From 8df544c08872120d4a0135b697654bb17aec409f Mon Sep 17 00:00:00 2001 From: github <4448445@qq.com> Date: Thu, 25 Jun 2020 16:56:02 +0800 Subject: [PATCH] first --- .gitignore | 115 + 10个编程技巧/Enumertate函数.py | 15 + 10个编程技巧/mytest.txt | 5 + 10个编程技巧/with 语句.py | 4 + 10个编程技巧/yield语法.py | 24 + 10个编程技巧/三元操作.py | 8 + 10个编程技巧/列表解析式.py | 17 + 10个编程技巧/变量的交换.py | 11 + 10个编程技巧/字典的合并.py | 14 + 10个编程技巧/字符串分割.py | 4 + 10个编程技巧/字符串格式化.py | 11 + LICENSE | 121 + Python 基础教程/Collections模块.py | 8 + .../Counter是dict的子类.py | 8 + Python 基础教程/__init__.py | 0 Python 基础教程/abc.txt | 2 + Python 基础教程/data.txt | 100000 +++++++++++++++ Python 基础教程/deque两头容器.py | 34 + Python 基础教程/for循环语句.py | 22 + Python 基础教程/mostNum.txt | 10 + Python 基础教程/nameTuple.py | 28 + Python 基础教程/package/__init__.py | 0 Python 基础教程/package/pachageTest.py | 27 + Python 基础教程/package/syu/__init__.py | 3 + Python 基础教程/package/syu/module.py | 2 + Python 基础教程/package/syu/module1.py | 2 + Python 基础教程/package/syu/moduleTest.py | 16 + Python 基础教程/while循环语句.py | 27 + Python 基础教程/元组.py | 6 + Python 基础教程/列表.py | 29 + Python 基础教程/列表切片.py | 11 + Python 基础教程/列表排序.py | 42 + Python 基础教程/列表综合练习.py | 25 + .../变量标识符关键字.py | 62 + Python 基础教程/字典与集合.py | 56 + Python 基础教程/字典推导式.py | 18 + Python 基础教程/常用模块.py | 32 + Python 基础教程/常用模块2.py | 17 + Python 基础教程/异常.py | 19 + Python 基础教程/异常的传递.py | 12 + Python 基础教程/抛出 raise 异常.py | 21 + Python 基础教程/文件.py | 21 + Python 基础教程/文件例子.py | 23 + Python 基础教程/私有属性---封装.py | 16 + Python 基础教程/自定义异常.py | 12 + Python 基础教程/随机数模块.py | 18 + .../集合 奥运会足球分组.py | 23 + Python 基础教程/集合 综合练习.py | 20 + .../集合 谁拿了最多的奖学金.py | 40 + Python 基础教程/集合.py | 43 + Python 基础教程/面向对象.py | 42 + .../面向对象与面向过程.py | 21 + Python高级编程/_call_方法.py | 30 + Python高级编程/mytest.txt | 3 + .../上下文管理器 读文本文件.py | 63 + Python高级编程/使用type创建类.py | 10 + ...使用 元类应用之实现简单ORM.py | 10 + Python高级编程/单继承.py | 28 + ...同时输出到控制台和日志文件.py | 51 + Python高级编程/基本概念.py | 10 + Python高级编程/多继承.py | 20 + Python高级编程/对象属性管理3.py | 34 + Python高级编程/对象管理属性.py | 8 + Python高级编程/对象管理属性2.py | 34 + Python高级编程/属性访问控制.py | 36 + Python高级编程/构造和初始化.py | 19 + Python高级编程/构造自定义容器.py | 47 + Python高级编程/正则表达式.py | 8 + Python高级编程/迭代器.py | 32 + Python高级编程/魔方方法.py | 38 + __init__.py | 0 .../matplotlib 使用子图2.py | 17 + .../matplotlib 散点图.py | 12 + .../matplotlib 柱状图.py | 13 + .../matplotlib使用子图.py | 18 + .../matplotlib入门例子.py | 19 + .../中文乱码解决.py | 14 + .../创建 numpy.array.py | 7 + .../双y轴曲线.py | 87 + .../数据加载和简单的数据探索.py | 33 + 实例学习pandas/DataFrame.py | 28 + 实例学习pandas/Series.py | 15 + 实例学习pandas/io操作.py | 16 + 实例学习pandas/user_info.csv | 3 + 实例学习pandas/股票分析.py | 36 + 机器学习/KNN/KNN-iris.py | 55 + 机器学习/KNN/KNN-sklearn四图.py | 35 + 机器学习/KNN/KNN算法实现.py | 62 + 机器学习/PCA/PCA-简单例子.py | 54 + 机器学习/PCA/data.csv | 100 + ...arn-手写数字降维预测-checkpoint.py | 36 + .../手写数字降维可视化-checkpoint.py | 58 + 机器学习/SVM/1/LR-testSet2.txt | 118 + 机器学习/SVM/1/SVM-低维映射高维.py | 15 + 机器学习/SVM/1/SVM-简单例子.py | 16 + 机器学习/SVM/1/SVM-线性分类.py | 39 + 机器学习/SVM/1/SVM-非线性分类.py | 49 + .../SVM/2/support_vector_machines修改.ipynb | 802 + .../SVM/2/support_vector_machines修改.py | 163 + 机器学习/SVM/2/人脸检测.py | 53 + 机器学习/readme | 1 + 机器学习/多项式回归/LASSO回归.py | 51 + .../Validation 和 Cross Validation.py | 46 + ...t-learn中的多项式回归和Pipeline.py | 62 + .../train test split的意义.py | 39 + 机器学习/多项式回归/学习曲线.py | 43 + .../岭回归 Ridge Regression.py | 90 + 机器学习/多项式回归/简单实现.py | 29 + .../多项式回归/过拟合和欠拟合.py | 61 + 机器学习/多项式回归/随机种子.py | 15 + .../线性回归/1/向量化实现.py | 51 + .../1/封装后的回归算法.py | 46 + .../线性回归/1/简单回归算法.py | 25 + .../1/计算程序运行时间.py | 9 + 机器学习/线性回归/2/kc.py | 50 + 机器学习/线性回归/2/kc_test.csv | 1 + 机器学习/线性回归/2/kc_train.csv | 10000 ++ 机器学习/线性回归/2/kc_train2.csv | 10000 ++ 机器学习/线性回归/2/result.csv | 3000 + 机器学习/聚类/DBSCAN/kmeans.txt | 80 + 机器学习/聚类/DBSCAN/sklearn-DBSCAN1.py | 16 + 机器学习/聚类/DBSCAN/sklearn-DBSCAN2.py | 29 + 机器学习/聚类/K-means sklearn/data.txt | 21 + .../聚类/K-means sklearn/kmeans-dbscan.py | 91 + .../K-means-图片压缩/ImageCompress.py | 23 + .../聚类/K-means-图片压缩/after.jpg | Bin 0 -> 9246 bytes .../聚类/K-means-图片压缩/test.jpg | Bin 0 -> 24197 bytes .../K-means/K-MEANS代价函数应用.py | 133 + .../聚类/K-means/K-MEANS肘部法则.py | 143 + 机器学习/聚类/K-means/kmeans.txt | 80 + .../聚类/K-means/python实现K-MEANS.py | 131 + .../聚类/K-means/sklearn-K-MEANS.py | 47 + .../K-means/sklearn-Mini-Batch-K-MEANS.py | 48 + 机器学习/聚类/K-means2/kMeansSklearn.py | 24 + 机器学习/聚类/K-means2/kmeans.py | 142 + 机器学习/聚类/K-means2/readme | 4 + 机器学习/聚类/K-means2/test.txt | 43 + .../cluster_result_document.txt | 1610 + .../cluster_result_keyword.txt | 7 + .../K-means算法实现/corpus_train.txt | 1611 + .../聚类/K-means算法实现/k-means.py | 94 + .../逻辑回归/LogisticRegression.py | 61 + 机器学习/逻辑回归/readme | 2 + 机器学习/逻辑回归/sigmoid曲线.py | 7 + .../逻辑回归/入门例子/data.txt | 100 + 机器学习/逻辑回归/入门例子/readme | 1 + .../逻辑回归/入门例子/入门例子.py | 206 + .../大小数据例子 投篮训练/data | 6 + .../大小数据例子 投篮训练/readme | 5 + .../最简单例子.py | 41 + .../逻辑回归/完整例子/ex2data1.txt | 100 + .../逻辑回归/完整例子/ex2data2.txt | 118 + .../逻辑回归/完整例子/逻辑回归.py | 59 + .../bank-additional.csv | 4120 + .../成熟例子 银行存款/bank.csv | 4522 + .../成熟例子 银行存款/readme | 1 + .../成熟例子 银行存款/逻辑回归.py | 144 + .../逻辑回归/最简单例子/data.txt | 100 + .../逻辑回归/最简单例子/readme | 1 + .../最简单例子/最简单例子.py | 149 + .../逻辑回归/逻辑回归例子.py | 26 + 深度学习/__init__.py | 0 .../手写数字例子/HandWriter.zip | Bin 0 -> 9894 bytes 深度学习/手写数字例子/__init__.py | 0 .../手写数字例子/mnist_loader.py | 77 + .../手写数字例子/mnist_train.py | 125 + .../numpy实现神经网络.py | 100 + .../手写数字例子/train_loss.csv | 1 + 深度学习/手写数字例子/utils.py | 39 + .../多分类回归实例.py | 86 + ...构建BP深度神经网络 自己写的.py | 180 + .../学生 numpy实现神经网络例子.py | 82 + .../手写数字gpu例子1.py | 164 + .../手写数字gpu例子2.py | 189 + .../手写数字例子/手写数字例子.py | 107 + 深度学习/表情识别/keras/__init__.py | 0 深度学习/表情识别/keras/model.py | 46 + 深度学习/表情识别/keras/utils.py | 32 + .../keras/将表情图片提取出来.py | 51 + .../表情识别/pytorch/数据整理.py | 39 + .../表情识别/pytorch/数据预处理.py | 29 + .../表情识别/pytorch/模型搭建.py | 28 + 深度学习/表情识别/readme | 4 + 183 files changed, 142765 insertions(+) create mode 100644 .gitignore create mode 100644 10个编程技巧/Enumertate函数.py create mode 100644 10个编程技巧/mytest.txt create mode 100644 10个编程技巧/with 语句.py create mode 100644 10个编程技巧/yield语法.py create mode 100644 10个编程技巧/三元操作.py create mode 100644 10个编程技巧/列表解析式.py create mode 100644 10个编程技巧/变量的交换.py create mode 100644 10个编程技巧/字典的合并.py create mode 100644 10个编程技巧/字符串分割.py create mode 100644 10个编程技巧/字符串格式化.py create mode 100644 LICENSE create mode 100644 Python 基础教程/Collections模块.py create mode 100644 Python 基础教程/Counter是dict的子类.py create mode 100644 Python 基础教程/__init__.py create mode 100644 Python 基础教程/abc.txt create mode 100644 Python 基础教程/data.txt create mode 100644 Python 基础教程/deque两头容器.py create mode 100644 Python 基础教程/for循环语句.py create mode 100644 Python 基础教程/mostNum.txt create mode 100644 Python 基础教程/nameTuple.py create mode 100644 Python 基础教程/package/__init__.py create mode 100644 Python 基础教程/package/pachageTest.py create mode 100644 Python 基础教程/package/syu/__init__.py create mode 100644 Python 基础教程/package/syu/module.py create mode 100644 Python 基础教程/package/syu/module1.py create mode 100644 Python 基础教程/package/syu/moduleTest.py create mode 100644 Python 基础教程/while循环语句.py create mode 100644 Python 基础教程/元组.py create mode 100644 Python 基础教程/列表.py create mode 100644 Python 基础教程/列表切片.py create mode 100644 Python 基础教程/列表排序.py create mode 100644 Python 基础教程/列表综合练习.py create mode 100644 Python 基础教程/变量标识符关键字.py create mode 100644 Python 基础教程/字典与集合.py create mode 100644 Python 基础教程/字典推导式.py create mode 100644 Python 基础教程/常用模块.py create mode 100644 Python 基础教程/常用模块2.py create mode 100644 Python 基础教程/异常.py create mode 100644 Python 基础教程/异常的传递.py create mode 100644 Python 基础教程/抛出 raise 异常.py create mode 100644 Python 基础教程/文件.py create mode 100644 Python 基础教程/文件例子.py create mode 100644 Python 基础教程/私有属性---封装.py create mode 100644 Python 基础教程/自定义异常.py create mode 100644 Python 基础教程/随机数模块.py create mode 100644 Python 基础教程/集合 奥运会足球分组.py create mode 100644 Python 基础教程/集合 综合练习.py create mode 100644 Python 基础教程/集合 谁拿了最多的奖学金.py create mode 100644 Python 基础教程/集合.py create mode 100644 Python 基础教程/面向对象.py create mode 100644 Python 基础教程/面向对象与面向过程.py create mode 100644 Python高级编程/_call_方法.py create mode 100644 Python高级编程/mytest.txt create mode 100644 Python高级编程/上下文管理器 读文本文件.py create mode 100644 Python高级编程/使用type创建类.py create mode 100644 Python高级编程/关系型数据库使用 元类应用之实现简单ORM.py create mode 100644 Python高级编程/单继承.py create mode 100644 Python高级编程/同时输出到控制台和日志文件.py create mode 100644 Python高级编程/基本概念.py create mode 100644 Python高级编程/多继承.py create mode 100644 Python高级编程/对象属性管理3.py create mode 100644 Python高级编程/对象管理属性.py create mode 100644 Python高级编程/对象管理属性2.py create mode 100644 Python高级编程/属性访问控制.py create mode 100644 Python高级编程/构造和初始化.py create mode 100644 Python高级编程/构造自定义容器.py create mode 100644 Python高级编程/正则表达式.py create mode 100644 Python高级编程/迭代器.py create mode 100644 Python高级编程/魔方方法.py create mode 100644 __init__.py create mode 100644 实例学习Numpy与Matplotlib/matplotlib 使用子图2.py create mode 100644 实例学习Numpy与Matplotlib/matplotlib 散点图.py create mode 100644 实例学习Numpy与Matplotlib/matplotlib 柱状图.py create mode 100644 实例学习Numpy与Matplotlib/matplotlib使用子图.py create mode 100644 实例学习Numpy与Matplotlib/matplotlib入门例子.py create mode 100644 实例学习Numpy与Matplotlib/中文乱码解决.py create mode 100644 实例学习Numpy与Matplotlib/创建 numpy.array.py create mode 100644 实例学习Numpy与Matplotlib/双y轴曲线.py create mode 100644 实例学习Numpy与Matplotlib/数据加载和简单的数据探索.py create mode 100644 实例学习pandas/DataFrame.py create mode 100644 实例学习pandas/Series.py create mode 100644 实例学习pandas/io操作.py create mode 100644 实例学习pandas/user_info.csv create mode 100644 实例学习pandas/股票分析.py create mode 100644 机器学习/KNN/KNN-iris.py create mode 100644 机器学习/KNN/KNN-sklearn四图.py create mode 100644 机器学习/KNN/KNN算法实现.py create mode 100644 机器学习/PCA/PCA-简单例子.py create mode 100644 机器学习/PCA/data.csv create mode 100644 机器学习/PCA/sklearn-手写数字降维预测-checkpoint.py create mode 100644 机器学习/PCA/手写数字降维可视化-checkpoint.py create mode 100644 机器学习/SVM/1/LR-testSet2.txt create mode 100644 机器学习/SVM/1/SVM-低维映射高维.py create mode 100644 机器学习/SVM/1/SVM-简单例子.py create mode 100644 机器学习/SVM/1/SVM-线性分类.py create mode 100644 机器学习/SVM/1/SVM-非线性分类.py create mode 100644 机器学习/SVM/2/support_vector_machines修改.ipynb create mode 100644 机器学习/SVM/2/support_vector_machines修改.py create mode 100644 机器学习/SVM/2/人脸检测.py create mode 100644 机器学习/readme create mode 100644 机器学习/多项式回归/LASSO回归.py create mode 100644 机器学习/多项式回归/Validation 和 Cross Validation.py create mode 100644 机器学习/多项式回归/scikit-learn中的多项式回归和Pipeline.py create mode 100644 机器学习/多项式回归/train test split的意义.py create mode 100644 机器学习/多项式回归/学习曲线.py create mode 100644 机器学习/多项式回归/岭回归 Ridge Regression.py create mode 100644 机器学习/多项式回归/简单实现.py create mode 100644 机器学习/多项式回归/过拟合和欠拟合.py create mode 100644 机器学习/多项式回归/随机种子.py create mode 100644 机器学习/线性回归/1/向量化实现.py create mode 100644 机器学习/线性回归/1/封装后的回归算法.py create mode 100644 机器学习/线性回归/1/简单回归算法.py create mode 100644 机器学习/线性回归/1/计算程序运行时间.py create mode 100644 机器学习/线性回归/2/kc.py create mode 100644 机器学习/线性回归/2/kc_test.csv create mode 100644 机器学习/线性回归/2/kc_train.csv create mode 100644 机器学习/线性回归/2/kc_train2.csv create mode 100644 机器学习/线性回归/2/result.csv create mode 100644 机器学习/聚类/DBSCAN/kmeans.txt create mode 100644 机器学习/聚类/DBSCAN/sklearn-DBSCAN1.py create mode 100644 机器学习/聚类/DBSCAN/sklearn-DBSCAN2.py create mode 100644 机器学习/聚类/K-means sklearn/data.txt create mode 100644 机器学习/聚类/K-means sklearn/kmeans-dbscan.py create mode 100644 机器学习/聚类/K-means-图片压缩/ImageCompress.py create mode 100644 机器学习/聚类/K-means-图片压缩/after.jpg create mode 100644 机器学习/聚类/K-means-图片压缩/test.jpg create mode 100644 机器学习/聚类/K-means/K-MEANS代价函数应用.py create mode 100644 机器学习/聚类/K-means/K-MEANS肘部法则.py create mode 100644 机器学习/聚类/K-means/kmeans.txt create mode 100644 机器学习/聚类/K-means/python实现K-MEANS.py create mode 100644 机器学习/聚类/K-means/sklearn-K-MEANS.py create mode 100644 机器学习/聚类/K-means/sklearn-Mini-Batch-K-MEANS.py create mode 100644 机器学习/聚类/K-means2/kMeansSklearn.py create mode 100644 机器学习/聚类/K-means2/kmeans.py create mode 100644 机器学习/聚类/K-means2/readme create mode 100644 机器学习/聚类/K-means2/test.txt create mode 100644 机器学习/聚类/K-means算法实现/cluster_result_document.txt create mode 100644 机器学习/聚类/K-means算法实现/cluster_result_keyword.txt create mode 100644 机器学习/聚类/K-means算法实现/corpus_train.txt create mode 100644 机器学习/聚类/K-means算法实现/k-means.py create mode 100644 机器学习/逻辑回归/LogisticRegression.py create mode 100644 机器学习/逻辑回归/readme create mode 100644 机器学习/逻辑回归/sigmoid曲线.py create mode 100644 机器学习/逻辑回归/入门例子/data.txt create mode 100644 机器学习/逻辑回归/入门例子/readme create mode 100644 机器学习/逻辑回归/入门例子/入门例子.py create mode 100644 机器学习/逻辑回归/大小数据例子 投篮训练/data create mode 100644 机器学习/逻辑回归/大小数据例子 投篮训练/readme create mode 100644 机器学习/逻辑回归/大小数据例子 投篮训练/最简单例子.py create mode 100644 机器学习/逻辑回归/完整例子/ex2data1.txt create mode 100644 机器学习/逻辑回归/完整例子/ex2data2.txt create mode 100644 机器学习/逻辑回归/完整例子/逻辑回归.py create mode 100644 机器学习/逻辑回归/成熟例子 银行存款/bank-additional.csv create mode 100644 机器学习/逻辑回归/成熟例子 银行存款/bank.csv create mode 100644 机器学习/逻辑回归/成熟例子 银行存款/readme create mode 100644 机器学习/逻辑回归/成熟例子 银行存款/逻辑回归.py create mode 100644 机器学习/逻辑回归/最简单例子/data.txt create mode 100644 机器学习/逻辑回归/最简单例子/readme create mode 100644 机器学习/逻辑回归/最简单例子/最简单例子.py create mode 100644 机器学习/逻辑回归/逻辑回归例子.py create mode 100644 深度学习/__init__.py create mode 100644 深度学习/手写数字例子/HandWriter.zip create mode 100644 深度学习/手写数字例子/__init__.py create mode 100644 深度学习/手写数字例子/mnist_loader.py create mode 100644 深度学习/手写数字例子/mnist_train.py create mode 100644 深度学习/手写数字例子/numpy实现神经网络.py create mode 100644 深度学习/手写数字例子/train_loss.csv create mode 100644 深度学习/手写数字例子/utils.py create mode 100644 深度学习/手写数字例子/多分类回归实例.py create mode 100644 深度学习/手写数字例子/学生 NUMPY构建BP深度神经网络 自己写的.py create mode 100644 深度学习/手写数字例子/学生 numpy实现神经网络例子.py create mode 100644 深度学习/手写数字例子/手写数字gpu例子1.py create mode 100644 深度学习/手写数字例子/手写数字gpu例子2.py create mode 100644 深度学习/手写数字例子/手写数字例子.py create mode 100644 深度学习/表情识别/keras/__init__.py create mode 100644 深度学习/表情识别/keras/model.py create mode 100644 深度学习/表情识别/keras/utils.py create mode 100644 深度学习/表情识别/keras/将表情图片提取出来.py create mode 100644 深度学习/表情识别/pytorch/数据整理.py create mode 100644 深度学习/表情识别/pytorch/数据预处理.py create mode 100644 深度学习/表情识别/pytorch/模型搭建.py create mode 100644 深度学习/表情识别/readme diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..11614af --- /dev/null +++ b/.gitignore @@ -0,0 +1,115 @@ +# Byte-compiled / optimized / DLL files +__pycache__/ +*.py[cod] +*$py.class + +# C extensions +*.so + +# Distribution / packaging +.Python +build/ +develop-eggs/ +dist/ +downloads/ +eggs/ +.eggs/ +lib/ +lib64/ +parts/ +sdist/ +var/ +wheels/ +share/python-wheels/ +*.egg-info/ +.installed.cfg +*.egg +MANIFEST + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + +# Unit test / coverage reports +htmlcov/ +.tox/ +.nox/ +.coverage +.coverage.* +.cache +nosetests.xml +coverage.xml +*.cover +.hypothesis/ +.pytest_cache/ + +# Translations +*.mo +*.pot + +# Django stuff: +*.log +local_settings.py +db.sqlite3 + +# Flask stuff: +instance/ +.webassets-cache + +# Scrapy stuff: +.scrapy + +# Sphinx documentation +docs/_build/ + +# PyBuilder +target/ + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +.python-version + +# celery beat schedule file +celerybeat-schedule + +# SageMath parsed files +*.sage.py + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + +# Spyder project settings +.spyderproject +.spyproject + +# Rope project settings +.ropeproject + +# mkdocs documentation +/site + +# mypy +.mypy_cache/ +.dmypy.json +dmypy.json + +# Pyre type checker +.pyre/ diff --git a/10个编程技巧/Enumertate函数.py b/10个编程技巧/Enumertate函数.py new file mode 100644 index 0000000..f095051 --- /dev/null +++ b/10个编程技巧/Enumertate函数.py @@ -0,0 +1,15 @@ + +# enumerate 可以加索引 +fruit = ["apple",'orange',"banana","balabala"] + +for i,x in enumerate(fruit): + print(i,x) + +# 反方向输出 +for i,x in enumerate(reversed(fruit)): + print(i,x) + +# 按照字典顺序输出 +for i,x in enumerate(sorted(fruit)): + print(i,x) +### \ No newline at end of file diff --git a/10个编程技巧/mytest.txt b/10个编程技巧/mytest.txt new file mode 100644 index 0000000..5fd1cfb --- /dev/null +++ b/10个编程技巧/mytest.txt @@ -0,0 +1,5 @@ +推荐编程环境 +http://repl.it/ +aaaaaaaaaaaaa +bbbbbbbbbbbb +cccccccccccc \ No newline at end of file diff --git a/10个编程技巧/with 语句.py b/10个编程技巧/with 语句.py new file mode 100644 index 0000000..bfa8cbf --- /dev/null +++ b/10个编程技巧/with 语句.py @@ -0,0 +1,4 @@ +#自动关闭文件 +with open('mytest.txt') as file_in: + for line in file_in: + print(line) \ No newline at end of file diff --git a/10个编程技巧/yield语法.py b/10个编程技巧/yield语法.py new file mode 100644 index 0000000..37aa517 --- /dev/null +++ b/10个编程技巧/yield语法.py @@ -0,0 +1,24 @@ +# 原始 +def fibonacci(n): + a = 0 + b = 1 + nums = [] + for _ in range(n): + nums.append(a) + a,b = b,a+b + return nums + +print(fibonacci(12)) + +def fibonacci(n): + a = 0 + b = 1 + # nums = [] + for _ in range(n): + yield a + # nums.append(a) + a,b = b,a+b + # return nums + +for i in fibonacci(12): + print(i) \ No newline at end of file diff --git a/10个编程技巧/三元操作.py b/10个编程技巧/三元操作.py new file mode 100644 index 0000000..97ce7db --- /dev/null +++ b/10个编程技巧/三元操作.py @@ -0,0 +1,8 @@ + +score = int(input()) +if score >=60: + print("pass") +else: + print("fail") + +s = "pass" if score>=60 else "fail" \ No newline at end of file diff --git a/10个编程技巧/列表解析式.py b/10个编程技巧/列表解析式.py new file mode 100644 index 0000000..7c5cbdb --- /dev/null +++ b/10个编程技巧/列表解析式.py @@ -0,0 +1,17 @@ + +# 都变成大写 +fruit = ["apple",'orange',"banana","balabala"] +print(fruit) +fruit = [x.upper() for x in fruit] +print(fruit) + +#挑选出以b开头的水果 +b = [] +for x in fruit: + if x.startswith("B"): + b.append(x) +print(b) + +b = [x.lower() for x in fruit if x.startswith("B")] +print(b) + diff --git a/10个编程技巧/变量的交换.py b/10个编程技巧/变量的交换.py new file mode 100644 index 0000000..acdd2d6 --- /dev/null +++ b/10个编程技巧/变量的交换.py @@ -0,0 +1,11 @@ +# 交换变量 +# 原始 +a = 1 +b =2 +tmp = a +a = b +b = tmp + +# 实际 + +a,b = b,a diff --git a/10个编程技巧/字典的合并.py b/10个编程技巧/字典的合并.py new file mode 100644 index 0000000..9bcac90 --- /dev/null +++ b/10个编程技巧/字典的合并.py @@ -0,0 +1,14 @@ +a = {"aaa":111,"bbb":222,"ccc":333} +b = {"ddd":444,"eee":555,"fff":666} + +# 合并字典 +c = {} +for x in a: + c[x] = a[x] +for x in b: + c[x] = b[x] +print(c) + +# 改变后 +c = {**a,**b} +print(c) \ No newline at end of file diff --git a/10个编程技巧/字符串分割.py b/10个编程技巧/字符串分割.py new file mode 100644 index 0000000..28d3dd5 --- /dev/null +++ b/10个编程技巧/字符串分割.py @@ -0,0 +1,4 @@ +name = "zhang san" + +a,b = name.split() +print(a,b) \ No newline at end of file diff --git a/10个编程技巧/字符串格式化.py b/10个编程技巧/字符串格式化.py new file mode 100644 index 0000000..cfb631c --- /dev/null +++ b/10个编程技巧/字符串格式化.py @@ -0,0 +1,11 @@ +name ="Tom" +age = 16 + +print("Hello Myname is "+name+" and I am "+str(age)) + +print("Hello Myname is {} and I am {}".format(name,age)) + +print("Hello Myname is {0} and My age is {1}".format(name,age)) + +# 最常用 fstring +print(f"Hello Myname is {name} and I am {age+1}") \ No newline at end of file diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..2e51531 --- /dev/null +++ b/LICENSE @@ -0,0 +1,121 @@ + 木兰宽松许可证, 第1版 + + 木兰宽松许可证， 第1版 + 2019年8月 http://license.coscl.org.cn/MulanPSL + + 您对“软件”的复制、使用、修改及分发受木兰宽松许可证，第1版（“本许可证”）的如下条款的约束： + + 0. 定义 + + “软件”是指由“贡献”构成的许可在“本许可证”下的程序和相关文档的集合。 + + “贡献者”是指将受版权法保护的作品许可在“本许可证”下的自然人或“法人实体”。 + + “法人实体”是指提交贡献的机构及其“关联实体”。 + + “关联实体”是指，对“本许可证”下的一方而言，控制、受控制或与其共同受控制的机构，此处的控制是指有受控方或共同受控方至少50%直接或间接的投票权、资金或其他有价证券。 + + “贡献”是指由任一“贡献者”许可在“本许可证”下的受版权法保护的作品。 + + 1. 授予版权许可 + + 每个“贡献者”根据“本许可证”授予您永久性的、全球性的、免费的、非独占的、不可撤销的版权许可，您可以复制、使用、修改、分发其“贡献”，不论修改与否。 + + 2. 授予专利许可 + + 每个“贡献者”根据“本许可证”授予您永久性的、全球性的、免费的、非独占的、不可撤销的（根据本条规定撤销除外）专利许可，供您制造、委托制造、使用、许诺销售、销售、进口其“贡献”或以其他方式转移其“贡献”。前述专利许可仅限于“贡献者”现在或将来拥有或控制的其“贡献”本身或其“贡献”与许可“贡献”时的“软件”结合而将必然会侵犯的专利权利要求，不包括仅因您或他人修改“贡献”或其他结合而将必然会侵犯到的专利权利要求。如您或您的“关联实体”直接或间接地（包括通过代理、专利被许可人或受让人），就“软件”或其中的“贡献”对任何人发起专利侵权诉讼（包括反诉或交叉诉讼）或其他专利维权行动，指控其侵犯专利权，则“本许可证”授予您对“软件”的专利许可自您提起诉讼或发起维权行动之日终止。 + + 3. 无商标许可 + + “本许可证”不提供对“贡献者”的商品名称、商标、服务标志或产品名称的商标许可，但您为满足第4条规定的声明义务而必须使用除外。 + + 4. 分发限制 + + 您可以在任何媒介中将“软件”以源程序形式或可执行形式重新分发，不论修改与否，但您必须向接收者提供“本许可证”的副本，并保留“软件”中的版权、商标、专利及免责声明。 + + 5. 免责声明与责任限制 + + “软件”及其中的“贡献”在提供时不带任何明示或默示的担保。在任何情况下，“贡献者”或版权所有者不对任何人因使用“软件”或其中的“贡献”而引发的任何直接或间接损失承担责任，不论因何种原因导致或者基于何种法律理论,即使其曾被建议有此种损失的可能性。 + + 条款结束。 + + 如何将木兰宽松许可证，第1版，应用到您的软件 + + 如果您希望将木兰宽松许可证，第1版，应用到您的新软件，为了方便接收者查阅，建议您完成如下三步： + + 1， 请您补充如下声明中的空白，包括软件名、软件的首次发表年份以及您作为版权人的名字； + + 2， 请您在软件包的一级目录下创建以“LICENSE”为名的文件，将整个许可证文本放入该文件中； + + 3， 请将如下声明文本放入每个源文件的头部注释中。 + + Copyright (c) [2019] [name of copyright holder] + [Software Name] is licensed under the Mulan PSL v1. + You can use this software according to the terms and conditions of the Mulan PSL v1. + You may obtain a copy of Mulan PSL v1 at: + http://license.coscl.org.cn/MulanPSL + THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY OR FIT FOR A PARTICULAR + PURPOSE. + See the Mulan PSL v1 for more details. + + + Mulan Permissive Software License，Version 1 + + Mulan Permissive Software License，Version 1 (Mulan PSL v1) + August 2019 http://license.coscl.org.cn/MulanPSL + + Your reproduction, use, modification and distribution of the Software shall be subject to Mulan PSL v1 (this License) with following terms and conditions: + + 0. Definition + + Software means the program and related documents which are comprised of those Contribution and licensed under this License. + + Contributor means the Individual or Legal Entity who licenses its copyrightable work under this License. + + Legal Entity means the entity making a Contribution and all its Affiliates. + + Affiliates means entities that control, or are controlled by, or are under common control with a party to this License, ‘control’ means direct or indirect ownership of at least fifty percent (50%) of the voting power, capital or other securities of controlled or commonly controlled entity. + + Contribution means the copyrightable work licensed by a particular Contributor under this License. + + 1. Grant of Copyright License + + Subject to the terms and conditions of this License, each Contributor hereby grants to you a perpetual, worldwide, royalty-free, non-exclusive, irrevocable copyright license to reproduce, use, modify, or distribute its Contribution, with modification or not. + + 2. Grant of Patent License + + Subject to the terms and conditions of this License, each Contributor hereby grants to you a perpetual, worldwide, royalty-free, non-exclusive, irrevocable (except for revocation under this Section) patent license to make, have made, use, offer for sale, sell, import or otherwise transfer its Contribution where such patent license is only limited to the patent claims owned or controlled by such Contributor now or in future which will be necessarily infringed by its Contribution alone, or by combination of the Contribution with the Software to which the Contribution was contributed, excluding of any patent claims solely be infringed by your or others’ modification or other combinations. If you or your Affiliates directly or indirectly (including through an agent, patent licensee or assignee）, institute patent litigation (including a cross claim or counterclaim in a litigation) or other patent enforcement activities against any individual or entity by alleging that the Software or any Contribution in it infringes patents, then any patent license granted to you under this License for the Software shall terminate as of the date such litigation or activity is filed or taken. + + 3. No Trademark License + + No trademark license is granted to use the trade names, trademarks, service marks, or product names of Contributor, except as required to fulfill notice requirements in section 4. + + 4. Distribution Restriction + + You may distribute the Software in any medium with or without modification, whether in source or executable forms, provided that you provide recipients with a copy of this License and retain copyright, patent, trademark and disclaimer statements in the Software. + + 5. Disclaimer of Warranty and Limitation of Liability + + The Software and Contribution in it are provided without warranties of any kind, either express or implied. In no event shall any Contributor or copyright holder be liable to you for any damages, including, but not limited to any direct, or indirect, special or consequential damages arising from your use or inability to use the Software or the Contribution in it, no matter how it’s caused or based on which legal theory, even if advised of the possibility of such damages. + + End of the Terms and Conditions + + How to apply the Mulan Permissive Software License，Version 1 (Mulan PSL v1) to your software + + To apply the Mulan PSL v1 to your work, for easy identification by recipients, you are suggested to complete following three steps: + + i. Fill in the blanks in following statement, including insert your software name, the year of the first publication of your software, and your name identified as the copyright owner; + ii. Create a file named “LICENSE” which contains the whole context of this License in the first directory of your software package; + iii. Attach the statement to the appropriate annotated syntax at the beginning of each source file. + + Copyright (c) [2019] [name of copyright holder] + [Software Name] is licensed under the Mulan PSL v1. + You can use this software according to the terms and conditions of the Mulan PSL v1. + You may obtain a copy of Mulan PSL v1 at: + http://license.coscl.org.cn/MulanPSL + THIS SOFTWARE IS PROVIDED ON AN "AS IS" BASIS, WITHOUT WARRANTIES OF ANY KIND, EITHER EXPRESS OR + IMPLIED, INCLUDING BUT NOT LIMITED TO NON-INFRINGEMENT, MERCHANTABILITY OR FIT FOR A PARTICULAR + PURPOSE. + + See the Mulan PSL v1 for more details. diff --git a/Python 基础教程/Collections模块.py b/Python 基础教程/Collections模块.py new file mode 100644 index 0000000..aebecaf --- /dev/null +++ b/Python 基础教程/Collections模块.py @@ -0,0 +1,8 @@ +from collections import defaultdict +person = defaultdict(lambda : 'Key Not found') # 初始默认所有key对应的value均为‘Key Not Found’ + +person['name'] = 'xiaobai' +person['age'] = 18 + +print ("The value of key 'name' is : ",person['name']) +print ("The value of key 'adress' is : ",person['city']) diff --git a/Python 基础教程/Counter是dict的子类.py b/Python 基础教程/Counter是dict的子类.py new file mode 100644 index 0000000..88f3d8d --- /dev/null +++ b/Python 基础教程/Counter是dict的子类.py @@ -0,0 +1,8 @@ +from collections import Counter + +count_list = Counter(['B','B','A','B','C','A','B','B','A','C']) #计数list +print (count_list) + + +count_tuple = Counter((2,2,2,3,1,3,1,1,1)) #计数tuple +print(count_tuple) diff --git a/Python 基础教程/__init__.py b/Python 基础教程/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/Python 基础教程/abc.txt b/Python 基础教程/abc.txt new file mode 100644 index 0000000..f988024 --- /dev/null +++ b/Python 基础教程/abc.txt @@ -0,0 +1,2 @@ +hello neuedu + \ No newline at end of file diff --git a/Python 基础教程/data.txt b/Python 基础教程/data.txt new file mode 100644 index 0000000..18c8ff4 --- /dev/null +++ b/Python 基础教程/data.txt @@ -0,0 +1,100000 @@ +36 +66 +75 +66 +75 +37 +36 +70 +97 +13 +96 +26 +44 +100 +34 +17 +63 +54 +69 +19 +29 +74 +51 +21 +5 +65 +32 +92 +57 +21 +40 +63 +92 +16 +85 +12 +73 +36 +76 +59 +68 +99 +57 +11 +34 +78 +84 +53 +19 +91 +58 +90 +74 +34 +27 +96 +21 +65 +100 +68 +97 +7 +2 +63 +61 +82 +100 +30 +44 +88 +70 +61 +15 +18 +29 +66 +58 +33 +2 +92 +8 +95 +56 +36 +10 +55 +7 +23 +74 +43 +35 +70 +68 +81 +65 +57 +67 +90 +66 +92 +50 +64 +6 +90 +14 +50 +35 +2 +93 +14 +5 +70 +42 +60 +44 +51 +34 +63 +4 +36 +58 +18 +81 +3 +71 +53 +85 +39 +97 +14 +65 +66 +74 +14 +10 +81 +91 +21 +52 +68 +83 +33 +34 +62 +94 +42 +6 +2 +45 +93 +80 +19 +1 +16 +23 +100 +27 +46 +36 +4 +38 +3 +60 +13 +13 +17 +77 +46 +9 +32 +77 +67 +52 +99 +55 +50 +80 +72 +59 +97 +89 +87 +66 +85 +78 +3 +80 +68 +15 +94 +63 +13 +88 +3 +42 +61 +9 +87 +53 +96 +34 +82 +97 +23 +27 +46 +69 +98 +20 +90 +52 +43 +17 +40 +11 +89 +85 +10 +86 +8 +80 +67 +81 +63 +92 +56 +73 +14 +98 +28 +88 +39 +43 +42 +85 +76 +62 +29 +70 +30 +24 +1 +98 +49 +60 +73 +86 +68 +56 +76 +57 +58 +74 +40 +40 +68 +35 +47 +26 +48 +41 +47 +90 +88 +2 +60 +9 +16 +31 +33 +85 +25 +31 +22 +36 +18 +34 +45 +85 +17 +64 +96 +15 +6 +48 +25 +20 +89 +82 +11 +43 +13 +72 +21 +20 +85 +89 +96 +31 +33 +43 +82 +52 +80 +80 +83 +3 +51 +24 +28 +52 +20 +54 +51 +71 +81 +66 +76 +79 +87 +94 +11 +49 +37 +85 +71 +15 +89 +22 +76 +43 +20 +21 +63 +98 +64 +50 +33 +24 +17 +96 +70 +75 +32 +34 +43 +21 +55 +42 +56 +52 +100 +25 +24 +89 +56 +79 +5 +15 +51 +39 +100 +56 +52 +74 +12 +84 +11 +81 +85 +99 +76 +75 +67 +32 +87 +48 +68 +87 +50 +10 +59 +52 +77 +2 +66 +97 +16 +10 +52 +30 +6 +48 +97 +83 +13 +81 +12 +11 +56 +62 +17 +68 +70 +82 +11 +71 +25 +45 +16 +13 +91 +90 +58 +69 +79 +87 +90 +5 +26 +64 +83 +71 +6 +76 +98 +97 +11 +94 +33 +8 +49 +20 +95 +34 +11 +55 +41 +10 +58 +94 +38 +4 +84 +87 +59 +80 +55 +49 +14 +95 +75 +89 +31 +56 +87 +4 +28 +86 +49 +47 +46 +60 +47 +68 +37 +2 +69 +79 +20 +31 +43 +28 +13 +49 +55 +91 +26 +80 +46 +36 +23 +23 +43 +21 +73 +60 +88 +20 +34 +8 +63 +95 +89 +21 +40 +84 +50 +35 +1 +52 +81 +85 +82 +17 +14 +5 +7 +90 +28 +77 +24 +74 +18 +99 +42 +43 +96 +82 +64 +4 +10 +69 +12 +36 +12 +41 +90 +74 +62 +9 +55 +31 +62 +58 +73 +22 +26 +59 +25 +99 +100 +34 +85 +3 +20 +65 +47 +84 +55 +78 +83 +67 +68 +7 +99 +55 +77 +59 +91 +77 +94 +55 +35 +65 +82 +73 +7 +91 +99 +11 +20 +47 +40 +99 +79 +60 +32 +32 +27 +69 +37 +42 +66 +12 +12 +17 +78 +40 +64 +51 +53 +94 +32 +24 +12 +9 +8 +30 +86 +2 +66 +78 +54 +68 +57 +10 +10 +23 +48 +82 +17 +38 +9 +50 +49 +57 +40 +8 +16 +81 +91 +82 +66 +32 +69 +60 +38 +26 +14 +49 +21 +75 +21 +83 +61 +4 +64 +10 +36 +58 +66 +46 +84 +74 +48 +78 +86 +68 +83 +62 +86 +88 +58 +56 +16 +83 +78 +96 +20 +86 +47 +98 +64 +9 +31 +41 +57 +75 +29 +25 +54 +57 +34 +2 +10 +35 +32 +49 +43 +86 +38 +14 +84 +71 +93 +3 +26 +66 +78 +16 +7 +11 +86 +80 +66 +43 +88 +36 +48 +3 +56 +44 +44 +85 +73 +95 +3 +78 +75 +76 +61 +62 +100 +50 +46 +80 +11 +86 +70 +66 +17 +33 +83 +17 +87 +41 +19 +59 +91 +53 +2 +93 +55 +2 +49 +100 +63 +71 +95 +59 +81 +32 +64 +85 +34 +67 +13 +15 +17 +93 +54 +24 +52 +79 +87 +51 +21 +16 +47 +98 +39 +76 +55 +32 +26 +36 +45 +6 +10 +66 +38 +78 +51 +55 +89 +22 +94 +5 +94 +73 +38 +72 +31 +18 +71 +23 +81 +51 +96 +86 +29 +1 +56 +91 +56 +29 +28 +72 +48 +40 +71 +44 +90 +25 +51 +9 +79 +48 +26 +51 +20 +74 +34 +60 +10 +98 +71 +19 +24 +9 +100 +13 +37 +40 +37 +36 +14 +84 +38 +68 +39 +15 +85 +12 +90 +45 +93 +73 +61 +2 +34 +66 +16 +14 +17 +92 +81 +80 +30 +80 +60 +93 +27 +25 +12 +85 +64 +69 +50 +93 +45 +14 +17 +76 +7 +33 +69 +100 +62 +38 +79 +65 +37 +42 +94 +100 +9 +2 +82 +88 +34 +92 +24 +20 +26 +53 +76 +96 +99 +95 +17 +68 +1 +21 +43 +95 +37 +45 +63 +91 +70 +89 +2 +10 +51 +7 +71 +3 +1 +89 +84 +91 +18 +8 +98 +58 +9 +95 +67 +3 +85 +47 +63 +61 +8 +61 +44 +99 +77 +44 +24 +42 +60 +82 +84 +55 +84 +75 +18 +98 +77 +98 +41 +23 +82 +41 +69 +49 +7 +34 +75 +97 +24 +95 +96 +57 +44 +2 +58 +53 +50 +45 +42 +6 +100 +48 +13 +41 +84 +93 +16 +6 +59 +62 +12 +4 +5 +64 +49 +84 +66 +57 +33 +49 +47 +35 +82 +28 +5 +66 +19 +99 +74 +78 +28 +92 +20 +94 +31 +85 +20 +97 +2 +32 +46 +8 +48 +36 +33 +59 +88 +16 +40 +19 +36 +18 +71 +14 +97 +76 +92 +22 +57 +66 +4 +46 +60 +100 +84 +4 +51 +85 +8 +33 +71 +79 +70 +42 +18 +4 +27 +43 +70 +83 +20 +23 +11 +49 +15 +81 +4 +19 +16 +56 +44 +54 +46 +17 +77 +10 +14 +24 +21 +97 +75 +52 +63 +71 +64 +48 +5 +7 +53 +19 +91 +93 +36 +36 +59 +87 +15 +94 +37 +7 +34 +3 +97 +67 +22 +63 +22 +69 +75 +28 +47 +77 +63 +32 +12 +67 +62 +84 +36 +50 +50 +46 +48 +52 +73 +86 +54 +75 +17 +14 +1 +8 +31 +46 +48 +94 +31 +31 +15 +95 +4 +17 +45 +36 +1 +4 +34 +24 +13 +98 +97 +95 +71 +25 +69 +77 +90 +87 +82 +29 +78 +67 +55 +26 +71 +69 +52 +84 +49 +12 +84 +25 +82 +53 +41 +29 +80 +54 +1 +69 +7 +67 +93 +23 +4 +24 +82 +8 +70 +74 +35 +93 +24 +13 +82 +89 +89 +89 +55 +49 +62 +100 +23 +95 +15 +29 +11 +21 +42 +6 +76 +6 +25 +97 +55 +39 +76 +11 +5 +44 +81 +27 +47 +71 +62 +89 +35 +41 +14 +21 +89 +16 +64 +98 +59 +61 +29 +39 +92 +75 +18 +31 +22 +47 +35 +56 +57 +52 +1 +9 +4 +33 +85 +40 +95 +29 +52 +7 +62 +43 +33 +71 +99 +13 +56 +54 +62 +83 +57 +58 +95 +11 +100 +41 +43 +62 +85 +93 +65 +62 +11 +9 +22 +77 +19 +8 +10 +2 +70 +48 +37 +21 +94 +71 +89 +74 +73 +90 +76 +18 +61 +41 +97 +85 +3 +91 +98 +87 +45 +59 +84 +15 +62 +46 +13 +78 +28 +53 +13 +11 +93 +51 +82 +53 +86 +89 +82 +51 +78 +88 +52 +86 +47 +85 +14 +8 +16 +68 +83 +65 +58 +71 +10 +47 +43 +3 +65 +66 +41 +15 +84 +88 +29 +85 +20 +88 +37 +74 +3 +79 +12 +78 +26 +21 +69 +3 +91 +56 +24 +82 +50 +93 +28 +49 +93 +7 +26 +78 +24 +40 +93 +50 +35 +51 +84 +37 +93 +98 +53 +23 +64 +30 +50 +32 +38 +87 +16 +55 +34 +15 +68 +69 +9 +14 +2 +89 +36 +24 +41 +79 +82 +16 +65 +5 +54 +75 +98 +97 +86 +11 +71 +53 +1 +63 +52 +23 +86 +46 +67 +57 +64 +67 +29 +82 +55 +35 +76 +29 +17 +26 +93 +94 +37 +18 +41 +61 +52 +85 +28 +38 +19 +72 +18 +41 +56 +40 +49 +1 +18 +4 +74 +84 +16 +88 +26 +13 +50 +16 +94 +19 +98 +89 +93 +52 +84 +79 +78 +76 +67 +56 +62 +7 +6 +40 +15 +69 +40 +80 +59 +65 +16 +13 +78 +76 +92 +8 +45 +48 +35 +75 +22 +45 +16 +75 +54 +74 +61 +40 +74 +43 +21 +3 +26 +64 +65 +11 +92 +87 +1 +68 +41 +83 +13 +79 +68 +66 +18 +10 +41 +24 +88 +40 +76 +5 +90 +56 +53 +16 +44 +93 +31 +2 +62 +51 +86 +57 +75 +7 +49 +90 +74 +54 +96 +8 +17 +79 +59 +86 +11 +91 +31 +7 +6 +63 +65 +23 +75 +83 +70 +74 +87 +15 +39 +20 +74 +60 +54 +99 +8 +79 +22 +67 +71 +96 +62 +71 +81 +54 +87 +20 +23 +98 +69 +7 +96 +96 +73 +41 +6 +79 +25 +49 +45 +83 +64 +12 +78 +46 +78 +19 +26 +54 +27 +91 +55 +38 +9 +29 +64 +62 +43 +73 +2 +46 +68 +74 +4 +93 +95 +33 +28 +34 +33 +22 +57 +92 +35 +70 +32 +13 +63 +7 +35 +41 +14 +39 +90 +66 +91 +2 +9 +52 +87 +72 +75 +95 +43 +89 +30 +91 +80 +23 +6 +39 +46 +72 +7 +19 +45 +15 +46 +28 +77 +71 +2 +39 +78 +4 +70 +61 +98 +71 +78 +85 +31 +19 +43 +4 +64 +45 +66 +72 +9 +2 +100 +34 +39 +83 +96 +34 +62 +27 +4 +52 +97 +12 +94 +75 +68 +33 +58 +29 +73 +96 +55 +51 +74 +54 +45 +83 +60 +100 +6 +31 +98 +10 +50 +64 +67 +68 +54 +88 +18 +54 +46 +14 +14 +10 +20 +13 +6 +35 +68 +44 +100 +26 +93 +63 +64 +59 +83 +44 +8 +54 +70 +90 +21 +96 +12 +34 +80 +18 +68 +24 +77 +21 +36 +90 +79 +9 +12 +69 +76 +67 +46 +2 +10 +5 +28 +23 +12 +64 +100 +61 +95 +54 +8 +84 +66 +98 +15 +94 +90 +82 +69 +31 +32 +14 +66 +21 +18 +65 +17 +73 +35 +84 +57 +86 +26 +19 +54 +1 +89 +60 +17 +4 +96 +39 +9 +37 +86 +49 +90 +10 +11 +62 +19 +11 +65 +93 +32 +70 +68 +66 +11 +48 +57 +23 +62 +95 +70 +60 +74 +41 +8 +97 +36 +78 +60 +80 +15 +36 +72 +53 +75 +18 +2 +59 +97 +43 +28 +69 +65 +51 +27 +16 +60 +53 +17 +25 +11 +3 +26 +28 +26 +1 +3 +33 +3 +91 +63 +33 +14 +89 +43 +94 +35 +7 +66 +40 +5 +20 +90 +63 +72 +59 +5 +12 +1 +87 +35 +68 +38 +8 +39 +68 +31 +42 +58 +29 +34 +94 +38 +37 +5 +23 +3 +98 +4 +30 +30 +39 +80 +56 +93 +69 +65 +32 +97 +40 +81 +37 +22 +13 +56 +91 +98 +90 +30 +6 +40 +43 +48 +33 +60 +25 +65 +50 +61 +57 +78 +28 +45 +8 +85 +57 +26 +20 +89 +86 +70 +32 +85 +85 +6 +17 +27 +44 +87 +48 +88 +21 +26 +90 +79 +27 +22 +61 +96 +20 +8 +50 +49 +80 +73 +9 +65 +28 +2 +92 +26 +2 +23 +7 +91 +89 +78 +67 +35 +56 +51 +86 +91 +90 +73 +14 +34 +13 +50 +15 +83 +77 +32 +45 +66 +39 +32 +29 +48 +16 +99 +16 +97 +32 +47 +52 +80 +29 +90 +48 +81 +11 +69 +80 +43 +3 +9 +17 +51 +84 +97 +88 +2 +74 +57 +90 +55 +100 +46 +79 +32 +78 +36 +64 +99 +23 +87 +12 +31 +48 +50 +10 +52 +29 +46 +22 +95 +77 +66 +26 +8 +30 +96 +38 +2 +4 +24 +34 +48 +58 +55 +58 +1 +52 +61 +96 +84 +37 +49 +8 +62 +51 +29 +75 +34 +19 +62 +41 +46 +48 +55 +33 +52 +37 +15 +21 +6 +44 +32 +44 +77 +62 +51 +54 +34 +70 +39 +86 +48 +20 +77 +58 +5 +26 +53 +19 +53 +50 +72 +92 +26 +6 +54 +13 +62 +95 +76 +60 +25 +36 +43 +34 +58 +75 +100 +95 +59 +80 +7 +7 +29 +74 +46 +41 +77 +50 +83 +69 +6 +61 +10 +92 +55 +26 +9 +63 +29 +22 +97 +66 +21 +9 +42 +76 +38 +67 +27 +89 +10 +54 +30 +60 +65 +60 +100 +77 +22 +77 +2 +5 +42 +38 +71 +16 +49 +9 +31 +80 +4 +85 +60 +57 +83 +26 +35 +53 +60 +30 +21 +91 +80 +54 +28 +15 +43 +100 +56 +15 +82 +70 +87 +69 +66 +93 +22 +48 +25 +73 +26 +38 +7 +84 +71 +10 +88 +19 +71 +56 +2 +70 +93 +37 +37 +38 +39 +69 +20 +20 +91 +14 +8 +31 +64 +45 +94 +51 +40 +65 +47 +70 +62 +45 +5 +69 +48 +38 +68 +42 +92 +81 +69 +74 +53 +17 +98 +28 +42 +94 +54 +53 +79 +6 +1 +72 +23 +46 +100 +31 +10 +18 +53 +38 +23 +81 +36 +73 +15 +42 +4 +35 +82 +96 +95 +6 +32 +11 +75 +78 +84 +36 +13 +74 +65 +29 +57 +44 +91 +26 +67 +94 +41 +64 +61 +68 +93 +14 +87 +56 +22 +18 +84 +67 +75 +60 +58 +79 +95 +4 +40 +69 +13 +76 +10 +54 +67 +28 +28 +80 +85 +89 +41 +61 +76 +52 +58 +100 +46 +15 +65 +16 +85 +88 +67 +37 +100 +91 +67 +52 +42 +27 +18 +94 +100 +45 +28 +76 +5 +14 +12 +27 +52 +78 +2 +74 +75 +49 +57 +91 +79 +55 +99 +21 +11 +72 +40 +32 +16 +60 +21 +83 +53 +3 +13 +74 +42 +4 +86 +66 +34 +33 +73 +66 +36 +32 +65 +10 +77 +32 +96 +14 +40 +9 +92 +8 +26 +19 +26 +27 +11 +15 +100 +75 +58 +74 +37 +34 +14 +34 +92 +79 +60 +54 +10 +22 +93 +93 +69 +59 +37 +71 +14 +69 +93 +97 +36 +19 +41 +95 +23 +96 +75 +72 +70 +63 +27 +45 +19 +81 +46 +81 +81 +90 +56 +25 +20 +2 +56 +23 +6 +85 +74 +67 +49 +32 +62 +68 +53 +55 +72 +14 +76 +30 +40 +93 +79 +13 +50 +97 +32 +45 +45 +75 +18 +97 +87 +87 +82 +65 +76 +98 +18 +2 +87 +1 +7 +83 +62 +4 +26 +27 +70 +15 +65 +22 +6 +85 +6 +30 +30 +99 +44 +89 +14 +100 +56 +26 +21 +14 +45 +68 +16 +70 +31 +83 +5 +52 +54 +75 +36 +17 +79 +13 +77 +34 +6 +49 +36 +2 +98 +19 +29 +39 +90 +100 +5 +47 +39 +39 +59 +99 +86 +52 +85 +96 +80 +18 +66 +21 +40 +72 +99 +33 +35 +66 +18 +79 +31 +100 +7 +49 +64 +54 +28 +53 +91 +34 +89 +91 +80 +96 +68 +95 +40 +95 +93 +2 +91 +91 +58 +34 +76 +66 +27 +77 +2 +14 +30 +5 +93 +37 +96 +75 +67 +49 +65 +43 +23 +15 +24 +64 +43 +14 +11 +59 +95 +42 +92 +12 +19 +89 +100 +69 +68 +16 +27 +9 +42 +96 +54 +99 +82 +31 +28 +41 +80 +32 +39 +5 +90 +70 +51 +58 +69 +3 +62 +45 +26 +6 +75 +8 +46 +30 +58 +24 +81 +95 +81 +2 +70 +59 +9 +64 +85 +8 +86 +23 +3 +99 +1 +13 +42 +66 +97 +99 +38 +14 +22 +10 +97 +63 +22 +79 +41 +17 +60 +68 +13 +31 +19 +100 +9 +54 +88 +64 +67 +73 +13 +68 +16 +42 +85 +87 +94 +83 +57 +91 +43 +92 +74 +89 +1 +84 +81 +86 +67 +20 +4 +25 +16 +42 +11 +45 +78 +100 +79 +44 +33 +92 +78 +65 +22 +58 +1 +64 +34 +36 +18 +75 +6 +98 +24 +91 +70 +1 +55 +71 +43 +63 +39 +88 +20 +77 +70 +63 +83 +6 +59 +52 +85 +30 +74 +63 +64 +11 +2 +49 +60 +98 +82 +29 +57 +29 +34 +61 +39 +90 +27 +28 +70 +45 +85 +19 +32 +45 +95 +7 +31 +28 +51 +86 +37 +44 +81 +33 +55 +5 +48 +49 +61 +10 +86 +53 +12 +23 +69 +6 +9 +30 +9 +70 +93 +92 +9 +72 +75 +70 +57 +69 +98 +76 +38 +74 +74 +83 +26 +35 +38 +28 +72 +52 +41 +42 +25 +60 +99 +76 +91 +31 +20 +36 +100 +74 +26 +35 +94 +98 +29 +2 +98 +92 +38 +53 +63 +98 +54 +60 +27 +77 +60 +43 +96 +36 +85 +64 +48 +35 +80 +53 +3 +46 +88 +24 +97 +54 +37 +59 +47 +7 +63 +86 +58 +89 +51 +28 +70 +44 +13 +28 +79 +87 +83 +51 +54 +75 +26 +79 +18 +17 +38 +88 +68 +17 +67 +29 +49 +76 +24 +85 +37 +48 +92 +16 +92 +29 +23 +53 +83 +49 +52 +17 +46 +32 +16 +75 +61 +69 +97 +100 +77 +55 +85 +88 +33 +43 +15 +50 +91 +79 +18 +81 +98 +4 +86 +55 +1 +72 +4 +68 +100 +53 +13 +50 +55 +9 +9 +90 +13 +67 +85 +57 +56 +86 +91 +82 +16 +73 +19 +70 +48 +31 +46 +8 +89 +45 +26 +33 +83 +70 +35 +52 +61 +29 +60 +67 +55 +98 +79 +69 +87 +9 +77 +59 +94 +2 +18 +20 +96 +41 +31 +30 +100 +34 +74 +45 +67 +21 +39 +45 +26 +45 +37 +54 +10 +58 +64 +42 +31 +75 +60 +95 +63 +75 +25 +34 +18 +43 +93 +27 +95 +24 +64 +85 +5 +24 +70 +88 +59 +70 +72 +43 +36 +40 +87 +68 +63 +36 +69 +10 +49 +17 +65 +57 +64 +71 +79 +91 +75 +1 +55 +33 +100 +69 +43 +90 +8 +100 +94 +49 +96 +38 +21 +74 +7 +7 +31 +5 +11 +74 +73 +60 +4 +96 +92 +23 +42 +45 +19 +39 +60 +81 +82 +29 +67 +96 +36 +56 +1 +99 +17 +35 +45 +65 +85 +63 +6 +10 +96 +84 +5 +64 +45 +18 +99 +48 +17 +74 +91 +29 +85 +36 +81 +3 +99 +56 +96 +85 +50 +28 +64 +15 +80 +22 +66 +34 +74 +49 +32 +33 +15 +81 +1 +38 +85 +7 +28 +4 +76 +46 +100 +6 +65 +36 +1 +57 +75 +68 +44 +50 +71 +68 +58 +47 +94 +64 +55 +97 +87 +48 +88 +78 +58 +33 +69 +47 +3 +88 +38 +66 +12 +32 +33 +74 +84 +88 +66 +45 +30 +96 +62 +77 +47 +31 +67 +94 +22 +16 +33 +98 +39 +72 +51 +65 +77 +15 +28 +88 +87 +70 +88 +64 +86 +52 +76 +27 +24 +63 +37 +96 +68 +11 +3 +12 +26 +73 +95 +61 +52 +97 +39 +43 +75 +92 +3 +13 +55 +14 +9 +12 +16 +27 +6 +36 +87 +60 +77 +67 +21 +76 +67 +92 +97 +10 +39 +9 +4 +18 +7 +29 +65 +70 +28 +79 +65 +33 +72 +69 +50 +21 +85 +100 +34 +57 +96 +56 +19 +42 +66 +88 +53 +61 +22 +1 +2 +71 +34 +55 +22 +32 +70 +26 +32 +6 +63 +85 +85 +14 +1 +22 +75 +100 +63 +29 +98 +94 +62 +23 +30 +11 +98 +64 +2 +89 +1 +24 +17 +46 +9 +2 +2 +68 +76 +2 +63 +40 +43 +42 +9 +40 +54 +56 +95 +41 +25 +17 +91 +71 +86 +17 +79 +90 +54 +74 +4 +81 +54 +23 +48 +75 +56 +65 +45 +47 +9 +28 +51 +61 +55 +100 +52 +81 +25 +16 +40 +88 +97 +17 +71 +82 +24 +15 +52 +75 +29 +73 +20 +11 +56 +44 +91 +31 +27 +100 +33 +52 +34 +37 +25 +85 +38 +23 +87 +73 +91 +74 +47 +63 +100 +40 +45 +50 +27 +41 +15 +51 +11 +45 +99 +4 +49 +3 +8 +9 +81 +51 +98 +82 +84 +81 +50 +25 +50 +62 +41 +65 +100 +34 +38 +71 +53 +44 +15 +29 +33 +80 +6 +89 +4 +100 +33 +27 +23 +52 +52 +8 +6 +9 +50 +21 +30 +71 +91 +36 +15 +56 +35 +75 +72 +15 +69 +53 +38 +61 +20 +87 +57 +75 +37 +30 +71 +81 +48 +24 +61 +17 +92 +51 +35 +31 +84 +90 +51 +36 +16 +85 +61 +69 +17 +92 +74 +29 +89 +81 +68 +21 +17 +24 +71 +26 +56 +16 +27 +49 +54 +93 +8 +52 +97 +54 +74 +64 +45 +2 +62 +34 +95 +76 +17 +53 +18 +66 +54 +34 +8 +47 +37 +70 +42 +46 +39 +8 +21 +99 +12 +52 +98 +21 +56 +43 +77 +82 +84 +18 +66 +28 +23 +9 +63 +54 +20 +53 +97 +10 +27 +62 +35 +16 +87 +80 +64 +89 +19 +47 +88 +54 +20 +11 +64 +52 +32 +99 +10 +93 +47 +80 +56 +64 +16 +99 +26 +52 +18 +89 +11 +48 +30 +32 +4 +86 +74 +25 +48 +1 +42 +25 +61 +72 +36 +50 +83 +48 +58 +12 +19 +66 +19 +32 +74 +82 +43 +93 +80 +20 +90 +45 +40 +69 +91 +60 +52 +83 +94 +51 +16 +70 +38 +6 +35 +27 +16 +79 +12 +40 +82 +98 +14 +41 +33 +65 +57 +11 +70 +25 +20 +21 +77 +96 +75 +69 +93 +37 +60 +8 +41 +16 +15 +83 +59 +37 +9 +39 +48 +46 +75 +41 +47 +83 +61 +64 +64 +25 +98 +27 +47 +40 +50 +79 +33 +59 +93 +1 +29 +95 +37 +38 +62 +15 +89 +67 +94 +23 +14 +81 +65 +63 +32 +61 +70 +39 +26 +91 +65 +2 +88 +7 +19 +54 +18 +64 +53 +16 +60 +39 +42 +69 +100 +65 +53 +37 +48 +35 +7 +25 +47 +45 +41 +54 +63 +29 +62 +19 +89 +68 +81 +32 +97 +44 +96 +29 +79 +72 +76 +51 +36 +4 +37 +16 +89 +44 +58 +96 +45 +26 +45 +90 +21 +96 +68 +32 +62 +61 +20 +63 +15 +85 +35 +62 +73 +100 +96 +49 +42 +60 +25 +70 +74 +59 +17 +4 +51 +5 +80 +66 +56 +2 +69 +37 +39 +89 +82 +91 +76 +1 +80 +70 +40 +11 +33 +77 +16 +34 +20 +16 +51 +50 +62 +86 +62 +75 +94 +72 +80 +33 +61 +68 +47 +11 +44 +54 +13 +49 +69 +67 +14 +15 +58 +28 +89 +59 +63 +85 +77 +56 +15 +27 +94 +27 +69 +19 +75 +36 +81 +92 +63 +60 +13 +89 +87 +71 +9 +26 +83 +53 +66 +5 +38 +9 +54 +61 +75 +63 +93 +80 +61 +72 +61 +30 +32 +59 +54 +85 +26 +13 +94 +94 +55 +7 +56 +94 +83 +2 +46 +18 +81 +5 +90 +59 +95 +12 +80 +22 +7 +68 +83 +79 +77 +66 +55 +30 +12 +62 +10 +40 +82 +7 +63 +47 +28 +36 +9 +36 +52 +80 +33 +48 +24 +2 +71 +20 +58 +93 +22 +40 +39 +14 +53 +30 +26 +33 +25 +37 +58 +15 +32 +64 +31 +26 +86 +90 +73 +79 +78 +94 +50 +17 +47 +74 +53 +90 +55 +83 +25 +16 +41 +78 +25 +92 +1 +85 +33 +27 +94 +24 +80 +45 +34 +16 +100 +5 +18 +23 +12 +72 +57 +6 +5 +5 +9 +59 +43 +64 +5 +34 +79 +31 +94 +41 +39 +15 +74 +9 +53 +63 +97 +24 +69 +7 +13 +93 +53 +37 +73 +24 +77 +9 +99 +59 +12 +24 +36 +22 +23 +13 +69 +77 +5 +2 +68 +43 +34 +33 +10 +46 +6 +94 +38 +28 +79 +72 +93 +42 +33 +56 +23 +63 +78 +24 +65 +38 +59 +55 +3 +40 +53 +60 +89 +100 +56 +46 +9 +16 +48 +56 +81 +79 +68 +28 +9 +100 +22 +36 +51 +55 +11 +70 +41 +36 +31 +22 +33 +17 +5 +14 +14 +31 +70 +52 +98 +10 +16 +81 +67 +93 +67 +36 +23 +81 +31 +44 +11 +14 +26 +2 +89 +49 +90 +96 +85 +6 +77 +78 +39 +32 +100 +7 +44 +66 +100 +65 +11 +7 +98 +84 +12 +37 +47 +58 +21 +56 +10 +33 +74 +23 +43 +10 +85 +20 +73 +26 +41 +39 +9 +57 +21 +85 +87 +48 +80 +7 +58 +66 +77 +68 +42 +33 +12 +16 +18 +48 +58 +65 +67 +30 +85 +96 +70 +75 +57 +53 +81 +80 +36 +24 +91 +13 +71 +44 +28 +74 +40 +13 +85 +61 +75 +4 +51 +4 +16 +53 +76 +52 +4 +35 +32 +67 +2 +41 +82 +9 +58 +76 +20 +28 +50 +82 +61 +37 +12 +4 +32 +16 +77 +86 +13 +53 +81 +34 +47 +98 +87 +10 +10 +33 +24 +13 +22 +6 +78 +23 +98 +13 +38 +92 +80 +8 +13 +88 +93 +73 +65 +4 +68 +63 +98 +100 +6 +57 +43 +68 +58 +54 +99 +91 +98 +75 +17 +79 +43 +41 +18 +63 +91 +90 +39 +85 +4 +64 +46 +31 +42 +73 +63 +79 +79 +42 +61 +40 +2 +87 +13 +68 +2 +17 +12 +80 +28 +11 +44 +31 +15 +16 +57 +90 +53 +85 +15 +68 +72 +15 +83 +79 +79 +95 +83 +21 +67 +35 +45 +67 +69 +3 +75 +92 +6 +19 +36 +10 +3 +59 +91 +74 +69 +79 +52 +48 +97 +88 +78 +83 +16 +69 +96 +6 +11 +42 +50 +15 +16 +30 +12 +27 +7 +62 +26 +75 +78 +34 +82 +87 +94 +43 +22 +14 +24 +36 +21 +2 +45 +91 +62 +19 +3 +34 +65 +23 +52 +7 +9 +23 +5 +21 +94 +55 +82 +9 +88 +3 +5 +15 +69 +2 +64 +33 +96 +4 +92 +67 +50 +41 +24 +13 +57 +47 +36 +97 +99 +85 +85 +75 +77 +75 +25 +50 +84 +51 +32 +98 +47 +1 +73 +87 +24 +43 +65 +36 +91 +75 +51 +71 +61 +73 +23 +35 +30 +18 +85 +85 +2 +8 +11 +93 +88 +41 +83 +16 +63 +80 +71 +74 +26 +4 +32 +53 +74 +36 +40 +59 +47 +60 +18 +55 +79 +57 +45 +26 +32 +72 +7 +53 +62 +32 +11 +9 +17 +9 +11 +71 +30 +5 +3 +26 +82 +72 +45 +75 +41 +23 +62 +16 +77 +32 +56 +90 +39 +26 +37 +73 +13 +39 +3 +33 +36 +74 +38 +64 +59 +47 +85 +80 +58 +52 +78 +72 +49 +17 +49 +58 +37 +17 +87 +33 +24 +89 +62 +74 +27 +91 +69 +50 +60 +37 +36 +90 +22 +86 +79 +69 +83 +64 +13 +52 +4 +24 +77 +92 +29 +56 +12 +73 +29 +17 +6 +10 +71 +38 +24 +23 +14 +97 +13 +66 +59 +100 +31 +64 +42 +99 +35 +73 +56 +97 +85 +14 +65 +4 +24 +31 +83 +99 +13 +5 +6 +42 +27 +31 +91 +79 +30 +16 +47 +69 +91 +98 +70 +95 +27 +12 +59 +37 +94 +25 +59 +61 +13 +11 +73 +57 +49 +2 +86 +13 +39 +72 +79 +42 +33 +38 +39 +47 +25 +55 +49 +11 +40 +4 +64 +46 +67 +15 +43 +12 +13 +39 +100 +41 +2 +24 +89 +30 +67 +66 +79 +30 +45 +75 +50 +33 +92 +72 +37 +8 +12 +50 +34 +87 +47 +20 +8 +69 +88 +48 +59 +93 +34 +31 +99 +51 +1 +43 +33 +16 +92 +71 +33 +18 +56 +16 +74 +92 +47 +80 +98 +24 +98 +47 +64 +73 +75 +65 +33 +34 +30 +95 +57 +77 +73 +21 +71 +44 +41 +90 +86 +61 +44 +90 +13 +26 +46 +95 +15 +56 +27 +62 +6 +46 +4 +18 +70 +80 +53 +4 +73 +11 +83 +52 +25 +25 +55 +100 +100 +45 +21 +19 +95 +3 +46 +7 +89 +40 +56 +21 +31 +59 +34 +32 +23 +2 +6 +90 +12 +37 +87 +62 +70 +38 +12 +58 +21 +20 +10 +26 +18 +69 +70 +30 +7 +55 +57 +5 +19 +54 +17 +74 +47 +94 +99 +95 +96 +51 +18 +94 +55 +7 +36 +56 +52 +73 +49 +39 +90 +55 +7 +24 +45 +52 +72 +30 +6 +76 +86 +69 +27 +77 +70 +65 +9 +95 +14 +70 +16 +80 +41 +8 +96 +34 +41 +54 +10 +11 +20 +29 +50 +82 +80 +64 +42 +22 +39 +44 +45 +70 +96 +16 +46 +39 +97 +90 +95 +80 +97 +24 +98 +27 +59 +18 +75 +100 +64 +94 +93 +24 +28 +9 +71 +55 +57 +1 +28 +64 +61 +61 +99 +48 +92 +100 +7 +24 +38 +77 +40 +27 +45 +71 +66 +42 +68 +20 +41 +75 +13 +85 +92 +77 +62 +64 +96 +91 +1 +71 +57 +63 +100 +40 +22 +72 +67 +25 +72 +9 +29 +84 +97 +50 +29 +51 +61 +20 +84 +29 +7 +54 +65 +95 +94 +7 +98 +85 +23 +89 +72 +14 +14 +84 +89 +99 +21 +89 +64 +91 +51 +82 +89 +85 +16 +58 +70 +12 +29 +49 +48 +17 +21 +78 +15 +48 +95 +66 +91 +54 +88 +62 +90 +72 +40 +29 +21 +63 +20 +38 +12 +99 +45 +6 +4 +46 +48 +24 +18 +82 +69 +54 +57 +81 +59 +82 +21 +55 +60 +48 +29 +61 +89 +65 +70 +47 +82 +50 +93 +88 +13 +49 +74 +15 +8 +77 +18 +82 +43 +24 +76 +51 +83 +29 +61 +27 +75 +76 +22 +52 +24 +48 +74 +42 +18 +90 +70 +2 +3 +55 +19 +95 +97 +15 +37 +90 +32 +44 +39 +62 +85 +75 +77 +12 +75 +48 +82 +59 +39 +97 +13 +86 +17 +78 +27 +6 +78 +23 +78 +22 +43 +60 +21 +9 +32 +2 +88 +19 +39 +29 +51 +77 +6 +88 +42 +26 +34 +46 +76 +86 +45 +19 +18 +4 +39 +42 +41 +22 +36 +91 +11 +74 +70 +47 +26 +23 +83 +41 +39 +7 +22 +3 +47 +47 +95 +54 +45 +70 +15 +38 +14 +68 +65 +37 +75 +28 +99 +89 +91 +83 +40 +33 +86 +100 +48 +12 +55 +11 +94 +40 +49 +77 +34 +79 +7 +95 +99 +12 +90 +78 +70 +41 +2 +84 +95 +58 +26 +11 +84 +25 +96 +6 +9 +51 +4 +88 +17 +62 +86 +26 +100 +31 +3 +29 +25 +28 +88 +78 +41 +66 +1 +21 +62 +29 +99 +33 +43 +40 +73 +66 +40 +53 +15 +37 +36 +9 +16 +49 +71 +82 +91 +2 +84 +13 +55 +36 +46 +35 +33 +41 +92 +50 +90 +40 +28 +40 +53 +92 +79 +29 +70 +94 +6 +77 +56 +50 +91 +15 +45 +44 +76 +76 +83 +32 +73 +5 +19 +17 +53 +45 +72 +12 +18 +40 +76 +87 +4 +44 +1 +99 +10 +6 +66 +15 +42 +32 +92 +22 +76 +9 +21 +16 +44 +31 +17 +41 +7 +64 +94 +39 +30 +68 +38 +72 +79 +90 +2 +86 +41 +94 +83 +42 +56 +80 +39 +99 +17 +89 +83 +87 +37 +8 +73 +61 +25 +50 +80 +46 +95 +74 +81 +11 +47 +93 +19 +56 +21 +92 +67 +59 +78 +63 +40 +11 +9 +30 +82 +57 +68 +61 +16 +30 +88 +62 +90 +42 +82 +90 +42 +81 +78 +63 +92 +84 +26 +61 +51 +28 +83 +92 +84 +29 +24 +100 +90 +34 +94 +43 +32 +68 +15 +75 +9 +90 +43 +32 +47 +84 +92 +89 +15 +92 +56 +63 +86 +65 +37 +24 +76 +27 +58 +33 +9 +82 +36 +31 +92 +55 +89 +36 +88 +46 +26 +47 +46 +17 +31 +17 +36 +39 +72 +16 +51 +97 +10 +91 +21 +15 +34 +12 +56 +98 +38 +51 +39 +41 +72 +42 +76 +65 +69 +62 +61 +45 +41 +56 +61 +48 +52 +100 +66 +14 +87 +42 +89 +60 +95 +92 +87 +65 +78 +6 +8 +68 +42 +80 +40 +81 +52 +19 +50 +71 +71 +37 +21 +95 +97 +84 +64 +32 +66 +43 +100 +7 +79 +17 +59 +53 +25 +21 +32 +81 +83 +81 +67 +11 +41 +16 +81 +76 +35 +14 +53 +37 +54 +85 +56 +29 +21 +30 +18 +20 +25 +83 +77 +51 +64 +3 +99 +7 +23 +21 +89 +3 +67 +23 +81 +52 +93 +37 +30 +26 +80 +98 +1 +50 +4 +66 +78 +26 +6 +95 +90 +15 +86 +5 +77 +83 +30 +91 +5 +67 +47 +22 +80 +91 +80 +47 +92 +95 +92 +98 +87 +55 +12 +54 +66 +35 +4 +12 +92 +62 +73 +20 +53 +97 +19 +7 +97 +77 +85 +62 +5 +66 +24 +21 +94 +3 +48 +48 +40 +48 +72 +41 +62 +83 +66 +65 +23 +34 +59 +90 +44 +8 +63 +25 +39 +33 +58 +56 +12 +76 +26 +67 +51 +32 +19 +53 +9 +41 +55 +9 +83 +69 +47 +28 +97 +61 +36 +16 +77 +100 +34 +31 +30 +68 +74 +68 +59 +56 +44 +100 +87 +99 +68 +34 +45 +73 +25 +90 +13 +96 +75 +89 +38 +41 +45 +70 +42 +21 +11 +69 +86 +18 +12 +35 +28 +89 +68 +15 +60 +15 +62 +86 +75 +18 +99 +59 +23 +70 +99 +26 +19 +4 +41 +69 +49 +84 +43 +54 +84 +61 +78 +50 +95 +18 +39 +84 +65 +25 +35 +89 +26 +13 +45 +68 +56 +52 +25 +20 +62 +32 +61 +31 +64 +53 +94 +12 +19 +16 +23 +90 +1 +68 +1 +83 +25 +27 +67 +88 +6 +75 +29 +24 +2 +79 +2 +8 +76 +28 +84 +79 +54 +55 +11 +67 +93 +51 +94 +12 +100 +6 +59 +60 +19 +9 +37 +18 +29 +3 +20 +31 +37 +14 +95 +22 +63 +76 +59 +20 +77 +35 +46 +33 +34 +27 +18 +78 +76 +76 +18 +96 +60 +97 +18 +26 +9 +63 +31 +21 +4 +79 +36 +53 +88 +74 +20 +66 +57 +59 +16 +15 +63 +5 +7 +51 +56 +98 +24 +46 +27 +47 +12 +8 +97 +18 +67 +86 +85 +52 +22 +61 +9 +11 +19 +51 +54 +14 +23 +50 +22 +25 +89 +17 +72 +20 +94 +58 +14 +32 +93 +1 +12 +15 +80 +76 +21 +51 +70 +5 +98 +37 +80 +28 +54 +3 +41 +93 +79 +96 +10 +87 +10 +77 +35 +65 +26 +59 +34 +30 +44 +78 +15 +88 +50 +53 +16 +96 +12 +22 +34 +88 +6 +97 +11 +87 +16 +17 +51 +71 +59 +4 +86 +58 +26 +52 +79 +97 +19 +25 +76 +84 +95 +93 +64 +93 +81 +51 +43 +100 +73 +72 +49 +90 +27 +69 +44 +49 +55 +99 +77 +15 +71 +9 +41 +19 +68 +30 +80 +42 +30 +42 +80 +59 +47 +79 +19 +89 +80 +54 +59 +71 +12 +84 +4 +48 +100 +4 +13 +66 +99 +56 +87 +5 +21 +10 +74 +42 +22 +50 +100 +33 +34 +90 +37 +89 +82 +92 +52 +40 +86 +63 +82 +73 +61 +26 +65 +16 +59 +34 +26 +57 +23 +56 +26 +46 +73 +18 +65 +67 +12 +36 +71 +6 +12 +83 +8 +96 +98 +3 +23 +4 +15 +38 +27 +18 +1 +13 +11 +46 +20 +31 +60 +54 +65 +95 +92 +63 +48 +96 +6 +2 +75 +60 +28 +31 +72 +11 +97 +90 +81 +93 +29 +95 +51 +37 +32 +25 +49 +1 +49 +83 +25 +12 +81 +68 +2 +67 +1 +90 +35 +5 +62 +95 +75 +90 +46 +34 +57 +72 +10 +24 +1 +88 +69 +6 +50 +44 +41 +13 +54 +5 +49 +42 +96 +33 +75 +55 +41 +82 +59 +1 +55 +37 +18 +30 +57 +99 +66 +45 +80 +32 +61 +60 +78 +93 +41 +37 +17 +82 +41 +84 +76 +73 +72 +32 +43 +12 +79 +70 +84 +35 +75 +46 +44 +37 +61 +99 +40 +34 +19 +75 +49 +88 +100 +59 +58 +68 +78 +22 +6 +19 +93 +28 +77 +21 +37 +81 +70 +8 +17 +6 +7 +91 +38 +29 +55 +60 +24 +32 +4 +87 +46 +29 +46 +95 +43 +14 +37 +29 +87 +33 +93 +9 +65 +49 +17 +56 +73 +98 +10 +36 +78 +61 +10 +26 +26 +70 +52 +54 +52 +99 +35 +99 +80 +14 +51 +9 +25 +71 +71 +74 +87 +59 +27 +48 +11 +95 +89 +4 +35 +82 +25 +35 +96 +71 +56 +47 +37 +1 +13 +63 +42 +48 +10 +91 +6 +11 +28 +1 +87 +95 +95 +15 +92 +9 +10 +63 +83 +35 +87 +76 +24 +70 +88 +80 +38 +35 +10 +42 +2 +40 +88 +66 +17 +35 +58 +52 +73 +23 +11 +36 +77 +23 +15 +21 +98 +82 +59 +92 +43 +43 +75 +53 +18 +64 +28 +43 +89 +94 +45 +46 +90 +22 +1 +71 +93 +36 +79 +25 +94 +44 +11 +40 +75 +38 +99 +1 +84 +19 +5 +7 +59 +4 +11 +59 +65 +92 +52 +64 +97 +63 +31 +45 +18 +4 +85 +63 +11 +10 +48 +29 +63 +67 +94 +36 +41 +77 +86 +14 +74 +86 +11 +74 +64 +3 +44 +21 +48 +48 +73 +78 +35 +61 +23 +80 +58 +10 +92 +13 +81 +94 +36 +30 +66 +92 +94 +18 +28 +93 +86 +6 +83 +54 +74 +68 +56 +34 +68 +78 +32 +63 +18 +85 +48 +27 +30 +90 +9 +23 +84 +30 +92 +67 +34 +11 +78 +13 +68 +41 +43 +16 +55 +91 +44 +62 +7 +74 +44 +40 +5 +36 +17 +80 +23 +90 +54 +41 +66 +77 +59 +76 +28 +51 +17 +34 +99 +66 +73 +3 +94 +52 +14 +34 +53 +86 +79 +81 +90 +97 +6 +97 +85 +98 +92 +37 +21 +23 +46 +94 +60 +13 +4 +46 +70 +55 +81 +15 +77 +99 +99 +21 +77 +49 +33 +83 +9 +72 +73 +21 +56 +63 +2 +20 +80 +5 +7 +49 +72 +97 +2 +19 +60 +18 +8 +6 +73 +77 +5 +93 +98 +30 +13 +21 +77 +39 +18 +60 +48 +7 +80 +74 +86 +83 +2 +71 +35 +66 +36 +100 +25 +24 +90 +62 +34 +64 +81 +15 +91 +72 +80 +7 +85 +24 +73 +82 +88 +70 +61 +20 +60 +30 +9 +3 +71 +81 +85 +98 +91 +34 +41 +51 +97 +57 +91 +19 +41 +93 +93 +91 +89 +42 +5 +83 +78 +60 +2 +46 +18 +7 +91 +25 +5 +23 +85 +97 +45 +20 +54 +50 +79 +15 +34 +97 +16 +52 +88 +16 +10 +56 +55 +49 +84 +27 +11 +72 +25 +24 +70 +39 +8 +67 +24 +27 +38 +96 +35 +18 +83 +10 +68 +57 +55 +18 +51 +92 +3 +47 +98 +43 +57 +91 +54 +42 +18 +48 +59 +89 +36 +87 +70 +20 +62 +71 +83 +73 +66 +66 +56 +77 +11 +83 +53 +83 +88 +31 +61 +51 +71 +61 +97 +8 +71 +37 +27 +67 +54 +45 +58 +57 +30 +44 +19 +41 +50 +60 +12 +88 +47 +15 +58 +77 +95 +42 +12 +39 +40 +87 +13 +18 +49 +68 +54 +23 +7 +23 +37 +29 +32 +24 +21 +40 +72 +84 +51 +41 +9 +12 +64 +11 +29 +56 +39 +36 +26 +79 +23 +76 +69 +32 +66 +8 +14 +26 +34 +48 +23 +56 +58 +74 +69 +21 +96 +6 +68 +72 +89 +65 +86 +58 +84 +23 +78 +39 +19 +4 +27 +35 +43 +74 +84 +56 +98 +14 +83 +47 +80 +6 +58 +49 +9 +10 +77 +6 +17 +76 +98 +90 +38 +26 +90 +87 +88 +98 +88 +100 +98 +89 +69 +100 +95 +64 +80 +45 +100 +69 +66 +23 +92 +95 +86 +55 +100 +79 +46 +51 +31 +76 +8 +62 +87 +64 +70 +71 +56 +4 +53 +29 +60 +4 +85 +62 +26 +71 +100 +25 +21 +28 +37 +47 +44 +43 +7 +98 +74 +6 +91 +45 +95 +74 +3 +14 +21 +33 +99 +10 +96 +78 +81 +66 +29 +94 +60 +73 +60 +26 +42 +67 +19 +24 +80 +18 +66 +95 +60 +83 +16 +53 +58 +13 +24 +93 +100 +67 +53 +32 +21 +3 +60 +60 +95 +11 +78 +48 +51 +51 +59 +56 +98 +78 +60 +68 +69 +78 +25 +30 +38 +12 +29 +80 +10 +65 +76 +94 +76 +96 +38 +64 +23 +3 +49 +84 +13 +63 +13 +3 +84 +6 +19 +98 +76 +59 +8 +37 +67 +74 +14 +36 +71 +17 +47 +13 +7 +68 +17 +21 +57 +49 +82 +80 +23 +43 +20 +44 +22 +66 +45 +47 +3 +72 +17 +57 +35 +4 +29 +22 +87 +12 +51 +15 +31 +10 +53 +34 +71 +42 +20 +38 +74 +77 +77 +18 +71 +74 +25 +68 +23 +60 +77 +24 +10 +58 +17 +65 +98 +16 +18 +72 +40 +14 +55 +15 +84 +41 +28 +70 +74 +40 +9 +73 +61 +91 +82 +71 +36 +40 +3 +15 +60 +29 +40 +23 +80 +69 +92 +16 +9 +78 +88 +67 +45 +96 +5 +90 +75 +61 +11 +76 +67 +40 +91 +34 +42 +63 +74 +60 +57 +61 +95 +8 +51 +57 +12 +7 +54 +16 +57 +56 +60 +96 +42 +7 +44 +68 +71 +32 +91 +70 +23 +95 +43 +2 +26 +97 +21 +38 +20 +18 +68 +33 +64 +72 +81 +83 +30 +10 +68 +32 +61 +53 +29 +87 +10 +9 +21 +18 +30 +42 +86 +45 +93 +45 +70 +96 +51 +75 +14 +95 +26 +100 +46 +7 +87 +100 +20 +1 +70 +45 +41 +35 +76 +14 +41 +92 +90 +43 +27 +26 +84 +53 +68 +11 +33 +47 +44 +52 +77 +99 +2 +99 +49 +83 +56 +62 +49 +32 +32 +8 +86 +11 +45 +24 +31 +9 +8 +100 +20 +38 +10 +74 +19 +17 +78 +32 +1 +73 +13 +56 +84 +68 +6 +23 +19 +43 +15 +60 +64 +50 +46 +15 +2 +11 +81 +29 +6 +20 +51 +59 +21 +79 +91 +4 +27 +28 +60 +49 +73 +9 +13 +33 +98 +17 +84 +88 +61 +22 +47 +97 +40 +26 +56 +6 +96 +79 +73 +12 +34 +95 +17 +32 +4 +23 +13 +35 +72 +89 +3 +43 +17 +29 +32 +77 +60 +73 +23 +62 +98 +48 +61 +50 +81 +100 +28 +8 +26 +7 +59 +74 +13 +58 +91 +17 +10 +31 +93 +38 +29 +96 +91 +6 +74 +37 +18 +41 +92 +98 +35 +6 +77 +18 +39 +13 +28 +7 +53 +87 +76 +81 +87 +78 +46 +50 +12 +54 +68 +70 +61 +84 +75 +22 +33 +30 +17 +29 +36 +50 +45 +36 +20 +29 +11 +60 +99 +59 +76 +80 +12 +47 +20 +90 +69 +9 +73 +99 +28 +81 +24 +99 +29 +25 +26 +89 +77 +73 +8 +32 +28 +23 +55 +80 +46 +13 +22 +68 +83 +65 +35 +97 +35 +28 +24 +14 +69 +42 +60 +47 +34 +71 +82 +85 +57 +3 +67 +97 +8 +10 +15 +86 +64 +96 +58 +68 +83 +88 +96 +70 +80 +69 +29 +22 +2 +38 +77 +56 +76 +22 +70 +57 +59 +78 +37 +25 +49 +6 +70 +97 +29 +8 +31 +29 +53 +42 +31 +64 +97 +6 +77 +11 +55 +39 +18 +64 +58 +24 +38 +22 +95 +23 +31 +30 +93 +41 +29 +100 +96 +25 +87 +70 +62 +44 +4 +26 +74 +77 +31 +72 +62 +27 +52 +84 +79 +4 +48 +2 +95 +10 +58 +38 +83 +15 +67 +6 +93 +57 +65 +46 +30 +44 +2 +57 +84 +93 +49 +13 +35 +89 +81 +13 +21 +64 +71 +95 +27 +31 +49 +38 +73 +40 +14 +84 +79 +55 +9 +67 +2 +69 +59 +82 +66 +82 +61 +99 +60 +86 +25 +21 +36 +6 +50 +78 +36 +98 +43 +59 +3 +76 +7 +33 +36 +61 +82 +45 +2 +68 +100 +22 +69 +8 +74 +66 +41 +90 +81 +55 +13 +9 +98 +10 +44 +95 +27 +21 +81 +38 +30 +90 +97 +61 +34 +14 +13 +96 +53 +6 +57 +56 +43 +62 +78 +97 +85 +81 +87 +51 +100 +26 +49 +58 +43 +7 +77 +59 +97 +95 +57 +52 +62 +69 +19 +44 +40 +99 +77 +70 +83 +74 +75 +10 +46 +63 +56 +69 +85 +69 +50 +97 +72 +23 +3 +93 +74 +84 +12 +46 +9 +96 +100 +47 +58 +61 +25 +25 +9 +9 +100 +31 +17 +57 +55 +82 +34 +59 +29 +88 +41 +33 +59 +96 +74 +34 +82 +17 +70 +55 +54 +96 +19 +82 +48 +30 +91 +19 +64 +84 +39 +9 +52 +10 +4 +47 +81 +85 +75 +63 +31 +70 +6 +47 +72 +20 +29 +9 +55 +95 +34 +97 +48 +6 +73 +7 +60 +14 +8 +6 +69 +73 +45 +33 +98 +21 +35 +93 +52 +82 +42 +74 +15 +55 +90 +16 +60 +82 +60 +56 +6 +32 +74 +37 +87 +21 +42 +98 +49 +52 +49 +44 +3 +18 +9 +87 +56 +44 +62 +24 +4 +20 +21 +17 +4 +56 +66 +1 +6 +64 +63 +97 +65 +38 +76 +73 +36 +80 +32 +75 +5 +83 +23 +19 +44 +98 +79 +77 +89 +73 +86 +18 +25 +56 +55 +83 +32 +4 +74 +15 +37 +67 +59 +12 +87 +50 +11 +55 +71 +52 +75 +39 +6 +32 +63 +60 +66 +6 +12 +94 +7 +81 +44 +95 +73 +81 +40 +73 +23 +43 +84 +15 +37 +43 +66 +51 +83 +56 +48 +53 +59 +11 +84 +83 +19 +37 +1 +9 +6 +42 +42 +23 +13 +30 +5 +78 +17 +87 +26 +60 +2 +58 +14 +43 +37 +49 +91 +23 +20 +78 +64 +18 +45 +53 +89 +62 +41 +89 +37 +57 +43 +13 +45 +64 +17 +98 +75 +60 +59 +78 +39 +49 +84 +79 +57 +39 +47 +23 +18 +99 +78 +71 +26 +65 +58 +62 +76 +73 +63 +77 +69 +19 +17 +30 +60 +18 +31 +7 +49 +55 +62 +8 +44 +2 +75 +20 +91 +96 +77 +54 +48 +15 +20 +47 +50 +72 +27 +9 +54 +66 +67 +84 +72 +19 +14 +80 +79 +95 +90 +6 +66 +12 +66 +24 +89 +45 +94 +25 +49 +76 +46 +62 +88 +65 +18 +36 +86 +81 +32 +94 +21 +3 +88 +70 +56 +90 +11 +33 +70 +89 +47 +54 +64 +54 +47 +34 +96 +7 +26 +40 +9 +14 +48 +62 +83 +32 +27 +100 +34 +97 +20 +68 +13 +21 +25 +41 +36 +77 +82 +99 +42 +39 +33 +49 +62 +93 +18 +36 +82 +61 +1 +80 +97 +38 +17 +50 +72 +48 +16 +54 +96 +53 +51 +97 +59 +83 +2 +40 +27 +54 +58 +39 +2 +39 +87 +28 +27 +40 +46 +47 +95 +66 +48 +34 +87 +84 +61 +60 +98 +76 +64 +40 +73 +21 +71 +50 +25 +11 +13 +24 +71 +57 +14 +92 +11 +46 +88 +27 +99 +85 +17 +80 +55 +2 +54 +57 +38 +37 +83 +4 +80 +13 +81 +19 +3 +56 +89 +87 +92 +94 +60 +32 +7 +85 +61 +46 +100 +30 +54 +62 +56 +8 +78 +24 +59 +48 +60 +34 +79 +54 +52 +68 +98 +34 +66 +89 +40 +6 +33 +86 +31 +50 +24 +54 +19 +52 +86 +20 +82 +65 +69 +76 +28 +41 +8 +32 +95 +50 +67 +73 +72 +64 +46 +94 +33 +52 +25 +64 +62 +50 +69 +58 +75 +1 +10 +74 +35 +5 +42 +88 +21 +16 +5 +89 +14 +23 +19 +48 +13 +10 +17 +84 +84 +91 +33 +44 +74 +55 +47 +55 +60 +5 +97 +60 +100 +74 +69 +96 +46 +6 +23 +2 +90 +49 +77 +69 +47 +85 +47 +59 +95 +2 +30 +68 +86 +27 +18 +22 +89 +53 +22 +84 +89 +20 +85 +37 +54 +86 +13 +22 +46 +85 +42 +1 +95 +67 +14 +22 +32 +31 +100 +41 +53 +17 +77 +3 +42 +63 +90 +67 +65 +28 +46 +91 +74 +12 +86 +16 +55 +97 +15 +71 +88 +9 +92 +93 +7 +50 +21 +60 +96 +44 +21 +79 +51 +33 +78 +6 +6 +75 +37 +39 +8 +77 +13 +32 +100 +56 +68 +31 +93 +57 +34 +11 +79 +47 +81 +16 +25 +84 +9 +15 +23 +95 +72 +69 +77 +89 +43 +28 +34 +15 +87 +5 +65 +12 +49 +5 +89 +75 +88 +94 +90 +12 +57 +8 +99 +64 +37 +98 +96 +99 +93 +53 +59 +84 +6 +58 +74 +29 +88 +42 +59 +84 +97 +73 +93 +28 +24 +19 +65 +6 +59 +27 +43 +43 +70 +54 +44 +22 +72 +65 +5 +99 +18 +90 +13 +16 +49 +34 +90 +88 +48 +17 +21 +39 +93 +73 +8 +69 +11 +16 +97 +1 +96 +18 +30 +60 +37 +41 +97 +95 +77 +15 +38 +23 +1 +5 +91 +84 +13 +44 +49 +66 +22 +28 +55 +12 +55 +30 +49 +86 +18 +67 +49 +49 +13 +12 +74 +6 +68 +37 +8 +33 +83 +49 +81 +62 +94 +77 +85 +99 +79 +81 +33 +65 +59 +82 +79 +8 +55 +21 +40 +61 +99 +94 +53 +78 +6 +72 +11 +16 +5 +3 +85 +5 +52 +53 +31 +55 +15 +9 +6 +73 +94 +73 +90 +45 +7 +18 +23 +17 +69 +52 +28 +54 +44 +56 +54 +8 +18 +50 +70 +49 +88 +6 +32 +2 +81 +64 +90 +86 +61 +26 +27 +2 +36 +6 +27 +71 +57 +68 +52 +86 +28 +3 +35 +15 +85 +84 +68 +32 +20 +78 +34 +87 +23 +43 +6 +97 +25 +71 +11 +23 +84 +28 +49 +38 +51 +86 +96 +15 +63 +31 +22 +79 +59 +4 +97 +97 +37 +1 +90 +33 +82 +21 +49 +88 +6 +3 +86 +62 +30 +85 +17 +33 +37 +81 +97 +31 +54 +71 +41 +79 +60 +12 +83 +47 +93 +98 +89 +65 +30 +94 +69 +3 +70 +74 +33 +4 +78 +89 +49 +43 +41 +15 +88 +78 +6 +26 +15 +86 +27 +58 +11 +74 +19 +97 +69 +69 +4 +80 +79 +39 +99 +45 +89 +19 +40 +96 +21 +8 +74 +41 +18 +36 +49 +18 +68 +99 +31 +53 +62 +73 +83 +63 +33 +60 +93 +6 +81 +88 +77 +35 +63 +1 +16 +55 +72 +45 +28 +2 +64 +90 +56 +6 +35 +58 +89 +94 +72 +22 +60 +77 +94 +2 +43 +29 +15 +29 +1 +20 +5 +55 +57 +63 +51 +94 +1 +48 +48 +34 +16 +24 +54 +71 +92 +52 +20 +25 +24 +90 +48 +50 +99 +36 +23 +94 +23 +61 +99 +71 +50 +23 +26 +70 +44 +2 +31 +51 +62 +51 +84 +78 +53 +7 +98 +27 +24 +16 +63 +25 +2 +57 +10 +83 +79 +2 +22 +28 +27 +50 +40 +8 +4 +15 +51 +23 +41 +37 +40 +50 +2 +40 +19 +95 +33 +33 +42 +53 +26 +22 +84 +58 +76 +67 +47 +38 +58 +38 +25 +11 +90 +45 +72 +13 +7 +45 +8 +31 +66 +37 +99 +32 +7 +94 +31 +5 +5 +11 +98 +84 +32 +96 +16 +2 +23 +58 +65 +6 +59 +46 +83 +64 +61 +89 +86 +76 +50 +43 +87 +46 +35 +11 +68 +16 +90 +71 +54 +48 +28 +65 +24 +27 +77 +59 +18 +54 +47 +40 +55 +95 +67 +60 +100 +59 +48 +45 +58 +84 +87 +68 +23 +19 +98 +74 +12 +8 +85 +33 +90 +88 +72 +85 +84 +3 +81 +8 +61 +44 +34 +67 +96 +82 +9 +29 +3 +41 +62 +13 +94 +43 +88 +20 +31 +31 +82 +76 +24 +28 +23 +88 +13 +56 +72 +2 +46 +32 +75 +68 +13 +7 +10 +60 +61 +64 +84 +40 +53 +50 +56 +65 +24 +81 +4 +80 +77 +47 +24 +17 +52 +64 +53 +23 +59 +59 +1 +60 +89 +6 +90 +11 +9 +64 +16 +29 +10 +67 +91 +75 +89 +99 +17 +12 +50 +15 +75 +29 +4 +45 +2 +21 +49 +21 +97 +66 +12 +40 +33 +7 +58 +11 +2 +85 +73 +16 +69 +2 +68 +97 +26 +92 +37 +99 +4 +44 +47 +7 +36 +9 +61 +54 +13 +3 +88 +39 +49 +25 +83 +39 +2 +57 +34 +74 +15 +5 +50 +1 +71 +15 +92 +94 +52 +59 +87 +45 +83 +86 +1 +26 +54 +33 +34 +91 +73 +76 +84 +75 +66 +47 +60 +82 +13 +97 +14 +40 +77 +88 +11 +41 +91 +30 +47 +66 +9 +67 +30 +26 +23 +50 +47 +24 +89 +37 +93 +37 +46 +34 +22 +67 +32 +29 +51 +26 +9 +34 +77 +1 +20 +50 +26 +62 +26 +69 +97 +85 +21 +11 +55 +47 +36 +3 +67 +99 +20 +15 +17 +57 +54 +95 +49 +34 +38 +96 +37 +22 +61 +50 +84 +22 +11 +22 +16 +83 +36 +4 +88 +21 +42 +64 +27 +76 +84 +64 +85 +57 +100 +56 +43 +1 +70 +50 +28 +87 +26 +24 +18 +23 +38 +99 +93 +35 +5 +54 +18 +92 +67 +52 +97 +75 +12 +78 +57 +62 +69 +6 +3 +97 +78 +18 +89 +72 +2 +65 +42 +32 +75 +77 +46 +57 +28 +77 +2 +7 +71 +24 +5 +68 +88 +64 +84 +74 +75 +24 +84 +52 +9 +20 +68 +56 +83 +32 +2 +93 +69 +28 +32 +54 +91 +14 +75 +83 +68 +99 +35 +95 +84 +32 +70 +86 +82 +63 +61 +38 +97 +39 +80 +89 +70 +24 +36 +98 +22 +23 +75 +60 +1 +95 +74 +21 +85 +25 +10 +26 +75 +70 +34 +4 +9 +41 +49 +12 +78 +95 +4 +65 +51 +42 +32 +37 +17 +41 +31 +89 +65 +30 +51 +62 +53 +92 +30 +36 +30 +62 +45 +59 +68 +12 +89 +97 +10 +66 +90 +42 +89 +42 +6 +42 +60 +26 +29 +69 +78 +68 +56 +35 +19 +92 +56 +81 +17 +14 +100 +35 +89 +55 +38 +37 +29 +95 +68 +61 +63 +25 +27 +47 +65 +77 +80 +4 +88 +11 +71 +1 +2 +50 +20 +26 +98 +88 +27 +26 +50 +40 +90 +56 +1 +36 +100 +86 +51 +95 +20 +66 +94 +7 +63 +63 +18 +92 +6 +3 +15 +61 +51 +34 +3 +63 +61 +92 +8 +97 +53 +68 +39 +74 +93 +67 +29 +59 +56 +96 +24 +10 +89 +31 +87 +52 +1 +53 +12 +48 +10 +52 +25 +54 +100 +81 +61 +3 +84 +77 +44 +73 +39 +69 +36 +34 +65 +75 +76 +16 +84 +66 +72 +33 +62 +79 +78 +15 +33 +77 +56 +98 +83 +4 +66 +79 +11 +30 +21 +40 +1 +57 +18 +92 +59 +20 +11 +16 +23 +21 +24 +50 +15 +17 +47 +14 +4 +63 +68 +18 +76 +33 +35 +64 +68 +97 +96 +76 +66 +100 +65 +85 +11 +98 +74 +38 +92 +29 +58 +99 +59 +61 +41 +71 +49 +40 +46 +27 +1 +63 +98 +68 +46 +24 +18 +85 +17 +98 +39 +17 +70 +64 +39 +42 +75 +89 +46 +50 +1 +41 +25 +73 +68 +35 +61 +5 +85 +24 +69 +41 +16 +40 +48 +54 +43 +37 +76 +53 +45 +29 +20 +33 +91 +47 +23 +46 +62 +18 +30 +38 +100 +63 +91 +91 +76 +92 +100 +42 +68 +11 +37 +75 +70 +46 +11 +55 +32 +59 +68 +25 +11 +62 +36 +63 +19 +21 +91 +6 +43 +44 +48 +76 +95 +10 +62 +61 +38 +94 +51 +1 +15 +5 +17 +63 +54 +74 +77 +17 +98 +2 +20 +16 +78 +26 +90 +11 +59 +21 +37 +84 +72 +62 +18 +5 +16 +13 +9 +1 +66 +12 +77 +80 +10 +96 +82 +49 +6 +66 +39 +22 +21 +94 +53 +98 +83 +78 +58 +4 +29 +96 +58 +77 +52 +9 +13 +87 +68 +71 +51 +91 +41 +79 +26 +17 +44 +77 +73 +20 +35 +41 +32 +19 +4 +42 +95 +37 +94 +79 +87 +83 +42 +28 +1 +86 +80 +29 +57 +51 +10 +31 +22 +27 +64 +60 +48 +63 +42 +52 +66 +56 +58 +22 +3 +16 +25 +91 +11 +50 +20 +28 +86 +8 +53 +82 +66 +29 +28 +63 +35 +61 +97 +14 +31 +7 +70 +61 +92 +86 +52 +25 +85 +96 +78 +9 +5 +23 +82 +19 +44 +95 +1 +10 +91 +70 +47 +71 +54 +10 +92 +41 +16 +7 +2 +100 +26 +95 +33 +4 +58 +13 +63 +91 +49 +44 +42 +71 +65 +37 +72 +45 +85 +50 +56 +25 +12 +10 +4 +27 +85 +18 +95 +73 +40 +3 +90 +28 +43 +37 +52 +5 +66 +39 +34 +3 +21 +80 +28 +57 +34 +9 +59 +35 +81 +92 +21 +18 +38 +75 +19 +100 +46 +1 +2 +48 +86 +21 +45 +3 +20 +64 +9 +26 +91 +53 +26 +23 +3 +36 +73 +70 +93 +59 +78 +96 +82 +63 +56 +14 +69 +5 +89 +28 +71 +73 +86 +75 +7 +44 +85 +44 +82 +33 +89 +33 +87 +69 +37 +56 +7 +53 +85 +60 +10 +79 +69 +47 +48 +87 +22 +65 +97 +77 +12 +92 +18 +41 +81 +20 +67 +68 +38 +85 +30 +40 +98 +23 +27 +24 +19 +61 +63 +64 +55 +25 +36 +34 +14 +66 +40 +11 +7 +22 +26 +6 +39 +100 +8 +87 +77 +100 +81 +36 +12 +80 +91 +8 +3 +93 +92 +56 +16 +32 +6 +72 +37 +60 +15 +39 +29 +22 +63 +69 +66 +11 +57 +6 +55 +46 +52 +25 +44 +1 +89 +39 +17 +20 +35 +39 +79 +75 +71 +60 +45 +14 +44 +17 +67 +23 +50 +2 +47 +61 +37 +18 +79 +88 +68 +3 +81 +2 +10 +16 +4 +85 +92 +77 +35 +43 +69 +93 +15 +4 +36 +17 +74 +69 +72 +92 +52 +64 +95 +86 +92 +44 +76 +7 +61 +55 +34 +54 +91 +82 +56 +96 +44 +29 +14 +91 +62 +25 +6 +87 +84 +46 +2 +87 +40 +31 +61 +50 +19 +59 +86 +28 +83 +91 +14 +47 +30 +64 +18 +86 +2 +6 +96 +84 +86 +2 +70 +29 +89 +60 +75 +93 +88 +98 +75 +92 +12 +70 +60 +8 +96 +98 +55 +89 +36 +45 +36 +32 +14 +11 +65 +8 +100 +49 +73 +71 +60 +48 +43 +11 +23 +30 +97 +69 +33 +93 +81 +20 +22 +19 +23 +72 +39 +90 +78 +40 +44 +95 +9 +93 +23 +46 +10 +10 +80 +60 +23 +92 +48 +58 +86 +58 +41 +15 +29 +44 +20 +29 +26 +27 +13 +18 +5 +11 +56 +87 +1 +2 +7 +39 +53 +55 +63 +10 +46 +28 +22 +32 +27 +12 +82 +26 +1 +29 +91 +11 +58 +51 +17 +26 +31 +91 +1 +86 +24 +33 +21 +11 +56 +67 +13 +45 +78 +32 +24 +24 +63 +19 +68 +85 +92 +72 +7 +36 +6 +72 +3 +54 +1 +65 +81 +30 +24 +55 +78 +62 +7 +93 +61 +37 +26 +70 +37 +91 +13 +30 +14 +13 +96 +22 +73 +44 +41 +50 +96 +100 +3 +23 +68 +66 +56 +87 +50 +41 +22 +32 +24 +52 +85 +54 +90 +37 +61 +71 +98 +41 +98 +2 +8 +38 +55 +89 +70 +19 +28 +18 +11 +47 +43 +94 +81 +33 +73 +53 +29 +63 +22 +62 +53 +2 +34 +43 +54 +41 +64 +60 +53 +35 +74 +17 +5 +18 +74 +72 +38 +45 +22 +24 +23 +32 +91 +89 +78 +10 +49 +94 +7 +67 +92 +77 +74 +66 +48 +94 +69 +89 +48 +36 +75 +65 +73 +84 +81 +54 +47 +60 +36 +78 +44 +21 +55 +78 +79 +93 +99 +51 +3 +27 +88 +94 +64 +10 +54 +94 +27 +71 +56 +90 +64 +41 +72 +47 +24 +14 +59 +19 +52 +34 +8 +18 +47 +55 +67 +100 +81 +96 +38 +67 +71 +47 +91 +72 +54 +67 +37 +32 +63 +98 +80 +55 +75 +99 +45 +84 +48 +67 +67 +90 +57 +12 +60 +99 +85 +93 +71 +51 +61 +33 +96 +59 +84 +67 +62 +45 +36 +71 +27 +11 +81 +21 +23 +99 +13 +65 +18 +71 +38 +17 +24 +67 +89 +97 +97 +11 +91 +63 +63 +65 +44 +61 +53 +82 +17 +32 +38 +67 +71 +89 +26 +63 +12 +74 +79 +1 +71 +42 +42 +39 +74 +76 +62 +45 +8 +29 +99 +7 +39 +53 +30 +77 +90 +68 +90 +81 +75 +3 +29 +15 +66 +78 +43 +65 +86 +69 +51 +73 +56 +31 +35 +69 +56 +63 +16 +39 +85 +99 +61 +23 +84 +56 +40 +45 +1 +56 +37 +23 +16 +14 +76 +47 +100 +98 +51 +45 +13 +32 +41 +79 +90 +13 +61 +5 +92 +36 +28 +5 +86 +30 +23 +90 +99 +62 +37 +64 +80 +83 +94 +95 +17 +58 +80 +11 +60 +93 +14 +70 +90 +80 +85 +12 +54 +67 +8 +55 +85 +98 +87 +74 +76 +30 +10 +60 +17 +8 +98 +51 +57 +33 +5 +92 +78 +5 +35 +53 +54 +83 +42 +70 +57 +34 +15 +50 +49 +72 +40 +74 +25 +34 +54 +82 +19 +21 +25 +12 +19 +38 +15 +33 +23 +44 +75 +94 +13 +7 +71 +59 +71 +8 +47 +99 +70 +30 +42 +13 +54 +3 +44 +74 +15 +20 +57 +54 +56 +77 +72 +19 +48 +70 +36 +27 +46 +10 +31 +69 +81 +69 +26 +98 +28 +53 +76 +17 +3 +10 +60 +10 +37 +45 +49 +96 +66 +10 +85 +32 +95 +27 +68 +77 +2 +54 +100 +92 +54 +79 +4 +89 +18 +64 +82 +58 +60 +75 +93 +26 +35 +100 +68 +32 +94 +65 +16 +92 +59 +29 +65 +8 +67 +48 +57 +89 +74 +38 +81 +72 +15 +5 +20 +66 +7 +17 +96 +36 +66 +10 +85 +85 +50 +55 +55 +74 +59 +71 +29 +22 +2 +81 +19 +89 +78 +54 +41 +92 +94 +77 +52 +86 +73 +3 +95 +96 +97 +33 +42 +44 +99 +2 +73 +31 +27 +71 +65 +3 +4 +75 +91 +87 +20 +73 +15 +79 +46 +13 +51 +79 +6 +51 +87 +63 +88 +51 +12 +22 +19 +49 +7 +34 +59 +66 +25 +47 +5 +88 +82 +37 +88 +8 +62 +1 +42 +48 +25 +89 +68 +11 +70 +74 +89 +39 +92 +100 +73 +25 +84 +56 +83 +74 +60 +23 +71 +1 +7 +43 +10 +38 +63 +59 +77 +39 +2 +15 +10 +1 +31 +45 +92 +21 +63 +83 +87 +11 +94 +45 +62 +43 +90 +17 +28 +55 +89 +60 +37 +90 +90 +29 +12 +71 +32 +31 +89 +6 +49 +74 +89 +33 +80 +94 +88 +7 +22 +71 +20 +86 +19 +52 +48 +88 +25 +77 +88 +40 +78 +54 +50 +29 +28 +58 +97 +51 +35 +45 +55 +69 +16 +96 +40 +17 +49 +36 +43 +31 +75 +12 +32 +27 +99 +48 +50 +93 +16 +48 +3 +14 +58 +83 +32 +31 +78 +32 +5 +56 +6 +38 +67 +3 +93 +21 +34 +82 +70 +27 +12 +49 +29 +60 +6 +100 +71 +49 +47 +95 +27 +22 +95 +27 +95 +66 +98 +3 +78 +65 +42 +100 +3 +13 +89 +94 +42 +57 +34 +66 +65 +74 +16 +66 +39 +76 +55 +90 +71 +63 +84 +31 +57 +32 +6 +30 +7 +30 +5 +75 +47 +27 +90 +58 +80 +85 +31 +59 +61 +97 +92 +19 +83 +63 +44 +36 +85 +78 +2 +68 +40 +32 +91 +57 +8 +48 +48 +4 +95 +11 +31 +38 +78 +73 +73 +81 +90 +93 +67 +67 +18 +7 +40 +14 +51 +22 +63 +77 +8 +79 +99 +91 +42 +92 +20 +57 +71 +51 +28 +93 +82 +2 +17 +10 +64 +74 +61 +78 +13 +56 +42 +36 +27 +60 +40 +53 +94 +78 +17 +24 +61 +83 +74 +18 +80 +5 +66 +28 +39 +15 +76 +17 +6 +48 +56 +9 +39 +25 +66 +64 +18 +57 +40 +70 +76 +7 +13 +5 +85 +7 +21 +44 +83 +57 +91 +30 +29 +2 +55 +50 +52 +57 +26 +91 +66 +29 +68 +56 +90 +10 +13 +84 +91 +64 +34 +59 +72 +80 +25 +44 +53 +8 +27 +7 +12 +54 +57 +64 +50 +100 +91 +65 +3 +83 +2 +89 +60 +92 +17 +5 +61 +99 +63 +24 +16 +1 +67 +7 +58 +24 +50 +87 +42 +21 +82 +54 +28 +45 +42 +17 +97 +13 +71 +21 +10 +63 +80 +69 +68 +71 +9 +52 +92 +83 +56 +12 +60 +22 +100 +16 +36 +94 +91 +96 +38 +42 +58 +44 +100 +36 +1 +39 +11 +19 +49 +69 +52 +38 +29 +75 +57 +27 +24 +56 +21 +41 +95 +100 +40 +90 +68 +83 +59 +93 +11 +80 +46 +73 +81 +87 +67 +70 +21 +79 +47 +58 +84 +96 +52 +2 +92 +81 +46 +7 +46 +35 +50 +47 +70 +54 +60 +44 +35 +50 +28 +20 +8 +17 +12 +7 +9 +46 +61 +75 +43 +94 +49 +72 +66 +10 +20 +30 +79 +99 +10 +42 +25 +51 +81 +80 +23 +16 +5 +65 +82 +44 +88 +88 +11 +14 +86 +53 +85 +87 +70 +100 +63 +64 +9 +75 +84 +50 +42 +67 +57 +45 +52 +74 +59 +56 +10 +47 +48 +37 +36 +82 +82 +6 +74 +69 +76 +96 +5 +12 +13 +46 +72 +58 +1 +78 +56 +87 +92 +46 +90 +17 +77 +91 +65 +79 +11 +77 +100 +31 +23 +17 +17 +65 +53 +58 +50 +11 +4 +19 +91 +17 +46 +12 +71 +87 +58 +63 +31 +63 +77 +88 +52 +50 +46 +81 +68 +85 +42 +7 +43 +61 +7 +92 +89 +56 +30 +28 +60 +85 +88 +91 +32 +72 +55 +48 +88 +46 +48 +25 +29 +23 +53 +20 +11 +11 +97 +97 +87 +19 +1 +50 +81 +21 +74 +37 +9 +84 +30 +31 +46 +28 +34 +15 +51 +100 +39 +92 +33 +82 +50 +66 +34 +92 +37 +35 +71 +32 +12 +6 +7 +77 +97 +86 +69 +48 +87 +12 +15 +50 +75 +77 +82 +19 +32 +64 +10 +3 +2 +56 +3 +58 +98 +79 +1 +76 +5 +32 +55 +79 +86 +14 +28 +35 +45 +61 +86 +59 +47 +9 +65 +59 +15 +73 +26 +82 +10 +90 +3 +66 +33 +98 +20 +24 +44 +63 +68 +91 +15 +77 +74 +25 +33 +33 +46 +94 +34 +97 +53 +28 +2 +46 +32 +10 +61 +85 +98 +61 +18 +78 +85 +47 +63 +26 +87 +74 +16 +50 +73 +63 +10 +20 +63 +16 +36 +12 +3 +84 +85 +84 +5 +44 +60 +2 +6 +46 +68 +69 +19 +88 +72 +36 +67 +99 +99 +31 +38 +84 +30 +100 +16 +43 +59 +64 +50 +24 +2 +8 +5 +84 +47 +7 +85 +39 +22 +30 +14 +60 +58 +44 +77 +100 +6 +74 +6 +54 +90 +45 +2 +33 +45 +73 +33 +8 +63 +25 +36 +65 +81 +65 +35 +12 +70 +94 +11 +55 +11 +60 +10 +84 +67 +61 +30 +96 +85 +24 +84 +97 +50 +49 +32 +17 +30 +17 +85 +6 +33 +9 +10 +91 +75 +88 +61 +78 +8 +61 +28 +34 +31 +40 +75 +53 +22 +83 +54 +66 +64 +40 +76 +38 +79 +85 +23 +77 +61 +17 +77 +35 +32 +7 +20 +58 +66 +9 +74 +23 +82 +36 +9 +82 +56 +41 +2 +71 +59 +36 +29 +54 +19 +93 +89 +2 +48 +13 +72 +26 +50 +60 +16 +32 +61 +70 +40 +73 +96 +89 +46 +87 +61 +42 +30 +19 +65 +96 +55 +79 +33 +8 +11 +1 +40 +56 +21 +52 +95 +95 +19 +95 +26 +47 +5 +9 +59 +47 +33 +74 +37 +95 +17 +44 +45 +83 +94 +12 +56 +34 +28 +58 +41 +8 +27 +57 +12 +98 +90 +16 +91 +7 +19 +45 +78 +62 +61 +25 +9 +59 +66 +37 +86 +93 +24 +39 +3 +62 +78 +35 +38 +95 +14 +11 +71 +11 +40 +28 +71 +23 +19 +32 +32 +44 +83 +52 +90 +95 +65 +68 +22 +39 +30 +46 +19 +70 +42 +24 +20 +27 +73 +45 +63 +90 +26 +88 +49 +8 +47 +71 +22 +23 +10 +36 +29 +56 +46 +58 +70 +86 +17 +83 +82 +11 +93 +7 +32 +62 +52 +84 +17 +83 +42 +20 +60 +10 +81 +29 +82 +81 +74 +28 +34 +84 +50 +78 +66 +71 +32 +8 +8 +97 +65 +82 +37 +70 +70 +100 +88 +86 +31 +28 +29 +81 +96 +87 +88 +64 +24 +80 +9 +64 +55 +3 +100 +25 +84 +38 +78 +54 +53 +85 +32 +100 +47 +72 +90 +69 +52 +68 +100 +75 +57 +80 +79 +66 +60 +50 +34 +30 +27 +79 +69 +44 +44 +47 +61 +23 +95 +94 +25 +65 +41 +38 +73 +51 +77 +12 +81 +42 +79 +89 +68 +5 +78 +43 +86 +18 +49 +63 +24 +100 +51 +16 +5 +18 +24 +50 +51 +81 +9 +61 +31 +17 +50 +100 +45 +7 +31 +68 +55 +11 +40 +10 +17 +96 +33 +56 +14 +59 +51 +100 +30 +27 +1 +94 +79 +96 +89 +64 +30 +25 +43 +100 +84 +34 +75 +18 +48 +98 +49 +11 +52 +33 +90 +42 +18 +25 +19 +71 +21 +23 +89 +78 +39 +80 +28 +89 +39 +69 +12 +54 +8 +25 +80 +21 +78 +40 +91 +3 +14 +20 +12 +56 +45 +32 +39 +7 +11 +62 +15 +91 +67 +99 +75 +87 +87 +37 +51 +74 +22 +45 +49 +81 +49 +48 +92 +41 +4 +98 +20 +44 +23 +72 +69 +1 +73 +89 +90 +36 +39 +45 +92 +39 +46 +33 +12 +26 +51 +86 +33 +3 +57 +88 +70 +13 +88 +94 +34 +8 +83 +16 +27 +21 +35 +8 +36 +41 +60 +89 +5 +48 +14 +75 +39 +97 +34 +88 +47 +40 +96 +80 +3 +49 +20 +87 +66 +24 +45 +76 +72 +39 +30 +23 +10 +5 +92 +30 +6 +32 +61 +96 +77 +8 +26 +44 +14 +80 +2 +79 +31 +92 +92 +28 +94 +42 +49 +89 +79 +28 +1 +77 +11 +80 +88 +17 +39 +92 +84 +90 +69 +16 +68 +6 +34 +92 +77 +36 +21 +99 +95 +60 +81 +58 +10 +3 +12 +80 +74 +91 +51 +20 +59 +25 +86 +77 +11 +99 +29 +80 +75 +33 +43 +98 +53 +18 +56 +70 +10 +50 +33 +23 +30 +48 +85 +78 +57 +31 +6 +78 +27 +72 +44 +33 +55 +2 +9 +48 +41 +1 +15 +82 +69 +67 +42 +61 +49 +33 +8 +79 +83 +98 +85 +81 +8 +84 +72 +82 +35 +77 +41 +25 +80 +25 +62 +20 +57 +28 +81 +78 +79 +36 +7 +42 +64 +57 +71 +10 +4 +10 +79 +79 +77 +24 +99 +11 +96 +77 +46 +23 +13 +87 +46 +69 +40 +2 +64 +59 +77 +81 +42 +65 +79 +30 +75 +67 +87 +81 +28 +1 +9 +13 +51 +61 +14 +8 +96 +81 +73 +86 +56 +16 +25 +93 +7 +60 +22 +41 +65 +54 +27 +90 +91 +52 +75 +16 +59 +82 +35 +65 +69 +80 +3 +25 +79 +77 +10 +23 +5 +36 +61 +37 +57 +87 +28 +5 +8 +56 +23 +58 +25 +78 +38 +13 +7 +13 +4 +64 +93 +16 +26 +76 +8 +68 +21 +61 +36 +96 +95 +80 +67 +93 +1 +12 +61 +90 +71 +93 +95 +2 +70 +63 +93 +85 +32 +71 +80 +38 +69 +67 +75 +5 +31 +81 +56 +92 +77 +38 +12 +7 +55 +68 +91 +89 +71 +27 +82 +58 +71 +19 +34 +85 +30 +37 +65 +59 +98 +40 +45 +42 +43 +19 +36 +66 +17 +80 +6 +37 +97 +3 +64 +91 +38 +19 +25 +98 +8 +28 +9 +13 +58 +39 +19 +2 +54 +64 +24 +7 +20 +51 +9 +32 +14 +43 +35 +51 +97 +49 +28 +62 +87 +76 +45 +95 +52 +49 +89 +64 +38 +95 +97 +65 +85 +60 +81 +15 +76 +42 +89 +81 +86 +18 +91 +36 +3 +22 +69 +46 +20 +17 +12 +32 +60 +18 +17 +34 +69 +78 +90 +82 +16 +22 +13 +40 +5 +97 +21 +21 +1 +8 +42 +11 +96 +43 +60 +75 +66 +50 +38 +91 +60 +59 +58 +26 +89 +75 +22 +10 +7 +31 +49 +91 +78 +11 +99 +30 +63 +83 +21 +78 +95 +53 +97 +85 +91 +55 +90 +86 +5 +61 +20 +93 +59 +66 +96 +69 +74 +79 +38 +83 +79 +80 +25 +32 +85 +76 +39 +47 +24 +92 +4 +41 +69 +75 +18 +21 +50 +81 +66 +10 +34 +82 +59 +78 +84 +64 +49 +21 +52 +49 +18 +17 +4 +26 +19 +30 +31 +45 +65 +48 +15 +49 +100 +2 +17 +67 +60 +19 +77 +72 +26 +94 +25 +52 +79 +22 +27 +98 +66 +2 +45 +9 +9 +47 +46 +50 +100 +81 +47 +77 +90 +89 +26 +37 +43 +23 +55 +16 +47 +14 +17 +2 +58 +6 +14 +45 +86 +54 +96 +26 +39 +5 +99 +82 +83 +9 +2 +98 +15 +48 +39 +78 +65 +1 +14 +89 +36 +14 +93 +58 +90 +71 +87 +42 +72 +56 +82 +62 +43 +72 +38 +84 +100 +93 +88 +9 +30 +88 +100 +99 +45 +85 +75 +17 +80 +67 +90 +1 +32 +4 +67 +47 +75 +80 +60 +82 +98 +8 +26 +32 +56 +68 +70 +48 +5 +68 +38 +98 +70 +5 +18 +72 +68 +30 +91 +90 +82 +65 +56 +97 +3 +15 +88 +64 +84 +59 +64 +44 +85 +54 +55 +100 +93 +12 +50 +58 +49 +86 +10 +4 +37 +98 +70 +25 +95 +27 +1 +5 +64 +68 +59 +32 +28 +23 +7 +33 +32 +22 +74 +74 +36 +57 +38 +98 +91 +54 +68 +54 +84 +79 +59 +38 +39 +11 +48 +87 +79 +48 +94 +1 +44 +18 +76 +34 +22 +60 +38 +91 +24 +58 +29 +20 +96 +32 +44 +15 +73 +38 +37 +19 +60 +56 +81 +37 +77 +35 +25 +98 +90 +2 +41 +5 +51 +27 +33 +21 +37 +33 +83 +23 +41 +38 +92 +37 +84 +71 +69 +85 +72 +23 +15 +79 +81 +70 +31 +89 +69 +11 +10 +7 +7 +67 +22 +59 +8 +91 +53 +13 +30 +4 +49 +41 +52 +2 +63 +5 +45 +20 +26 +84 +57 +57 +65 +67 +32 +42 +59 +66 +56 +75 +12 +96 +14 +88 +70 +27 +1 +42 +91 +8 +67 +18 +75 +46 +66 +69 +48 +36 +61 +14 +20 +67 +92 +40 +40 +53 +31 +76 +71 +43 +35 +41 +51 +22 +41 +6 +25 +95 +6 +96 +12 +50 +42 +22 +45 +97 +63 +84 +22 +36 +28 +56 +91 +66 +62 +64 +22 +92 +47 +14 +3 +9 +87 +86 +67 +95 +95 +56 +44 +28 +54 +76 +5 +46 +93 +84 +57 +49 +78 +59 +20 +16 +56 +51 +41 +99 +42 +47 +62 +100 +45 +67 +33 +43 +24 +51 +75 +36 +83 +4 +35 +89 +86 +27 +84 +50 +83 +74 +7 +71 +82 +59 +67 +30 +8 +75 +57 +88 +60 +69 +82 +81 +23 +57 +83 +14 +98 +85 +32 +57 +41 +59 +54 +98 +27 +94 +43 +24 +61 +23 +59 +68 +62 +93 +91 +43 +72 +6 +2 +98 +23 +2 +8 +69 +76 +8 +47 +63 +97 +73 +32 +31 +57 +63 +4 +69 +97 +54 +9 +13 +40 +66 +31 +59 +15 +97 +5 +87 +41 +37 +68 +39 +83 +45 +34 +21 +37 +79 +94 +62 +22 +33 +60 +36 +90 +94 +15 +43 +16 +78 +65 +99 +45 +62 +19 +29 +20 +20 +13 +42 +20 +30 +34 +67 +41 +57 +17 +34 +35 +52 +90 +64 +81 +43 +66 +20 +85 +22 +67 +28 +49 +52 +92 +69 +31 +79 +3 +86 +57 +8 +76 +90 +77 +24 +23 +10 +2 +86 +82 +6 +50 +34 +33 +61 +100 +4 +67 +27 +29 +53 +57 +49 +57 +17 +99 +71 +92 +75 +58 +10 +89 +88 +16 +70 +34 +89 +55 +49 +32 +31 +86 +72 +72 +90 +65 +29 +6 +61 +38 +86 +36 +87 +13 +31 +70 +87 +88 +96 +43 +11 +9 +61 +22 +29 +70 +48 +47 +11 +94 +29 +67 +30 +98 +3 +71 +3 +18 +91 +49 +34 +7 +53 +7 +9 +88 +86 +34 +84 +37 +49 +72 +36 +64 +26 +78 +44 +12 +69 +85 +14 +34 +35 +68 +28 +90 +95 +55 +41 +37 +34 +87 +47 +30 +76 +58 +1 +97 +78 +7 +30 +53 +77 +27 +67 +46 +95 +41 +86 +31 +70 +12 +81 +92 +96 +31 +12 +33 +94 +89 +16 +23 +18 +79 +40 +44 +24 +87 +60 +94 +33 +23 +66 +87 +55 +9 +60 +43 +87 +65 +79 +62 +22 +91 +50 +99 +98 +82 +8 +75 +37 +100 +14 +77 +76 +34 +43 +71 +25 +43 +56 +76 +33 +17 +96 +74 +26 +55 +55 +91 +5 +52 +67 +77 +70 +7 +24 +31 +3 +30 +93 +56 +99 +91 +75 +73 +7 +77 +50 +35 +31 +83 +9 +72 +60 +7 +11 +92 +29 +78 +100 +41 +62 +39 +13 +3 +3 +100 +96 +1 +98 +10 +1 +84 +6 +74 +47 +55 +94 +6 +8 +99 +32 +76 +60 +8 +26 +47 +55 +51 +40 +66 +58 +67 +32 +67 +24 +59 +94 +76 +91 +45 +4 +3 +80 +8 +18 +81 +92 +26 +77 +93 +100 +34 +23 +98 +82 +76 +32 +96 +99 +11 +88 +19 +47 +11 +41 +72 +59 +51 +9 +36 +3 +30 +97 +29 +39 +43 +19 +98 +76 +26 +26 +24 +1 +26 +2 +48 +34 +15 +95 +96 +40 +96 +92 +96 +74 +22 +45 +17 +42 +39 +30 +76 +76 +78 +54 +37 +38 +10 +20 +18 +18 +47 +46 +11 +69 +73 +91 +99 +19 +80 +15 +29 +92 +54 +24 +26 +88 +5 +42 +61 +91 +18 +72 +64 +38 +2 +25 +72 +30 +23 +72 +29 +58 +41 +3 +22 +83 +79 +18 +67 +30 +42 +5 +93 +47 +7 +98 +27 +25 +49 +23 +90 +10 +89 +20 +18 +71 +79 +42 +76 +63 +52 +34 +20 +92 +92 +74 +51 +28 +79 +59 +69 +57 +56 +45 +48 +8 +60 +75 +25 +26 +26 +62 +58 +74 +8 +18 +69 +70 +21 +70 +4 +62 +18 +71 +84 +77 +32 +17 +13 +98 +41 +97 +33 +72 +55 +88 +93 +48 +44 +55 +66 +26 +61 +62 +33 +51 +90 +34 +81 +91 +69 +11 +87 +43 +84 +68 +25 +66 +73 +47 +14 +56 +32 +16 +85 +21 +68 +7 +39 +43 +48 +41 +60 +88 +88 +75 +65 +9 +3 +4 +65 +48 +7 +32 +68 +72 +15 +42 +50 +80 +50 +54 +52 +81 +54 +38 +62 +91 +26 +70 +6 +80 +42 +47 +94 +4 +21 +53 +71 +30 +25 +11 +53 +57 +84 +58 +88 +89 +7 +77 +3 +18 +19 +89 +34 +97 +44 +59 +28 +3 +89 +51 +38 +3 +64 +58 +64 +57 +4 +41 +70 +61 +15 +31 +76 +55 +18 +94 +2 +14 +94 +98 +47 +13 +23 +40 +92 +73 +40 +22 +73 +33 +84 +40 +40 +1 +82 +57 +78 +1 +28 +24 +75 +78 +81 +91 +54 +3 +38 +79 +58 +33 +50 +86 +19 +97 +19 +55 +64 +45 +78 +34 +13 +54 +29 +3 +47 +24 +80 +78 +53 +68 +57 +83 +39 +5 +85 +13 +68 +76 +30 +42 +67 +14 +63 +96 +80 +1 +3 +84 +19 +99 +21 +31 +95 +96 +90 +58 +57 +20 +51 +65 +29 +72 +6 +24 +3 +60 +90 +32 +65 +22 +76 +21 +42 +65 +80 +85 +74 +5 +100 +29 +3 +44 +59 +13 +49 +96 +17 +72 +79 +29 +73 +14 +35 +64 +97 +33 +40 +78 +52 +73 +44 +95 +40 +94 +92 +59 +10 +17 +79 +73 +66 +50 +60 +21 +34 +25 +99 +44 +60 +87 +48 +19 +71 +64 +89 +3 +56 +68 +57 +72 +97 +47 +59 +100 +79 +76 +12 +27 +92 +39 +62 +58 +27 +90 +44 +74 +41 +48 +41 +68 +1 +99 +62 +48 +15 +31 +56 +99 +75 +99 +49 +87 +22 +44 +19 +79 +12 +4 +32 +68 +83 +74 +35 +1 +63 +84 +97 +58 +54 +82 +33 +63 +71 +99 +96 +91 +50 +82 +21 +50 +46 +44 +3 +34 +50 +92 +79 +93 +88 +37 +82 +26 +61 +75 +93 +96 +44 +29 +72 +13 +18 +85 +26 +17 +71 +21 +84 +30 +99 +55 +31 +6 +45 +33 +28 +54 +94 +14 +3 +53 +2 +2 +57 +50 +81 +51 +9 +66 +14 +80 +14 +10 +71 +33 +98 +63 +49 +61 +69 +91 +62 +100 +50 +84 +33 +97 +4 +14 +57 +25 +94 +2 +74 +35 +62 +43 +77 +39 +65 +41 +71 +10 +8 +45 +48 +66 +54 +97 +67 +23 +31 +42 +55 +93 +55 +73 +72 +73 +94 +33 +29 +57 +35 +40 +31 +28 +67 +58 +35 +86 +95 +41 +90 +76 +4 +67 +53 +30 +87 +45 +80 +39 +100 +77 +73 +47 +45 +76 +12 +76 +11 +14 +76 +58 +7 +35 +46 +83 +62 +97 +47 +76 +43 +74 +32 +13 +36 +98 +92 +31 +26 +59 +34 +82 +16 +29 +67 +20 +5 +85 +14 +16 +46 +12 +63 +1 +89 +60 +87 +100 +50 +1 +19 +6 +65 +76 +47 +50 +79 +30 +90 +26 +96 +6 +93 +75 +29 +53 +50 +5 +42 +87 +59 +65 +35 +31 +92 +38 +94 +57 +13 +36 +13 +60 +12 +68 +57 +61 +79 +35 +40 +45 +14 +98 +56 +16 +75 +91 +19 +78 +91 +100 +58 +47 +94 +96 +1 +25 +40 +30 +33 +38 +39 +42 +100 +71 +6 +58 +91 +61 +85 +16 +18 +57 +3 +57 +48 +83 +52 +99 +15 +55 +91 +43 +89 +64 +39 +13 +65 +26 +77 +57 +88 +55 +31 +74 +35 +3 +6 +36 +88 +80 +58 +17 +44 +29 +60 +8 +46 +47 +65 +67 +8 +65 +76 +79 +4 +6 +56 +56 +28 +97 +97 +72 +45 +84 +74 +12 +70 +71 +87 +45 +33 +43 +68 +69 +85 +54 +100 +31 +10 +98 +49 +37 +87 +85 +54 +37 +71 +65 +99 +48 +7 +87 +22 +75 +62 +97 +31 +90 +41 +90 +69 +9 +17 +80 +21 +96 +5 +93 +40 +57 +46 +73 +71 +55 +45 +27 +69 +60 +5 +17 +29 +89 +78 +93 +100 +20 +77 +89 +53 +93 +96 +97 +42 +18 +13 +17 +1 +91 +73 +45 +13 +58 +38 +83 +21 +59 +83 +64 +43 +93 +15 +95 +31 +11 +83 +97 +12 +67 +82 +93 +67 +88 +99 +40 +80 +2 +75 +52 +49 +77 +75 +85 +74 +11 +32 +50 +7 +14 +22 +74 +88 +6 +81 +30 +27 +78 +99 +16 +65 +29 +31 +72 +17 +68 +13 +59 +79 +8 +36 +9 +46 +18 +83 +47 +69 +56 +83 +27 +23 +11 +93 +84 +54 +88 +49 +73 +32 +1 +41 +95 +76 +10 +66 +70 +27 +6 +79 +53 +27 +13 +68 +30 +99 +71 +95 +10 +74 +31 +43 +26 +85 +15 +15 +40 +35 +18 +48 +56 +95 +45 +30 +34 +78 +85 +46 +12 +69 +9 +99 +46 +18 +19 +32 +34 +25 +19 +67 +30 +92 +66 +26 +100 +46 +67 +50 +39 +73 +7 +77 +100 +75 +14 +11 +35 +74 +21 +19 +62 +69 +41 +61 +99 +40 +39 +75 +76 +81 +33 +51 +33 +66 +97 +48 +52 +69 +33 +12 +5 +80 +4 +51 +47 +90 +26 +21 +55 +90 +71 +63 +16 +29 +66 +13 +61 +85 +97 +70 +30 +97 +36 +33 +82 +11 +67 +65 +38 +43 +4 +82 +15 +70 +69 +98 +21 +79 +34 +71 +90 +77 +75 +67 +70 +78 +92 +83 +69 +69 +80 +79 +57 +24 +68 +31 +77 +44 +61 +52 +20 +11 +30 +40 +59 +37 +11 +49 +27 +10 +66 +85 +12 +74 +29 +94 +45 +98 +84 +97 +64 +68 +86 +46 +47 +23 +7 +90 +63 +55 +94 +13 +64 +56 +28 +63 +39 +4 +92 +7 +80 +44 +56 +8 +56 +30 +85 +13 +24 +29 +59 +8 +15 +73 +6 +6 +85 +87 +84 +92 +10 +90 +63 +29 +86 +10 +89 +62 +66 +20 +19 +73 +45 +7 +72 +88 +89 +44 +75 +55 +93 +28 +39 +30 +10 +18 +91 +82 +86 +76 +44 +66 +3 +96 +79 +74 +95 +83 +3 +77 +26 +14 +34 +12 +94 +23 +92 +52 +34 +33 +15 +44 +93 +84 +13 +2 +76 +12 +4 +9 +54 +50 +62 +52 +32 +24 +49 +54 +50 +17 +12 +28 +39 +35 +45 +80 +60 +62 +55 +64 +48 +97 +95 +40 +25 +67 +57 +6 +79 +69 +29 +18 +97 +32 +26 +8 +85 +28 +69 +22 +39 +7 +8 +95 +38 +56 +85 +78 +70 +87 +48 +33 +77 +62 +21 +71 +88 +71 +1 +25 +45 +67 +68 +53 +63 +2 +38 +29 +50 +46 +14 +14 +38 +69 +21 +93 +48 +80 +78 +92 +10 +38 +95 +6 +6 +73 +91 +23 +66 +53 +17 +83 +69 +72 +95 +52 +77 +77 +83 +62 +18 +40 +53 +86 +41 +55 +60 +58 +68 +36 +52 +45 +27 +84 +22 +18 +82 +83 +100 +4 +74 +70 +78 +16 +79 +5 +38 +95 +31 +28 +94 +13 +34 +14 +89 +65 +26 +92 +92 +99 +78 +10 +18 +33 +38 +71 +56 +36 +16 +85 +87 +95 +36 +40 +95 +14 +67 +47 +90 +38 +61 +31 +21 +97 +80 +5 +87 +63 +54 +13 +21 +21 +50 +94 +39 +81 +13 +54 +36 +79 +9 +41 +75 +37 +19 +25 +41 +72 +43 +46 +94 +97 +29 +43 +32 +82 +67 +67 +7 +81 +14 +42 +10 +26 +88 +54 +18 +67 +67 +32 +92 +53 +57 +16 +50 +25 +14 +62 +42 +46 +25 +53 +35 +56 +65 +38 +73 +72 +94 +89 +81 +30 +2 +8 +57 +91 +26 +59 +9 +47 +54 +71 +32 +68 +59 +33 +72 +45 +13 +79 +46 +11 +78 +54 +31 +68 +65 +29 +86 +40 +54 +19 +81 +60 +91 +98 +53 +73 +41 +79 +66 +49 +25 +57 +63 +84 +57 +41 +45 +92 +14 +31 +79 +78 +90 +33 +29 +74 +94 +36 +50 +40 +32 +81 +80 +49 +44 +48 +40 +51 +99 +26 +10 +17 +83 +30 +78 +93 +64 +7 +30 +9 +27 +16 +47 +25 +97 +65 +42 +42 +79 +68 +62 +26 +11 +20 +54 +58 +32 +60 +22 +80 +87 +6 +56 +67 +89 +22 +55 +34 +1 +82 +86 +3 +22 +27 +79 +48 +96 +99 +43 +12 +8 +66 +94 +23 +32 +47 +57 +46 +19 +80 +85 +34 +35 +84 +97 +75 +40 +26 +44 +1 +63 +80 +60 +67 +80 +67 +13 +19 +85 +22 +15 +44 +33 +55 +30 +61 +17 +57 +90 +4 +35 +56 +30 +51 +26 +39 +20 +25 +88 +11 +14 +81 +48 +65 +67 +44 +96 +78 +33 +31 +36 +89 +21 +69 +98 +26 +34 +77 +71 +58 +46 +90 +49 +100 +77 +40 +59 +17 +52 +42 +30 +12 +40 +46 +53 +96 +50 +99 +84 +1 +70 +14 +91 +63 +39 +99 +18 +89 +93 +17 +6 +55 +13 +21 +37 +67 +53 +20 +62 +52 +83 +56 +92 +56 +56 +39 +82 +72 +40 +95 +53 +19 +5 +70 +39 +43 +49 +70 +32 +27 +36 +23 +41 +84 +91 +58 +53 +42 +6 +51 +79 +37 +97 +84 +52 +43 +97 +75 +74 +84 +76 +28 +3 +10 +59 +18 +72 +36 +43 +35 +6 +71 +71 +46 +70 +58 +16 +3 +20 +81 +61 +14 +86 +96 +75 +38 +48 +63 +18 +55 +21 +29 +38 +17 +35 +5 +42 +89 +1 +5 +65 +99 +63 +41 +21 +4 +98 +62 +25 +40 +65 +55 +37 +90 +25 +42 +13 +10 +66 +12 +50 +43 +99 +17 +15 +20 +50 +69 +42 +90 +7 +22 +98 +99 +1 +77 +66 +41 +61 +65 +18 +38 +74 +5 +17 +69 +55 +31 +50 +3 +9 +32 +86 +16 +15 +17 +57 +37 +92 +34 +55 +42 +26 +3 +76 +8 +99 +46 +70 +81 +77 +98 +40 +43 +12 +47 +28 +86 +13 +89 +24 +44 +38 +44 +68 +31 +32 +89 +41 +87 +11 +2 +85 +1 +97 +28 +27 +14 +59 +83 +61 +41 +99 +16 +78 +48 +50 +26 +48 +48 +61 +74 +64 +47 +12 +9 +16 +39 +57 +15 +74 +58 +92 +52 +98 +86 +16 +96 +21 +86 +61 +45 +55 +54 +100 +54 +77 +37 +42 +28 +2 +34 +47 +23 +49 +87 +74 +41 +50 +62 +23 +76 +25 +58 +62 +50 +9 +59 +54 +11 +24 +48 +32 +100 +30 +18 +42 +97 +93 +39 +32 +8 +2 +40 +9 +55 +33 +3 +92 +37 +92 +15 +99 +17 +79 +60 +4 +50 +85 +96 +17 +91 +58 +64 +7 +2 +62 +82 +69 +30 +49 +34 +45 +28 +71 +98 +2 +69 +21 +43 +26 +85 +47 +66 +10 +23 +72 +12 +75 +40 +41 +13 +51 +78 +67 +78 +1 +16 +21 +74 +13 +39 +31 +17 +96 +68 +40 +42 +92 +28 +93 +79 +4 +91 +15 +85 +55 +15 +19 +48 +35 +58 +21 +55 +37 +94 +79 +31 +72 +42 +22 +8 +6 +80 +83 +97 +32 +75 +79 +86 +87 +66 +21 +3 +26 +2 +28 +69 +51 +57 +85 +20 +3 +51 +58 +61 +15 +81 +78 +9 +12 +10 +93 +55 +10 +93 +36 +85 +88 +73 +17 +34 +46 +85 +67 +68 +41 +80 +43 +47 +60 +68 +46 +8 +17 +42 +27 +56 +11 +35 +9 +52 +38 +20 +21 +97 +25 +3 +31 +96 +85 +12 +10 +50 +24 +94 +65 +53 +80 +77 +37 +16 +51 +9 +7 +78 +64 +25 +66 +40 +100 +28 +96 +12 +10 +17 +18 +47 +21 +17 +70 +12 +92 +75 +63 +10 +55 +57 +48 +84 +42 +50 +32 +39 +47 +40 +69 +8 +16 +90 +55 +7 +82 +65 +91 +58 +41 +38 +31 +46 +27 +32 +99 +63 +40 +9 +42 +93 +67 +83 +93 +28 +19 +11 +78 +20 +25 +87 +27 +78 +54 +15 +67 +81 +61 +4 +81 +44 +33 +9 +92 +4 +14 +12 +65 +31 +48 +46 +81 +97 +88 +52 +57 +86 +46 +63 +64 +79 +77 +11 +31 +13 +53 +56 +20 +97 +89 +74 +69 +10 +76 +23 +32 +6 +27 +47 +12 +92 +66 +22 +83 +81 +98 +30 +59 +57 +87 +37 +3 +92 +58 +59 +99 +30 +56 +20 +11 +84 +52 +88 +61 +62 +56 +79 +89 +95 +19 +37 +95 +67 +44 +28 +73 +2 +70 +46 +40 +30 +22 +83 +90 +52 +84 +15 +23 +23 +89 +18 +80 +44 +37 +37 +75 +65 +27 +33 +78 +65 +100 +29 +79 +81 +45 +75 +30 +27 +51 +37 +91 +27 +95 +95 +35 +15 +60 +83 +81 +93 +51 +15 +93 +72 +19 +95 +61 +69 +41 +59 +22 +45 +8 +34 +56 +94 +7 +38 +87 +73 +41 +7 +26 +36 +5 +93 +25 +79 +36 +25 +21 +28 +17 +69 +42 +2 +97 +15 +29 +38 +70 +43 +26 +79 +8 +67 +82 +48 +34 +90 +18 +55 +32 +19 +99 +27 +97 +74 +63 +48 +10 +7 +15 +93 +47 +71 +26 +23 +97 +38 +86 +76 +56 +18 +68 +26 +91 +4 +7 +7 +8 +74 +54 +66 +90 +59 +4 +78 +42 +23 +37 +31 +63 +95 +64 +87 +6 +32 +79 +47 +85 +6 +33 +2 +4 +98 +95 +91 +26 +51 +30 +33 +77 +89 +39 +97 +34 +13 +77 +56 +71 +96 +55 +50 +94 +27 +69 +11 +55 +25 +92 +66 +86 +34 +67 +99 +99 +94 +4 +90 +72 +27 +81 +83 +45 +52 +2 +87 +85 +5 +5 +23 +13 +29 +90 +51 +66 +89 +54 +28 +84 +71 +6 +91 +28 +76 +44 +24 +76 +34 +68 +99 +9 +85 +77 +18 +34 +6 +91 +29 +67 +15 +21 +14 +24 +64 +52 +82 +27 +95 +92 +59 +74 +8 +19 +20 +49 +69 +26 +79 +78 +74 +80 +8 +52 +54 +10 +36 +96 +95 +18 +63 +36 +48 +5 +35 +47 +85 +1 +96 +40 +88 +35 +35 +67 +37 +65 +3 +1 +49 +18 +20 +58 +6 +44 +15 +73 +5 +19 +60 +67 +77 +6 +99 +3 +75 +78 +12 +25 +10 +95 +100 +69 +19 +70 +32 +40 +47 +22 +91 +90 +40 +39 +12 +78 +94 +75 +78 +93 +63 +43 +39 +41 +50 +51 +91 +51 +70 +9 +71 +67 +76 +33 +48 +89 +37 +41 +93 +43 +77 +64 +21 +69 +99 +40 +66 +50 +69 +26 +46 +55 +51 +33 +90 +43 +57 +29 +43 +24 +17 +78 +2 +20 +4 +57 +68 +55 +84 +50 +76 +8 +21 +96 +37 +4 +29 +64 +4 +22 +87 +1 +15 +24 +21 +44 +95 +98 +28 +20 +53 +46 +29 +33 +45 +9 +59 +13 +13 +86 +29 +73 +81 +66 +97 +46 +65 +76 +36 +63 +94 +37 +82 +65 +100 +87 +54 +33 +29 +38 +20 +69 +46 +80 +91 +27 +15 +34 +74 +98 +9 +79 +42 +20 +63 +92 +12 +71 +98 +74 +25 +96 +55 +14 +81 +10 +60 +9 +14 +64 +66 +68 +30 +44 +48 +14 +23 +64 +46 +100 +9 +12 +75 +79 +9 +83 +75 +75 +41 +89 +35 +45 +17 +85 +58 +51 +1 +7 +12 +65 +28 +55 +32 +50 +41 +75 +83 +39 +22 +43 +25 +57 +57 +98 +91 +46 +62 +46 +13 +71 +55 +40 +47 +1 +56 +32 +95 +56 +69 +71 +59 +61 +83 +90 +75 +94 +45 +83 +42 +93 +68 +79 +62 +77 +99 +88 +48 +48 +69 +68 +11 +87 +87 +74 +41 +25 +28 +57 +55 +72 +33 +43 +83 +77 +74 +69 +97 +41 +99 +77 +41 +83 +63 +13 +62 +76 +55 +1 +51 +98 +47 +56 +43 +89 +19 +7 +38 +54 +99 +10 +50 +75 +88 +6 +3 +33 +10 +66 +22 +78 +86 +1 +3 +25 +91 +93 +89 +51 +17 +94 +41 +70 +60 +97 +39 +29 +8 +16 +52 +72 +48 +31 +61 +92 +89 +53 +77 +63 +45 +77 +4 +55 +17 +53 +88 +84 +51 +88 +27 +57 +21 +58 +19 +32 +64 +18 +72 +73 +85 +51 +83 +23 +87 +36 +53 +91 +68 +86 +95 +91 +40 +60 +34 +99 +75 +63 +1 +67 +5 +41 +39 +48 +11 +15 +86 +9 +22 +32 +80 +36 +79 +100 +15 +51 +83 +34 +78 +77 +13 +78 +14 +100 +97 +37 +5 +4 +67 +37 +18 +37 +71 +78 +60 +77 +42 +48 +47 +75 +90 +56 +95 +23 +79 +93 +26 +74 +73 +71 +63 +62 +93 +4 +84 +17 +81 +43 +66 +52 +83 +8 +89 +79 +29 +62 +48 +82 +49 +60 +35 +51 +33 +70 +94 +98 +2 +17 +66 +30 +5 +26 +74 +74 +89 +18 +21 +14 +44 +96 +20 +46 +73 +71 +21 +61 +84 +89 +34 +59 +35 +90 +41 +59 +58 +13 +16 +22 +68 +72 +72 +100 +73 +94 +70 +42 +38 +92 +50 +21 +34 +67 +27 +57 +76 +75 +36 +66 +20 +100 +86 +93 +80 +100 +68 +95 +34 +64 +56 +16 +26 +59 +54 +44 +97 +81 +93 +40 +9 +85 +15 +60 +70 +72 +92 +90 +35 +29 +80 +20 +86 +99 +33 +71 +90 +54 +8 +3 +27 +27 +29 +76 +36 +98 +32 +73 +61 +21 +37 +32 +86 +49 +78 +88 +94 +22 +86 +18 +42 +55 +22 +41 +11 +70 +83 +94 +42 +77 +81 +72 +52 +36 +70 +1 +46 +46 +95 +89 +26 +81 +90 +71 +66 +87 +35 +14 +56 +37 +2 +33 +69 +86 +27 +34 +44 +56 +49 +40 +83 +90 +81 +92 +33 +88 +15 +69 +8 +90 +72 +7 +68 +80 +31 +49 +78 +79 +66 +81 +14 +83 +97 +98 +100 +59 +32 +1 +99 +22 +27 +6 +4 +82 +54 +41 +13 +72 +14 +90 +63 +60 +59 +1 +28 +74 +60 +70 +70 +20 +15 +30 +99 +86 +67 +34 +41 +50 +14 +1 +36 +53 +46 +76 +83 +18 +62 +45 +1 +41 +80 +60 +60 +90 +55 +84 +67 +5 +86 +37 +83 +44 +84 +75 +40 +46 +26 +47 +62 +26 +54 +67 +17 +39 +44 +49 +98 +74 +33 +28 +80 +24 +76 +9 +10 +10 +43 +100 +54 +87 +32 +44 +43 +97 +52 +52 +22 +8 +76 +84 +28 +20 +99 +31 +59 +36 +12 +51 +17 +45 +36 +35 +95 +69 +63 +30 +60 +45 +20 +70 +25 +81 +2 +39 +46 +55 +57 +6 +87 +58 +98 +17 +50 +78 +2 +66 +6 +88 +54 +85 +20 +95 +42 +4 +89 +63 +9 +76 +45 +95 +18 +51 +92 +52 +1 +71 +57 +40 +94 +76 +19 +98 +19 +39 +69 +16 +16 +30 +50 +86 +53 +58 +80 +91 +91 +39 +54 +72 +38 +50 +18 +27 +64 +64 +37 +15 +95 +7 +46 +55 +42 +71 +91 +10 +77 +88 +99 +38 +76 +61 +6 +39 +50 +81 +71 +79 +97 +47 +12 +14 +64 +5 +44 +83 +94 +78 +30 +6 +8 +40 +4 +14 +56 +12 +76 +47 +21 +19 +40 +22 +60 +79 +47 +97 +72 +75 +83 +90 +5 +35 +22 +84 +15 +5 +23 +54 +78 +52 +15 +1 +33 +24 +66 +91 +63 +33 +69 +26 +16 +80 +71 +86 +45 +50 +67 +62 +86 +49 +59 +72 +74 +58 +45 +86 +33 +16 +17 +84 +64 +85 +22 +64 +69 +7 +29 +13 +93 +41 +69 +6 +19 +10 +96 +18 +58 +23 +100 +8 +48 +92 +64 +75 +2 +30 +29 +40 +67 +94 +70 +75 +8 +19 +32 +25 +26 +75 +54 +34 +72 +71 +62 +8 +76 +41 +95 +10 +46 +10 +40 +12 +98 +67 +73 +13 +36 +3 +79 +58 +81 +78 +51 +60 +33 +87 +72 +3 +97 +30 +92 +86 +64 +18 +78 +31 +32 +45 +53 +52 +37 +95 +64 +98 +92 +70 +75 +40 +83 +48 +30 +43 +77 +2 +26 +80 +32 +31 +5 +79 +21 +12 +90 +4 +20 +84 +92 +59 +82 +73 +88 +10 +78 +73 +71 +79 +49 +66 +94 +38 +82 +21 +71 +82 +68 +40 +1 +70 +28 +35 +38 +97 +95 +82 +78 +51 +26 +25 +98 +69 +67 +23 +79 +48 +24 +53 +15 +79 +78 +84 +75 +64 +42 +32 +74 +39 +59 +73 +90 +37 +6 +84 +61 +74 +43 +66 +17 +25 +29 +99 +78 +4 +53 +89 +57 +30 +48 +86 +83 +74 +99 +15 +88 +5 +96 +26 +26 +79 +49 +38 +99 +98 +65 +98 +26 +32 +72 +58 +100 +61 +44 +32 +23 +47 +41 +50 +47 +81 +89 +68 +24 +90 +11 +76 +36 +58 +41 +76 +59 +37 +34 +44 +32 +28 +66 +65 +62 +58 +99 +46 +58 +77 +48 +33 +67 +30 +81 +99 +93 +73 +33 +21 +77 +24 +9 +41 +32 +58 +50 +7 +12 +19 +28 +22 +2 +52 +12 +46 +53 +63 +29 +42 +28 +94 +6 +40 +33 +98 +62 +17 +15 +38 +61 +36 +92 +31 +24 +53 +45 +1 +94 +84 +8 +88 +69 +59 +64 +19 +85 +34 +64 +72 +34 +1 +89 +92 +40 +62 +2 +5 +35 +26 +15 +12 +7 +67 +31 +93 +85 +41 +80 +66 +46 +25 +28 +31 +24 +13 +88 +8 +9 +11 +65 +70 +68 +78 +67 +34 +89 +52 +27 +70 +90 +27 +80 +64 +19 +27 +9 +53 +22 +91 +25 +46 +84 +100 +24 +75 +87 +87 +66 +5 +84 +79 +3 +43 +15 +36 +87 +33 +68 +12 +38 +58 +93 +7 +10 +58 +57 +57 +1 +100 +16 +35 +7 +85 +40 +20 +29 +22 +61 +7 +65 +54 +51 +35 +61 +53 +84 +62 +12 +59 +60 +14 +22 +85 +84 +22 +58 +93 +58 +58 +22 +97 +56 +80 +92 +51 +77 +91 +1 +39 +80 +90 +10 +71 +26 +75 +93 +82 +4 +32 +38 +16 +28 +22 +60 +63 +18 +48 +4 +85 +75 +29 +65 +1 +10 +82 +41 +36 +86 +32 +73 +78 +27 +50 +31 +56 +85 +26 +15 +9 +9 +62 +45 +17 +40 +87 +69 +16 +94 +7 +14 +17 +61 +82 +36 +79 +100 +54 +91 +37 +94 +79 +29 +72 +91 +83 +41 +7 +43 +6 +96 +51 +49 +45 +82 +21 +29 +8 +52 +54 +56 +70 +98 +81 +2 +45 +87 +17 +18 +35 +50 +46 +48 +57 +40 +82 +56 +78 +51 +88 +46 +48 +77 +5 +98 +24 +12 +78 +50 +61 +37 +91 +43 +55 +54 +28 +12 +50 +44 +30 +73 +95 +55 +20 +3 +55 +68 +40 +94 +61 +15 +90 +98 +93 +37 +92 +67 +63 +37 +79 +34 +80 +7 +28 +10 +17 +12 +3 +2 +5 +22 +16 +3 +15 +40 +20 +8 +99 +24 +2 +53 +41 +36 +70 +90 +33 +6 +11 +45 +30 +70 +2 +32 +2 +78 +92 +48 +40 +36 +99 +86 +75 +66 +45 +95 +42 +91 +40 +5 +87 +19 +67 +52 +94 +75 +73 +83 +68 +65 +93 +32 +5 +82 +75 +85 +62 +82 +98 +76 +99 +79 +52 +91 +55 +58 +67 +5 +76 +97 +81 +94 +89 +46 +37 +12 +21 +79 +74 +30 +5 +79 +98 +88 +46 +86 +14 +60 +81 +75 +18 +28 +55 +18 +23 +37 +64 +58 +100 +25 +100 +41 +37 +70 +50 +71 +41 +21 +96 +79 +38 +35 +83 +59 +66 +13 +49 +74 +67 +36 +70 +14 +83 +21 +25 +89 +74 +43 +77 +58 +96 +62 +92 +64 +15 +60 +25 +100 +21 +31 +92 +84 +30 +58 +66 +48 +99 +42 +99 +94 +85 +83 +77 +1 +53 +53 +58 +37 +43 +16 +97 +2 +32 +47 +70 +10 +49 +33 +93 +37 +39 +72 +28 +28 +20 +26 +21 +94 +15 +66 +55 +37 +73 +100 +38 +56 +18 +60 +59 +25 +61 +34 +58 +63 +86 +36 +82 +20 +43 +6 +82 +96 +15 +25 +87 +14 +85 +19 +58 +97 +91 +82 +37 +39 +60 +64 +32 +59 +25 +20 +24 +56 +77 +87 +8 +44 +46 +39 +79 +100 +37 +3 +29 +9 +61 +98 +46 +20 +89 +9 +64 +64 +24 +57 +94 +71 +15 +56 +16 +6 +54 +33 +14 +91 +51 +16 +44 +22 +78 +27 +66 +74 +82 +14 +79 +18 +60 +59 +9 +37 +2 +85 +56 +5 +3 +90 +14 +27 +20 +10 +46 +37 +35 +5 +100 +62 +38 +15 +35 +50 +12 +32 +30 +70 +73 +53 +42 +5 +36 +8 +23 +41 +48 +73 +33 +90 +63 +26 +88 +85 +92 +39 +56 +25 +87 +17 +40 +14 +40 +85 +22 +71 +18 +73 +17 +4 +37 +45 +36 +38 +4 +79 +94 +79 +37 +11 +94 +58 +83 +28 +84 +61 +11 +57 +15 +88 +10 +16 +49 +58 +6 +16 +66 +99 +69 +4 +43 +24 +90 +82 +95 +94 +33 +74 +61 +7 +76 +17 +86 +17 +41 +12 +77 +39 +26 +64 +1 +19 +2 +78 +96 +57 +46 +55 +85 +76 +78 +60 +95 +87 +35 +18 +63 +36 +74 +65 +18 +76 +39 +74 +31 +10 +43 +32 +9 +39 +42 +75 +50 +99 +44 +3 +10 +80 +2 +64 +10 +60 +39 +52 +59 +83 +65 +52 +34 +35 +80 +85 +90 +80 +79 +36 +5 +96 +82 +87 +21 +91 +76 +62 +43 +85 +71 +99 +3 +3 +62 +11 +23 +4 +82 +67 +92 +4 +5 +48 +90 +86 +30 +33 +4 +13 +9 +33 +36 +98 +87 +76 +86 +27 +23 +24 +71 +51 +38 +52 +60 +14 +65 +98 +59 +88 +45 +17 +79 +85 +82 +83 +49 +92 +97 +2 +79 +65 +32 +50 +18 +58 +65 +82 +78 +76 +51 +14 +36 +19 +73 +77 +2 +4 +75 +6 +24 +75 +62 +83 +12 +97 +73 +8 +75 +32 +23 +24 +2 +56 +35 +95 +8 +16 +2 +68 +34 +98 +48 +59 +40 +78 +42 +61 +86 +26 +67 +63 +81 +29 +71 +9 +27 +78 +74 +13 +84 +19 +47 +15 +82 +10 +34 +77 +96 +78 +69 +57 +50 +86 +46 +77 +6 +21 +57 +4 +28 +89 +54 +100 +70 +23 +36 +45 +81 +3 +44 +89 +11 +67 +36 +86 +4 +82 +96 +80 +29 +7 +17 +38 +1 +59 +66 +25 +31 +71 +21 +86 +31 +57 +52 +94 +35 +2 +77 +82 +49 +84 +54 +4 +98 +13 +92 +43 +99 +92 +42 +100 +16 +45 +41 +59 +76 +22 +67 +52 +34 +76 +82 +92 +32 +14 +4 +30 +26 +55 +67 +89 +27 +64 +69 +98 +36 +83 +39 +24 +56 +48 +62 +74 +82 +38 +97 +34 +77 +8 +23 +78 +57 +62 +85 +53 +53 +75 +40 +51 +2 +89 +73 +82 +56 +19 +61 +52 +50 +65 +18 +2 +97 +51 +15 +26 +1 +65 +61 +5 +45 +89 +29 +72 +64 +52 +19 +56 +94 +24 +42 +38 +44 +50 +52 +97 +33 +95 +24 +47 +4 +5 +24 +71 +75 +12 +67 +14 +99 +57 +64 +71 +28 +29 +74 +8 +72 +6 +13 +25 +47 +9 +77 +88 +81 +28 +95 +31 +68 +33 +7 +69 +77 +94 +65 +61 +54 +72 +21 +55 +50 +62 +44 +90 +68 +93 +66 +9 +4 +79 +70 +86 +82 +21 +24 +13 +5 +33 +50 +13 +16 +100 +69 +73 +97 +47 +27 +97 +48 +96 +14 +12 +90 +26 +57 +36 +12 +50 +58 +27 +78 +14 +60 +65 +92 +13 +78 +78 +27 +30 +2 +100 +36 +30 +64 +45 +42 +43 +23 +22 +89 +46 +34 +67 +70 +86 +41 +21 +15 +44 +56 +57 +34 +54 +32 +89 +51 +31 +15 +36 +68 +73 +92 +51 +50 +3 +67 +41 +28 +36 +38 +22 +79 +18 +59 +52 +58 +95 +67 +29 +73 +68 +58 +52 +95 +21 +68 +37 +89 +86 +18 +69 +88 +75 +40 +33 +34 +29 +91 +27 +44 +96 +50 +1 +38 +97 +57 +1 +16 +86 +79 +89 +36 +64 +62 +66 +33 +14 +67 +78 +56 +36 +98 +94 +41 +29 +58 +69 +46 +87 +75 +65 +90 +13 +86 +6 +57 +98 +28 +47 +75 +4 +8 +72 +96 +70 +49 +79 +90 +67 +30 +69 +91 +89 +46 +99 +48 +64 +62 +43 +71 +48 +37 +4 +81 +91 +62 +52 +61 +58 +11 +81 +17 +96 +35 +45 +45 +65 +71 +93 +56 +39 +29 +34 +91 +40 +91 +86 +63 +68 +13 +15 +8 +49 +10 +21 +58 +42 +26 +18 +10 +8 +35 +35 +53 +92 +32 +17 +90 +88 +16 +41 +15 +55 +52 +24 +30 +86 +77 +1 +53 +24 +33 +67 +59 +4 +94 +1 +76 +90 +29 +16 +21 +18 +54 +48 +28 +9 +45 +44 +3 +17 +50 +28 +26 +94 +70 +74 +60 +8 +2 +64 +88 +12 +85 +41 +84 +71 +18 +8 +31 +87 +34 +6 +31 +90 +43 +63 +36 +19 +13 +83 +43 +31 +63 +2 +22 +81 +63 +11 +12 +71 +29 +35 +48 +23 +1 +58 +90 +8 +43 +71 +83 +52 +68 +78 +13 +35 +30 +74 +45 +66 +20 +72 +62 +95 +17 +87 +16 +45 +75 +77 +100 +43 +56 +88 +53 +64 +40 +66 +96 +91 +80 +45 +62 +16 +58 +60 +92 +85 +93 +18 +85 +82 +92 +58 +17 +97 +78 +5 +58 +54 +66 +8 +39 +78 +34 +36 +83 +35 +57 +5 +35 +56 +46 +17 +90 +31 +99 +84 +94 +32 +88 +64 +86 +86 +56 +64 +36 +15 +94 +62 +73 +7 +17 +45 +33 +62 +11 +71 +74 +5 +26 +39 +35 +63 +75 +53 +79 +76 +75 +9 +39 +46 +68 +45 +60 +57 +60 +3 +90 +31 +24 +43 +51 +27 +61 +59 +98 +95 +74 +34 +15 +15 +59 +8 +50 +73 +61 +89 +91 +54 +33 +18 +43 +27 +97 +74 +27 +33 +55 +87 +97 +26 +38 +57 +14 +18 +5 +45 +75 +77 +93 +20 +23 +49 +67 +6 +22 +64 +1 +58 +29 +1 +37 +55 +59 +79 +71 +52 +67 +92 +68 +55 +29 +67 +65 +66 +5 +3 +8 +20 +43 +61 +64 +22 +51 +47 +48 +38 +50 +77 +3 +5 +83 +16 +15 +57 +46 +21 +19 +70 +57 +35 +83 +24 +37 +85 +21 +56 +42 +60 +14 +51 +81 +24 +100 +70 +83 +27 +2 +61 +19 +90 +48 +63 +82 +77 +26 +34 +47 +18 +74 +89 +14 +49 +36 +85 +87 +10 +5 +16 +94 +87 +65 +41 +95 +26 +36 +95 +45 +61 +69 +41 +49 +61 +50 +74 +45 +85 +41 +82 +70 +48 +94 +59 +66 +40 +79 +4 +30 +76 +42 +96 +4 +30 +73 +9 +72 +46 +62 +58 +56 +57 +41 +89 +12 +71 +42 +48 +32 +5 +85 +61 +18 +55 +50 +12 +6 +53 +45 +34 +68 +12 +88 +17 +71 +35 +90 +77 +50 +16 +66 +16 +22 +17 +11 +84 +84 +52 +35 +42 +25 +96 +51 +39 +18 +3 +33 +28 +45 +58 +24 +20 +20 +43 +43 +79 +69 +63 +60 +34 +48 +1 +16 +31 +84 +45 +20 +52 +9 +3 +28 +42 +92 +10 +81 +88 +94 +49 +36 +72 +33 +13 +98 +95 +7 +59 +25 +38 +40 +42 +74 +60 +99 +57 +81 +5 +7 +94 +19 +56 +59 +72 +76 +15 +68 +10 +31 +56 +54 +15 +54 +65 +88 +1 +3 +96 +30 +83 +27 +1 +79 +82 +74 +69 +76 +96 +39 +68 +50 +6 +50 +8 +5 +18 +38 +51 +42 +57 +15 +91 +76 +73 +5 +89 +93 +28 +4 +86 +97 +63 +87 +79 +83 +16 +66 +18 +11 +24 +4 +30 +62 +35 +51 +38 +79 +14 +94 +60 +37 +10 +62 +62 +21 +87 +42 +87 +61 +2 +66 +96 +85 +48 +67 +39 +87 +15 +43 +31 +15 +94 +86 +37 +89 +91 +85 +82 +6 +52 +69 +97 +85 +43 +71 +32 +82 +78 +62 +83 +57 +54 +37 +89 +90 +98 +39 +4 +71 +41 +16 +10 +69 +39 +68 +10 +18 +39 +53 +2 +18 +15 +51 +14 +84 +55 +8 +92 +44 +32 +56 +70 +34 +9 +79 +35 +80 +35 +18 +62 +28 +60 +34 +67 +97 +46 +87 +75 +77 +62 +28 +11 +93 +92 +24 +78 +37 +93 +22 +62 +73 +53 +92 +5 +100 +94 +73 +100 +68 +92 +69 +9 +92 +91 +93 +36 +85 +37 +7 +32 +89 +2 +73 +75 +63 +76 +20 +10 +11 +49 +28 +70 +16 +63 +22 +79 +85 +60 +24 +5 +58 +99 +26 +39 +66 +29 +40 +29 +15 +42 +98 +2 +94 +2 +25 +74 +55 +10 +98 +72 +20 +22 +98 +4 +60 +37 +28 +18 +61 +89 +16 +85 +2 +59 +38 +55 +94 +82 +77 +71 +43 +38 +93 +26 +51 +1 +40 +20 +7 +35 +2 +42 +33 +31 +83 +64 +58 +97 +5 +76 +47 +35 +84 +40 +43 +27 +75 +83 +23 +70 +60 +27 +57 +9 +61 +82 +38 +3 +16 +75 +60 +90 +78 +48 +78 +19 +22 +90 +46 +38 +96 +60 +6 +35 +43 +57 +30 +47 +70 +33 +80 +71 +33 +90 +43 +68 +13 +19 +70 +47 +20 +82 +49 +28 +76 +7 +88 +76 +35 +28 +3 +100 +96 +13 +28 +14 +97 +73 +100 +5 +90 +22 +62 +94 +33 +81 +65 +58 +34 +81 +43 +91 +9 +24 +52 +69 +1 +68 +31 +24 +66 +20 +2 +46 +65 +77 +33 +19 +64 +35 +14 +14 +44 +51 +92 +81 +29 +26 +27 +20 +76 +4 +42 +4 +29 +79 +71 +45 +17 +84 +95 +43 +93 +87 +16 +19 +45 +51 +50 +22 +8 +69 +70 +91 +53 +94 +71 +28 +57 +42 +48 +13 +94 +49 +33 +90 +55 +85 +93 +13 +95 +75 +80 +6 +60 +55 +46 +14 +40 +20 +26 +68 +6 +10 +87 +7 +68 +51 +45 +82 +13 +66 +51 +18 +17 +92 +97 +49 +5 +23 +33 +65 +87 +100 +1 +78 +85 +44 +93 +7 +67 +99 +99 +53 +77 +78 +5 +72 +12 +44 +90 +16 +36 +33 +9 +5 +5 +75 +7 +21 +71 +97 +76 +92 +52 +71 +97 +30 +4 +68 +22 +84 +15 +32 +73 +50 +61 +28 +76 +63 +34 +45 +13 +77 +16 +58 +88 +43 +4 +20 +71 +65 +11 +77 +15 +1 +22 +87 +23 +71 +11 +30 +78 +50 +5 +65 +73 +94 +71 +22 +39 +53 +98 +36 +49 +44 +30 +9 +31 +65 +2 +70 +53 +77 +64 +11 +76 +19 +62 +14 +64 +98 +83 +13 +52 +99 +68 +3 +78 +86 +49 +56 +61 +51 +42 +100 +68 +31 +28 +60 +25 +57 +78 +43 +63 +7 +81 +28 +69 +80 +41 +92 +40 +45 +35 +78 +96 +43 +84 +59 +83 +46 +77 +72 +88 +65 +18 +10 +91 +44 +12 +89 +71 +1 +1 +16 +37 +100 +22 +16 +63 +92 +45 +56 +76 +50 +6 +76 +84 +81 +84 +31 +17 +97 +63 +6 +6 +26 +63 +20 +18 +2 +58 +58 +90 +83 +89 +21 +32 +49 +94 +39 +25 +53 +70 +18 +49 +72 +56 +41 +24 +91 +42 +55 +76 +29 +63 +39 +83 +71 +59 +55 +14 +1 +77 +15 +17 +47 +44 +38 +55 +18 +82 +76 +61 +7 +79 +32 +84 +57 +23 +78 +83 +38 +49 +5 +24 +93 +93 +52 +48 +66 +42 +26 +81 +20 +62 +40 +1 +24 +55 +66 +63 +22 +59 +67 +50 +93 +2 +83 +56 +98 +12 +34 +19 +17 +56 +27 +100 +19 +14 +61 +63 +11 +63 +21 +35 +93 +60 +39 +86 +40 +75 +34 +72 +27 +22 +49 +6 +13 +57 +80 +26 +81 +9 +72 +12 +81 +54 +65 +96 +53 +77 +79 +11 +20 +18 +39 +30 +87 +84 +97 +57 +85 +4 +90 +79 +58 +70 +84 +99 +53 +7 +67 +48 +65 +2 +16 +41 +58 +21 +53 +74 +2 +99 +79 +96 +76 +13 +8 +76 +24 +64 +70 +72 +31 +77 +29 +59 +77 +67 +75 +10 +64 +44 +17 +38 +1 +87 +85 +20 +64 +41 +96 +65 +67 +87 +97 +81 +17 +81 +18 +54 +29 +3 +58 +26 +6 +12 +24 +18 +28 +55 +31 +83 +31 +73 +91 +14 +82 +76 +89 +96 +86 +3 +77 +99 +54 +100 +77 +8 +21 +3 +34 +77 +44 +80 +94 +62 +16 +95 +59 +79 +59 +34 +17 +70 +74 +51 +71 +28 +98 +86 +15 +40 +71 +49 +63 +69 +10 +49 +51 +81 +77 +29 +30 +65 +74 +86 +95 +27 +74 +22 +92 +40 +76 +83 +31 +67 +46 +13 +3 +22 +36 +36 +64 +23 +30 +87 +74 +35 +66 +5 +57 +94 +70 +6 +57 +36 +97 +42 +82 +60 +29 +60 +78 +15 +73 +60 +25 +96 +16 +100 +40 +47 +12 +40 +11 +4 +6 +70 +100 +49 +4 +78 +59 +51 +27 +98 +51 +18 +16 +37 +90 +56 +2 +61 +38 +76 +60 +42 +49 +60 +20 +11 +50 +54 +82 +79 +11 +3 +41 +64 +64 +87 +97 +87 +97 +37 +54 +34 +65 +56 +38 +69 +81 +23 +64 +65 +44 +79 +32 +52 +89 +8 +34 +66 +89 +93 +95 +52 +72 +92 +36 +13 +10 +34 +92 +77 +33 +43 +85 +55 +8 +68 +4 +46 +18 +100 +45 +75 +7 +98 +68 +79 +99 +88 +82 +7 +21 +71 +51 +77 +66 +87 +42 +99 +80 +5 +46 +80 +84 +56 +53 +20 +36 +7 +64 +59 +9 +59 +72 +58 +53 +91 +13 +7 +82 +76 +65 +99 +48 +29 +45 +2 +54 +55 +49 +70 +17 +11 +79 +96 +14 +90 +96 +10 +2 +26 +86 +80 +12 +19 +54 +99 +71 +7 +38 +10 +98 +47 +53 +57 +38 +17 +10 +83 +5 +44 +27 +85 +12 +100 +95 +30 +72 +70 +47 +59 +88 +48 +87 +89 +71 +29 +41 +35 +69 +32 +52 +50 +5 +35 +26 +65 +61 +44 +61 +46 +90 +26 +56 +21 +71 +57 +59 +42 +41 +81 +72 +34 +68 +90 +33 +92 +72 +82 +33 +74 +16 +50 +81 +3 +79 +2 +75 +35 +54 +88 +79 +69 +80 +36 +69 +56 +22 +68 +92 +81 +71 +14 +99 +68 +98 +46 +74 +38 +65 +18 +20 +22 +46 +87 +27 +84 +27 +43 +25 +62 +13 +47 +72 +16 +33 +86 +33 +54 +88 +27 +54 +9 +9 +84 +7 +8 +36 +54 +54 +41 +14 +34 +46 +7 +95 +59 +41 +46 +5 +15 +27 +62 +20 +53 +20 +90 +67 +49 +22 +63 +74 +24 +58 +9 +6 +83 +63 +97 +31 +73 +24 +96 +16 +89 +96 +84 +67 +41 +16 +19 +10 +13 +16 +36 +59 +30 +66 +14 +62 +55 +65 +73 +41 +84 +63 +72 +39 +14 +37 +72 +100 +61 +47 +32 +1 +43 +57 +75 +7 +47 +58 +59 +1 +57 +21 +49 +44 +90 +15 +62 +26 +25 +85 +65 +64 +85 +47 +68 +6 +38 +48 +13 +81 +34 +70 +58 +81 +94 +20 +55 +4 +29 +13 +18 +6 +21 +37 +2 +7 +64 +76 +39 +81 +80 +28 +73 +52 +23 +92 +48 +39 +72 +2 +78 +76 +84 +13 +10 +72 +73 +51 +54 +38 +8 +90 +93 +63 +67 +19 +10 +78 +48 +26 +35 +43 +39 +75 +77 +48 +42 +46 +42 +33 +12 +54 +10 +43 +1 +63 +66 +44 +37 +36 +98 +18 +61 +5 +39 +62 +21 +1 +52 +1 +44 +7 +86 +80 +39 +41 +25 +46 +41 +16 +28 +57 +66 +14 +43 +57 +93 +31 +56 +36 +82 +39 +85 +11 +61 +7 +68 +34 +50 +93 +59 +84 +92 +64 +92 +2 +2 +37 +7 +2 +38 +45 +29 +97 +41 +61 +25 +87 +24 +99 +46 +6 +14 +58 +60 +12 +56 +65 +21 +42 +68 +66 +93 +66 +22 +11 +23 +57 +21 +80 +77 +33 +18 +16 +26 +63 +17 +20 +80 +17 +90 +58 +30 +53 +77 +40 +98 +84 +19 +80 +12 +11 +52 +25 +49 +38 +33 +74 +95 +7 +67 +51 +3 +62 +79 +24 +41 +100 +68 +16 +99 +44 +48 +62 +31 +25 +73 +38 +46 +61 +58 +37 +65 +59 +30 +90 +55 +100 +6 +17 +48 +46 +14 +7 +48 +42 +100 +84 +57 +39 +43 +14 +62 +75 +87 +88 +35 +13 +74 +88 +17 +31 +98 +1 +78 +48 +43 +16 +84 +39 +92 +69 +92 +12 +15 +13 +93 +53 +4 +19 +33 +65 +45 +24 +51 +87 +44 +54 +94 +29 +42 +73 +36 +46 +82 +4 +40 +90 +81 +86 +83 +58 +42 +34 +39 +89 +39 +58 +44 +67 +87 +83 +63 +40 +45 +74 +10 +34 +34 +90 +29 +70 +60 +97 +5 +45 +36 +9 +91 +22 +48 +79 +6 +44 +30 +93 +31 +62 +66 +75 +33 +12 +18 +66 +15 +82 +14 +32 +92 +65 +97 +65 +2 +48 +45 +17 +56 +66 +69 +21 +38 +69 +68 +77 +100 +40 +39 +83 +47 +61 +25 +22 +20 +85 +8 +79 +95 +7 +2 +37 +93 +22 +53 +60 +58 +78 +100 +32 +87 +21 +14 +20 +88 +96 +69 +55 +30 +60 +79 +95 +60 +39 +100 +31 +13 +41 +24 +2 +26 +10 +31 +87 +3 +39 +49 +77 +10 +68 +8 +52 +68 +9 +29 +3 +62 +56 +5 +63 +94 +2 +49 +81 +44 +18 +43 +40 +10 +90 +63 +95 +63 +47 +41 +58 +78 +45 +12 +83 +2 +7 +54 +97 +23 +38 +64 +44 +53 +66 +20 +42 +98 +91 +24 +77 +9 +63 +5 +72 +28 +17 +23 +23 +54 +80 +39 +19 +88 +85 +37 +98 +63 +57 +2 +40 +33 +24 +95 +71 +26 +53 +36 +47 +71 +88 +57 +84 +55 +1 +10 +50 +66 +8 +76 +36 +51 +52 +35 +23 +47 +87 +46 +96 +96 +21 +20 +5 +35 +66 +4 +50 +66 +61 +78 +73 +36 +100 +1 +89 +90 +38 +58 +15 +95 +77 +53 +8 +13 +61 +82 +74 +73 +52 +15 +52 +53 +90 +3 +61 +53 +53 +77 +6 +21 +9 +92 +27 +93 +77 +16 +19 +44 +34 +67 +52 +62 +80 +79 +10 +37 +39 +17 +16 +2 +84 +89 +25 +62 +39 +17 +54 +77 +37 +8 +10 +46 +61 +74 +53 +90 +9 +39 +18 +18 +18 +17 +82 +66 +57 +70 +60 +45 +27 +24 +81 +4 +85 +49 +84 +65 +90 +55 +59 +85 +27 +65 +9 +81 +47 +68 +65 +10 +41 +40 +44 +98 +89 +60 +29 +94 +30 +95 +78 +34 +15 +50 +67 +28 +3 +19 +95 +36 +53 +42 +22 +40 +29 +98 +15 +82 +86 +50 +61 +45 +95 +98 +42 +75 +78 +22 +88 +2 +95 +2 +27 +96 +30 +57 +82 +31 +24 +14 +70 +51 +74 +22 +82 +41 +43 +34 +12 +40 +93 +28 +34 +18 +40 +2 +40 +99 +77 +16 +35 +30 +18 +97 +84 +66 +14 +45 +97 +19 +66 +49 +50 +72 +46 +6 +21 +95 +5 +36 +71 +12 +31 +7 +65 +75 +88 +26 +68 +83 +33 +20 +11 +74 +11 +84 +35 +81 +54 +81 +10 +13 +21 +78 +77 +90 +17 +89 +24 +96 +62 +86 +34 +40 +16 +66 +64 +50 +82 +97 +44 +49 +27 +7 +30 +21 +68 +89 +61 +61 +46 +23 +65 +45 +51 +33 +62 +47 +51 +100 +21 +30 +3 +23 +60 +3 +63 +88 +72 +70 +89 +26 +10 +16 +7 +88 +41 +88 +86 +44 +31 +39 +97 +75 +14 +17 +31 +19 +96 +46 +25 +77 +48 +25 +27 +75 +88 +27 +7 +36 +69 +23 +35 +25 +15 +92 +1 +34 +4 +7 +61 +10 +96 +63 +74 +44 +40 +24 +11 +8 +56 +54 +95 +64 +93 +44 +9 +73 +5 +94 +34 +60 +83 +89 +59 +35 +27 +100 +77 +7 +15 +6 +68 +75 +78 +75 +6 +33 +94 +10 +43 +96 +61 +60 +24 +80 +61 +16 +87 +72 +18 +63 +65 +33 +19 +55 +83 +23 +50 +12 +74 +25 +6 +36 +52 +40 +85 +26 +17 +98 +17 +49 +69 +38 +58 +48 +82 +55 +18 +24 +32 +11 +60 +98 +45 +35 +29 +35 +4 +70 +72 +35 +9 +99 +19 +30 +62 +44 +81 +25 +43 +26 +56 +44 +98 +36 +11 +22 +77 +60 +14 +10 +12 +12 +48 +29 +98 +5 +99 +35 +11 +56 +14 +6 +78 +77 +2 +31 +65 +87 +95 +10 +33 +47 +88 +58 +66 +26 +30 +70 +92 +92 +37 +81 +74 +88 +15 +31 +91 +88 +98 +39 +98 +11 +71 +38 +57 +94 +60 +28 +30 +88 +78 +32 +73 +41 +21 +25 +41 +42 +52 +78 +12 +1 +94 +19 +9 +86 +21 +77 +23 +8 +56 +53 +73 +3 +22 +59 +75 +93 +2 +22 +56 +83 +66 +8 +13 +64 +88 +81 +71 +22 +32 +23 +69 +20 +10 +75 +10 +29 +60 +87 +49 +97 +84 +38 +59 +12 +45 +97 +31 +80 +67 +92 +80 +41 +44 +3 +3 +60 +100 +66 +28 +50 +21 +88 +61 +54 +60 +6 +98 +3 +22 +12 +53 +88 +91 +71 +93 +69 +47 +37 +65 +22 +74 +100 +91 +100 +49 +40 +25 +21 +14 +33 +92 +44 +34 +58 +75 +32 +52 +30 +86 +75 +97 +85 +83 +61 +54 +33 +93 +10 +38 +50 +65 +62 +71 +30 +79 +81 +74 +36 +1 +22 +40 +77 +24 +67 +8 +37 +96 +83 +42 +28 +54 +19 +31 +69 +51 +56 +48 +52 +30 +5 +66 +87 +30 +60 +1 +31 +86 +94 +8 +100 +1 +25 +33 +7 +16 +65 +61 +73 +7 +32 +36 +66 +10 +94 +19 +79 +42 +47 +42 +86 +80 +65 +100 +96 +62 +90 +22 +78 +73 +11 +13 +6 +58 +4 +76 +63 +80 +50 +37 +15 +13 +33 +61 +22 +82 +10 +15 +55 +100 +65 +83 +85 +42 +72 +17 +55 +35 +95 +67 +52 +45 +23 +33 +13 +79 +64 +33 +100 +64 +72 +89 +35 +77 +78 +60 +62 +22 +33 +64 +20 +23 +37 +56 +99 +56 +56 +11 +94 +63 +9 +4 +61 +26 +89 +39 +55 +48 +42 +53 +56 +58 +36 +1 +14 +1 +92 +1 +60 +27 +20 +27 +68 +16 +80 +53 +80 +82 +68 +35 +65 +8 +88 +21 +96 +90 +92 +21 +23 +33 +84 +28 +86 +13 +84 +14 +78 +58 +15 +55 +17 +99 +81 +31 +30 +10 +54 +23 +35 +69 +53 +75 +14 +81 +36 +66 +32 +1 +97 +31 +42 +61 +15 +4 +47 +24 +44 +57 +49 +45 +100 +69 +78 +44 +22 +64 +69 +95 +18 +92 +22 +80 +87 +84 +55 +14 +43 +75 +25 +61 +8 +49 +58 +9 +78 +27 +5 +92 +37 +100 +10 +61 +78 +62 +47 +91 +74 +99 +96 +83 +93 +3 +14 +79 +58 +42 +7 +51 +37 +4 +85 +72 +20 +40 +95 +36 +26 +62 +51 +48 +73 +77 +10 +72 +37 +67 +25 +44 +33 +78 +81 +80 +92 +78 +13 +25 +25 +65 +36 +3 +91 +79 +5 +90 +87 +1 +43 +32 +12 +81 +3 +36 +21 +52 +21 +54 +89 +26 +11 +51 +84 +22 +7 +22 +64 +51 +12 +78 +58 +44 +52 +48 +68 +5 +80 +84 +4 +51 +12 +41 +71 +19 +26 +15 +8 +35 +35 +56 +23 +3 +15 +43 +30 +27 +34 +53 +30 +60 +44 +66 +43 +45 +2 +96 +53 +7 +21 +98 +47 +19 +15 +41 +68 +31 +41 +98 +73 +91 +75 +70 +66 +74 +47 +62 +17 +38 +57 +63 +11 +26 +64 +55 +78 +42 +52 +57 +13 +93 +20 +54 +13 +58 +2 +94 +98 +84 +12 +88 +75 +39 +94 +42 +75 +51 +10 +89 +58 +85 +1 +68 +6 +98 +42 +98 +63 +95 +82 +76 +67 +53 +5 +4 +33 +26 +93 +3 +60 +72 +99 +74 +81 +79 +69 +69 +52 +61 +3 +71 +69 +9 +59 +85 +21 +12 +69 +73 +48 +47 +63 +31 +40 +36 +95 +6 +79 +83 +27 +84 +96 +80 +12 +84 +83 +5 +44 +59 +56 +17 +58 +56 +6 +21 +53 +66 +61 +39 +74 +48 +4 +54 +74 +37 +16 +83 +60 +93 +23 +1 +58 +53 +11 +32 +26 +35 +65 +54 +59 +43 +31 +95 +75 +42 +27 +60 +31 +89 +67 +73 +4 +28 +68 +99 +78 +85 +19 +27 +97 +79 +29 +53 +97 +32 +29 +37 +72 +26 +78 +50 +14 +5 +15 +31 +88 +97 +77 +16 +51 +57 +12 +95 +23 +46 +10 +7 +27 +30 +94 +24 +82 +3 +65 +55 +47 +57 +5 +48 +77 +6 +15 +3 +22 +63 +41 +13 +51 +28 +56 +49 +37 +80 +87 +11 +26 +81 +66 +17 +77 +58 +48 +71 +28 +21 +51 +80 +22 +3 +38 +86 +8 +48 +63 +36 +58 +66 +14 +69 +49 +21 +73 +97 +3 +39 +29 +79 +24 +34 +1 +10 +1 +74 +18 +32 +96 +86 +86 +83 +34 +26 +14 +77 +37 +24 +89 +24 +6 +41 +9 +6 +30 +57 +16 +70 +3 +14 +78 +24 +24 +38 +86 +31 +31 +61 +81 +89 +56 +67 +14 +71 +21 +84 +55 +75 +12 +51 +54 +72 +18 +77 +82 +91 +32 +54 +23 +36 +95 +54 +5 +30 +19 +48 +49 +69 +28 +18 +33 +3 +87 +11 +10 +99 +13 +29 +6 +58 +37 +61 +64 +6 +13 +73 +37 +44 +80 +85 +80 +66 +75 +44 +83 +71 +16 +27 +79 +59 +60 +7 +52 +44 +1 +53 +40 +95 +2 +74 +87 +46 +3 +90 +92 +35 +57 +97 +20 +13 +71 +67 +35 +29 +90 +46 +35 +39 +64 +27 +53 +8 +73 +21 +76 +5 +71 +24 +11 +100 +66 +9 +30 +84 +47 +28 +84 +27 +70 +47 +77 +16 +69 +51 +3 +46 +63 +27 +47 +49 +37 +17 +73 +74 +31 +4 +52 +29 +81 +48 +68 +85 +54 +81 +13 +47 +18 +50 +25 +95 +81 +13 +38 +40 +82 +80 +83 +38 +70 +76 +88 +82 +85 +3 +22 +96 +79 +40 +95 +20 +96 +99 +7 +45 +32 +49 +69 +37 +86 +65 +80 +32 +38 +66 +92 +9 +82 +98 +54 +15 +77 +76 +49 +27 +68 +54 +21 +56 +71 +42 +29 +15 +87 +44 +66 +44 +2 +53 +97 +67 +44 +91 +18 +53 +6 +11 +25 +12 +36 +98 +78 +92 +3 +25 +67 +9 +4 +94 +86 +58 +16 +16 +4 +4 +44 +40 +50 +54 +25 +63 +12 +1 +60 +59 +8 +12 +7 +34 +93 +68 +55 +18 +3 +68 +59 +68 +62 +44 +2 +62 +54 +13 +64 +58 +63 +67 +68 +60 +76 +33 +88 +62 +44 +53 +40 +93 +11 +38 +76 +58 +89 +58 +15 +14 +49 +85 +43 +29 +40 +7 +59 +80 +73 +7 +18 +67 +15 +63 +46 +20 +47 +96 +81 +83 +50 +5 +31 +20 +82 +51 +44 +66 +87 +21 +83 +82 +92 +36 +37 +14 +90 +53 +77 +18 +26 +50 +68 +30 +96 +85 +28 +83 +64 +49 +64 +38 +36 +99 +65 +98 +3 +12 +81 +66 +34 +17 +76 +93 +95 +25 +12 +60 +21 +37 +60 +79 +51 +82 +17 +14 +18 +46 +16 +33 +39 +42 +83 +62 +5 +29 +36 +45 +3 +28 +95 +42 +80 +41 +54 +16 +16 +45 +84 +96 +85 +100 +81 +49 +88 +50 +41 +76 +27 +68 +70 +18 +57 +72 +67 +39 +86 +56 +87 +53 +80 +80 +57 +87 +62 +35 +63 +34 +22 +96 +54 +74 +49 +31 +82 +47 +28 +55 +32 +69 +50 +5 +91 +53 +66 +37 +70 +92 +34 +20 +40 +37 +76 +93 +79 +70 +23 +5 +94 +73 +1 +38 +32 +37 +12 +4 +49 +72 +32 +67 +16 +29 +39 +60 +96 +29 +99 +48 +15 +93 +87 +83 +20 +48 +92 +90 +70 +27 +57 +82 +49 +46 +83 +26 +48 +68 +43 +83 +60 +11 +21 +10 +74 +38 +60 +20 +92 +8 +90 +91 +65 +64 +3 +80 +99 +41 +80 +11 +9 +42 +22 +26 +28 +24 +1 +2 +12 +86 +100 +92 +1 +99 +55 +29 +49 +60 +64 +52 +35 +98 +91 +100 +39 +42 +40 +9 +40 +8 +61 +37 +36 +25 +72 +20 +13 +62 +95 +84 +70 +92 +44 +89 +100 +95 +29 +84 +34 +68 +39 +10 +87 +76 +15 +37 +91 +6 +62 +35 +82 +4 +89 +88 +34 +16 +57 +80 +19 +97 +72 +68 +51 +37 +33 +83 +4 +93 +55 +18 +100 +51 +47 +88 +10 +24 +1 +87 +49 +80 +84 +58 +31 +93 +10 +76 +90 +54 +1 +19 +85 +89 +71 +63 +30 +34 +55 +78 +18 +29 +86 +14 +83 +5 +33 +13 +51 +65 +61 +77 +61 +82 +67 +92 +15 +75 +81 +70 +85 +77 +63 +38 +36 +62 +75 +68 +13 +98 +53 +24 +48 +3 +20 +50 +84 +63 +23 +81 +58 +91 +25 +85 +37 +19 +27 +69 +11 +30 +74 +30 +15 +52 +88 +26 +91 +83 +30 +82 +48 +40 +29 +37 +88 +11 +61 +64 +65 +6 +97 +26 +71 +90 +67 +24 +61 +50 +5 +95 +52 +37 +27 +24 +97 +19 +28 +2 +65 +22 +93 +6 +1 +99 +28 +63 +57 +68 +91 +1 +36 +30 +79 +63 +52 +88 +28 +46 +14 +90 +96 +41 +26 +31 +61 +78 +55 +55 +63 +14 +66 +20 +11 +8 +45 +45 +91 +31 +57 +60 +23 +9 +92 +70 +50 +48 +57 +21 +17 +68 +22 +87 +85 +1 +65 +11 +92 +48 +48 +10 +45 +90 +57 +89 +69 +29 +27 +9 +83 +55 +73 +3 +13 +90 +24 +55 +8 +84 +56 +72 +27 +38 +5 +47 +33 +26 +44 +81 +31 +84 +11 +42 +15 +76 +31 +37 +95 +4 +73 +11 +22 +87 +81 +21 +12 +35 +7 +78 +29 +17 +44 +91 +47 +43 +95 +80 +9 +77 +22 +100 +30 +91 +7 +22 +1 +97 +59 +8 +23 +23 +36 +100 +24 +60 +42 +60 +15 +49 +58 +24 +51 +96 +82 +99 +77 +87 +71 +36 +27 +54 +94 +37 +22 +52 +15 +36 +17 +77 +2 +25 +19 +60 +65 +55 +65 +65 +49 +77 +80 +27 +73 +22 +90 +13 +16 +90 +100 +90 +77 +71 +73 +7 +75 +15 +10 +14 +55 +82 +73 +80 +85 +30 +93 +67 +39 +30 +73 +46 +92 +7 +35 +10 +79 +76 +28 +72 +69 +60 +75 +90 +69 +42 +66 +79 +63 +17 +57 +2 +42 +40 +30 +87 +61 +32 +35 +18 +53 +5 +74 +53 +33 +96 +63 +92 +59 +84 +83 +7 +42 +29 +76 +10 +62 +27 +34 +75 +80 +65 +74 +87 +9 +13 +99 +88 +18 +71 +75 +83 +93 +69 +38 +42 +66 +83 +40 +91 +23 +22 +54 +65 +5 +62 +60 +100 +7 +81 +100 +96 +82 +47 +82 +36 +66 +74 +58 +97 +79 +18 +33 +52 +64 +69 +33 +77 +79 +94 +49 +50 +14 +50 +37 +91 +42 +55 +76 +8 +71 +20 +95 +46 +90 +60 +1 +5 +24 +41 +45 +28 +15 +42 +23 +94 +13 +38 +81 +7 +66 +41 +52 +64 +58 +85 +69 +28 +42 +94 +19 +84 +22 +77 +27 +22 +44 +65 +41 +70 +49 +54 +8 +69 +10 +68 +84 +18 +31 +89 +6 +22 +41 +6 +97 +52 +65 +41 +46 +26 +35 +37 +72 +26 +68 +69 +90 +48 +62 +63 +93 +44 +74 +57 +74 +51 +84 +48 +6 +46 +21 +59 +83 +85 +12 +61 +60 +83 +97 +82 +68 +98 +59 +93 +83 +69 +18 +93 +16 +99 +91 +4 +18 +96 +36 +9 +76 +80 +66 +2 +78 +64 +16 +25 +9 +72 +71 +61 +52 +69 +72 +55 +45 +59 +35 +95 +46 +19 +13 +8 +12 +9 +78 +15 +44 +82 +68 +95 +95 +9 +73 +61 +20 +60 +67 +69 +31 +82 +48 +30 +25 +74 +57 +7 +100 +32 +18 +94 +33 +25 +33 +65 +29 +51 +1 +53 +49 +90 +96 +83 +57 +8 +16 +33 +45 +67 +67 +99 +29 +85 +95 +47 +42 +10 +90 +51 +68 +92 +62 +65 +10 +45 +95 +77 +9 +52 +30 +31 +13 +60 +34 +3 +75 +33 +83 +72 +56 +93 +85 +96 +35 +100 +47 +93 +24 +39 +40 +64 +5 +34 +79 +96 +25 +8 +13 +37 +71 +40 +61 +98 +71 +26 +23 +33 +52 +88 +88 +98 +1 +64 +4 +83 +48 +19 +12 +89 +44 +64 +66 +96 +13 +33 +98 +66 +98 +43 +90 +79 +12 +90 +97 +98 +63 +46 +9 +51 +68 +76 +47 +49 +95 +1 +61 +56 +58 +56 +33 +60 +6 +21 +94 +26 +49 +80 +45 +52 +57 +58 +72 +79 +97 +31 +62 +96 +78 +34 +30 +72 +92 +69 +79 +41 +39 +46 +39 +42 +50 +98 +68 +11 +94 +47 +12 +60 +79 +71 +100 +65 +34 +48 +38 +2 +66 +84 +31 +97 +90 +18 +57 +45 +86 +50 +97 +43 +99 +38 +66 +94 +13 +100 +11 +62 +38 +85 +25 +14 +71 +26 +73 +100 +64 +43 +43 +56 +44 +42 +27 +45 +79 +5 +44 +25 +96 +8 +1 +51 +75 +2 +22 +35 +65 +63 +86 +74 +63 +46 +26 +5 +44 +35 +8 +55 +70 +44 +38 +27 +92 +50 +21 +21 +2 +86 +52 +98 +71 +3 +26 +51 +15 +67 +35 +91 +5 +37 +75 +61 +8 +44 +30 +61 +30 +91 +91 +94 +60 +81 +93 +56 +77 +97 +24 +89 +37 +95 +79 +27 +12 +92 +27 +79 +37 +28 +61 +49 +19 +18 +4 +14 +92 +75 +37 +36 +70 +42 +31 +73 +99 +79 +23 +38 +34 +13 +16 +23 +45 +55 +96 +40 +54 +38 +51 +60 +74 +83 +14 +80 +17 +35 +90 +62 +24 +62 +44 +69 +3 +97 +9 +31 +33 +32 +33 +43 +10 +68 +63 +54 +83 +1 +89 +88 +34 +47 +90 +65 +94 +7 +89 +11 +38 +58 +83 +66 +31 +44 +99 +19 +79 +35 +30 +11 +57 +51 +28 +31 +28 +71 +71 +30 +32 +60 +99 +91 +90 +45 +57 +85 +55 +71 +76 +86 +96 +78 +100 +32 +72 +6 +97 +23 +39 +85 +28 +100 +97 +29 +6 +13 +29 +79 +98 +100 +96 +70 +54 +96 +48 +25 +38 +22 +18 +15 +32 +52 +98 +91 +93 +25 +69 +49 +34 +68 +14 +74 +44 +12 +43 +24 +52 +67 +6 +16 +69 +62 +71 +30 +29 +22 +29 +24 +76 +86 +26 +53 +77 +92 +81 +60 +79 +100 +90 +43 +35 +76 +95 +25 +39 +63 +59 +21 +75 +8 +24 +85 +98 +26 +25 +96 +10 +8 +32 +52 +77 +99 +78 +51 +53 +42 +97 +7 +9 +74 +24 +67 +80 +21 +82 +48 +73 +78 +44 +33 +71 +72 +16 +54 +8 +66 +49 +57 +70 +8 +17 +86 +51 +1 +74 +58 +100 +54 +14 +59 +97 +18 +38 +25 +100 +68 +76 +12 +33 +60 +35 +27 +55 +42 +85 +72 +11 +4 +84 +34 +61 +10 +72 +51 +88 +61 +41 +26 +95 +76 +43 +65 +12 +15 +53 +46 +77 +62 +35 +99 +19 +76 +40 +83 +15 +94 +7 +100 +54 +10 +31 +30 +5 +31 +15 +93 +82 +27 +53 +48 +47 +28 +85 +65 +78 +42 +42 +93 +24 +85 +78 +79 +25 +71 +19 +3 +43 +99 +49 +25 +26 +77 +81 +85 +44 +12 +28 +23 +63 +78 +11 +31 +38 +60 +99 +56 +15 +68 +32 +69 +35 +97 +25 +34 +74 +30 +23 +4 +20 +37 +65 +33 +82 +37 +83 +27 +89 +57 +64 +59 +14 +78 +5 +71 +32 +91 +99 +23 +57 +52 +1 +7 +34 +11 +26 +56 +86 +62 +52 +47 +3 +76 +9 +39 +100 +1 +83 +52 +44 +42 +49 +47 +48 +39 +84 +56 +90 +15 +37 +99 +44 +100 +9 +91 +50 +13 +100 +46 +86 +79 +17 +91 +58 +80 +17 +21 +22 +56 +92 +27 +4 +90 +2 +94 +97 +9 +69 +82 +52 +19 +11 +90 +11 +67 +67 +93 +25 +75 +36 +99 +47 +67 +81 +17 +28 +88 +77 +66 +33 +39 +98 +49 +13 +60 +92 +5 +80 +24 +66 +36 +24 +64 +50 +24 +58 +5 +33 +78 +87 +52 +77 +25 +45 +29 +32 +75 +15 +49 +56 +33 +4 +66 +17 +86 +29 +55 +13 +73 +99 +49 +1 +29 +77 +4 +77 +30 +49 +39 +85 +89 +34 +5 +54 +85 +34 +25 +1 +54 +78 +2 +81 +56 +63 +53 +89 +36 +13 +64 +90 +79 +4 +48 +42 +57 +52 +94 +25 +22 +31 +93 +96 +85 +45 +88 +25 +29 +45 +99 +76 +52 +80 +66 +97 +44 +96 +59 +56 +83 +73 +68 +39 +81 +61 +57 +33 +10 +13 +29 +61 +17 +39 +44 +71 +39 +85 +60 +76 +68 +43 +51 +7 +30 +78 +39 +28 +17 +37 +54 +82 +87 +41 +6 +40 +96 +5 +48 +65 +77 +11 +39 +100 +64 +32 +58 +3 +41 +9 +43 +32 +74 +16 +5 +12 +20 +38 +68 +2 +78 +73 +38 +75 +13 +69 +18 +50 +33 +16 +42 +98 +9 +85 +31 +25 +70 +76 +77 +77 +19 +39 +45 +87 +42 +59 +4 +10 +51 +84 +15 +27 +46 +26 +93 +93 +19 +8 +12 +50 +33 +11 +61 +42 +57 +81 +55 +19 +35 +26 +43 +74 +64 +1 +20 +18 +51 +60 +91 +30 +57 +35 +70 +97 +46 +19 +76 +44 +43 +11 +5 +29 +14 +75 +53 +94 +53 +59 +26 +65 +42 +73 +87 +51 +55 +1 +12 +89 +6 +82 +99 +23 +91 +48 +55 +40 +43 +12 +46 +18 +72 +34 +44 +69 +83 +49 +85 +54 +76 +51 +74 +43 +36 +36 +53 +66 +10 +91 +59 +39 +71 +59 +8 +11 +45 +47 +78 +21 +55 +77 +8 +18 +28 +1 +95 +60 +79 +32 +27 +10 +46 +87 +39 +30 +100 +96 +90 +61 +57 +80 +57 +12 +18 +8 +60 +12 +48 +76 +31 +83 +11 +83 +33 +76 +41 +23 +74 +65 +99 +75 +14 +87 +30 +93 +44 +34 +7 +44 +24 +6 +21 +8 +80 +24 +64 +82 +76 +53 +3 +33 +91 +95 +36 +72 +81 +85 +75 +9 +57 +52 +25 +91 +89 +8 +20 +82 +91 +49 +1 +59 +12 +93 +7 +79 +2 +50 +5 +35 +91 +56 +66 +74 +49 +37 +20 +54 +74 +85 +76 +80 +93 +87 +76 +19 +63 +66 +12 +51 +85 +32 +58 +82 +61 +48 +7 +7 +8 +33 +88 +24 +96 +68 +90 +12 +22 +73 +15 +95 +2 +69 +62 +59 +57 +21 +79 +67 +13 +92 +45 +47 +56 +56 +8 +89 +43 +56 +13 +81 +74 +91 +9 +9 +7 +79 +27 +85 +18 +98 +76 +55 +73 +10 +66 +1 +18 +61 +86 +11 +71 +20 +14 +56 +14 +20 +32 +8 +36 +8 +15 +37 +6 +16 +71 +64 +46 +84 +76 +86 +32 +70 +63 +15 +59 +42 +49 +34 +17 +87 +78 +40 +73 +7 +49 +74 +91 +3 +73 +34 +38 +46 +26 +53 +61 +13 +54 +14 +41 +53 +64 +48 +84 +82 +33 +81 +100 +49 +45 +87 +58 +51 +5 +55 +37 +19 +4 +69 +45 +97 +15 +11 +57 +38 +59 +80 +46 +4 +26 +61 +59 +99 +68 +44 +66 +31 +88 +22 +53 +53 +90 +48 +8 +75 +12 +6 +75 +12 +60 +71 +63 +4 +75 +100 +34 +21 +90 +21 +4 +28 +20 +49 +73 +34 +94 +37 +13 +3 +12 +32 +1 +27 +31 +58 +7 +15 +21 +3 +42 +49 +56 +79 +19 +100 +70 +92 +95 +88 +77 +78 +78 +29 +29 +39 +77 +68 +25 +58 +74 +85 +83 +63 +20 +100 +38 +36 +74 +27 +47 +85 +88 +30 +27 +48 +39 +99 +56 +66 +17 +19 +83 +42 +44 +81 +48 +38 +66 +74 +93 +11 +84 +54 +91 +98 +4 +34 +82 +21 +85 +75 +47 +22 +39 +97 +82 +4 +36 +15 +88 +80 +91 +79 +54 +2 +50 +52 +85 +90 +25 +91 +67 +74 +79 +68 +56 +63 +86 +73 +74 +33 +51 +55 +29 +40 +49 +7 +37 +53 +67 +84 +39 +73 +62 +5 +57 +3 +4 +22 +50 +43 +98 +31 +62 +9 +32 +52 +61 +28 +55 +7 +82 +13 +46 +30 +63 +26 +54 +37 +59 +30 +48 +14 +98 +51 +91 +24 +62 +21 +15 +96 +36 +5 +56 +88 +43 +77 +79 +33 +13 +18 +92 +51 +55 +98 +99 +93 +15 +77 +96 +42 +1 +47 +81 +89 +46 +88 +38 +41 +64 +76 +56 +3 +33 +83 +44 +4 +39 +85 +3 +41 +62 +34 +17 +24 +75 +32 +68 +3 +5 +99 +63 +66 +76 +90 +24 +34 +70 +34 +46 +22 +100 +29 +7 +58 +42 +8 +7 +72 +27 +50 +71 +43 +83 +61 +76 +70 +28 +48 +75 +19 +66 +24 +9 +14 +3 +32 +49 +38 +17 +69 +57 +99 +29 +33 +74 +33 +85 +23 +34 +97 +32 +68 +96 +80 +76 +26 +14 +62 +56 +43 +94 +91 +11 +38 +10 +55 +37 +29 +79 +56 +89 +94 +9 +68 +100 +55 +87 +62 +93 +37 +86 +97 +55 +60 +45 +17 +53 +38 +74 +62 +53 +86 +65 +22 +8 +42 +31 +28 +94 +35 +55 +9 +85 +29 +44 +66 +36 +1 +6 +96 +87 +11 +45 +70 +16 +84 +79 +4 +28 +41 +63 +33 +10 +34 +54 +7 +54 +57 +32 +56 +74 +53 +72 +55 +56 +41 +52 +47 +42 +13 +35 +46 +46 +32 +41 +99 +69 +18 +82 +8 +47 +89 +98 +61 +81 +55 +62 +74 +59 +93 +55 +49 +1 +54 +74 +81 +82 +50 +42 +21 +45 +84 +33 +59 +70 +100 +7 +94 +8 +48 +31 +4 +80 +41 +82 +75 +66 +19 +34 +61 +12 +20 +66 +72 +66 +35 +31 +16 +19 +93 +20 +62 +6 +27 +69 +53 +90 +19 +62 +47 +63 +69 +79 +79 +30 +94 +96 +60 +73 +57 +56 +41 +42 +13 +1 +8 +74 +11 +43 +32 +12 +80 +8 +2 +77 +39 +89 +25 +81 +20 +89 +38 +8 +15 +39 +46 +39 +16 +11 +8 +52 +78 +69 +54 +50 +64 +19 +92 +83 +99 +54 +21 +37 +47 +11 +7 +75 +38 +65 +93 +10 +43 +21 +16 +10 +74 +86 +96 +39 +43 +35 +40 +71 +32 +41 +71 +66 +33 +89 +19 +55 +1 +64 +73 +85 +29 +78 +29 +50 +78 +10 +28 +67 +4 +6 +2 +51 +75 +44 +35 +25 +14 +58 +20 +15 +36 +44 +73 +72 +57 +67 +69 +55 +36 +5 +83 +59 +24 +82 +15 +4 +73 +49 +97 +38 +17 +19 +90 +19 +31 +58 +80 +2 +47 +65 +100 +32 +96 +33 +17 +54 +4 +65 +39 +57 +47 +57 +24 +63 +71 +55 +3 +54 +97 +5 +78 +90 +80 +22 +76 +22 +57 +91 +98 +49 +39 +75 +64 +97 +25 +14 +57 +91 +23 +96 +10 +68 +44 +26 +78 +2 +82 +13 +54 +89 +59 +37 +55 +7 +63 +31 +69 +37 +20 +44 +37 +34 +67 +96 +65 +68 +55 +97 +22 +48 +45 +4 +74 +73 +95 +49 +79 +90 +89 +22 +33 +2 +30 +39 +1 +44 +94 +10 +15 +39 +14 +88 +18 +99 +5 +1 +26 +43 +79 +89 +96 +62 +26 +93 +10 +28 +44 +36 +28 +92 +28 +68 +65 +74 +18 +31 +52 +10 +73 +24 +81 +82 +52 +40 +34 +59 +78 +41 +42 +16 +71 +47 +30 +7 +6 +35 +78 +63 +22 +43 +33 +82 +64 +3 +95 +33 +54 +23 +90 +59 +92 +34 +95 +98 +64 +23 +60 +53 +2 +5 +41 +19 +6 +90 +94 +54 +96 +73 +33 +17 +52 +93 +88 +83 +77 +36 +8 +24 +95 +74 +39 +92 +97 +3 +23 +79 +76 +70 +20 +80 +81 +75 +8 +35 +51 +28 +74 +14 +83 +50 +91 +47 +22 +9 +65 +68 +23 +65 +79 +81 +59 +97 +72 +51 +15 +80 +73 +26 +55 +71 +44 +66 +41 +36 +18 +79 +78 +39 +53 +62 +51 +2 +86 +49 +55 +27 +98 +62 +35 +41 +44 +23 +41 +34 +60 +77 +4 +18 +95 +63 +5 +71 +51 +76 +56 +15 +52 +30 +39 +83 +87 +61 +78 +17 +33 +91 +37 +8 +8 +5 +92 +14 +94 +96 +36 +1 +57 +4 +7 +47 +86 +50 +58 +7 +29 +91 +25 +52 +74 +83 +45 +16 +19 +13 +24 +96 +99 +15 +98 +66 +9 +90 +84 +96 +45 +93 +31 +27 +62 +55 +20 +95 +6 +44 +81 +68 +49 +1 +88 +72 +54 +59 +48 +29 +27 +86 +96 +88 +78 +83 +45 +98 +40 +4 +75 +22 +62 +40 +74 +72 +75 +19 +77 +61 +70 +32 +4 +57 +70 +49 +26 +46 +59 +54 +33 +78 +51 +1 +11 +38 +19 +57 +38 +31 +87 +21 +54 +19 +56 +85 +59 +4 +94 +45 +45 +71 +80 +77 +85 +56 +57 +100 +96 +47 +69 +62 +33 +91 +19 +77 +72 +58 +2 +35 +33 +45 +76 +29 +18 +20 +28 +66 +74 +99 +64 +80 +6 +67 +63 +37 +91 +66 +87 +72 +26 +84 +21 +53 +95 +28 +88 +49 +85 +79 +52 +3 +2 +87 +25 +76 +41 +81 +67 +51 +88 +82 +1 +26 +3 +61 +17 +62 +41 +37 +6 +42 +47 +99 +22 +88 +11 +71 +75 +8 +39 +53 +83 +97 +98 +23 +5 +78 +78 +57 +29 +1 +7 +81 +53 +2 +67 +75 +7 +13 +5 +53 +63 +74 +61 +27 +74 +87 +93 +88 +48 +52 +22 +4 +12 +46 +41 +76 +14 +71 +25 +100 +18 +28 +45 +93 +74 +20 +36 +99 +97 +83 +62 +73 +24 +50 +78 +44 +20 +27 +98 +83 +54 +21 +80 +71 +83 +88 +40 +46 +8 +66 +6 +80 +8 +99 +65 +47 +58 +91 +6 +54 +61 +28 +13 +31 +83 +99 +38 +49 +100 +30 +9 +51 +17 +31 +57 +8 +49 +84 +97 +59 +61 +42 +81 +81 +26 +12 +75 +98 +50 +90 +18 +48 +14 +28 +74 +33 +58 +37 +22 +32 +74 +79 +34 +80 +22 +89 +84 +100 +98 +42 +14 +65 +98 +68 +22 +85 +49 +84 +40 +57 +12 +100 +85 +2 +22 +4 +20 +46 +89 +55 +11 +76 +78 +69 +87 +6 +13 +20 +47 +13 +6 +3 +57 +15 +76 +75 +35 +60 +73 +75 +29 +34 +33 +83 +19 +97 +95 +23 +43 +6 +72 +48 +54 +37 +76 +89 +5 +4 +65 +56 +10 +98 +73 +84 +42 +35 +33 +95 +94 +27 +97 +59 +15 +88 +27 +91 +8 +52 +13 +40 +64 +4 +11 +68 +76 +36 +39 +9 +53 +2 +47 +39 +90 +63 +47 +53 +19 +54 +6 +55 +49 +40 +62 +29 +21 +38 +77 +52 +47 +64 +78 +9 +35 +11 +63 +35 +93 +50 +53 +8 +91 +64 +80 +77 +82 +11 +80 +2 +89 +19 +34 +100 +70 +93 +11 +13 +95 +85 +11 +7 +45 +80 +52 +44 +21 +32 +67 +24 +4 +9 +43 +23 +15 +56 +43 +63 +56 +24 +37 +78 +65 +28 +39 +61 +43 +89 +11 +28 +25 +50 +6 +42 +40 +36 +18 +77 +63 +29 +83 +29 +50 +91 +5 +83 +90 +57 +4 +1 +66 +48 +95 +74 +83 +64 +66 +13 +73 +71 +21 +51 +43 +81 +92 +51 +86 +84 +30 +90 +36 +5 +41 +91 +33 +61 +94 +96 +65 +1 +36 +72 +14 +5 +50 +100 +41 +8 +69 +17 +74 +32 +22 +28 +23 +56 +78 +95 +88 +77 +32 +10 +96 +5 +64 +34 +21 +9 +99 +37 +74 +60 +16 +35 +75 +44 +41 +2 +2 +3 +23 +34 +46 +61 +60 +42 +82 +20 +53 +16 +36 +19 +59 +21 +49 +49 +97 +15 +49 +90 +23 +47 +85 +61 +15 +65 +51 +44 +91 +13 +43 +25 +60 +38 +60 +92 +97 +92 +99 +38 +85 +96 +4 +70 +14 +21 +11 +45 +12 +94 +75 +3 +49 +39 +52 +71 +7 +9 +19 +52 +26 +72 +1 +91 +100 +60 +29 +72 +50 +35 +94 +93 +85 +22 +44 +38 +42 +65 +99 +39 +79 +75 +8 +36 +16 +85 +75 +64 +81 +67 +79 +95 +62 +79 +41 +2 +59 +47 +28 +5 +28 +33 +21 +87 +25 +97 +78 +78 +90 +29 +11 +41 +4 +88 +56 +65 +20 +86 +33 +85 +2 +88 +82 +69 +26 +4 +19 +33 +74 +13 +66 +63 +16 +94 +92 +47 +50 +52 +75 +16 +25 +20 +13 +45 +97 +17 +83 +35 +77 +72 +45 +78 +1 +12 +71 +3 +9 +99 +71 +15 +95 +32 +30 +8 +4 +57 +30 +10 +92 +16 +68 +32 +62 +28 +93 +61 +1 +63 +61 +28 +57 +2 +30 +84 +6 +68 +11 +37 +55 +27 +45 +30 +83 +3 +22 +56 +24 +41 +57 +22 +100 +47 +88 +97 +56 +25 +98 +64 +43 +53 +69 +55 +84 +30 +39 +22 +60 +81 +50 +78 +37 +21 +84 +87 +34 +36 +30 +72 +73 +74 +20 +59 +80 +56 +85 +9 +77 +39 +68 +9 +70 +99 +68 +59 +26 +75 +48 +91 +72 +94 +20 +40 +51 +50 +96 +49 +53 +27 +61 +89 +37 +29 +50 +77 +17 +37 +75 +7 +54 +62 +42 +46 +83 +92 +67 +69 +43 +56 +67 +5 +80 +84 +19 +88 +81 +69 +37 +85 +83 +94 +26 +95 +59 +70 +19 +43 +87 +85 +53 +14 +24 +29 +98 +39 +40 +4 +8 +65 +40 +6 +41 +58 +45 +13 +57 +68 +100 +25 +96 +52 +45 +28 +22 +91 +30 +36 +88 +99 +30 +89 +22 +70 +86 +65 +94 +89 +12 +42 +11 +73 +71 +81 +44 +56 +7 +19 +16 +75 +33 +31 +9 +61 +15 +74 +31 +60 +97 +94 +5 +53 +38 +22 +65 +86 +57 +50 +64 +81 +73 +23 +42 +61 +68 +76 +66 +49 +32 +35 +41 +94 +76 +85 +64 +57 +54 +39 +13 +20 +20 +55 +50 +2 +86 +92 +10 +34 +5 +45 +8 +47 +38 +13 +27 +94 +50 +2 +1 +12 +44 +60 +43 +95 +32 +26 +91 +5 +70 +100 +3 +24 +71 +63 +47 +99 +24 +30 +45 +37 +23 +58 +66 +11 +21 +30 +31 +59 +42 +71 +54 +60 +89 +86 +86 +9 +29 +50 +51 +10 +97 +33 +31 +77 +97 +55 +3 +1 +51 +86 +73 +81 +21 +24 +43 +65 +32 +30 +28 +89 +80 +53 +55 +67 +3 +43 +67 +67 +50 +99 +30 +14 +42 +80 +28 +75 +54 +80 +47 +65 +44 +40 +51 +45 +99 +70 +79 +23 +90 +34 +94 +64 +37 +79 +88 +18 +82 +82 +67 +14 +72 +1 +91 +90 +90 +65 +5 +94 +18 +22 +36 +2 +7 +76 +27 +47 +36 +55 +27 +48 +76 +68 +81 +74 +91 +31 +34 +95 +68 +27 +13 +57 +16 +62 +5 +36 +31 +90 +44 +25 +54 +7 +60 +46 +70 +73 +24 +90 +42 +76 +57 +75 +87 +59 +66 +38 +42 +87 +79 +57 +55 +62 +16 +93 +92 +84 +78 +75 +49 +18 +70 +54 +88 +33 +50 +37 +35 +18 +51 +21 +7 +37 +65 +77 +93 +40 +41 +70 +90 +8 +51 +60 +40 +50 +55 +18 +8 +76 +43 +43 +78 +99 +81 +85 +11 +100 +80 +25 +96 +59 +44 +55 +36 +47 +6 +89 +61 +56 +64 +88 +78 +19 +83 +38 +82 +86 +40 +7 +65 +77 +30 +22 +25 +64 +55 +61 +11 +28 +5 +16 +76 +73 +34 +66 +94 +27 +48 +49 +20 +90 +11 +2 +22 +68 +30 +9 +86 +96 +25 +79 +72 +16 +27 +71 +14 +28 +75 +48 +98 +86 +1 +5 +99 +8 +52 +44 +14 +52 +68 +89 +80 +67 +41 +38 +74 +7 +64 +44 +24 +90 +58 +53 +56 +92 +66 +10 +45 +31 +85 +77 +36 +32 +46 +27 +47 +89 +74 +40 +4 +16 +36 +5 +25 +9 +9 +22 +89 +19 +48 +42 +27 +29 +60 +84 +68 +71 +55 +73 +74 +29 +27 +36 +11 +21 +61 +48 +57 +73 +35 +75 +100 +93 +71 +1 +63 +43 +70 +34 +46 +72 +23 +86 +50 +5 +16 +81 +80 +51 +41 +57 +3 +85 +24 +97 +10 +97 +94 +78 +58 +1 +77 +63 +70 +63 +22 +78 +27 +75 +63 +63 +9 +6 +13 +85 +2 +21 +83 +78 +47 +99 +16 +49 +98 +91 +69 +59 +76 +67 +71 +38 +14 +34 +49 +7 +89 +96 +93 +3 +35 +86 +46 +17 +56 +83 +96 +8 +63 +64 +35 +100 +95 +93 +57 +92 +67 +81 +30 +83 +40 +59 +2 +86 +71 +20 +98 +16 +28 +77 +57 +29 +41 +34 +53 +84 +87 +96 +92 +28 +98 +30 +23 +2 +15 +40 +35 +64 +7 +60 +99 +31 +1 +64 +76 +56 +91 +69 +83 +24 +59 +77 +42 +62 +17 +9 +90 +71 +33 +86 +46 +20 +25 +23 +41 +83 +26 +82 +20 +37 +68 +23 +90 +11 +27 +71 +65 +33 +69 +7 +1 +16 +21 +39 +61 +39 +10 +11 +99 +48 +39 +6 +78 +68 +5 +60 +1 +89 +24 +74 +64 +9 +93 +53 +30 +65 +27 +42 +7 +53 +48 +65 +91 +25 +42 +60 +62 +62 +66 +100 +40 +61 +91 +66 +18 +75 +84 +34 +48 +98 +64 +71 +65 +37 +78 +58 +95 +17 +13 +39 +22 +82 +95 +55 +47 +41 +75 +33 +44 +2 +58 +24 +60 +97 +31 +31 +78 +18 +68 +33 +46 +30 +11 +53 +83 +16 +19 +57 +74 +2 +73 +21 +100 +95 +64 +80 +41 +28 +72 +35 +87 +5 +66 +78 +56 +98 +38 +70 +28 +91 +34 +86 +77 +17 +7 +83 +57 +83 +4 +25 +1 +30 +7 +99 +7 +75 +64 +36 +100 +36 +17 +95 +49 +86 +74 +10 +70 +38 +9 +21 +46 +5 +91 +7 +85 +25 +17 +31 +65 +60 +43 +6 +35 +32 +29 +46 +20 +74 +52 +95 +26 +53 +99 +88 +2 +15 +13 +70 +61 +77 +78 +74 +48 +67 +22 +78 +88 +15 +22 +71 +19 +58 +46 +43 +78 +41 +77 +77 +86 +43 +36 +27 +30 +53 +59 +38 +96 +77 +17 +1 +65 +37 +43 +7 +9 +29 +25 +69 +55 +16 +6 +72 +60 +15 +29 +47 +19 +82 +93 +35 +20 +75 +46 +19 +4 +35 +9 +80 +3 +40 +31 +63 +17 +75 +85 +53 +50 +67 +63 +86 +78 +12 +57 +11 +51 +91 +55 +70 +86 +27 +37 +24 +59 +1 +79 +1 +95 +45 +77 +95 +78 +74 +26 +71 +49 +80 +23 +42 +94 +94 +96 +22 +99 +50 +79 +30 +81 +73 +100 +15 +57 +80 +32 +96 +83 +91 +26 +76 +86 +7 +81 +34 +40 +80 +98 +35 +14 +41 +18 +8 +22 +70 +42 +24 +44 +82 +46 +46 +12 +99 +8 +88 +19 +31 +48 +51 +68 +23 +97 +60 +89 +28 +41 +64 +23 +56 +34 +46 +2 +85 +37 +32 +95 +56 +4 +83 +41 +73 +64 +5 +20 +58 +90 +68 +39 +39 +1 +67 +52 +70 +38 +66 +19 +35 +33 +3 +2 +69 +38 +2 +54 +37 +69 +55 +62 +97 +29 +7 +56 +59 +93 +13 +61 +12 +60 +15 +47 +73 +27 +67 +13 +94 +55 +29 +69 +5 +25 +58 +39 +64 +59 +11 +85 +84 +10 +2 +48 +74 +26 +54 +86 +80 +50 +39 +44 +87 +18 +7 +15 +3 +41 +58 +95 +74 +13 +58 +54 +23 +32 +49 +94 +49 +58 +15 +35 +36 +70 +24 +53 +53 +19 +29 +5 +95 +100 +6 +13 +3 +51 +100 +2 +8 +56 +97 +49 +97 +38 +49 +92 +28 +82 +69 +20 +77 +33 +37 +60 +28 +15 +47 +52 +32 +31 +73 +13 +54 +82 +55 +83 +9 +10 +79 +64 +63 +91 +6 +79 +14 +66 +14 +76 +26 +80 +89 +86 +55 +3 +75 +29 +90 +32 +97 +29 +98 +74 +76 +89 +69 +28 +32 +42 +8 +30 +2 +38 +35 +43 +98 +91 +88 +82 +54 +100 +14 +48 +12 +26 +61 +52 +59 +77 +60 +36 +69 +7 +84 +82 +19 +14 +98 +90 +89 +55 +38 +68 +67 +68 +95 +81 +86 +45 +55 +34 +88 +98 +52 +57 +53 +24 +80 +75 +57 +73 +42 +11 +34 +18 +73 +11 +77 +49 +37 +53 +38 +99 +20 +63 +14 +74 +78 +44 +91 +10 +71 +16 +34 +56 +49 +41 +61 +37 +12 +33 +18 +3 +99 +41 +51 +29 +10 +63 +51 +79 +35 +26 +10 +65 +75 +17 +40 +99 +92 +43 +69 +34 +30 +52 +42 +98 +88 +9 +36 +91 +15 +69 +17 +96 +100 +79 +50 +26 +12 +99 +22 +27 +92 +77 +73 +93 +93 +4 +12 +37 +1 +98 +75 +75 +37 +20 +66 +99 +95 +55 +89 +71 +85 +20 +6 +13 +80 +46 +53 +85 +14 +51 +82 +98 +55 +14 +80 +4 +40 +14 +9 +33 +24 +97 +44 +93 +23 +27 +49 +25 +73 +47 +76 +49 +92 +26 +48 +43 +63 +42 +99 +65 +26 +4 +42 +74 +90 +4 +37 +91 +52 +18 +63 +62 +75 +74 +87 +88 +44 +84 +42 +27 +70 +55 +32 +83 +55 +55 +97 +14 +87 +73 +36 +62 +3 +39 +97 +63 +14 +36 +88 +19 +26 +40 +89 +63 +23 +89 +54 +75 +34 +49 +5 +77 +90 +73 +69 +28 +33 +71 +10 +34 +84 +73 +3 +45 +86 +74 +90 +12 +71 +22 +71 +10 +9 +62 +74 +5 +55 +46 +34 +55 +51 +71 +2 +81 +94 +97 +95 +63 +58 +54 +40 +24 +46 +94 +16 +88 +78 +51 +8 +2 +20 +31 +4 +85 +63 +75 +46 +45 +58 +59 +24 +13 +28 +22 +19 +52 +91 +51 +30 +18 +49 +5 +40 +96 +91 +46 +28 +53 +31 +22 +62 +100 +68 +21 +75 +33 +98 +3 +95 +9 +83 +94 +87 +91 +23 +82 +19 +59 +22 +8 +96 +97 +51 +79 +86 +18 +10 +73 +88 +9 +5 +26 +43 +59 +16 +31 +94 +67 +29 +66 +96 +23 +31 +24 +98 +72 +52 +30 +26 +28 +49 +69 +99 +5 +5 +49 +56 +98 +27 +7 +73 +3 +42 +90 +86 +47 +60 +44 +92 +62 +56 +2 +49 +89 +90 +4 +13 +65 +17 +63 +90 +62 +25 +68 +78 +46 +60 +90 +70 +9 +88 +20 +97 +9 +42 +24 +95 +73 +77 +62 +77 +21 +77 +55 +51 +75 +19 +86 +31 +77 +100 +33 +18 +83 +54 +12 +68 +59 +21 +53 +6 +79 +18 +9 +81 +3 +100 +43 +94 +26 +29 +13 +4 +84 +92 +96 +2 +68 +100 +27 +32 +5 +40 +37 +5 +68 +98 +36 +4 +7 +31 +26 +8 +53 +51 +85 +26 +88 +20 +45 +5 +32 +59 +28 +93 +11 +59 +10 +72 +88 +4 +42 +87 +39 +69 +16 +25 +34 +57 +10 +22 +72 +25 +78 +73 +25 +49 +8 +78 +59 +28 +55 +23 +23 +54 +8 +58 +21 +58 +57 +76 +32 +91 +86 +36 +85 +9 +68 +44 +45 +71 +29 +54 +73 +87 +80 +8 +44 +61 +94 +1 +72 +22 +37 +10 +20 +16 +35 +73 +56 +21 +90 +50 +82 +26 +100 +58 +7 +70 +44 +37 +27 +78 +81 +63 +81 +31 +68 +35 +44 +44 +84 +35 +1 +47 +36 +63 +94 +27 +49 +12 +5 +25 +14 +38 +70 +58 +75 +64 +29 +62 +23 +68 +14 +83 +19 +6 +18 +27 +99 +13 +62 +13 +17 +59 +35 +5 +14 +11 +33 +41 +74 +75 +86 +56 +7 +9 +5 +10 +2 +75 +73 +56 +91 +48 +86 +14 +36 +90 +10 +43 +99 +6 +57 +90 +57 +87 +61 +66 +82 +3 +52 +4 +58 +94 +93 +90 +11 +40 +56 +98 +71 +58 +33 +2 +62 +66 +54 +73 +61 +73 +56 +59 +26 +63 +53 +97 +35 +27 +24 +17 +72 +10 +1 +36 +20 +18 +18 +13 +40 +96 +5 +54 +64 +88 +5 +87 +20 +82 +77 +93 +75 +78 +95 +38 +50 +84 +29 +89 +81 +22 +54 +8 +93 +13 +45 +50 +50 +96 +62 +25 +5 +5 +7 +60 +31 +9 +49 +62 +73 +24 +32 +15 +71 +70 +4 +42 +75 +57 +52 +74 +50 +21 +34 +28 +51 +81 +20 +61 +84 +24 +94 +56 +5 +26 +22 +14 +28 +57 +19 +49 +37 +47 +8 +15 +38 +61 +58 +37 +51 +14 +44 +19 +1 +22 +93 +89 +11 +52 +16 +80 +8 +48 +2 +71 +13 +22 +9 +1 +55 +4 +44 +61 +26 +48 +3 +20 +20 +30 +30 +87 +15 +57 +35 +28 +77 +93 +58 +1 +83 +60 +31 +22 +58 +80 +66 +64 +6 +53 +55 +51 +5 +73 +47 +82 +65 +26 +96 +33 +84 +81 +52 +98 +84 +24 +33 +33 +55 +50 +1 +73 +71 +71 +68 +87 +41 +3 +61 +62 +88 +43 +13 +52 +71 +97 +62 +86 +55 +17 +74 +78 +63 +25 +58 +51 +62 +97 +74 +62 +98 +48 +80 +65 +40 +48 +34 +64 +68 +45 +8 +22 +21 +62 +76 +23 +36 +77 +39 +85 +6 +16 +79 +74 +88 +14 +51 +100 +78 +86 +99 +84 +60 +23 +10 +68 +25 +76 +15 +35 +19 +3 +35 +66 +63 +58 +95 +74 +35 +39 +62 +81 +7 +91 +24 +14 +36 +36 +36 +95 +81 +73 +29 +45 +44 +37 +39 +92 +16 +98 +42 +49 +60 +37 +70 +86 +44 +78 +98 +99 +12 +53 +57 +37 +40 +39 +17 +13 +37 +79 +29 +63 +80 +46 +17 +60 +2 +40 +47 +73 +6 +65 +33 +28 +41 +9 +100 +21 +10 +13 +59 +45 +1 +19 +4 +36 +1 +80 +14 +1 +1 +79 +56 +21 +64 +91 +11 +44 +48 +96 +95 +95 +63 +76 +88 +30 +62 +7 +57 +2 +42 +40 +51 +7 +63 +3 +88 +99 +17 +91 +83 +41 +15 +24 +99 +94 +48 +38 +27 +1 +99 +68 +5 +33 +50 +74 +33 +7 +61 +45 +83 +89 +79 +55 +50 +14 +55 +56 +17 +100 +74 +47 +58 +29 +17 +2 +86 +41 +29 +43 +99 +86 +72 +81 +55 +53 +12 +43 +43 +100 +16 +22 +10 +90 +31 +13 +59 +73 +27 +96 +95 +19 +94 +9 +99 +68 +3 +100 +4 +73 +82 +23 +60 +4 +9 +79 +15 +16 +46 +46 +86 +90 +92 +65 +24 +63 +33 +3 +100 +12 +41 +62 +81 +47 +56 +95 +21 +87 +50 +38 +45 +72 +85 +72 +38 +6 +37 +19 +80 +31 +76 +98 +87 +51 +49 +45 +76 +12 +58 +73 +64 +13 +16 +45 +6 +77 +96 +22 +18 +71 +90 +88 +7 +67 +1 +47 +58 +59 +72 +72 +65 +92 +74 +13 +60 +53 +96 +17 +79 +35 +47 +40 +85 +81 +97 +28 +27 +72 +32 +39 +81 +17 +41 +95 +21 +62 +81 +91 +51 +85 +60 +68 +41 +64 +6 +97 +91 +72 +100 +57 +79 +100 +73 +45 +99 +8 +10 +49 +31 +78 +47 +49 +56 +45 +4 +44 +72 +49 +92 +22 +15 +43 +70 +15 +28 +94 +16 +16 +81 +72 +22 +35 +95 +68 +69 +72 +1 +79 +13 +8 +48 +49 +83 +32 +53 +10 +2 +76 +32 +72 +38 +30 +54 +43 +57 +42 +32 +98 +92 +29 +94 +74 +18 +71 +60 +41 +73 +27 +90 +81 +36 +84 +95 +73 +40 +92 +29 +48 +79 +2 +83 +97 +21 +82 +40 +12 +13 +50 +19 +19 +24 +34 +83 +7 +96 +41 +25 +73 +22 +19 +13 +95 +18 +34 +86 +44 +10 +65 +48 +97 +31 +17 +64 +48 +94 +90 +45 +4 +4 +26 +3 +38 +34 +67 +32 +30 +79 +50 +61 +51 +50 +27 +98 +43 +27 +49 +21 +86 +70 +43 +45 +93 +40 +99 +76 +10 +32 +83 +71 +70 +47 +2 +99 +55 +51 +9 +34 +94 +14 +73 +9 +98 +13 +57 +11 +21 +39 +16 +82 +36 +47 +47 +17 +81 +67 +99 +20 +38 +39 +87 +85 +92 +96 +70 +83 +9 +35 +1 +32 +32 +93 +21 +87 +91 +95 +1 +20 +2 +93 +24 +77 +67 +7 +93 +32 +86 +55 +87 +81 +36 +13 +83 +59 +79 +69 +86 +42 +98 +62 +11 +82 +78 +49 +90 +68 +49 +55 +14 +4 +95 +49 +9 +6 +75 +36 +90 +69 +46 +10 +19 +8 +82 +56 +14 +43 +70 +61 +44 +40 +41 +61 +14 +96 +41 +20 +20 +80 +1 +26 +80 +93 +13 +90 +45 +33 +100 +28 +50 +75 +46 +96 +86 +9 +10 +7 +90 +8 +42 +58 +75 +39 +38 +60 +95 +57 +6 +83 +20 +25 +87 +40 +7 +37 +93 +63 +99 +30 +39 +43 +63 +74 +15 +73 +76 +65 +21 +5 +84 +94 +51 +29 +8 +92 +14 +12 +85 +24 +17 +78 +36 +71 +4 +81 +19 +76 +31 +20 +36 +90 +22 +88 +91 +2 +24 +57 +22 +2 +40 +50 +68 +99 +7 +37 +89 +59 +52 +19 +99 +92 +92 +30 +74 +44 +32 +30 +4 +24 +82 +78 +78 +37 +63 +48 +28 +54 +63 +46 +64 +81 +25 +29 +47 +22 +9 +79 +78 +25 +41 +23 +54 +20 +44 +12 +53 +61 +52 +58 +56 +14 +99 +91 +41 +13 +19 +67 +8 +51 +49 +75 +78 +44 +84 +85 +65 +70 +97 +81 +20 +31 +5 +62 +73 +44 +63 +93 +88 +14 +82 +9 +69 +68 +71 +56 +30 +12 +82 +57 +44 +93 +12 +100 +36 +22 +38 +13 +84 +94 +11 +8 +29 +16 +62 +5 +25 +62 +90 +32 +92 +78 +44 +72 +98 +32 +39 +20 +1 +92 +29 +88 +100 +31 +47 +57 +42 +11 +39 +45 +44 +44 +76 +80 +13 +82 +46 +49 +18 +12 +34 +55 +50 +42 +44 +44 +24 +73 +70 +83 +11 +61 +65 +56 +44 +19 +13 +100 +3 +62 +43 +81 +68 +19 +97 +23 +96 +55 +15 +14 +53 +54 +2 +80 +31 +83 +4 +97 +15 +51 +99 +79 +65 +45 +58 +66 +75 +20 +77 +77 +25 +95 +2 +66 +29 +29 +40 +12 +32 +22 +60 +53 +61 +65 +39 +29 +40 +86 +99 +83 +38 +41 +69 +24 +36 +80 +25 +69 +68 +77 +47 +68 +67 +83 +44 +61 +88 +63 +27 +76 +89 +24 +60 +56 +97 +92 +71 +47 +79 +56 +42 +60 +34 +60 +51 +89 +68 +44 +89 +72 +22 +70 +85 +19 +86 +45 +1 +89 +56 +8 +20 +63 +15 +15 +64 +10 +56 +69 +19 +13 +58 +59 +68 +24 +93 +16 +10 +12 +51 +12 +65 +87 +93 +85 +34 +99 +31 +1 +38 +25 +93 +64 +51 +83 +93 +55 +49 +38 +21 +14 +71 +100 +67 +85 +11 +15 +59 +90 +23 +52 +61 +39 +6 +65 +21 +28 +36 +50 +90 +1 +64 +78 +15 +74 +65 +32 +79 +14 +90 +4 +13 +21 +40 +36 +25 +31 +50 +74 +30 +98 +84 +94 +83 +3 +77 +49 +94 +24 +29 +26 +84 +46 +74 +58 +85 +24 +55 +76 +73 +37 +77 +76 +12 +45 +100 +69 +3 +24 +13 +21 +62 +64 +47 +18 +6 +22 +10 +73 +77 +58 +81 +64 +34 +9 +10 +8 +19 +52 +10 +50 +11 +79 +83 +59 +25 +20 +92 +89 +73 +97 +82 +14 +31 +37 +2 +85 +96 +18 +54 +9 +95 +44 +29 +15 +81 +22 +100 +62 +91 +89 +5 +23 +88 +94 +78 +14 +76 +41 +64 +19 +41 +99 +99 +11 +65 +59 +29 +54 +27 +54 +32 +28 +15 +39 +14 +56 +20 +93 +7 +1 +60 +97 +94 +88 +93 +79 +37 +5 +94 +25 +37 +2 +8 +45 +20 +95 +91 +100 +98 +47 +45 +27 +29 +79 +14 +15 +49 +91 +97 +1 +30 +10 +89 +75 +61 +9 +83 +48 +71 +13 +28 +84 +68 +99 +72 +84 +36 +75 +44 +30 +13 +26 +53 +66 +32 +98 +43 +20 +2 +63 +58 +15 +80 +54 +23 +90 +84 +99 +70 +84 +62 +55 +70 +2 +94 +54 +7 +21 +67 +14 +38 +40 +45 +55 +31 +55 +38 +96 +19 +93 +82 +98 +27 +32 +61 +2 +46 +90 +41 +73 +32 +50 +41 +12 +46 +25 +71 +92 +45 +99 +87 +68 +42 +13 +58 +25 +40 +95 +16 +88 +34 +20 +14 +59 +7 +83 +42 +85 +22 +79 +59 +27 +18 +42 +84 +58 +23 +64 +17 +89 +10 +92 +53 +37 +29 +5 +64 +4 +75 +83 +26 +33 +67 +4 +27 +6 +14 +4 +14 +63 +4 +100 +83 +64 +36 +40 +84 +23 +97 +85 +77 +28 +100 +25 +36 +24 +59 +94 +23 +84 +76 +85 +57 +10 +40 +17 +79 +59 +100 +61 +50 +100 +62 +20 +2 +93 +44 +31 +11 +56 +59 +98 +56 +74 +12 +76 +19 +37 +73 +78 +15 +43 +17 +67 +14 +18 +47 +84 +55 +72 +92 +50 +92 +89 +52 +71 +77 +25 +82 +97 +21 +86 +65 +31 +55 +85 +48 +69 +88 +72 +13 +77 +51 +71 +13 +48 +52 +61 +21 +82 +94 +100 +49 +1 +66 +49 +12 +24 +77 +70 +24 +96 +56 +3 +36 +63 +74 +65 +12 +83 +32 +95 +2 +28 +19 +49 +63 +93 +26 +28 +69 +46 +36 +26 +14 +22 +7 +38 +57 +19 +25 +56 +80 +79 +76 +55 +94 +7 +58 +48 +69 +19 +78 +87 +63 +22 +88 +20 +82 +65 +68 +83 +66 +8 +27 +62 +71 +3 +40 +73 +22 +32 +88 +59 +15 +96 +81 +94 +43 +94 +68 +91 +85 +27 +86 +8 +37 +8 +45 +98 +61 +60 +37 +73 +54 +75 +32 +49 +69 +69 +92 +14 +71 +10 +43 +46 +14 +32 +94 +11 +48 +98 +20 +14 +88 +100 +12 +27 +98 +87 +61 +57 +64 +76 +94 +62 +45 +69 +31 +54 +59 +20 +25 +69 +63 +100 +84 +53 +34 +23 +68 +74 +35 +80 +84 +41 +78 +95 +53 +40 +50 +36 +73 +8 +85 +2 +22 +49 +27 +70 +52 +99 +60 +95 +43 +92 +29 +60 +48 +4 +21 +14 +19 +2 +59 +48 +35 +92 +15 +11 +8 +52 +43 +25 +95 +26 +32 +38 +68 +40 +67 +42 +60 +11 +58 +92 +43 +29 +91 +97 +35 +81 +24 +26 +48 +12 +64 +47 +22 +35 +28 +32 +87 +63 +13 +81 +20 +98 +88 +83 +90 +61 +61 +31 +5 +50 +43 +19 +14 +13 +6 +51 +90 +37 +91 +18 +32 +84 +41 +96 +71 +46 +52 +54 +69 +4 +55 +81 +40 +66 +59 +68 +43 +25 +58 +95 +55 +68 +11 +35 +60 +65 +46 +84 +56 +54 +73 +28 +82 +50 +56 +92 +13 +66 +39 +20 +5 +74 +74 +68 +86 +78 +69 +18 +88 +21 +94 +35 +1 +49 +34 +67 +59 +67 +43 +26 +73 +41 +98 +65 +95 +72 +97 +9 +42 +86 +78 +56 +40 +10 +72 +87 +55 +30 +84 +10 +76 +51 +61 +99 +6 +15 +4 +68 +92 +6 +97 +68 +7 +40 +1 +3 +52 +80 +85 +40 +36 +24 +38 +32 +90 +90 +63 +57 +71 +11 +62 +52 +64 +23 +69 +84 +82 +37 +92 +97 +61 +57 +87 +83 +68 +98 +25 +75 +48 +12 +23 +43 +97 +58 +57 +99 +91 +37 +36 +60 +100 +31 +99 +44 +89 +69 +79 +16 +84 +94 +100 +7 +97 +1 +39 +9 +69 +30 +52 +1 +37 +79 +35 +74 +63 +26 +97 +38 +42 +51 +2 +80 +78 +81 +34 +96 +61 +21 +1 +35 +68 +41 +71 +44 +13 +70 +53 +44 +23 +69 +15 +13 +33 +92 +54 +3 +98 +65 +37 +39 +6 +35 +23 +83 +76 +20 +16 +52 +85 +33 +54 +82 +2 +34 +50 +22 +11 +9 +55 +98 +53 +81 +40 +48 +35 +10 +9 +75 +62 +90 +93 +36 +81 +64 +19 +4 +30 +8 +9 +65 +97 +36 +53 +49 +8 +96 +76 +68 +19 +49 +61 +86 +50 +37 +15 +76 +32 +18 +20 +26 +87 +38 +14 +64 +73 +81 +55 +94 +92 +39 +24 +99 +98 +3 +45 +6 +92 +56 +25 +46 +74 +5 +46 +42 +66 +40 +42 +54 +92 +52 +56 +95 +79 +60 +8 +8 +9 +69 +98 +44 +97 +20 +99 +18 +81 +6 +70 +79 +2 +66 +47 +15 +84 +1 +53 +29 +90 +82 +12 +86 +82 +20 +67 +82 +11 +62 +32 +51 +47 +14 +47 +89 +92 +77 +70 +83 +40 +59 +43 +98 +41 +91 +72 +25 +64 +71 +87 +57 +53 +77 +4 +3 +90 +24 +18 +87 +14 +44 +13 +55 +77 +68 +91 +92 +28 +68 +90 +82 +5 +44 +44 +60 +81 +12 +63 +65 +95 +62 +58 +52 +63 +82 +11 +96 +49 +54 +21 +77 +65 +67 +28 +81 +24 +91 +36 +21 +16 +31 +57 +56 +26 +39 +68 +68 +52 +14 +91 +66 +26 +46 +50 +78 +20 +62 +55 +46 +11 +57 +68 +28 +38 +83 +99 +27 +68 +74 +49 +15 +44 +78 +22 +14 +89 +60 +94 +90 +86 +78 +96 +16 +34 +6 +57 +8 +63 +6 +63 +68 +51 +96 +50 +77 +25 +83 +75 +66 +71 +84 +12 +51 +81 +69 +7 +75 +42 +10 +59 +2 +18 +100 +90 +22 +41 +93 +95 +45 +22 +4 +56 +1 +84 +50 +87 +1 +76 +5 +43 +61 +20 +44 +91 +80 +61 +37 +49 +21 +83 +23 +61 +34 +92 +47 +10 +55 +78 +98 +47 +62 +58 +78 +6 +88 +91 +63 +86 +42 +37 +60 +94 +24 +57 +4 +27 +74 +83 +17 +38 +85 +50 +98 +80 +41 +95 +88 +20 +1 +12 +5 +50 +45 +37 +48 +60 +33 +47 +17 +40 +82 +92 +97 +72 +26 +78 +76 +51 +71 +65 +58 +1 +69 +5 +29 +6 +77 +55 +51 +76 +69 +30 +32 +10 +17 +4 +99 +25 +23 +70 +4 +14 +65 +78 +38 +27 +92 +15 +59 +76 +62 +7 +31 +85 +59 +45 +59 +35 +81 +40 +97 +50 +44 +79 +5 +11 +59 +47 +73 +72 +25 +45 +44 +86 +20 +86 +5 +74 +41 +31 +7 +23 +71 +63 +99 +69 +24 +27 +63 +13 +36 +80 +21 +53 +21 +39 +22 +62 +13 +48 +71 +50 +89 +54 +96 +62 +48 +90 +20 +3 +81 +46 +30 +38 +6 +70 +97 +69 +87 +18 +52 +69 +42 +29 +85 +21 +59 +63 +26 +47 +81 +45 +36 +39 +37 +15 +24 +86 +42 +66 +60 +43 +24 +19 +80 +49 +20 +81 +49 +5 +44 +39 +43 +79 +57 +26 +93 +88 +91 +32 +9 +67 +6 +81 +23 +78 +88 +58 +6 +99 +8 +62 +9 +21 +80 +55 +76 +59 +3 +69 +75 +74 +35 +91 +64 +50 +24 +88 +5 +7 +61 +32 +93 +17 +68 +25 +26 +4 +29 +88 +52 +100 +4 +21 +58 +72 +92 +59 +90 +1 +2 +9 +44 +53 +82 +76 +3 +74 +37 +44 +24 +28 +46 +80 +87 +92 +89 +48 +95 +97 +70 +29 +57 +17 +23 +69 +87 +64 +86 +40 +85 +87 +51 +29 +23 +84 +1 +47 +32 +73 +29 +72 +79 +80 +1 +39 +7 +22 +91 +46 +9 +91 +61 +88 +15 +21 +61 +54 +62 +65 +36 +40 +25 +90 +69 +47 +85 +13 +44 +21 +3 +49 +15 +15 +9 +43 +35 +98 +59 +25 +19 +68 +51 +23 +63 +4 +79 +58 +48 +95 +27 +43 +52 +92 +32 +48 +66 +32 +37 +23 +42 +32 +51 +21 +24 +64 +97 +25 +51 +36 +97 +57 +27 +84 +50 +48 +1 +91 +5 +14 +42 +47 +95 +25 +61 +5 +58 +47 +89 +76 +45 +50 +83 +48 +42 +71 +56 +34 +91 +25 +80 +89 +53 +36 +37 +57 +72 +44 +16 +67 +42 +95 +74 +23 +65 +33 +34 +26 +22 +47 +67 +46 +47 +15 +15 +25 +13 +38 +47 +38 +21 +87 +39 +6 +75 +68 +88 +52 +71 +23 +59 +84 +86 +19 +1 +3 +15 +74 +97 +6 +17 +77 +64 +49 +46 +51 +27 +27 +84 +30 +37 +50 +13 +100 +20 +18 +28 +29 +67 +78 +65 +44 +88 +41 +59 +36 +92 +43 +2 +74 +80 +38 +28 +99 +94 +22 +41 +70 +74 +64 +36 +84 +89 +29 +95 +18 +30 +88 +87 +8 +85 +20 +29 +57 +34 +3 +40 +72 +99 +52 +12 +76 +7 +90 +79 +46 +37 +76 +18 +79 +21 +38 +49 +8 +28 +87 +84 +87 +11 +54 +70 +56 +76 +59 +35 +66 +16 +85 +36 +14 +61 +94 +4 +51 +53 +11 +83 +22 +34 +99 +3 +43 +60 +56 +29 +15 +49 +92 +96 +11 +22 +32 +38 +68 +99 +52 +49 +2 +61 +6 +74 +6 +73 +12 +92 +74 +36 +47 +77 +1 +16 +90 +34 +7 +67 +2 +65 +59 +52 +35 +24 +50 +7 +45 +70 +98 +51 +41 +53 +9 +32 +21 +29 +24 +68 +69 +38 +43 +23 +30 +44 +67 +22 +42 +53 +27 +4 +64 +61 +70 +59 +7 +76 +4 +99 +68 +69 +79 +36 +93 +57 +23 +90 +15 +42 +41 +65 +3 +8 +43 +90 +95 +49 +27 +1 +99 +3 +45 +100 +15 +17 +20 +93 +27 +41 +99 +85 +8 +70 +12 +55 +75 +48 +39 +96 +86 +22 +40 +96 +24 +20 +86 +64 +27 +54 +63 +40 +55 +35 +79 +24 +8 +70 +62 +96 +93 +53 +100 +88 +51 +39 +84 +17 +74 +23 +41 +68 +92 +82 +82 +96 +13 +80 +64 +60 +91 +61 +99 +20 +29 +3 +51 +86 +16 +68 +94 +9 +44 +72 +56 +56 +29 +34 +26 +99 +40 +10 +78 +6 +12 +69 +47 +80 +66 +27 +35 +52 +33 +80 +80 +44 +58 +52 +44 +41 +14 +31 +37 +82 +79 +38 +22 +37 +92 +27 +30 +15 +27 +59 +41 +5 +15 +37 +13 +50 +14 +61 +48 +88 +31 +77 +99 +50 +34 +87 +36 +88 +56 +26 +53 +100 +73 +60 +93 +2 +39 +26 +42 +100 +62 +60 +55 +56 +30 +74 +93 +51 +67 +6 +62 +72 +87 +86 +52 +28 +73 +2 +53 +22 +43 +74 +98 +99 +97 +71 +79 +8 +96 +60 +74 +22 +10 +59 +23 +57 +76 +3 +84 +51 +64 +52 +76 +15 +26 +89 +72 +27 +22 +36 +100 +60 +29 +50 +47 +60 +5 +18 +81 +33 +94 +64 +5 +95 +10 +99 +58 +75 +58 +81 +92 +38 +98 +100 +96 +96 +91 +69 +96 +94 +77 +26 +14 +25 +30 +28 +31 +94 +69 +78 +43 +58 +74 +80 +63 +33 +22 +79 +60 +61 +77 +57 +27 +94 +54 +66 +20 +27 +96 +83 +49 +22 +39 +2 +14 +8 +65 +95 +61 +14 +25 +99 +57 +12 +70 +32 +75 +33 +88 +14 +26 +98 +89 +7 +65 +77 +50 +41 +24 +50 +51 +23 +6 +21 +1 +98 +41 +13 +68 +61 +28 +64 +85 +35 +5 +54 +5 +62 +17 +72 +3 +93 +88 +8 +14 +13 +3 +52 +85 +17 +34 +43 +87 +13 +27 +28 +80 +54 +89 +61 +56 +91 +70 +42 +78 +59 +39 +27 +85 +33 +65 +27 +47 +97 +16 +81 +8 +88 +43 +5 +70 +64 +90 +97 +99 +98 +33 +19 +74 +11 +4 +87 +8 +72 +6 +70 +2 +26 +82 +15 +27 +39 +11 +20 +3 +60 +53 +93 +7 +53 +91 +43 +5 +37 +34 +19 +32 +12 +42 +92 +28 +72 +56 +16 +29 +89 +59 +96 +36 +88 +35 +80 +84 +50 +15 +25 +51 +3 +42 +13 +16 +56 +80 +54 +81 +2 +29 +20 +54 +9 +16 +83 +83 +94 +31 +24 +9 +17 +64 +69 +4 +52 +92 +17 +79 +5 +17 +73 +4 +62 +73 +18 +7 +40 +47 +79 +60 +88 +68 +51 +13 +44 +25 +18 +88 +58 +73 +6 +14 +50 +95 +94 +51 +62 +52 +1 +26 +4 +91 +9 +77 +17 +57 +35 +43 +54 +44 +82 +47 +54 +2 +77 +65 +63 +4 +63 +85 +60 +26 +65 +9 +33 +53 +89 +33 +10 +3 +42 +72 +85 +47 +98 +56 +95 +81 +45 +100 +85 +71 +13 +86 +37 +36 +37 +53 +36 +28 +95 +25 +95 +68 +36 +48 +100 +88 +21 +31 +97 +71 +8 +52 +76 +30 +23 +44 +92 +93 +48 +15 +72 +15 +21 +11 +87 +74 +87 +20 +90 +52 +93 +19 +56 +9 +17 +44 +12 +43 +16 +87 +78 +22 +31 +93 +28 +94 +9 +89 +17 +14 +79 +56 +66 +23 +84 +42 +7 +91 +39 +78 +23 +51 +83 +12 +90 +30 +37 +75 +15 +45 +34 +91 +10 +90 +63 +83 +63 +17 +80 +73 +8 +58 +1 +66 +83 +27 +63 +56 +73 +65 +24 +57 +18 +3 +33 +79 +76 +53 +47 +35 +27 +5 +62 +10 +52 +95 +10 +69 +26 +57 +34 +19 +52 +12 +75 +70 +97 +79 +42 +49 +62 +99 +88 +21 +48 +59 +62 +6 +91 +24 +77 +14 +39 +43 +51 +59 +29 +90 +4 +50 +84 +44 +31 +50 +68 +5 +79 +81 +19 +79 +53 +91 +85 +71 +32 +36 +77 +44 +70 +75 +21 +51 +50 +61 +12 +60 +74 +51 +65 +77 +46 +28 +3 +37 +100 +14 +30 +39 +83 +21 +15 +75 +37 +41 +59 +71 +50 +95 +61 +69 +56 +26 +58 +3 +43 +71 +47 +63 +80 +10 +97 +46 +68 +70 +88 +26 +42 +34 +64 +44 +4 +74 +30 +7 +68 +98 +2 +29 +29 +40 +71 +19 +39 +53 +42 +72 +66 +11 +65 +12 +49 +59 +5 +35 +87 +34 +11 +87 +77 +92 +100 +5 +17 +34 +51 +78 +49 +22 +55 +50 +83 +50 +97 +99 +61 +19 +74 +44 +44 +59 +71 +33 +86 +80 +95 +98 +89 +18 +41 +86 +100 +96 +76 +41 +12 +73 +58 +68 +13 +5 +30 +57 +65 +25 +87 +48 +79 +42 +30 +46 +28 +100 +17 +17 +1 +29 +7 +30 +78 +55 +93 +75 +32 +11 +11 +18 +50 +89 +9 +98 +25 +75 +12 +86 +51 +47 +98 +16 +81 +88 +18 +30 +32 +83 +89 +73 +24 +82 +57 +7 +15 +14 +31 +67 +1 +33 +4 +98 +51 +80 +12 +83 +53 +64 +77 +41 +25 +17 +79 +40 +93 +49 +80 +11 +41 +42 +20 +95 +85 +42 +98 +86 +5 +53 +52 +99 +63 +46 +26 +20 +39 +62 +54 +20 +6 +9 +75 +58 +65 +75 +49 +22 +87 +70 +65 +84 +48 +75 +63 +30 +46 +21 +86 +74 +53 +53 +99 +89 +19 +24 +96 +58 +53 +3 +28 +1 +90 +39 +5 +20 +37 +95 +70 +18 +76 +67 +4 +9 +94 +86 +8 +43 +56 +68 +12 +56 +68 +15 +74 +87 +3 +47 +9 +60 +88 +41 +76 +90 +37 +79 +77 +16 +32 +61 +88 +52 +26 +6 +17 +81 +90 +27 +6 +28 +74 +27 +74 +70 +86 +31 +28 +47 +84 +69 +94 +2 +25 +9 +6 +34 +12 +49 +89 +99 +100 +87 +91 +41 +96 +44 +44 +41 +20 +7 +92 +41 +9 +5 +81 +14 +73 +54 +19 +85 +7 +34 +22 +80 +91 +6 +50 +36 +54 +3 +34 +17 +88 +90 +76 +43 +75 +84 +41 +98 +55 +54 +96 +67 +88 +80 +18 +68 +13 +14 +61 +49 +5 +76 +14 +72 +14 +95 +50 +89 +86 +2 +22 +82 +49 +38 +42 +58 +52 +23 +6 +93 +69 +7 +74 +59 +22 +53 +62 +25 +37 +92 +56 +98 +60 +100 +95 +79 +41 +56 +54 +17 +3 +34 +43 +67 +20 +34 +51 +91 +80 +42 +63 +3 +75 +48 +8 +21 +94 +68 +76 +55 +23 +44 +58 +5 +3 +33 +59 +20 +26 +92 +24 +47 +65 +69 +21 +70 +74 +93 +70 +8 +58 +59 +40 +33 +76 +98 +38 +30 +99 +82 +94 +59 +30 +55 +81 +23 +55 +31 +82 +52 +99 +31 +60 +84 +76 +59 +2 +30 +75 +73 +94 +32 +58 +56 +4 +71 +62 +12 +85 +33 +77 +74 +2 +38 +35 +62 +57 +11 +65 +34 +38 +22 +80 +31 +83 +70 +39 +4 +70 +50 +38 +81 +61 +58 +60 +73 +99 +43 +81 +34 +44 +4 +6 +40 +68 +2 +50 +20 +30 +28 +96 +13 +6 +37 +75 +4 +78 +27 +12 +19 +20 +68 +15 +33 +24 +20 +77 +27 +42 +66 +70 +8 +59 +82 +68 +86 +98 +33 +15 +29 +61 +78 +11 +51 +30 +63 +10 +24 +60 +96 +70 +12 +81 +12 +97 +53 +34 +48 +42 +40 +34 +71 +81 +43 +27 +78 +77 +1 +41 +31 +77 +90 +33 +49 +31 +56 +42 +60 +12 +92 +64 +86 +23 +46 +46 +24 +70 +45 +78 +8 +54 +56 +64 +66 +42 +52 +16 +40 +76 +31 +65 +97 +39 +46 +99 +20 +80 +47 +52 +72 +44 +2 +17 +59 +76 +44 +39 +90 +20 +91 +14 +54 +30 +51 +82 +61 +86 +74 +62 +44 +25 +42 +21 +22 +34 +7 +90 +92 +95 +73 +76 +91 +95 +37 +78 +33 +37 +42 +20 +12 +81 +48 +94 +88 +99 +80 +45 +82 +95 +59 +35 +76 +58 +35 +1 +39 +40 +58 +74 +70 +94 +42 +44 +74 +20 +29 +63 +58 +98 +69 +88 +69 +56 +23 +50 +26 +74 +68 +25 +67 +7 +70 +93 +43 +29 +21 +28 +74 +63 +36 +76 +18 +96 +7 +20 +2 +16 +55 +71 +62 +42 +95 +1 +20 +98 +5 +22 +97 +23 +16 +59 +11 +58 +91 +48 +7 +64 +15 +75 +88 +54 +47 +29 +51 +81 +17 +65 +42 +65 +75 +92 +59 +18 +13 +32 +48 +67 +20 +72 +69 +89 +52 +1 +41 +43 +38 +9 +66 +11 +79 +24 +71 +2 +39 +52 +13 +7 +81 +55 +74 +78 +75 +12 +49 +90 +94 +37 +11 +42 +42 +32 +90 +82 +55 +25 +55 +46 +75 +20 +32 +77 +51 +15 +68 +95 +99 +2 +31 +3 +68 +50 +46 +56 +21 +10 +29 +69 +92 +51 +57 +12 +21 +34 +77 +49 +77 +10 +76 +55 +22 +94 +82 +10 +78 +81 +33 +51 +33 +53 +70 +43 +71 +44 +17 +35 +88 +26 +44 +41 +44 +37 +77 +18 +13 +80 +35 +90 +53 +16 +15 +38 +23 +90 +96 +28 +33 +74 +13 +4 +82 +53 +69 +32 +12 +30 +69 +9 +94 +63 +62 +12 +33 +77 +42 +16 +35 +66 +6 +47 +82 +25 +59 +70 +39 +87 +3 +7 +84 +83 +6 +41 +60 +81 +27 +22 +71 +96 +45 +98 +63 +18 +41 +59 +54 +100 +97 +24 +89 +80 +66 +74 +4 +66 +46 +61 +32 +55 +91 +4 +46 +40 +68 +12 +13 +9 +75 +12 +18 +76 +75 +69 +86 +98 +59 +87 +33 +58 +63 +55 +100 +21 +3 +84 +20 +57 +95 +68 +45 +83 +29 +82 +94 +84 +71 +23 +66 +26 +94 +14 +24 +4 +21 +36 +56 +47 +73 +44 +43 +46 +12 +30 +50 +32 +14 +19 +38 +6 +12 +80 +53 +79 +91 +19 +24 +81 +48 +32 +90 +67 +13 +67 +60 +30 +56 +84 +61 +36 +21 +61 +83 +73 +45 +80 +60 +77 +76 +87 +83 +42 +85 +94 +39 +70 +10 +87 +33 +45 +85 +77 +56 +27 +63 +16 +27 +33 +10 +24 +21 +79 +43 +63 +41 +25 +14 +88 +35 +59 +56 +8 +40 +38 +45 +48 +91 +9 +51 +69 +27 +62 +32 +88 +56 +76 +41 +55 +74 +48 +61 +37 +39 +60 +17 +13 +16 +77 +75 +22 +2 +33 +44 +8 +76 +59 +16 +58 +67 +34 +79 +80 +72 +66 +8 +31 +62 +64 +11 +73 +20 +6 +39 +88 +33 +26 +49 +33 +83 +49 +91 +25 +13 +2 +65 +12 +6 +61 +5 +4 +49 +11 +93 +16 +86 +51 +43 +29 +91 +22 +11 +70 +46 +85 +7 +40 +3 +1 +40 +83 +74 +3 +61 +10 +25 +26 +32 +83 +51 +97 +78 +67 +90 +37 +69 +16 +72 +70 +54 +13 +35 +21 +87 +6 +3 +17 +10 +2 +86 +25 +49 +100 +12 +92 +87 +90 +22 +13 +71 +4 +38 +21 +21 +32 +57 +26 +51 +62 +25 +10 +53 +48 +25 +82 +65 +21 +90 +21 +65 +76 +51 +12 +55 +83 +93 +7 +93 +91 +15 +8 +59 +37 +47 +83 +36 +77 +69 +96 +80 +10 +69 +87 +72 +55 +75 +30 +26 +91 +46 +92 +30 +6 +16 +64 +18 +78 +38 +54 +14 +98 +9 +84 +5 +7 +40 +51 +15 +95 +74 +65 +30 +65 +54 +26 +62 +76 +78 +75 +66 +96 +85 +18 +3 +68 +43 +37 +46 +3 +6 +76 +36 +5 +85 +46 +21 +33 +31 +57 +90 +58 +12 +89 +35 +31 +45 +82 +36 +50 +7 +7 +66 +69 +17 +37 +81 +50 +78 +40 +98 +47 +95 +85 +75 +51 +10 +91 +4 +52 +43 +88 +41 +15 +98 +21 +19 +39 +29 +57 +72 +72 +72 +56 +32 +51 +2 +41 +25 +100 +76 +92 +88 +40 +52 +65 +72 +5 +10 +96 +21 +38 +63 +57 +86 +30 +81 +71 +66 +21 +39 +41 +50 +11 +74 +11 +92 +79 +59 +50 +45 +61 +92 +68 +81 +64 +56 +10 +72 +21 +52 +8 +65 +84 +12 +32 +99 +74 +37 +23 +17 +41 +15 +98 +62 +39 +51 +42 +7 +44 +2 +93 +10 +94 +72 +10 +69 +1 +42 +70 +59 +82 +96 +71 +93 +52 +23 +43 +59 +92 +86 +2 +62 +30 +14 +60 +70 +16 +56 +64 +79 +47 +5 +42 +74 +66 +100 +34 +13 +32 +52 +11 +41 +30 +49 +99 +38 +21 +87 +98 +64 +1 +31 +14 +59 +51 +96 +80 +88 +54 +61 +51 +17 +3 +92 +35 +61 +17 +34 +52 +100 +42 +76 +96 +88 +53 +47 +44 +59 +63 +85 +8 +58 +73 +34 +68 +76 +61 +84 +23 +40 +36 +49 +52 +35 +31 +52 +86 +12 +88 +41 +99 +79 +40 +41 +95 +77 +51 +74 +26 +58 +33 +30 +19 +21 +95 +90 +36 +12 +15 +67 +32 +1 +97 +46 +47 +90 +38 +56 +20 +91 +92 +21 +97 +60 +35 +68 +65 +92 +42 +26 +48 +67 +9 +4 +23 +47 +80 +42 +37 +43 +96 +3 +22 +44 +88 +15 +40 +73 +80 +80 +5 +31 +86 +65 +37 +97 +11 +70 +70 +17 +29 +29 +69 +2 +42 +94 +23 +46 +84 +19 +88 +80 +60 +51 +50 +3 +46 +93 +74 +40 +96 +52 +100 +88 +6 +35 +11 +60 +78 +52 +100 +49 +93 +1 +58 +64 +19 +91 +42 +31 +3 +27 +48 +90 +53 +42 +39 +40 +13 +7 +1 +71 +94 +92 +50 +3 +68 +8 +26 +59 +50 +48 +57 +31 +14 +57 +91 +84 +32 +52 +48 +2 +85 +57 +98 +41 +5 +79 +30 +71 +7 +60 +88 +23 +49 +23 +53 +49 +46 +77 +81 +25 +79 +32 +46 +41 +16 +38 +76 +40 +19 +98 +45 +94 +12 +93 +37 +32 +44 +14 +80 +72 +70 +91 +52 +73 +2 +74 +45 +50 +69 +10 +76 +96 +50 +33 +86 +55 +87 +86 +17 +74 +50 +7 +12 +63 +10 +43 +27 +93 +76 +68 +79 +87 +63 +58 +40 +65 +12 +38 +78 +64 +71 +94 +23 +69 +67 +56 +77 +60 +67 +81 +2 +46 +17 +25 +90 +53 +63 +19 +27 +94 +71 +29 +36 +98 +99 +99 +49 +34 +67 +64 +71 +32 +32 +10 +10 +97 +9 +90 +68 +26 +18 +50 +51 +35 +19 +99 +49 +59 +98 +43 +56 +21 +20 +57 +8 +37 +56 +49 +81 +46 +66 +58 +62 +5 +80 +12 +92 +41 +69 +45 +58 +38 +89 +9 +13 +93 +77 +68 +31 +85 +56 +22 +13 +4 +44 +4 +37 +73 +44 +35 +70 +28 +37 +88 +69 +87 +28 +81 +20 +16 +60 +44 +56 +46 +62 +56 +20 +17 +6 +49 +34 +70 +4 +9 +47 +29 +90 +88 +1 +100 +63 +46 +1 +57 +44 +60 +37 +71 +57 +83 +93 +87 +99 +13 +88 +61 +21 +19 +94 +86 +21 +57 +100 +88 +38 +19 +48 +90 +72 +26 +99 +22 +84 +99 +3 +50 +86 +69 +13 +42 +62 +39 +82 +18 +62 +34 +55 +89 +75 +93 +61 +46 +18 +20 +10 +40 +38 +82 +98 +46 +30 +12 +90 +97 +73 +100 +6 +66 +61 +43 +32 +36 +82 +43 +98 +50 +70 +11 +2 +86 +69 +97 +16 +60 +8 +15 +76 +41 +19 +53 +78 +17 +99 +35 +97 +71 +69 +95 +17 +53 +32 +32 +70 +12 +49 +42 +81 +88 +92 +2 +8 +12 +77 +53 +14 +3 +12 +66 +58 +60 +64 +24 +68 +7 +47 +27 +37 +46 +92 +40 +14 +5 +94 +29 +33 +77 +74 +58 +78 +63 +13 +80 +36 +38 +68 +41 +71 +19 +81 +53 +66 +67 +49 +34 +51 +57 +10 +89 +31 +66 +49 +62 +17 +99 +58 +6 +87 +15 +4 +21 +77 +89 +91 +96 +80 +3 +99 +87 +26 +35 +100 +70 +71 +71 +21 +3 +76 +70 +26 +95 +4 +21 +60 +48 +76 +21 +88 +33 +92 +28 +68 +28 +79 +28 +31 +92 +12 +10 +63 +90 +11 +20 +48 +86 +74 +67 +51 +55 +58 +19 +31 +63 +61 +50 +78 +47 +30 +40 +87 +35 +39 +78 +61 +19 +12 +22 +66 +52 +54 +53 +35 +59 +53 +31 +100 +81 +54 +1 +83 +67 +41 +52 +36 +88 +62 +59 +95 +74 +69 +3 +78 +2 +7 +59 +45 +13 +20 +35 +39 +8 +28 +34 +5 +72 +11 +9 +78 +52 +42 +27 +6 +61 +83 +41 +95 +7 +66 +63 +73 +88 +66 +39 +26 +76 +90 +31 +6 +60 +92 +93 +45 +98 +74 +9 +62 +84 +55 +74 +66 +96 +54 +66 +12 +19 +17 +33 +36 +7 +2 +86 +99 +51 +43 +90 +67 +16 +67 +22 +5 +66 +50 +49 +46 +18 +95 +16 +19 +25 +40 +21 +22 +76 +24 +87 +72 +98 +50 +38 +93 +87 +81 +72 +86 +32 +70 +17 +65 +55 +6 +37 +9 +4 +24 +100 +3 +58 +48 +19 +12 +41 +11 +62 +42 +64 +28 +66 +51 +10 +52 +51 +68 +52 +21 +78 +10 +52 +33 +82 +64 +34 +67 +64 +78 +63 +84 +4 +86 +47 +20 +84 +32 +47 +62 +53 +20 +7 +67 +48 +61 +1 +91 +65 +73 +54 +51 +88 +44 +85 +5 +80 +32 +39 +44 +62 +82 +27 +100 +65 +83 +2 +19 +75 +68 +17 +28 +69 +27 +11 +73 +48 +86 +93 +34 +35 +95 +58 +17 +79 +49 +92 +82 +95 +37 +5 +48 +24 +16 +41 +1 +59 +8 +19 +52 +38 +28 +5 +70 +19 +44 +45 +91 +33 +91 +77 +23 +84 +28 +24 +43 +41 +86 +32 +45 +61 +33 +2 +74 +85 +62 +40 +97 +21 +71 +55 +7 +5 +56 +35 +82 +50 +7 +85 +97 +29 +59 +15 +55 +42 +42 +59 +22 +35 +25 +74 +42 +72 +93 +95 +5 +3 +12 +97 +63 +6 +94 +8 +2 +6 +95 +73 +74 +33 +28 +4 +87 +57 +39 +55 +40 +30 +21 +53 +30 +55 +70 +90 +39 +34 +91 +40 +32 +24 +63 +55 +85 +55 +8 +9 +18 +24 +70 +95 +5 +94 +51 +25 +62 +3 +89 +80 +73 +9 +99 +52 +37 +50 +44 +77 +96 +85 +23 +96 +48 +69 +73 +5 +5 +22 +64 +41 +90 +91 +8 +61 +99 +14 +67 +43 +93 +29 +2 +15 +38 +95 +13 +29 +51 +83 +75 +69 +57 +3 +5 +89 +54 +78 +73 +51 +3 +63 +42 +52 +35 +71 +52 +62 +82 +35 +3 +51 +95 +41 +33 +64 +58 +35 +18 +40 +47 +29 +23 +14 +43 +69 +74 +41 +68 +1 +70 +84 +4 +3 +11 +33 +37 +100 +10 +35 +28 +21 +51 +67 +28 +24 +76 +31 +49 +96 +23 +91 +20 +46 +57 +3 +75 +22 +87 +41 +55 +99 +54 +27 +61 +64 +50 +88 +70 +30 +24 +52 +40 +63 +79 +88 +1 +66 +27 +8 +21 +44 +21 +34 +61 +24 +84 +99 +57 +52 +94 +48 +2 +72 +47 +66 +63 +49 +74 +18 +92 +59 +4 +11 +96 +22 +94 +70 +52 +47 +53 +97 +86 +4 +37 +54 +43 +78 +4 +36 +67 +33 +29 +13 +86 +51 +76 +98 +87 +88 +76 +30 +23 +58 +18 +92 +83 +81 +23 +55 +38 +63 +58 +1 +79 +86 +13 +96 +88 +73 +64 +51 +53 +38 +77 +46 +38 +86 +45 +89 +4 +61 +89 +76 +67 +15 +90 +53 +1 +82 +13 +96 +30 +94 +37 +91 +63 +2 +21 +44 +50 +2 +40 +60 +89 +98 +29 +28 +1 +84 +30 +92 +86 +58 +16 +35 +72 +73 +29 +37 +100 +97 +34 +58 +35 +6 +8 +31 +80 +15 +90 +39 +97 +34 +79 +46 +27 +27 +100 +17 +80 +68 +87 +43 +5 +86 +37 +40 +56 +58 +22 +47 +18 +6 +18 +11 +43 +39 +24 +21 +69 +63 +14 +26 +93 +58 +60 +92 +16 +73 +67 +75 +26 +25 +75 +84 +3 +37 +70 +32 +64 +24 +75 +24 +51 +50 +23 +14 +61 +78 +78 +4 +64 +97 +15 +17 +93 +64 +23 +10 +14 +62 +99 +13 +86 +72 +74 +49 +49 +94 +15 +92 +75 +39 +24 +94 +38 +71 +52 +58 +45 +48 +8 +55 +28 +13 +99 +17 +81 +57 +70 +4 +72 +52 +96 +8 +81 +35 +88 +96 +86 +55 +37 +86 +56 +66 +75 +69 +16 +32 +82 +95 +49 +94 +85 +68 +79 +90 +47 +24 +46 +48 +4 +13 +25 +27 +65 +40 +61 +66 +18 +10 +12 +77 +88 +25 +59 +22 +19 +4 +61 +48 +46 +80 +16 +51 +81 +10 +84 +4 +40 +29 +31 +44 +35 +17 +80 +2 +3 +44 +57 +6 +24 +35 +43 +7 +19 +97 +97 +61 +55 +37 +100 +71 +85 +34 +33 +86 +19 +24 +31 +23 +33 +92 +20 +44 +46 +66 +69 +10 +61 +69 +23 +24 +62 +3 +63 +22 +25 +71 +81 +38 +71 +61 +3 +1 +52 +31 +25 +25 +83 +45 +25 +31 +93 +51 +57 +5 +79 +20 +61 +69 +75 +26 +83 +38 +47 +26 +94 +100 +80 +63 +37 +1 +65 +25 +86 +59 +18 +48 +58 +16 +60 +99 +11 +40 +30 +56 +100 +65 +76 +11 +89 +91 +5 +17 +97 +80 +5 +85 +28 +2 +35 +74 +66 +35 +83 +50 +8 +49 +69 +47 +4 +74 +1 +36 +26 +4 +60 +48 +52 +46 +89 +29 +10 +47 +64 +39 +35 +93 +17 +71 +56 +19 +88 +35 +21 +43 +67 +52 +67 +81 +92 +32 +53 +62 +4 +43 +62 +18 +62 +95 +58 +90 +1 +27 +81 +53 +16 +57 +90 +87 +73 +37 +57 +90 +49 +4 +62 +24 +18 +34 +80 +36 +34 +3 +11 +56 +46 +77 +31 +58 +97 +97 +56 +7 +16 +91 +81 +34 +90 +18 +64 +26 +27 +85 +97 +41 +96 +86 +22 +17 +84 +39 +9 +52 +49 +77 +63 +55 +28 +6 +41 +70 +7 +43 +58 +49 +34 +28 +53 +39 +39 +21 +36 +77 +78 +36 +32 +36 +54 +33 +2 +13 +31 +88 +99 +54 +50 +33 +42 +35 +32 +5 +4 +8 +50 +8 +16 +34 +38 +33 +63 +4 +24 +70 +85 +71 +70 +77 +18 +17 +43 +34 +35 +34 +53 +21 +45 +59 +50 +51 +4 +75 +12 +58 +4 +17 +75 +49 +63 +25 +72 +1 +83 +25 +14 +85 +70 +10 +39 +11 +4 +95 +81 +46 +25 +62 +9 +44 +28 +13 +49 +40 +1 +77 +53 +60 +78 +87 +42 +81 +12 +79 +49 +73 +24 +93 +41 +42 +70 +68 +33 +63 +41 +21 +36 +23 +50 +88 +37 +55 +73 +46 +32 +42 +30 +14 +8 +13 +32 +77 +37 +96 +82 +60 +55 +76 +62 +65 +78 +30 +67 +61 +91 +26 +12 +37 +54 +99 +7 +89 +53 +85 +12 +51 +55 +71 +8 +17 +69 +36 +2 +39 +92 +100 +17 +55 +7 +30 +62 +67 +65 +51 +36 +25 +98 +91 +11 +91 +77 +96 +2 +56 +75 +28 +75 +63 +77 +67 +82 +88 +43 +58 +48 +54 +32 +44 +69 +52 +80 +12 +87 +32 +48 +21 +78 +89 +37 +97 +42 +96 +42 +88 +72 +98 +60 +81 +49 +94 +25 +84 +8 +28 +19 +65 +86 +38 +43 +52 +22 +59 +44 +88 +67 +81 +86 +83 +80 +79 +20 +94 +62 +86 +46 +55 +87 +71 +31 +80 +73 +27 +78 +52 +65 +58 +95 +64 +79 +70 +96 +14 +66 +64 +94 +74 +73 +56 +66 +35 +44 +59 +90 +4 +57 +73 +29 +93 +31 +66 +96 +37 +50 +45 +12 +81 +70 +42 +5 +69 +14 +64 +15 +25 +76 +5 +35 +70 +96 +93 +6 +95 +78 +73 +97 +26 +75 +88 +69 +8 +18 +3 +98 +38 +38 +20 +58 +100 +6 +75 +8 +44 +53 +29 +7 +12 +2 +76 +93 +33 +74 +71 +11 +66 +56 +33 +41 +53 +73 +78 +2 +68 +6 +29 +81 +85 +59 +92 +54 +93 +50 +40 +21 +57 +21 +41 +34 +17 +30 +19 +20 +67 +44 +57 +18 +59 +8 +39 +41 +79 +80 +25 +22 +56 +74 +12 +74 +40 +21 +90 +31 +14 +22 +64 +15 +62 +86 +8 +62 +76 +71 +11 +38 +27 +37 +60 +88 +23 +84 +44 +5 +35 +13 +40 +34 +90 +62 +84 +55 +89 +44 +80 +17 +84 +55 +100 +97 +55 +80 +57 +9 +54 +83 +83 +88 +2 +46 +51 +10 +56 +12 +58 +5 +28 +23 +58 +55 +5 +3 +17 +59 +45 +80 +83 +45 +30 +7 +90 +5 +45 +70 +49 +100 +99 +3 +17 +71 +96 +65 +25 +71 +33 +77 +58 +24 +15 +3 +31 +7 +16 +56 +21 +43 +49 +84 +57 +28 +15 +64 +24 +39 +10 +22 +52 +44 +68 +22 +23 +33 +29 +60 +14 +47 +1 +30 +4 +94 +71 +32 +87 +35 +42 +63 +98 +71 +44 +88 +34 +77 +77 +64 +57 +51 +61 +34 +33 +52 +23 +40 +11 +58 +11 +25 +59 +65 +69 +91 +64 +61 +64 +76 +5 +70 +83 +44 +74 +27 +58 +63 +96 +69 +29 +19 +20 +11 +59 +57 +99 +6 +54 +78 +1 +41 +42 +46 +8 +82 +32 +72 +57 +11 +56 +12 +44 +8 +61 +4 +24 +50 +33 +55 +79 +53 +74 +27 +3 +99 +100 +38 +9 +60 +32 +7 +54 +99 +14 +17 +79 +61 +92 +44 +49 +67 +4 +93 +59 +62 +54 +77 +63 +67 +11 +60 +71 +15 +98 +9 +77 +55 +78 +32 +4 +60 +93 +45 +18 +12 +32 +69 +54 +44 +29 +42 +99 +26 +65 +88 +95 +41 +43 +70 +27 +75 +6 +17 +41 +30 +39 +98 +17 +33 +50 +96 +36 +99 +5 +99 +22 +7 +35 +55 +50 +89 +66 +47 +51 +92 +88 +99 +55 +31 +73 +76 +44 +71 +49 +98 +82 +58 +24 +29 +63 +27 +96 +70 +71 +21 +53 +45 +100 +81 +45 +41 +89 +79 +72 +77 +16 +13 +33 +35 +12 +65 +80 +8 +76 +81 +61 +26 +1 +70 +89 +35 +80 +84 +6 +38 +83 +98 +59 +61 +88 +49 +69 +21 +12 +20 +88 +8 +57 +24 +96 +41 +73 +100 +24 +12 +85 +14 +20 +72 +53 +99 +45 +5 +35 +37 +5 +40 +7 +85 +4 +67 +78 +23 +46 +3 +48 +24 +21 +58 +12 +11 +23 +20 +87 +48 +89 +59 +57 +36 +35 +28 +69 +33 +58 +17 +27 +50 +91 +10 +41 +51 +73 +35 +42 +19 +16 +26 +31 +21 +57 +72 +15 +83 +58 +84 +96 +38 +84 +53 +95 +18 +24 +32 +7 +98 +96 +40 +35 +42 +78 +96 +92 +37 +19 +57 +55 +56 +90 +92 +54 +16 +52 +72 +63 +98 +43 +23 +39 +6 +21 +3 +38 +66 +78 +10 +23 +56 +21 +85 +14 +40 +50 +5 +76 +39 +94 +83 +42 +23 +63 +70 +45 +3 +4 +63 +23 +52 +71 +12 +2 +20 +6 +20 +53 +13 +83 +67 +33 +10 +31 +1 +5 +60 +96 +21 +41 +95 +1 +21 +95 +4 +66 +68 +17 +18 +36 +80 +24 +86 +4 +56 +96 +97 +90 +31 +14 +58 +82 +30 +93 +94 +83 +80 +13 +85 +81 +49 +24 +29 +3 +64 +21 +68 +89 +71 +56 +5 +33 +31 +23 +49 +34 +87 +49 +85 +35 +96 +47 +94 +58 +95 +18 +46 +20 +54 +13 +60 +66 +49 +7 +21 +96 +16 +16 +69 +52 +84 +15 +92 +10 +59 +36 +92 +90 +97 +20 +89 +12 +62 +97 +62 +75 +76 +36 +98 +1 +58 +89 +41 +60 +2 +96 +14 +90 +2 +54 +4 +6 +19 +32 +56 +97 +12 +49 +10 +28 +63 +37 +53 +59 +96 +58 +13 +6 +41 +60 +34 +83 +6 +91 +87 +16 +40 +18 +67 +85 +61 +65 +33 +69 +94 +10 +20 +5 +98 +67 +22 +20 +62 +60 +9 +46 +95 +52 +18 +68 +74 +52 +11 +1 +7 +38 +40 +84 +47 +96 +15 +39 +98 +16 +87 +48 +45 +60 +16 +84 +55 +61 +52 +49 +44 +37 +94 +87 +6 +75 +19 +45 +79 +5 +15 +47 +47 +70 +1 +90 +11 +26 +43 +13 +93 +99 +8 +10 +50 +43 +71 +13 +62 +26 +69 +43 +57 +21 +96 +2 +36 +25 +10 +89 +94 +9 +75 +96 +43 +27 +21 +94 +1 +8 +80 +84 +28 +4 +10 +40 +28 +76 +90 +26 +6 +16 +80 +99 +27 +94 +71 +83 +65 +3 +18 +74 +11 +46 +58 +20 +97 +61 +43 +99 +90 +90 +26 +45 +32 +60 +62 +45 +77 +24 +92 +74 +52 +51 +94 +91 +93 +35 +66 +6 +84 +69 +39 +61 +36 +94 +78 +50 +5 +45 +79 +55 +62 +35 +16 +40 +47 +95 +50 +19 +87 +34 +8 +33 +16 +60 +76 +59 +49 +60 +83 +45 +2 +84 +29 +28 +33 +87 +30 +4 +75 +6 +47 +56 +81 +100 +42 +32 +52 +20 +42 +76 +17 +9 +71 +27 +86 +88 +1 +80 +51 +57 +37 +45 +10 +91 +31 +74 +18 +71 +19 +45 +6 +46 +20 +10 +20 +84 +18 +31 +44 +24 +16 +98 +92 +81 +7 +29 +60 +77 +89 +39 +76 +23 +55 +38 +18 +1 +39 +37 +55 +85 +55 +35 +41 +89 +96 +77 +51 +19 +71 +80 +80 +25 +13 +65 +92 +96 +62 +12 +67 +13 +13 +10 +98 +71 +85 +57 +27 +13 +26 +21 +63 +72 +35 +61 +74 +52 +48 +88 +56 +60 +51 +71 +15 +79 +19 +98 +52 +80 +96 +82 +78 +97 +57 +9 +35 +50 +42 +59 +60 +86 +68 +8 +95 +2 +72 +94 +11 +80 +74 +14 +63 +60 +71 +13 +87 +66 +16 +23 +63 +20 +99 +57 +8 +47 +31 +59 +57 +4 +82 +63 +5 +30 +21 +29 +68 +9 +39 +11 +13 +72 +6 +67 +22 +24 +73 +3 +31 +50 +79 +65 +70 +11 +14 +57 +21 +25 +29 +49 +15 +56 +59 +64 +48 +38 +32 +26 +67 +63 +100 +7 +50 +24 +1 +41 +89 +94 +77 +13 +18 +88 +18 +15 +85 +20 +74 +1 +65 +87 +21 +55 +40 +85 +23 +46 +74 +54 +32 +94 +51 +2 +27 +97 +43 +32 +80 +49 +68 +23 +92 +86 +31 +51 +38 +59 +78 +48 +71 +67 +9 +74 +63 +16 +75 +12 +23 +73 +86 +98 +89 +54 +81 +27 +49 +65 +68 +18 +32 +72 +99 +48 +59 +42 +87 +44 +26 +97 +41 +1 +1 +53 +86 +87 +80 +66 +87 +41 +48 +6 +75 +78 +87 +77 +70 +79 +74 +81 +62 +5 +27 +30 +10 +23 +28 +68 +86 +62 +91 +81 +52 +39 +73 +94 +11 +3 +87 +10 +42 +59 +9 +10 +83 +42 +51 +8 +61 +71 +79 +25 +26 +80 +63 +94 +78 +13 +61 +60 +27 +39 +30 +13 +100 +80 +7 +1 +43 +94 +39 +79 +42 +55 +19 +1 +97 +74 +5 +65 +40 +95 +86 +10 +97 +96 +19 +45 +4 +45 +70 +3 +41 +58 +11 +79 +51 +33 +85 +12 +25 +79 +70 +19 +88 +94 +49 +41 +36 +5 +78 +18 +93 +52 +89 +50 +62 +82 +96 +39 +76 +45 +47 +31 +28 +12 +87 +45 +32 +57 +31 +57 +37 +98 +96 +65 +10 +57 +62 +33 +27 +52 +11 +28 +77 +30 +9 +9 +45 +47 +99 +56 +82 +57 +91 +95 +50 +83 +55 +41 +59 +96 +18 +95 +38 +21 +58 +11 +23 +5 +95 +27 +30 +44 +25 +4 +36 +34 +18 +27 +37 +69 +1 +92 +38 +78 +64 +44 +72 +44 +72 +46 +67 +62 +31 +61 +50 +7 +26 +19 +99 +74 +82 +85 +68 +1 +62 +83 +96 +15 +39 +90 +87 +82 +79 +91 +2 +81 +82 +97 +10 +27 +19 +80 +75 +9 +97 +21 +4 +35 +78 +46 +28 +28 +42 +48 +97 +86 +90 +51 +81 +43 +89 +64 +24 +25 +98 +70 +33 +4 +31 +31 +82 +47 +95 +10 +51 +86 +61 +54 +57 +3 +41 +58 +41 +100 +60 +81 +79 +80 +78 +74 +6 +63 +59 +82 +67 +33 +22 +25 +5 +32 +56 +47 +81 +37 +71 +64 +33 +82 +83 +70 +96 +62 +41 +92 +44 +85 +87 +9 +61 +70 +37 +36 +89 +85 +49 +68 +37 +83 +92 +79 +90 +49 +85 +82 +56 +27 +58 +18 +15 +66 +87 +12 +56 +17 +51 +79 +30 +67 +2 +25 +54 +95 +21 +49 +36 +36 +95 +12 +66 +94 +98 +56 +96 +44 +54 +2 +88 +76 +25 +4 +41 +53 +23 +23 +89 +16 +22 +5 +97 +5 +9 +18 +7 +6 +41 +36 +97 +51 +43 +85 +38 +91 +89 +46 +98 +66 +77 +95 +51 +85 +18 +45 +30 +69 +41 +93 +57 +82 +61 +40 +7 +36 +23 +20 +31 +20 +13 +27 +20 +84 +23 +14 +64 +91 +74 +11 +31 +61 +50 +53 +19 +80 +48 +64 +49 +28 +82 +52 +24 +65 +100 +47 +71 +4 +51 +53 +2 +77 +13 +85 +80 +85 +78 +23 +95 +6 +21 +97 +11 +89 +52 +60 +22 +27 +59 +39 +6 +54 +76 +40 +92 +1 +20 +47 +11 +63 +42 +27 +53 +33 +37 +60 +73 +80 +89 +9 +38 +37 +2 +30 +89 +84 +48 +99 +8 +36 +5 +5 +89 +6 +30 +96 +22 +26 +38 +38 +96 +81 +38 +18 +56 +80 +26 +25 +52 +92 +47 +28 +90 +100 +40 +30 +27 +12 +23 +18 +53 +89 +90 +89 +68 +85 +65 +75 +5 +70 +28 +4 +49 +48 +33 +47 +16 +74 +1 +69 +74 +56 +14 +51 +18 +21 +64 +98 +35 +46 +20 +39 +98 +37 +96 +11 +100 +30 +61 +84 +7 +27 +78 +33 +94 +52 +65 +59 +25 +41 +14 +75 +100 +60 +45 +21 +79 +44 +46 +47 +23 +52 +73 +39 +26 +92 +80 +100 +100 +90 +56 +64 +89 +3 +5 +12 +1 +1 +68 +49 +50 +95 +16 +85 +47 +57 +45 +59 +29 +66 +5 +53 +18 +9 +18 +47 +15 +27 +77 +54 +81 +81 +79 +69 +51 +96 +93 +11 +3 +51 +94 +59 +27 +11 +14 +69 +77 +7 +57 +53 +6 +16 +59 +8 +40 +80 +20 +2 +50 +6 +76 +58 +41 +76 +68 +76 +42 +2 +3 +4 +95 +52 +85 +6 +61 +49 +59 +81 +33 +47 +11 +100 +23 +54 +13 +68 +19 +45 +35 +60 +24 +57 +81 +19 +19 +74 +40 +15 +54 +19 +97 +93 +28 +86 +58 +46 +32 +79 +75 +32 +13 +58 +32 +15 +20 +7 +53 +98 +63 +8 +89 +22 +15 +11 +77 +57 +8 +62 +74 +92 +71 +81 +33 +12 +79 +26 +35 +7 +63 +16 +6 +2 +93 +71 +95 +63 +44 +95 +64 +40 +56 +48 +12 +28 +89 +61 +30 +32 +67 +6 +42 +42 +69 +20 +63 +64 +51 +66 +80 +41 +48 +100 +69 +90 +19 +90 +3 +78 +49 +61 +23 +9 +79 +17 +93 +97 +9 +9 +12 +29 +16 +97 +5 +18 +80 +57 +79 +41 +4 +79 +30 +95 +66 +59 +72 +91 +29 +95 +63 +66 +27 +96 +1 +65 +49 +48 +38 +85 +42 +94 +40 +1 +17 +72 +75 +89 +58 +16 +85 +32 +59 +59 +58 +38 +34 +90 +74 +31 +51 +54 +23 +15 +58 +40 +98 +22 +16 +89 +42 +17 +36 +63 +69 +27 +48 +50 +5 +71 +60 +76 +63 +8 +100 +12 +51 +29 +99 +39 +70 +94 +86 +48 +59 +35 +41 +57 +96 +80 +40 +44 +57 +89 +37 +17 +20 +26 +4 +43 +70 +33 +40 +52 +95 +96 +89 +4 +69 +64 +66 +65 +71 +2 +90 +42 +58 +97 +49 +14 +46 +6 +72 +31 +94 +2 +68 +68 +15 +5 +10 +21 +15 +63 +62 +100 +42 +93 +41 +63 +75 +76 +33 +69 +60 +78 +49 +16 +57 +96 +72 +37 +45 +42 +47 +75 +25 +77 +85 +100 +84 +4 +8 +82 +45 +70 +19 +28 +49 +36 +48 +55 +69 +69 +64 +96 +38 +10 +27 +19 +98 +14 +18 +35 +74 +78 +72 +91 +84 +98 +49 +55 +12 +17 +60 +22 +29 +84 +54 +42 +57 +20 +91 +36 +93 +43 +91 +22 +47 +30 +36 +62 +82 +96 +90 +41 +9 +79 +35 +17 +47 +50 +78 +89 +23 +82 +15 +4 +83 +1 +23 +82 +72 +93 +68 +73 +78 +82 +72 +76 +76 +63 +7 +27 +78 +39 +75 +87 +90 +19 +40 +17 +78 +65 +27 +14 +84 +69 +33 +58 +95 +64 +22 +99 +39 +28 +3 +8 +97 +59 +29 +67 +30 +25 +25 +8 +87 +91 +26 +9 +100 +49 +45 +96 +93 +99 +24 +42 +61 +54 +89 +76 +98 +65 +24 +39 +99 +69 +53 +17 +74 +68 +51 +96 +47 +75 +91 +16 +53 +12 +6 +68 +19 +15 +89 +85 +93 +96 +33 +68 +75 +100 +100 +57 +30 +51 +86 +89 +26 +31 +16 +27 +40 +81 +91 +10 +41 +53 +72 +73 +18 +96 +50 +83 +11 +88 +94 +73 +48 +83 +97 +10 +8 +42 +87 +32 +29 +47 +45 +72 +20 +74 +24 +13 +47 +67 +87 +12 +33 +11 +50 +20 +38 +38 +80 +80 +27 +14 +42 +46 +2 +34 +21 +95 +9 +42 +78 +20 +44 +76 +83 +35 +64 +29 +93 +16 +25 +78 +100 +59 +14 +13 +55 +51 +65 +60 +40 +60 +2 +49 +42 +7 +77 +60 +64 +61 +51 +16 +38 +85 +95 +51 +52 +79 +27 +21 +47 +58 +16 +52 +72 +89 +1 +9 +91 +80 +22 +82 +35 +16 +65 +85 +29 +28 +82 +81 +90 +33 +23 +13 +88 +7 +96 +80 +89 +84 +24 +40 +35 +94 +62 +22 +40 +44 +12 +69 +98 +47 +19 +41 +70 +11 +36 +72 +83 +35 +41 +16 +23 +67 +52 +9 +17 +70 +42 +45 +21 +60 +94 +71 +44 +4 +28 +61 +72 +18 +72 +69 +70 +3 +68 +86 +25 +45 +28 +62 +89 +4 +64 +63 +47 +71 +75 +37 +46 +18 +87 +30 +74 +8 +57 +62 +38 +75 +60 +32 +40 +73 +93 +79 +52 +3 +92 +1 +96 +57 +41 +52 +90 +31 +61 +98 +41 +8 +92 +55 +36 +69 +31 +35 +56 +22 +11 +87 +11 +36 +2 +55 +3 +94 +39 +78 +72 +66 +66 +20 +97 +77 +58 +24 +74 +68 +16 +84 +91 +78 +42 +1 +100 +82 +31 +1 +21 +76 +7 +18 +8 +95 +3 +35 +86 +28 +36 +92 +62 +63 +79 +39 +66 +57 +19 +26 +92 +50 +33 +88 +73 +23 +5 +14 +45 +36 +53 +65 +81 +65 +97 +47 +97 +81 +69 +15 +68 +98 +41 +44 +88 +95 +31 +94 +71 +89 +96 +65 +66 +70 +87 +51 +74 +10 +18 +89 +8 +78 +48 +46 +76 +91 +15 +30 +10 +69 +93 +76 +89 +69 +22 +38 +6 +98 +61 +26 +75 +24 +51 +81 +42 +55 +58 +18 +82 +26 +73 +40 +69 +64 +85 +10 +18 +51 +44 +97 +82 +18 +81 +85 +15 +63 +92 +15 +3 +92 +81 +94 +42 +98 +97 +79 +39 +66 +3 +92 +15 +37 +27 +14 +65 +95 +49 +31 +58 +4 +18 +34 +49 +9 +44 +73 +53 +52 +55 +46 +78 +46 +66 +18 +66 +17 +26 +49 +38 +31 +89 +14 +77 +2 +17 +48 +51 +3 +17 +99 +38 +20 +28 +91 +76 +92 +94 +90 +3 +66 +15 +29 +21 +57 +96 +2 +88 +87 +29 +90 +11 +72 +57 +22 +29 +67 +73 +29 +81 +83 +34 +68 +2 +28 +87 +77 +7 +23 +94 +23 +16 +71 +54 +83 +45 +32 +53 +80 +88 +3 +38 +77 +8 +87 +45 +1 +50 +39 +51 +8 +21 +60 +57 +85 +19 +79 +84 +68 +58 +85 +31 +36 +76 +49 +64 +17 +1 +57 +73 +16 +32 +14 +18 +70 +17 +25 +22 +82 +52 +67 +82 +37 +66 +91 +60 +62 +3 +92 +18 +93 +94 +8 +8 +60 +41 +78 +47 +15 +1 +22 +1 +33 +20 +8 +80 +97 +82 +82 +25 +36 +13 +98 +78 +76 +99 +67 +76 +100 +52 +42 +83 +92 +74 +71 +41 +30 +98 +50 +28 +95 +10 +7 +82 +72 +30 +3 +28 +82 +95 +19 +24 +68 +79 +91 +97 +29 +95 +82 +45 +80 +85 +7 +41 +25 +30 +4 +100 +19 +57 +82 +28 +22 +53 +53 +83 +29 +22 +2 +51 +75 +95 +88 +64 +13 +45 +57 +61 +26 +10 +71 +6 +42 +61 +51 +20 +86 +74 +54 +97 +63 +58 +56 +62 +79 +44 +48 +64 +88 +87 +65 +1 +96 +90 +95 +24 +75 +16 +66 +83 +65 +63 +23 +64 +59 +53 +63 +71 +63 +3 +27 +93 +91 +78 +89 +45 +72 +17 +73 +63 +47 +66 +71 +100 +53 +44 +18 +88 +42 +80 +32 +60 +8 +66 +41 +13 +79 +78 +19 +34 +13 +15 +7 +87 +15 +22 +18 +56 +95 +78 +100 +27 +98 +74 +66 +63 +73 +36 +79 +63 +87 +33 +64 +13 +59 +43 +97 +89 +3 +5 +16 +95 +61 +72 +93 +3 +15 +32 +89 +16 +75 +34 +11 +60 +84 +64 +48 +63 +70 +33 +22 +37 +29 +96 +56 +64 +77 +64 +48 +22 +49 +54 +69 +27 +45 +12 +25 +44 +8 +31 +99 +32 +83 +41 +81 +12 +44 +85 +99 +92 +50 +87 +15 +73 +28 +6 +5 +98 +92 +70 +16 +17 +67 +36 +53 +74 +59 +72 +94 +12 +9 +24 +37 +92 +36 +92 +42 +90 +79 +67 +78 +51 +99 +70 +4 +45 +32 +99 +99 +27 +90 +33 +2 +92 +42 +63 +86 +39 +55 +69 +69 +93 +35 +86 +89 +44 +41 +6 +93 +43 +62 +15 +35 +3 +87 +20 +98 +10 +19 +28 +97 +83 +61 +91 +59 +96 +4 +98 +87 +14 +28 +100 +98 +62 +88 +41 +9 +90 +38 +55 +91 +9 +32 +25 +9 +61 +5 +42 +18 +37 +83 +34 +73 +6 +1 +55 +66 +11 +48 +61 +2 +51 +49 +1 +48 +50 +39 +46 +66 +81 +59 +97 +20 +4 +92 +20 +95 +37 +7 +92 +8 +96 +35 +34 +63 +33 +9 +14 +41 +19 +82 +52 +48 +8 +9 +84 +37 +37 +84 +16 +98 +68 +40 +33 +17 +48 +57 +90 +62 +77 +73 +63 +45 +78 +94 +80 +37 +15 +1 +70 +42 +70 +49 +40 +9 +87 +91 +59 +53 +94 +69 +40 +96 +39 +69 +75 +21 +69 +92 +64 +33 +79 +49 +84 +59 +55 +90 +92 +62 +3 +87 +75 +96 +34 +88 +57 +9 +2 +24 +13 +80 +81 +99 +18 +15 +22 +52 +76 +79 +48 +86 +52 +23 +36 +56 +67 +7 +25 +60 +40 +23 +22 +38 +43 +78 +10 +64 +20 +76 +93 +56 +54 +60 +22 +47 +19 +7 +35 +20 +50 +85 +76 +17 +56 +39 +35 +37 +43 +28 +87 +13 +19 +74 +43 +56 +33 +34 +78 +1 +39 +67 +22 +79 +94 +45 +10 +87 +3 +51 +76 +93 +23 +43 +91 +76 +30 +84 +56 +92 +64 +94 +70 +38 +95 +23 +96 +71 +93 +48 +6 +57 +12 +100 +41 +83 +56 +16 +82 +24 +38 +97 +5 +2 +32 +47 +70 +64 +75 +29 +32 +50 +28 +73 +11 +52 +36 +13 +100 +10 +19 +90 +14 +100 +77 +34 +31 +16 +95 +40 +96 +67 +95 +59 +8 +58 +49 +73 +96 +77 +82 +26 +32 +3 +3 +49 +48 +48 +90 +45 +28 +93 +55 +94 +17 +1 +9 +72 +79 +63 +95 +21 +95 +39 +91 +82 +34 +88 +2 +5 +26 +27 +53 +98 +4 +47 +21 +69 +94 +8 +72 +7 +28 +48 +85 +73 +40 +3 +72 +6 +73 +19 +6 +64 +78 +62 +1 +2 +38 +33 +41 +69 +75 +87 +73 +86 +12 +3 +23 +7 +68 +59 +17 +54 +21 +52 +93 +58 +19 +98 +58 +37 +62 +11 +27 +47 +7 +21 +20 +89 +23 +49 +32 +15 +50 +7 +58 +80 +11 +98 +69 +89 +56 +18 +38 +27 +82 +87 +11 +14 +70 +55 +48 +32 +99 +80 +99 +4 +35 +6 +90 +8 +52 +69 +84 +31 +18 +88 +82 +56 +68 +98 +17 +23 +80 +79 +69 +18 +32 +95 +14 +97 +47 +18 +96 +4 +7 +24 +53 +74 +49 +74 +75 +56 +84 +75 +98 +69 +69 +72 +36 +81 +25 +71 +38 +75 +47 +86 +26 +48 +87 +24 +40 +94 +88 +42 +99 +100 +64 +91 +37 +6 +24 +40 +1 +93 +79 +72 +71 +19 +16 +67 +82 +64 +54 +2 +5 +28 +39 +40 +62 +34 +74 +86 +9 +48 +98 +92 +7 +76 +53 +43 +76 +78 +1 +56 +98 +33 +35 +94 +6 +73 +67 +52 +43 +55 +76 +94 +53 +55 +40 +71 +4 +36 +67 +77 +76 +58 +90 +9 +79 +72 +44 +7 +57 +22 +87 +57 +11 +44 +13 +65 +37 +19 +14 +32 +32 +73 +15 +92 +7 +73 +19 +96 +90 +32 +31 +52 +81 +23 +65 +23 +60 +89 +43 +98 +59 +28 +31 +100 +83 +65 +59 +43 +74 +91 +14 +70 +34 +89 +3 +96 +9 +39 +81 +9 +81 +39 +81 +20 +100 +45 +18 +40 +28 +90 +35 +34 +88 +41 +41 +39 +4 +94 +22 +32 +88 +4 +12 +29 +68 +17 +88 +42 +94 +85 +70 +65 +4 +80 +43 +65 +48 +65 +50 +11 +96 +92 +41 +81 +49 +94 +90 +63 +86 +41 +94 +10 +74 +36 +70 +62 +27 +6 +45 +80 +27 +95 +62 +23 +32 +30 +17 +67 +74 +50 +78 +64 +5 +33 +10 +8 +99 +78 +19 +48 +94 +18 +88 +46 +10 +40 +4 +7 +98 +1 +19 +65 +71 +25 +79 +17 +4 +66 +75 +90 +46 +44 +14 +55 +91 +42 +70 +36 +31 +57 +10 +74 +82 +42 +81 +66 +3 +4 +10 +99 +11 +16 +59 +27 +63 +79 +74 +98 +23 +96 +94 +16 +49 +44 +5 +30 +33 +29 +51 +69 +1 +62 +95 +74 +46 +72 +98 +12 +67 +49 +79 +79 +64 +49 +10 +34 +91 +100 +35 +71 +81 +67 +48 +86 +37 +56 +88 +7 +22 +98 +26 +35 +16 +66 +83 +78 +65 +60 +20 +18 +77 +20 +24 +24 +41 +4 +63 +63 +38 +9 +16 +68 +89 +61 +27 +4 +43 +21 +47 +14 +52 +65 +3 +65 +6 +89 +36 +25 +17 +25 +30 +89 +85 +13 +64 +97 +79 +62 +37 +49 +31 +21 +60 +56 +72 +100 +7 +38 +30 +79 +4 +75 +79 +92 +91 +94 +81 +90 +79 +95 +1 +12 +42 +68 +35 +99 +70 +13 +72 +18 +29 +7 +23 +68 +4 +69 +35 +47 +91 +50 +7 +48 +74 +24 +10 +13 +99 +36 +53 +44 +52 +23 +46 +26 +36 +92 +70 +30 +51 +57 +82 +60 +86 +94 +90 +61 +77 +64 +61 +65 +19 +67 +70 +16 +75 +45 +45 +98 +68 +73 +20 +47 +88 +48 +4 +1 +58 +14 +82 +100 +75 +63 +15 +9 +34 +63 +82 +14 +59 +15 +34 +69 +63 +54 +86 +43 +60 +92 +12 +92 +1 +70 +59 +64 +100 +4 +85 +97 +97 +96 +71 +57 +82 +96 +7 +98 +25 +78 +78 +31 +97 +100 +98 +94 +49 +87 +44 +92 +64 +99 +94 +14 +40 +99 +7 +76 +96 +32 +91 +3 +70 +20 +71 +75 +38 +39 +45 +79 +5 +39 +29 +87 +12 +34 +53 +5 +87 +48 +27 +82 +89 +72 +38 +86 +50 +56 +97 +36 +27 +85 +22 +72 +26 +52 +31 +30 +89 +6 +4 +38 +88 +84 +15 +97 +91 +51 +42 +46 +44 +100 +60 +24 +10 +29 +12 +88 +88 +79 +22 +29 +67 +44 +47 +36 +27 +29 +28 +79 +79 +71 +29 +56 +99 +72 +55 +8 +51 +39 +59 +79 +75 +99 +17 +47 +89 +11 +2 +1 +23 +4 +92 +79 +68 +81 +86 +26 +25 +73 +5 +15 +100 +29 +20 +62 +41 +41 +71 +6 +3 +14 +94 +2 +10 +46 +29 +4 +97 +78 +7 +65 +87 +78 +18 +11 +30 +5 +52 +75 +89 +67 +3 +62 +30 +66 +67 +48 +77 +78 +4 +72 +66 +96 +62 +73 +7 +98 +8 +39 +97 +71 +36 +93 +63 +97 +52 +59 +39 +12 +88 +99 +92 +31 +32 +30 +62 +83 +74 +49 +77 +64 +56 +84 +77 +90 +78 +70 +58 +77 +74 +5 +88 +84 +29 +43 +68 +17 +24 +30 +54 +100 +69 +71 +81 +43 +2 +19 +73 +36 +47 +61 +22 +72 +32 +99 +72 +12 +23 +15 +64 +96 +22 +96 +87 +24 +73 +46 +96 +42 +92 +17 +42 +35 +20 +95 +94 +95 +61 +50 +54 +39 +27 +19 +82 +20 +67 +82 +79 +54 +18 +33 +77 +4 +2 +40 +43 +14 +69 +79 +26 +49 +2 +52 +43 +73 +10 +86 +27 +45 +98 +24 +67 +100 +10 +22 +79 +93 +98 +76 +46 +92 +16 +49 +4 +61 +69 +20 +42 +33 +99 +29 +30 +58 +27 +81 +12 +54 +50 +91 +17 +88 +98 +67 +11 +93 +44 +54 +17 +94 +31 +36 +39 +10 +50 +14 +64 +86 +41 +92 +35 +22 +4 +70 +43 +63 +71 +61 +70 +91 +64 +38 +23 +71 +82 +55 +13 +84 +31 +55 +71 +10 +33 +19 +37 +27 +20 +71 +47 +73 +13 +78 +7 +92 +74 +42 +90 +22 +34 +59 +80 +38 +58 +11 +69 +69 +68 +47 +40 +1 +91 +67 +9 +8 +74 +56 +84 +95 +11 +4 +95 +14 +16 +9 +65 +23 +71 +100 +30 +33 +16 +43 +5 +42 +85 +54 +62 +68 +61 +72 +40 +3 +54 +1 +21 +13 +74 +55 +38 +43 +41 +61 +26 +9 +70 +21 +2 +93 +65 +32 +35 +3 +20 +76 +8 +81 +22 +32 +22 +43 +27 +98 +58 +88 +23 +36 +78 +21 +59 +52 +49 +49 +67 +40 +45 +3 +81 +60 +60 +54 +61 +33 +68 +10 +37 +81 +74 +30 +55 +26 +48 +100 +5 +23 +19 +84 +25 +71 +28 +74 +81 +34 +94 +42 +67 +31 +16 +1 +5 +76 +35 +29 +23 +26 +41 +36 +83 +44 +8 +39 +88 +30 +64 +72 +57 +76 +62 +34 +64 +89 +97 +72 +95 +14 +19 +35 +56 +31 +12 +24 +60 +94 +52 +32 +75 +95 +26 +58 +76 +83 +21 +80 +2 +6 +52 +85 +93 +10 +39 +33 +76 +21 +10 +23 +85 +75 +77 +55 +77 +36 +64 +88 +5 +9 +28 +24 +44 +98 +53 +60 +2 +72 +35 +25 +71 +18 +37 +20 +37 +33 +14 +49 +66 +73 +17 +94 +41 +26 +1 +38 +82 +67 +30 +67 +56 +48 +48 +85 +76 +77 +97 +30 +13 +77 +76 +52 +91 +51 +12 +86 +22 +26 +15 +2 +6 +81 +99 +12 +42 +59 +81 +37 +85 +73 +77 +8 +45 +80 +57 +2 +93 +69 +93 +80 +68 +62 +83 +21 +23 +83 +40 +88 +64 +3 +57 +16 +56 +50 +29 +59 +15 +76 +95 +32 +60 +95 +68 +56 +60 +33 +83 +5 +93 +78 +62 +47 +45 +12 +100 +59 +4 +6 +29 +5 +21 +10 +35 +31 +88 +40 +86 +18 +78 +83 +86 +4 +83 +46 +65 +4 +61 +38 +75 +88 +13 +58 +38 +79 +13 +30 +94 +20 +28 +21 +50 +70 +18 +47 +69 +74 +54 +92 +91 +58 +98 +38 +83 +34 +72 +39 +2 +11 +93 +46 +15 +28 +85 +31 +30 +37 +94 +74 +53 +89 +16 +88 +39 +71 +97 +15 +58 +23 +49 +58 +16 +74 +60 +12 +81 +60 +13 +46 +50 +99 +2 +95 +78 +100 +90 +79 +49 +75 +73 +41 +20 +73 +68 +44 +55 +85 +29 +30 +32 +76 +8 +67 +80 +77 +68 +15 +27 +64 +83 +82 +29 +55 +5 +79 +34 +32 +86 +10 +85 +65 +1 +68 +28 +78 +83 +12 +42 +48 +55 +15 +90 +71 +4 +57 +33 +97 +99 +46 +64 +45 +2 +52 +68 +62 +25 +94 +82 +14 +68 +39 +96 +46 +87 +80 +27 +8 +54 +11 +46 +39 +36 +3 +44 +79 +16 +88 +93 +89 +89 +99 +54 +38 +84 +29 +48 +74 +97 +88 +49 +62 +94 +66 +59 +35 +26 +77 +27 +54 +70 +40 +39 +99 +70 +98 +23 +15 +70 +47 +49 +53 +5 +24 +84 +13 +9 +18 +31 +9 +84 +100 +62 +29 +8 +58 +34 +94 +8 +62 +44 +47 +6 +12 +29 +12 +100 +42 +14 +83 +30 +65 +98 +7 +75 +89 +86 +98 +27 +86 +44 +100 +47 +93 +12 +20 +43 +33 +48 +93 +18 +42 +17 +71 +77 +90 +5 +82 +18 +81 +12 +11 +96 +46 +27 +23 +13 +3 +21 +79 +38 +100 +48 +35 +5 +14 +12 +60 +100 +77 +41 +62 +72 +33 +95 +21 +86 +28 +40 +16 +46 +91 +48 +5 +27 +50 +86 +5 +30 +86 +64 +10 +33 +66 +18 +28 +38 +18 +9 +43 +44 +42 +15 +82 +99 +99 +7 +61 +54 +73 +63 +88 +47 +61 +22 +68 +50 +40 +47 +4 +40 +71 +4 +93 +66 +20 +65 +22 +41 +74 +15 +69 +3 +48 +86 +61 +94 +92 +9 +10 +23 +68 +15 +21 +58 +94 +85 +33 +27 +74 +42 +8 +13 +17 +44 +56 +58 +74 +83 +61 +92 +47 +12 +8 +93 +32 +38 +2 +27 +16 +54 +59 +23 +79 +10 +47 +54 +49 +62 +48 +13 +75 +14 +47 +31 +95 +47 +65 +18 +100 +31 +38 +26 +81 +69 +99 +30 +10 +74 +76 +41 +93 +68 +2 +73 +92 +53 +64 +26 +58 +96 +48 +50 +52 +62 +91 +21 +2 +46 +9 +10 +79 +44 +69 +30 +22 +71 +18 +11 +80 +52 +87 +46 +46 +76 +82 +15 +63 +21 +9 +48 +46 +31 +32 +65 +56 +84 +95 +65 +25 +84 +42 +80 +57 +2 +40 +51 +56 +73 +32 +67 +87 +76 +20 +56 +26 +6 +33 +3 +27 +71 +31 +46 +48 +49 +37 +32 +4 +2 +94 +42 +96 +80 +50 +37 +72 +85 +9 +88 +28 +14 +73 +24 +37 +6 +53 +32 +17 +85 +82 +31 +68 +79 +22 +47 +87 +99 +77 +50 +45 +23 +26 +74 +5 +93 +96 +86 +93 +91 +89 +77 +30 +44 +72 +44 +60 +20 +24 +53 +64 +85 +14 +57 +42 +29 +81 +84 +63 +39 +25 +45 +9 +73 +23 +48 +23 +50 +85 +15 +19 +25 +8 +81 +94 +77 +33 +42 +88 +43 +30 +88 +92 +43 +9 +9 +12 +54 +39 +44 +26 +34 +82 +19 +30 +6 +18 +58 +50 +76 +18 +38 +71 +1 +98 +81 +38 +81 +40 +30 +19 +30 +50 +16 +75 +73 +98 +28 +54 +1 +96 +53 +95 +30 +3 +87 +51 +55 +29 +53 +92 +87 +4 +84 +90 +6 +12 +61 +88 +21 +64 +85 +2 +23 +57 +38 +87 +75 +59 +81 +2 +40 +57 +32 +77 +29 +45 +12 +77 +86 +44 +33 +95 +89 +34 +16 +79 +1 +37 +32 +37 +84 +92 +2 +65 +74 +64 +60 +27 +45 +9 +90 +97 +32 +85 +84 +72 +48 +32 +97 +44 +12 +5 +26 +3 +47 +69 +45 +76 +46 +82 +14 +46 +6 +20 +71 +32 +45 +5 +20 +85 +97 +72 +75 +44 +87 +36 +47 +6 +65 +97 +44 +30 +13 +56 +96 +38 +100 +61 +40 +89 +60 +75 +91 +98 +38 +41 +75 +12 +78 +5 +19 +10 +60 +4 +46 +77 +20 +96 +73 +66 +64 +17 +78 +10 +58 +95 +75 +76 +34 +46 +89 +11 +5 +12 +66 +32 +12 +20 +66 +83 +20 +45 +97 +72 +92 +24 +58 +72 +47 +3 +3 +2 +62 +96 +31 +45 +20 +10 +31 +72 +12 +62 +20 +97 +98 +85 +94 +71 +33 +16 +37 +73 +41 +46 +98 +34 +7 +80 +12 +31 +64 +30 +27 +37 +78 +2 +32 +37 +93 +15 +12 +45 +97 +58 +87 +26 +69 +95 +81 +1 +15 +39 +76 +61 +16 +13 +46 +35 +93 +33 +19 +63 +87 +49 +23 +26 +69 +11 +41 +61 +60 +94 +98 +57 +83 +58 +50 +10 +69 +97 +86 +6 +72 +31 +27 +86 +77 +20 +49 +21 +75 +95 +70 +81 +92 +13 +48 +11 +38 +39 +87 +12 +39 +6 +50 +56 +52 +53 +84 +2 +84 +48 +30 +16 +76 +47 +49 +17 +33 +98 +94 +47 +60 +8 +9 +21 +84 +49 +92 +16 +88 +79 +22 +68 +3 +19 +41 +66 +31 +49 +49 +61 +30 +75 +62 +88 +21 +97 +86 +6 +84 +73 +43 +23 +4 +79 +6 +65 +21 +63 +71 +21 +45 +80 +60 +52 +73 +40 +78 +12 +96 +28 +52 +96 +47 +20 +86 +29 +16 +55 +100 +43 +11 +19 +11 +1 +77 +23 +67 +87 +40 +67 +57 +36 +95 +73 +34 +36 +18 +7 +87 +86 +69 +22 +10 +76 +4 +13 +81 +1 +2 +11 +13 +28 +29 +2 +59 +51 +14 +66 +5 +96 +35 +10 +26 +80 +45 +53 +6 +10 +85 +55 +4 +51 +26 +16 +5 +12 +46 +2 +20 +90 +1 +24 +22 +18 +74 +78 +23 +98 +62 +26 +18 +54 +97 +13 +25 +73 +54 +43 +24 +4 +50 +7 +69 +90 +78 +17 +5 +62 +71 +28 +81 +39 +58 +92 +93 +98 +13 +32 +83 +49 +78 +5 +82 +76 +27 +40 +71 +42 +28 +29 +85 +57 +99 +71 +78 +41 +86 +93 +80 +57 +61 +78 +77 +78 +86 +67 +11 +73 +57 +79 +42 +2 +10 +92 +81 +59 +67 +13 +69 +65 +63 +73 +46 +48 +49 +53 +78 +85 +26 +64 +37 +50 +39 +70 +82 +9 +31 +37 +36 +81 +83 +92 +70 +70 +70 +88 +59 +41 +56 +63 +47 +85 +29 +31 +33 +47 +67 +85 +97 +99 +4 +55 +79 +76 +6 +98 +66 +23 +61 +70 +12 +6 +55 +91 +30 +51 +48 +20 +41 +81 +13 +24 +57 +90 +6 +11 +33 +27 +84 +82 +32 +63 +42 +15 +18 +33 +50 +65 +16 +92 +85 +25 +38 +89 +9 +75 +91 +79 +79 +69 +94 +32 +81 +3 +1 +28 +66 +69 +17 +24 +36 +100 +21 +70 +23 +100 +57 +85 +2 +95 +70 +59 +49 +65 +86 +18 +10 +57 +55 +39 +26 +24 +96 +14 +89 +89 +38 +61 +44 +50 +29 +7 +41 +96 +33 +62 +18 +62 +37 +58 +10 +32 +75 +74 +33 +25 +5 +76 +26 +41 +56 +79 +30 +56 +5 +42 +98 +3 +32 +41 +72 +17 +72 +27 +95 +34 +35 +45 +100 +3 +89 +11 +92 +75 +17 +67 +33 +61 +64 +4 +82 +28 +16 +92 +83 +71 +68 +59 +67 +3 +95 +20 +75 +21 +63 +8 +75 +76 +39 +32 +25 +83 +54 +11 +81 +3 +35 +11 +81 +46 +10 +49 +99 +18 +70 +9 +81 +85 +92 +47 +12 +51 +8 +95 +12 +24 +93 +41 +96 +33 +44 +77 +40 +77 +78 +22 +61 +91 +70 +100 +76 +34 +100 +11 +46 +89 +59 +68 +19 +45 +63 +84 +39 +55 +54 +81 +7 +59 +100 +53 +46 +77 +22 +59 +62 +52 +40 +88 +46 +79 +71 +13 +8 +67 +53 +57 +33 +19 +54 +79 +26 +59 +13 +75 +92 +5 +54 +76 +85 +49 +12 +33 +30 +12 +9 +86 +37 +30 +10 +31 +45 +81 +28 +94 +45 +95 +54 +50 +60 +13 +51 +63 +35 +10 +88 +25 +33 +36 +65 +68 +3 +23 +26 +11 +2 +4 +93 +27 +47 +62 +61 +44 +69 +41 +88 +20 +17 +96 +7 +63 +45 +85 +39 +88 +26 +69 +58 +51 +3 +73 +98 +81 +91 +77 +29 +1 +22 +42 +68 +53 +71 +25 +66 +5 +63 +53 +63 +99 +93 +30 +67 +91 +100 +4 +63 +59 +34 +41 +73 +54 +71 +16 +5 +47 +65 +47 +33 +84 +24 +92 +22 +41 +44 +49 +98 +10 +27 +24 +97 +55 +48 +52 +50 +79 +52 +5 +36 +55 +20 +59 +97 +53 +43 +72 +3 +40 +21 +95 +21 +52 +6 +62 +72 +47 +53 +51 +74 +22 +16 +75 +30 +51 +45 +28 +10 +98 +49 +66 +83 +59 +95 +58 +95 +30 +71 +12 +90 +43 +2 +68 +74 +71 +49 +77 +63 +81 +45 +44 +88 +15 +25 +3 +9 +33 +9 +95 +11 +54 +40 +66 +49 +14 +19 +89 +39 +28 +81 +33 +47 +69 +7 +95 +90 +63 +48 +88 +61 +82 +66 +13 +15 +10 +57 +19 +1 +80 +54 +52 +45 +47 +75 +15 +73 +7 +77 +33 +55 +28 +55 +92 +78 +51 +41 +12 +7 +58 +74 +25 +8 +31 +89 +7 +65 +77 +70 +37 +59 +21 +80 +77 +10 +49 +83 +89 +35 +41 +68 +53 +74 +65 +47 +17 +91 +5 +96 +40 +55 +4 +75 +68 +4 +18 +61 +34 +29 +66 +39 +61 +4 +76 +60 +18 +42 +24 +87 +61 +60 +5 +11 +65 +17 +81 +77 +24 +84 +89 +54 +80 +46 +32 +28 +93 +70 +68 +30 +55 +69 +15 +1 +58 +61 +88 +80 +60 +42 +92 +52 +46 +89 +22 +60 +46 +88 +91 +95 +65 +62 +85 +77 +84 +59 +41 +60 +38 +84 +76 +7 +22 +86 +32 +92 +96 +9 +6 +23 +77 +76 +19 +26 +31 +6 +11 +89 +11 +62 +26 +36 +26 +33 +18 +81 +32 +39 +69 +21 +94 +38 +80 +38 +19 +19 +58 +98 +81 +60 +50 +24 +30 +40 +23 +13 +53 +72 +92 +82 +64 +20 +22 +48 +94 +70 +55 +19 +96 +35 +69 +79 +92 +71 +46 +38 +72 +80 +60 +1 +6 +86 +72 +15 +47 +99 +71 +98 +12 +29 +14 +82 +31 +44 +50 +61 +17 +98 +47 +4 +26 +28 +51 +35 +75 +61 +70 +25 +95 +92 +7 +81 +60 +7 +55 +26 +89 +29 +37 +35 +18 +72 +43 +77 +48 +19 +60 +59 +96 +89 +91 +58 +41 +56 +71 +61 +98 +11 +81 +89 +46 +31 +22 +20 +69 +84 +22 +79 +64 +41 +38 +91 +66 +40 +36 +62 +66 +83 +60 +5 +60 +12 +70 +38 +33 +58 +27 +52 +16 +64 +38 +7 +29 +84 +23 +71 +15 +26 +11 +90 +37 +69 +24 +26 +42 +55 +34 +4 +77 +92 +43 +70 +21 +57 +90 +43 +44 +44 +77 +58 +71 +98 +13 +47 +86 +28 +74 +25 +72 +99 +70 +99 +76 +60 +43 +58 +68 +42 +52 +30 +45 +26 +9 +27 +55 +80 +67 +8 +5 +90 +100 +72 +61 +23 +24 +13 +5 +15 +18 +80 +48 +98 +100 +13 +61 +39 +15 +77 +23 +13 +9 +63 +10 +98 +37 +69 +87 +1 +84 +73 +79 +54 +79 +55 +92 +68 +17 +6 +66 +55 +20 +48 +90 +100 +58 +83 +99 +4 +53 +81 +51 +95 +87 +76 +62 +10 +32 +36 +59 +44 +55 +68 +23 +56 +26 +26 +65 +59 +82 +95 +27 +36 +28 +18 +79 +52 +65 +56 +68 +100 +87 +32 +67 +13 +13 +88 +93 +14 +58 +19 +8 +65 +36 +83 +45 +13 +3 +99 +78 +37 +47 +55 +92 +71 +45 +60 +72 +90 +61 +61 +34 +4 +82 +16 +69 +88 +41 +61 +32 +59 +94 +15 +28 +4 +15 +90 +35 +78 +55 +60 +73 +43 +31 +63 +9 +46 +86 +2 +76 +3 +75 +94 +20 +66 +64 +73 +61 +24 +59 +6 +12 +100 +32 +56 +29 +83 +91 +24 +69 +97 +54 +19 +14 +50 +22 +82 +46 +48 +35 +16 +42 +90 +75 +32 +9 +58 +6 +56 +98 +67 +72 +100 +31 +14 +4 +81 +1 +79 +63 +25 +24 +29 +73 +68 +63 +68 +62 +37 +21 +17 +83 +97 +79 +18 +73 +4 +19 +72 +52 +18 +71 +76 +30 +14 +47 +6 +23 +37 +30 +52 +86 +35 +45 +53 +93 +69 +6 +77 +20 +15 +5 +35 +27 +52 +100 +73 +36 +3 +25 +41 +65 +79 +94 +4 +4 +48 +31 +24 +22 +6 +12 +84 +34 +89 +72 +96 +24 +85 +19 +5 +50 +80 +11 +67 +28 +84 +59 +78 +42 +58 +8 +1 +17 +68 +96 +39 +7 +63 +14 +9 +71 +73 +40 +52 +96 +36 +99 +10 +52 +71 +57 +99 +63 +17 +11 +40 +21 +63 +24 +26 +81 +64 +11 +94 +32 +50 +20 +52 +13 +92 +99 +31 +9 +73 +49 +52 +94 +25 +64 +86 +43 +25 +18 +45 +96 +54 +4 +5 +37 +57 +24 +3 +48 +82 +83 +100 +40 +100 +94 +97 +45 +66 +65 +88 +76 +29 +1 +37 +100 +38 +33 +55 +13 +30 +95 +51 +94 +27 +89 +57 +4 +94 +36 +51 +68 +85 +45 +37 +76 +61 +66 +73 +44 +10 +74 +46 +36 +61 +11 +9 +2 +28 +46 +99 +44 +19 +77 +26 +62 +70 +63 +46 +43 +95 +28 +66 +6 +62 +49 +7 +50 +54 +34 +80 +5 +88 +78 +24 +12 +17 +9 +32 +96 +27 +47 +94 +5 +39 +16 +67 +5 +50 +16 +9 +29 +72 +66 +42 +22 +78 +43 +32 +74 +88 +35 +43 +91 +3 +73 +41 +10 +10 +68 +79 +46 +66 +51 +66 +76 +16 +67 +68 +83 +54 +78 +34 +13 +42 +80 +38 +3 +42 +19 +91 +74 +21 +98 +38 +93 +32 +80 +75 +58 +42 +22 +75 +51 +46 +45 +30 +27 +19 +39 +38 +7 +39 +97 +9 +33 +54 +58 +42 +71 +61 +58 +70 +12 +79 +44 +27 +58 +72 +43 +80 +15 +51 +55 +77 +89 +62 +91 +87 +69 +25 +83 +61 +1 +55 +63 +89 +61 +3 +36 +54 +58 +82 +76 +42 +44 +66 +84 +5 +64 +86 +11 +19 +4 +17 +70 +15 +74 +81 +24 +86 +63 +63 +89 +76 +48 +100 +31 +63 +53 +28 +38 +74 +88 +91 +77 +92 +54 +36 +68 +31 +75 +99 +3 +88 +53 +75 +68 +33 +95 +37 +71 +31 +45 +94 +72 +7 +45 +81 +2 +48 +59 +95 +23 +90 +72 +24 +48 +86 +84 +61 +87 +46 +7 +42 +75 +17 +8 +36 +82 +78 +47 +26 +18 +17 +61 +31 +56 +62 +96 +44 +21 +5 +9 +67 +26 +3 +91 +10 +45 +74 +57 +33 +1 +59 +71 +7 +87 +63 +5 +1 +32 +11 +15 +94 +22 +9 +42 +24 +36 +55 +10 +11 +81 +54 +7 +22 +1 +63 +85 +1 +46 +34 +46 +45 +99 +9 +9 +13 +96 +74 +60 +19 +97 +79 +99 +18 +23 +4 +85 +2 +89 +10 +13 +3 +96 +52 +100 +15 +87 +41 +96 +41 +84 +27 +21 +66 +33 +6 +18 +59 +59 +74 +97 +5 +70 +73 +97 +63 +20 +21 +23 +67 +32 +10 +71 +77 +12 +84 +36 +6 +52 +40 +42 +40 +76 +99 +36 +58 +28 +1 +59 +49 +25 +44 +77 +86 +9 +35 +20 +19 +14 +4 +23 +64 +55 +70 +47 +9 +78 +14 +29 +49 +20 +52 +52 +35 +71 +69 +55 +63 +52 +21 +46 +52 +23 +90 +73 +61 +60 +55 +84 +7 +90 +70 +99 +55 +9 +24 +86 +77 +20 +27 +86 +57 +53 +11 +16 +63 +72 +82 +64 +8 +92 +34 +100 +8 +95 +39 +86 +7 +52 +17 +34 +1 +83 +79 +59 +36 +56 +90 +3 +44 +20 +63 +16 +26 +9 +24 +86 +7 +27 +72 +17 +38 +60 +63 +95 +39 +52 +61 +71 +47 +2 +26 +46 +10 +62 +76 +14 +17 +39 +59 +92 +67 +10 +58 +73 +76 +27 +62 +40 +74 +99 +84 +85 +15 +80 +84 +59 +40 +44 +5 +61 +48 +3 +87 +11 +95 +18 +40 +54 +33 +2 +93 +52 +35 +45 +74 +93 +71 +66 +2 +100 +4 +21 +17 +89 +87 +37 +53 +64 +58 +16 +67 +15 +34 +10 +52 +71 +70 +38 +35 +95 +99 +13 +61 +64 +82 +17 +9 +71 +76 +72 +35 +44 +56 +17 +66 +62 +17 +73 +59 +97 +94 +15 +78 +77 +78 +41 +25 +15 +15 +95 +30 +27 +12 +52 +55 +65 +24 +40 +9 +85 +95 +78 +28 +76 +90 +77 +52 +33 +90 +63 +48 +90 +43 +16 +72 +32 +20 +97 +95 +90 +75 +64 +91 +8 +40 +12 +86 +37 +68 +90 +28 +3 +62 +54 +86 +37 +84 +60 +84 +87 +63 +7 +16 +67 +93 +50 +90 +18 +5 +81 +6 +3 +18 +98 +64 +92 +38 +31 +51 +65 +48 +44 +36 +47 +85 +86 +7 +13 +55 +19 +29 +23 +56 +13 +82 +66 +52 +18 +20 +37 +16 +30 +4 +38 +38 +83 +40 +92 +14 +94 +52 +21 +10 +36 +50 +11 +66 +88 +100 +82 +31 +3 +34 +22 +45 +6 +5 +79 +89 +57 +50 +49 +33 +44 +78 +23 +65 +91 +77 +87 +77 +86 +52 +79 +82 +64 +84 +32 +35 +89 +62 +69 +100 +86 +68 +96 +21 +59 +85 +7 +77 +5 +31 +34 +48 +22 +59 +63 +8 +84 +57 +80 +15 +51 +71 +91 +6 +58 +79 +35 +7 +59 +96 +3 +27 +80 +13 +75 +21 +66 +57 +29 +2 +55 +9 +45 +5 +11 +16 +55 +24 +70 +31 +76 +54 +47 +66 +85 +12 +22 +84 +31 +42 +83 +72 +70 +76 +22 +28 +61 +9 +15 +77 +28 +13 +19 +9 +97 +58 +34 +47 +66 +2 +12 +50 +98 +48 +49 +17 +21 +82 +82 +32 +57 +71 +21 +59 +55 +12 +11 +42 +35 +7 +77 +92 +56 +44 +86 +44 +83 +43 +68 +49 +85 +9 +97 +47 +63 +44 +62 +89 +1 +23 +52 +55 +88 +29 +86 +70 +80 +23 +26 +3 +11 +16 +77 +57 +67 +46 +24 +84 +27 +21 +28 +9 +59 +96 +66 +77 +59 +90 +56 +9 +98 +71 +2 +26 +25 +93 +8 +92 +18 +51 +16 +23 +69 +38 +54 +69 +10 +64 +58 +23 +87 +69 +36 +60 +4 +23 +94 +50 +50 +92 +3 +60 +8 +12 +69 +76 +68 +89 +37 +33 +11 +33 +43 +97 +19 +54 +12 +50 +97 +98 +89 +62 +44 +16 +6 +87 +89 +64 +47 +15 +9 +36 +65 +38 +37 +2 +58 +5 +51 +100 +72 +36 +35 +67 +20 +22 +51 +26 +73 +7 +82 +76 +49 +18 +63 +68 +96 +18 +72 +96 +28 +14 +38 +89 +76 +83 +31 +71 +97 +14 +5 +1 +85 +69 +80 +17 +27 +32 +82 +70 +37 +7 +30 +49 +90 +67 +97 +30 +37 +6 +66 +7 +16 +13 +1 +4 +39 +88 +92 +74 +51 +24 +22 +6 +7 +1 +61 +65 +68 +69 +75 +10 +38 +68 +31 +58 +63 +44 +13 +71 +36 +100 +87 +87 +38 +2 +11 +91 +80 +75 +92 +17 +39 +37 +28 +67 +97 +33 +38 +90 +27 +50 +59 +4 +22 +81 +28 +81 +66 +77 +58 +50 +31 +75 +40 +52 +47 +98 +27 +60 +47 +23 +18 +56 +94 +3 +48 +56 +58 +43 +34 +38 +52 +52 +88 +100 +99 +39 +65 +61 +8 +45 +69 +52 +81 +36 +22 +37 +44 +27 +20 +46 +29 +4 +74 +61 +79 +74 +68 +72 +89 +38 +59 +2 +20 +73 +17 +98 +96 +27 +83 +36 +9 +3 +59 +68 +53 +4 +57 +47 +79 +28 +11 +92 +99 +94 +80 +66 +67 +1 +3 +25 +78 +84 +49 +32 +55 +79 +74 +43 +93 +23 +77 +18 +68 +56 +83 +35 +3 +11 +45 +79 +28 +41 +83 +43 +57 +1 +45 +4 +73 +83 +30 +22 +57 +15 +66 +43 +21 +37 +85 +4 +62 +22 +12 +77 +7 +53 +76 +50 +35 +71 +57 +89 +88 +18 +50 +55 +52 +42 +34 +19 +90 +29 +13 +41 +79 +17 +25 +79 +27 +63 +4 +10 +79 +49 +75 +64 +79 +20 +54 +78 +68 +48 +1 +91 +22 +48 +44 +80 +94 +14 +44 +15 +92 +64 +50 +44 +23 +77 +56 +32 +6 +62 +1 +93 +26 +16 +28 +17 +6 +27 +85 +80 +98 +46 +39 +99 +47 +91 +28 +82 +58 +51 +52 +27 +6 +96 +14 +3 +21 +100 +55 +3 +90 +33 +73 +24 +64 +25 +42 +93 +8 +23 +94 +41 +10 +33 +87 +51 +71 +9 +44 +40 +43 +28 +43 +58 +73 +2 +31 +56 +8 +9 +41 +74 +50 +33 +57 +45 +60 +60 +68 +74 +46 +96 +47 +53 +31 +3 +60 +96 +50 +27 +31 +87 +39 +43 +88 +1 +5 +62 +83 +63 +76 +80 +11 +100 +90 +55 +20 +8 +43 +96 +42 +98 +93 +74 +4 +44 +12 +9 +82 +53 +53 +38 +41 +24 +75 +83 +36 +65 +34 +32 +33 +58 +55 +4 +6 +77 +94 +94 +16 +86 +22 +16 +48 +27 +67 +39 +21 +99 +71 +57 +14 +53 +31 +43 +90 +96 +57 +12 +26 +67 +94 +2 +81 +76 +63 +49 +26 +34 +3 +78 +94 +77 +17 +86 +43 +45 +55 +38 +57 +22 +18 +78 +63 +15 +25 +63 +7 +11 +63 +16 +89 +37 +76 +57 +55 +99 +36 +50 +92 +35 +90 +77 +19 +92 +92 +98 +2 +7 +72 +70 +56 +14 +77 +81 +70 +75 +32 +12 +12 +78 +54 +52 +48 +69 +27 +3 +62 +41 +53 +55 +63 +90 +94 +92 +22 +54 +54 +73 +63 +5 +80 +9 +30 +95 +71 +20 +27 +18 +84 +75 +66 +53 +59 +12 +77 +49 +44 +60 +60 +13 +47 +35 +92 +25 +40 +2 +87 +77 +77 +18 +20 +6 +4 +100 +98 +1 +52 +5 +17 +94 +32 +64 +75 +19 +50 +28 +52 +12 +66 +56 +59 +10 +78 +50 +86 +65 +35 +16 +32 +20 +44 +26 +82 +63 +93 +93 +30 +92 +66 +8 +20 +33 +71 +76 +48 +47 +99 +90 +55 +64 +96 +84 +10 +33 +55 +57 +49 +86 +87 +60 +70 +59 +91 +28 +57 +69 +44 +12 +73 +99 +45 +67 +17 +53 +4 +98 +90 +13 +74 +96 +74 +20 +13 +49 +75 +5 +85 +68 +20 +94 +14 +20 +98 +20 +87 +68 +11 +65 +96 +93 +11 +60 +78 +98 +83 +6 +60 +76 +70 +40 +59 +99 +47 +68 +73 +1 +68 +51 +37 +73 +49 +78 +42 +62 +65 +30 +48 +52 +55 +86 +100 +6 +67 +91 +42 +46 +84 +71 +65 +89 +82 +86 +41 +81 +63 +6 +22 +82 +20 +3 +49 +18 +66 +65 +68 +95 +40 +12 +7 +83 +76 +3 +89 +6 +52 +15 +27 +24 +82 +94 +32 +96 +94 +30 +84 +2 +45 +45 +23 +49 +75 +11 +19 +2 +11 +43 +54 +32 +49 +34 +87 +93 +39 +79 +42 +17 +69 +82 +11 +57 +69 +14 +17 +30 +48 +67 +26 +66 +99 +33 +19 +89 +2 +85 +78 +29 +2 +65 +100 +9 +43 +20 +55 +12 +21 +19 +28 +84 +68 +85 +28 +91 +85 +95 +5 +87 +99 +28 +69 +90 +85 +5 +45 +16 +19 +61 +32 +7 +53 +44 +96 +48 +81 +94 +92 +61 +13 +71 +56 +29 +21 +84 +43 +32 +72 +59 +40 +93 +13 +57 +47 +81 +18 +48 +51 +93 +67 +12 +8 +18 +94 +47 +97 +84 +15 +80 +85 +9 +93 +55 +73 +6 +19 +25 +23 +21 +80 +42 +84 +16 +2 +53 +64 +17 +41 +65 +78 +61 +44 +53 +81 +34 +33 +64 +23 +57 +42 +76 +43 +8 +15 +25 +18 +4 +82 +70 +31 +55 +32 +58 +91 +94 +20 +36 +16 +4 +87 +18 +22 +84 +35 +59 +85 +33 +97 +83 +76 +48 +69 +85 +67 +38 +84 +66 +100 +55 +23 +66 +72 +25 +22 +35 +50 +68 +91 +72 +1 +28 +49 +49 +11 +48 +41 +82 +65 +27 +8 +76 +10 +52 +20 +83 +91 +17 +19 +23 +27 +28 +65 +21 +26 +48 +52 +95 +69 +96 +22 +42 +74 +1 +81 +74 +59 +13 +56 +7 +64 +28 +43 +62 +51 +68 +20 +42 +50 +84 +95 +33 +67 +61 +66 +54 +79 +33 +23 +83 +17 +57 +92 +29 +72 +42 +66 +63 +12 +13 +9 +76 +88 +42 +87 +12 +50 +79 +31 +68 +32 +15 +52 +99 +53 +81 +66 +72 +88 +48 +22 +70 +39 +37 +91 +46 +11 +2 +36 +88 +90 +60 +3 +55 +53 +81 +52 +70 +19 +60 +39 +22 +3 +30 +96 +98 +81 +31 +33 +49 +59 +31 +5 +89 +7 +72 +31 +45 +4 +68 +29 +55 +52 +27 +76 +14 +9 +90 +29 +77 +79 +55 +51 +13 +70 +63 +18 +61 +78 +77 +29 +73 +11 +34 +85 +68 +62 +71 +42 +26 +62 +32 +55 +5 +6 +33 +3 +68 +62 +32 +54 +98 +30 +10 +84 +52 +75 +93 +15 +20 +39 +66 +53 +12 +47 +4 +53 +45 +76 +30 +56 +79 +20 +23 +1 +60 +9 +32 +55 +75 +69 +64 +70 +83 +64 +79 +37 +59 +28 +43 +83 +84 +59 +87 +70 +38 +59 +34 +54 +35 +54 +64 +8 +72 +74 +70 +77 +78 +22 +53 +14 +47 +99 +40 +89 +100 +46 +41 +31 +22 +21 +71 +9 +96 +83 +50 +22 +79 +30 +99 +92 +62 +6 +19 +32 +12 +97 +32 +34 +39 +95 +91 +65 +38 +20 +98 +99 +32 +23 +42 +35 +4 +1 +4 +13 +62 +28 +41 +23 +82 +100 +93 +52 +79 +59 +7 +37 +97 +99 +62 +52 +87 +20 +92 +64 +20 +78 +62 +51 +77 +64 +76 +35 +43 +66 +54 +40 +75 +81 +51 +12 +73 +9 +37 +83 +40 +21 +46 +64 +97 +56 +26 +28 +36 +13 +88 +60 +84 +44 +19 +5 +25 +45 +64 +85 +8 +6 +6 +100 +85 +12 +31 +44 +3 +33 +18 +72 +19 +65 +3 +80 +37 +42 +52 +38 +6 +58 +93 +2 +64 +4 +19 +96 +93 +28 +33 +69 +52 +15 +25 +86 +91 +44 +21 +46 +81 +8 +28 +42 +49 +60 +79 +36 +13 +32 +98 +8 +16 +91 +64 +69 +18 +64 +20 +82 +45 +59 +11 +66 +70 +62 +90 +79 +35 +35 +73 +100 +35 +86 +10 +22 +14 +100 +72 +82 +54 +5 +93 +61 +89 +16 +21 +32 +71 +43 +31 +34 +97 +72 +38 +8 +24 +85 +36 +99 +13 +22 +84 +72 +7 +46 +51 +78 +77 +100 +90 +76 +57 +69 +11 +25 +11 +41 +84 +71 +16 +37 +38 +64 +87 +41 +93 +6 +69 +11 +11 +67 +15 +50 +97 +86 +87 +97 +72 +36 +39 +75 +17 +9 +35 +76 +40 +19 +1 +8 +85 +11 +23 +2 +16 +45 +12 +98 +58 +20 +81 +53 +22 +9 +1 +16 +82 +96 +84 +26 +66 +22 +93 +65 +17 +22 +43 +52 +8 +20 +69 +42 +26 +83 +9 +98 +12 +85 +97 +4 +68 +22 +27 +27 +26 +64 +56 +41 +24 +63 +40 +60 +7 +1 +57 +76 +30 +40 +72 +50 +30 +31 +7 +100 +58 +98 +9 +49 +21 +44 +17 +23 +2 +9 +11 +36 +28 +4 +22 +76 +24 +79 +48 +74 +44 +92 +51 +74 +10 +59 +4 +10 +76 +99 +38 +74 +12 +98 +41 +85 +67 +57 +26 +86 +42 +91 +48 +63 +18 +3 +20 +38 +50 +68 +96 +73 +99 +19 +44 +55 +8 +57 +57 +96 +91 +27 +42 +58 +40 +76 +16 +34 +75 +100 +45 +83 +27 +95 +24 +93 +17 +9 +43 +16 +95 +40 +11 +79 +23 +58 +65 +99 +52 +80 +76 +7 +76 +70 +92 +82 +49 +18 +98 +30 +36 +6 +98 +70 +96 +89 +4 +25 +40 +99 +64 +68 +33 +98 +58 +5 +66 +58 +65 +37 +96 +78 +13 +49 +59 +56 +40 +25 +19 +36 +94 +53 +93 +26 +37 +74 +75 +94 +20 +57 +94 +88 +98 +8 +67 +55 +77 +71 +97 +51 +43 +3 +76 +5 +30 +70 +24 +86 +30 +44 +36 +14 +86 +3 +57 +55 +5 +21 +45 +49 +25 +43 +47 +22 +39 +56 +54 +98 +90 +51 +51 +38 +64 +73 +73 +37 +51 +75 +100 +69 +67 +94 +59 +50 +86 +92 +50 +61 +56 +28 +10 +29 +98 +91 +34 +15 +38 +2 +65 +100 +33 +2 +14 +57 +61 +83 +61 +22 +83 +10 +47 +40 +86 +75 +22 +66 +22 +98 +15 +47 +8 +37 +88 +21 +20 +74 +15 +36 +69 +59 +56 +100 +72 +99 +100 +86 +23 +44 +35 +44 +41 +42 +59 +76 +37 +24 +93 +90 +40 +31 +47 +3 +20 +55 +45 +96 +87 +60 +47 +34 +91 +37 +25 +8 +32 +100 +80 +11 +78 +3 +13 +42 +33 +44 +8 +21 +83 +40 +83 +7 +82 +80 +91 +59 +9 +14 +51 +94 +71 +8 +65 +69 +14 +67 +3 +21 +97 +52 +57 +59 +81 +72 +1 +38 +2 +73 +78 +45 +1 +27 +87 +71 +45 +33 +71 +41 +63 +43 +50 +94 +79 +26 +47 +26 +20 +98 +60 +21 +38 +76 +27 +71 +84 +64 +97 +78 +5 +27 +91 +75 +58 +3 +24 +52 +26 +27 +1 +31 +22 +23 +79 +15 +91 +13 +10 +77 +84 +51 +94 +85 +54 +92 +7 +11 +63 +65 +90 +55 +58 +94 +41 +44 +55 +78 +98 +36 +46 +70 +13 +87 +20 +39 +70 +69 +19 +78 +31 +16 +50 +97 +39 +29 +31 +92 +19 +82 +42 +77 +71 +44 +94 +11 +8 +9 +36 +45 +13 +83 +36 +38 +87 +22 +53 +4 +72 +3 +63 +27 +17 +41 +12 +88 +93 +20 +38 +61 +47 +1 +97 +18 +70 +15 +34 +84 +58 +63 +35 +51 +95 +49 +40 +56 +3 +36 +59 +90 +33 +55 +6 +23 +60 +46 +91 +12 +11 +52 +68 +47 +32 +85 +22 +49 +5 +26 +79 +91 +34 +40 +34 +4 +51 +29 +47 +17 +6 +76 +66 +20 +2 +57 +70 +23 +28 +77 +95 +63 +87 +100 +1 +24 +9 +30 +97 +29 +57 +29 +90 +2 +48 +13 +62 +10 +11 +28 +34 +85 +20 +20 +8 +91 +37 +23 +69 +16 +1 +95 +38 +49 +76 +63 +80 +33 +76 +32 +100 +94 +31 +80 +2 +16 +10 +22 +98 +73 +92 +10 +84 +75 +24 +87 +41 +68 +44 +18 +74 +37 +6 +36 +38 +72 +75 +78 +33 +62 +83 +75 +27 +20 +61 +96 +71 +95 +37 +3 +39 +34 +68 +71 +81 +20 +1 +51 +2 +48 +96 +61 +68 +62 +2 +81 +14 +97 +88 +22 +49 +89 +88 +48 +50 +10 +9 +44 +2 +46 +14 +7 +55 +41 +72 +5 +10 +60 +15 +31 +21 +98 +3 +40 +64 +3 +60 +89 +66 +24 +2 +86 +21 +7 +94 +36 +89 +75 +11 +88 +60 +19 +32 +1 +68 +45 +22 +7 +71 +81 +25 +76 +97 +84 +87 +52 +32 +82 +39 +77 +60 +68 +50 +11 +13 +38 +81 +67 +17 +80 +98 +36 +94 +84 +30 +11 +26 +53 +17 +100 +28 +31 +49 +44 +32 +75 +18 +98 +88 +94 +57 +52 +33 +66 +6 +98 +72 +27 +17 +31 +25 +72 +53 +7 +98 +58 +6 +89 +21 +9 +51 +20 +95 +98 +93 +9 +16 +11 +29 +48 +46 +78 +58 +69 +1 +10 +77 +5 +46 +56 +33 +57 +28 +42 +6 +65 +48 +91 +69 +54 +42 +61 +32 +46 +67 +71 +18 +41 +74 +6 +64 +53 +72 +92 +54 +84 +74 +36 +74 +61 +79 +57 +26 +6 +34 +65 +40 +9 +11 +38 +63 +61 +92 +84 +86 +20 +25 +44 +46 +59 +80 +61 +84 +30 +32 +33 +64 +34 +3 +67 +4 +49 +32 +82 +39 +15 +30 +56 +52 +69 +69 +6 +60 +33 +78 +15 +71 +12 +63 +26 +4 +21 +30 +22 +21 +70 +9 +15 +41 +92 +90 +56 +12 +56 +27 +13 +73 +43 +12 +69 +22 +8 +61 +80 +48 +59 +6 +94 +90 +57 +13 +59 +1 +54 +50 +8 +56 +76 +44 +62 +65 +11 +46 +93 +38 +3 +28 +56 +83 +78 +9 +73 +64 +62 +82 +81 +69 +21 +32 +100 +70 +88 +96 +45 +89 +4 +40 +44 +16 +55 +42 +64 +64 +98 +65 +94 +50 +6 +94 +4 +85 +43 +81 +98 +74 +21 +19 +36 +15 +35 +47 +26 +71 +11 +80 +2 +73 +57 +19 +52 +25 +19 +70 +89 +53 +86 +34 +76 +20 +38 +55 +47 +13 +93 +20 +69 +28 +41 +81 +21 +71 +73 +39 +10 +67 +62 +12 +15 +51 +83 +77 +12 +94 +88 +57 +5 +86 +32 +3 +18 +97 +22 +95 +71 +65 +91 +45 +31 +9 +20 +27 +82 +80 +11 +7 +24 +59 +19 +88 +4 +96 +17 +65 +70 +18 +52 +62 +70 +61 +7 +20 +11 +41 +37 +57 +39 +6 +12 +100 +7 +42 +20 +34 +60 +9 +42 +97 +15 +56 +68 +33 +83 +50 +71 +4 +22 +37 +72 +32 +65 +45 +63 +49 +24 +42 +55 +25 +46 +90 +87 +24 +23 +56 +82 +23 +10 +10 +11 +55 +80 +21 +89 +64 +58 +44 +35 +72 +67 +54 +8 +10 +65 +23 +22 +41 +31 +42 +45 +9 +43 +69 +78 +100 +6 +41 +37 +82 +50 +67 +91 +56 +30 +32 +20 +81 +47 +24 +99 +95 +76 +4 +18 +17 +72 +83 +46 +10 +3 +45 +45 +17 +44 +28 +59 +22 +99 +77 +87 +94 +37 +38 +56 +89 +74 +18 +91 +82 +50 +69 +70 +45 +77 +65 +62 +1 +83 +32 +65 +22 +95 +18 +23 +27 +79 +89 +52 +85 +51 +62 +56 +80 +27 +79 +28 +14 +23 +39 +69 +84 +88 +76 +51 +92 +82 +74 +97 +65 +85 +34 +17 +91 +80 +64 +24 +89 +52 +90 +61 +45 +100 +33 +54 +97 +17 +5 +51 +79 +3 +71 +88 +46 +14 +93 +4 +85 +100 +47 +92 +41 +81 +72 +100 +59 +19 +82 +63 +30 +28 +53 +47 +71 +41 +14 +12 +10 +94 +1 +53 +72 +50 +29 +35 +35 +86 +37 +66 +86 +50 +91 +69 +90 +28 +79 +35 +4 +16 +96 +45 +23 +33 +33 +75 +53 +29 +68 +39 +96 +57 +90 +35 +42 +96 +80 +4 +18 +78 +57 +52 +11 +68 +87 +68 +49 +63 +85 +87 +87 +46 +9 +100 +15 +34 +87 +13 +52 +23 +60 +51 +41 +53 +58 +65 +97 +70 +4 +32 +41 +69 +39 +72 +59 +68 +6 +86 +29 +63 +82 +35 +36 +55 +4 +24 +23 +37 +82 +54 +70 +84 +85 +89 +1 +28 +85 +46 +98 +6 +38 +73 +80 +32 +58 +26 +76 +92 +65 +33 +64 +71 +95 +44 +50 +92 +17 +50 +47 +34 +84 +61 +84 +41 +49 +82 +50 +19 +77 +72 +89 +14 +48 +27 +10 +9 +90 +21 +57 +35 +31 +94 +59 +63 +49 +50 +87 +28 +14 +79 +31 +44 +87 +37 +17 +63 +42 +37 +44 +62 +93 +17 +52 +51 +18 +26 +99 +99 +76 +70 +41 +49 +46 +14 +50 +7 +36 +75 +50 +23 +94 +37 +17 +32 +94 +65 +72 +92 +54 +44 +14 +20 +53 +86 +36 +63 +75 +72 +6 +85 +33 +34 +39 +53 +98 +65 +68 +78 +32 +75 +37 +3 +37 +39 +63 +80 +35 +48 +37 +88 +91 +90 +9 +16 +80 +19 +38 +92 +40 +87 +88 +91 +93 +89 +97 +81 +81 +25 +46 +97 +7 +7 +1 +7 +91 +6 +95 +5 +14 +40 +48 +10 +35 +38 +6 +17 +90 +84 +31 +95 +65 +10 +43 +61 +50 +41 +63 +18 +81 +63 +71 +84 +3 +87 +6 +17 +57 +27 +21 +2 +62 +45 +86 +99 +97 +22 +9 +77 +56 +24 +33 +67 +37 +12 +56 +54 +37 +28 +22 +57 +66 +91 +92 +90 +39 +57 +54 +83 +5 +24 +24 +11 +70 +69 +46 +70 +80 +87 +72 +37 +36 +81 +77 +42 +83 +27 +84 +41 +10 +39 +70 +38 +11 +78 +53 +16 +31 +45 +3 +71 +15 +12 +60 +49 +45 +8 +34 +11 +77 +91 +2 +75 +42 +16 +70 +92 +24 +73 +80 +61 +77 +1 +20 +43 +54 +36 +59 +54 +62 +36 +27 +56 +15 +22 +43 +88 +2 +53 +7 +60 +48 +45 +7 +3 +44 +66 +87 +94 +3 +75 +70 +4 +96 +30 +9 +43 +59 +45 +17 +26 +71 +47 +86 +57 +18 +72 +89 +14 +53 +84 +72 +68 +84 +51 +42 +61 +39 +58 +23 +18 +60 +98 +82 +1 +99 +28 +33 +2 +73 +78 +53 +54 +90 +97 +9 +33 +84 +66 +45 +5 +86 +84 +38 +76 +3 +59 +16 +93 +68 +76 +5 +35 +23 +21 +81 +83 +67 +31 +9 +90 +66 +44 +49 +87 +24 +13 +63 +58 +12 +9 +38 +70 +3 +25 +26 +58 +24 +51 +80 +28 +24 +30 +48 +53 +60 +71 +49 +1 +9 +34 +42 +1 +19 +59 +96 +18 +49 +71 +26 +37 +11 +69 +28 +37 +30 +95 +72 +72 +34 +45 +69 +90 +41 +49 +67 +65 +22 +41 +34 +58 +61 +77 +5 +24 +57 +100 +29 +55 +92 +30 +71 +2 +53 +49 +81 +11 +96 +29 +64 +75 +1 +69 +52 +43 +75 +78 +1 +82 +30 +100 +34 +77 +44 +29 +67 +6 +57 +92 +78 +5 +75 +63 +49 +77 +84 +9 +39 +90 +8 +30 +28 +86 +16 +66 +80 +95 +40 +17 +1 +79 +22 +23 +63 +56 +83 +24 +21 +94 +83 +40 +47 +64 +58 +10 +63 +44 +46 +48 +71 +61 +7 +15 +2 +45 +96 +82 +19 +26 +36 +28 +88 +22 +35 +41 +81 +43 +7 +64 +45 +81 +59 +34 +43 +61 +33 +75 +13 +75 +3 +9 +27 +13 +84 +58 +78 +18 +72 +15 +35 +71 +87 +7 +18 +26 +5 +29 +78 +60 +98 +21 +42 +1 +20 +50 +45 +66 +35 +77 +40 +4 +44 +15 +34 +42 +20 +3 +1 +17 +74 +49 +83 +92 +68 +94 +90 +42 +80 +93 +58 +64 +81 +46 +34 +46 +99 +69 +67 +54 +32 +3 +64 +60 +88 +96 +90 +24 +64 +57 +18 +68 +48 +77 +62 +64 +62 +67 +34 +3 +81 +18 +53 +78 +2 +62 +47 +67 +84 +85 +58 +3 +43 +82 +10 +18 +10 +65 +4 +67 +60 +61 +3 +33 +97 +26 +12 +67 +65 +34 +68 +11 +9 +62 +31 +23 +36 +35 +15 +4 +16 +71 +11 +51 +42 +84 +5 +76 +17 +29 +29 +71 +32 +52 +88 +43 +31 +75 +36 +13 +58 +82 +63 +40 +45 +84 +48 +76 +42 +18 +28 +35 +86 +49 +14 +43 +23 +84 +74 +98 +58 +82 +11 +36 +18 +51 +20 +81 +14 +67 +16 +72 +40 +18 +46 +73 +83 +71 +43 +68 +71 +33 +42 +5 +92 +21 +85 +62 +26 +89 +88 +36 +76 +1 +88 +3 +90 +8 +67 +53 +29 +10 +87 +47 +32 +97 +8 +30 +46 +53 +73 +87 +74 +71 +70 +78 +60 +6 +92 +75 +23 +26 +80 +53 +8 +53 +16 +51 +46 +21 +37 +100 +90 +38 +12 +7 +63 +46 +48 +87 +59 +76 +61 +20 +87 +61 +48 +31 +89 +63 +43 +7 +71 +90 +34 +74 +94 +25 +31 +82 +53 +65 +5 +86 +12 +51 +64 +53 +78 +21 +20 +32 +72 +56 +86 +40 +55 +45 +58 +56 +26 +99 +92 +4 +34 +43 +63 +82 +30 +79 +75 +33 +20 +93 +46 +14 +72 +55 +7 +80 +51 +39 +84 +50 +72 +78 +62 +69 +95 +72 +84 +88 +60 +85 +85 +32 +76 +89 +96 +44 +2 +91 +69 +96 +71 +88 +100 +9 +75 +99 +70 +70 +99 +25 +38 +70 +53 +7 +52 +46 +54 +61 +80 +32 +51 +66 +89 +98 +26 +56 +47 +93 +50 +48 +2 +46 +84 +13 +91 +91 +22 +45 +50 +39 +14 +18 +51 +82 +51 +29 +86 +60 +29 +31 +67 +20 +9 +83 +29 +78 +23 +46 +90 +80 +73 +100 +87 +82 +4 +67 +37 +41 +70 +89 +89 +35 +94 +20 +51 +20 +34 +41 +72 +1 +1 +36 +23 +19 +33 +84 +31 +14 +80 +15 +15 +41 +35 +36 +89 +73 +11 +2 +25 +84 +88 +76 +90 +15 +46 +74 +44 +64 +27 +3 +94 +70 +40 +90 +54 +91 +51 +22 +74 +93 +66 +100 +72 +25 +14 +50 +20 +30 +27 +12 +62 +66 +80 +1 +100 +68 +35 +8 +95 +48 +62 +45 +8 +1 +46 +35 +34 +29 +68 +71 +48 +75 +89 +93 +95 +53 +87 +79 +3 +75 +85 +29 +8 +57 +72 +11 +71 +51 +38 +59 +6 +65 +65 +52 +40 +16 +16 +98 +53 +60 +21 +84 +40 +36 +58 +34 +83 +16 +83 +47 +18 +15 +45 +91 +54 +6 +6 +29 +87 +8 +62 +39 +70 +24 +43 +22 +78 +56 +78 +54 +100 +38 +32 +34 +59 +36 +77 +100 +71 +80 +72 +46 +78 +39 +87 +31 +68 +40 +69 +37 +79 +4 +60 +40 +100 +62 +90 +64 +87 +28 +7 +15 +59 +36 +82 +100 +55 +23 +66 +64 +27 +22 +35 +94 +6 +11 +22 +37 +23 +24 +99 +50 +13 +91 +38 +41 +34 +62 +70 +1 +1 +24 +2 +91 +61 +96 +6 +51 +31 +5 +62 +84 +16 +28 +5 +89 +6 +64 +75 +90 +51 +82 +7 +91 +28 +8 +4 +20 +88 +10 +33 +11 +6 +56 +47 +15 +11 +27 +63 +93 +22 +70 +13 +10 +44 +15 +27 +21 +81 +70 +17 +57 +1 +83 +22 +62 +94 +55 +60 +70 +77 +23 +58 +35 +9 +65 +40 +15 +54 +48 +89 +18 +8 +17 +26 +45 +1 +77 +55 +22 +100 +50 +25 +83 +93 +92 +87 +61 +9 +76 +33 +25 +29 +27 +57 +5 +54 +37 +71 +58 +4 +58 +99 +83 +25 +27 +71 +37 +64 +67 +21 +96 +69 +11 +27 +78 +35 +65 +29 +97 +94 +83 +96 +85 +24 +98 +15 +50 +53 +96 +60 +92 +6 +85 +52 +59 +51 +74 +80 +88 +41 +82 +8 +95 +80 +28 +78 +47 +59 +80 +39 +48 +81 +60 +55 +63 +10 +76 +55 +38 +71 +51 +72 +90 +73 +60 +70 +42 +99 +10 +93 +95 +30 +28 +39 +4 +86 +50 +17 +24 +20 +24 +97 +60 +2 +19 +77 +82 +64 +63 +96 +70 +13 +23 +81 +66 +66 +48 +72 +27 +36 +56 +94 +30 +38 +54 +82 +57 +72 +51 +23 +25 +55 +37 +89 +97 +13 +24 +87 +40 +78 +50 +32 +64 +5 +9 +14 +93 +55 +18 +32 +25 +63 +16 +52 +26 +45 +58 +54 +96 +87 +21 +32 +9 +23 +2 +69 +14 +53 +87 +68 +64 +14 +17 +24 +83 +20 +42 +6 +42 +44 +98 +75 +50 +47 +49 +78 +57 +79 +72 +66 +5 +11 +44 +19 +72 +68 +79 +4 +18 +86 +32 +84 +34 +68 +28 +79 +14 +48 +84 +2 +87 +51 +69 +58 +63 +51 +15 +41 +72 +40 +59 +65 +25 +14 +47 +54 +100 +52 +32 +58 +89 +31 +57 +20 +26 +69 +16 +4 +82 +74 +60 +75 +6 +94 +86 +4 +12 +47 +6 +99 +93 +20 +84 +39 +7 +95 +21 +41 +44 +67 +59 +31 +46 +12 +87 +57 +73 +61 +21 +54 +86 +94 +96 +32 +27 +1 +19 +95 +79 +53 +61 +88 +99 +38 +56 +31 +29 +75 +56 +60 +2 +42 +32 +87 +73 +9 +70 +7 +26 +46 +18 +39 +4 +44 +100 +85 +69 +45 +73 +26 +61 +93 +64 +15 +24 +90 +57 +25 +27 +55 +42 +75 +9 +10 +7 +5 +88 +95 +43 +92 +46 +73 +25 +55 +99 +69 +81 +70 +84 +22 +58 +54 +73 +14 +87 +15 +29 +52 +19 +76 +70 +41 +79 +83 +95 +15 +86 +62 +19 +30 +21 +44 +40 +42 +92 +37 +27 +50 +42 +11 +44 +75 +90 +20 +40 +1 +56 +63 +76 +59 +84 +88 +47 +22 +58 +32 +47 +76 +57 +74 +52 +7 +39 +77 +22 +10 +22 +69 +75 +25 +12 +39 +98 +59 +47 +13 +3 +82 +80 +92 +10 +17 +79 +47 +62 +74 +5 +96 +28 +31 +31 +11 +99 +38 +47 +42 +15 +14 +8 +90 +85 +5 +64 +32 +84 +66 +92 +29 +86 +8 +51 +71 +81 +8 +28 +27 +97 +5 +22 +47 +45 +17 +57 +75 +18 +60 +84 +36 +31 +11 +61 +18 +51 +71 +74 +96 +22 +100 +13 +24 +58 +22 +43 +16 +47 +53 +72 +9 +95 +57 +55 +13 +29 +20 +85 +15 +79 +25 +20 +10 +77 +48 +3 +33 +53 +27 +72 +61 +65 +48 +81 +81 +64 +61 +67 +99 +34 +7 +54 +84 +15 +11 +6 +17 +52 +93 +61 +98 +61 +26 +15 +47 +73 +85 +18 +50 +43 +17 +6 +57 +86 +1 +53 +92 +51 +12 +48 +30 +34 +7 +15 +93 +84 +57 +1 +41 +100 +31 +51 +59 +3 +8 +38 +87 +60 +77 +14 +37 +76 +70 +61 +33 +41 +11 +87 +81 +34 +78 +61 +32 +96 +85 +12 +82 +45 +62 +61 +79 +69 +26 +17 +78 +13 +12 +16 +14 +23 +69 +95 +80 +12 +37 +46 +64 +45 +42 +57 +31 +66 +69 +16 +10 +44 +43 +22 +78 +6 +70 +92 +5 +52 +49 +100 +93 +26 +3 +50 +88 +36 +20 +1 +86 +45 +75 +51 +4 +92 +75 +99 +68 +25 +38 +1 +20 +12 +43 +45 +51 +17 +4 +68 +36 +65 +93 +5 +64 +29 +41 +40 +68 +86 +86 +86 +5 +23 +49 +86 +52 +25 +2 +86 +73 +24 +66 +72 +47 +66 +58 +36 +94 +1 +4 +81 +16 +89 +58 +83 +46 +57 +60 +63 +64 +24 +14 +57 +43 +77 +16 +96 +15 +33 +36 +99 +57 +85 +5 +33 +20 +82 +68 +88 +76 +88 +14 +85 +38 +74 +75 +6 +36 +3 +61 +8 +57 +91 +100 +69 +91 +85 +15 +88 +7 +48 +31 +46 +26 +26 +82 +99 +63 +45 +31 +75 +76 +44 +96 +71 +38 +28 +49 +48 +7 +74 +46 +62 +34 +31 +68 +18 +22 +91 +54 +62 +72 +70 +96 +52 +93 +26 +96 +69 +79 +17 +36 +65 +73 +42 +95 +74 +65 +54 +74 +62 +16 +73 +86 +57 +76 +46 +93 +40 +88 +94 +28 +4 +11 +93 +15 +25 +68 +75 +91 +68 +95 +75 +86 +39 +9 +28 +78 +47 +13 +84 +82 +24 +17 +57 +7 +40 +48 +45 +19 +44 +48 +100 +99 +89 +73 +92 +21 +11 +12 +52 +38 +88 +31 +24 +93 +69 +36 +12 +54 +80 +66 +63 +3 +30 +77 +34 +84 +49 +42 +9 +81 +95 +67 +89 +74 +53 +15 +91 +10 +51 +31 +100 +8 +32 +32 +59 +89 +93 +98 +88 +93 +73 +2 +44 +86 +78 +70 +82 +73 +100 +98 +37 +10 +97 +38 +3 +50 +77 +44 +37 +84 +66 +75 +67 +11 +9 +100 +42 +31 +10 +44 +25 +18 +26 +59 +56 +82 +49 +5 +83 +77 +65 +27 +66 +92 +93 +44 +64 +48 +58 +52 +26 +11 +48 +32 +12 +35 +80 +56 +55 +44 +73 +99 +22 +63 +98 +42 +91 +27 +51 +49 +36 +53 +81 +26 +66 +85 +73 +43 +74 +18 +97 +76 +63 +82 +77 +22 +75 +72 +64 +84 +61 +61 +57 +69 +73 +92 +22 +49 +89 +13 +87 +5 +75 +18 +32 +78 +67 +3 +38 +95 +89 +52 +85 +96 +86 +88 +32 +85 +31 +82 +22 +28 +100 +50 +72 +31 +11 +58 +41 +8 +32 +30 +69 +84 +60 +36 +66 +17 +67 +99 +35 +69 +65 +1 +15 +32 +99 +97 +78 +45 +91 +52 +33 +19 +43 +95 +59 +83 +75 +70 +97 +22 +41 +27 +11 +30 +53 +51 +24 +46 +50 +16 +29 +14 +77 +81 +16 +2 +9 +36 +40 +15 +47 +83 +48 +93 +99 +14 +81 +88 +31 +54 +34 +57 +51 +37 +59 +99 +17 +29 +51 +15 +40 +83 +90 +6 +16 +16 +95 +95 +54 +74 +33 +60 +63 +69 +5 +56 +98 +6 +28 +69 +55 +96 +45 +21 +89 +11 +66 +46 +15 +22 +9 +83 +68 +94 +49 +51 +68 +92 +94 +40 +87 +89 +37 +20 +77 +50 +55 +54 +94 +39 +29 +17 +39 +69 +27 +83 +91 +81 +36 +17 +62 +60 +66 +66 +41 +94 +35 +55 +71 +24 +21 +31 +10 +100 +39 +45 +34 +76 +14 +69 +83 +66 +18 +49 +45 +67 +96 +56 +89 +99 +41 +54 +4 +71 +28 +38 +71 +58 +37 +2 +38 +31 +41 +59 +28 +19 +9 +46 +7 +46 +1 +55 +88 +68 +80 +48 +23 +64 +58 +51 +39 +6 +48 +97 +3 +68 +79 +89 +25 +3 +83 +9 +84 +50 +15 +88 +78 +61 +73 +61 +46 +82 +51 +80 +22 +37 +45 +2 +43 +9 +49 +18 +25 +28 +99 +18 +67 +24 +86 +68 +87 +8 +14 +80 +64 +88 +97 +16 +73 +51 +100 +23 +91 +46 +87 +28 +93 +57 +38 +76 +72 +17 +6 +84 +50 +42 +59 +30 +69 +89 +25 +85 +2 +38 +78 +52 +58 +92 +75 +79 +27 +83 +92 +5 +76 +77 +79 +41 +82 +24 +91 +65 +22 +47 +73 +82 +88 +75 +100 +15 +28 +9 +48 +13 +57 +48 +8 +44 +72 +61 +72 +19 +52 +75 +28 +11 +7 +86 +65 +59 +95 +76 +65 +98 +35 +40 +41 +42 +14 +95 +85 +3 +61 +55 +27 +54 +72 +19 +32 +1 +3 +87 +50 +90 +31 +95 +17 +83 +57 +81 +57 +37 +6 +76 +8 +32 +82 +82 +66 +53 +2 +6 +83 +77 +75 +24 +4 +64 +21 +19 +63 +73 +22 +82 +67 +62 +42 +34 +8 +32 +39 +74 +2 +48 +54 +71 +60 +47 +68 +29 +75 +44 +82 +87 +35 +40 +8 +75 +91 +5 +64 +33 +24 +55 +93 +95 +88 +67 +63 +52 +23 +11 +100 +64 +98 +7 +43 +37 +81 +12 +71 +47 +54 +37 +63 +9 +55 +72 +35 +69 +12 +50 +74 +4 +55 +14 +96 +86 +62 +97 +63 +84 +92 +58 +13 +65 +73 +12 +17 +2 +27 +52 +11 +15 +32 +13 +27 +70 +40 +42 +23 +11 +30 +17 +100 +11 +23 +89 +88 +39 +13 +87 +85 +99 +42 +40 +32 +55 +84 +41 +75 +73 +10 +50 +99 +84 +74 +58 +50 +19 +9 +37 +72 +81 +79 +67 +70 +62 +58 +52 +82 +31 +36 +69 +54 +48 +23 +43 +25 +29 +46 +62 +9 +7 +95 +25 +97 +89 +98 +95 +79 +39 +63 +14 +60 +10 +40 +91 +9 +5 +21 +77 +63 +10 +13 +69 +30 +84 +43 +6 +22 +69 +83 +53 +77 +56 +76 +68 +89 +14 +27 +40 +79 +20 +67 +26 +54 +14 +53 +30 +57 +91 +58 +17 +65 +88 +74 +91 +18 +97 +88 +46 +56 +42 +80 +16 +33 +22 +16 +88 +92 +31 +19 +69 +28 +75 +67 +41 +46 +96 +83 +6 +16 +77 +75 +95 +72 +15 +11 +78 +59 +91 +56 +47 +11 +70 +46 +62 +52 +12 +7 +85 +71 +43 +41 +27 +15 +18 +74 +83 +45 +48 +27 +29 +70 +24 +6 +29 +50 +59 +24 +69 +15 +32 +26 +100 +89 +83 +59 +77 +44 +85 +99 +84 +36 +4 +61 +82 +62 +42 +35 +65 +23 +8 +38 +38 +77 +29 +74 +47 +50 +41 +19 +77 +25 +69 +35 +59 +18 +37 +64 +79 +68 +92 +19 +59 +29 +100 +56 +58 +51 +88 +63 +12 +13 +27 +3 +15 +37 +75 +70 +21 +75 +8 +92 +49 +88 +53 +9 +42 +8 +30 +31 +100 +69 +22 +23 +87 +67 +63 +47 +71 +6 +70 +25 +98 +93 +35 +97 +8 +27 +54 +33 +58 +99 +6 +3 +38 +44 +3 +38 +91 +33 +49 +4 +53 +32 +18 +55 +38 +32 +69 +86 +29 +39 +74 +92 +99 +40 +11 +57 +82 +18 +75 +81 +26 +34 +50 +21 +60 +21 +64 +90 +3 +98 +67 +71 +52 +33 +74 +57 +89 +5 +93 +97 +52 +8 +45 +16 +44 +42 +75 +91 +34 +88 +44 +70 +56 +53 +6 +6 +67 +90 +16 +99 +59 +38 +83 +36 +31 +35 +97 +68 +12 +47 +39 +11 +23 +55 +47 +71 +93 +85 +37 +85 +61 +61 +97 +16 +98 +62 +36 +99 +90 +94 +68 +32 +41 +2 +34 +64 +3 +36 +87 +50 +62 +20 +96 +32 +11 +3 +53 +35 +21 +16 +81 +27 +98 +67 +43 +85 +53 +27 +94 +51 +53 +60 +64 +81 +83 +28 +81 +95 +42 +25 +61 +61 +2 +32 +33 +1 +12 +77 +93 +37 +20 +34 +6 +63 +72 +9 +19 +94 +63 +44 +63 +36 +32 +5 +58 +10 +88 +53 +44 +40 +39 +65 +13 +59 +71 +79 +28 +95 +11 +28 +56 +94 +53 +99 +21 +20 +64 +61 +75 +40 +100 +75 +66 +14 +22 +43 +6 +40 +66 +66 +97 +79 +62 +78 +88 +91 +34 +67 +73 +71 +54 +3 +21 +79 +50 +12 +42 +48 +93 +80 +88 +87 +79 +12 +55 +49 +81 +19 +21 +4 +21 +14 +53 +63 +41 +53 +8 +60 +7 +62 +38 +99 +57 +97 +86 +87 +92 +90 +90 +72 +24 +43 +52 +16 +13 +45 +31 +19 +65 +74 +99 +9 +30 +6 +100 +20 +35 +88 +41 +19 +37 +69 +69 +78 +59 +96 +85 +67 +62 +48 +16 +69 +32 +63 +99 +47 +74 +11 +87 +36 +82 +92 +46 +50 +98 +73 +62 +100 +19 +100 +37 +17 +40 +94 +9 +99 +15 +25 +17 +78 +16 +44 +53 +78 +96 +56 +84 +83 +50 +51 +82 +1 +73 +30 +43 +29 +99 +4 +41 +33 +71 +90 +75 +47 +99 +56 +30 +38 +84 +99 +51 +13 +69 +32 +51 +81 +83 +71 +100 +78 +54 +30 +81 +15 +27 +50 +14 +33 +42 +49 +67 +9 +93 +58 +59 +96 +76 +80 +61 +53 +8 +10 +56 +20 +25 +17 +36 +83 +88 +6 +71 +84 +31 +14 +11 +56 +59 +73 +69 +85 +66 +7 +99 +12 +41 +92 +98 +17 +50 +50 +52 +55 +83 +17 +26 +75 +2 +56 +84 +39 +99 +34 +92 +34 +63 +55 +69 +25 +49 +77 +90 +70 +39 +20 +93 +70 +83 +49 +81 +91 +72 +29 +37 +98 +21 +98 +25 +66 +52 +18 +51 +72 +33 +42 +82 +51 +36 +24 +15 +33 +49 +4 +15 +54 +83 +57 +9 +42 +21 +85 +38 +47 +34 +67 +7 +92 +26 +14 +57 +46 +29 +59 +34 +58 +73 +70 +8 +1 +48 +17 +37 +37 +44 +47 +53 +96 +95 +8 +69 +68 +55 +22 +37 +78 +79 +8 +16 +32 +49 +79 +86 +18 +74 +55 +54 +82 +5 +28 +40 +61 +29 +75 +23 +9 +51 +88 +94 +73 +43 +77 +97 +100 +85 +69 +98 +33 +9 +27 +49 +81 +12 +81 +4 +68 +89 +74 +11 +72 +72 +57 +56 +52 +83 +1 +43 +17 +10 +62 +56 +19 +98 +98 +98 +35 +12 +74 +38 +53 +100 +65 +23 +40 +19 +86 +84 +1 +33 +45 +95 +54 +79 +55 +49 +17 +35 +65 +56 +63 +26 +9 +37 +52 +37 +59 +25 +60 +7 +75 +22 +83 +41 +15 +88 +29 +54 +42 +29 +28 +45 +35 +69 +95 +78 +76 +40 +85 +80 +24 +33 +96 +9 +92 +41 +26 +16 +36 +49 +16 +50 +86 +20 +28 +37 +93 +71 +23 +46 +99 +58 +86 +15 +6 +39 +4 +25 +64 +88 +84 +32 +55 +98 +57 +92 +89 +97 +52 +51 +89 +46 +84 +43 +92 +42 +80 +98 +39 +58 +30 +85 +9 +99 +78 +84 +19 +46 +35 +72 +95 +29 +12 +24 +88 +76 +74 +56 +92 +42 +69 +68 +33 +91 +45 +95 +8 +90 +66 +49 +91 +80 +68 +15 +99 +81 +53 +58 +56 +13 +98 +77 +17 +85 +19 +11 +98 +46 +78 +12 +8 +23 +14 +85 +74 +8 +24 +30 +16 +31 +1 +61 +70 +62 +69 +99 +52 +69 +60 +71 +44 +38 +31 +26 +65 +1 +72 +54 +55 +39 +47 +6 +84 +27 +52 +97 +21 +22 +26 +78 +50 +31 +39 +36 +33 +66 +23 +41 +17 +13 +80 +14 +46 +55 +35 +67 +11 +26 +64 +96 +47 +85 +49 +68 +53 +34 +65 +87 +28 +43 +22 +74 +30 +93 +41 +75 +99 +83 +55 +29 +13 +80 +86 +68 +84 +66 +86 +55 +20 +1 +55 +11 +13 +16 +31 +3 +98 +78 +81 +28 +82 +30 +90 +41 +18 +69 +93 +14 +63 +58 +12 +8 +80 +78 +12 +94 +45 +68 +31 +72 +53 +63 +59 +74 +16 +73 +20 +96 +69 +70 +53 +83 +31 +48 +37 +72 +100 +62 +77 +100 +44 +78 +3 +15 +52 +21 +64 +91 +72 +1 +40 +14 +11 +76 +17 +10 +48 +64 +74 +13 +44 +79 +95 +92 +5 +93 +71 +32 +3 +28 +19 +60 +20 +27 +88 +91 +9 +91 +60 +61 +8 +15 +76 +48 +68 +9 +95 +44 +99 +24 +100 +12 +88 +22 +44 +59 +65 +16 +32 +53 +60 +92 +10 +29 +69 +20 +82 +45 +58 +67 +14 +60 +50 +6 +81 +51 +80 +20 +57 +55 +24 +13 +24 +5 +14 +57 +65 +15 +92 +19 +76 +74 +47 +32 +7 +5 +53 +13 +52 +5 +99 +54 +16 +89 +54 +82 +46 +71 +57 +28 +74 +27 +82 +35 +89 +38 +99 +48 +60 +18 +90 +54 +54 +28 +69 +79 +26 +57 +30 +53 +43 +26 +20 +85 +42 +90 +14 +7 +40 +18 +43 +68 +96 +45 +71 +63 +47 +64 +82 +94 +14 +87 +56 +87 +68 +4 +1 +43 +96 +100 +29 +25 +83 +56 +6 +77 +1 +47 +79 +65 +31 +85 +88 +59 +100 +1 +39 +52 +7 +80 +51 +10 +46 +18 +8 +85 +89 +55 +20 +33 +69 +85 +34 +43 +18 +91 +16 +1 +13 +50 +13 +91 +17 +48 +94 +30 +90 +39 +65 +34 +70 +92 +71 +91 +39 +37 +17 +98 +84 +85 +81 +40 +72 +43 +32 +78 +3 +9 +92 +75 +75 +64 +64 +73 +45 +43 +42 +48 +15 +58 +30 +72 +10 +34 +37 +74 +94 +51 +70 +14 +22 +25 +70 +43 +69 +96 +62 +85 +13 +50 +72 +2 +60 +84 +50 +67 +97 +55 +100 +14 +33 +99 +84 +61 +15 +26 +9 +52 +52 +97 +42 +96 +67 +100 +87 +92 +26 +19 +84 +7 +23 +22 +47 +88 +92 +80 +61 +100 +87 +52 +29 +18 +10 +10 +5 +26 +32 +28 +27 +54 +12 +30 +29 +18 +3 +41 +10 +61 +90 +71 +86 +3 +87 +30 +100 +41 +29 +49 +96 +78 +2 +73 +54 +1 +85 +51 +26 +6 +41 +60 +95 +35 +56 +2 +15 +74 +96 +97 +77 +13 +38 +48 +5 +77 +54 +93 +93 +99 +27 +49 +57 +20 +89 +92 +39 +2 +32 +74 +76 +14 +88 +98 +42 +64 +43 +70 +41 +65 +28 +20 +32 +9 +82 +7 +99 +8 +51 +94 +61 +72 +100 +49 +50 +20 +57 +59 +95 +54 +5 +95 +37 +48 +77 +26 +90 +7 +55 +57 +40 +95 +47 +24 +78 +34 +6 +44 +50 +9 +45 +34 +78 +93 +2 +51 +38 +41 +26 +43 +42 +51 +12 +96 +56 +53 +30 +50 +22 +57 +33 +84 +89 +17 +31 +68 +79 +70 +13 +97 +74 +63 +41 +3 +82 +72 +98 +16 +57 +19 +70 +59 +1 +22 +75 +72 +83 +4 +77 +89 +91 +76 +65 +6 +81 +66 +61 +100 +87 +55 +61 +23 +91 +35 +96 +21 +78 +81 +6 +51 +92 +90 +56 +22 +71 +73 +33 +40 +84 +51 +87 +78 +100 +79 +82 +39 +46 +3 +64 +41 +77 +21 +95 +52 +99 +44 +70 +37 +6 +83 +15 +67 +83 +94 +18 +12 +11 +5 +52 +46 +42 +78 +18 +33 +46 +16 +99 +77 +66 +71 +55 +17 +25 +34 +33 +33 +42 +98 +7 +84 +82 +64 +52 +39 +78 +7 +30 +73 +86 +52 +68 +79 +39 +27 +61 +61 +97 +26 +33 +88 +99 +2 +81 +65 +85 +14 +15 +9 +96 +25 +81 +75 +55 +76 +33 +24 +77 +73 +44 +21 +18 +56 +58 +54 +61 +25 +14 +76 +86 +77 +12 +96 +29 +30 +52 +78 +34 +66 +32 +44 +38 +45 +48 +21 +41 +30 +59 +20 +83 +50 +77 +73 +38 +49 +90 +64 +53 +40 +88 +8 +73 +8 +45 +78 +66 +24 +63 +16 +20 +94 +14 +78 +63 +99 +78 +43 +60 +8 +30 +18 +89 +39 +100 +62 +52 +83 +57 +18 +36 +87 +49 +26 +41 +38 +13 +1 +22 +74 +95 +44 +79 +22 +19 +76 +74 +27 +65 +100 +69 +66 +23 +17 +12 +15 +86 +79 +87 +86 +43 +1 +39 +97 +57 +63 +10 +13 +3 +47 +70 +88 +15 +37 +90 +69 +87 +59 +19 +36 +83 +29 +96 +83 +44 +79 +57 +55 +56 +76 +65 +17 +30 +75 +40 +49 +82 +66 +29 +18 +8 +21 +24 +60 +44 +28 +55 +48 +41 +48 +49 +18 +52 +10 +4 +89 +46 +40 +61 +56 +79 +15 +30 +44 +57 +91 +28 +2 +4 +41 +69 +79 +44 +43 +92 +67 +12 +88 +11 +39 +52 +95 +59 +58 +80 +95 +1 +30 +55 +9 +21 +62 +3 +42 +74 +75 +91 +76 +82 +53 +62 +83 +33 +15 +7 +85 +91 +98 +3 +2 +46 +50 +40 +57 +36 +56 +45 +56 +11 +72 +47 +75 +97 +12 +10 +83 +24 +64 +34 +68 +35 +84 +84 +77 +65 +77 +58 +39 +67 +32 +11 +98 +98 +63 +87 +10 +80 +38 +74 +57 +32 +31 +92 +83 +98 +32 +85 +16 +62 +98 +82 +29 +91 +75 +75 +59 +74 +96 +30 +85 +69 +76 +84 +33 +35 +90 +65 +77 +79 +55 +88 +79 +30 +93 +46 +30 +38 +61 +2 +44 +21 +60 +16 +69 +14 +92 +4 +46 +46 +9 +83 +67 +58 +88 +69 +21 +63 +26 +95 +16 +11 +63 +3 +86 +48 +98 +12 +24 +30 +26 +53 +47 +35 +79 +77 +65 +98 +55 +22 +3 +86 +68 +37 +8 +21 +15 +27 +93 +76 +64 +68 +69 +66 +18 +32 +21 +75 +15 +98 +8 +42 +30 +30 +1 +49 +48 +1 +31 +25 +53 +35 +81 +18 +23 +92 +36 +21 +40 +47 +67 +97 +88 +61 +22 +97 +26 +80 +78 +56 +96 +67 +48 +61 +80 +9 +47 +39 +74 +52 +58 +81 +54 +50 +70 +32 +42 +93 +42 +24 +94 +75 +32 +72 +29 +31 +66 +87 +53 +22 +12 +34 +72 +94 +12 +65 +71 +19 +88 +14 +55 +4 +78 +28 +70 +24 +78 +40 +6 +11 +65 +42 +30 +80 +9 +90 +15 +69 +48 +32 +30 +44 +63 +61 +50 +29 +12 +35 +73 +56 +100 +67 +16 +58 +85 +56 +43 +19 +1 +39 +61 +64 +69 +67 +73 +38 +23 +97 +43 +4 +20 +65 +98 +31 +82 +86 +68 +45 +17 +59 +33 +85 +55 +42 +100 +82 +28 +8 +80 +50 +72 +51 +31 +85 +77 +93 +26 +2 +65 +80 +59 +1 +78 +3 +38 +53 +11 +44 +93 +52 +49 +30 +41 +84 +80 +58 +96 +19 +43 +15 +92 +86 +31 +26 +1 +52 +20 +22 +6 +23 +43 +89 +64 +100 +27 +5 +68 +81 +63 +18 +3 +42 +30 +45 +22 +86 +19 +59 +17 +73 +85 +5 +12 +66 +82 +30 +33 +19 +45 +39 +52 +49 +68 +26 +93 +39 +45 +94 +70 +75 +33 +1 +29 +80 +85 +40 +53 +16 +20 +1 +18 +41 +73 +98 +9 +18 +93 +100 +61 +21 +79 +91 +76 +66 +27 +86 +66 +68 +74 +37 +66 +85 +60 +63 +100 +4 +93 +27 +15 +52 +16 +31 +5 +52 +3 +4 +98 +50 +51 +63 +41 +51 +67 +3 +34 +92 +66 +84 +12 +49 +3 +66 +44 +49 +31 +18 +88 +20 +13 +83 +47 +32 +81 +9 +45 +43 +33 +20 +16 +19 +85 +81 +93 +4 +55 +52 +19 +79 +93 +87 +91 +90 +74 +63 +28 +82 +61 +37 +19 +54 +55 +19 +33 +59 +57 +24 +33 +75 +6 +65 +68 +39 +30 +37 +73 +22 +82 +100 +37 +31 +36 +65 +96 +31 +49 +27 +94 +78 +34 +24 +25 +77 +32 +12 +78 +15 +85 +64 +16 +88 +51 +72 +52 +10 +2 +56 +42 +11 +17 +46 +52 +14 +16 +20 +49 +9 +86 +81 +26 +72 +2 +79 +89 +82 +56 +88 +29 +51 +89 +61 +49 +9 +99 +97 +51 +34 +2 +31 +97 +96 +48 +61 +33 +59 +73 +34 +71 +47 +74 +61 +34 +88 +46 +37 +56 +70 +87 +51 +86 +26 +64 +52 +87 +10 +99 +40 +8 +3 +57 +22 +69 +5 +53 +31 +47 +38 +6 +37 +16 +81 +68 +2 +68 +30 +94 +77 +86 +37 +95 +14 +66 +9 +30 +97 +14 +38 +85 +22 +96 +90 +99 +78 +24 +50 +70 +36 +40 +11 +35 +9 +73 +16 +43 +58 +31 +27 +38 +26 +49 +6 +31 +13 +13 +47 +89 +67 +48 +62 +53 +30 +31 +84 +69 +5 +92 +80 +52 +88 +86 +97 +64 +64 +93 +2 +15 +81 +34 +23 +74 +32 +88 +21 +14 +100 +95 +63 +44 +19 +47 +54 +100 +71 +95 +24 +68 +32 +88 +36 +6 +94 +44 +34 +68 +60 +55 +41 +92 +64 +18 +64 +6 +12 +50 +68 +83 +32 +8 +29 +32 +25 +82 +44 +71 +12 +7 +31 +21 +42 +43 +18 +40 +16 +86 +65 +31 +57 +44 +91 +54 +5 +88 +4 +13 +97 +44 +21 +18 +8 +5 +63 +51 +17 +9 +33 +6 +20 +89 +97 +48 +84 +93 +55 +13 +99 +17 +59 +44 +23 +33 +89 +36 +62 +38 +17 +91 +63 +18 +6 +15 +98 +79 +21 +85 +59 +50 +53 +42 +18 +66 +51 +32 +23 +5 +17 +79 +21 +81 +70 +44 +3 +90 +79 +37 +30 +37 +70 +74 +4 +44 +22 +71 +49 +3 +30 +39 +20 +39 +34 +35 +50 +79 +83 +87 +6 +85 +3 +27 +89 +48 +34 +18 +8 +90 +77 +89 +35 +13 +24 +48 +15 +61 +56 +11 +69 +68 +69 +40 +44 +42 +38 +11 +72 +14 +9 +60 +44 +70 +5 +61 +5 +53 +14 +94 +72 +44 +47 +53 +92 +54 +82 +14 +74 +46 +11 +21 +49 +48 +19 +75 +55 +55 +42 +76 +71 +91 +80 +43 +94 +9 +38 +71 +85 +87 +31 +19 +54 +97 +25 +28 +61 +74 +94 +30 +69 +30 +14 +81 +30 +50 +77 +23 +85 +42 +27 +67 +23 +81 +75 +68 +5 +3 +14 +41 +35 +37 +61 +90 +16 +7 +2 +60 +44 +86 +93 +56 +37 +7 +2 +39 +98 +69 +87 +72 +62 +33 +8 +72 +92 +39 +3 +93 +67 +13 +49 +95 +38 +82 +26 +6 +78 +66 +67 +62 +87 +80 +49 +80 +57 +58 +18 +68 +35 +67 +83 +85 +31 +70 +62 +36 +61 +56 +80 +55 +56 +57 +20 +9 +41 +54 +23 +51 +6 +5 +55 +7 +51 +94 +56 +5 +14 +47 +53 +26 +25 +97 +81 +61 +10 +100 +58 +61 +49 +58 +15 +75 +47 +98 +23 +4 +24 +84 +1 +44 +19 +10 +23 +71 +38 +85 +15 +63 +89 +43 +35 +75 +70 +31 +51 +31 +49 +8 +55 +61 +22 +37 +32 +87 +52 +43 +32 +45 +88 +95 +38 +59 +72 +83 +1 +97 +46 +45 +71 +73 +57 +11 +88 +58 +42 +23 +94 +5 +24 +35 +44 +74 +37 +1 +3 +5 +50 +42 +76 +61 +87 +8 +60 +84 +61 +94 +14 +72 +62 +93 +2 +95 +19 +22 +57 +34 +7 +48 +5 +8 +85 +69 +60 +73 +93 +44 +2 +30 +64 +96 +74 +12 +88 +1 +79 +21 +68 +66 +27 +98 +100 +41 +29 +7 +84 +60 +81 +97 +95 +72 +78 +69 +79 +10 +58 +67 +61 +38 +4 +31 +16 +62 +53 +51 +79 +14 +44 +46 +56 +35 +55 +3 +45 +54 +47 +88 +10 +14 +30 +93 +17 +7 +27 +19 +93 +76 +64 +86 +34 +83 +16 +92 +22 +24 +98 +94 +61 +21 +64 +30 +90 +37 +84 +31 +23 +80 +71 +89 +100 +19 +72 +64 +41 +55 +56 +31 +69 +56 +10 +7 +5 +18 +33 +8 +79 +72 +98 +17 +43 +81 +31 +28 +77 +12 +89 +19 +73 +1 +9 +19 +25 +32 +51 +41 +7 +84 +98 +6 +4 +5 +3 +28 +95 +41 +56 +33 +89 +46 +69 +26 +95 +23 +69 +46 +12 +36 +79 +48 +51 +50 +55 +49 +19 +69 +96 +26 +13 +16 +69 +12 +75 +99 +63 +41 +8 +10 +100 +86 +50 +74 +90 +80 +75 +60 +31 +69 +92 +41 +81 +58 +4 +20 +57 +7 +13 +55 +69 +60 +1 +36 +70 +39 +2 +67 +44 +70 +98 +81 +95 +72 +60 +98 +80 +77 +68 +78 +94 +21 +48 +83 +88 +76 +39 +69 +42 +2 +7 +1 +75 +100 +34 +76 +79 +80 +36 +45 +24 +16 +73 +4 +3 +57 +85 +33 +91 +15 +30 +34 +66 +40 +7 +2 +71 +13 +99 +85 +25 +19 +26 +48 +40 +72 +50 +18 +70 +74 +87 +60 +61 +7 +69 +23 +40 +29 +47 +81 +92 +22 +55 +28 +25 +32 +38 +68 +65 +4 +15 +28 +45 +44 +87 +33 +32 +14 +52 +94 +57 +22 +72 +29 +6 +80 +88 +69 +8 +18 +89 +59 +88 +81 +41 +77 +7 +16 +11 +98 +84 +88 +80 +52 +21 +63 +45 +14 +35 +12 +67 +45 +28 +4 +21 +55 +2 +18 +87 +52 +25 +65 +92 +27 +69 +71 +39 +73 +4 +19 +93 +81 +7 +25 +19 +26 +35 +80 +57 +30 +60 +7 +71 +38 +34 +41 +90 +64 +70 +20 +93 +44 +48 +41 +77 +95 +70 +59 +38 +66 +26 +85 +5 +52 +72 +88 +63 +90 +24 +2 +100 +35 +36 +36 +35 +34 +16 +82 +91 +52 +89 +24 +47 +65 +26 +21 +31 +83 +33 +83 +87 +58 +69 +28 +57 +15 +57 +42 +24 +46 +70 +16 +37 +41 +57 +55 +63 +14 +51 +65 +38 +31 +3 +47 +86 +10 +62 +64 +15 +18 +10 +64 +97 +6 +85 +41 +24 +22 +97 +90 +44 +51 +46 +12 +60 +63 +36 +90 +19 +69 +87 +96 +65 +35 +90 +26 +42 +66 +63 +77 +71 +86 +14 +50 +57 +80 +60 +98 +2 +64 +83 +41 +77 +21 +68 +62 +71 +53 +62 +27 +82 +48 +44 +67 +70 +1 +99 +65 +34 +66 +95 +88 +66 +58 +76 +95 +83 +56 +98 +52 +76 +32 +38 +19 +27 +73 +75 +26 +97 +85 +14 +28 +54 +16 +43 +12 +41 +68 +12 +84 +18 +35 +89 +43 +62 +16 +53 +40 +54 +31 +42 +64 +6 +8 +17 +60 +89 +14 +21 +38 +75 +25 +9 +67 +51 +47 +80 +28 +32 +54 +40 +67 +16 +1 +61 +11 +48 +39 +51 +94 +91 +96 +74 +67 +1 +98 +48 +56 +69 +4 +64 +84 +43 +1 +41 +82 +12 +61 +43 +22 +51 +83 +8 +98 +50 +93 +26 +39 +64 +18 +18 +13 +19 +32 +42 +6 +15 +66 +35 +68 +98 +18 +37 +16 +81 +93 +58 +77 +70 +28 +53 +94 +77 +61 +14 +4 +57 +28 +9 +99 +24 +8 +95 +31 +54 +15 +12 +4 +50 +5 +1 +79 +65 +40 +84 +16 +46 +5 +89 +1 +49 +78 +49 +31 +92 +6 +47 +74 +17 +88 +22 +90 +12 +29 +4 +13 +23 +10 +23 +91 +29 +65 +61 +55 +92 +46 +16 +98 +66 +94 +9 +95 +79 +46 +25 +85 +45 +9 +22 +30 +64 +1 +86 +85 +50 +66 +87 +64 +34 +64 +15 +77 +36 +14 +23 +3 +58 +56 +80 +34 +56 +99 +6 +38 +67 +81 +33 +53 +18 +92 +12 +2 +2 +32 +59 +75 +51 +80 +57 +48 +11 +97 +60 +74 +98 +60 +2 +29 +11 +9 +87 +57 +3 +32 +67 +90 +8 +44 +14 +21 +68 +17 +25 +55 +48 +96 +19 +33 +25 +17 +94 +6 +52 +24 +18 +78 +84 +45 +7 +73 +59 +52 +66 +18 +82 +86 +5 +16 +68 +26 +4 +7 +52 +62 +75 +78 +34 +47 +63 +34 +36 +50 +37 +80 +50 +55 +10 +88 +61 +35 +71 +12 +7 +68 +71 +54 +46 +4 +39 +100 +89 +62 +89 +1 +25 +44 +78 +41 +93 +17 +31 +90 +47 +64 +24 +22 +44 +86 +91 +36 +99 +81 +24 +94 +21 +80 +8 +70 +44 +44 +27 +22 +18 +15 +2 +91 +89 +83 +80 +36 +42 +32 +70 +97 +60 +76 +3 +12 +23 +96 +97 +64 +55 +95 +77 +21 +62 +85 +38 +71 +97 +46 +41 +62 +40 +14 +50 +78 +96 +6 +30 +100 +100 +3 +71 +50 +29 +78 +35 +32 +37 +22 +75 +35 +51 +38 +44 +96 +58 +66 +99 +96 +97 +94 +39 +5 +33 +63 +69 +26 +49 +19 +57 +93 +6 +86 +8 +59 +74 +29 +18 +13 +77 +78 +31 +44 +36 +70 +9 +51 +26 +92 +85 +7 +18 +87 +1 +79 +12 +94 +44 +30 +15 +4 +10 +65 +85 +60 +23 +28 +93 +22 +57 +81 +34 +98 +17 +1 +45 +33 +3 +60 +10 +86 +5 +22 +99 +43 +5 +8 +85 +93 +6 +41 +2 +52 +18 +74 +58 +95 +98 +76 +4 +22 +64 +10 +10 +48 +41 +76 +67 +88 +59 +96 +70 +62 +85 +9 +35 +9 +61 +28 +79 +34 +20 +99 +93 +99 +13 +87 +14 +45 +16 +18 +38 +45 +16 +6 +31 +8 +37 +38 +37 +74 +20 +57 +97 +69 +90 +96 +66 +72 +94 +41 +26 +82 +30 +79 +8 +60 +17 +85 +38 +8 +29 +23 +57 +42 +20 +68 +69 +51 +36 +15 +9 +97 +28 +68 +73 +4 +22 +77 +23 +17 +97 +29 +12 +52 +26 +85 +66 +3 +4 +36 +83 +93 +72 +81 +6 +16 +50 +69 +95 +70 +11 +22 +17 +68 +49 +55 +40 +82 +26 +56 +17 +12 +94 +62 +24 +36 +67 +95 +56 +17 +12 +5 +76 +5 +54 +54 +56 +89 +82 +94 +90 +37 +43 +39 +7 +63 +2 +28 +79 +74 +53 +26 +25 +72 +96 +77 +69 +84 +48 +48 +41 +11 +74 +55 +25 +7 +9 +82 +89 +23 +27 +51 +4 +18 +3 +53 +95 +16 +88 +92 +90 +65 +97 +68 +41 +36 +100 +24 +71 +19 +96 +49 +48 +71 +45 +31 +85 +68 +60 +75 +72 +98 +39 +53 +28 +87 +43 +26 +36 +70 +99 +67 +56 +15 +32 +10 +85 +57 +48 +12 +81 +36 +15 +23 +35 +82 +3 +22 +11 +6 +81 +94 +14 +47 +26 +68 +9 +61 +86 +3 +87 +38 +86 +16 +25 +89 +96 +26 +51 +8 +17 +17 +100 +77 +62 +20 +11 +41 +90 +68 +45 +78 +7 +84 +45 +88 +39 +23 +50 +40 +63 +81 +63 +53 +10 +59 +24 +73 +43 +65 +35 +84 +35 +81 +14 +45 +41 +66 +39 +56 +21 +63 +84 +25 +29 +29 +9 +69 +28 +95 +25 +24 +66 +79 +24 +87 +77 +84 +68 +3 +85 +31 +60 +41 +21 +34 +66 +77 +47 +71 +18 +96 +23 +35 +47 +76 +99 +22 +36 +89 +34 +11 +7 +82 +76 +65 +98 +23 +37 +62 +28 +38 +17 +92 +96 +7 +40 +8 +57 +57 +44 +33 +64 +79 +60 +63 +93 +65 +7 +42 +60 +23 +80 +32 +6 +69 +37 +96 +74 +95 +48 +95 +23 +39 +18 +42 +21 +70 +80 +99 +84 +80 +54 +38 +74 +49 +20 +53 +54 +30 +31 +16 +40 +36 +69 +31 +71 +7 +35 +29 +47 +34 +91 +88 +78 +63 +38 +72 +30 +51 +3 +54 +49 +42 +23 +4 +96 +56 +26 +32 +52 +8 +42 +79 +79 +49 +98 +41 +28 +21 +26 +44 +26 +49 +75 +7 +71 +53 +11 +53 +76 +59 +63 +66 +72 +51 +47 +53 +96 +47 +61 +89 +66 +17 +80 +69 +95 +87 +16 +66 +52 +6 +85 +41 +45 +60 +64 +57 +55 +5 +22 +37 +6 +52 +42 +26 +43 +28 +49 +39 +20 +95 +63 +83 +35 +33 +87 +37 +52 +51 +43 +18 +2 +9 +58 +66 +77 +55 +13 +76 +53 +33 +26 +85 +14 +34 +80 +100 +48 +78 +93 +40 +61 +90 +30 +1 +77 +50 +72 +87 +84 +11 +55 +79 +86 +10 +68 +53 +72 +86 +85 +32 +65 +60 +96 +82 +39 +57 +42 +58 +59 +83 +33 +36 +91 +70 +96 +77 +38 +68 +94 +13 +63 +23 +74 +44 +83 +46 +13 +51 +86 +5 +35 +48 +60 +97 +2 +43 +94 +12 +13 +96 +87 +98 +71 +100 +4 +10 +22 +20 +38 +20 +55 +16 +5 +30 +81 +50 +39 +21 +53 +48 +30 +81 +88 +8 +83 +16 +62 +99 +31 +11 +64 +60 +93 +22 +33 +38 +76 +48 +73 +23 +4 +36 +100 +90 +1 +19 +61 +61 +22 +85 +100 +1 +3 +45 +15 +26 +64 +78 +39 +9 +43 +17 +27 +9 +23 +8 +86 +16 +45 +5 +94 +89 +25 +9 +3 +97 +47 +96 +8 +57 +96 +39 +8 +13 +3 +68 +95 +49 +42 +89 +83 +20 +86 +81 +87 +84 +2 +51 +64 +40 +28 +82 +2 +9 +74 +8 +87 +97 +11 +6 +19 +94 +47 +33 +20 +82 +78 +34 +98 +93 +6 +49 +24 +2 +85 +94 +37 +51 +28 +28 +89 +15 +29 +2 +6 +47 +90 +86 +83 +32 +97 +74 +18 +70 +64 +18 +18 +20 +75 +63 +41 +36 +18 +78 +34 +71 +92 +56 +52 +44 +85 +83 +20 +56 +49 +34 +48 +47 +50 +81 +3 +46 +17 +6 +2 +29 +95 +70 +34 +89 +91 +69 +59 +91 +64 +10 +57 +71 +32 +66 +56 +57 +78 +40 +70 +54 +67 +97 +10 +84 +83 +36 +77 +90 +96 +85 +44 +31 +55 +43 +84 +92 +50 +53 +39 +39 +73 +35 +33 +74 +63 +91 +99 +82 +24 +64 +77 +53 +63 +9 +18 +35 +71 +73 +65 +6 +74 +30 +9 +55 +77 +30 +88 +20 +12 +86 +95 +18 +83 +65 +34 +38 +24 +36 +87 +4 +67 +51 +98 +92 +5 +16 +79 +91 +97 +17 +30 +51 +44 +99 +89 +98 +1 +88 +90 +65 +19 +96 +80 +12 +95 +68 +95 +37 +48 +22 +83 +51 +21 +55 +20 +79 +63 +42 +55 +2 +71 +48 +66 +17 +9 +71 +71 +6 +5 +25 +45 +62 +45 +24 +95 +28 +81 +62 +31 +32 +51 +35 +100 +30 +2 +79 +13 +8 +28 +52 +76 +51 +31 +52 +14 +57 +100 +24 +42 +19 +62 +49 +88 +82 +42 +5 +14 +75 +59 +95 +5 +74 +66 +78 +12 +24 +72 +73 +54 +41 +57 +9 +19 +85 +42 +63 +60 +60 +76 +13 +52 +14 +10 +46 +23 +41 +47 +31 +84 +39 +40 +10 +21 +38 +96 +71 +35 +48 +91 +15 +6 +5 +63 +68 +22 +96 +26 +1 +80 +52 +28 +89 +84 +30 +91 +53 +36 +55 +41 +21 +54 +42 +10 +36 +1 +18 +1 +92 +99 +67 +94 +12 +21 +73 +91 +51 +71 +79 +9 +26 +25 +98 +33 +59 +77 +31 +17 +41 +97 +96 +44 +14 +71 +6 +31 +38 +62 +16 +81 +83 +75 +3 +37 +72 +90 +17 +7 +57 +72 +80 +91 +12 +20 +66 +31 +14 +4 +25 +6 +68 +88 +75 +82 +73 +56 +16 +88 +36 +63 +51 +35 +95 +89 +39 +56 +90 +17 +100 +21 +92 +44 +54 +83 +61 +83 +98 +21 +90 +83 +8 +45 +35 +87 +24 +10 +38 +90 +99 +6 +70 +61 +16 +6 +77 +35 +4 +99 +85 +93 +91 +61 +63 +1 +65 +79 +45 +88 +45 +26 +57 +75 +18 +36 +73 +12 +58 +51 +59 +16 +78 +27 +1 +60 +21 +32 +8 +1 +85 +56 +24 +91 +12 +64 +92 +80 +38 +41 +77 +62 +73 +99 +42 +36 +1 +34 +14 +86 +21 +85 +6 +66 +17 +80 +31 +95 +97 +46 +90 +50 +65 +52 +81 +23 +94 +33 +74 +97 +45 +50 +69 +92 +48 +37 +100 +88 +77 +51 +55 +82 +77 +15 +50 +43 +15 +92 +26 +7 +85 +10 +62 +46 +58 +93 +42 +46 +49 +90 +63 +15 +4 +67 +90 +10 +22 +50 +69 +22 +48 +43 +24 +6 +56 +75 +14 +88 +63 +28 +74 +61 +79 +41 +4 +21 +68 +34 +23 +50 +93 +52 +1 +16 +21 +22 +23 +39 +39 +91 +12 +1 +24 +9 +42 +6 +24 +29 +14 +30 +28 +42 +79 +61 +98 +6 +75 +73 +31 +1 +50 +60 +69 +7 +59 +7 +9 +15 +30 +38 +85 +49 +7 +55 +26 +1 +26 +68 +100 +62 +47 +45 +71 +35 +63 +35 +1 +62 +92 +6 +96 +1 +55 +34 +13 +43 +33 +78 +33 +56 +18 +49 +90 +77 +35 +2 +90 +3 +36 +69 +2 +39 +67 +62 +81 +61 +94 +73 +92 +45 +98 +51 +69 +17 +51 +24 +92 +59 +23 +48 +23 +90 +25 +29 +40 +44 +51 +4 +91 +6 +100 +14 +34 +10 +76 +27 +99 +24 +30 +89 +68 +67 +12 +54 +87 +46 +52 +81 +69 +42 +63 +22 +37 +23 +59 +72 +44 +69 +18 +14 +77 +64 +13 +93 +61 +24 +27 +66 +70 +29 +80 +56 +79 +58 +16 +44 +92 +53 +56 +81 +18 +32 +41 +16 +8 +45 +50 +36 +62 +9 +97 +28 +95 +49 +18 +100 +81 +66 +31 +11 +49 +31 +61 +13 +56 +4 +28 +6 +79 +54 +74 +44 +5 +57 +82 +82 +45 +56 +2 +63 +7 +7 +66 +77 +81 +10 +38 +87 +76 +26 +28 +59 +27 +94 +24 +8 +28 +20 +47 +44 +55 +93 +28 +9 +30 +35 +42 +78 +62 +42 +94 +31 +29 +9 +93 +7 +79 +79 +24 +75 +49 +83 +23 +52 +77 +75 +85 +51 +23 +9 +18 +21 +45 +97 +91 +33 +15 +91 +4 +12 +56 +70 +34 +28 +7 +4 +97 +9 +34 +66 +60 +17 +50 +10 +98 +49 +97 +47 +91 +19 +81 +25 +22 +42 +31 +76 +77 +33 +18 +99 +1 +7 +94 +35 +85 +92 +49 +6 +11 +5 +18 +78 +26 +66 +30 +4 +64 +6 +96 +69 +39 +36 +45 +74 +29 +85 +15 +33 +88 +36 +60 +62 +79 +36 +80 +25 +78 +34 +7 +77 +34 +68 +19 +90 +46 +4 +15 +40 +26 +93 +42 +76 +67 +47 +69 +84 +62 +35 +1 +96 +63 +5 +100 +16 +43 +75 +73 +23 +55 +14 +10 +75 +54 +59 +52 +36 +56 +87 +4 +36 +19 +85 +18 +62 +22 +3 +61 +78 +37 +35 +15 +71 +41 +43 +92 +58 +26 +28 +71 +84 +5 +38 +69 +13 +5 +93 +21 +13 +67 +19 +52 +22 +82 +1 +85 +33 +16 +67 +42 +51 +22 +74 +95 +63 +49 +70 +20 +38 +45 +55 +50 +85 +7 +36 +50 +84 +75 +26 +38 +63 +49 +49 +84 +55 +54 +34 +4 +36 +95 +73 +51 +77 +50 +25 +49 +68 +22 +57 +76 +84 +91 +22 +21 +84 +83 +27 +99 +59 +85 +77 +35 +69 +39 +34 +82 +69 +77 +92 +41 +63 +98 +33 +56 +5 +88 +16 +88 +24 +4 +22 +49 +36 +40 +8 +72 +62 +21 +35 +68 +55 +75 +30 +51 +64 +49 +89 +33 +36 +57 +32 +92 +37 +76 +13 +99 +52 +46 +27 +10 +17 +78 +15 +91 +60 +3 +69 +9 +83 +59 +79 +89 +82 +100 +40 +53 +56 +99 +41 +91 +60 +24 +30 +49 +48 +69 +89 +89 +25 +38 +34 +19 +32 +9 +81 +12 +75 +5 +20 +58 +28 +30 +31 +29 +12 +28 +49 +9 +88 +40 +23 +78 +99 +49 +8 +79 +40 +19 +4 +72 +41 +96 +86 +10 +77 +22 +53 +65 +98 +29 +24 +3 +20 +16 +15 +100 +21 +74 +56 +66 +83 +97 +65 +15 +59 +19 +60 +84 +90 +42 +27 +23 +96 +2 +73 +17 +64 +45 +23 +92 +41 +67 +50 +53 +87 +49 +12 +5 +7 +47 +84 +41 +29 +86 +84 +11 +79 +50 +4 +15 +4 +38 +20 +18 +96 +52 +78 +74 +68 +26 +55 +100 +97 +40 +46 +68 +88 +97 +49 +54 +72 +10 +10 +36 +46 +35 +88 +40 +41 +88 +59 +20 +23 +38 +48 +71 +97 +98 +22 +16 +47 +64 +63 +69 +32 +88 +39 +57 +36 +17 +56 +87 +72 +11 +4 +75 +27 +55 +67 +60 +49 +32 +56 +55 +68 +89 +74 +61 +77 +96 +4 +25 +13 +84 +92 +98 +65 +53 +50 +87 +97 +62 +27 +91 +33 +28 +13 +8 +25 +72 +32 +93 +39 +46 +71 +45 +96 +70 +21 +5 +71 +27 +13 +69 +55 +70 +68 +91 +99 +50 +60 +63 +60 +84 +6 +86 +53 +28 +14 +71 +95 +38 +19 +74 +69 +65 +16 +29 +3 +97 +79 +31 +96 +12 +19 +80 +77 +73 +87 +4 +7 +48 +62 +99 +93 +65 +93 +52 +96 +31 +90 +77 +52 +89 +20 +90 +7 +51 +59 +18 +83 +78 +12 +49 +55 +69 +70 +33 +47 +31 +40 +93 +68 +60 +62 +77 +30 +15 +33 +98 +74 +97 +90 +78 +43 +44 +78 +55 +21 +17 +40 +100 +29 +25 +68 +82 +91 +81 +25 +17 +80 +41 +2 +16 +84 +65 +60 +22 +17 +49 +87 +79 +37 +63 +16 +95 +16 +43 +56 +71 +75 +65 +41 +51 +55 +5 +12 +6 +33 +54 +17 +54 +21 +46 +46 +60 +87 +30 +13 +77 +55 +1 +17 +36 +44 +32 +65 +7 +26 +42 +87 +77 +45 +86 +42 +2 +58 +76 +5 +54 +50 +82 +94 +10 +39 +33 +58 +14 +31 +49 +22 +85 +72 +68 +2 +78 +63 +80 +48 +83 +26 +33 +22 +88 +82 +73 +46 +30 +7 +49 +99 +9 +66 +42 +74 +41 +98 +10 +51 +97 +66 +29 +50 +32 +44 +33 +17 +84 +76 +72 +60 +68 +53 +45 +11 +26 +7 +71 +31 +83 +6 +26 +74 +48 +11 +73 +69 +93 +90 +34 +76 +1 +84 +10 +7 +85 +97 +82 +6 +33 +38 +41 +79 +71 +12 +48 +77 +35 +68 +3 +16 +33 +42 +20 +5 +33 +34 +79 +2 +50 +51 +8 +97 +44 +19 +21 +26 +26 +50 +45 +10 +41 +92 +60 +53 +45 +55 +56 +75 +5 +4 +89 +55 +68 +18 +44 +63 +18 +99 +11 +91 +74 +95 +58 +15 +49 +18 +81 +93 +63 +66 +54 +97 +89 +72 +69 +41 +94 +44 +25 +58 +96 +56 +69 +91 +63 +41 +27 +97 +1 +66 +17 +97 +87 +86 +35 +18 +74 +41 +97 +71 +52 +63 +78 +14 +52 +1 +95 +69 +47 +75 +9 +26 +10 +23 +61 +19 +76 +23 +80 +57 +63 +40 +18 +73 +40 +85 +41 +73 +43 +59 +28 +71 +100 +4 +33 +73 +58 +95 +97 +7 +52 +66 +70 +92 +59 +54 +88 +7 +3 +57 +4 +20 +90 +77 +61 +33 +42 +80 +27 +50 +35 +45 +74 +92 +73 +96 +84 +55 +26 +71 +27 +71 +22 +73 +72 +24 +96 +62 +38 +90 +85 +49 +46 +45 +54 +73 +16 +14 +74 +7 +32 +55 +13 +43 +67 +91 +64 +29 +47 +85 +74 +35 +32 +17 +99 +12 +42 +46 +91 +22 +36 +17 +50 +14 +8 +9 +29 +80 +25 +5 +74 +3 +6 +52 +25 +64 +53 +35 +6 +28 +26 +89 +38 +51 +21 +61 +51 +59 +15 +79 +7 +27 +52 +90 +68 +50 +83 +10 +52 +28 +72 +45 +91 +72 +69 +74 +1 +63 +98 +66 +29 +15 +2 +47 +63 +20 +2 +52 +47 +72 +56 +82 +91 +11 +84 +12 +70 +26 +31 +45 +16 +32 +66 +8 +3 +38 +84 +8 +4 +48 +73 +26 +83 +59 +92 +57 +25 +57 +72 +84 +51 +15 +70 +51 +44 +15 +33 +91 +33 +74 +56 +83 +45 +88 +20 +8 +19 +77 +40 +68 +9 +52 +78 +2 +36 +1 +29 +90 +17 +52 +53 +38 +29 +18 +65 +59 +1 +86 +53 +84 +32 +98 +82 +53 +93 +62 +77 +4 +93 +57 +21 +5 +37 +69 +95 +84 +38 +3 +78 +99 +31 +22 +74 +41 +27 +18 +27 +78 +49 +37 +30 +82 +40 +53 +22 +29 +53 +68 +26 +86 +90 +77 +1 +11 +70 +82 +61 +49 +28 +55 +7 +40 +99 +9 +41 +84 +68 +51 +56 +51 +44 +72 +59 +77 +87 +47 +13 +40 +1 +43 +89 +51 +81 +25 +85 +3 +78 +18 +9 +60 +79 +11 +97 +54 +24 +57 +46 +75 +83 +55 +1 +1 +83 +61 +39 +66 +80 +32 +61 +2 +7 +32 +6 +54 +42 +29 +70 +72 +11 +56 +89 +4 +29 +3 +87 +13 +13 +10 +10 +5 +32 +89 +71 +34 +72 +43 +99 +8 +69 +76 +99 +84 +11 +33 +24 +97 +43 +9 +60 +3 +30 +7 +71 +48 +59 +45 +69 +10 +87 +22 +46 +96 +78 +89 +75 +8 +65 +62 +7 +20 +9 +59 +89 +28 +85 +78 +23 +70 +15 +38 +29 +48 +14 +42 +73 +58 +96 +22 +8 +12 +19 +35 +58 +12 +48 +90 +29 +70 +27 +36 +1 +56 +6 +37 +65 +60 +70 +66 +57 +91 +8 +90 +50 +73 +22 +3 +37 +79 +98 +47 +19 +13 +21 +91 +85 +98 +14 +24 +38 +7 +10 +42 +49 +51 +59 +20 +2 +97 +82 +91 +8 +59 +16 +65 +39 +79 +10 +15 +76 +35 +53 +8 +77 +25 +48 +39 +93 +21 +27 +97 +24 +77 +60 +63 +27 +65 +45 +95 +39 +47 +38 +7 +36 +47 +26 +35 +93 +64 +36 +52 +58 +66 +13 +5 +93 +7 +16 +69 +36 +3 +70 +72 +56 +79 +20 +94 +56 +42 +78 +100 +15 +96 +75 +38 +68 +30 +30 +2 +26 +78 +18 +12 +100 +29 +73 +22 +99 +53 +94 +20 +64 +10 +2 +100 +54 +64 +8 +7 +95 +64 +21 +8 +92 +53 +4 +54 +69 +9 +45 +55 +32 +1 +81 +40 +8 +77 +96 +67 +27 +59 +32 +53 +82 +30 +85 +31 +44 +19 +34 +10 +63 +81 +92 +68 +73 +74 +13 +38 +48 +5 +73 +4 +2 +1 +70 +45 +62 +41 +84 +5 +95 +81 +9 +16 +100 +33 +57 +53 +20 +16 +3 +33 +52 +99 +98 +53 +16 +28 +28 +67 +100 +66 +26 +74 +7 +72 +56 +12 +5 +57 +20 +3 +31 +23 +54 +66 +92 +49 +8 +15 +73 +76 +78 +80 +31 +48 +5 +56 +55 +60 +74 +98 +100 +48 +55 +91 +75 +71 +98 +30 +61 +20 +58 +11 +94 +39 +76 +7 +28 +12 +72 +14 +69 +51 +30 +85 +98 +93 +24 +86 +73 +24 +47 +92 +75 +60 +19 +37 +65 +67 +80 +86 +32 +47 +60 +97 +43 +52 +25 +80 +80 +4 +70 +16 +21 +70 +73 +87 +68 +9 +98 +50 +96 +86 +58 +6 +24 +35 +41 +5 +20 +10 +63 +96 +82 +41 +35 +54 +57 +47 +52 +64 +98 +77 +69 +5 +48 +31 +60 +54 +13 +3 +10 +54 +94 +39 +74 +45 +47 +91 +35 +15 +53 +65 +30 +50 +21 +17 +11 +28 +93 +98 +34 +46 +33 +20 +43 +1 +87 +5 +86 +72 +55 +4 +26 +61 +84 +49 +9 +82 +15 +54 +77 +94 +26 +49 +44 +24 +50 +95 +48 +56 +95 +94 +100 +7 +1 +74 +83 +46 +32 +35 +44 +12 +19 +63 +89 +17 +76 +49 +4 +48 +54 +79 +23 +98 +76 +89 +21 +44 +9 +98 +88 +41 +65 +94 +54 +88 +93 +91 +64 +15 +64 +83 +23 +38 +91 +72 +96 +96 +35 +62 +89 +93 +32 +8 +99 +81 +59 +73 +100 +40 +42 +60 +74 +31 +69 +98 +74 +17 +73 +6 +45 +64 +98 +3 +65 +19 +70 +88 +60 +13 +95 +98 +7 +34 +39 +78 +99 +13 +69 +94 +9 +17 +65 +17 +41 +2 +78 +16 +90 +21 +46 +70 +52 +63 +7 +63 +25 +37 +60 +96 +28 +46 +74 +29 +41 +19 +63 +28 +75 +35 +61 +18 +58 +9 +68 +73 +26 +42 +84 +89 +78 +58 +5 +52 +34 +56 +64 +20 +62 +61 +27 +95 +8 +99 +13 +7 +54 +90 +85 +80 +69 +20 +25 +23 +16 +89 +59 +73 +79 +60 +8 +23 +64 +27 +26 +31 +28 +78 +25 +93 +22 +81 +59 +94 +14 +48 +23 +73 +60 +3 +59 +12 +91 +34 +81 +10 +71 +13 +42 +17 +88 +63 +54 +23 +13 +44 +8 +12 +55 +75 +19 +44 +13 +22 +41 +88 +91 +58 +98 +26 +8 +72 +9 +33 +89 +94 +49 +81 +82 +41 +98 +55 +59 +59 +12 +52 +38 +85 +47 +49 +40 +56 +40 +49 +89 +21 +45 +95 +75 +95 +27 +75 +26 +24 +91 +48 +10 +39 +92 +41 +28 +30 +95 +99 +70 +52 +49 +15 +29 +16 +28 +63 +25 +28 +7 +48 +62 +32 +76 +25 +3 +44 +39 +59 +7 +23 +73 +74 +47 +7 +63 +68 +93 +65 +16 +1 +64 +25 +79 +17 +53 +25 +89 +44 +94 +29 +79 +40 +61 +54 +14 +26 +98 +86 +27 +87 +18 +61 +56 +30 +95 +17 +32 +84 +70 +38 +79 +48 +10 +26 +63 +22 +18 +51 +26 +77 +65 +100 +87 +43 +98 +59 +62 +71 +4 +71 +71 +73 +36 +98 +24 +59 +84 +89 +65 +51 +99 +93 +33 +27 +75 +19 +16 +10 +27 +46 +63 +85 +99 +77 +64 +29 +73 +10 +29 +45 +100 +74 +80 +31 +33 +21 +76 +61 +85 +93 +69 +73 +53 +77 +66 +45 +2 +57 +44 +47 +22 +12 +20 +94 +26 +29 +70 +76 +45 +83 +38 +3 +58 +64 +3 +83 +7 +58 +32 +18 +17 +25 +63 +96 +42 +37 +1 +34 +38 +95 +49 +48 +83 +3 +33 +25 +23 +73 +31 +31 +56 +30 +2 +6 +7 +98 +31 +16 +33 +11 +41 +62 +26 +45 +5 +80 +50 +85 +33 +44 +69 +31 +39 +38 +99 +18 +45 +32 +80 +56 +96 +92 +23 +15 +25 +97 +55 +54 +14 +18 +35 +78 +60 +90 +42 +72 +89 +39 +14 +24 +14 +51 +97 +72 +93 +15 +6 +95 +7 +53 +95 +18 +8 +22 +44 +85 +94 +17 +81 +79 +34 +91 +44 +88 +56 +77 +15 +49 +51 +71 +46 +58 +25 +48 +96 +34 +64 +87 +60 +26 +96 +7 +86 +45 +83 +38 +60 +44 +78 +58 +77 +18 +40 +42 +25 +3 +65 +64 +38 +83 +34 +36 +98 +75 +4 +88 +24 +4 +63 +94 +62 +76 +64 +3 +47 +49 +19 +31 +14 +23 +63 +87 +36 +12 +43 +86 +26 +69 +95 +14 +37 +38 +16 +99 +15 +28 +44 +99 +59 +49 +62 +44 +60 +77 +36 +59 +6 +25 +76 +42 +63 +91 +12 +18 +65 +32 +82 +71 +73 +4 +56 +66 +57 +14 +3 +45 +38 +17 +76 +30 +91 +70 +97 +12 +69 +60 +71 +98 +3 +78 +97 +75 +29 +4 +28 +53 +69 +22 +62 +79 +39 +74 +92 +24 +53 +53 +10 +87 +21 +83 +74 +45 +4 +37 +85 +84 +52 +50 +63 +76 +11 +56 +44 +68 +52 +33 +43 +21 +24 +3 +19 +47 +91 +16 +39 +29 +14 +10 +9 +78 +14 +59 +33 +99 +92 +22 +83 +58 +77 +29 +86 +24 +43 +66 +53 +33 +22 +16 +56 +68 +81 +24 +84 +4 +28 +4 +35 +51 +46 +88 +54 +39 +91 +67 +25 +3 +53 +100 +17 +58 +39 +13 +4 +35 +25 +78 +63 +52 +54 +19 +95 +31 +52 +97 +92 +84 +77 +87 +75 +68 +89 +14 +71 +73 +75 +50 +23 +81 +21 +49 +23 +71 +51 +13 +17 +9 +5 +48 +68 +20 +33 +44 +19 +78 +11 +97 +83 +73 +76 +92 +68 +28 +86 +60 +40 +42 +35 +58 +73 +50 +26 +98 +48 +9 +3 +43 +51 +29 +80 +58 +72 +55 +96 +44 +75 +99 +93 +3 +71 +1 +4 +57 +94 +75 +39 +25 +15 +34 +69 +20 +39 +78 +13 +65 +100 +71 +30 +67 +52 +65 +85 +29 +6 +96 +7 +6 +22 +13 +97 +44 +50 +68 +54 +69 +78 +19 +76 +15 +85 +65 +4 +74 +1 +46 +46 +12 +24 +85 +53 +19 +91 +8 +60 +88 +65 +28 +70 +45 +9 +6 +14 +76 +25 +3 +13 +35 +4 +11 +74 +66 +78 +6 +1 +77 +9 +28 +27 +41 +57 +65 +22 +1 +62 +21 +76 +87 +62 +2 +44 +74 +92 +3 +46 +13 +69 +51 +41 +88 +82 +59 +56 +79 +39 +4 +31 +13 +86 +58 +92 +54 +6 +90 +12 +29 +93 +68 +41 +23 +86 +70 +65 +67 +44 +67 +56 +74 +57 +2 +62 +93 +17 +7 +74 +52 +14 +73 +64 +23 +33 +20 +35 +11 +66 +57 +51 +28 +34 +65 +82 +28 +15 +74 +56 +10 +9 +69 +1 +3 +28 +88 +87 +44 +80 +28 +83 +68 +6 +30 +16 +87 +9 +29 +77 +32 +74 +57 +2 +90 +15 +41 +9 +91 +97 +80 +85 +25 +26 +3 +54 +67 +46 +85 +23 +59 +77 +30 +63 +67 +13 +34 +44 +12 +85 +34 +76 +53 +31 +79 +79 +70 +64 +34 +1 +19 +98 +100 +14 +71 +46 +72 +92 +55 +1 +95 +97 +44 +54 +8 +84 +91 +98 +17 +54 +11 +45 +52 +15 +88 +26 +7 +41 +1 +58 +67 +57 +63 +82 +78 +6 +97 +49 +93 +7 +96 +28 +14 +35 +46 +45 +43 +72 +16 +49 +59 +80 +1 +100 +13 +50 +68 +65 +67 +74 +100 +21 +53 +74 +46 +27 +42 +16 +5 +29 +6 +51 +71 +3 +5 +16 +62 +78 +18 +76 +38 +42 +86 +64 +92 +91 +77 +26 +42 +29 +56 +18 +51 +19 +1 +57 +53 +37 +62 +94 +2 +62 +65 +90 +49 +26 +61 +14 +61 +91 +48 +9 +31 +39 +68 +6 +9 +46 +2 +40 +48 +35 +56 +65 +17 +26 +11 +80 +38 +24 +50 +93 +63 +71 +12 +68 +18 +72 +56 +21 +4 +40 +1 +85 +69 +82 +17 +95 +92 +24 +26 +36 +48 +97 +75 +63 +11 +65 +14 +78 +54 +34 +13 +93 +13 +35 +73 +55 +94 +10 +9 +50 +22 +34 +84 +40 +64 +55 +75 +54 +61 +3 +67 +77 +1 +74 +44 +7 +81 +54 +65 +73 +53 +81 +33 +5 +60 +55 +36 +17 +94 +74 +22 +5 +80 +20 +32 +83 +46 +56 +5 +3 +56 +61 +64 +1 +66 +49 +18 +100 +24 +39 +77 +45 +1 +15 +92 +81 +46 +63 +50 +69 +85 +95 +97 +25 +78 +72 +42 +69 +45 +69 +59 +12 +88 +60 +11 +53 +51 +48 +67 +76 +41 +60 +19 +20 +92 +32 +77 +85 +85 +100 +5 +78 +86 +13 +94 +39 +10 +71 +37 +31 +87 +35 +71 +50 +85 +33 +90 +87 +24 +23 +70 +86 +81 +99 +29 +39 +46 +75 +29 +73 +36 +52 +90 +99 +26 +26 +94 +39 +81 +22 +61 +55 +31 +52 +36 +43 +37 +88 +54 +1 +19 +73 +21 +7 +7 +24 +36 +82 +91 +36 +50 +43 +19 +39 +63 +95 +82 +96 +13 +95 +6 +2 +31 +26 +5 +70 +81 +90 +17 +78 +95 +24 +68 +14 +24 +77 +46 +90 +75 +59 +71 +36 +96 +23 +67 +3 +41 +65 +51 +69 +28 +29 +21 +70 +12 +84 +83 +16 +85 +31 +66 +12 +84 +10 +45 +39 +44 +23 +16 +71 +55 +57 +94 +49 +56 +27 +96 +22 +29 +100 +83 +4 +60 +71 +61 +94 +57 +77 +44 +94 +22 +30 +3 +43 +50 +19 +44 +100 +51 +30 +48 +83 +51 +83 +87 +45 +88 +83 +96 +55 +42 +62 +30 +49 +86 +44 +14 +48 +5 +91 +21 +25 +15 +20 +97 +68 +57 +90 +79 +95 +80 +1 +29 +47 +75 +57 +35 +14 +5 +73 +79 +5 +87 +10 +49 +2 +100 +5 +21 +40 +83 +26 +43 +67 +29 +45 +99 +63 +75 +41 +66 +63 +5 +65 +3 +82 +40 +60 +43 +27 +97 +11 +74 +32 +87 +47 +37 +47 +83 +52 +34 +30 +5 +53 +56 +62 +4 +43 +18 +53 +46 +27 +8 +37 +45 +81 +47 +29 +28 +78 +14 +72 +29 +84 +90 +55 +78 +68 +21 +36 +7 +7 +19 +69 +5 +60 +73 +62 +53 +96 +21 +81 +99 +14 +49 +81 +77 +64 +29 +59 +49 +33 +39 +87 +68 +79 +31 +93 +23 +58 +86 +12 +61 +75 +19 +11 +87 +63 +56 +52 +97 +71 +15 +24 +67 +1 +16 +13 +60 +18 +31 +37 +19 +29 +100 +66 +96 +91 +23 +87 +72 +81 +20 +65 +68 +62 +69 +35 +21 +69 +38 +82 +95 +3 +53 +47 +86 +59 +57 +94 +47 +83 +56 +68 +81 +8 +66 +85 +80 +17 +27 +85 +74 +38 +74 +37 +41 +97 +29 +37 +46 +40 +80 +80 +76 +77 +60 +83 +93 +32 +27 +81 +63 +58 +40 +51 +79 +83 +12 +31 +62 +47 +71 +64 +36 +89 +5 +92 +73 +56 +65 +57 +90 +57 +55 +19 +79 +93 +88 +7 +74 +36 +1 +57 +32 +9 +38 +70 +8 +12 +29 +20 +46 +22 +27 +13 +34 +68 +95 +94 +72 +82 +50 +38 +25 +22 +92 +8 +22 +90 +96 +93 +9 +63 +67 +34 +48 +79 +6 +86 +8 +12 +68 +44 +30 +80 +60 +90 +90 +5 +89 +23 +28 +97 +58 +83 +27 +23 +19 +98 +32 +90 +25 +73 +46 +69 +69 +93 +59 +65 +17 +57 +24 +44 +44 +41 +35 +64 +65 +58 +65 +52 +97 +20 +48 +72 +77 +67 +20 +75 +80 +65 +54 +31 +89 +91 +91 +7 +63 +1 +99 +79 +54 +5 +30 +32 +67 +91 +100 +51 +71 +56 +61 +23 +11 +92 +82 +16 +58 +9 +17 +20 +29 +35 +43 +55 +27 +70 +100 +85 +13 +89 +85 +53 +50 +44 +21 +62 +55 +31 +34 +10 +50 +81 +94 +54 +22 +39 +50 +73 +64 +21 +63 +74 +57 +99 +78 +5 +58 +76 +16 +81 +67 +17 +70 +42 +38 +70 +94 +99 +98 +21 +63 +5 +47 +1 +25 +24 +55 +62 +48 +53 +6 +70 +31 +22 +44 +75 +11 +76 +25 +1 +11 +94 +74 +9 +7 +81 +19 +28 +73 +40 +53 +19 +66 +19 +65 +62 +61 +61 +16 +66 +10 +68 +83 +63 +44 +36 +23 +29 +57 +3 +16 +26 +18 +16 +41 +28 +84 +76 +43 +5 +55 +23 +10 +77 +64 +56 +81 +5 +42 +27 +41 +7 +8 +38 +40 +61 +64 +67 +48 +28 +67 +7 +29 +12 +94 +99 +46 +23 +35 +62 +70 +31 +11 +51 +83 +70 +75 +74 +51 +95 +84 +59 +72 +36 +95 +8 +53 +79 +39 +80 +39 +40 +31 +83 +85 +91 +53 +23 +30 +77 +70 +81 +5 +57 +3 +60 +30 +67 +7 +92 +66 +47 +71 +61 +16 +14 +76 +78 +1 +55 +4 +93 +76 +41 +64 +56 +32 +81 +93 +46 +43 +97 +8 +90 +76 +81 +17 +43 +42 +92 +17 +30 +42 +43 +32 +37 +7 +55 +87 +97 +23 +40 +69 +39 +77 +27 +35 +50 +20 +77 +47 +96 +47 +86 +35 +16 +61 +85 +8 +4 +81 +87 +48 +32 +28 +7 +27 +34 +41 +42 +45 +94 +36 +98 +35 +55 +50 +81 +34 +18 +94 +20 +29 +15 +60 +80 +68 +1 +90 +75 +89 +85 +97 +65 +41 +27 +60 +53 +83 +92 +15 +18 +61 +38 +17 +9 +50 +44 +17 +76 +19 +5 +13 +19 +62 +31 +27 +77 +2 +71 +18 +38 +10 +4 +26 +79 +99 +100 +21 +35 +79 +89 +8 +37 +83 +39 +44 +17 +9 +73 +94 +43 +24 +98 +11 +14 +36 +37 +62 +43 +34 +4 +2 +79 +8 +26 +25 +50 +61 +80 +20 +55 +99 +95 +77 +23 +76 +64 +92 +84 +45 +54 +57 +14 +49 +34 +56 +49 +9 +44 +94 +27 +2 +2 +87 +60 +97 +3 +8 +84 +82 +86 +62 +37 +31 +27 +62 +64 +43 +23 +93 +85 +90 +23 +62 +92 +36 +86 +32 +92 +38 +79 +26 +75 +44 +66 +69 +85 +19 +39 +74 +4 +82 +26 +61 +28 +65 +69 +72 +32 +56 +18 +58 +75 +83 +84 +61 +68 +44 +13 +16 +60 +20 +33 +43 +84 +9 +83 +100 +89 +15 +22 +67 +50 +27 +33 +71 +16 +8 +28 +27 +39 +68 +1 +31 +73 +73 +56 +100 +90 +35 +77 +25 +93 +74 +97 +62 +98 +54 +86 +51 +40 +79 +7 +26 +2 +90 +77 +18 +42 +14 +89 +18 +40 +41 +98 +4 +67 +2 +22 +99 +89 +8 +26 +65 +86 +72 +68 +79 +38 +61 +34 +35 +28 +65 +34 +25 +8 +97 +42 +38 +74 +72 +12 +69 +84 +37 +64 +54 +62 +13 +16 +20 +7 +1 +90 +41 +64 +40 +16 +59 +54 +63 +60 +12 +41 +18 +80 +62 +54 +75 +31 +52 +98 +48 +51 +41 +94 +59 +96 +63 +38 +13 +64 +15 +80 +2 +100 +9 +83 +3 +17 +44 +11 +59 +79 +66 +34 +47 +97 +42 +76 +55 +48 +40 +97 +29 +87 +44 +14 +71 +100 +60 +57 +46 +6 +11 +27 +19 +30 +99 +57 +3 +14 +75 +79 +58 +64 +14 +99 +69 +54 +88 +6 +43 +94 +46 +7 +13 +38 +42 +73 +80 +30 +11 +77 +71 +19 +32 +60 +47 +89 +12 +51 +24 +8 +32 +86 +70 +85 +76 +87 +31 +53 +57 +71 +99 +8 +32 +83 +40 +67 +39 +31 +43 +55 +97 +45 +12 +71 +15 +58 +40 +67 +6 +14 +35 +98 +57 +91 +56 +82 +51 +91 +89 +13 +25 +59 +97 +73 +5 +75 +23 +36 +85 +100 +79 +2 +18 +80 +2 +74 +64 +96 +18 +40 +47 +30 +29 +71 +28 +10 +78 +82 +26 +66 +26 +37 +21 +80 +47 +26 +88 +91 +53 +73 +86 +94 +47 +41 +15 +90 +71 +41 +8 +7 +10 +34 +100 +63 +99 +82 +25 +25 +15 +45 +43 +1 +69 +60 +63 +2 +22 +6 +88 +85 +68 +4 +50 +96 +24 +40 +29 +43 +91 +79 +37 +37 +67 +36 +27 +42 +87 +48 +81 +67 +91 +88 +67 +70 +60 +37 +32 +70 +11 +74 +37 +32 +16 +51 +5 +55 +56 +97 +69 +19 +52 +89 +31 +21 +79 +68 +62 +14 +35 +38 +45 +91 +4 +93 +93 +45 +47 +53 +24 +43 +95 +47 +72 +34 +50 +18 +85 +47 +18 +8 +74 +40 +30 +94 +54 +87 +98 +35 +41 +16 +21 +59 +42 +19 +53 +99 +12 +52 +81 +49 +37 +8 +49 +94 +20 +28 +65 +99 +35 +87 +89 +8 +52 +64 +90 +99 +91 +97 +79 +58 +85 +59 +34 +80 +31 +26 +85 +80 +10 +79 +1 +86 +13 +62 +78 +62 +7 +70 +82 +94 +23 +41 +87 +24 +81 +88 +21 +41 +97 +20 +99 +41 +83 +47 +30 +37 +58 +96 +100 +32 +27 +42 +11 +70 +83 +88 +26 +7 +98 +51 +74 +52 +47 +8 +28 +93 +19 +88 +26 +34 +30 +3 +13 +46 +77 +52 +85 +50 +50 +94 +89 +21 +56 +26 +94 +93 +59 +44 +17 +15 +1 +86 +58 +34 +27 +28 +90 +39 +98 +63 +65 +90 +2 +14 +44 +17 +36 +37 +89 +11 +44 +5 +83 +21 +95 +14 +2 +80 +97 +90 +77 +66 +75 +78 +67 +24 +56 +97 +62 +24 +40 +37 +64 +6 +44 +89 +5 +99 +87 +12 +92 +25 +10 +38 +39 +59 +58 +51 +32 +34 +82 +34 +6 +88 +95 +83 +1 +21 +76 +35 +64 +93 +77 +55 +85 +60 +17 +54 +79 +28 +16 +89 +1 +67 +78 +21 +24 +78 +45 +45 +7 +99 +16 +82 +47 +68 +50 +84 +44 +31 +12 +74 +34 +100 +45 +71 +81 +23 +80 +62 +63 +94 +55 +48 +72 +94 +80 +90 +75 +10 +91 +4 +89 +76 +93 +16 +8 +100 +88 +70 +81 +12 +77 +98 +92 +57 +78 +95 +1 +11 +48 +89 +87 +23 +47 +26 +92 +49 +98 +30 +31 +41 +81 +75 +10 +5 +74 +79 +6 +23 +81 +59 +78 +63 +40 +3 +44 +55 +100 +23 +55 +81 +10 +64 +35 +58 +34 +87 +72 +96 +52 +29 +56 +62 +74 +24 +42 +69 +73 +72 +53 +43 +5 +97 +28 +91 +6 +67 +99 +13 +59 +5 +43 +100 +77 +65 +99 +35 +98 +77 +76 +29 +64 +58 +54 +7 +50 +9 +25 +78 +22 +59 +73 +27 +54 +54 +58 +6 +59 +68 +23 +42 +78 +41 +51 +50 +48 +100 +1 +58 +30 +86 +44 +85 +69 +98 +43 +89 +85 +99 +81 +74 +2 +66 +40 +23 +79 +30 +16 +71 +56 +72 +43 +28 +65 +100 +25 +43 +46 +58 +35 +20 +42 +83 +58 +83 +89 +86 +28 +83 +31 +57 +46 +36 +99 +23 +32 +45 +49 +35 +60 +16 +56 +8 +94 +11 +98 +75 +43 +31 +32 +18 +35 +53 +6 +90 +28 +28 +74 +12 +42 +62 +60 +83 +6 +29 +62 +21 +14 +23 +75 +23 +66 +63 +55 +38 +72 +40 +32 +17 +54 +35 +48 +98 +76 +72 +33 +54 +76 +39 +100 +78 +83 +45 +98 +72 +96 +89 +29 +26 +23 +18 +32 +91 +81 +25 +23 +50 +4 +94 +20 +2 +75 +47 +30 +92 +56 +56 +60 +46 +25 +53 +67 +34 +35 +2 +31 +10 +12 +33 +16 +70 +74 +38 +94 +70 +53 +3 +91 +60 +70 +42 +30 +32 +66 +46 +78 +57 +92 +57 +29 +33 +21 +23 +55 +31 +61 +14 +2 +24 +17 +96 +73 +60 +60 +54 +77 +60 +39 +90 +50 +20 +20 +31 +54 +84 +75 +25 +27 +69 +47 +88 +61 +5 +80 +36 +78 +73 +64 +42 +28 +17 +5 +15 +25 +88 +90 +29 +3 +71 +26 +16 +37 +3 +57 +60 +11 +94 +92 +26 +35 +39 +33 +23 +8 +79 +12 +74 +23 +5 +52 +87 +92 +100 +85 +35 +44 +4 +86 +67 +70 +71 +99 +29 +50 +38 +47 +17 +22 +18 +38 +72 +100 +79 +79 +52 +30 +77 +40 +48 +97 +30 +49 +6 +98 +71 +100 +10 +47 +52 +33 +74 +82 +13 +94 +26 +3 +62 +13 +63 +25 +13 +48 +52 +92 +94 +17 +76 +92 +48 +4 +88 +25 +58 +76 +95 +71 +3 +45 +81 +57 +44 +36 +70 +12 +97 +95 +69 +76 +90 +93 +81 +25 +15 +20 +7 +25 +97 +81 +21 +34 +40 +34 +42 +7 +17 +41 +46 +17 +3 +44 +59 +23 +75 +79 +7 +36 +52 +6 +90 +80 +47 +58 +50 +88 +93 +62 +37 +98 +40 +91 +76 +8 +43 +2 +84 +3 +37 +37 +61 +58 +44 +8 +86 +82 +73 +33 +53 +81 +41 +62 +58 +3 +11 +49 +31 +67 +89 +59 +26 +53 +3 +40 +8 +18 +49 +39 +68 +34 +26 +6 +78 +19 +70 +9 +56 +72 +9 +76 +99 +68 +25 +46 +86 +4 +41 +32 +13 +13 +48 +17 +78 +38 +7 +57 +78 +98 +53 +72 +89 +14 +48 +23 +32 +43 +86 +80 +13 +42 +58 +29 +9 +98 +91 +77 +15 +5 +9 +82 +1 +99 +56 +59 +13 +57 +74 +27 +11 +12 +42 +31 +41 +62 +9 +89 +78 +83 +45 +7 +39 +71 +71 +59 +72 +15 +72 +21 +72 +19 +5 +23 +57 +32 +68 +18 +45 +49 +12 +100 +91 +73 +4 +59 +21 +59 +6 +31 +30 +87 +23 +51 +7 +62 +77 +22 +8 +84 +64 +6 +7 +3 +83 +14 +76 +86 +56 +37 +16 +99 +74 +99 +22 +10 +39 +99 +84 +68 +92 +97 +93 +30 +85 +58 +19 +36 +33 +87 +73 +54 +19 +33 +38 +95 +20 +62 +25 +12 +23 +75 +58 +91 +57 +99 +91 +6 +3 +35 +74 +46 +51 +3 +32 +7 +97 +10 +61 +39 +92 +8 +8 +7 +67 +32 +32 +48 +16 +43 +37 +62 +99 +63 +73 +72 +78 +21 +83 +63 +40 +33 +68 +74 +70 +93 +14 +74 +62 +30 +64 +28 +56 +62 +27 +69 +88 +8 +14 +30 +58 +5 +97 +34 +23 +80 +27 +16 +66 +23 +16 +97 +89 +80 +5 +88 +21 +69 +96 +4 +32 +53 +96 +41 +28 +8 +19 +75 +100 +1 +100 +75 +29 +39 +3 +38 +58 +53 +26 +34 +95 +79 +54 +53 +67 +54 +73 +53 +74 +78 +95 +40 +73 +90 +11 +48 +78 +52 +96 +96 +47 +100 +26 +1 +70 +63 +49 +44 +81 +43 +2 +86 +49 +47 +29 +53 +75 +75 +17 +28 +93 +31 +55 +64 +55 +8 +59 +86 +4 +64 +30 +75 +39 +85 +77 +22 +57 +97 +11 +34 +4 +79 +27 +90 +28 +50 +63 +100 +18 +45 +2 +55 +80 +13 +29 +8 +63 +35 +36 +79 +6 +36 +86 +76 +12 +35 +67 +36 +29 +38 +36 +11 +54 +59 +23 +50 +46 +86 +89 +44 +4 +8 +5 +49 +98 +91 +21 +76 +61 +87 +45 +89 +39 +60 +75 +98 +60 +41 +45 +57 +26 +38 +78 +66 +87 +21 +54 +100 +40 +54 +53 +78 +12 +67 +64 +33 +13 +56 +7 +86 +40 +11 +55 +66 +70 +30 +5 +21 +67 +5 +7 +17 +36 +97 +33 +39 +90 +91 +91 +62 +28 +1 +81 +33 +44 +60 +11 +19 +17 +7 +42 +9 +14 +13 +34 +21 +62 +76 +77 +97 +5 +67 +32 +65 +6 +36 +97 +26 +47 +77 +89 +63 +94 +30 +72 +93 +40 +71 +24 +59 +21 +22 +61 +85 +42 +90 +88 +46 +17 +99 +72 +7 +85 +47 +5 +77 +96 +20 +30 +42 +33 +2 +40 +52 +88 +30 +80 +69 +71 +25 +67 +13 +3 +23 +28 +55 +61 +51 +62 +53 +27 +64 +97 +47 +75 +21 +27 +69 +64 +89 +94 +26 +1 +36 +1 +7 +12 +3 +7 +16 +60 +61 +67 +81 +81 +81 +79 +82 +35 +65 +94 +43 +9 +43 +50 +96 +20 +32 +42 +7 +78 +99 +79 +49 +25 +34 +26 +61 +95 +27 +22 +28 +39 +88 +28 +42 +27 +19 +66 +25 +66 +3 +54 +46 +64 +13 +3 +12 +42 +13 +17 +24 +64 +61 +26 +59 +24 +15 +99 +76 +23 +24 +76 +92 +4 +60 +26 +27 +39 +81 +51 +63 +100 +59 +75 +39 +37 +48 +90 +66 +58 +6 +70 +17 +26 +56 +98 +89 +97 +81 +87 +100 +63 +51 +28 +86 +98 +41 +84 +43 +5 +23 +50 +90 +21 +62 +91 +3 +20 +59 +79 +53 +76 +62 +60 +49 +98 +72 +81 +26 +54 +20 +58 +96 +14 +53 +2 +75 +89 +64 +48 +81 +27 +65 +82 +94 +98 +75 +55 +6 +53 +25 +68 +60 +88 +96 +61 +97 +56 +29 +45 +18 +63 +19 +76 +96 +46 +13 +23 +82 +7 +77 +70 +35 +56 +83 +83 +55 +11 +93 +93 +29 +19 +88 +86 +97 +31 +57 +61 +86 +45 +71 +84 +26 +8 +84 +25 +89 +45 +19 +69 +28 +87 +6 +6 +11 +18 +15 +69 +75 +88 +28 +95 +10 +79 +55 +67 +65 +54 +91 +22 +75 +68 +30 +6 +58 +85 +61 +55 +28 +47 +98 +69 +81 +19 +97 +88 +8 +11 +30 +66 +47 +25 +10 +30 +34 +22 +64 +73 +25 +60 +1 +22 +5 +64 +1 +26 +34 +64 +44 +33 +99 +23 +68 +84 +74 +59 +29 +98 +20 +82 +76 +65 +84 +86 +4 +37 +52 +79 +77 +78 +70 +14 +21 +6 +30 +10 +91 +97 +88 +79 +93 +61 +46 +64 +80 +70 +19 +81 +72 +4 +65 +98 +70 +84 +43 +43 +97 +62 +70 +4 +5 +68 +82 +29 +65 +67 +24 +57 +47 +27 +63 +97 +61 +50 +10 +86 +95 +86 +16 +41 +77 +93 +57 +22 +22 +30 +78 +30 +17 +27 +37 +80 +32 +14 +41 +72 +30 +16 +37 +68 +21 +74 +89 +40 +16 +6 +48 +40 +73 +70 +66 +41 +92 +30 +64 +32 +23 +43 +31 +42 +90 +66 +3 +18 +11 +42 +69 +75 +73 +41 +51 +58 +81 +19 +70 +84 +51 +47 +17 +18 +50 +48 +50 +19 +43 +43 +77 +17 +20 +80 +35 +83 +71 +96 +6 +71 +84 +21 +69 +4 +93 +24 +46 +64 +83 +21 +74 +25 +76 +94 +44 +10 +10 +86 +90 +13 +55 +11 +38 +71 +38 +94 +30 +21 +4 +23 +21 +23 +31 +67 +44 +62 +31 +77 +69 +51 +44 +75 +93 +5 +7 +64 +6 +96 +72 +95 +25 +43 +4 +66 +52 +90 +21 +35 +78 +59 +69 +16 +14 +71 +41 +90 +73 +47 +81 +58 +49 +84 +16 +17 +52 +75 +35 +89 +86 +5 +29 +77 +71 +90 +68 +41 +57 +100 +88 +52 +7 +31 +82 +22 +59 +30 +2 +90 +64 +5 +16 +16 +8 +50 +39 +81 +99 +1 +32 +26 +84 +55 +38 +75 +42 +47 +61 +45 +70 +55 +33 +87 +79 +4 +9 +47 +29 +99 +95 +74 +9 +35 +3 +56 +95 +64 +15 +53 +69 +50 +10 +15 +22 +67 +34 +23 +69 +13 +22 +77 +74 +86 +20 +94 +33 +55 +16 +78 +22 +70 +13 +97 +92 +92 +47 +67 +26 +61 +52 +25 +26 +36 +35 +41 +73 +6 +86 +23 +20 +56 +49 +23 +43 +39 +64 +7 +10 +86 +49 +88 +78 +87 +66 +47 +29 +70 +90 +81 +13 +94 +74 +88 +98 +51 +76 +81 +91 +87 +85 +93 +94 +82 +15 +58 +58 +26 +38 +42 +95 +1 +96 +48 +32 +61 +1 +81 +89 +26 +21 +62 +18 +51 +35 +80 +37 +67 +62 +42 +20 +57 +46 +50 +89 +39 +54 +44 +13 +5 +8 +77 +67 +9 +76 +65 +89 +74 +4 +22 +14 +62 +77 +58 +37 +5 +45 +44 +11 +66 +97 +9 +72 +3 +91 +72 +15 +85 +30 +69 +4 +78 +47 +100 +24 +9 +13 +20 +9 +97 +3 +34 +12 +15 +70 +24 +57 +88 +25 +30 +18 +90 +58 +92 +31 +59 +86 +48 +41 +98 +78 +41 +65 +29 +57 +91 +41 +93 +20 +28 +61 +8 +58 +70 +36 +97 +38 +91 +42 +14 +23 +39 +62 +67 +43 +36 +69 +51 +30 +78 +1 +61 +91 +67 +57 +44 +99 +83 +58 +25 +82 +47 +79 +16 +27 +8 +37 +76 +98 +24 +79 +44 +22 +93 +24 +59 +47 +84 +61 +6 +87 +54 +35 +49 +69 +79 +30 +2 +21 +97 +49 +19 +1 +83 +40 +39 +80 +68 +6 +95 +57 +9 +38 +24 +97 +63 +35 +8 +96 +11 +23 +86 +61 +60 +33 +83 +75 +4 +3 +40 +89 +83 +62 +83 +80 +73 +41 +56 +67 +59 +78 +76 +34 +2 +92 +36 +79 +75 +95 +37 +7 +20 +48 +96 +69 +56 +76 +91 +49 +25 +22 +56 +59 +10 +54 +48 +85 +49 +85 +85 +75 +92 +32 +64 +5 +27 +1 +33 +12 +72 +54 +86 +86 +31 +81 +17 +92 +90 +16 +74 +55 +95 +71 +4 +26 +92 +80 +62 +84 +52 +42 +95 +19 +38 +76 +43 +82 +79 +84 +68 +81 +52 +79 +22 +35 +8 +6 +62 +50 +45 +25 +39 +30 +91 +92 +23 +11 +42 +41 +35 +53 +28 +72 +76 +60 +8 +64 +32 +14 +29 +21 +74 +14 +26 +96 +70 +56 +16 +23 +59 +13 +9 +61 +98 +68 +86 +3 +97 +57 +69 +25 +60 +97 +56 +70 +90 +5 +38 +44 +95 +3 +68 +60 +82 +19 +74 +29 +72 +10 +67 +99 +22 +40 +21 +25 +93 +73 +85 +79 +69 +82 +57 +30 +54 +82 +90 +84 +74 +86 +89 +47 +43 +71 +82 +54 +13 +49 +65 +22 +86 +40 +78 +73 +30 +40 +27 +40 +98 +85 +58 +95 +80 +58 +86 +30 +32 +37 +98 +80 +13 +36 +5 +76 +73 +58 +85 +47 +11 +75 +42 +59 +80 +99 +47 +47 +67 +18 +78 +85 +61 +95 +44 +12 +26 +38 +40 +57 +16 +67 +88 +35 +43 +45 +88 +7 +90 +21 +39 +88 +13 +27 +64 +67 +68 +13 +3 +29 +35 +40 +24 +10 +100 +7 +35 +40 +100 +99 +21 +4 +90 +81 +82 +21 +92 +99 +78 +19 +35 +74 +21 +69 +99 +58 +65 +1 +45 +81 +18 +41 +97 +21 +12 +54 +38 +19 +95 +79 +90 +81 +93 +6 +78 +79 +98 +86 +59 +8 +98 +66 +58 +72 +100 +19 +70 +98 +22 +90 +41 +78 +83 +48 +24 +57 +17 +21 +4 +5 +96 +65 +63 +79 +3 +48 +27 +23 +87 +9 +44 +2 +100 +44 +81 +56 +9 +32 +89 +33 +32 +82 +42 +80 +58 +50 +50 +53 +79 +58 +6 +70 +3 +81 +45 +73 +14 +13 +65 +2 +75 +19 +48 +53 +32 +40 +23 +12 +11 +46 +96 +55 +80 +70 +91 +18 +72 +88 +57 +37 +64 +67 +69 +32 +56 +49 +93 +51 +88 +3 +5 +42 +33 +92 +100 +2 +9 +27 +23 +58 +88 +91 +39 +22 +35 +48 +78 +19 +59 +8 +6 +10 +50 +1 +81 +74 +97 +66 +94 +86 +74 +85 +25 +92 +91 +72 +93 +98 +36 +69 +50 +41 +95 +1 +76 +4 +21 +38 +60 +30 +10 +70 +29 +81 +19 +59 +87 +13 +40 +28 +94 +59 +30 +100 +95 +24 +65 +46 +98 +79 +93 +80 +24 +81 +1 +41 +62 +34 +58 +83 +69 +51 +89 +21 +67 +48 +98 +15 +35 +29 +94 +92 +25 +35 +55 +60 +99 +35 +47 +73 +64 +20 +45 +16 +23 +7 +30 +71 +76 +92 +96 +99 +45 +54 +54 +28 +24 +56 +53 +70 +14 +34 +27 +96 +34 +10 +47 +74 +43 +24 +88 +22 +60 +29 +26 +85 +74 +47 +6 +49 +12 +20 +70 +47 +61 +14 +77 +54 +44 +4 +88 +89 +73 +59 +54 +24 +67 +79 +30 +61 +11 +74 +59 +59 +85 +97 +44 +35 +29 +46 +90 +98 +23 +43 +92 +65 +17 +11 +3 +15 +93 +13 +27 +55 +38 +67 +80 +68 +51 +80 +75 +66 +72 +29 +84 +89 +1 +52 +59 +17 +8 +99 +75 +14 +26 +58 +20 +55 +34 +35 +87 +42 +55 +55 +80 +14 +56 +55 +17 +11 +49 +4 +71 +10 +60 +90 +31 +26 +55 +18 +24 +15 +29 +45 +5 +91 +24 +54 +61 +80 +56 +92 +52 +36 +96 +2 +24 +31 +98 +55 +77 +35 +63 +70 +97 +10 +87 +11 +33 +14 +26 +27 +52 +20 +75 +88 +30 +13 +70 +71 +63 +1 +17 +72 +7 +25 +32 +86 +13 +56 +89 +69 +42 +99 +39 +29 +93 +84 +41 +25 +76 +31 +59 +67 +55 +21 +35 +49 +58 +24 +54 +76 +49 +68 +78 +15 +16 +1 +40 +35 +46 +95 +16 +25 +52 +44 +34 +52 +16 +17 +19 +64 +76 +51 +96 +93 +31 +66 +2 +74 +17 +76 +96 +32 +46 +71 +26 +59 +54 +63 +45 +25 +76 +22 +7 +57 +83 +66 +94 +59 +18 +16 +56 +40 +91 +45 +61 +38 +99 +59 +65 +84 +77 +64 +27 +3 +100 +13 +34 +54 +47 +8 +57 +45 +75 +89 +64 +38 +37 +100 +65 +67 +79 +29 +34 +1 +2 +84 +89 +96 +40 +14 +32 +56 +83 +32 +53 +31 +100 +13 +23 +48 +76 +62 +98 +20 +66 +12 +69 +98 +73 +50 +4 +96 +22 +38 +31 +42 +56 +37 +37 +57 +70 +84 +81 +20 +52 +6 +14 +94 +44 +100 +13 +65 +84 +24 +64 +55 +17 +50 +72 +71 +2 +92 +16 +47 +58 +73 +30 +37 +1 +60 +82 +75 +9 +5 +12 +51 +75 +46 +38 +23 +45 +60 +43 +95 +74 +20 +20 +88 +42 +90 +29 +81 +53 +95 +42 +70 +51 +75 +76 +96 +22 +79 +10 +12 +19 +13 +37 +54 +44 +82 +9 +89 +17 +19 +54 +40 +10 +65 +98 +1 +71 +33 +18 +70 +82 +66 +8 +17 +90 +95 +5 +45 +93 +14 +51 +29 +22 +7 +40 +35 +93 +47 +35 +65 +37 +43 +72 +24 +58 +17 +92 +37 +23 +27 +15 +66 +73 +60 +21 +50 +22 +26 +84 +5 +87 +31 +63 +67 +86 +94 +89 +1 +59 +94 +82 +35 +91 +16 +51 +37 +15 +41 +30 +69 +90 +18 +56 +99 +21 +78 +81 +90 +96 +16 +30 +56 +45 +24 +96 +35 +44 +89 +2 +63 +68 +18 +9 +2 +97 +2 +69 +97 +1 +48 +55 +86 +2 +13 +44 +29 +41 +88 +87 +50 +24 +38 +77 +30 +74 +52 +76 +40 +88 +55 +70 +17 +31 +89 +57 +63 +30 +89 +22 +74 +60 +81 +68 +55 +81 +72 +81 +33 +40 +64 +91 +17 +89 +98 +94 +4 +20 +63 +38 +82 +37 +87 +77 +50 +70 +5 +88 +55 +70 +80 +66 +94 +39 +52 +44 +20 +83 +70 +88 +81 +67 +48 +58 +60 +46 +92 +80 +29 +75 +7 +20 +16 +59 +32 +58 +36 +6 +87 +18 +98 +61 +93 +57 +6 +32 +28 +37 +51 +24 +28 +97 +41 +33 +25 +75 +64 +44 +52 +72 +54 +91 +10 +16 +81 +83 +6 +85 +82 +62 +36 +95 +69 +52 +70 +37 +56 +44 +38 +10 +83 +72 +50 +7 +30 +71 +64 +26 +89 +58 +84 +89 +77 +38 +28 +90 +51 +70 +76 +97 +47 +79 +90 +89 +16 +90 +79 +82 +12 +13 +74 +89 +34 +39 +5 +79 +91 +95 +26 +17 +86 +90 +89 +20 +96 +14 +94 +8 +90 +56 +82 +95 +12 +4 +77 +82 +59 +76 +97 +94 +27 +76 +84 +89 +80 +72 +96 +89 +36 +95 +24 +75 +61 +12 +5 +2 +56 +11 +13 +33 +65 +17 +79 +67 +50 +75 +44 +38 +25 +76 +95 +100 +49 +3 +83 +81 +87 +92 +63 +9 +99 +26 +85 +23 +38 +26 +20 +42 +22 +1 +61 +59 +3 +90 +47 +2 +66 +64 +7 +47 +100 +33 +18 +53 +30 +69 +27 +99 +90 +58 +66 +98 +1 +53 +1 +5 +59 +99 +70 +72 +22 +94 +46 +99 +56 +94 +62 +40 +27 +42 +49 +65 +96 +54 +2 +70 +72 +58 +29 +69 +37 +29 +52 +1 +19 +21 +48 +57 +54 +59 +57 +77 +37 +97 +58 +9 +3 +29 +57 +97 +24 +11 +46 +32 +99 +71 +37 +16 +97 +70 +82 +5 +28 +22 +47 +95 +51 +4 +63 +29 +50 +70 +29 +93 +85 +73 +3 +8 +57 +64 +42 +36 +79 +81 +40 +14 +67 +21 +96 +43 +83 +52 +72 +78 +31 +84 +68 +57 +7 +96 +75 +3 +53 +20 +98 +31 +51 +78 +66 +83 +24 +70 +10 +55 +6 +78 +83 +32 +80 +77 +96 +89 +16 +79 +86 +39 +34 +25 +36 +39 +15 +5 +56 +84 +74 +75 +8 +92 +37 +26 +89 +7 +57 +3 +11 +50 +40 +61 +41 +51 +86 +69 +92 +46 +11 +80 +2 +63 +6 +7 +58 +21 +63 +13 +72 +41 +4 +99 +46 +8 +22 +74 +91 +54 +94 +90 +61 +61 +94 +55 +33 +25 +96 +33 +43 +10 +34 +72 +41 +47 +63 +74 +53 +85 +94 +92 +43 +52 +80 +49 +49 +82 +11 +13 +38 +33 +63 +21 +12 +26 +81 +26 +21 +37 +7 +92 +50 +40 +9 +62 +31 +34 +58 +69 +56 +17 +45 +13 +55 +11 +14 +51 +20 +34 +17 +55 +84 +48 +45 +43 +42 +48 +2 +41 +8 +12 +87 +69 +17 +17 +93 +12 +14 +8 +12 +32 +6 +54 +100 +25 +72 +18 +31 +93 +77 +15 +28 +77 +75 +78 +71 +49 +11 +18 +96 +6 +81 +10 +82 +1 +8 +21 +50 +3 +27 +34 +89 +15 +23 +34 +57 +5 +26 +17 +9 +60 +92 +79 +85 +11 +49 +2 +16 +64 +93 +47 +71 +48 +45 +43 +17 +51 +31 +61 +68 +24 +11 +19 +53 +56 +80 +64 +98 +48 +3 +91 +73 +50 +17 +51 +26 +92 +17 +82 +24 +22 +99 +99 +67 +67 +28 +15 +87 +22 +7 +79 +14 +78 +37 +65 +63 +37 +11 +24 +86 +27 +93 +42 +12 +31 +44 +47 +61 +69 +36 +61 +47 +24 +46 +20 +48 +32 +61 +64 +86 +66 +3 +97 +34 +32 +14 +51 +80 +68 +59 +97 +63 +36 +18 +84 +89 +91 +68 +18 +68 +46 +87 +7 +48 +55 +82 +78 +23 +58 +28 +47 +55 +25 +99 +26 +44 +24 +80 +98 +97 +9 +59 +9 +53 +37 +93 +75 +66 +93 +61 +4 +28 +15 +2 +60 +95 +12 +18 +26 +1 +82 +18 +59 +60 +31 +100 +15 +90 +53 +100 +93 +59 +78 +73 +54 +8 +21 +51 +99 +40 +25 +87 +57 +74 +3 +24 +67 +31 +99 +49 +30 +67 +81 +88 +73 +67 +64 +65 +56 +57 +51 +89 +13 +14 +27 +6 +59 +63 +44 +84 +55 +18 +24 +65 +53 +31 +70 +6 +77 +36 +58 +43 +68 +9 +87 +97 +2 +38 +1 +25 +61 +79 +62 +61 +68 +70 +51 +37 +93 +81 +45 +96 +6 +76 +1 +29 +29 +81 +62 +3 +85 +71 +23 +23 +27 +63 +45 +52 +43 +53 +9 +100 +28 +94 +92 +70 +88 +32 +22 +44 +42 +4 +2 +16 +73 +38 +11 +72 +19 +65 +34 +57 +56 +83 +75 +8 +54 +29 +32 +55 +45 +51 +84 +37 +10 +62 +44 +20 +85 +12 +35 +13 +39 +45 +74 +38 +14 +42 +64 +82 +28 +37 +98 +6 +62 +64 +70 +27 +25 +93 +60 +100 +97 +70 +79 +94 +16 +1 +2 +4 +91 +97 +81 +99 +82 +98 +25 +79 +100 +41 +85 +68 +52 +47 +1 +50 +34 +10 +1 +32 +93 +86 +71 +21 +79 +24 +37 +62 +79 +24 +66 +55 +53 +26 +92 +51 +60 +80 +86 +17 +24 +90 +96 +99 +93 +16 +85 +1 +72 +82 +25 +11 +50 +82 +28 +9 +90 +53 +13 +34 +36 +83 +52 +11 +90 +12 +96 +54 +7 +81 +73 +35 +84 +40 +47 +14 +10 +6 +26 +28 +20 +78 +58 +96 +47 +50 +76 +54 +26 +15 +44 +23 +19 +88 +66 +98 +60 +30 +40 +9 +42 +9 +59 +64 +46 +30 +92 +87 +24 +31 +65 +31 +5 +47 +52 +23 +86 +72 +85 +56 +22 +58 +33 +4 +7 +64 +37 +78 +90 +93 +73 +55 +28 +80 +87 +22 +98 +69 +13 +18 +81 +43 +87 +15 +33 +36 +69 +100 +4 +45 +4 +87 +46 +89 +3 +57 +54 +55 +23 +84 +25 +96 +90 +85 +86 +14 +94 +56 +79 +93 +75 +31 +70 +86 +69 +72 +91 +27 +9 +74 +41 +60 +35 +2 +66 +80 +89 +1 +98 +22 +79 +48 +64 +37 +34 +40 +41 +85 +2 +95 +24 +4 +94 +72 +60 +96 +64 +8 +100 +76 +94 +43 +57 +42 +49 +19 +71 +71 +27 +65 +95 +67 +92 +97 +38 +61 +54 +15 +8 +100 +37 +42 +93 +38 +96 +37 +17 +21 +74 +8 +45 +16 +53 +37 +38 +55 +38 +22 +34 +25 +10 +16 +9 +59 +49 +47 +57 +20 +2 +25 +98 +35 +31 +85 +76 +91 +77 +51 +43 +40 +36 +68 +81 +70 +25 +86 +39 +80 +17 +59 +50 +36 +70 +46 +72 +49 +30 +39 +64 +55 +97 +53 +82 +33 +98 +61 +30 +69 +84 +56 +63 +78 +7 +88 +15 +85 +20 +10 +55 +31 +12 +86 +86 +60 +89 +91 +72 +84 +21 +41 +61 +88 +68 +69 +16 +72 +90 +84 +6 +80 +26 +82 +21 +39 +11 +7 +48 +23 +58 +11 +96 +86 +55 +31 +36 +60 +19 +61 +68 +75 +80 +27 +34 +30 +22 +15 +50 +10 +88 +65 +78 +47 +89 +34 +54 +74 +86 +61 +91 +89 +96 +78 +49 +65 +28 +89 +90 +31 +58 +60 +95 +9 +6 +22 +28 +95 +11 +43 +80 +7 +42 +56 +53 +73 +75 +82 +42 +54 +11 +49 +76 +82 +30 +49 +17 +21 +75 +54 +12 +20 +7 +74 +16 +51 +20 +80 +98 +28 +39 +84 +16 +65 +14 +52 +74 +60 +72 +65 +54 +21 +58 +29 +49 +72 +10 +77 +2 +95 +19 +91 +51 +71 +46 +40 +71 +32 +59 +78 +70 +15 +97 +86 +95 +69 +93 +93 +14 +62 +89 +87 +78 +8 +52 +80 +35 +93 +31 +2 +24 +45 +71 +59 +27 +83 +20 +87 +23 +51 +13 +23 +66 +46 +75 +79 +95 +45 +61 +11 +26 +14 +62 +44 +20 +11 +57 +3 +1 +30 +56 +85 +49 +23 +77 +1 +18 +40 +72 +90 +63 +15 +39 +67 +21 +88 +50 +37 +45 +76 +52 +22 +25 +98 +85 +100 +88 +7 +96 +85 +52 +6 +21 +59 +44 +36 +83 +73 +87 +56 +76 +40 +99 +13 +88 +32 +79 +3 +19 +39 +39 +73 +20 +85 +80 +27 +100 +80 +96 +82 +86 +34 +87 +13 +94 +10 +82 +37 +87 +51 +19 +94 +28 +68 +22 +17 +44 +29 +45 +81 +86 +64 +99 +72 +31 +7 +11 +66 +86 +21 +81 +26 +12 +60 +53 +34 +36 +14 +47 +54 +10 +3 +96 +38 +72 +13 +55 +28 +37 +1 +64 +100 +94 +7 +80 +93 +15 +49 +9 +52 +11 +100 +95 +41 +60 +100 +64 +19 +4 +82 +53 +75 +42 +79 +14 +57 +50 +44 +38 +7 +70 +76 +34 +78 +89 +1 +44 +79 +21 +91 +49 +99 +23 +73 +72 +72 +88 +85 +47 +64 +69 +15 +91 +32 +94 +70 +92 +89 +8 +7 +97 +64 +80 +11 +74 +76 +5 +89 +41 +97 +89 +68 +30 +76 +14 +8 +99 +55 +41 +42 +4 +43 +92 +53 +10 +96 +35 +11 +53 +66 +80 +70 +61 +62 +35 +59 +44 +53 +21 +89 +69 +96 +93 +84 +66 +97 +9 +61 +6 +82 +87 +59 +96 +38 +46 +48 +49 +51 +67 +70 +10 +70 +2 +67 +29 +30 +50 +22 +2 +85 +27 +18 +64 +63 +95 +83 +28 +80 +18 +76 +29 +61 +76 +64 +92 +49 +25 +93 +48 +78 +95 +26 +65 +70 +22 +10 +54 +92 +36 +75 +84 +94 +86 +12 +59 +31 +33 +64 +37 +13 +39 +2 +14 +39 +60 +64 +98 +41 +26 +90 +80 +88 +65 +48 +91 +7 +35 +37 +52 +86 +69 +18 +62 +57 +36 +34 +10 +23 +60 +57 +89 +49 +40 +58 +77 +43 +98 +68 +51 +74 +91 +34 +53 +19 +96 +36 +35 +55 +31 +97 +35 +92 +89 +76 +92 +29 +3 +62 +71 +2 +11 +7 +26 +76 +2 +56 +67 +41 +24 +5 +72 +43 +62 +10 +47 +13 +39 +26 +12 +40 +61 +85 +5 +22 +88 +47 +62 +70 +61 +42 +21 +34 +33 +51 +77 +43 +14 +18 +98 +54 +71 +84 +80 +35 +92 +45 +19 +8 +98 +22 +29 +9 +63 +25 +4 +25 +56 +42 +80 +95 +99 +42 +97 +99 +1 +64 +17 +4 +37 +23 +49 +3 +50 +78 +62 +59 +94 +2 +100 +74 +39 +76 +73 +10 +18 +5 +48 +29 +16 +54 +49 +84 +53 +42 +53 +93 +66 +100 +35 +94 +50 +94 +6 +48 +33 +65 +62 +83 +82 +69 +48 +45 +46 +1 +27 +94 +72 +23 +91 +70 +73 +55 +4 +50 +82 +91 +5 +90 +37 +45 +54 +27 +59 +47 +69 +24 +42 +85 +97 +92 +2 +50 +11 +41 +7 +82 +24 +24 +4 +97 +5 +57 +50 +59 +88 +91 +38 +1 +56 +89 +1 +7 +82 +91 +62 +58 +47 +11 +89 +35 +52 +90 +53 +35 +61 +99 +87 +17 +90 +79 +7 +85 +5 +51 +80 +50 +26 +62 +25 +52 +33 +88 +33 +94 +67 +98 +84 +18 +35 +20 +55 +90 +63 +52 +39 +44 +76 +1 +80 +85 +49 +98 +58 +39 +77 +37 +21 +85 +50 +70 +79 +75 +26 +45 +55 +60 +97 +97 +67 +4 +71 +73 +30 +20 +39 +23 +45 +52 +9 +97 +7 +13 +3 +18 +46 +12 +41 +52 +51 +57 +25 +55 +35 +87 +77 +29 +49 +46 +71 +86 +27 +19 +86 +23 +33 +65 +15 +73 +54 +20 +82 +89 +68 +92 +45 +68 +80 +15 +70 +36 +94 +86 +73 +63 +75 +22 +65 +70 +29 +31 +55 +95 +45 +14 +83 +68 +3 +73 +50 +10 +55 +70 +87 +93 +36 +10 +48 +82 +63 +22 +8 +30 +13 +80 +62 +96 +85 +55 +3 +73 +93 +92 +94 +90 +94 +58 +74 +95 +85 +3 +82 +57 +32 +38 +57 +89 +99 +27 +30 +58 +25 +91 +70 +98 +18 +21 +72 +93 +13 +21 +51 +100 +50 +47 +58 +80 +1 +81 +19 +44 +79 +4 +32 +1 +82 +15 +78 +56 +14 +5 +27 +76 +79 +30 +13 +16 +52 +48 +58 +14 +80 +21 +100 +99 +47 +97 +37 +85 +66 +86 +35 +34 +40 +42 +1 +27 +19 +24 +37 +9 +72 +28 +83 +97 +3 +14 +41 +53 +62 +71 +94 +17 +64 +8 +39 +40 +98 +85 +95 +40 +21 +18 +98 +97 +75 +90 +53 +2 +34 +46 +79 +42 +26 +10 +97 +10 +61 +17 +74 +18 +2 +57 +18 +86 +1 +52 +28 +10 +61 +93 +62 +8 +71 +29 +82 +51 +48 +90 +48 +78 +12 +62 +23 +99 +92 +100 +95 +62 +58 +9 +3 +64 +58 +15 +32 +65 +44 +9 +5 +97 +32 +40 +71 +34 +88 +99 +12 +39 +90 +98 +80 +25 +60 +77 +88 +98 +58 +39 +49 +35 +98 +50 +99 +54 +100 +24 +49 +68 +61 +97 +78 +24 +77 +27 +24 +22 +85 +83 +46 +68 +90 +78 +39 +58 +34 +3 +52 +42 +71 +49 +75 +89 +11 +68 +41 +33 +63 +18 +19 +62 +29 +35 +1 +7 +60 +99 +51 +8 +14 +99 +72 +24 +29 +54 +87 +86 +61 +19 +60 +39 +34 +89 +27 +38 +27 +55 +22 +82 +53 +92 +38 +62 +11 +14 +13 +93 +1 +84 +3 +41 +2 +44 +58 +1 +7 +82 +88 +90 +10 +93 +18 +85 +13 +39 +79 +98 +49 +2 +10 +6 +53 +71 +14 +36 +5 +33 +33 +62 +99 +1 +90 +59 +60 +95 +90 +95 +20 +25 +42 +30 +62 +21 +49 +1 +81 +77 +43 +97 +60 +15 +31 +38 +16 +69 +22 +70 +54 +80 +41 +86 +71 +14 +93 +21 +51 +45 +29 +39 +93 +83 +9 +46 +88 +67 +100 +19 +54 +85 +27 +18 +10 +45 +78 +10 +51 +73 +46 +74 +21 +24 +50 +73 +82 +24 +59 +50 +15 +44 +61 +3 +63 +90 +47 +14 +53 +60 +100 +36 +76 +78 +82 +47 +93 +45 +61 +49 +56 +46 +4 +54 +70 +98 +20 +2 +74 +92 +84 +50 +19 +89 +1 +76 +2 +99 +92 +33 +17 +42 +87 +26 +96 +46 +18 +50 +85 +65 +81 +54 +50 +25 +92 +2 +32 +53 +95 +12 +93 +23 +66 +71 +74 +26 +72 +62 +53 +3 +40 +55 +45 +95 +35 +9 +65 +36 +31 +71 +92 +37 +8 +41 +91 +67 +3 +43 +81 +70 +68 +72 +49 +81 +34 +9 +49 +53 +80 +51 +73 +56 +5 +6 +100 +77 +75 +70 +46 +1 +91 +99 +3 +92 +60 +59 +25 +95 +87 +29 +55 +94 +30 +71 +49 +80 +96 +95 +13 +71 +90 +65 +24 +68 +44 +60 +74 +25 +5 +6 +98 +46 +67 +91 +40 +45 +80 +28 +68 +22 +33 +89 +41 +13 +20 +26 +41 +26 +88 +70 +49 +82 +68 +67 +73 +23 +86 +71 +14 +51 +89 +34 +76 +79 +35 +38 +81 +95 +27 +82 +72 +74 +22 +21 +2 +69 +31 +77 +48 +83 +28 +80 +79 +32 +37 +98 +45 +7 +83 +25 +23 +39 +57 +12 +57 +32 +76 +15 +93 +88 +60 +7 +76 +68 +67 +73 +12 +20 +44 +26 +1 +3 +39 +6 +76 +69 +23 +37 +92 +9 +93 +7 +78 +83 +4 +21 +4 +52 +43 +18 +26 +41 +81 +18 +74 +25 +1 +80 +30 +89 +26 +47 +28 +99 +67 +17 +55 +26 +75 +78 +79 +17 +25 +90 +48 +41 +9 +56 +48 +93 +65 +80 +82 +65 +59 +79 +42 +26 +45 +49 +58 +34 +70 +36 +51 +53 +90 +22 +84 +81 +13 +70 +26 +34 +74 +37 +27 +20 +57 +89 +11 +58 +11 +24 +85 +95 +53 +39 +37 +41 +44 +40 +86 +41 +36 +58 +87 +11 +9 +40 +49 +5 +40 +37 +18 +41 +20 +30 +33 +92 +35 +13 +11 +82 +42 +65 +1 +46 +31 +52 +45 +30 +35 +63 +45 +71 +100 +77 +61 +76 +34 +62 +16 +39 +49 +66 +42 +48 +89 +51 +61 +96 +35 +68 +54 +57 +94 +6 +41 +64 +47 +77 +94 +65 +81 +61 +70 +93 +91 +61 +64 +40 +10 +12 +57 +70 +39 +6 +20 +27 +63 +92 +22 +100 +90 +51 +77 +11 +86 +82 +65 +68 +100 +89 +95 +42 +100 +35 +87 +61 +33 +73 +90 +88 +5 +48 +53 +27 +59 +88 +16 +10 +79 +63 +100 +69 +46 +73 +70 +12 +39 +33 +39 +15 +78 +25 +79 +54 +93 +50 +55 +62 +54 +22 +37 +61 +73 +88 +95 +36 +66 +47 +83 +16 +53 +79 +44 +10 +35 +66 +60 +33 +5 +89 +41 +23 +54 +3 +83 +61 +4 +87 +97 +36 +77 +57 +8 +47 +51 +35 +55 +80 +36 +92 +81 +66 +46 +63 +45 +52 +79 +93 +93 +38 +16 +75 +20 +62 +93 +51 +83 +16 +47 +45 +75 +29 +75 +57 +75 +15 +58 +88 +16 +62 +17 +32 +7 +35 +19 +73 +68 +53 +99 +18 +66 +42 +81 +45 +2 +59 +68 +54 +25 +86 +36 +68 +4 +78 +54 +1 +33 +71 +13 +26 +79 +55 +84 +79 +82 +90 +36 +55 +90 +69 +74 +98 +35 +28 +9 +33 +83 +27 +59 +66 +9 +50 +88 +55 +73 +62 +64 +34 +53 +95 +38 +28 +54 +5 +64 +88 +57 +35 +15 +72 +1 +75 +74 +94 +70 +3 +48 +82 +11 +29 +10 +49 +35 +25 +92 +83 +57 +60 +94 +63 +73 +91 +87 +81 +70 +5 +33 +58 +96 +56 +83 +94 +33 +31 +6 +30 +40 +78 +47 +73 +31 +21 +47 +14 +14 +84 +24 +48 +20 +89 +17 +27 +93 +53 +98 +73 +75 +93 +74 +76 +72 +33 +72 +3 +88 +97 +66 +35 +24 +100 +56 +98 +67 +50 +79 +87 +97 +48 +36 +30 +54 +39 +50 +12 +40 +98 +100 +87 +1 +52 +16 +63 +74 +1 +2 +82 +14 +98 +78 +45 +70 +9 +76 +100 +4 +49 +70 +18 +71 +3 +92 +87 +86 +20 +49 +36 +61 +12 +11 +5 +60 +7 +78 +6 +90 +54 +46 +4 +15 +49 +36 +49 +17 +13 +48 +28 +96 +26 +50 +84 +50 +69 +44 +49 +25 +97 +63 +67 +50 +84 +82 +63 +20 +96 +56 +87 +36 +11 +36 +36 +90 +85 +9 +53 +28 +91 +20 +23 +31 +62 +78 +71 +41 +34 +61 +75 +69 +29 +87 +38 +55 +58 +11 +72 +20 +7 +2 +33 +1 +66 +70 +39 +3 +100 +69 +19 +12 +79 +74 +76 +87 +43 +55 +6 +13 +15 +84 +62 +3 +16 +26 +24 +25 +35 +3 +19 +7 +77 +13 +95 +15 +48 +22 +25 +87 +85 +36 +34 +58 +56 +91 +48 +29 +7 +72 +71 +67 +29 +47 +16 +13 +51 +83 +57 +59 +93 +52 +59 +43 +66 +73 +90 +10 +13 +50 +10 +76 +81 +79 +7 +20 +62 +26 +23 +14 +49 +52 +83 +8 +34 +64 +16 +37 +47 +89 +96 +7 +28 +2 +75 +81 +95 +71 +2 +81 +21 +28 +8 +66 +49 +2 +44 +21 +55 +55 +84 +24 +33 +47 +78 +14 +38 +11 +26 +99 +77 +88 +47 +8 +9 +21 +46 +21 +68 +26 +87 +75 +67 +69 +12 +88 +33 +98 +14 +95 +61 +20 +25 +2 +55 +33 +12 +40 +3 +42 +9 +99 +1 +39 +5 +52 +73 +19 +40 +60 +50 +60 +86 +78 +48 +5 +56 +50 +24 +37 +38 +20 +28 +40 +22 +42 +98 +41 +88 +75 +52 +8 +80 +81 +30 +2 +62 +38 +49 +97 +59 +77 +59 +80 +29 +90 +3 +58 +40 +21 +45 +2 +93 +13 +61 +58 +99 +10 +26 +1 +14 +59 +20 +32 +66 +32 +8 +48 +72 +65 +71 +100 +21 +55 +58 +47 +39 +32 +71 +45 +33 +71 +78 +21 +98 +52 +42 +14 +43 +68 +77 +9 +9 +58 +22 +71 +56 +35 +9 +95 +54 +28 +77 +50 +82 +14 +66 +35 +91 +43 +62 +16 +79 +31 +25 +84 +85 +40 +56 +71 +6 +29 +66 +89 +100 +2 +95 +85 +46 +58 +57 +82 +7 +2 +94 +87 +75 +32 +65 +25 +52 +93 +43 +59 +48 +11 +43 +39 +66 +47 +2 +96 +26 +22 +6 +88 +100 +89 +51 +39 +95 +67 +26 +92 +2 +32 +26 +32 +72 +34 +83 +14 +19 +65 +31 +4 +59 +23 +29 +67 +40 +12 +88 +84 +59 +81 +90 +1 +75 +43 +13 +15 +23 +65 +82 +43 +82 +98 +74 +76 +43 +17 +36 +86 +18 +3 +81 +93 +66 +68 +27 +8 +24 +68 +92 +14 +67 +59 +84 +57 +42 +70 +87 +26 +1 +35 +13 +14 +93 +80 +31 +11 +59 +54 +18 +20 +21 +57 +72 +1 +14 +65 +23 +40 +50 +10 +72 +77 +16 +95 +45 +19 +15 +10 +14 +38 +67 +95 +97 +73 +3 +87 +54 +12 +60 +74 +43 +83 +53 +9 +60 +14 +91 +51 +49 +95 +57 +81 +33 +8 +67 +7 +28 +56 +68 +99 +15 +15 +45 +28 +25 +69 +70 +3 +31 +39 +89 +58 +51 +3 +49 +96 +51 +83 +58 +46 +97 +69 +100 +89 +65 +60 +92 +23 +89 +18 +29 +70 +20 +32 +7 +86 +11 +98 +28 +33 +8 +25 +33 +53 +96 +46 +23 +54 +43 +50 +8 +28 +58 +27 +51 +95 +22 +26 +82 +27 +65 +74 +9 +11 +67 +94 +23 +37 +82 +58 +33 +97 +24 +89 +6 +74 +9 +68 +2 +75 +20 +76 +12 +29 +73 +99 +8 +64 +78 +22 +84 +66 +63 +99 +84 +37 +2 +33 +59 +66 +37 +29 +96 +45 +46 +20 +68 +47 +63 +21 +54 +17 +14 +13 +99 +55 +63 +29 +61 +21 +23 +10 +55 +31 +81 +5 +86 +13 +89 +32 +67 +68 +40 +8 +53 +65 +62 +78 +88 +32 +21 +76 +93 +69 +52 +23 +61 +91 +81 +36 +40 +55 +7 +59 +47 +71 +10 +25 +40 +10 +51 +70 +48 +25 +37 +92 +9 +19 +91 +27 +21 +53 +66 +66 +94 +31 +51 +81 +80 +97 +86 +65 +68 +87 +79 +64 +78 +38 +61 +89 +82 +93 +14 +23 +26 +34 +81 +22 +83 +55 +86 +54 +77 +30 +28 +79 +14 +15 +29 +33 +83 +11 +7 +21 +96 +68 +36 +19 +14 +78 +83 +27 +71 +13 +39 +9 +17 +18 +87 +7 +44 +25 +21 +72 +6 +18 +32 +6 +16 +29 +54 +59 +77 +89 +82 +57 +70 +55 +42 +35 +44 +63 +9 +46 +14 +39 +42 +4 +75 +84 +99 +30 +17 +30 +91 +81 +82 +38 +57 +68 +93 +39 +6 +84 +52 +21 +39 +95 +1 +56 +62 +16 +89 +71 +13 +39 +98 +18 +83 +88 +16 +37 +28 +87 +75 +16 +25 +16 +66 +52 +2 +89 +8 +27 +48 +93 +31 +93 +85 +8 +4 +57 +28 +92 +9 +67 +12 +61 +53 +71 +35 +91 +26 +15 +33 +20 +26 +88 +14 +21 +48 +96 +14 +56 +78 +96 +88 +61 +9 +41 +25 +44 +57 +37 +49 +70 +63 +14 +29 +34 +54 +38 +13 +4 +68 +63 +10 +92 +12 +100 +70 +74 +94 +61 +90 +95 +1 +47 +4 +35 +73 +50 +82 +60 +72 +5 +60 +61 +45 +70 +73 +2 +75 +31 +47 +24 +76 +57 +84 +1 +49 +5 +86 +16 +5 +71 +51 +1 +49 +12 +9 +40 +55 +54 +63 +13 +91 +40 +42 +95 +77 +32 +95 +24 +91 +9 +15 +35 +85 +59 +77 +3 +74 +12 +21 +68 +35 +96 +14 +40 +95 +84 +72 +20 +37 +3 +83 +85 +68 +7 +92 +12 +15 +32 +71 +28 +54 +50 +29 +69 +89 +24 +86 +89 +63 +61 +39 +51 +21 +75 +34 +90 +63 +57 +84 +82 +41 +58 +53 +3 +85 +17 +93 +65 +3 +88 +32 +43 +87 +20 +62 +69 +41 +53 +49 +10 +19 +91 +72 +72 +20 +49 +21 +52 +77 +17 +18 +100 +74 +71 +4 +49 +57 +47 +32 +5 +27 +88 +9 +66 +65 +24 +38 +36 +57 +9 +4 +9 +65 +66 +45 +25 +32 +78 +35 +19 +93 +9 +76 +36 +26 +46 +34 +70 +45 +79 +44 +96 +80 +1 +52 +2 +90 +56 +57 +84 +74 +89 +2 +9 +86 +40 +24 +11 +44 +91 +90 +47 +35 +28 +12 +87 +64 +95 +80 +60 +24 +48 +8 +80 +79 +1 +8 +31 +30 +4 +24 +52 +2 +79 +54 +40 +74 +34 +77 +44 +25 +47 +97 +94 +1 +84 +13 +53 +2 +12 +55 +37 +29 +7 +11 +100 +92 +76 +42 +51 +66 +95 +45 +38 +77 +40 +26 +81 +11 +62 +89 +78 +71 +50 +56 +23 +40 +10 +12 +88 +9 +70 +8 +74 +69 +48 +47 +27 +27 +61 +50 +99 +3 +97 +45 +13 +56 +41 +58 +79 +31 +24 +87 +58 +100 +95 +6 +39 +8 +69 +58 +21 +63 +34 +46 +43 +93 +80 +65 +84 +9 +36 +58 +19 +2 +14 +1 +86 +17 +20 +43 +7 +62 +79 +5 +67 +33 +16 +64 +96 +6 +10 +94 +98 +81 +74 +83 +88 +47 +95 +74 +17 +51 +30 +79 +52 +56 +37 +33 +32 +69 +16 +72 +46 +18 +93 +12 +71 +84 +57 +39 +99 +47 +38 +44 +98 +52 +73 +38 +52 +97 +91 +63 +72 +99 +18 +90 +18 +75 +77 +63 +1 +58 +87 +26 +80 +49 +48 +100 +80 +13 +15 +59 +72 +67 +72 +74 +49 +69 +60 +99 +59 +33 +99 +74 +83 +17 +10 +85 +6 +15 +35 +65 +44 +97 +11 +30 +48 +49 +89 +33 +28 +76 +43 +64 +37 +96 +87 +49 +77 +64 +31 +88 +34 +38 +45 +88 +39 +87 +74 +25 +70 +14 +90 +83 +29 +16 +1 +27 +42 +81 +22 +89 +16 +70 +83 +18 +83 +25 +28 +35 +5 +17 +51 +66 +52 +32 +32 +28 +41 +72 +45 +34 +18 +9 +14 +15 +6 +9 +38 +80 +41 +36 +78 +42 +50 +73 +26 +41 +36 +49 +93 +17 +30 +15 +33 +41 +98 +1 +59 +63 +84 +94 +73 +82 +79 +85 +18 +51 +20 +64 +9 +69 +35 +81 +20 +92 +3 +84 +3 +51 +37 +21 +36 +21 +94 +34 +82 +80 +100 +33 +60 +91 +56 +60 +2 +80 +80 +59 +67 +33 +58 +16 +82 +97 +19 +75 +32 +57 +77 +36 +32 +13 +77 +77 +29 +26 +5 +99 +35 +73 +33 +89 +38 +40 +78 +73 +35 +81 +39 +18 +42 +3 +96 +82 +56 +65 +3 +55 +81 +56 +69 +2 +60 +60 +70 +6 +41 +80 +42 +72 +24 +16 +82 +21 +1 +25 +28 +48 +97 +5 +77 +32 +1 +33 +24 +91 +10 +55 +82 +6 +25 +61 +7 +10 +24 +60 +43 +87 +56 +47 +25 +13 +57 +47 +47 +35 +68 +79 +58 +45 +4 +88 +54 +64 +79 +12 +54 +34 +63 +65 +91 +4 +66 +29 +21 +61 +72 +20 +1 +30 +44 +21 +80 +80 +94 +67 +1 +43 +31 +49 +16 +100 +65 +12 +41 +23 +91 +84 +88 +36 +55 +20 +45 +55 +13 +45 +89 +44 +61 +44 +26 +75 +32 +72 +7 +78 +42 +91 +99 +33 +86 +76 +5 +84 +76 +24 +32 +90 +13 +24 +33 +83 +87 +77 +13 +54 +90 +61 +97 +45 +41 +29 +30 +82 +49 +24 +64 +92 +58 +50 +66 +11 +60 +100 +41 +82 +12 +78 +59 +47 +58 +29 +7 +73 +100 +5 +13 +46 +24 +1 +14 +35 +69 +80 +94 +92 +62 +35 +76 +27 +17 +35 +85 +68 +35 +56 +76 +49 +16 +62 +64 +11 +78 +33 +25 +94 +90 +14 +47 +61 +61 +100 +89 +99 +12 +2 +78 +82 +84 +78 +61 +65 +10 +78 +14 +81 +32 +90 +65 +61 +10 +93 +22 +59 +50 +4 +88 +4 +3 +74 +38 +50 +93 +83 +27 +34 +22 +58 +58 +37 +93 +92 +31 +47 +92 +18 +91 +9 +16 +21 +9 +77 +13 +97 +22 +53 +30 +57 +90 +15 +95 +44 +93 +27 +79 +47 +95 +44 +56 +80 +36 +76 +16 +50 +89 +57 +59 +79 +92 +43 +7 +14 +66 +91 +57 +71 +27 +35 +19 +51 +23 +18 +74 +12 +10 +10 +96 +32 +13 +16 +21 +48 +76 +36 +18 +47 +63 +93 +83 +19 +51 +46 +8 +52 +59 +73 +92 +52 +48 +27 +20 +64 +56 +13 +14 +47 +94 +80 +23 +7 +50 +18 +71 +83 +41 +55 +87 +71 +26 +79 +85 +46 +57 +39 +47 +58 +86 +51 +39 +41 +80 +55 +83 +68 +45 +91 +9 +72 +87 +32 +51 +59 +42 +62 +44 +75 +5 +32 +98 +38 +83 +67 +1 +34 +31 +55 +99 +55 +20 +57 +48 +65 +14 +97 +100 +11 +70 +26 +73 +39 +35 +50 +36 +4 +58 +50 +95 +66 +49 +9 +97 +29 +53 +69 +92 +15 +58 +10 +60 +33 +58 +83 +36 +89 +42 +99 +94 +26 +64 +70 +92 +23 +100 +65 +38 +46 +2 +90 +82 +34 +99 +34 +12 +23 +17 +43 +89 +80 +26 +44 +91 +55 +84 +37 +35 +89 +49 +20 +45 +52 +98 +18 +85 +66 +63 +84 +86 +99 +96 +90 +54 +76 +69 +29 +15 +42 +8 +94 +58 +44 +98 +98 +53 +81 +68 +36 +85 +67 +42 +42 +24 +51 +15 +59 +75 +89 +82 +3 +80 +88 +66 +53 +41 +88 +10 +7 +78 +6 +76 +90 +5 +50 +69 +77 +17 +95 +30 +96 +56 +54 +94 +5 +100 +90 +86 +87 +15 +26 +90 +76 +72 +67 +10 +46 +9 +43 +14 +81 +4 +7 +14 +54 +46 +11 +40 +80 +23 +9 +63 +1 +75 +30 +83 +76 +84 +85 +74 +82 +61 +58 +14 +46 +68 +13 +39 +44 +47 +55 +42 +67 +86 +22 +26 +84 +97 +44 +17 +90 +58 +52 +39 +49 +45 +62 +29 +55 +61 +60 +63 +39 +28 +20 +68 +25 +23 +23 +98 +80 +96 +89 +65 +66 +9 +50 +28 +92 +95 +54 +15 +5 +93 +15 +62 +97 +60 +54 +56 +62 +91 +40 +73 +49 +23 +6 +44 +51 +91 +50 +79 +56 +76 +70 +91 +28 +30 +19 +63 +77 +66 +40 +12 +57 +71 +43 +50 +47 +62 +15 +39 +92 +8 +44 +28 +33 +49 +77 +90 +74 +87 +30 +36 +46 +40 +100 +14 +14 +48 +62 +23 +87 +65 +12 +5 +97 +88 +25 +42 +90 +58 +11 +33 +3 +85 +80 +10 +80 +5 +16 +97 +87 +77 +31 +37 +21 +44 +19 +89 +57 +67 +52 +75 +55 +73 +8 +36 +20 +56 +80 +63 +89 +24 +14 +22 +73 +11 +22 +48 +60 +78 +89 +69 +71 +10 +18 +56 +17 +92 +54 +17 +5 +73 +25 +54 +59 +17 +95 +44 +79 +14 +40 +99 +44 +68 +99 +44 +55 +83 +14 +90 +3 +86 +31 +65 +56 +92 +77 +15 +83 +71 +37 +4 +13 +82 +94 +72 +9 +89 +29 +71 +85 +26 +93 +19 +46 +59 +28 +74 +31 +92 +94 +18 +32 +81 +96 +54 +55 +81 +48 +14 +97 +75 +17 +17 +60 +68 +75 +31 +1 +92 +25 +46 +1 +12 +71 +14 +1 +72 +46 +18 +89 +80 +33 +4 +36 +97 +36 +20 +9 +89 +13 +29 +38 +77 +50 +95 +80 +97 +13 +9 +23 +53 +82 +93 +20 +21 +72 +17 +74 +42 +59 +50 +14 +1 +6 +70 +80 +16 +42 +96 +78 +28 +38 +39 +79 +60 +1 +38 +47 +55 +58 +44 +45 +50 +95 +83 +81 +88 +66 +98 +21 +75 +68 +84 +93 +19 +23 +22 +77 +98 +43 +8 +35 +65 +15 +99 +60 +90 +1 +31 +83 +90 +38 +5 +68 +94 +80 +80 +70 +100 +80 +38 +89 +71 +75 +97 +14 +40 +54 +28 +50 +61 +72 +89 +95 +96 +44 +58 +19 +20 +78 +26 +10 +68 +89 +98 +19 +82 +18 +57 +46 +90 +66 +58 +44 +50 +31 +48 +89 +12 +11 +18 +16 +29 +34 +77 +14 +61 +86 +20 +6 +2 +16 +38 +98 +51 +11 +17 +46 +98 +8 +80 +35 +35 +44 +95 +7 +33 +98 +81 +33 +24 +14 +65 +15 +28 +12 +60 +48 +56 +61 +5 +53 +79 +11 +96 +7 +28 +70 +17 +94 +18 +20 +96 +64 +70 +82 +84 +6 +37 +92 +14 +14 +37 +31 +35 +40 +44 +37 +28 +65 +39 +27 +44 +92 +59 +83 +48 +16 +61 +44 +72 +40 +12 +8 +50 +93 +30 +69 +15 +2 +66 +1 +11 +10 +30 +80 +54 +91 +12 +39 +19 +26 +27 +52 +46 +30 +85 +70 +2 +86 +38 +38 +54 +100 +80 +95 +73 +30 +48 +72 +75 +23 +81 +70 +100 +41 +12 +82 +34 +36 +60 +69 +83 +39 +86 +37 +61 +4 +24 +76 +55 +1 +40 +24 +70 +90 +30 +36 +60 +82 +95 +50 +54 +82 +36 +60 +56 +76 +80 +19 +57 +96 +52 +51 +49 +10 +27 +11 +43 +85 +78 +47 +23 +8 +75 +1 +33 +59 +84 +30 +11 +41 +70 +14 +20 +65 +78 +66 +83 +29 +69 +90 +67 +29 +52 +13 +64 +79 +68 +15 +11 +33 +70 +72 +43 +37 +82 +95 +35 +92 +8 +38 +56 +50 +29 +3 +89 +80 +32 +84 +46 +81 +4 +78 +34 +78 +41 +4 +20 +17 +56 +19 +89 +67 +21 +34 +64 +70 +24 +54 +17 +75 +78 +95 +54 +60 +99 +45 +64 +57 +93 +37 +62 +17 +72 +69 +63 +54 +25 +2 +51 +96 +6 +16 +98 +43 +51 +93 +74 +82 +12 +3 +5 +6 +81 +92 +47 +71 +64 +73 +43 +7 +82 +72 +38 +67 +83 +40 +24 +60 +73 +19 +14 +33 +86 +99 +96 +70 +24 +50 +87 +77 +68 +69 +84 +96 +49 +70 +90 +88 +32 +8 +73 +86 +99 +4 +27 +11 +96 +16 +57 +32 +89 +80 +39 +36 +38 +69 +92 +15 +34 +77 +8 +49 +36 +11 +40 +49 +90 +87 +14 +66 +72 +46 +1 +74 +75 +88 +62 +7 +17 +87 +4 +64 +53 +29 +29 +82 +29 +15 +75 +9 +29 +67 +61 +95 +49 +98 +84 +5 +37 +63 +52 +75 +13 +95 +41 +11 +4 +78 +67 +35 +9 +71 +49 +74 +32 +23 +85 +7 +28 +9 +41 +97 +44 +15 +97 +65 +7 +3 +20 +77 +44 +85 +59 +17 +43 +33 +38 +33 +16 +77 +17 +47 +60 +74 +35 +64 +30 +83 +44 +36 +42 +50 +100 +76 +46 +68 +57 +42 +67 +59 +96 +45 +85 +94 +69 +59 +63 +4 +29 +67 +48 +54 +27 +100 +58 +94 +10 +92 +14 +79 +49 +23 +62 +4 +58 +15 +28 +86 +100 +76 +59 +89 +1 +17 +38 +71 +97 +59 +93 +91 +15 +84 +90 +41 +52 +80 +68 +24 +73 +97 +41 +88 +96 +77 +48 +68 +28 +83 +57 +10 +7 +63 +15 +56 +28 +67 +34 +31 +71 +72 +36 +11 +60 +65 +45 +1 +13 +25 +41 +57 +43 +97 +54 +25 +58 +84 +8 +79 +13 +56 +27 +39 +73 +37 +10 +84 +90 +78 +74 +8 +45 +42 +96 +76 +52 +21 +20 +55 +88 +17 +70 +69 +72 +13 +13 +41 +70 +25 +71 +8 +3 +14 +77 +85 +28 +27 +23 +78 +92 +56 +27 +1 +84 +5 +66 +55 +15 +55 +44 +49 +62 +93 +70 +68 +28 +55 +18 +94 +50 +18 +77 +40 +82 +4 +23 +49 +34 +88 +61 +3 +56 +64 +96 +91 +13 +62 +17 +10 +77 +25 +51 +18 +94 +37 +10 +68 +16 +2 +49 +77 +51 +61 +30 +17 +93 +33 +2 +65 +28 +39 +9 +66 +99 +58 +26 +31 +76 +2 +80 +65 +90 +3 +35 +46 +37 +57 +23 +6 +17 +54 +43 +28 +64 +60 +46 +16 +42 +37 +60 +8 +96 +91 +61 +74 +53 +85 +32 +87 +96 +1 +19 +5 +87 +59 +27 +72 +11 +46 +8 +9 +26 +40 +43 +3 +84 +2 +16 +51 +37 +11 +65 +13 +29 +2 +37 +68 +86 +1 +83 +96 +12 +82 +47 +38 +92 +93 +26 +95 +94 +88 +9 +66 +17 +26 +14 +19 +93 +40 +98 +71 +70 +58 +92 +63 +23 +66 +51 +61 +62 +23 +63 +54 +50 +87 +30 +21 +25 +77 +17 +74 +99 +9 +37 +88 +30 +98 +75 +67 +64 +72 +91 +74 +41 +10 +40 +15 +61 +3 +19 +76 +51 +8 +18 +100 +56 +51 +34 +86 +6 +84 +67 +66 +47 +69 +82 +88 +57 +31 +53 +11 +55 +39 +64 +10 +95 +77 +87 +54 +80 +96 +78 +50 +32 +8 +43 +41 +2 +51 +1 +34 +31 +86 +54 +54 +67 +22 +7 +64 +46 +55 +46 +39 +74 +78 +93 +66 +54 +85 +21 +58 +38 +45 +44 +8 +93 +84 +66 +38 +20 +52 +15 +68 +39 +44 +71 +98 +81 +70 +37 +3 +52 +88 +83 +93 +73 +98 +66 +85 +16 +24 +47 +32 +32 +14 +87 +89 +31 +99 +51 +93 +70 +96 +88 +98 +58 +10 +12 +76 +6 +80 +23 +9 +57 +42 +75 +1 +76 +33 +55 +71 +82 +36 +67 +87 +35 +65 +33 +89 +35 +5 +2 +35 +93 +75 +76 +91 +77 +94 +17 +93 +88 +28 +65 +33 +65 +40 +94 +42 +43 +46 +5 +31 +25 +100 +71 +28 +3 +36 +100 +9 +68 +22 +56 +82 +64 +48 +52 +21 +32 +34 +69 +71 +66 +82 +36 +76 +88 +68 +47 +38 +93 +82 +55 +62 +88 +12 +86 +11 +86 +61 +14 +55 +60 +97 +1 +81 +20 +21 +15 +5 +11 +66 +6 +34 +9 +66 +18 +60 +85 +42 +98 +89 +89 +40 +81 +20 +8 +22 +50 +31 +78 +80 +39 +47 +41 +89 +2 +34 +69 +32 +5 +48 +48 +85 +72 +44 +41 +40 +5 +9 +2 +59 +37 +34 +9 +47 +79 +30 +57 +90 +91 +36 +73 +61 +100 +12 +91 +75 +73 +20 +22 +64 +63 +35 +61 +30 +4 +69 +7 +85 +47 +55 +71 +65 +51 +52 +26 +89 +17 +91 +42 +12 +85 +19 +79 +96 +12 +35 +39 +70 +17 +13 +93 +32 +94 +37 +10 +85 +85 +96 +27 +40 +22 +59 +74 +40 +73 +90 +64 +64 +47 +17 +29 +71 +75 +85 +97 +89 +68 +89 +73 +30 +23 +47 +77 +65 +43 +83 +7 +51 +55 +74 +88 +58 +8 +23 +41 +72 +77 +3 +18 +55 +89 +6 +36 +70 +26 +17 +12 +6 +52 +76 +99 +100 +64 +22 +85 +91 +43 +96 +71 +34 +46 +100 +17 +12 +90 +96 +20 +30 +33 +3 +62 +57 +37 +1 +3 +55 +30 +74 +48 +66 +1 +2 +34 +86 +97 +99 +77 +7 +40 +32 +62 +23 +50 +36 +89 +79 +88 +21 +91 +5 +53 +38 +64 +67 +80 +70 +85 +48 +31 +31 +39 +66 +22 +65 +79 +4 +96 +14 +91 +56 +22 +63 +93 +74 +28 +35 +83 +77 +29 +93 +84 +7 +74 +1 +31 +53 +49 +21 +77 +21 +12 +36 +53 +3 +30 +54 +19 +77 +22 +16 +65 +21 +74 +54 +45 +91 +28 +24 +57 +91 +32 +70 +18 +48 +74 +17 +83 +40 +89 +25 +3 +60 +36 +24 +69 +36 +67 +41 +3 +75 +26 +25 +57 +57 +66 +55 +65 +62 +2 +96 +65 +26 +51 +50 +93 +73 +20 +99 +61 +32 +91 +94 +66 +9 +69 +40 +48 +2 +19 +78 +53 +32 +65 +53 +84 +5 +31 +77 +31 +69 +17 +8 +29 +49 +19 +2 +23 +59 +54 +97 +73 +67 +84 +55 +56 +60 +61 +57 +85 +20 +95 +43 +29 +70 +15 +96 +83 +93 +38 +98 +30 +3 +28 +52 +55 +28 +44 +59 +57 +72 +43 +99 +94 +69 +22 +86 +18 +36 +42 +85 +3 +16 +67 +16 +48 +10 +1 +97 +75 +10 +54 +68 +14 +83 +10 +7 +29 +6 +57 +83 +89 +61 +80 +17 +9 +97 +19 +95 +72 +66 +36 +20 +21 +41 +76 +1 +38 +59 +63 +98 +62 +27 +88 +91 +11 +41 +20 +18 +100 +47 +80 +26 +54 +82 +9 +69 +85 +76 +5 +84 +10 +35 +90 +87 +58 +18 +78 +90 +68 +88 +54 +26 +68 +44 +21 +69 +35 +68 +71 +3 +83 +75 +46 +69 +18 +5 +61 +44 +18 +18 +23 +61 +21 +89 +87 +69 +77 +16 +28 +28 +91 +24 +32 +15 +8 +43 +89 +39 +7 +44 +65 +81 +72 +78 +7 +95 +40 +64 +46 +13 +67 +40 +91 +72 +89 +79 +2 +95 +36 +55 +50 +1 +54 +29 +71 +39 +14 +79 +42 +66 +72 +7 +57 +7 +45 +48 +39 +15 +65 +3 +40 +42 +24 +9 +36 +10 +32 +60 +29 +53 +24 +90 +50 +97 +94 +11 +34 +10 +16 +21 +8 +91 +3 +19 +33 +4 +34 +8 +45 +30 +86 +38 +79 +30 +54 +28 +64 +67 +68 +57 +68 +52 +69 +22 +4 +75 +59 +94 +43 +95 +83 +3 +81 +43 +90 +7 +89 +90 +51 +98 +81 +36 +86 +40 +37 +26 +12 +45 +8 +87 +69 +41 +43 +62 +37 +40 +56 +19 +46 +27 +14 +85 +51 +100 +19 +6 +38 +66 +68 +75 +45 +78 +14 +84 +21 +17 +87 +74 +68 +80 +54 +3 +52 +91 +19 +26 +81 +46 +11 +18 +69 +53 +26 +23 +69 +44 +25 +27 +14 +42 +60 +11 +33 +62 +86 +18 +38 +71 +35 +5 +39 +86 +81 +5 +59 +25 +62 +70 +44 +12 +29 +5 +76 +99 +52 +44 +7 +100 +66 +31 +21 +74 +84 +83 +79 +74 +68 +97 +16 +94 +23 +21 +39 +45 +86 +66 +19 +91 +99 +31 +49 +63 +94 +85 +18 +45 +46 +60 +39 +66 +60 +41 +63 +10 +37 +65 +17 +77 +80 +87 +27 +91 +29 +58 +90 +57 +51 +14 +8 +99 +24 +16 +98 +22 +72 +67 +97 +27 +81 +17 +89 +59 +95 +82 +55 +43 +79 +62 +9 +70 +57 +30 +88 +33 +95 +83 +57 +46 +73 +54 +54 +64 +54 +79 +53 +40 +29 +17 +60 +51 +42 +74 +66 +56 +3 +36 +1 +59 +17 +58 +100 +72 +80 +63 +52 +83 +43 +74 +30 +29 +1 +69 +75 +20 +52 +100 +100 +78 +73 +48 +87 +62 +27 +51 +47 +38 +43 +67 +12 +46 +9 +81 +78 +10 +4 +36 +29 +95 +68 +89 +85 +23 +27 +98 +98 +65 +90 +38 +48 +25 +24 +72 +20 +5 +89 +7 +40 +40 +71 +99 +3 +99 +18 +5 +19 +21 +73 +5 +9 +26 +12 +91 +60 +84 +69 +6 +97 +19 +91 +68 +9 +24 +42 +46 +93 +84 +40 +18 +96 +95 +80 +13 +90 +83 +33 +23 +82 +24 +40 +96 +53 +40 +62 +21 +13 +30 +66 +38 +73 +54 +53 +100 +68 +98 +18 +30 +5 +12 +96 +70 +81 +24 +66 +58 +33 +87 +30 +69 +11 +31 +67 +37 +55 +46 +93 +5 +4 +100 +79 +73 +47 +72 +92 +14 +84 +88 +89 +4 +18 +89 +88 +61 +74 +78 +96 +19 +68 +87 +67 +56 +52 +72 +97 +43 +43 +41 +78 +28 +17 +18 +10 +61 +79 +41 +17 +13 +21 +10 +82 +28 +21 +55 +59 +64 +54 +56 +90 +72 +11 +73 +43 +64 +71 +67 +7 +59 +21 +36 +68 +72 +42 +58 +87 +93 +11 +89 +76 +94 +46 +65 +57 +84 +45 +14 +77 +43 +20 +47 +37 +1 +91 +33 +53 +98 +51 +99 +23 +99 +42 +80 +96 +64 +44 +18 +60 +45 +14 +97 +84 +37 +50 +5 +14 +86 +35 +35 +67 +96 +73 +83 +72 +97 +92 +34 +69 +13 +93 +13 +14 +53 +91 +71 +11 +13 +47 +95 +35 +62 +42 +47 +41 +74 +58 +60 +20 +61 +71 +64 +24 +41 +37 +56 +10 +27 +36 +67 +42 +30 +73 +30 +86 +35 +75 +98 +68 +10 +28 +59 +87 +65 +5 +36 +82 +57 +2 +44 +95 +18 +27 +50 +40 +27 +27 +31 +53 +51 +63 +27 +70 +32 +18 +80 +1 +52 +51 +7 +66 +93 +13 +62 +91 +5 +59 +93 +46 +52 +57 +19 +19 +49 +79 +87 +19 +97 +41 +53 +83 +15 +93 +43 +46 +72 +73 +25 +77 +7 +8 +19 +61 +12 +54 +18 +25 +94 +71 +32 +68 +95 +41 +56 +85 +66 +9 +2 +97 +95 +48 +88 +48 +29 +75 +32 +24 +71 +36 +48 +54 +35 +46 +47 +50 +26 +7 +5 +68 +83 +42 +75 +82 +21 +17 +88 +91 +46 +97 +96 +74 +34 +97 +21 +4 +46 +26 +99 +72 +58 +61 +69 +19 +18 +82 +3 +2 +61 +52 +21 +59 +82 +50 +88 +82 +66 +24 +55 +3 +2 +15 +81 +18 +97 +32 +87 +95 +25 +58 +100 +70 +72 +41 +43 +24 +79 +6 +21 +66 +43 +87 +65 +22 +57 +83 +78 +91 +67 +53 +47 +50 +22 +28 +30 +83 +67 +51 +84 +79 +5 +71 +3 +38 +65 +76 +5 +37 +60 +28 +54 +76 +50 +36 +27 +32 +94 +81 +28 +75 +45 +81 +11 +23 +28 +17 +21 +63 +76 +25 +56 +58 +53 +35 +49 +57 +23 +1 +93 +70 +95 +20 +52 +11 +12 +56 +3 +14 +50 +70 +50 +90 +5 +47 +93 +82 +2 +82 +48 +54 +12 +90 +40 +88 +11 +12 +96 +54 +36 +6 +5 +36 +10 +59 +53 +5 +34 +7 +70 +83 +80 +40 +75 +86 +47 +34 +19 +3 +98 +19 +42 +34 +19 +93 +8 +5 +10 +13 +58 +30 +72 +11 +25 +46 +8 +78 +20 +33 +30 +52 +30 +5 +57 +9 +33 +62 +99 +74 +85 +31 +95 +24 +62 +85 +42 +43 +47 +64 +27 +45 +12 +90 +27 +34 +31 +41 +84 +34 +97 +27 +88 +27 +43 +49 +31 +10 +24 +12 +86 +9 +94 +17 +13 +24 +65 +8 +26 +30 +12 +26 +3 +65 +28 +29 +70 +43 +17 +14 +46 +33 +1 +36 +11 +90 +65 +78 +98 +14 +92 +88 +16 +22 +7 +3 +51 +26 +40 +6 +95 +24 +59 +50 +26 +57 +81 +5 +57 +10 +16 +10 +66 +70 +10 +83 +10 +16 +94 +10 +44 +80 +87 +25 +94 +28 +39 +21 +53 +22 +91 +97 +91 +38 +61 +32 +80 +96 +34 +51 +61 +63 +85 +84 +22 +1 +14 +28 +70 +85 +13 +89 +15 +74 +33 +60 +21 +44 +23 +51 +84 +38 +49 +88 +71 +37 +31 +91 +67 +76 +64 +9 +30 +47 +63 +62 +8 +3 +67 +80 +53 +84 +69 +49 +96 +45 +56 +60 +71 +36 +55 +57 +19 +35 +11 +40 +20 +31 +35 +94 +27 +32 +21 +96 +38 +25 +77 +70 +50 +6 +58 +43 +72 +7 +78 +56 +100 +7 +72 +66 +41 +58 +19 +80 +58 +19 +51 +38 +59 +33 +85 +45 +39 +40 +90 +66 +96 +16 +58 +62 +71 +37 +12 +16 +60 +35 +24 +20 +69 +76 +68 +96 +83 +27 +26 +10 +93 +27 +5 +2 +13 +34 +78 +82 +68 +72 +57 +93 +19 +83 +43 +38 +74 +83 +12 +96 +97 +49 +47 +57 +64 +85 +11 +74 +49 +62 +16 +58 +72 +36 +17 +38 +60 +43 +89 +61 +41 +85 +45 +44 +10 +84 +9 +97 +69 +68 +8 +72 +1 +100 +82 +45 +60 +50 +21 +58 +44 +95 +83 +63 +76 +53 +69 +51 +54 +7 +37 +96 +18 +25 +18 +57 +55 +30 +60 +80 +25 +93 +90 +39 +41 +44 +16 +77 +53 +9 +33 +17 +15 +16 +50 +44 +81 +64 +55 +87 +12 +78 +17 +34 +49 +84 +70 +65 +43 +69 +18 +92 +13 +44 +93 +10 +16 +8 +31 +100 +86 +13 +42 +27 +98 +32 +85 +75 +78 +63 +63 +61 +26 +66 +59 +44 +26 +55 +5 +45 +33 +95 +96 +45 +96 +31 +100 +46 +32 +15 +56 +92 +77 +78 +89 +70 +45 +89 +28 +24 +38 +41 +56 +47 +9 +18 +2 +67 +23 +90 +51 +59 +81 +67 +49 +37 +74 +87 +36 +33 +65 +40 +66 +39 +74 +3 +75 +35 +17 +28 +51 +49 +69 +49 +16 +23 +27 +31 +30 +78 +24 +66 +95 +49 +2 +75 +52 +7 +32 +33 +60 +19 +13 +100 +73 +19 +53 +48 +40 +30 +67 +27 +31 +48 +97 +87 +50 +24 +14 +89 +75 +22 +35 +20 +97 +97 +68 +82 +47 +12 +46 +4 +98 +91 +67 +15 +5 +36 +46 +19 +82 +47 +26 +29 +71 +2 +17 +26 +63 +83 +11 +22 +59 +20 +9 +72 +76 +15 +48 +35 +92 +22 +88 +17 +32 +67 +95 +66 +46 +58 +66 +17 +29 +32 +40 +13 +58 +25 +95 +51 +65 +94 +31 +45 +71 +55 +87 +42 +26 +5 +18 +36 +11 +19 +84 +16 +79 +10 +12 +91 +33 +63 +11 +62 +40 +70 +39 +83 +45 +13 +98 +35 +52 +99 +54 +40 +2 +49 +50 +9 +44 +85 +60 +21 +56 +1 +31 +93 +59 +29 +75 +57 +24 +61 +81 +94 +72 +32 +28 +3 +6 +45 +77 +59 +10 +54 +16 +65 +51 +100 +74 +95 +58 +69 +86 +77 +42 +85 +36 +94 +23 +94 +78 +42 +70 +54 +3 +39 +36 +10 +3 +85 +97 +23 +43 +14 +20 +72 +55 +20 +45 +11 +33 +63 +12 +16 +8 +53 +28 +3 +92 +44 +52 +41 +99 +86 +12 +93 +27 +55 +10 +28 +100 +42 +57 +16 +14 +59 +36 +28 +50 +40 +38 +96 +8 +64 +67 +59 +28 +60 +66 +24 +18 +87 +50 +20 +34 +63 +23 +76 +93 +49 +94 +75 +81 +100 +48 +100 +77 +71 +19 +58 +32 +15 +66 +24 +69 +26 +100 +40 +59 +35 +61 +61 +85 +49 +60 +29 +54 +60 +84 +12 +66 +84 +52 +35 +67 +27 +35 +33 +89 +47 +46 +7 +47 +62 +64 +99 +28 +84 +78 +49 +58 +93 +49 +14 +75 +63 +86 +85 +81 +19 +30 +73 +30 +36 +44 +18 +73 +72 +24 +86 +8 +70 +17 +79 +41 +92 +67 +16 +76 +39 +74 +42 +19 +35 +6 +16 +2 +90 +22 +100 +23 +7 +72 +66 +21 +79 +97 +49 +91 +14 +72 +15 +35 +55 +42 +73 +72 +38 +45 +99 +60 +18 +15 +73 +17 +51 +30 +100 +53 +93 +37 +69 +96 +88 +50 +68 +78 +12 +80 +71 +52 +99 +53 +42 +8 +100 +61 +23 +57 +33 +77 +35 +48 +80 +3 +20 +75 +53 +92 +88 +75 +85 +40 +52 +29 +71 +88 +21 +17 +34 +46 +65 +99 +82 +3 +55 +39 +58 +56 +90 +20 +96 +42 +39 +33 +77 +28 +30 +64 +58 +68 +15 +67 +14 +77 +39 +97 +30 +21 +29 +47 +69 +29 +25 +28 +69 +74 +78 +3 +7 +90 +76 +4 +88 +68 +42 +47 +75 +18 +70 +76 +72 +67 +99 +96 +74 +16 +42 +87 +70 +100 +10 +61 +83 +100 +55 +10 +81 +26 +19 +9 +50 +55 +92 +50 +97 +61 +92 +62 +94 +91 +54 +43 +75 +88 +95 +4 +82 +56 +83 +8 +99 +48 +73 +41 +8 +24 +89 +100 +78 +100 +47 +9 +43 +88 +8 +4 +76 +10 +82 +89 +82 +52 +93 +72 +77 +78 +41 +87 +39 +68 +71 +88 +9 +52 +6 +51 +67 +84 +35 +81 +64 +32 +41 +37 +56 +49 +99 +15 +67 +60 +2 +79 +56 +17 +56 +28 +51 +46 +44 +48 +76 +15 +37 +76 +42 +14 +22 +56 +11 +26 +82 +76 +40 +48 +87 +57 +1 +26 +99 +4 +88 +40 +98 +62 +66 +88 +51 +59 +7 +55 +37 +64 +55 +60 +14 +80 +67 +74 +25 +77 +75 +92 +79 +95 +24 +16 +48 +63 +6 +97 +35 +17 +81 +11 +66 +78 +100 +31 +98 +85 +11 +10 +37 +30 +91 +43 +97 +84 +35 +10 +36 +14 +55 +43 +27 +93 +18 +35 +69 +7 +73 +77 +30 +26 +38 +73 +55 +33 +1 +66 +99 +29 +3 +92 +10 +33 +74 +1 +18 +94 +47 +92 +90 +62 +70 +89 +45 +79 +20 +50 +89 +27 +83 +84 +10 +4 +22 +38 +3 +33 +94 +7 +32 +98 +28 +69 +73 +97 +88 +32 +27 +15 +96 +16 +60 +66 +56 +27 +68 +69 +61 +23 +41 +50 +24 +40 +98 +89 +22 +69 +90 +17 +3 +14 +60 +8 +89 +77 +33 +60 +32 +82 +20 +90 +39 +44 +99 +12 +76 +50 +56 +53 +11 +53 +97 +66 +85 +17 +87 +3 +28 +91 +42 +16 +1 +12 +88 +67 +70 +35 +78 +35 +97 +87 +64 +35 +6 +20 +19 +89 +86 +43 +24 +10 +37 +7 +84 +93 +49 +14 +72 +21 +37 +68 +94 +24 +95 +4 +18 +24 +86 +67 +30 +75 +32 +64 +44 +16 +71 +95 +63 +96 +39 +36 +82 +65 +64 +92 +91 +85 +70 +24 +15 +82 +9 +58 +72 +59 +24 +57 +5 +24 +89 +13 +55 +12 +13 +61 +53 +25 +89 +33 +25 +66 +74 +98 +44 +66 +60 +12 +2 +17 +37 +56 +10 +92 +78 +30 +2 +8 +14 +23 +88 +66 +64 +68 +48 +37 +16 +10 +21 +91 +27 +28 +99 +12 +7 +23 +33 +15 +33 +100 +75 +99 +39 +30 +27 +40 +29 +19 +99 +79 +26 +65 +11 +51 +10 +68 +11 +91 +94 +9 +41 +18 +15 +59 +59 +60 +59 +3 +13 +45 +96 +72 +92 +31 +50 +100 +11 +12 +49 +25 +48 +12 +34 +5 +32 +99 +8 +77 +58 +100 +85 +26 +51 +16 +63 +72 +40 +35 +50 +94 +79 +52 +12 +65 +87 +50 +87 +70 +45 +43 +62 +58 +16 +100 +69 +77 +57 +11 +67 +41 +66 +91 +3 +92 +93 +41 +94 +36 +55 +38 +53 +64 +28 +92 +80 +100 +51 +60 +34 +43 +34 +18 +75 +26 +53 +96 +93 +95 +23 +35 +100 +62 +95 +82 +10 +14 +67 +74 +35 +59 +38 +27 +6 +23 +95 +57 +32 +53 +15 +43 +52 +64 +38 +27 +85 +85 +74 +2 +26 +66 +44 +21 +28 +49 +3 +18 +15 +65 +57 +69 +37 +50 +93 +39 +100 +56 +80 +77 +19 +66 +82 +37 +37 +30 +17 +9 +49 +80 +21 +79 +13 +74 +15 +12 +14 +86 +37 +77 +25 +66 +81 +30 +13 +83 +16 +27 +63 +92 +31 +50 +67 +79 +10 +16 +19 +32 +16 +88 +94 +22 +98 +5 +72 +94 +92 +58 +1 +62 +61 +51 +73 +83 +80 +60 +30 +60 +61 +59 +90 +1 +84 +41 +69 +25 +8 +38 +99 +88 +68 +89 +35 +58 +57 +23 +25 +4 +63 +73 +22 +98 +13 +74 +7 +23 +22 +95 +74 +77 +38 +32 +20 +76 +29 +80 +27 +71 +16 +95 +61 +35 +66 +59 +52 +79 +9 +95 +88 +97 +42 +91 +72 +75 +33 +59 +63 +1 +30 +83 +59 +81 +31 +24 +92 +93 +47 +48 +49 +73 +18 +47 +4 +94 +25 +31 +38 +82 +84 +26 +100 +97 +67 +94 +12 +91 +14 +79 +21 +83 +24 +89 +26 +41 +9 +44 +46 +90 +33 +54 +10 +53 +14 +70 +5 +75 +44 +32 +21 +54 +12 +26 +18 +21 +81 +51 +85 +67 +34 +8 +67 +35 +48 +26 +4 +31 +87 +66 +76 +34 +57 +39 +83 +33 +63 +1 +34 +49 +23 +83 +8 +59 +53 +80 +65 +79 +37 +39 +42 +85 +97 +66 +91 +96 +74 +84 +54 +92 +100 +51 +87 +30 +99 +10 +49 +60 +4 +52 +44 +61 +5 +48 +34 +96 +62 +63 +51 +15 +80 +22 +84 +18 +29 +38 +39 +30 +26 +81 +71 +20 +72 +76 +74 +20 +41 +63 +63 +4 +56 +96 +76 +14 +86 +19 +35 +53 +17 +75 +18 +8 +41 +50 +58 +95 +41 +26 +21 +29 +46 +43 +70 +70 +39 +67 +52 +67 +7 +49 +55 +27 +9 +38 +67 +60 +51 +99 +87 +55 +92 +99 +89 +46 +5 +35 +43 +6 +33 +43 +34 +75 +48 +34 +90 +90 +69 +25 +39 +69 +76 +7 +25 +45 +86 +47 +32 +96 +22 +65 +21 +91 +99 +86 +74 +26 +57 +2 +15 +26 +100 +44 +49 +46 +43 +9 +88 +39 +87 +94 +61 +12 +90 +14 +19 +62 +54 +49 +78 +39 +90 +90 +13 +49 +78 +26 +99 +48 +38 +1 +11 +86 +89 +63 +16 +92 +81 +77 +42 +17 +66 +28 +82 +62 +49 +31 +69 +86 +9 +87 +28 +34 +13 +63 +7 +13 +31 +11 +95 +69 +85 +48 +80 +39 +29 +62 +5 +56 +58 +23 +1 +37 +90 +9 +9 +10 +12 +64 +10 +85 +7 +19 +25 +57 +94 +19 +23 +30 +11 +95 +75 +53 +94 +82 +3 +70 +100 +66 +57 +26 +42 +45 +49 +83 +7 +2 +96 +44 +75 +85 +59 +58 +47 +69 +72 +14 +60 +74 +73 +17 +37 +73 +95 +51 +94 +74 +95 +73 +12 +84 +44 +98 +68 +52 +50 +30 +12 +37 +19 +25 +9 +9 +8 +87 +79 +16 +7 +99 +55 +48 +68 +51 +56 +69 +81 +33 +37 +27 +100 +69 +37 +80 +89 +32 +25 +21 +66 +74 +94 +18 +97 +89 +22 +8 +18 +15 +67 +25 +68 +2 +100 +76 +2 +77 +25 +75 +47 +34 +80 +74 +8 +17 +30 +86 +85 +63 +93 +13 +3 +99 +31 +18 +71 +92 +12 +87 +37 +92 +36 +64 +2 +67 +2 +100 +39 +38 +85 +37 +9 +13 +11 +92 +68 +10 +19 +52 +98 +21 +97 +40 +19 +32 +64 +57 +83 +57 +12 +72 +51 +31 +66 +65 +69 +34 +42 +51 +91 +16 +85 +87 +98 +51 +55 +38 +66 +10 +13 +71 +92 +67 +36 +23 +46 +80 +56 +42 +50 +9 +43 +15 +38 +52 +29 +35 +18 +81 +20 +71 +61 +56 +19 +31 +6 +50 +1 +1 +78 +16 +82 +78 +81 +85 +15 +4 +53 +11 +54 +22 +80 +65 +63 +38 +6 +16 +91 +31 +34 +30 +17 +33 +49 +8 +39 +55 +88 +71 +51 +45 +31 +3 +61 +18 +63 +64 +10 +99 +50 +10 +16 +22 +50 +66 +30 +73 +82 +48 +48 +12 +70 +2 +94 +55 +13 +77 +47 +4 +65 +47 +97 +51 +59 +45 +49 +91 +84 +43 +88 +60 +68 +80 +4 +90 +97 +77 +30 +73 +61 +62 +74 +40 +76 +62 +36 +63 +9 +6 +100 +9 +97 +22 +88 +40 +38 +14 +76 +42 +93 +87 +20 +66 +9 +70 +27 +33 +92 +23 +100 +12 +49 +7 +25 +93 +59 +99 +54 +10 +97 +61 +44 +67 +92 +16 +16 +1 +20 +48 +20 +47 +74 +73 +20 +94 +26 +65 +9 +93 +45 +6 +40 +36 +50 +59 +42 +17 +99 +42 +71 +2 +35 +15 +7 +38 +67 +77 +90 +31 +62 +90 +41 +59 +89 +9 +55 +34 +65 +99 +26 +18 +71 +78 +84 +76 +85 +65 +55 +65 +29 +24 +69 +44 +84 +45 +58 +23 +69 +50 +99 +45 +69 +68 +97 +80 +54 +73 +30 +79 +94 +11 +19 +38 +47 +78 +14 +62 +93 +38 +92 +96 +89 +84 +6 +90 +73 +45 +58 +11 +90 +47 +27 +88 +88 +56 +63 +36 +4 +29 +29 +68 +14 +65 +69 +1 +68 +66 +61 +58 +95 +19 +6 +56 +46 +39 +17 +42 +51 +85 +30 +63 +42 +48 +81 +11 +42 +59 +76 +42 +23 +62 +49 +36 +1 +98 +100 +47 +24 +52 +20 +93 +80 +51 +99 +92 +93 +44 +1 +12 +43 +33 +85 +97 +49 +86 +95 +56 +29 +39 +45 +14 +27 +17 +12 +4 +96 +76 +21 +86 +100 +69 +63 +75 +95 +27 +83 +100 +7 +61 +26 +75 +72 +43 +84 +94 +44 +48 +17 +8 +72 +72 +64 +32 +27 +14 +92 +27 +70 +97 +75 +55 +61 +94 +63 +15 +37 +26 +72 +7 +90 +15 +47 +47 +87 +17 +93 +77 +82 +89 +43 +34 +94 +45 +70 +31 +85 +7 +66 +86 +44 +66 +8 +81 +76 +66 +10 +92 +33 +56 +4 +77 +80 +63 +2 +33 +42 +77 +73 +36 +55 +29 +36 +90 +17 +82 +41 +50 +88 +43 +93 +93 +77 +89 +65 +7 +38 +45 +71 +49 +91 +13 +62 +45 +4 +83 +59 +69 +10 +76 +64 +81 +21 +49 +31 +11 +19 +12 +21 +6 +89 +89 +61 +98 +88 +28 +17 +7 +81 +98 +56 +22 +70 +71 +13 +100 +70 +23 +74 +91 +6 +39 +62 +5 +74 +4 +18 +20 +12 +61 +57 +17 +77 +63 +9 +52 +14 +40 +16 +37 +59 +76 +68 +66 +67 +94 +81 +50 +62 +46 +29 +70 +57 +24 +61 +92 +5 +8 +31 +71 +56 +97 +36 +45 +80 +29 +78 +35 +45 +75 +67 +3 +95 +1 +77 +23 +43 +14 +2 +16 +41 +12 +17 +6 +92 +35 +18 +79 +93 +73 +25 +20 +74 +56 +3 +7 +49 +32 +31 +18 +61 +45 +86 +95 +80 +35 +46 +61 +79 +36 +86 +40 +28 +36 +67 +16 +21 +66 +99 +13 +49 +37 +68 +54 +20 +5 +19 +44 +43 +37 +50 +71 +72 +30 +16 +81 +66 +92 +4 +30 +16 +27 +67 +93 +87 +46 +61 +15 +99 +21 +45 +67 +25 +84 +59 +4 +82 +9 +83 +54 +62 +1 +91 +28 +48 +30 +61 +95 +69 +24 +41 +85 +43 +33 +46 +33 +26 +52 +16 +86 +24 +49 +78 +26 +100 +40 +55 +16 +43 +35 +67 +9 +12 +60 +68 +74 +6 +47 +79 +29 +35 +3 +25 +1 +22 +38 +8 +49 +88 +54 +97 +41 +69 +70 +53 +49 +15 +57 +58 +57 +95 +68 +99 +48 +52 +99 +42 +67 +69 +68 +21 +64 +33 +32 +12 +22 +51 +60 +85 +53 +75 +55 +60 +30 +48 +65 +16 +79 +81 +39 +31 +21 +25 +92 +83 +54 +5 +46 +67 +58 +27 +22 +67 +77 +5 +79 +2 +95 +10 +72 +42 +79 +14 +3 +90 +68 +62 +27 +33 +52 +1 +3 +52 +20 +100 +23 +93 +33 +24 +49 +2 +77 +22 +54 +47 +55 +51 +21 +51 +77 +83 +33 +68 +95 +11 +61 +63 +3 +55 +52 +94 +2 +5 +82 +28 +7 +14 +54 +74 +69 +28 +3 +65 +21 +6 +9 +16 +92 +70 +63 +69 +17 +14 +81 +23 +95 +43 +93 +32 +26 +12 +17 +96 +95 +42 +80 +62 +94 +39 +82 +69 +87 +26 +11 +77 +94 +53 +63 +3 +52 +16 +41 +57 +17 +89 +4 +71 +29 +57 +9 +76 +15 +37 +95 +1 +82 +100 +91 +42 +89 +65 +95 +16 +78 +88 +2 +79 +16 +43 +36 +87 +92 +90 +95 +20 +84 +69 +91 +74 +57 +88 +46 +28 +89 +89 +97 +19 +54 +66 +89 +76 +22 +67 +69 +7 +32 +4 +58 +38 +73 +28 +20 +73 +58 +15 +97 +50 +20 +51 +82 +30 +99 +14 +9 +68 +41 +49 +96 +82 +73 +81 +74 +47 +28 +60 +35 +83 +95 +15 +39 +3 +86 +64 +76 +29 +82 +72 +1 +74 +30 +24 +97 +90 +63 +43 +31 +86 +54 +84 +6 +47 +5 +22 +58 +84 +48 +19 +71 +46 +10 +34 +11 +33 +5 +31 +92 +91 +77 +79 +27 +5 +55 +47 +65 +19 +35 +77 +52 +36 +93 +40 +75 +76 +58 +24 +59 +95 +6 +66 +67 +11 +9 +30 +80 +41 +90 +54 +27 +27 +80 +79 +33 +27 +15 +19 +89 +96 +26 +46 +63 +34 +29 +72 +74 +12 +48 +36 +39 +56 +9 +40 +82 +71 +89 +32 +21 +26 +30 +54 +94 +23 +2 +33 +9 +63 +43 +29 +99 +79 +49 +2 +5 +69 +6 +42 +77 +99 +91 +47 +66 +99 +65 +78 +38 +59 +18 +86 +46 +86 +23 +81 +38 +55 +68 +62 +84 +44 +55 +40 +52 +95 +62 +13 +42 +86 +6 +16 +33 +82 +60 +17 +16 +31 +24 +95 +65 +9 +37 +15 +96 +20 +73 +26 +58 +41 +27 +9 +38 +93 +50 +20 +57 +27 +46 +82 +63 +34 +58 +72 +85 +62 +59 +93 +75 +48 +62 +75 +47 +93 +60 +9 +75 +16 +43 +77 +25 +5 +38 +61 +19 +21 +91 +9 +97 +7 +17 +35 +27 +70 +21 +77 +68 +91 +69 +78 +97 +67 +19 +99 +64 +7 +95 +24 +37 +75 +29 +50 +98 +91 +16 +20 +98 +100 +10 +87 +11 +83 +58 +40 +4 +80 +44 +95 +45 +100 +57 +25 +86 +12 +73 +9 +90 +76 +15 +81 +86 +40 +13 +18 +79 +19 +51 +48 +75 +41 +77 +82 +88 +83 +91 +25 +42 +42 +80 +25 +99 +18 +82 +76 +17 +93 +49 +47 +22 +19 +31 +9 +59 +62 +59 +80 +1 +48 +6 +80 +71 +99 +90 +88 +39 +76 +52 +15 +12 +69 +59 +43 +10 +17 +80 +63 +35 +59 +46 +69 +98 +49 +72 +83 +71 +63 +58 +63 +30 +26 +99 +100 +10 +89 +45 +86 +33 +34 +19 +77 +29 +49 +93 +70 +82 +81 +1 +54 +72 +68 +61 +1 +17 +70 +52 +80 +58 +43 +13 +43 +97 +82 +35 +77 +57 +88 +41 +60 +63 +11 +71 +20 +76 +30 +11 +55 +51 +45 +50 +1 +8 +97 +15 +34 +24 +33 +61 +99 +68 +64 +72 +66 +73 +84 +42 +2 +63 +2 +8 +10 +75 +71 +67 +19 +45 +15 +91 +28 +52 +71 +59 +29 +56 +22 +42 +44 +68 +93 +95 +54 +6 +70 +94 +55 +54 +45 +61 +22 +34 +22 +69 +71 +36 +33 +12 +96 +5 +34 +90 +54 +41 +91 +65 +62 +86 +9 +78 +32 +22 +13 +31 +1 +61 +66 +87 +93 +52 +21 +92 +85 +19 +76 +41 +99 +63 +66 +72 +47 +77 +38 +33 +2 +93 +45 +79 +83 +64 +82 +23 +75 +22 +37 +55 +12 +56 +16 +13 +97 +61 +85 +14 +45 +69 +52 +68 +75 +62 +95 +66 +2 +11 +22 +22 +26 +41 +52 +78 +78 +34 +93 +80 +34 +63 +10 +92 +52 +86 +48 +7 +34 +42 +78 +10 +81 +48 +70 +87 +51 +89 +59 +85 +24 +81 +85 +77 +63 +21 +1 +71 +96 +82 +35 +27 +41 +96 +67 +33 +41 +83 +13 +64 +3 +91 +39 +86 +79 +42 +38 +22 +9 +66 +17 +39 +70 +57 +20 +13 +91 +26 +7 +48 +40 +46 +99 +44 +26 +81 +34 +60 +59 +69 +9 +90 +22 +57 +76 +38 +92 +44 +83 +4 +59 +66 +1 +41 +79 +89 +98 +33 +22 +32 +35 +94 +66 +1 +53 +16 +89 +38 +70 +36 +53 +11 +75 +46 +83 +55 +50 +34 +17 +47 +43 +89 +38 +100 +64 +51 +24 +68 +67 +61 +77 +78 +63 +17 +65 +72 +48 +20 +62 +96 +77 +12 +47 +41 +67 +41 +74 +48 +4 +15 +30 +82 +34 +74 +26 +66 +30 +21 +85 +36 +29 +57 +84 +1 +53 +52 +46 +79 +19 +65 +52 +22 +7 +65 +73 +95 +47 +17 +31 +56 +17 +97 +46 +13 +5 +30 +85 +96 +83 +57 +12 +66 +47 +7 +7 +55 +70 +7 +26 +22 +64 +89 +43 +70 +30 +1 +67 +95 +25 +51 +100 +78 +12 +78 +21 +60 +8 +41 +43 +12 +62 +80 +79 +98 +44 +33 +100 +72 +20 +8 +91 +17 +38 +38 +41 +27 +49 +80 +7 +7 +97 +79 +78 +96 +8 +52 +36 +57 +26 +22 +78 +8 +72 +42 +41 +96 +93 +72 +84 +100 +18 +98 +57 +29 +22 +80 +12 +90 +41 +5 +16 +20 +79 +26 +27 +48 +58 +65 +94 +22 +58 +35 +71 +60 +98 +77 +40 +68 +5 +1 +17 +46 +91 +53 +27 +46 +52 +100 +28 +91 +94 +80 +17 +46 +66 +44 +70 +43 +85 +40 +24 +4 +76 +92 +27 +90 +86 +36 +63 +7 +52 +51 +35 +58 +18 +64 +80 +4 +40 +12 +93 +17 +39 +27 +41 +11 +49 +93 +75 +26 +81 +80 +74 +85 +93 +73 +41 +21 +88 +27 +85 +55 +90 +79 +30 +90 +12 +39 +72 +66 +2 +13 +16 +97 +40 +18 +1 +29 +53 +51 +36 +14 +59 +97 +11 +64 +69 +79 +30 +90 +22 +68 +13 +85 +31 +54 +52 +20 +5 +44 +85 +68 +39 +27 +49 +30 +36 +1 +78 +13 +71 +2 +29 +39 +23 +59 +82 +55 +74 +97 +52 +100 +23 +20 +23 +52 +90 +44 +37 +81 +23 +72 +66 +12 +53 +57 +28 +59 +93 +36 +62 +76 +39 +52 +14 +37 +19 +49 +20 +72 +43 +8 +28 +35 +95 +87 +18 +85 +73 +76 +31 +38 +10 +27 +71 +44 +92 +35 +99 +35 +60 +84 +75 +48 +10 +15 +34 +53 +90 +7 +49 +9 +85 +75 +74 +77 +89 +77 +30 +8 +57 +61 +20 +81 +82 +90 +29 +90 +78 +92 +30 +57 +13 +61 +9 +89 +15 +70 +81 +43 +81 +30 +93 +70 +42 +21 +80 +42 +43 +49 +89 +84 +24 +48 +60 +61 +2 +94 +33 +92 +82 +57 +91 +45 +51 +42 +9 +20 +45 +81 +53 +46 +38 +72 +64 +21 +62 +57 +86 +8 +16 +17 +96 +16 +55 +34 +50 +75 +76 +35 +88 +45 +48 +75 +24 +68 +99 +60 +20 +21 +40 +81 +34 +74 +45 +86 +95 +29 +83 +57 +46 +18 +59 +50 +41 +10 +29 +21 +20 +13 +51 +21 +44 +82 +87 +33 +79 +60 +13 +33 +36 +32 +97 +40 +67 +17 +58 +66 +8 +23 +63 +34 +66 +75 +99 +43 +48 +72 +8 +33 +42 +34 +31 +68 +54 +91 +39 +100 +41 +5 +57 +83 +44 +29 +86 +81 +76 +58 +29 +19 +85 +69 +38 +7 +96 +58 +55 +78 +80 +32 +8 +20 +61 +38 +61 +100 +75 +49 +82 +55 +18 +79 +5 +55 +88 +39 +24 +46 +98 +86 +30 +53 +17 +84 +96 +12 +25 +87 +32 +33 +62 +53 +41 +97 +12 +84 +58 +23 +45 +4 +9 +5 +72 +40 +43 +98 +75 +7 +90 +53 +35 +95 +24 +14 +83 +60 +26 +76 +5 +93 +81 +81 +93 +62 +88 +49 +25 +66 +69 +74 +60 +19 +26 +8 +79 +54 +56 +84 +93 +23 +100 +65 +25 +30 +17 +87 +36 +90 +45 +81 +35 +42 +23 +54 +100 +44 +10 +14 +8 +81 +62 +9 +39 +66 +30 +60 +87 +59 +80 +40 +63 +18 +53 +63 +81 +34 +16 +54 +3 +91 +74 +77 +30 +53 +59 +87 +69 +83 +53 +91 +66 +64 +37 +41 +33 +12 +15 +96 +39 +21 +71 +90 +32 +87 +13 +12 +81 +41 +91 +38 +33 +65 +44 +85 +70 +10 +39 +50 +52 +61 +65 +51 +50 +33 +72 +72 +23 +31 +59 +2 +11 +55 +20 +6 +67 +99 +4 +20 +6 +10 +77 +2 +36 +32 +81 +84 +43 +88 +50 +24 +66 +69 +17 +24 +48 +33 +16 +85 +29 +82 +52 +93 +57 +50 +90 +60 +51 +22 +95 +59 +8 +70 +52 +76 +23 +11 +74 +83 +44 +65 +18 +57 +73 +39 +15 +45 +11 +15 +63 +67 +64 +68 +75 +81 +78 +4 +19 +99 +41 +22 +45 +51 +68 +55 +3 +51 +55 +45 +29 +31 +15 +65 +20 +100 +44 +92 +41 +86 +78 +42 +5 +13 +46 +38 +70 +92 +60 +35 +38 +50 +46 +58 +29 +31 +72 +97 +40 +57 +23 +21 +19 +74 +57 +39 +30 +2 +43 +35 +16 +83 +99 +18 +32 +72 +75 +74 +56 +55 +12 +13 +48 +53 +46 +4 +48 +9 +61 +56 +8 +30 +41 +65 +65 +52 +4 +39 +10 +40 +3 +40 +73 +76 +23 +90 +94 +20 +70 +60 +100 +24 +46 +65 +9 +57 +98 +2 +39 +20 +19 +38 +89 +60 +47 +23 +53 +81 +63 +67 +89 +65 +98 +90 +76 +81 +33 +1 +60 +7 +30 +70 +69 +89 +38 +11 +71 +89 +27 +58 +84 +64 +32 +98 +35 +41 +31 +62 +3 +96 +64 +71 +15 +53 +16 +49 +68 +44 +53 +85 +83 +55 +40 +72 +22 +99 +49 +63 +80 +49 +40 +95 +41 +78 +51 +42 +6 +38 +27 +15 +48 +84 +48 +22 +70 +98 +63 +26 +45 +34 +54 +75 +63 +17 +100 +49 +48 +60 +67 +55 +18 +24 +19 +92 +87 +100 +98 +83 +88 +98 +77 +12 +18 +45 +16 +76 +64 +41 +38 +70 +65 +72 +96 +37 +100 +21 +69 +86 +7 +72 +84 +80 +76 +81 +32 +96 +51 +96 +67 +85 +82 +66 +29 +89 +57 +10 +94 +12 +64 +92 +22 +15 +26 +56 +59 +4 +79 +73 +56 +12 +43 +54 +60 +6 +76 +24 +64 +48 +66 +12 +35 +57 +69 +78 +15 +85 +52 +57 +7 +3 +21 +28 +45 +51 +17 +6 +2 +22 +51 +78 +55 +70 +52 +45 +87 +57 +33 +91 +64 +24 +49 +49 +73 +39 +49 +11 +57 +21 +9 +86 +45 +78 +53 +59 +83 +85 +50 +14 +77 +44 +50 +47 +86 +2 +87 +56 +65 +33 +36 +17 +35 +44 +28 +58 +100 +40 +23 +33 +73 +60 +70 +96 +64 +4 +2 +86 +19 +92 +42 +70 +91 +80 +24 +83 +66 +59 +41 +36 +47 +2 +5 +99 +89 +97 +63 +14 +11 +15 +42 +25 +57 +7 +63 +95 +58 +59 +62 +48 +75 +42 +87 +15 +8 +60 +83 +51 +26 +63 +62 +45 +82 +79 +79 +2 +63 +99 +91 +26 +68 +14 +88 +55 +63 +53 +17 +3 +23 +63 +19 +8 +13 +33 +7 +59 +55 +96 +96 +65 +59 +71 +68 +59 +46 +55 +62 +48 +50 +46 +83 +43 +48 +44 +36 +51 +54 +11 +63 +75 +96 +71 +45 +5 +60 +100 +96 +13 +68 +43 +54 +27 +5 +58 +59 +84 +34 +1 +5 +66 +40 +57 +8 +80 +29 +53 +90 +31 +75 +94 +49 +70 +48 +91 +3 +22 +22 +7 +82 +88 +91 +7 +38 +39 +16 +30 +98 +87 +73 +26 +39 +25 +59 +6 +7 +54 +43 +13 +77 +7 +17 +27 +90 +30 +85 +46 +21 +84 +94 +87 +13 +60 +6 +92 +51 +51 +69 +6 +57 +97 +40 +65 +10 +68 +11 +97 +98 +83 +97 +46 +47 +23 +93 +20 +71 +64 +49 +66 +78 +5 +9 +35 +23 +93 +33 +71 +97 +3 +73 +86 +74 +8 +51 +89 +62 +52 +34 +36 +87 +12 +79 +12 +56 +59 +37 +32 +3 +22 +81 +40 +66 +13 +48 +92 +36 +97 +28 +59 +39 +5 +56 +46 +21 +27 +44 +8 +64 +15 +3 +40 +15 +78 +33 +80 +72 +38 +99 +61 +90 +10 +17 +28 +76 +55 +9 +14 +75 +16 +45 +59 +3 +38 +67 +61 +70 +27 +71 +27 +68 +27 +48 +48 +10 +38 +83 +7 +31 +68 +27 +48 +24 +92 +94 +66 +88 +36 +64 +19 +53 +36 +74 +21 +12 +82 +60 +100 +98 +79 +16 +95 +87 +49 +71 +67 +71 +11 +9 +87 +40 +19 +49 +1 +4 +51 +86 +88 +97 +31 +12 +33 +65 +70 +89 +85 +29 +52 +47 +96 +90 +64 +51 +61 +65 +94 +71 +67 +82 +41 +50 +47 +3 +24 +50 +23 +78 +4 +95 +23 +99 +61 +51 +23 +39 +59 +73 +97 +14 +95 +15 +97 +78 +12 +46 +84 +37 +46 +64 +13 +29 +53 +86 +80 +78 +9 +95 +74 +14 +47 +54 +11 +3 +19 +7 +67 +90 +95 +36 +36 +46 +16 +29 +22 +97 +77 +65 +84 +7 +54 +1 +95 +68 +25 +39 +88 +6 +38 +63 +52 +34 +45 +33 +17 +45 +41 +60 +7 +61 +41 +9 +4 +29 +93 +48 +62 +9 +91 +88 +72 +41 +54 +12 +88 +10 +30 +54 +96 +52 +44 +62 +37 +25 +24 +98 +53 +68 +32 +72 +24 +27 +38 +14 +88 +54 +10 +66 +17 +51 +35 +87 +12 +100 +11 +97 +9 +99 +74 +72 +17 +5 +31 +86 +67 +96 +8 +96 +82 +41 +51 +21 +5 +62 +26 +28 +65 +44 +85 +13 +1 +38 +81 +66 +33 +53 +83 +63 +83 +43 +4 +11 +60 +32 +78 +18 +13 +11 +73 +21 +56 +33 +73 +82 +39 +10 +42 +37 +41 +80 +88 +88 +10 +60 +91 +93 +51 +46 +73 +65 +55 +52 +34 +60 +71 +40 +76 +90 +60 +64 +71 +40 +94 +11 +91 +21 +30 +84 +4 +18 +64 +57 +27 +95 +32 +50 +71 +63 +38 +24 +39 +67 +91 +92 +23 +15 +52 +28 +14 +91 +62 +39 +74 +99 +15 +26 +65 +38 +45 +79 +51 +94 +31 +76 +41 +89 +100 +84 +94 +81 +35 +28 +16 +34 +62 +11 +79 +84 +87 +5 +41 +10 +43 +82 +33 +82 +86 +67 +16 +26 +68 +18 +83 +82 +52 +95 +62 +58 +43 +100 +77 +81 +57 +84 +80 +53 +16 +69 +64 +69 +97 +44 +60 +29 +71 +57 +38 +44 +21 +18 +14 +35 +25 +52 +95 +1 +71 +20 +71 +73 +100 +74 +68 +90 +88 +8 +12 +95 +22 +33 +47 +47 +44 +52 +53 +69 +75 +91 +82 +42 +32 +50 +9 +79 +57 +25 +12 +49 +85 +80 +34 +15 +72 +96 +35 +42 +36 +73 +60 +20 +55 +4 +96 +28 +12 +17 +61 +19 +51 +53 +8 +49 +86 +91 +54 +36 +70 +20 +86 +34 +28 +98 +70 +63 +66 +72 +92 +23 +41 +80 +46 +8 +3 +81 +98 +9 +97 +51 +4 +81 +40 +20 +55 +64 +100 +64 +1 +34 +35 +20 +50 +12 +67 +45 +55 +13 +28 +26 +67 +38 +4 +13 +28 +50 +60 +27 +29 +33 +61 +64 +89 +50 +91 +43 +99 +64 +12 +1 +68 +65 +98 +6 +72 +43 +72 +94 +90 +40 +35 +75 +64 +50 +43 +31 +32 +74 +13 +24 +93 +47 +12 +86 +3 +11 +41 +23 +64 +100 +50 +47 +85 +28 +30 +45 +19 +6 +55 +80 +65 +98 +66 +17 +86 +5 +43 +92 +65 +74 +72 +53 +51 +68 +29 +100 +89 +88 +46 +56 +10 +39 +99 +69 +90 +24 +11 +71 +90 +93 +60 +91 +44 +72 +15 +6 +76 +43 +5 +7 +28 +36 +39 +17 +17 +47 +74 +60 +61 +6 +81 +28 +39 +28 +12 +88 +63 +91 +17 +22 +22 +86 +92 +89 +43 +74 +63 +81 +86 +64 +29 +11 +3 +65 +32 +36 +8 +36 +19 +44 +96 +95 +64 +19 +73 +33 +5 +72 +30 +44 +8 +80 +17 +62 +83 +25 +10 +66 +7 +30 +56 +46 +10 +59 +68 +49 +98 +5 +14 +10 +34 +62 +98 +17 +58 +57 +18 +94 +73 +19 +83 +65 +70 +24 +67 +30 +23 +87 +28 +88 +13 +32 +40 +32 +33 +77 +40 +5 +66 +64 +50 +49 +35 +73 +97 +5 +46 +92 +50 +24 +87 +93 +75 +32 +13 +24 +7 +86 +74 +62 +58 +61 +70 +67 +40 +81 +3 +80 +77 +61 +87 +27 +62 +9 +93 +71 +60 +82 +53 +82 +39 +47 +48 +90 +84 +93 +71 +98 +30 +23 +21 +33 +50 +58 +25 +93 +4 +100 +80 +45 +60 +5 +84 +16 +2 +59 +55 +58 +1 +59 +77 +15 +77 +40 +92 +73 +40 +7 +34 +76 +2 +52 +9 +35 +32 +12 +3 +65 +49 +99 +5 +45 +51 +3 +6 +64 +55 +6 +28 +48 +47 +15 +67 +90 +99 +100 +75 +22 +75 +81 +51 +47 +48 +68 +31 +3 +20 +18 +28 +96 +92 +77 +10 +22 +18 +74 +91 +37 +92 +73 +79 +56 +83 +83 +16 +28 +85 +25 +93 +62 +81 +36 +57 +2 +34 +25 +69 +73 +63 +52 +78 +64 +26 +12 +76 +55 +77 +56 +75 +23 +86 +28 +33 +95 +99 +79 +15 +23 +35 +8 +87 +78 +77 +6 +82 +64 +40 +41 +56 +99 +7 +41 +49 +34 +51 +99 +36 +80 +16 +94 +45 +77 +31 +63 +6 +87 +99 +65 +61 +87 +68 +94 +47 +72 +66 +77 +21 +98 +63 +67 +64 +43 +61 +80 +48 +96 +12 +25 +32 +12 +65 +80 +81 +36 +39 +66 +70 +71 +27 +14 +93 +89 +69 +60 +10 +46 +43 +82 +64 +80 +34 +75 +95 +80 +100 +90 +72 +29 +59 +83 +71 +42 +30 +54 +74 +18 +54 +22 +41 +66 +61 +21 +7 +48 +85 +90 +55 +40 +58 +32 +2 +82 +84 +8 +80 +26 +86 +33 +84 +2 +50 +33 +43 +87 +83 +40 +1 +62 +71 +5 +46 +66 +42 +6 +75 +23 +71 +34 +21 +85 +22 +65 +80 +99 +75 +42 +45 +56 +7 +67 +85 +10 +41 +15 +4 +15 +5 +42 +40 +10 +98 +80 +34 +16 +89 +77 +37 +39 +18 +57 +87 +75 +65 +62 +7 +18 +37 +33 +42 +60 +58 +46 +7 +73 +51 +97 +53 +62 +27 +32 +78 +24 +97 +36 +19 +92 +46 +3 +18 +26 +16 +1 +1 +84 +35 +44 +92 +88 +2 +72 +68 +30 +93 +73 +2 +91 +2 +94 +19 +10 +1 +27 +37 +55 +69 +9 +6 +32 +49 +13 +81 +76 +70 +8 +1 +53 +4 +49 +4 +60 +47 +72 +69 +93 +54 +75 +74 +46 +27 +66 +29 +2 +81 +2 +29 +19 +38 +38 +100 +78 +29 +13 +34 +50 +80 +13 +14 +33 +83 +6 +47 +87 +46 +56 +1 +10 +41 +95 +52 +51 +67 +56 +21 +86 +42 +100 +19 +100 +23 +54 +94 +17 +47 +87 +6 +64 +70 +45 +76 +3 +10 +57 +20 +71 +46 +58 +74 +34 +17 +46 +8 +18 +89 +87 +52 +5 +8 +43 +87 +49 +91 +2 +23 +41 +38 +26 +48 +22 +88 +26 +22 +70 +24 +52 +95 +67 +42 +10 +25 +63 +16 +73 +1 +62 +61 +55 +77 +17 +70 +61 +21 +72 +90 +6 +45 +25 +51 +78 +55 +19 +14 +90 +66 +58 +47 +80 +51 +65 +18 +46 +7 +22 +97 +76 +54 +74 +36 +81 +29 +33 +95 +41 +100 +35 +73 +77 +72 +33 +63 +59 +8 +79 +5 +93 +22 +33 +89 +46 +30 +14 +99 +38 +40 +99 +76 +28 +47 +2 +16 +79 +59 +59 +14 +23 +22 +67 +26 +8 +11 +87 +45 +33 +79 +88 +17 +31 +63 +56 +70 +34 +39 +78 +16 +15 +18 +43 +15 +94 +66 +27 +47 +20 +83 +60 +16 +10 +87 +87 +70 +75 +54 +28 +67 +86 +45 +29 +56 +92 +67 +10 +85 +31 +43 +89 +42 +55 +58 +97 +69 +35 +10 +15 +48 +57 +23 +4 +84 +32 +51 +5 +10 +27 +21 +16 +69 +31 +13 +98 +68 +37 +73 +3 +29 +39 +63 +8 +12 +11 +100 +17 +94 +14 +41 +2 +85 +6 +49 +15 +2 +10 +77 +12 +45 +16 +77 +23 +1 +78 +35 +44 +92 +35 +75 +64 +98 +86 +17 +95 +37 +63 +84 +23 +90 +80 +10 +11 +35 +30 +51 +22 +29 +70 +59 +64 +50 +15 +15 +72 +95 +41 +88 +20 +97 +11 +85 +5 +83 +31 +70 +5 +67 +14 +91 +21 +48 +100 +56 +31 +72 +56 +25 +48 +63 +12 +81 +68 +7 +49 +81 +95 +19 +57 +30 +84 +61 +77 +59 +56 +3 +62 +46 +59 +7 +95 +22 +45 +3 +9 +71 +32 +44 +58 +12 +82 +6 +37 +7 +6 +99 +60 +61 +10 +98 +22 +82 +38 +92 +92 +63 +73 +23 +88 +23 +47 +12 +59 +51 +65 +40 +23 +37 +14 +15 +26 +30 +99 +4 +30 +23 +49 +61 +97 +45 +83 +94 +6 +75 +70 +100 +11 +54 +25 +37 +75 +21 +94 +22 +8 +48 +73 +34 +33 +76 +62 +48 +19 +67 +17 +29 +90 +42 +45 +28 +28 +4 +55 +99 +33 +21 +53 +48 +11 +46 +40 +73 +86 +9 +75 +53 +36 +65 +84 +62 +21 +84 +99 +53 +65 +67 +76 +82 +25 +97 +15 +75 +53 +67 +90 +96 +73 +56 +73 +10 +13 +47 +16 +61 +27 +86 +35 +60 +63 +1 +40 +78 +23 +5 +30 +48 +66 +29 +7 +37 +28 +16 +3 +82 +68 +26 +42 +12 +61 +29 +37 +71 +90 +59 +60 +5 +73 +25 +18 +51 +60 +85 +4 +58 +97 +30 +65 +10 +26 +93 +18 +47 +84 +58 +59 +65 +54 +85 +51 +59 +78 +77 +69 +49 +1 +18 +94 +29 +66 +31 +12 +38 +14 +68 +54 +38 +93 +8 +93 +73 +95 +96 +39 +20 +33 +96 +55 +89 +68 +55 +25 +52 +100 +69 +97 +14 +40 +40 +78 +37 +2 +82 +41 +95 +99 +25 +100 +28 +72 +22 +85 +64 +40 +55 +90 +54 +85 +79 +75 +17 +97 +46 +33 +24 +69 +96 +72 +95 +32 +76 +84 +70 +100 +75 +67 +13 +16 +83 +28 +68 +59 +62 +66 +28 +2 +56 +91 +85 +78 +56 +73 +91 +49 +86 +45 +21 +95 +29 +19 +49 +78 +55 +10 +84 +47 +66 +65 +91 +40 +55 +59 +65 +62 +14 +84 +33 +60 +34 +55 +85 +42 +44 +25 +39 +90 +18 +57 +87 +53 +67 +7 +94 +9 +67 +36 +72 +27 +65 +21 +62 +100 +74 +82 +24 +1 +75 +57 +40 +12 +47 +77 +67 +26 +65 +56 +40 +83 +93 +98 +70 +3 +77 +99 +16 +55 +8 +92 +96 +29 +19 +18 +19 +55 +38 +35 +15 +24 +94 +93 +47 +40 +53 +99 +54 +13 +21 +14 +41 +27 +85 +6 +21 +94 +10 +100 +93 +44 +45 +25 +55 +24 +80 +20 +3 +83 +77 +77 +52 +89 +16 +96 +43 +23 +65 +22 +69 +70 +12 +42 +25 +35 +19 +23 +15 +15 +79 +80 +94 +66 +33 +54 +41 +47 +57 +26 +92 +87 +45 +68 +38 +70 +40 +72 +71 +19 +4 +70 +60 +4 +19 +33 +18 +69 +37 +66 +93 +77 +29 +38 +27 +83 +97 +52 +46 +15 +38 +10 +55 +82 +61 +82 +89 +40 +18 +9 +39 +51 +41 +21 +34 +76 +29 +53 +70 +2 +5 +87 +99 +66 +15 +44 +15 +88 +29 +89 +89 +4 +98 +83 +90 +86 +15 +77 +37 +53 +12 +65 +31 +99 +46 +45 +59 +20 +1 +16 +36 +73 +11 +51 +16 +77 +3 +21 +53 +90 +8 +24 +92 +67 +22 +58 +85 +34 +28 +81 +95 +76 +34 +43 +10 +32 +31 +76 +8 +78 +89 +41 +32 +73 +15 +49 +51 +66 +6 +96 +90 +46 +42 +90 +60 +33 +33 +36 +59 +82 +86 +39 +21 +59 +20 +34 +6 +2 +52 +21 +17 +14 +10 +19 +71 +20 +89 +70 +21 +67 +58 +34 +1 +35 +89 +35 +17 +28 +15 +35 +85 +65 +53 +54 +20 +40 +28 +52 +59 +96 +17 +22 +42 +86 +6 +68 +93 +70 +33 +53 +99 +100 +43 +73 +8 +37 +91 +36 +78 +59 +50 +22 +39 +99 +49 +94 +30 +99 +81 +86 +75 +91 +24 +21 +17 +4 +18 +90 +49 +56 +15 +81 +97 +40 +31 +11 +71 +83 +87 +20 +45 +94 +67 +63 +97 +39 +2 +26 +37 +86 +20 +92 +29 +41 +64 +87 +44 +37 +97 +51 +42 +47 +91 +60 +60 +71 +16 +39 +19 +69 +59 +52 +92 +22 +34 +38 +6 +91 +49 +51 +47 +92 +82 +38 +5 +60 +55 +34 +43 +5 +8 +18 +94 +37 +81 +44 +25 +26 +75 +81 +6 +78 +60 +31 +9 +30 +3 +33 +59 +44 +36 +96 +57 +54 +51 +43 +72 +97 +53 +45 +36 +86 +27 +26 +11 +13 +38 +9 +3 +48 +14 +20 +84 +16 +24 +42 +76 +52 +45 +43 +38 +2 +81 +40 +77 +61 +62 +22 +8 +69 +70 +80 +75 +74 +53 +93 +95 +3 +18 +82 +68 +63 +41 +54 +61 +54 +46 +35 +17 +48 +84 +31 +41 +96 +70 +83 +42 +38 +79 +80 +41 +65 +30 +47 +76 +88 +38 +24 +48 +8 +50 +31 +89 +72 +49 +16 +83 +68 +93 +20 +26 +84 +57 +26 +78 +70 +65 +83 +68 +55 +99 +23 +63 +3 +80 +41 +18 +74 +57 +37 +18 +18 +68 +98 +20 +40 +39 +34 +43 +36 +15 +29 +59 +90 +23 +97 +91 +68 +57 +85 +94 +10 +80 +11 +62 +72 +1 +65 +76 +34 +89 +96 +36 +17 +53 +24 +75 +61 +40 +77 +63 +86 +76 +67 +46 +27 +33 +3 +70 +7 +12 +30 +39 +96 +1 +57 +89 +43 +50 +88 +48 +70 +48 +100 +60 +31 +62 +94 +78 +22 +28 +47 +36 +23 +16 +97 +49 +8 +95 +69 +59 +48 +51 +44 +78 +27 +73 +49 +65 +23 +61 +48 +4 +24 +54 +77 +7 +18 +14 +55 +17 +81 +89 +2 +97 +93 +46 +76 +55 +23 +11 +59 +72 +77 +61 +38 +49 +43 +36 +89 +100 +77 +37 +59 +15 +83 +65 +70 +74 +69 +83 +7 +72 +33 +65 +21 +91 +66 +16 +28 +23 +72 +2 +30 +86 +43 +99 +28 +63 +11 +46 +1 +82 +66 +83 +2 +83 +73 +39 +67 +18 +37 +31 +24 +16 +33 +8 +35 +60 +55 +92 +36 +61 +99 +100 +35 +93 +80 +19 +40 +67 +80 +6 +55 +49 +51 +76 +85 +61 +62 +98 +33 +40 +7 +94 +8 +66 +54 +43 +15 +51 +71 +19 +9 +97 +100 +74 +89 +64 +33 +50 +67 +15 +37 +86 +98 +81 +37 +51 +73 +46 +85 +52 +68 +39 +53 +78 +17 +75 +5 +95 +5 +98 +1 +16 +11 +23 +21 +16 +32 +99 +78 +1 +65 +26 +82 +41 +22 +28 +50 +29 +97 +6 +28 +1 +42 +94 +73 +55 +73 +95 +32 +75 +62 +28 +97 +15 +46 +87 +5 +23 +37 +78 +25 +52 +4 +1 +92 +58 +5 +24 +90 +16 +26 +86 +61 +4 +87 +41 +98 +55 +60 +33 +43 +80 +36 +83 +92 +1 +93 +80 +18 +63 +32 +99 +31 +40 +57 +21 +2 +90 +19 +33 +31 +2 +71 +93 +20 +38 +58 +28 +97 +6 +21 +55 +34 +10 +97 +23 +81 +41 +64 +69 +50 +37 +79 +99 +35 +30 +31 +74 +30 +83 +39 +60 +47 +96 +18 +69 +26 +90 +35 +23 +21 +35 +72 +6 +64 +21 +99 +8 +18 +33 +35 +95 +33 +61 +81 +53 +62 +52 +18 +45 +70 +7 +99 +48 +22 +97 +48 +98 +57 +50 +54 +60 +8 +78 +5 +54 +89 +2 +74 +1 +50 +70 +67 +84 +31 +29 +59 +49 +19 +36 +74 +20 +2 +35 +29 +41 +8 +29 +65 +65 +13 +49 +62 +12 +46 +81 +57 +51 +36 +77 +83 +73 +46 +16 +9 +25 +100 +36 +84 +30 +75 +70 +74 +27 +32 +64 +43 +57 +33 +95 +48 +67 +27 +76 +74 +47 +61 +14 +93 +84 +71 +18 +6 +11 +80 +37 +76 +16 +2 +32 +54 +97 +17 +10 +70 +72 +22 +87 +78 +27 +37 +13 +78 +25 +62 +9 +14 +96 +70 +94 +91 +3 +66 +32 +86 +21 +28 +34 +20 +6 +68 +51 +36 +14 +92 +44 +6 +64 +74 +96 +56 +43 +96 +52 +75 +71 +4 +47 +27 +89 +21 +96 +38 +57 +79 +33 +69 +3 +48 +1 +36 +64 +10 +28 +43 +100 +7 +58 +76 +54 +91 +28 +50 +58 +100 +11 +78 +2 +70 +7 +90 +58 +88 +61 +100 +18 +26 +59 +34 +32 +3 +12 +35 +54 +72 +75 +75 +80 +38 +7 +52 +83 +55 +41 +38 +16 +4 +48 +97 +37 +86 +55 +59 +51 +31 +95 +92 +19 +26 +68 +73 +83 +31 +52 +69 +39 +83 +24 +24 +39 +56 +74 +6 +43 +56 +41 +93 +18 +94 +46 +12 +75 +74 +88 +78 +73 +67 +100 +67 +100 +67 +4 +95 +99 +25 +16 +35 +49 +49 +43 +76 +3 +43 +39 +80 +38 +33 +18 +26 +100 +20 +36 +75 +13 +20 +24 +31 +61 +20 +54 +31 +66 +88 +13 +82 +68 +41 +28 +20 +23 +34 +90 +43 +2 +30 +20 +8 +11 +66 +15 +86 +96 +74 +82 +59 +70 +67 +4 +71 +33 +31 +84 +67 +48 +21 +74 +93 +91 +27 +28 +30 +16 +76 +20 +51 +9 +79 +55 +82 +48 +26 +76 +66 +55 +98 +29 +51 +87 +48 +18 +83 +32 +7 +74 +75 +27 +39 +54 +27 +15 +87 +94 +85 +35 +82 +97 +28 +90 +87 +41 +70 +24 +88 +87 +90 +99 +74 +76 +42 +97 +15 +40 +29 +27 +38 +81 +41 +43 +95 +50 +62 +54 +96 +70 +76 +81 +70 +76 +88 +19 +65 +61 +79 +80 +37 +10 +70 +72 +95 +93 +95 +70 +27 +38 +23 +56 +42 +43 +11 +30 +21 +33 +74 +42 +67 +34 +60 +100 +82 +80 +28 +99 +42 +60 +87 +7 +61 +12 +93 +1 +67 +89 +63 +42 +4 +50 +89 +78 +83 +69 +33 +28 +58 +94 +83 +83 +50 +78 +17 +14 +88 +20 +80 +87 +59 +82 +74 +74 +88 +89 +57 +63 +3 +86 +57 +18 +20 +8 +66 +49 +51 +25 +46 +54 +64 +92 +22 +18 +98 +9 +65 +96 +59 +54 +48 +46 +72 +30 +96 +39 +34 +10 +17 +28 +61 +82 +96 +68 +78 +19 +6 +25 +90 +49 +45 +48 +24 +57 +90 +70 +63 +77 +25 +96 +3 +43 +62 +81 +20 +94 +29 +67 +44 +9 +41 +13 +98 +25 +86 +46 +20 +94 +95 +69 +87 +65 +61 +6 +68 +75 +79 +36 +37 +56 +5 +89 +35 +92 +17 +88 +92 +81 +38 +54 +79 +89 +95 +89 +1 +91 +40 +35 +48 +14 +46 +34 +80 +6 +79 +5 +35 +13 +100 +92 +65 +51 +50 +77 +26 +64 +60 +4 +9 +4 +53 +77 +27 +71 +8 +11 +57 +27 +47 +31 +12 +65 +3 +29 +42 +76 +54 +24 +3 +63 +48 +71 +89 +43 +13 +15 +25 +30 +81 +80 +41 +54 +73 +33 +80 +13 +8 +40 +51 +40 +50 +47 +93 +83 +15 +17 +91 +96 +14 +99 +63 +66 +77 +7 +58 +84 +64 +90 +90 +7 +65 +87 +60 +89 +41 +46 +78 +55 +69 +24 +17 +64 +78 +67 +59 +66 +80 +30 +76 +32 +56 +70 +33 +97 +1 +72 +35 +48 +48 +83 +21 +39 +85 +57 +94 +50 +32 +43 +20 +41 +84 +31 +45 +10 +85 +35 +44 +53 +67 +47 +100 +62 +52 +32 +43 +12 +70 +88 +80 +53 +42 +15 +2 +58 +69 +68 +4 +29 +93 +42 +84 +98 +34 +66 +2 +94 +36 +65 +12 +29 +59 +78 +28 +54 +77 +1 +30 +43 +95 +60 +54 +74 +2 +34 +87 +63 +5 +47 +44 +72 +22 +35 +30 +75 +69 +84 +24 +59 +20 +29 +18 +2 +66 +23 +5 +75 +13 +2 +27 +95 +36 +29 +10 +64 +93 +90 +9 +69 +75 +73 +13 +59 +70 +37 +41 +14 +48 +96 +69 +47 +92 +17 +44 +28 +33 +76 +97 +55 +21 +85 +52 +83 +74 +16 +55 +93 +61 +63 +93 +66 +58 +33 +74 +85 +37 +4 +47 +21 +71 +34 +31 +36 +18 +80 +49 +27 +71 +98 +97 +53 +17 +46 +72 +15 +75 +84 +35 +33 +11 +4 +2 +92 +93 +89 +94 +99 +46 +24 +16 +20 +52 +2 +14 +92 +55 +16 +24 +9 +50 +92 +67 +93 +90 +36 +50 +78 +25 +98 +45 +46 +52 +36 +24 +9 +72 +62 +83 +10 +4 +82 +31 +56 +65 +59 +14 +5 +43 +42 +11 +36 +59 +97 +18 +57 +27 +52 +51 +7 +38 +75 +84 +11 +28 +48 +2 +42 +90 +22 +40 +7 +80 +55 +11 +37 +47 +89 +66 +1 +14 +52 +45 +4 +18 +37 +16 +46 +58 +79 +27 +62 +51 +70 +56 +85 +83 +89 +51 +75 +57 +6 +32 +47 +89 +85 +34 +5 +54 +72 +27 +97 +14 +59 +21 +8 +26 +62 +37 +62 +88 +25 +6 +89 +63 +19 +10 +72 +36 +27 +27 +62 +5 +10 +83 +44 +1 +50 +42 +28 +44 +78 +59 +100 +80 +90 +57 +48 +95 +87 +56 +52 +18 +56 +24 +86 +30 +44 +94 +36 +51 +62 +99 +54 +80 +39 +10 +46 +23 +15 +12 +79 +15 +42 +71 +7 +33 +90 +76 +67 +73 +49 +85 +13 +36 +2 +62 +84 +76 +21 +63 +49 +52 +75 +61 +3 +50 +34 +78 +29 +33 +33 +2 +36 +70 +44 +96 +11 +80 +14 +83 +53 +67 +47 +17 +81 +39 +44 +87 +1 +99 +80 +67 +32 +16 +52 +100 +32 +28 +98 +21 +75 +17 +54 +56 +75 +33 +8 +52 +64 +47 +89 +47 +72 +89 +65 +56 +75 +69 +16 +80 +72 +74 +58 +12 +70 +48 +38 +65 +30 +46 +32 +97 +11 +76 +83 +28 +95 +62 +80 +96 +27 +38 +47 +98 +10 +100 +24 +65 +87 +12 +49 +6 +5 +34 +79 +90 +47 +36 +21 +27 +77 +61 +56 +71 +44 +12 +53 +47 +71 +1 +44 +20 +67 +42 +59 +31 +33 +59 +68 +21 +6 +57 +61 +10 +21 +88 +15 +95 +88 +9 +64 +48 +56 +39 +3 +78 +80 +86 +99 +25 +72 +55 +33 +39 +39 +80 +75 +49 +46 +99 +2 +62 +25 +34 +69 +49 +52 +70 +95 +21 +94 +14 +53 +71 +73 +51 +4 +66 +98 +27 +5 +12 +82 +27 +1 +65 +76 +10 +25 +65 +84 +93 +58 +39 +65 +100 +82 +51 +75 +8 +42 +32 +88 +30 +33 +82 +82 +90 +78 +36 +66 +73 +21 +63 +41 +94 +48 +19 +92 +22 +37 +81 +92 +51 +67 +69 +62 +6 +24 +4 +41 +44 +46 +33 +46 +14 +57 +75 +50 +70 +58 +54 +20 +88 +23 +17 +95 +47 +86 +60 +49 +31 +59 +82 +8 +29 +64 +66 +60 +46 +8 +48 +74 +7 +3 +92 +44 +84 +4 +63 +50 +28 +7 +79 +89 +91 +87 +94 +47 +20 +80 +38 +11 +82 +85 +43 +47 +36 +91 +35 +64 +28 +5 +84 +51 +26 +49 +64 +73 +73 +85 +16 +40 +24 +40 +13 +52 +47 +15 +23 +49 +68 +73 +36 +29 +28 +57 +95 +28 +34 +48 +26 +91 +75 +80 +61 +61 +49 +91 +73 +54 +39 +25 +62 +20 +28 +95 +74 +69 +54 +8 +51 +79 +55 +92 +23 +26 +64 +27 +4 +67 +66 +68 +92 +38 +92 +5 +51 +81 +24 +49 +93 +48 +80 +18 +15 +16 +82 +52 +43 +18 +89 +23 +23 +14 +26 +56 +6 +14 +73 +3 +27 +73 +35 +3 +49 +51 +80 +32 +31 +17 +57 +24 +15 +49 +26 +67 +84 +23 +68 +98 +44 +63 +52 +98 +52 +46 +92 +1 +58 +60 +65 +47 +56 +9 +94 +56 +51 +71 +3 +60 +96 +89 +85 +85 +44 +35 +58 +30 +40 +47 +70 +82 +45 +8 +24 +67 +52 +82 +61 +62 +7 +30 +78 +68 +10 +76 +63 +23 +27 +58 +25 +100 +96 +13 +59 +44 +28 +60 +89 +17 +5 +38 +51 +25 +13 +26 +55 +58 +2 +24 +43 +25 +73 +24 +71 +36 +15 +77 +84 +83 +4 +42 +83 +4 +10 +3 +48 +7 +40 +50 +73 +10 +10 +90 +90 +48 +39 +3 +43 +34 +96 +89 +66 +84 +18 +10 +68 +56 +42 +50 +77 +46 +3 +64 +77 +50 +86 +86 +67 +100 +69 +48 +32 +35 +66 +56 +57 +8 +28 +36 +13 +47 +86 +50 +55 +23 +33 +74 +5 +78 +9 +94 +6 +58 +98 +87 +96 +55 +10 +87 +16 +1 +61 +16 +27 +19 +93 +75 +30 +35 +94 +24 +98 +37 +84 +84 +52 +80 +12 +63 +97 +45 +87 +65 +17 +76 +56 +14 +64 +60 +73 +45 +65 +69 +57 +14 +2 +93 +63 +87 +93 +71 +54 +56 +40 +37 +5 +100 +38 +75 +88 +32 +66 +51 +78 +26 +69 +40 +98 +96 +81 +54 +29 +55 +43 +57 +42 +62 +18 +70 +2 +29 +96 +75 +91 +13 +82 +1 +67 +71 +83 +66 +64 +31 +81 +4 +49 +3 +33 +38 +92 +73 +56 +100 +52 +68 +8 +11 +67 +13 +72 +33 +66 +69 +66 +11 +63 +94 +68 +73 +96 +93 +72 +55 +68 +44 +46 +35 +21 +57 +25 +34 +22 +6 +18 +7 +31 +21 +12 +45 +47 +44 +67 +26 +13 +42 +92 +54 +78 +43 +12 +1 +83 +1 +27 +100 +57 +67 +45 +99 +29 +2 +21 +90 +6 +29 +6 +8 +60 +20 +22 +12 +72 +95 +19 +19 +93 +88 +29 +81 +49 +20 +41 +68 +74 +61 +67 +51 +58 +67 +71 +85 +74 +10 +78 +49 +77 +49 +40 +14 +20 +80 +82 +32 +97 +25 +42 +38 +96 +62 +30 +40 +38 +56 +80 +57 +27 +94 +63 +7 +77 +77 +37 +23 +43 +82 +59 +99 +37 +8 +70 +84 +29 +58 +13 +91 +89 +27 +77 +49 +56 +11 +20 +46 +70 +77 +10 +73 +65 +83 +78 +35 +87 +63 +42 +39 +23 +70 +32 +19 +64 +61 +72 +65 +38 +30 +97 +100 +59 +70 +63 +92 +31 +57 +81 +29 +56 +93 +89 +63 +28 +63 +68 +25 +24 +25 +36 +36 +93 +94 +57 +8 +16 +98 +37 +86 +43 +3 +53 +74 +37 +44 +77 +84 +99 +2 +34 +58 +59 +100 +48 +9 +17 +59 +1 +67 +85 +59 +100 +21 +63 +12 +97 +2 +6 +39 +53 +13 +34 +54 +48 +25 +58 +79 +53 +7 +66 +53 +74 +91 +54 +45 +10 +42 +85 +27 +87 +53 +56 +9 +8 +45 +34 +87 +91 +16 +37 +4 +3 +56 +94 +36 +93 +65 +39 +87 +47 +41 +1 +21 +63 +63 +18 +78 +86 +39 +81 +8 +62 +48 +60 +95 +5 +24 +14 +55 +85 +5 +14 +43 +92 +87 +4 +72 +73 +78 +47 +56 +4 +85 +97 +94 +34 +97 +3 +77 +20 +33 +19 +87 +97 +27 +15 +50 +9 +73 +54 +53 +54 +82 +48 +36 +15 +84 +70 +75 +4 +49 +4 +28 +17 +66 +7 +78 +55 +33 +38 +50 +95 +4 +93 +25 +55 +7 +62 +66 +8 +17 +71 +49 +85 +81 +1 +4 +68 +62 +8 +85 +53 +63 +33 +50 +70 +93 +38 +30 +64 +51 +91 +47 +36 +28 +36 +18 +18 +61 +69 +86 +52 +15 +55 +51 +66 +78 +36 +73 +76 +61 +29 +14 +23 +25 +39 +83 +63 +72 +22 +35 +79 +64 +11 +49 +17 +45 +32 +100 +59 +95 +95 +71 +45 +24 +60 +33 +18 +6 +85 +98 +6 +54 +3 +42 +3 +59 +38 +35 +24 +34 +13 +57 +31 +56 +97 +75 +51 +74 +84 +70 +95 +55 +81 +74 +52 +81 +63 +81 +26 +100 +93 +95 +27 +83 +91 +63 +54 +28 +92 +65 +73 +74 +76 +20 +34 +22 +13 +60 +45 +61 +9 +51 +32 +69 +2 +12 +92 +87 +73 +89 +89 +30 +7 +52 +38 +34 +36 +89 +22 +30 +82 +76 +10 +77 +70 +58 +11 +39 +53 +80 +76 +83 +91 +12 +71 +60 +12 +48 +3 +43 +56 +72 +23 +5 +6 +2 +31 +58 +23 +54 +54 +5 +28 +63 +1 +32 +18 +86 +14 +9 +76 +86 +17 +71 +6 +58 +57 +89 +27 +22 +61 +20 +57 +85 +52 +55 +66 +77 +51 +86 +95 +72 +91 +52 +61 +45 +35 +63 +43 +61 +67 +53 +74 +6 +6 +28 +55 +92 +91 +86 +87 +24 +29 +38 +51 +27 +68 +78 +95 +83 +78 +39 +34 +64 +34 +89 +74 +89 +16 +74 +61 +44 +89 +14 +60 +60 +88 +25 +67 +40 +26 +77 +66 +87 +65 +36 +79 +92 +96 +81 +64 +57 +86 +85 +86 +69 +53 +93 +34 +78 +87 +95 +54 +61 +65 +48 +17 +39 +87 +36 +74 +81 +77 +10 +77 +46 +49 +53 +79 +11 +29 +25 +37 +37 +94 +28 +5 +100 +6 +22 +31 +40 +77 +59 +15 +34 +87 +4 +28 +48 +70 +20 +67 +69 +73 +38 +31 +40 +11 +57 +97 +86 +66 +33 +35 +84 +35 +88 +11 +11 +66 +56 +93 +66 +23 +96 +8 +25 +57 +41 +55 +92 +80 +38 +43 +11 +38 +47 +26 +3 +58 +97 +16 +82 +40 +99 +42 +54 +7 +97 +95 +35 +46 +43 +58 +44 +80 +41 +11 +80 +13 +50 +23 +38 +28 +84 +2 +59 +61 +57 +92 +16 +16 +96 +29 +49 +67 +9 +27 +3 +11 +69 +22 +49 +5 +45 +2 +77 +57 +26 +45 +88 +9 +42 +93 +11 +63 +24 +1 +4 +24 +79 +70 +75 +41 +60 +43 +42 +66 +9 +20 +36 +22 +42 +81 +14 +29 +78 +63 +54 +86 +23 +74 +57 +46 +4 +72 +1 +58 +56 +99 +99 +54 +28 +79 +83 +4 +27 +30 +83 +67 +35 +81 +48 +55 +27 +79 +99 +78 +70 +25 +89 +46 +98 +24 +79 +63 +30 +59 +34 +44 +11 +56 +41 +35 +49 +56 +11 +14 +47 +28 +4 +49 +79 +61 +54 +11 +49 +100 +43 +99 +93 +88 +15 +86 +73 +52 +86 +23 +71 +24 +14 +77 +96 +53 +17 +79 +41 +30 +25 +96 +11 +98 +87 +96 +56 +88 +1 +70 +65 +78 +54 +18 +73 +36 +79 +74 +93 +54 +69 +70 +26 +47 +67 +25 +72 +84 +53 +20 +59 +97 +91 +26 +68 +70 +11 +76 +61 +76 +90 +14 +45 +6 +22 +4 +63 +66 +43 +41 +75 +30 +80 +39 +51 +1 +57 +42 +93 +27 +93 +23 +34 +27 +97 +72 +91 +13 +25 +53 +100 +48 +3 +15 +70 +80 +87 +79 +25 +70 +28 +43 +100 +41 +12 +26 +71 +1 +97 +19 +43 +36 +4 +10 +67 +15 +21 +92 +59 +57 +50 +22 +71 +4 +96 +23 +82 +91 +67 +47 +86 +13 +42 +25 +15 +10 +29 +88 +21 +13 +85 +99 +72 +91 +40 +29 +23 +46 +98 +52 +92 +74 +89 +89 +10 +80 +86 +2 +66 +11 +17 +75 +98 +75 +85 +29 +22 +92 +91 +66 +22 +24 +60 +59 +23 +79 +91 +30 +49 +15 +33 +5 +80 +2 +12 +22 +92 +21 +95 +83 +15 +56 +76 +80 +66 +43 +54 +36 +83 +84 +71 +42 +23 +50 +47 +78 +79 +49 +54 +55 +9 +65 +65 +14 +54 +60 +29 +55 +23 +66 +49 +40 +73 +6 +12 +75 +17 +48 +73 +48 +35 +42 +30 +52 +97 +67 +32 +43 +39 +64 +29 +49 +80 +33 +22 +73 +69 +26 +6 +74 +80 +47 +17 +95 +98 +60 +11 +58 +50 +13 +91 +35 +36 +6 +65 +38 +15 +13 +88 +75 +50 +82 +72 +52 +45 +88 +30 +4 +83 +24 +30 +36 +17 +28 +43 +98 +46 +48 +79 +18 +76 +68 +51 +82 +39 +28 +95 +44 +42 +59 +27 +88 +78 +26 +22 +76 +71 +40 +56 +84 +20 +64 +67 +13 +44 +37 +80 +17 +86 +39 +48 +23 +44 +46 +95 +27 +55 +88 +77 +40 +59 +43 +2 +29 +26 +4 +100 +87 +83 +44 +20 +84 +83 +6 +16 +47 +50 +50 +37 +39 +73 +2 +65 +65 +65 +5 +94 +89 +32 +16 +68 +1 +38 +46 +74 +85 +49 +23 +79 +57 +60 +74 +32 +87 +93 +17 +75 +36 +57 +42 +48 +80 +17 +14 +38 +11 +56 +37 +54 +3 +34 +24 +27 +84 +44 +19 +51 +43 +47 +91 +42 +100 +31 +95 +18 +97 +84 +98 +19 +85 +4 +26 +14 +49 +41 +96 +5 +83 +72 +37 +100 +7 +56 +23 +57 +84 +29 +42 +52 +40 +91 +52 +84 +79 +59 +58 +32 +12 +92 +32 +56 +97 +15 +12 +76 +12 +16 +82 +53 +85 +9 +1 +15 +35 +24 +87 +8 +68 +20 +51 +14 +48 +1 +62 +14 +15 +15 +15 +68 +84 +63 +80 +84 +75 +71 +32 +68 +99 +76 +13 +43 +56 +86 +54 +20 +15 +84 +66 +97 +54 +69 +45 +86 +63 +6 +16 +27 +96 +79 +32 +51 +94 +17 +97 +11 +18 +9 +23 +91 +26 +19 +78 +92 +60 +42 +43 +70 +71 +17 +45 +89 +52 +7 +21 +75 +32 +59 +83 +94 +35 +27 +6 +79 +41 +62 +52 +3 +27 +41 +91 +94 +95 +44 +100 +13 +95 +44 +100 +3 +55 +25 +55 +43 +10 +100 +31 +95 +49 +15 +93 +31 +96 +45 +79 +8 +16 +53 +83 +76 +23 +97 +42 +77 +91 +85 +45 +4 +54 +38 +58 +97 +55 +18 +36 +40 +46 +23 +87 +15 +60 +59 +61 +41 +4 +31 +74 +17 +18 +42 +41 +24 +42 +32 +44 +79 +41 +90 +13 +100 +95 +11 +4 +32 +81 +73 +37 +21 +8 +80 +2 +4 +46 +45 +28 +85 +98 +44 +83 +23 +25 +78 +91 +20 +21 +9 +5 +6 +33 +6 +74 +45 +59 +65 +25 +52 +88 +40 +14 +12 +12 +31 +64 +4 +96 +54 +14 +33 +3 +46 +78 +66 +76 +44 +12 +48 +28 +79 +57 +36 +51 +90 +29 +31 +41 +19 +90 +39 +86 +61 +73 +22 +41 +49 +87 +81 +37 +87 +5 +7 +22 +82 +42 +45 +51 +13 +4 +45 +4 +84 +81 +34 +84 +20 +16 +91 +63 +14 +39 +67 +21 +63 +56 +49 +14 +45 +17 +97 +43 +78 +94 +78 +3 +38 +84 +76 +56 +50 +34 +66 +18 +13 +45 +73 +92 +92 +90 +59 +30 +39 +5 +98 +96 +72 +49 +70 +12 +87 +47 +13 +55 +25 +75 +72 +34 +89 +44 +22 +21 +33 +49 +79 +34 +98 +65 +61 +10 +45 +32 +54 +25 +70 +85 +17 +87 +25 +36 +7 +57 +21 +34 +12 +11 +65 +93 +40 +93 +37 +12 +80 +34 +4 +62 +88 +89 +17 +7 +15 +37 +76 +54 +16 +95 +1 +34 +61 +84 +63 +65 +25 +58 +38 +83 +8 +37 +31 +84 +42 +3 +35 +31 +99 +14 +22 +91 +67 +78 +21 +58 +47 +42 +55 +60 +49 +20 +2 +79 +43 +79 +78 +22 +66 +50 +56 +30 +25 +24 +65 +85 +73 +91 +10 +41 +74 +84 +8 +44 +22 +18 +66 +83 +14 +53 +50 +74 +71 +73 +8 +91 +36 +17 +49 +78 +30 +73 +25 +16 +32 +15 +88 +75 +78 +82 +17 +70 +96 +49 +57 +45 +79 +34 +90 +60 +14 +41 +69 +21 +42 +23 +87 +45 +77 +30 +89 +24 +92 +93 +35 +85 +65 +94 +93 +43 +44 +21 +57 +87 +5 +50 +79 +81 +53 +32 +23 +64 +51 +50 +20 +39 +72 +15 +30 +86 +81 +100 +23 +68 +93 +9 +10 +66 +51 +54 +37 +47 +69 +11 +12 +72 +47 +48 +81 +52 +10 +79 +68 +25 +78 +21 +69 +20 +14 +12 +88 +3 +2 +64 +53 +28 +73 +45 +5 +59 +95 +52 +41 +100 +81 +6 +89 +16 +21 +18 +21 +21 +30 +34 +35 +42 +47 +79 +57 +93 +57 +77 +67 +16 +95 +63 +83 +90 +4 +79 +60 +18 +45 +8 +72 +99 +88 +66 +68 +76 +98 +96 +40 +86 +82 +77 +10 +82 +72 +86 +81 +10 +97 +24 +10 +63 +39 +93 +41 +99 +90 +99 +48 +76 +94 +34 +21 +68 +12 +86 +29 +96 +18 +16 +25 +37 +24 +83 +81 +100 +16 +51 +2 +37 +78 +57 +4 +46 +94 +4 +10 +39 +95 +22 +73 +66 +3 +86 +70 +10 +27 +60 +36 +84 +91 +91 +21 +30 +95 +72 +73 +87 +96 +96 +24 +86 +15 +47 +52 +89 +5 +91 +65 +6 +86 +65 +17 +63 +18 +28 +82 +2 +5 +99 +98 +56 +68 +56 +45 +42 +98 +71 +49 +22 +66 +68 +15 +5 +71 +18 +22 +21 +54 +2 +12 +36 +94 +43 +46 +69 +14 +27 +13 +23 +10 +37 +52 +82 +81 +7 +72 +6 +36 +83 +4 +63 +9 +47 +22 +73 +35 +34 +27 +61 +41 +71 +16 +41 +80 +81 +2 +7 +1 +44 +49 +22 +62 +86 +7 +50 +49 +69 +39 +68 +83 +56 +69 +45 +56 +25 +75 +81 +64 +63 +1 +70 +34 +13 +89 +37 +21 +48 +45 +24 +26 +62 +100 +51 +66 +90 +41 +32 +67 +82 +29 +93 +83 +22 +85 +65 +51 +35 +16 +15 +21 +34 +44 +23 +85 +12 +52 +28 +11 +89 +77 +68 +70 +50 +83 +74 +49 +1 +13 +21 +26 +61 +23 +74 +29 +70 +55 +6 +16 +66 +64 +70 +57 +27 +20 +99 +73 +48 +19 +30 +83 +44 +80 +10 +50 +3 +59 +61 +63 +99 +17 +90 +98 +14 +9 +75 +97 +79 +92 +31 +9 +85 +81 +88 +83 +16 +40 +37 +40 +88 +22 +88 +21 +80 +85 +39 +84 +7 +79 +89 +59 +97 +58 +88 +38 +85 +73 +81 +23 +28 +61 +22 +83 +56 +31 +99 +23 +49 +46 +1 +95 +29 +39 +55 +69 +60 +36 +35 +95 +69 +50 +35 +83 +12 +2 +39 +82 +75 +87 +74 +39 +38 +46 +80 +33 +54 +21 +12 +65 +58 +40 +21 +24 +65 +70 +45 +32 +61 +57 +42 +11 +85 +56 +57 +46 +75 +86 +82 +62 +81 +43 +59 +44 +8 +93 +35 +13 +14 +82 +29 +100 +98 +11 +94 +32 +100 +35 +86 +18 +11 +45 +84 +29 +38 +30 +43 +87 +49 +100 +42 +73 +85 +18 +55 +25 +45 +67 +51 +24 +63 +15 +27 +84 +66 +47 +27 +77 +50 +57 +75 +77 +19 +51 +62 +18 +61 +41 +76 +22 +56 +34 +29 +97 +29 +63 +15 +76 +9 +85 +46 +15 +34 +60 +89 +9 +99 +100 +67 +82 +3 +11 +65 +32 +12 +41 +27 +53 +81 +4 +74 +23 +75 +40 +74 +29 +11 +38 +14 +42 +44 +22 +79 +64 +95 +3 +4 +32 +57 +17 +76 +46 +98 +41 +32 +64 +88 +94 +25 +61 +8 +69 +19 +16 +11 +4 +69 +84 +94 +25 +67 +18 +29 +69 +81 +56 +74 +35 +82 +51 +23 +91 +21 +68 +97 +38 +4 +85 +16 +71 +16 +13 +46 +22 +39 +15 +73 +75 +62 +86 +91 +36 +16 +75 +80 +9 +35 +10 +53 +88 +65 +18 +88 +62 +5 +2 +37 +25 +93 +72 +50 +91 +57 +51 +80 +51 +41 +34 +83 +5 +57 +85 +98 +41 +66 +62 +1 +95 +72 +23 +39 +81 +5 +55 +39 +29 +33 +84 +93 +69 +68 +33 +65 +10 +14 +64 +97 +86 +2 +70 +95 +18 +74 +48 +25 +12 +48 +56 +9 +31 +8 +26 +4 +10 +44 +96 +62 +9 +78 +14 +17 +67 +28 +83 +8 +73 +39 +68 +22 +16 +5 +8 +67 +23 +42 +59 +87 +11 +47 +21 +29 +5 +20 +31 +59 +97 +67 +12 +90 +63 +18 +39 +95 +76 +86 +75 +30 +88 +92 +19 +66 +21 +31 +30 +3 +58 +97 +62 +14 +81 +85 +50 +89 +70 +50 +51 +97 +77 +32 +92 +24 +29 +35 +13 +93 +14 +76 +2 +23 +31 +30 +77 +74 +18 +73 +38 +8 +91 +88 +94 +96 +44 +54 +5 +91 +100 +25 +85 +37 +73 +36 +53 +98 +84 +39 +95 +86 +25 +38 +57 +39 +38 +55 +1 +93 +10 +75 +33 +94 +70 +43 +92 +76 +3 +99 +53 +23 +65 +40 +23 +6 +36 +4 +57 +64 +82 +49 +40 +22 +11 +100 +82 +34 +51 +39 +83 +16 +46 +28 +36 +29 +44 +55 +1 +68 +66 +20 +70 +41 +19 +83 +23 +44 +86 +21 +3 +84 +93 +65 +62 +97 +78 +73 +27 +88 +99 +79 +67 +98 +78 +33 +54 +96 +62 +45 +74 +46 +18 +53 +90 +90 +44 +12 +35 +97 +71 +85 +32 +66 +61 +78 +46 +46 +15 +87 +12 +44 +53 +84 +82 +80 +60 +6 +12 +1 +19 +22 +9 +15 +18 +68 +90 +30 +91 +67 +92 +18 +27 +7 +52 +8 +20 +35 +39 +93 +72 +93 +16 +65 +16 +54 +32 +19 +2 +6 +35 +60 +92 +97 +57 +69 +11 +28 +18 +9 +88 +62 +37 +55 +48 +43 +62 +88 +20 +54 +54 +95 +46 +55 +96 +72 +61 +62 +55 +89 +73 +8 +17 +78 +75 +41 +88 +85 +2 +79 +3 +40 +76 +89 +7 +65 +98 +89 +62 +20 +75 +86 +92 +43 +87 +82 +29 +59 +34 +100 +13 +28 +80 +83 +65 +50 +29 +56 +33 +89 +3 +42 +71 +15 +85 +64 +8 +4 +9 +21 +89 +35 +84 +95 +37 +39 +55 +72 +92 +99 +11 +77 +64 +44 +83 +94 +1 +18 +76 +37 +12 +62 +60 +66 +13 +2 +17 +26 +75 +15 +90 +39 +26 +42 +26 +63 +1 +81 +9 +45 +96 +84 +96 +3 +11 +89 +55 +1 +99 +20 +32 +30 +24 +63 +58 +56 +38 +49 +57 +19 +62 +58 +31 +27 +76 +34 +60 +57 +21 +22 +30 +83 +8 +27 +76 +93 +12 +30 +56 +84 +27 +100 +31 +37 +38 +100 +12 +96 +39 +94 +80 +88 +53 +53 +10 +58 +25 +86 +77 +32 +11 +28 +44 +44 +48 +20 +54 +21 +85 +90 +49 +21 +80 +3 +99 +6 +15 +2 +49 +1 +31 +26 +30 +45 +50 +41 +50 +36 +28 +76 +83 +41 +15 +15 +42 +56 +92 +15 +37 +76 +21 +59 +82 +42 +6 +25 +80 +77 +24 +40 +70 +65 +6 +46 +98 +91 +98 +92 +11 +88 +93 +85 +39 +70 +77 +44 +21 +12 +40 +97 +2 +77 +39 +81 +38 +81 +56 +63 +18 +67 +71 +78 +31 +39 +80 +48 +23 +20 +72 +74 +75 +28 +14 +13 +82 +2 +98 +28 +99 +27 +40 +27 +91 +4 +68 +34 +74 +96 +18 +74 +8 +23 +88 +45 +19 +30 +6 +24 +81 +81 +85 +54 +1 +61 +54 +41 +81 +60 +18 +100 +20 +80 +11 +8 +99 +29 +93 +82 +32 +14 +57 +87 +79 +76 +41 +43 +45 +71 +8 +50 +79 +100 +23 +71 +63 +84 +30 +5 +3 +96 +78 +20 +89 +96 +23 +74 +67 +17 +10 +45 +73 +64 +60 +96 +45 +43 +99 +5 +44 +43 +22 +82 +83 +98 +96 +37 +81 +55 +1 +33 +13 +23 +82 +4 +58 +29 +51 +70 +68 +42 +16 +96 +37 +83 +76 +53 +75 +56 +29 +27 +4 +71 +36 +34 +49 +63 +75 +93 +38 +72 +23 +93 +11 +13 +7 +29 +91 +80 +75 +64 +41 +23 +28 +53 +26 +45 +16 +72 +5 +91 +99 +97 +80 +8 +45 +3 +24 +21 +9 +15 +19 +56 +4 +89 +89 +59 +21 +11 +20 +34 +53 +55 +59 +70 +75 +82 +99 +46 +43 +86 +43 +31 +7 +55 +11 +44 +20 +97 +37 +78 +73 +23 +79 +59 +83 +7 +97 +76 +71 +76 +92 +79 +13 +63 +97 +65 +27 +7 +36 +40 +25 +40 +6 +64 +32 +91 +92 +78 +87 +88 +59 +45 +9 +50 +41 +37 +85 +7 +48 +71 +90 +57 +6 +66 +36 +56 +24 +2 +46 +27 +55 +98 +67 +81 +92 +82 +55 +72 +99 +81 +70 +29 +95 +41 +100 +37 +86 +42 +82 +62 +88 +30 +42 +93 +54 +49 +86 +80 +2 +63 +31 +80 +45 +2 +25 +34 +73 +7 +34 +44 +21 +90 +21 +12 +82 +41 +93 +83 +54 +57 +99 +92 +47 +39 +52 +69 +76 +65 +26 +3 +8 +78 +92 +43 +83 +53 +37 +40 +97 +35 +62 +36 +75 +81 +61 +25 +25 +65 +94 +34 +53 +49 +5 +72 +7 +82 +82 +52 +6 +85 +71 +2 +40 +17 +89 +11 +83 +13 +83 +78 +42 +40 +84 +20 +49 +35 +24 +84 +5 +100 +9 +38 +22 +66 +73 +92 +85 +38 +16 +66 +83 +24 +77 +9 +1 +74 +38 +82 +40 +21 +68 +5 +32 +51 +84 +100 +41 +59 +30 +33 +66 +75 +9 +70 +55 +39 +3 +70 +17 +59 +32 +31 +94 +8 +7 +44 +93 +43 +84 +67 +41 +89 +33 +30 +7 +8 +12 +10 +36 +82 +71 +56 +42 +32 +99 +100 +57 +88 +78 +71 +45 +63 +88 +79 +80 +7 +67 +72 +7 +76 +87 +98 +96 +49 +22 +55 +58 +40 +87 +82 +79 +67 +68 +17 +19 +100 +92 +89 +81 +31 +18 +19 +30 +39 +68 +11 +7 +70 +33 +81 +27 +60 +39 +88 +20 +22 +79 +7 +30 +96 +16 +43 +63 +95 +80 +27 +16 +3 +18 +25 +42 +99 +21 +33 +46 +28 +1 +7 +60 +8 +50 +76 +27 +27 +16 +50 +62 +26 +96 +17 +86 +59 +72 +16 +88 +52 +23 +100 +70 +60 +82 +44 +11 +8 +72 +7 +86 +2 +20 +2 +8 +31 +71 +84 +3 +17 +43 +22 +93 +56 +63 +23 +41 +3 +41 +28 +49 +75 +49 +74 +100 +37 +98 +33 +87 +76 +60 +2 +58 +33 +22 +21 +87 +43 +31 +69 +58 +55 +12 +49 +97 +97 +14 +95 +88 +59 +93 +49 +2 +35 +42 +18 +83 +70 +45 +59 +13 +26 +94 +97 +70 +61 +29 +40 +37 +3 +14 +66 +57 +81 +94 +38 +48 +13 +81 +93 +25 +28 +85 +76 +66 +2 +57 +95 +5 +14 +70 +68 +3 +44 +11 +100 +35 +42 +9 +64 +28 +71 +86 +64 +25 +60 +73 +56 +29 +71 +27 +96 +13 +32 +84 +60 +14 +41 +74 +28 +2 +22 +70 +34 +70 +20 +41 +32 +72 +62 +4 +75 +61 +48 +19 +96 +60 +98 +50 +83 +85 +71 +65 +16 +35 +69 +33 +34 +28 +89 +17 +4 +77 +27 +10 +29 +62 +66 +20 +30 +53 +8 +52 +31 +9 +56 +80 +71 +79 +39 +88 +53 +75 +38 +24 +26 +17 +80 +56 +96 +96 +42 +27 +37 +67 +98 +88 +64 +76 +84 +45 +44 +11 +99 +72 +62 +37 +78 +37 +75 +56 +91 +25 +16 +14 +56 +72 +19 +4 +69 +81 +60 +91 +50 +19 +72 +21 +2 +77 +88 +25 +47 +50 +17 +70 +34 +8 +45 +50 +84 +69 +2 +62 +13 +94 +69 +60 +48 +2 +23 +91 +6 +11 +99 +76 +57 +100 +3 +63 +79 +45 +23 +88 +74 +92 +44 +63 +30 +72 +72 +80 +25 +97 +4 +61 +53 +22 +35 +7 +51 +29 +15 +99 +36 +9 +37 +43 +50 +18 +7 +53 +22 +100 +19 +57 +62 +33 +63 +36 +7 +2 +33 +33 +82 +85 +25 +65 +26 +85 +71 +60 +19 +57 +14 +89 +13 +46 +79 +46 +12 +2 +83 +8 +21 +92 +50 +43 +70 +56 +96 +27 +20 +85 +53 +83 +47 +89 +79 +11 +5 +68 +77 +89 +100 +53 +29 +48 +7 +15 +53 +57 +69 +2 +42 +69 +72 +79 +36 +22 +12 +36 +12 +86 +25 +15 +20 +46 +89 +95 +19 +75 +39 +10 +54 +90 +34 +15 +59 +98 +33 +70 +49 +90 +50 +27 +77 +48 +53 +94 +76 +91 +39 +100 +13 +19 +56 +24 +68 +29 +11 +97 +36 +84 +76 +63 +58 +91 +100 +6 +18 +78 +19 +81 +59 +50 +56 +43 +14 +69 +30 +41 +71 +64 +13 +27 +42 +42 +37 +76 +76 +38 +66 +66 +97 +77 +93 +47 +35 +83 +60 +57 +20 +67 +96 +45 +10 +99 +81 +14 +6 +95 +91 +57 +77 +40 +10 +17 +15 +52 +85 +49 +24 +57 +31 +42 +45 +91 +64 +66 +40 +73 +38 +46 +64 +5 +88 +30 +61 +42 +73 +51 +97 +49 +46 +52 +85 +28 +62 +4 +61 +93 +65 +8 +77 +94 +63 +34 +44 +67 +46 +46 +25 +25 +33 +55 +55 +1 +95 +14 +93 +35 +77 +61 +19 +100 +9 +11 +40 +11 +81 +75 +79 +13 +94 +55 +91 +9 +96 +6 +92 +2 +28 +72 +43 +2 +86 +90 +83 +56 +28 +93 +69 +15 +51 +75 +66 +8 +95 +87 +6 +85 +2 +42 +11 +19 +39 +90 +31 +25 +23 +11 +14 +64 +25 +80 +79 +74 +99 +91 +49 +77 +95 +20 +25 +77 +83 +77 +88 +14 +90 +86 +73 +17 +28 +8 +69 +32 +75 +36 +17 +97 +19 +31 +20 +82 +79 +88 +35 +21 +95 +25 +97 +57 +59 +13 +30 +36 +48 +96 +76 +1 +47 +36 +29 +29 +2 +90 +92 +43 +58 +51 +7 +71 +23 +27 +18 +70 +57 +96 +61 +89 +81 +18 +76 +12 +30 +66 +70 +15 +31 +62 +50 +44 +26 +28 +26 +30 +85 +44 +57 +79 +4 +31 +87 +22 +64 +1 +9 +40 +48 +70 +79 +11 +45 +20 +23 +60 +67 +50 +17 +7 +14 +83 +66 +89 +42 +11 +37 +32 +15 +12 +72 +4 +85 +64 +86 +44 +26 +11 +52 +79 +38 +4 +98 +37 +61 +76 +93 +48 +6 +72 +88 +75 +37 +44 +74 +15 +29 +54 +44 +62 +4 +35 +49 +94 +19 +64 +3 +29 +2 +96 +19 +84 +41 +99 +9 +58 +86 +73 +35 +10 +80 +35 +13 +51 +28 +88 +83 +69 +87 +85 +66 +95 +8 +56 +78 +73 +38 +86 +10 +49 +63 +78 +47 +45 +42 +43 +83 +80 +29 +2 +65 +58 +28 +6 +32 +77 +11 +33 +68 +5 +98 +44 +24 +95 +92 +76 +17 +10 +14 +20 +68 +54 +4 +20 +89 +12 +8 +57 +21 +76 +59 +45 +49 +93 +24 +80 +81 +18 +68 +94 +89 +9 +48 +100 +34 +84 +24 +5 +46 +36 +66 +16 +70 +31 +62 +53 +74 +85 +29 +64 +51 +25 +32 +89 +20 +23 +69 +66 +44 +82 +79 +51 +18 +50 +88 +77 +37 +96 +88 +98 +63 +96 +74 +76 +66 +36 +60 +69 +36 +56 +75 +62 +94 +64 +10 +26 +34 +15 +95 +59 +61 +70 +81 +84 +16 +45 +30 +17 +97 +37 +37 +34 +1 +100 +83 +7 +4 +12 +76 +49 +31 +10 +87 +48 +38 +12 +60 +92 +79 +22 +77 +16 +81 +37 +46 +19 +96 +6 +68 +3 +31 +20 +73 +15 +59 +12 +46 +60 +71 +45 +28 +32 +63 +9 +67 +47 +39 +85 +31 +95 +60 +94 +38 +42 +8 +80 +51 +18 +5 +76 +99 +90 +9 +92 +31 +86 +78 +54 +99 +62 +35 +26 +2 +88 +40 +94 +9 +84 +94 +91 +91 +7 +34 +78 +8 +14 +16 +86 +26 +53 +22 +29 +56 +25 +57 +80 +62 +12 +53 +55 +60 +28 +72 +65 +15 +17 +38 +38 +67 +11 +46 +24 +10 +31 +74 +51 +65 +90 +2 +34 +41 +98 +80 +66 +84 +24 +5 +19 +82 +2 +14 +8 +73 +94 +19 +27 +51 +25 +15 +77 +84 +63 +5 +29 +13 +5 +93 +47 +56 +70 +62 +33 +24 +72 +26 +33 +25 +61 +28 +99 +41 +21 +11 +96 +64 +43 +85 +33 +45 +98 +89 +43 +84 +43 +18 +55 +66 +66 +8 +78 +45 +35 +72 +47 +78 +100 +39 +14 +29 +61 +18 +58 +24 +68 +73 +79 +48 +75 +72 +95 +85 +70 +22 +67 +50 +31 +37 +85 +74 +62 +84 +37 +79 +77 +70 +23 +16 +66 +46 +26 +54 +32 +18 +26 +46 +34 +4 +95 +94 +72 +38 +13 +5 +97 +10 +69 +51 +35 +12 +74 +68 +41 +9 +57 +37 +48 +23 +28 +31 +95 +50 +52 +91 +8 +71 +33 +56 +9 +49 +34 +88 +68 +42 +43 +29 +96 +83 +64 +28 +60 +66 +90 +56 +60 +14 +98 +64 +32 +40 +25 +15 +78 +88 +7 +37 +84 +36 +87 +40 +45 +47 +80 +64 +33 +73 +94 +69 +93 +10 +8 +96 +51 +98 +40 +68 +74 +32 +59 +17 +44 +15 +66 +18 +88 +99 +22 +59 +13 +17 +11 +43 +43 +90 +44 +30 +22 +49 +36 +23 +28 +30 +41 +40 +11 +22 +90 +16 +75 +37 +46 +72 +4 +44 +97 +72 +93 +25 +6 +70 +50 +9 +51 +7 +52 +92 +58 +30 +40 +98 +99 +78 +93 +27 +60 +84 +66 +37 +90 +39 +24 +23 +18 +68 +93 +19 +36 +97 +89 +48 +69 +14 +77 +30 +23 +81 +48 +76 +34 +54 +57 +28 +81 +60 +62 +25 +66 +45 +54 +86 +32 +55 +67 +65 +70 +16 +73 +98 +17 +35 +15 +56 +4 +38 +55 +69 +90 +63 +95 +41 +91 +2 +41 +100 +84 +37 +14 +88 +17 +23 +43 +88 +58 +7 +94 +13 +59 +96 +49 +51 +49 +94 +1 +28 +9 +26 +24 +52 +29 +87 +35 +5 +42 +95 +45 +73 +44 +47 +49 +26 +10 +95 +89 +56 +88 +82 +13 +91 +18 +89 +41 +73 +89 +1 +95 +100 +30 +21 +13 +4 +28 +31 +54 +25 +55 +93 +32 +30 +40 +1 +37 +90 +19 +13 +15 +8 +70 +7 +79 +38 +56 +79 +89 +35 +44 +41 +29 +11 +21 +31 +58 +83 +3 +19 +84 +72 +88 +42 +91 +58 +66 +11 +67 +48 +28 +22 +2 +42 +28 +5 +39 +6 +28 +65 +11 +48 +10 +76 +52 +61 +35 +83 +94 +26 +82 +36 +85 +67 +6 +1 +90 +42 +12 +52 +29 +6 +48 +6 +14 +12 +81 +57 +81 +61 +17 +65 +8 +12 +34 +76 +73 +66 +46 +92 +47 +54 +100 +13 +55 +45 +94 +15 +12 +86 +37 +96 +63 +22 +20 +77 +81 +84 +34 +99 +52 +46 +10 +5 +10 +29 +54 +55 +7 +38 +24 +48 +66 +69 +28 +57 +33 +66 +36 +15 +41 +72 +73 +10 +26 +29 +64 +83 +56 +25 +69 +100 +67 +28 +90 +67 +76 +99 +29 +7 +37 +50 +69 +44 +13 +3 +94 +84 +35 +10 +4 +76 +45 +98 +43 +98 +72 +94 +99 +47 +80 +60 +84 +47 +32 +40 +21 +84 +11 +17 +74 +44 +91 +64 +42 +29 +33 +19 +91 +27 +39 +74 +34 +66 +9 +70 +25 +12 +97 +95 +77 +10 +16 +40 +63 +89 +86 +69 +57 +26 +27 +24 +37 +66 +69 +3 +86 +63 +81 +18 +24 +7 +91 +35 +100 +86 +91 +55 +51 +52 +99 +68 +99 +85 +26 +62 +30 +4 +39 +53 +42 +59 +14 +41 +96 +71 +10 +99 +18 +87 +54 +49 +75 +59 +97 +26 +14 +11 +68 +39 +70 +3 +86 +34 +16 +28 +70 +90 +70 +10 +56 +88 +33 +25 +9 +90 +77 +51 +78 +51 +56 +19 +15 +84 +42 +18 +3 +70 +15 +14 +86 +36 +58 +36 +54 +58 +88 +90 +10 +92 +57 +57 +25 +54 +78 +84 +46 +100 +87 +86 +30 +65 +50 +20 +94 +96 +27 +95 +51 +26 +91 +40 +18 +64 +61 +69 +68 +4 +65 +40 +85 +21 +6 +59 +95 +30 +94 +83 +8 +92 +54 +47 +9 +78 +96 +91 +28 +2 +47 +43 +8 +29 +42 +38 +35 +37 +41 +41 +81 +1 +91 +3 +3 +53 +16 +60 +77 +16 +91 +83 +44 +54 +20 +65 +68 +19 +47 +90 +68 +87 +50 +44 +5 +39 +41 +20 +48 +46 +11 +27 +41 +59 +77 +33 +70 +64 +14 +3 +100 +63 +83 +74 +36 +98 +64 +43 +47 +26 +75 +89 +54 +55 +11 +51 +100 +98 +15 +3 +33 +84 +47 +96 +21 +88 +60 +84 +70 +7 +67 +49 +37 +69 +63 +64 +64 +41 +51 +31 +22 +15 +91 +99 +50 +67 +65 +91 +52 +85 +35 +42 +2 +13 +66 +10 +37 +76 +54 +67 +79 +22 +30 +36 +6 +5 +52 +49 +50 +10 +43 +64 +52 +27 +71 +61 +78 +73 +6 +69 +83 +13 +98 +49 +36 +41 +73 +48 +83 +45 +88 +19 +99 +9 +94 +20 +83 +76 +68 +11 +28 +3 +26 +13 +85 +19 +6 +55 +64 +79 +91 +88 +35 +94 +59 +44 +38 +9 +46 +74 +44 +78 +54 +66 +76 +43 +79 +99 +4 +95 +93 +16 +27 +50 +39 +19 +3 +79 +8 +60 +7 +27 +15 +73 +93 +36 +8 +65 +79 +8 +31 +66 +22 +47 +7 +1 +97 +66 +31 +91 +55 +75 +65 +80 +66 +11 +25 +81 +77 +12 +41 +83 +43 +78 +1 +21 +77 +18 +87 +45 +2 +50 +99 +30 +10 +59 +24 +23 +53 +16 +44 +78 +66 +84 +71 +62 +97 +74 +42 +31 +29 +32 +35 +34 +100 +92 +53 +28 +20 +89 +70 +98 +45 +69 +32 +17 +96 +14 +15 +88 +97 +67 +34 +72 +26 +87 +44 +97 +24 +92 +32 +85 +16 +47 +27 +79 +21 +89 +66 +4 +48 +95 +18 +11 +14 +15 +53 +60 +80 +48 +76 +34 +39 +31 +84 +62 +73 +93 +48 +79 +77 +68 +19 +89 +83 +96 +15 +61 +35 +57 +84 +31 +100 +75 +88 +22 +71 +32 +95 +65 +93 +8 +90 +24 +41 +99 +20 +76 +84 +55 +7 +34 +99 +74 +4 +43 +90 +89 +65 +19 +44 +68 +32 +41 +76 +59 +14 +19 +3 +46 +10 +16 +92 +11 +3 +70 +65 +66 +31 +56 +93 +86 +10 +82 +79 +34 +74 +11 +82 +72 +66 +51 +4 +45 +92 +62 +30 +42 +12 +60 +54 +10 +91 +41 +53 +55 +76 +84 +13 +9 +23 +14 +77 +51 +72 +99 +47 +96 +45 +78 +42 +94 +88 +93 +33 +62 +49 +68 +27 +39 +23 +14 +10 +89 +54 +10 +42 +77 +50 +27 +5 +32 +7 +92 +64 +34 +99 +97 +91 +23 +53 +5 +39 +28 +65 +8 +39 +100 +4 +2 +72 +40 +17 +63 +73 +65 +7 +13 +4 +54 +25 +56 +54 +43 +70 +17 +20 +25 +49 +3 +34 +88 +95 +46 +56 +98 +84 +56 +39 +96 +62 +35 +61 +63 +79 +31 +88 +30 +92 +35 +82 +68 +8 +58 +37 +23 +39 +5 +63 +62 +95 +66 +80 +12 +21 +29 +1 +30 +96 +71 +22 +16 +79 +39 +50 +44 +28 +89 +46 +1 +91 +99 +70 +65 +45 +13 +18 +99 +97 +64 +56 +42 +79 +22 +21 +80 +24 +61 +42 +20 +23 +78 +12 +66 +65 +26 +85 +96 +63 +20 +82 +12 +97 +74 +35 +94 +72 +21 +54 +9 +12 +2 +6 +82 +90 +41 +98 +93 +46 +90 +61 +59 +48 +77 +1 +65 +49 +74 +25 +26 +37 +79 +71 +3 +21 +75 +14 +71 +73 +80 +98 +13 +29 +59 +72 +70 +17 +4 +68 +98 +26 +76 +48 +77 +6 +7 +19 +87 +23 +1 +71 +87 +11 +100 +75 +95 +31 +9 +49 +35 +20 +82 +56 +1 +41 +44 +22 +67 +7 +25 +32 +26 +15 +42 +62 +37 +17 +35 +45 +81 +97 +64 +65 +1 +29 +27 +93 +70 +7 +5 +37 +75 +41 +29 +93 +60 +4 +19 +61 +30 +44 +23 +35 +29 +5 +36 +28 +58 +27 +35 +96 +43 +96 +37 +99 +44 +54 +17 +49 +17 +6 +63 +33 +96 +33 +35 +46 +57 +60 +51 +90 +56 +75 +48 +52 +55 +12 +41 +22 +68 +91 +2 +85 +10 +87 +14 +70 +7 +61 +47 +75 +71 +79 +92 +69 +58 +19 +64 +23 +38 +10 +87 +1 +49 +77 +82 +22 +6 +56 +94 +95 +75 +17 +81 +8 +92 +78 +98 +9 +49 +99 +88 +36 +32 +7 +24 +67 +85 +46 +25 +20 +96 +45 +10 +56 +90 +35 +89 +28 +62 +35 +44 +89 +96 +23 +61 +84 +34 +48 +55 +2 +59 +37 +72 +1 +89 +61 +75 +26 +32 +9 +6 +89 +86 +53 +3 +98 +16 +14 +75 +86 +50 +13 +58 +91 +32 +1 +71 +41 +56 +48 +89 +80 +77 +50 +27 +80 +8 +14 +87 +96 +4 +50 +69 +53 +93 +85 +26 +11 +58 +45 +86 +41 +67 +76 +46 +48 +19 +11 +58 +36 +64 +8 +40 +79 +37 +4 +57 +66 +81 +98 +85 +9 +33 +100 +52 +63 +77 +98 +16 +78 +54 +73 +50 +7 +17 +23 +88 +96 +49 +54 +16 +62 +85 +49 +8 +29 +20 +37 +90 +2 +13 +61 +61 +27 +88 +89 +42 +69 +79 +31 +77 +28 +40 +68 +66 +10 +5 +16 +39 +63 +41 +5 +90 +86 +80 +4 +49 +10 +52 +80 +55 +24 +23 +59 +71 +83 +13 +16 +25 +91 +80 +23 +59 +20 +33 +23 +57 +68 +30 +58 +51 +31 +52 +47 +38 +55 +100 +76 +81 +81 +96 +10 +90 +45 +9 +30 +12 +11 +41 +8 +51 +88 +89 +12 +67 +56 +53 +44 +83 +33 +1 +72 +8 +38 +54 +24 +53 +60 +99 +52 +81 +88 +60 +38 +78 +41 +47 +23 +17 +56 +26 +88 +29 +61 +21 +49 +98 +34 +49 +89 +84 +69 +88 +98 +65 +25 +33 +95 +75 +59 +73 +58 +54 +72 +50 +81 +1 +90 +22 +80 +28 +54 +17 +83 +48 +74 +100 +25 +14 +75 +1 +17 +90 +45 +71 +87 +2 +69 +45 +2 +1 +17 +68 +35 +76 +77 +85 +14 +35 +39 +29 +28 +82 +100 +47 +90 +46 +86 +59 +44 +32 +44 +88 +33 +22 +9 +91 +26 +91 +43 +90 +59 +47 +78 +6 +65 +97 +18 +88 +25 +24 +65 +94 +42 +75 +65 +59 +91 +98 +45 +42 +81 +16 +40 +43 +2 +7 +43 +43 +63 +55 +80 +2 +23 +15 +92 +86 +9 +2 +30 +30 +40 +42 +57 +79 +35 +49 +12 +3 +7 +51 +55 +33 +18 +27 +77 +51 +15 +31 +61 +15 +72 +76 +85 +43 +67 +24 +34 +73 +23 +97 +60 +64 +69 +87 +92 +31 +60 +38 +45 +80 +94 +91 +55 +13 +33 +10 +32 +56 +34 +86 +77 +51 +19 +20 +68 +38 +59 +80 +15 +54 +24 +82 +10 +21 +90 +95 +97 +99 +61 +46 +98 +71 +71 +75 +88 +10 +95 +36 +69 +43 +61 +64 +12 +44 +64 +3 +1 +19 +81 +38 +25 +8 +58 +100 +2 +13 +15 +82 +10 +53 +33 +73 +33 +30 +32 +17 +67 +87 +5 +79 +81 +89 +36 +27 +24 +8 +45 +32 +71 +13 +19 +18 +34 +58 +69 +20 +25 +32 +6 +67 +85 +63 +43 +90 +8 +45 +64 +42 +61 +74 +3 +61 +83 +8 +1 +97 +98 +51 +27 +29 +27 +39 +20 +17 +47 +44 +68 +77 +95 +11 +63 +87 +99 +11 +48 +53 +52 +38 +9 +6 +31 +5 +40 +54 +6 +78 +17 +55 +21 +17 +20 +92 +21 +38 +74 +67 +60 +42 +96 +19 +71 +92 +34 +73 +45 +54 +14 +23 +38 +10 +1 +35 +37 +15 +32 +82 +58 +63 +9 +76 +50 +20 +11 +90 +70 +56 +6 +54 +29 +24 +79 +71 +73 +14 +45 +78 +41 +32 +3 +50 +55 +75 +85 +30 +43 +99 +39 +7 +57 +9 +18 +94 +30 +80 +61 +71 +87 +96 +40 +62 +37 +19 +11 +83 +51 +87 +72 +94 +54 +75 +7 +21 +53 +72 +15 +9 +44 +39 +46 +40 +71 +57 +80 +79 +22 +80 +9 +42 +10 +53 +59 +39 +41 +88 +80 +90 +64 +21 +29 +2 +78 +61 +18 +2 +57 +54 +92 +91 +66 +30 +86 +23 +30 +36 +100 +48 +71 +96 +81 +43 +30 +27 +52 +65 +48 +82 +66 +60 +11 +37 +20 +79 +16 +45 +67 +65 +83 +34 +67 +69 +54 +47 +70 +36 +3 +1 +46 +98 +73 +43 +100 +18 +84 +63 +50 +27 +100 +54 +14 +8 +31 +93 +93 +49 +57 +30 +86 +68 +90 +76 +2 +98 +90 +71 +54 +10 +62 +20 +54 +4 +5 +50 +66 +4 +89 +73 +43 +74 +20 +40 +27 +70 +85 +95 +92 +85 +37 +5 +25 +6 +44 +44 +15 +91 +42 +18 +24 +39 +61 +47 +14 +40 +55 +22 +60 +62 +38 +28 +7 +93 +56 +17 +52 +53 +27 +96 +84 +4 +21 +34 +7 +90 +100 +44 +63 +98 +61 +70 +84 +25 +77 +89 +25 +90 +54 +97 +41 +96 +8 +67 +98 +80 +72 +68 +2 +36 +95 +42 +78 +50 +7 +14 +100 +60 +99 +33 +92 +39 +33 +3 +53 +16 +91 +43 +94 +64 +93 +87 +23 +14 +91 +28 +72 +37 +40 +67 +98 +4 +52 +32 +19 +79 +95 +43 +69 +48 +4 +70 +55 +64 +22 +76 +95 +79 +1 +51 +29 +86 +4 +76 +5 +69 +31 +80 +51 +91 +82 +36 +18 +57 +40 +94 +33 +99 +56 +68 +93 +78 +84 +56 +86 +72 +78 +56 +46 +43 +48 +25 +67 +2 +14 +65 +67 +20 +45 +100 +72 +84 +34 +44 +30 +94 +93 +43 +61 +45 +41 +87 +33 +33 +89 +69 +29 +96 +64 +16 +33 +25 +58 +39 +11 +15 +83 +20 +20 +35 +22 +13 +3 +14 +16 +36 +81 +76 +76 +89 +59 +100 +7 +9 +32 +31 +91 +27 +14 +95 +81 +87 +60 +49 +67 +68 +84 +89 +30 +65 +77 +52 +15 +80 +41 +24 +24 +33 +50 +48 +41 +23 +89 +80 +31 +99 +85 +6 +21 +18 +82 +63 +9 +85 +67 +40 +56 +80 +64 +14 +81 +41 +95 +62 +84 +92 +97 +71 +77 +6 +97 +54 +50 +78 +66 +40 +65 +2 +18 +5 +96 +42 +57 +53 +19 +41 +79 +2 +67 +91 +33 +88 +10 +96 +71 +25 +86 +91 +33 +33 +4 +37 +62 +29 +45 +69 +43 +100 +82 +66 +5 +16 +50 +24 +100 +3 +65 +66 +99 +74 +17 +87 +6 +63 +35 +77 +27 +10 +50 +81 +9 +22 +12 +100 +23 +61 +48 +61 +16 +75 +10 +23 +79 +19 +18 +33 +53 +89 +40 +30 +8 +30 +83 +4 +64 +50 +64 +98 +100 +6 +75 +46 +45 +20 +22 +75 +65 +29 +77 +43 +78 +64 +84 +70 +9 +97 +14 +30 +12 +56 +9 +20 +47 +23 +67 +31 +1 +72 +96 +30 +85 +30 +16 +9 +51 +13 +77 +58 +9 +19 +92 +54 +66 +36 +57 +18 +81 +11 +26 +69 +98 +42 +64 +18 +94 +33 +14 +58 +75 +68 +98 +78 +80 +90 +72 +10 +28 +44 +100 +53 +74 +28 +49 +73 +79 +1 +53 +35 +83 +83 +75 +99 +42 +90 +33 +46 +97 +52 +48 +67 +65 +67 +4 +93 +74 +90 +23 +58 +71 +60 +72 +47 +74 +56 +75 +52 +76 +91 +43 +41 +11 +20 +22 +15 +9 +32 +2 +48 +48 +27 +35 +68 +9 +93 +22 +5 +72 +61 +13 +6 +7 +1 +14 +82 +21 +26 +18 +36 +56 +82 +59 +30 +49 +40 +23 +14 +80 +87 +91 +65 +73 +89 +4 +14 +51 +70 +73 +47 +46 +4 +40 +41 +65 +25 +30 +42 +84 +24 +50 +48 +55 +49 +66 +9 +19 +73 +5 +16 +93 +18 +33 +85 +22 +96 +37 +29 +63 +32 +49 +28 +80 +33 +86 +20 +84 +30 +79 +24 +46 +88 +19 +6 +92 +77 +6 +35 +42 +52 +64 +20 +60 +9 +32 +27 +92 +79 +54 +73 +100 +39 +66 +82 +57 +19 +68 +85 +49 +95 +37 +42 +17 +54 +85 +64 +90 +28 +26 +43 +66 +8 +81 +25 +72 +80 +9 +82 +15 +99 +55 +100 +55 +57 +51 +51 +32 +92 +79 +67 +14 +59 +6 +78 +75 +1 +60 +41 +73 +1 +14 +99 +28 +29 +54 +30 +26 +72 +34 +62 +44 +95 +3 +28 +67 +42 +94 +70 +85 +22 +12 +49 +18 +95 +82 +76 +46 +76 +21 +24 +26 +68 +12 +42 +77 +53 +86 +64 +96 +25 +49 +92 +45 +3 +83 +45 +27 +29 +5 +89 +45 +46 +12 +46 +64 +79 +76 +9 +69 +79 +55 +1 +58 +42 +92 +77 +17 +20 +84 +81 +83 +26 +38 +100 +26 +56 +84 +96 +74 +47 +41 +87 +64 +53 +9 +15 +25 +60 +28 +25 +52 +35 +36 +81 +51 +56 +28 +74 +92 +67 +60 +16 +16 +47 +85 +42 +96 +17 +38 +64 +43 +10 +87 +96 +94 +36 +50 +23 +97 +17 +57 +3 +52 +88 +95 +55 +18 +81 +34 +39 +6 +84 +83 +2 +63 +85 +96 +34 +9 +14 +17 +12 +97 +37 +86 +69 +32 +83 +89 +33 +48 +40 +59 +26 +8 +99 +48 +17 +64 +27 +26 +6 +14 +88 +3 +2 +75 +35 +30 +95 +92 +89 +68 +73 +77 +90 +30 +56 +68 +24 +15 +59 +36 +8 +46 +32 +39 +59 +24 +58 +28 +88 +75 +57 +86 +29 +17 +27 +65 +97 +11 +96 +76 +57 +44 +22 +91 +92 +54 +5 +48 +92 +12 +82 +48 +37 +2 +37 +37 +50 +25 +59 +56 +44 +80 +76 +85 +47 +98 +100 +4 +79 +39 +91 +33 +42 +88 +36 +39 +96 +96 +4 +25 +85 +44 +28 +84 +88 +81 +31 +71 +32 +34 +58 +91 +80 +60 +64 +33 +26 +45 +62 +80 +75 +100 +100 +2 +13 +50 +17 +13 +46 +36 +94 +15 +69 +12 +71 +65 +42 +54 +7 +8 +87 +28 +44 +97 +93 +22 +26 +48 +18 +46 +13 +50 +14 +60 +91 +18 +98 +42 +74 +6 +84 +84 +68 +19 +84 +36 +10 +32 +38 +39 +79 +46 +73 +99 +22 +32 +32 +70 +59 +94 +3 +8 +56 +58 +49 +81 +38 +32 +91 +91 +76 +36 +57 +91 +50 +36 +58 +86 +93 +70 +25 +85 +59 +100 +72 +81 +56 +14 +29 +89 +46 +59 +72 +87 +53 +20 +53 +35 +76 +75 +1 +91 +91 +65 +29 +18 +95 +64 +20 +45 +72 +93 +72 +4 +51 +53 +25 +57 +67 +85 +42 +10 +80 +95 +84 +8 +84 +88 +12 +87 +78 +83 +60 +3 +24 +86 +19 +46 +84 +29 +93 +86 +55 +49 +88 +9 +28 +94 +79 +8 +84 +60 +77 +29 +18 +52 +6 +37 +35 +56 +7 +97 +15 +26 +54 +15 +9 +51 +82 +51 +32 +90 +93 +41 +41 +61 +47 +32 +16 +42 +9 +28 +77 +96 +44 +49 +73 +83 +53 +18 +50 +26 +63 +30 +51 +44 +43 +25 +90 +6 +28 +88 +84 +65 +4 +36 +99 +86 +15 +20 +67 +28 +40 +42 +50 +60 +52 +43 +47 +99 +75 +30 +16 +60 +89 +40 +16 +75 +8 +53 +34 +96 +6 +8 +22 +41 +76 +23 +26 +23 +4 +45 +78 +75 +30 +58 +65 +24 +31 +82 +56 +34 +89 +9 +41 +55 +66 +4 +64 +77 +93 +74 +72 +70 +21 +72 +1 +94 +17 +21 +72 +92 +13 +25 +18 +69 +37 +62 +7 +67 +26 +5 +48 +94 +57 +75 +6 +27 +47 +25 +92 +26 +68 +76 +21 +57 +68 +20 +19 +54 +93 +99 +62 +8 +54 +32 +5 +26 +2 +38 +99 +57 +21 +89 +13 +23 +23 +3 +26 +37 +24 +81 +64 +39 +57 +66 +93 +37 +17 +9 +8 +79 +39 +40 +4 +58 +67 +33 +66 +18 +68 +29 +13 +60 +7 +61 +21 +58 +25 +5 +1 +82 +44 +75 +15 +12 +71 +11 +71 +2 +72 +92 +52 +87 +92 +61 +31 +77 +29 +84 +81 +19 +98 +89 +48 +27 +59 +92 +8 +98 +24 +49 +64 +55 +42 +66 +21 +55 +59 +10 +92 +97 +15 +32 +80 +47 +62 +56 +69 +53 +74 +29 +29 +86 +31 +44 +49 +98 +51 +53 +63 +50 +4 +27 +39 +71 +59 +47 +68 +23 +98 +65 +27 +19 +1 +8 +46 +15 +16 +28 +90 +38 +5 +94 +7 +20 +59 +84 +45 +23 +4 +69 +16 +92 +42 +95 +6 +67 +77 +45 +47 +20 +52 +32 +61 +76 +76 +42 +41 +33 +2 +13 +24 +47 +64 +74 +48 +30 +5 +31 +40 +23 +87 +57 +64 +27 +94 +63 +37 +48 +100 +79 +50 +100 +41 +61 +100 +74 +67 +21 +7 +48 +14 +43 +55 +73 +41 +73 +18 +5 +45 +63 +61 +21 +1 +15 +17 +66 +29 +57 +60 +48 +96 +64 +94 +79 +73 +85 +11 +82 +32 +60 +37 +34 +36 +92 +9 +64 +2 +9 +36 +21 +97 +78 +14 +24 +25 +90 +45 +33 +26 +10 +6 +50 +20 +73 +36 +77 +98 +40 +37 +27 +60 +1 +43 +71 +9 +68 +63 +98 +34 +21 +1 +74 +23 +83 +3 +76 +61 +93 +59 +96 +92 +30 +21 +98 +96 +42 +66 +99 +62 +1 +83 +14 +93 +72 +15 +51 +87 +96 +100 +96 +57 +44 +14 +33 +61 +37 +35 +99 +55 +69 +49 +85 +37 +56 +79 +97 +27 +48 +41 +50 +50 +95 +34 +35 +82 +90 +17 +34 +86 +34 +57 +73 +92 +56 +71 +9 +2 +69 +64 +41 +3 +50 +49 +86 +3 +1 +72 +79 +3 +52 +10 +11 +85 +26 +57 +70 +13 +39 +78 +31 +3 +45 +63 +29 +6 +11 +89 +59 +55 +83 +20 +35 +96 +86 +12 +7 +58 +43 +16 +79 +2 +52 +50 +69 +64 +45 +1 +13 +2 +16 +52 +4 +77 +66 +34 +49 +74 +5 +66 +16 +78 +35 +16 +20 +5 +86 +5 +75 +9 +97 +93 +73 +65 +4 +93 +55 +97 +20 +39 +68 +74 +62 +8 +35 +83 +20 +94 +28 +79 +37 +61 +44 +87 +18 +95 +3 +62 +63 +97 +52 +79 +21 +32 +43 +94 +13 +71 +63 +32 +24 +33 +99 +49 +93 +83 +64 +59 +73 +24 +51 +26 +14 +44 +16 +57 +75 +62 +77 +64 +88 +14 +10 +69 +99 +28 +44 +13 +76 +20 +77 +65 +63 +23 +48 +41 +11 +11 +10 +56 +20 +2 +99 +40 +15 +28 +19 +87 +43 +85 +98 +33 +91 +40 +23 +45 +33 +10 +16 +22 +40 +33 +35 +39 +88 +12 +98 +62 +95 +87 +38 +83 +10 +34 +71 +33 +45 +11 +85 +44 +10 +83 +11 +54 +52 +51 +78 +8 +24 +65 +46 +88 +79 +51 +91 +56 +48 +23 +38 +81 +60 +51 +38 +62 +97 +37 +28 +39 +73 +86 +96 +13 +60 +45 +77 +80 +15 +81 +66 +6 +24 +80 +34 +23 +16 +41 +17 +7 +98 +47 +17 +38 +74 +92 +25 +47 +28 +11 +80 +34 +42 +64 +46 +18 +94 +72 +50 +74 +7 +79 +95 +67 +17 +93 +91 +70 +25 +36 +69 +68 +51 +1 +3 +36 +89 +71 +55 +25 +60 +100 +57 +54 +59 +2 +78 +23 +73 +40 +23 +7 +95 +25 +60 +50 +29 +32 +48 +39 +55 +23 +44 +5 +34 +55 +30 +34 +29 +25 +5 +91 +14 +34 +96 +62 +22 +72 +84 +15 +19 +1 +30 +70 +96 +58 +1 +19 +24 +91 +62 +99 +13 +15 +92 +44 +60 +46 +28 +26 +55 +11 +74 +49 +43 +1 +29 +26 +87 +31 +68 +9 +77 +82 +12 +25 +48 +78 +67 +98 +83 +29 +55 +58 +91 +14 +57 +98 +60 +51 +50 +79 +8 +29 +100 +92 +48 +46 +66 +11 +2 +63 +41 +10 +72 +98 +48 +35 +48 +54 +56 +61 +30 +69 +87 +63 +10 +70 +44 +22 +80 +23 +96 +63 +73 +58 +88 +50 +3 +73 +39 +95 +45 +91 +36 +83 +22 +83 +63 +28 +62 +80 +94 +69 +21 +9 +79 +11 +94 +86 +42 +23 +14 +60 +99 +26 +40 +27 +38 +49 +4 +88 +63 +91 +30 +81 +56 +25 +50 +29 +69 +99 +49 +19 +63 +9 +23 +56 +23 +79 +67 +9 +89 +49 +33 +76 +34 +72 +38 +10 +23 +40 +1 +34 +20 +35 +9 +93 +11 +50 +88 +74 +18 +57 +54 +20 +74 +77 +6 +87 +26 +45 +54 +21 +96 +1 +87 +78 +41 +88 +27 +21 +37 +42 +91 +4 +71 +19 +45 +60 +88 +84 +35 +64 +94 +48 +28 +95 +34 +66 +6 +67 +53 +77 +31 +96 +51 +20 +14 +33 +50 +64 +58 +46 +21 +53 +2 +5 +31 +35 +85 +63 +17 +70 +99 +72 +74 +93 +8 +16 +62 +62 +60 +16 +16 +86 +37 +32 +85 +71 +11 +90 +57 +93 +3 +50 +57 +20 +11 +55 +30 +98 +43 +90 +32 +40 +19 +39 +76 +61 +91 +12 +64 +11 +45 +67 +23 +60 +74 +36 +77 +80 +85 +15 +79 +9 +72 +23 +70 +95 +4 +96 +62 +27 +27 +6 +64 +96 +23 +6 +66 +8 +92 +70 +73 +91 +82 +46 +68 +28 +56 +43 +7 +41 +12 +93 +42 +50 +40 +76 +71 +76 +94 +38 +41 +34 +1 +100 +62 +58 +46 +81 +90 +48 +44 +43 +52 +60 +17 +21 +97 +49 +88 +93 +50 +47 +68 +2 +49 +4 +68 +9 +96 +33 +94 +72 +45 +71 +30 +40 +77 +15 +73 +29 +69 +62 +35 +16 +50 +73 +12 +30 +16 +89 +62 +63 +93 +56 +44 +92 +15 +52 +83 +6 +80 +15 +20 +26 +15 +57 +36 +94 +49 +74 +19 +11 +66 +14 +39 +30 +49 +44 +59 +21 +3 +100 +45 +75 +30 +21 +64 +72 +2 +80 +75 +9 +80 +41 +94 +21 +42 +53 +81 +6 +46 +54 +77 +45 +25 +4 +55 +7 +87 +93 +78 +71 +67 +8 +61 +59 +77 +50 +75 +91 +75 +93 +69 +52 +1 +81 +18 +41 +2 +36 +60 +85 +59 +51 +12 +50 +58 +52 +78 +50 +46 +7 +47 +18 +52 +15 +87 +96 +35 +88 +81 +97 +45 +95 +4 +88 +64 +34 +65 +90 +74 +19 +84 +7 +73 +68 +43 +94 +37 +35 +52 +28 +79 +16 +45 +57 +76 +79 +85 +89 +29 +91 +60 +13 +44 +81 +11 +75 +36 +15 +86 +54 +66 +35 +42 +8 +27 +84 +58 +24 +62 +7 +78 +87 +3 +94 +62 +76 +24 +82 +7 +96 +22 +76 +62 +68 +68 +28 +54 +100 +10 +35 +94 +72 +83 +98 +76 +12 +79 +63 +45 +74 +32 +88 +78 +48 +75 +19 +100 +67 +69 +38 +2 +88 +7 +56 +20 +5 +52 +28 +58 +84 +32 +32 +94 +15 +81 +35 +99 +34 +62 +98 +59 +50 +69 +18 +36 +71 +86 +24 +11 +58 +47 +93 +73 +60 +100 +93 +42 +50 +5 +71 +93 +13 +17 +58 +51 +49 +48 +48 +30 +31 +99 +54 +31 +81 +64 +27 +51 +71 +33 +71 +78 +68 +30 +73 +7 +15 +45 +96 +94 +71 +54 +93 +31 +18 +68 +58 +44 +66 +100 +76 +75 +34 +26 +90 +78 +2 +34 +86 +48 +33 +38 +12 +69 +33 +65 +98 +7 +69 +32 +21 +84 +1 +2 +43 +59 +53 +97 +15 +74 +66 +65 +88 +67 +34 +93 +2 +7 +74 +27 +70 +89 +56 +32 +24 +76 +9 +79 +38 +60 +28 +73 +81 +60 +60 +69 +58 +70 +38 +7 +32 +84 +57 +26 +52 +16 +1 +32 +64 +83 +28 +23 +69 +58 +10 +26 +60 +83 +11 +96 +79 +35 +45 +20 +98 +23 +84 +90 +100 +47 +83 +99 +61 +30 +15 +26 +21 +51 +95 +75 +61 +22 +8 +90 +67 +99 +41 +28 +37 +79 +68 +96 +16 +82 +43 +5 +82 +26 +14 +19 +40 +25 +41 +83 +16 +70 +88 +83 +87 +12 +95 +45 +55 +3 +54 +58 +97 +41 +16 +16 +52 +10 +61 +26 +89 +49 +28 +78 +17 +27 +9 +54 +89 +80 +9 +46 +96 +78 +45 +86 +12 +79 +23 +59 +30 +29 +89 +59 +59 +96 +12 +21 +61 +8 +48 +6 +90 +61 +36 +46 +81 +39 +84 +72 +18 +33 +82 +61 +68 +71 +37 +7 +24 +47 +31 +56 +77 +71 +83 +66 +72 +95 +8 +84 +33 +49 +73 +8 +82 +23 +39 +23 +8 +77 +38 +77 +51 +43 +85 +99 +10 +12 +24 +27 +87 +70 +7 +25 +4 +60 +59 +41 +63 +75 +22 +14 +31 +15 +72 +80 +97 +42 +6 +62 +39 +6 +83 +68 +7 +20 +55 +86 +46 +32 +84 +77 +51 +42 +61 +66 +92 +34 +93 +82 +95 +7 +88 +11 +37 +68 +83 +79 +73 +46 +48 +54 +36 +9 +41 +37 +4 +93 +43 +3 +83 +61 +96 +8 +19 +89 +41 +39 +64 +73 +19 +86 +3 +23 +52 +94 +67 +84 +39 +59 +96 +23 +98 +94 +83 +16 +2 +89 +64 +37 +62 +17 +96 +16 +22 +73 +15 +13 +34 +57 +76 +6 +72 +10 +10 +21 +66 +16 +16 +1 +57 +49 +50 +69 +13 +6 +73 +65 +32 +80 +72 +27 +84 +15 +17 +3 +74 +29 +24 +98 +54 +54 +68 +2 +100 +9 +13 +23 +33 +29 +37 +14 +29 +88 +65 +16 +86 +16 +45 +56 +21 +19 +95 +1 +100 +34 +86 +84 +78 +30 +83 +40 +71 +74 +50 +51 +84 +48 +3 +83 +43 +41 +86 +67 +58 +93 +70 +20 +50 +41 +48 +92 +28 +38 +24 +88 +63 +18 +76 +9 +36 +71 +13 +11 +41 +4 +85 +24 +60 +24 +43 +86 +11 +23 +13 +12 +87 +54 +25 +29 +39 +9 +74 +51 +71 +24 +73 +65 +76 +36 +46 +34 +68 +31 +51 +57 +65 +74 +39 +54 +80 +34 +88 +20 +85 +32 +81 +99 +29 +42 +70 +29 +3 +32 +42 +87 +83 +20 +90 +58 +89 +5 +1 +56 +69 +81 +42 +79 +33 +58 +88 +37 +79 +57 +4 +12 +100 +53 +55 +31 +38 +75 +36 +89 +20 +77 +97 +5 +37 +22 +27 +77 +74 +25 +40 +79 +100 +96 +94 +28 +93 +25 +98 +45 +48 +38 +50 +83 +4 +75 +54 +24 +56 +76 +71 +76 +81 +36 +66 +30 +45 +68 +84 +52 +33 +22 +64 +81 +69 +98 +58 +72 +28 +100 +29 +11 +34 +93 +85 +65 +45 +53 +50 +49 +41 +81 +82 +32 +22 +19 +89 +26 +62 +98 +35 +37 +83 +49 +86 +11 +100 +65 +16 +74 +51 +81 +12 +66 +69 +67 +52 +48 +56 +91 +52 +33 +36 +33 +56 +42 +1 +62 +17 +39 +86 +16 +95 +14 +52 +36 +38 +55 +70 +94 +26 +49 +58 +36 +94 +20 +15 +100 +80 +45 +31 +39 +23 +84 +10 +37 +74 +70 +82 +36 +79 +64 +80 +8 +7 +53 +66 +55 +69 +90 +22 +73 +81 +66 +80 +56 +69 +5 +93 +17 +90 +97 +17 +100 +14 +15 +21 +38 +58 +61 +42 +2 +83 +2 +14 +50 +12 +36 +94 +60 +57 +4 +54 +59 +85 +69 +12 +5 +45 +17 +54 +57 +10 +61 +23 +99 +71 +47 +21 +4 +80 +97 +85 +39 +49 +9 +15 +8 +12 +35 +71 +96 +57 +9 +10 +53 +45 +43 +50 +91 +3 +12 +27 +56 +8 +66 +73 +72 +64 +89 +41 +44 +11 +50 +58 +24 +8 +16 +61 +83 +17 +62 +30 +20 +11 +34 +78 +37 +23 +5 +72 +1 +31 +89 +99 +71 +82 +94 +73 +1 +50 +35 +16 +94 +7 +47 +81 +31 +99 +13 +48 +42 +54 +78 +4 +82 +20 +79 +86 +33 +80 +42 +78 +42 +66 +85 +99 +98 +15 +24 +77 +74 +33 +49 +23 +30 +99 +12 +79 +48 +54 +55 +7 +50 +84 +41 +14 +20 +95 +84 +3 +18 +88 +63 +60 +66 +26 +79 +48 +83 +30 +99 +75 +31 +50 +91 +87 +61 +36 +87 +84 +39 +64 +97 +15 +32 +16 +62 +10 +26 +62 +91 +49 +38 +78 +18 +79 +35 +83 +26 +84 +3 +91 +17 +60 +71 +88 +43 +51 +56 +80 +90 +55 +97 +66 +13 +63 +49 +97 +69 +22 +10 +3 +84 +10 +52 +59 +74 +78 +34 +9 +84 +79 +39 +25 +27 +99 +14 +82 +60 +99 +88 +48 +97 +26 +81 +8 +18 +18 +26 +44 +69 +49 +8 +96 +38 +5 +66 +57 +64 +73 +25 +30 +88 +74 +34 +28 +99 +10 +27 +29 +16 +5 +54 +2 +61 +20 +11 +47 +24 +51 +81 +90 +55 +10 +24 +98 +51 +21 +3 +32 +70 +15 +88 +41 +59 +53 +85 +57 +55 +53 +83 +2 +4 +13 +99 +79 +96 +14 +85 +72 +59 +54 +68 +49 +80 +6 +58 +45 +64 +49 +86 +68 +98 +15 +60 +77 +55 +33 +25 +44 +94 +96 +74 +50 +19 +55 +5 +70 +90 +78 +72 +51 +100 +6 +86 +51 +2 +81 +10 +36 +45 +74 +11 +53 +2 +70 +50 +42 +20 +43 +7 +83 +74 +12 +35 +23 +80 +14 +55 +65 +62 +70 +45 +95 +32 +67 +48 +76 +61 +97 +49 +5 +15 +53 +17 +43 +63 +69 +47 +12 +83 +8 +61 +25 +61 +7 +24 +86 +70 +32 +29 +55 +19 +19 +73 +17 +60 +57 +90 +75 +62 +21 +62 +28 +1 +55 +14 +33 +43 +25 +93 +44 +12 +21 +7 +52 +27 +19 +7 +81 +9 +26 +88 +86 +32 +41 +19 +29 +10 +29 +7 +97 +87 +65 +75 +43 +47 +45 +52 +18 +54 +76 +45 +39 +38 +55 +95 +99 +83 +63 +51 +23 +38 +4 +79 +42 +25 +97 +47 +79 +55 +16 +97 +10 +75 +93 +63 +86 +44 +16 +73 +26 +97 +77 +39 +87 +9 +89 +98 +25 +38 +96 +23 +18 +59 +29 +19 +88 +90 +49 +40 +87 +33 +59 +74 +53 +76 +55 +65 +77 +28 +88 +37 +64 +74 +56 +97 +29 +44 +8 +47 +52 +91 +54 +72 +36 +75 +56 +46 +54 +32 +91 +64 +52 +40 +10 +66 +82 +14 +13 +35 +23 +42 +32 +39 +17 +22 +33 +99 +2 +95 +34 +98 +40 +56 +8 +12 +83 +100 +37 +4 +1 +56 +88 +15 +55 +19 +55 +57 +48 +86 +39 +38 +43 +60 +73 +84 +64 +55 +70 +84 +15 +34 +100 +48 +57 +65 +78 +76 +78 +60 +28 +29 +27 +2 +54 +91 +1 +37 +89 +83 +15 +28 +2 +95 +77 +42 +22 +27 +63 +54 +53 +81 +67 +6 +79 +19 +64 +48 +35 +20 +36 +19 +71 +35 +97 +100 +95 +70 +20 +69 +6 +1 +86 +54 +1 +63 +52 +76 +40 +5 +40 +20 +4 +52 +57 +74 +71 +72 +52 +6 +68 +70 +16 +84 +73 +81 +7 +95 +15 +55 +7 +54 +28 +31 +9 +51 +90 +71 +93 +72 +65 +79 +50 +24 +19 +67 +65 +75 +76 +89 +65 +82 +63 +26 +44 +35 +64 +51 +27 +96 +40 +80 +57 +94 +98 +92 +80 +87 +77 +87 +62 +34 +24 +46 +55 +97 +84 +62 +62 +20 +67 +50 +87 +8 +36 +32 +59 +64 +1 +73 +100 +51 +51 +12 +99 +15 +72 +36 +15 +55 +32 +71 +31 +98 +30 +38 +93 +100 +65 +98 +69 +95 +45 +63 +28 +77 +66 +63 +75 +18 +59 +24 +49 +95 +61 +52 +26 +68 +69 +9 +19 +81 +5 +35 +44 +11 +8 +40 +49 +17 +86 +68 +5 +73 +37 +7 +10 +53 +37 +38 +48 +70 +77 +66 +84 +77 +78 +62 +3 +81 +76 +42 +31 +90 +90 +28 +77 +58 +24 +16 +3 +72 +75 +50 +19 +52 +82 +87 +49 +43 +74 +57 +55 +89 +7 +92 +77 +52 +39 +1 +57 +68 +32 +87 +53 +41 +65 +58 +50 +79 +16 +67 +61 +84 +40 +2 +51 +75 +25 +87 +30 +25 +66 +64 +3 +1 +10 +32 +18 +35 +52 +62 +91 +32 +91 +37 +41 +76 +5 +41 +1 +90 +14 +17 +21 +32 +24 +72 +92 +41 +28 +84 +72 +67 +29 +93 +90 +30 +11 +55 +37 +17 +17 +80 +75 +80 +20 +51 +67 +78 +50 +49 +2 +33 +48 +100 +19 +63 +10 +78 +80 +66 +40 +34 +34 +95 +79 +25 +31 +51 +76 +87 +9 +98 +85 +99 +11 +83 +7 +92 +39 +28 +18 +23 +96 +81 +19 +5 +91 +24 +96 +55 +99 +95 +66 +63 +77 +1 +12 +69 +40 +81 +43 +2 +24 +93 +72 +80 +46 +16 +49 +43 +40 +50 +98 +98 +21 +33 +96 +34 +94 +13 +42 +32 +54 +84 +38 +62 +3 +55 +31 +19 +7 +53 +12 +22 +12 +22 +66 +46 +49 +85 +78 +9 +24 +66 +89 +83 +22 +1 +70 +91 +23 +20 +11 +1 +39 +34 +60 +41 +7 +98 +35 +32 +78 +45 +49 +84 +94 +73 +16 +63 +2 +78 +27 +77 +18 +9 +97 +84 +13 +66 +35 +38 +3 +90 +2 +83 +65 +94 +59 +19 +37 +9 +21 +60 +95 +50 +26 +60 +96 +81 +22 +13 +52 +94 +43 +42 +97 +37 +81 +68 +64 +40 +52 +3 +18 +12 +36 +72 +58 +85 +14 +7 +100 +29 +31 +2 +78 +47 +97 +66 +92 +38 +24 +25 +90 +49 +58 +27 +34 +80 +35 +68 +44 +89 +14 +11 +64 +16 +63 +10 +72 +74 +37 +65 +22 +92 +25 +16 +72 +68 +95 +24 +53 +71 +45 +94 +3 +34 +79 +56 +6 +53 +78 +1 +41 +81 +13 +23 +57 +92 +33 +99 +67 +82 +69 +14 +60 +69 +55 +41 +1 +29 +71 +99 +62 +31 +53 +98 +81 +4 +1 +91 +29 +53 +64 +51 +24 +63 +22 +54 +21 +100 +52 +24 +82 +10 +98 +91 +37 +59 +92 +41 +60 +10 +77 +46 +57 +44 +65 +16 +89 +33 +16 +1 +92 +95 +49 +27 +18 +76 +31 +93 +66 +70 +58 +33 +37 +67 +30 +34 +41 +45 +1 +36 +42 +1 +5 +22 +43 +76 +28 +63 +32 +51 +56 +6 +36 +79 +20 +98 +28 +62 +98 +70 +38 +81 +35 +60 +73 +35 +33 +89 +4 +42 +14 +43 +81 +61 +13 +71 +74 +89 +59 +58 +90 +64 +16 +32 +96 +54 +19 +37 +14 +6 +42 +58 +26 +36 +68 +79 +74 +78 +75 +94 +47 +18 +42 +86 +76 +46 +90 +50 +43 +46 +50 +1 +64 +26 +20 +36 +98 +55 +70 +41 +54 +59 +73 +19 +59 +49 +70 +79 +83 +57 +75 +24 +19 +96 +64 +36 +16 +68 +72 +28 +22 +2 +82 +45 +74 +97 +87 +72 +30 +80 +56 +16 +48 +58 +18 +4 +40 +17 +2 +69 +96 +71 +33 +62 +87 +46 +50 +31 +75 +69 +5 +76 +7 +73 +18 +31 +95 +85 +29 +96 +44 +90 +97 +63 +28 +19 +66 +66 +74 +42 +54 +24 +1 +76 +15 +16 +17 +12 +11 +60 +6 +85 +64 +74 +96 +13 +31 +78 +16 +75 +92 +90 +96 +84 +88 +68 +9 +91 +11 +49 +62 +15 +8 +7 +35 +35 +52 +80 +65 +59 +48 +44 +87 +30 +65 +95 +39 +42 +99 +65 +18 +1 +18 +75 +42 +18 +76 +13 +49 +53 +65 +54 +43 +69 +98 +47 +87 +16 +57 +64 +26 +20 +33 +57 +6 +51 +24 +71 +45 +89 +94 +100 +17 +77 +25 +28 +26 +49 +16 +8 +3 +50 +33 +41 +3 +19 +80 +55 +60 +87 +16 +10 +34 +35 +24 +76 +19 +52 +11 +75 +33 +23 +54 +34 +87 +13 +58 +77 +54 +59 +64 +79 +49 +17 +19 +93 +86 +71 +82 +86 +30 +66 +63 +88 +60 +97 +24 +2 +66 +64 +65 +6 +81 +23 +88 +68 +54 +11 +59 +66 +44 +15 +29 +3 +30 +40 +46 +57 +30 +3 +13 +47 +36 +1 +53 +47 +19 +53 +19 +8 +71 +25 +14 +59 +66 +98 +40 +29 +2 +26 +3 +98 +10 +86 +17 +66 +48 +99 +38 +6 +50 +68 +15 +60 +77 +69 +22 +45 +15 +47 +74 +37 +37 +5 +73 +76 +91 +91 +48 +7 +17 +27 +42 +57 +56 +42 +71 +48 +76 +30 +55 +58 +100 +12 +75 +40 +32 +98 +10 +46 +18 +73 +62 +62 +25 +13 +31 +30 +87 +96 +86 +79 +68 +60 +42 +84 +10 +14 +47 +44 +36 +29 +9 +89 +42 +43 +30 +75 +15 +93 +59 +80 +82 +33 +84 +58 +94 +32 +58 +18 +78 +53 +8 +15 +46 +98 +48 +100 +40 +69 +2 +8 +28 +5 +44 +27 +32 +28 +27 +20 +44 +86 +40 +82 +81 +79 +42 +74 +65 +93 +10 +93 +2 +3 +34 +48 +68 +85 +56 +28 +41 +72 +20 +78 +54 +44 +39 +67 +85 +17 +46 +69 +72 +18 +15 +61 +1 +97 +55 +91 +58 +69 +70 +64 +63 +76 +8 +35 +71 +60 +51 +91 +77 +29 +71 +100 +22 +6 +21 +85 +79 +11 +28 +92 +10 +91 +67 +94 +81 +25 +96 +39 +74 +7 +5 +21 +91 +60 +71 +83 +73 +42 +16 +40 +34 +53 +7 +91 +56 +30 +52 +45 +81 +32 +21 +64 +42 +38 +17 +25 +78 +59 +32 +20 +58 +76 +52 +30 +51 +71 +34 +45 +25 +47 +79 +99 +66 +33 +80 +31 +29 +71 +88 +26 +84 +97 +55 +100 +77 +16 +53 +98 +9 +65 +91 +86 +9 +26 +63 +25 +21 +30 +51 +43 +25 +17 +49 +36 +20 +17 +30 +48 +42 +99 +57 +85 +75 +14 +34 +8 +66 +54 +63 +47 +44 +76 +72 +18 +13 +70 +78 +16 +86 +18 +18 +68 +82 +21 +74 +52 +10 +49 +23 +48 +93 +18 +21 +61 +44 +72 +17 +70 +1 +99 +65 +93 +25 +87 +97 +90 +64 +73 +41 +43 +3 +47 +56 +37 +10 +1 +90 +79 +7 +29 +100 +30 +89 +28 +62 +34 +15 +33 +48 +90 +31 +86 +65 +58 +30 +67 +10 +64 +89 +11 +26 +63 +42 +24 +94 +47 +51 +28 +10 +42 +79 +51 +89 +86 +100 +48 +71 +87 +76 +41 +2 +62 +95 +23 +33 +59 +63 +27 +100 +17 +67 +74 +67 +97 +93 +39 +85 +44 +29 +98 +38 +100 +95 +36 +57 +5 +88 +51 +32 +37 +62 +82 +44 +10 +10 +6 +42 +47 +70 +68 +81 +21 +40 +30 +37 +9 +89 +22 +36 +88 +34 +80 +54 +11 +46 +18 +98 +49 +20 +44 +75 +17 +12 +5 +77 +86 +16 +16 +15 +47 +84 +95 +99 +4 +95 +25 +56 +34 +13 +85 +31 +57 +15 +77 +58 +21 +88 +2 +7 +32 +76 +97 +9 +18 +61 +99 +87 +62 +74 +36 +35 +14 +60 +1 +36 +73 +55 +93 +58 +58 +48 +54 +75 +99 +98 +1 +45 +10 +68 +79 +48 +66 +48 +86 +61 +85 +83 +83 +55 +70 +45 +23 +90 +98 +28 +12 +80 +56 +12 +80 +48 +37 +47 +98 +68 +30 +67 +85 +63 +7 +11 +14 +91 +59 +25 +86 +79 +99 +19 +89 +94 +28 +90 +10 +5 +34 +7 +9 +61 +72 +98 +86 +88 +18 +2 +56 +85 +48 +85 +83 +2 +99 +86 +64 +22 +7 +31 +13 +48 +19 +31 +92 +84 +76 +67 +83 +41 +36 +33 +60 +77 +10 +29 +43 +20 +54 +7 +6 +65 +26 +80 +17 +48 +49 +41 +78 +28 +99 +18 +10 +16 +77 +87 +40 +92 +6 +53 +89 +28 +66 +84 +11 +55 +94 +82 +49 +42 +33 +48 +31 +73 +89 +61 +28 +35 +91 +67 +89 +25 +74 +12 +3 +84 +45 +86 +18 +68 +1 +90 +97 +6 +86 +25 +12 +56 +28 +29 +34 +77 +80 +55 +97 +8 +73 +4 +29 +54 +84 +87 +27 +99 +33 +96 +86 +57 +53 +63 +41 +45 +100 +93 +6 +74 +85 +46 +28 +90 +62 +87 +57 +80 +35 +53 +14 +42 +79 +77 +72 +57 +11 +19 +90 +38 +49 +77 +63 +5 +44 +2 +52 +9 +96 +66 +6 +70 +91 +36 +48 +42 +23 +2 +89 +80 +75 +11 +22 +63 +48 +48 +73 +88 +66 +85 +21 +61 +89 +15 +100 +93 +10 +11 +69 +16 +69 +43 +10 +82 +74 +61 +47 +81 +75 +94 +15 +74 +89 +26 +30 +97 +23 +94 +43 +23 +74 +61 +85 +14 +57 +65 +48 +67 +87 +13 +47 +66 +63 +26 +65 +57 +40 +58 +16 +8 +7 +94 +24 +75 +59 +80 +71 +8 +29 +58 +65 +80 +9 +93 +21 +57 +37 +12 +59 +44 +29 +62 +12 +44 +66 +36 +25 +8 +32 +96 +80 +46 +16 +64 +8 +80 +85 +77 +44 +99 +38 +31 +68 +91 +43 +58 +84 +29 +1 +52 +72 +48 +29 +88 +48 +98 +51 +27 +99 +95 +43 +35 +99 +4 +51 +72 +62 +54 +49 +28 +29 +46 +80 +65 +56 +56 +2 +16 +12 +15 +37 +76 +94 +29 +36 +77 +7 +39 +43 +10 +66 +43 +69 +38 +26 +68 +8 +39 +54 +78 +97 +94 +71 +36 +44 +16 +19 +59 +38 +15 +73 +65 +95 +64 +43 +54 +64 +56 +96 +33 +38 +4 +54 +99 +41 +29 +37 +24 +77 +51 +12 +15 +98 +31 +52 +91 +74 +45 +50 +58 +66 +60 +57 +79 +78 +52 +100 +22 +57 +84 +32 +76 +6 +95 +99 +58 +35 +63 +12 +24 +97 +46 +27 +80 +69 +41 +5 +95 +64 +92 +84 +12 +91 +40 +15 +96 +53 +26 +41 +65 +100 +29 +63 +57 +99 +62 +95 +29 +60 +68 +14 +64 +7 +19 +32 +99 +19 +77 +20 +19 +97 +21 +68 +3 +62 +15 +10 +13 +31 +8 +7 +15 +86 +82 +24 +54 +9 +93 +40 +21 +59 +65 +6 +71 +39 +97 +66 +4 +72 +16 +96 +89 +97 +14 +17 +46 +72 +1 +56 +88 +83 +85 +70 +20 +88 +88 +16 +86 +97 +16 +69 +84 +62 +47 +13 +4 +64 +48 +42 +83 +69 +73 +53 +81 +1 +94 +45 +92 +25 +63 +13 +72 +24 +74 +54 +45 +90 +74 +9 +11 +22 +67 +79 +63 +99 +76 +72 +91 +28 +74 +40 +9 +94 +85 +100 +77 +12 +54 +56 +62 +5 +59 +58 +37 +64 +6 +11 +95 +10 +70 +46 +73 +2 +7 +53 +37 +90 +20 +66 +58 +32 +61 +69 +24 +7 +40 +95 +29 +19 +31 +81 +83 +16 +22 +34 +100 +56 +35 +84 +13 +92 +88 +48 +64 +62 +30 +87 +69 +77 +63 +71 +69 +85 +94 +34 +43 +76 +24 +66 +94 +45 +76 +92 +71 +21 +94 +90 +85 +88 +95 +71 +51 +60 +7 +2 +54 +83 +47 +90 +71 +100 +50 +65 +69 +92 +50 +26 +72 +90 +54 +78 +53 +46 +67 +50 +16 +78 +93 +86 +93 +83 +54 +59 +59 +7 +18 +70 +78 +95 +14 +51 +60 +60 +44 +46 +44 +39 +39 +7 +51 +18 +75 +6 +77 +84 +90 +9 +72 +93 +97 +42 +36 +61 +76 +34 +29 +96 +35 +98 +52 +6 +53 +88 +80 +42 +45 +83 +51 +40 +6 +35 +27 +28 +88 +57 +94 +25 +42 +23 +31 +37 +53 +72 +69 +41 +10 +37 +100 +13 +36 +13 +13 +13 +49 +16 +50 +51 +32 +46 +73 +53 +69 +26 +82 +10 +10 +99 +54 +45 +20 +24 +39 +44 +73 +80 +9 +81 +14 +81 +5 +52 +63 +63 +40 +68 +86 +13 +6 +89 +6 +62 +2 +36 +46 +36 +25 +36 +38 +40 +91 +30 +76 +77 +84 +71 +4 +22 +55 +69 +32 +72 +92 +68 +25 +60 +74 +80 +4 +24 +97 +40 +76 +11 +85 +20 +51 +94 +67 +17 +52 +95 +46 +74 +11 +59 +44 +70 +78 +44 +67 +95 +89 +72 +72 +72 +70 +57 +77 +40 +47 +45 +6 +15 +4 +100 +30 +65 +52 +92 +12 +95 +15 +49 +81 +6 +63 +92 +10 +95 +7 +46 +63 +66 +4 +67 +85 +41 +70 +87 +42 +39 +20 +21 +89 +92 +14 +2 +3 +6 +4 +76 +98 +29 +52 +32 +57 +70 +57 +47 +83 +34 +44 +51 +85 +20 +19 +3 +45 +60 +20 +28 +32 +12 +50 +54 +10 +63 +43 +28 +11 +8 +15 +34 +42 +43 +26 +13 +73 +66 +76 +62 +94 +91 +42 +38 +14 +28 +90 +5 +96 +9 +62 +68 +1 +69 +18 +15 +44 +32 +45 +74 +18 +73 +28 +93 +21 +56 +69 +55 +22 +65 +30 +30 +100 +55 +24 +66 +96 +3 +82 +7 +27 +42 +59 +80 +88 +48 +51 +17 +44 +2 +55 +81 +95 +85 +61 +13 +12 +14 +79 +91 +70 +23 +9 +57 +39 +29 +72 +98 +92 +46 +89 +53 +74 +37 +78 +18 +58 +9 +100 +61 +70 +82 +38 +94 +65 +13 +75 +93 +2 +51 +88 +31 +68 +59 +59 +50 +8 +20 +82 +100 +37 +62 +92 +25 +86 +38 +11 +40 +16 +76 +62 +24 +97 +46 +8 +57 +99 +31 +7 +95 +37 +18 +20 +45 +70 +67 +77 +9 +59 +31 +69 +99 +63 +51 +88 +84 +67 +5 +78 +61 +67 +47 +66 +40 +94 +90 +56 +11 +55 +8 +43 +37 +85 +37 +48 +95 +96 +90 +19 +1 +42 +87 +67 +54 +75 +21 +81 +58 +35 +33 +82 +18 +46 +69 +47 +62 +1 +39 +85 +29 +13 +10 +15 +32 +96 +15 +35 +71 +39 +100 +10 +43 +76 +55 +82 +2 +84 +53 +61 +48 +70 +41 +13 +53 +47 +29 +71 +68 +41 +29 +52 +50 +63 +90 +38 +77 +57 +17 +20 +85 +72 +86 +71 +52 +19 +65 +5 +93 +100 +80 +72 +20 +22 +17 +32 +6 +89 +93 +78 +29 +15 +32 +30 +49 +96 +15 +75 +88 +43 +34 +64 +59 +90 +45 +88 +87 +97 +100 +84 +6 +66 +7 +75 +93 +70 +13 +99 +69 +43 +11 +86 +61 +34 +96 +26 +42 +37 +49 +91 +91 +54 +52 +4 +61 +81 +12 +17 +9 +41 +85 +6 +46 +11 +13 +89 +58 +67 +10 +62 +42 +63 +39 +49 +13 +1 +76 +79 +24 +15 +65 +92 +56 +36 +71 +96 +70 +72 +32 +93 +21 +46 +87 +40 +25 +5 +10 +43 +70 +9 +42 +72 +10 +20 +9 +34 +65 +70 +96 +58 +6 +15 +50 +84 +28 +11 +1 +49 +47 +11 +1 +96 +46 +21 +95 +10 +50 +60 +3 +88 +42 +55 +77 +75 +42 +35 +7 +33 +25 +8 +52 +75 +10 +50 +9 +49 +20 +61 +84 +23 +71 +61 +60 +2 +12 +6 +25 +2 +52 +52 +53 +33 +67 +53 +91 +1 +11 +34 +27 +62 +51 +87 +97 +66 +83 +72 +54 +8 +80 +28 +60 +56 +64 +37 +37 +90 +88 +14 +47 +56 +27 +16 +22 +85 +17 +87 +71 +42 +76 +39 +88 +94 +37 +82 +92 +48 +59 +94 +88 +19 +24 +79 +63 +90 +82 +88 +58 +16 +39 +98 +46 +26 +29 +69 +44 +20 +61 +32 +32 +49 +75 +95 +31 +20 +45 +5 +7 +95 +24 +98 +16 +43 +42 +100 +65 +29 +47 +33 +78 +77 +85 +27 +40 +8 +66 +34 +70 +90 +59 +30 +18 +90 +61 +52 +12 +81 +87 +85 +43 +39 +96 +83 +31 +13 +89 +29 +63 +74 +40 +37 +77 +88 +45 +90 +81 +47 +83 +42 +20 +86 +9 +34 +29 +15 +45 +22 +67 +66 +38 +88 +31 +77 +45 +2 +96 +60 +26 +81 +34 +40 +47 +3 +49 +74 +39 +74 +70 +43 +37 +17 +23 +93 +99 +74 +88 +14 +34 +91 +87 +94 +85 +32 +34 +94 +21 +89 +55 +63 +87 +87 +13 +16 +9 +28 +82 +42 +23 +39 +84 +73 +51 +90 +23 +26 +44 +82 +71 +57 +13 +35 +92 +94 +31 +30 +50 +58 +85 +90 +30 +78 +22 +24 +68 +64 +23 +87 +95 +37 +70 +34 +77 +46 +37 +36 +91 +68 +10 +77 +13 +18 +23 +96 +41 +63 +41 +83 +3 +34 +38 +46 +46 +60 +82 +86 +78 +18 +79 +12 +36 +97 +70 +76 +5 +48 +89 +39 +88 +43 +20 +11 +48 +77 +34 +39 +78 +99 +33 +66 +66 +56 +60 +62 +42 +13 +28 +80 +61 +63 +39 +29 +39 +90 +83 +10 +7 +33 +2 +23 +60 +86 +15 +71 +57 +79 +29 +21 +73 +91 +95 +22 +28 +84 +50 +8 +96 +8 +66 +95 +29 +98 +15 +13 +28 +17 +86 +60 +69 +10 +22 +49 +43 +38 +10 +49 +55 +1 +55 +14 +54 +28 +59 +10 +78 +20 +30 +49 +32 +58 +95 +68 +84 +65 +86 +55 +83 +72 +69 +33 +46 +85 +5 +57 +81 +4 +55 +16 +37 +49 +62 +57 +49 +40 +67 +13 +19 +23 +58 +69 +57 +9 +41 +7 +79 +92 +100 +20 +60 +84 +85 +83 +8 +99 +72 +42 +25 +59 +52 +17 +59 +27 +90 +75 +1 +40 +47 +66 +31 +52 +61 +76 +60 +92 +64 +91 +41 +79 +15 +100 +43 +59 +64 +81 +30 +13 +55 +74 +93 +89 +93 +18 +3 +24 +22 +96 +55 +32 +21 +75 +75 +14 +36 +62 +48 +8 +88 +91 +83 +52 +45 +74 +33 +37 +66 +1 +38 +30 +48 +44 +23 +66 +2 +21 +84 +68 +43 +88 +85 +30 +56 +26 +54 +81 +86 +48 +62 +44 +65 +72 +98 +51 +99 +71 +58 +43 +12 +28 +74 +36 +17 +18 +27 +73 +91 +50 +55 +37 +42 +82 +25 +51 +29 +87 +81 +60 +90 +25 +13 +56 +60 +92 +83 +8 +56 +78 +40 +22 +43 +37 +41 +70 +87 +53 +43 +73 +58 +68 +50 +11 +41 +29 +17 +21 +70 +1 +59 +46 +53 +5 +53 +97 +22 +18 +98 +62 +99 +32 +8 +18 +70 +35 +98 +83 +31 +99 +81 +93 +84 +24 +27 +47 +9 +93 +29 +17 +40 +58 +24 +5 +64 +45 +6 +10 +78 +26 +93 +18 +26 +62 +54 +74 +58 +12 +33 +78 +53 +55 +34 +84 +92 +62 +84 +81 +29 +42 +81 +75 +14 +43 +80 +16 +3 +28 +26 +51 +1 +10 +66 +20 +17 +79 +22 +59 +40 +22 +16 +27 +87 +33 +36 +49 +63 +37 +31 +84 +5 +65 +87 +94 +68 +15 +47 +25 +92 +43 +6 +59 +17 +93 +70 +71 +59 +2 +35 +100 +14 +38 +13 +80 +26 +91 +87 +78 +70 +100 +49 +97 +49 +56 +99 +85 +4 +69 +65 +65 +63 +78 +14 +35 +96 +100 +69 +13 +76 +75 +69 +64 +70 +51 +75 +73 +99 +68 +33 +38 +25 +80 +13 +24 +60 +59 +59 +94 +97 +6 +65 +81 +77 +21 +89 +88 +75 +8 +27 +98 +38 +23 +58 +24 +9 +81 +89 +99 +89 +98 +86 +83 +45 +62 +26 +20 +36 +94 +78 +10 +40 +31 +96 +86 +22 +32 +95 +3 +17 +46 +74 +86 +1 +87 +4 +20 +49 +64 +15 +96 +54 +93 +2 +1 +69 +30 +27 +19 +15 +85 +19 +69 +60 +90 +50 +73 +18 +8 +58 +56 +89 +77 +59 +63 +74 +15 +72 +80 +13 +81 +91 +26 +81 +34 +67 +56 +99 +74 +91 +12 +59 +3 +85 +23 +41 +26 +99 +1 +5 +83 +19 +29 +86 +87 +26 +31 +52 +97 +36 +15 +93 +84 +15 +13 +12 +25 +17 +65 +33 +77 +73 +89 +7 +88 +70 +24 +4 +49 +34 +81 +66 +40 +73 +2 +6 +70 +31 +23 +81 +59 +64 +24 +83 +8 +46 +53 +87 +83 +66 +85 +16 +22 +93 +39 +35 +11 +99 +21 +93 +65 +8 +39 +17 +81 +28 +37 +59 +65 +78 +13 +72 +21 +75 +31 +35 +38 +68 +65 +92 +51 +66 +97 +30 +44 +12 +35 +36 +93 +38 +57 +7 +14 +97 +60 +26 +18 +29 +42 +33 +17 +89 +97 +76 +63 +36 +4 +76 +62 +26 +100 +60 +97 +65 +61 +9 +71 +100 +15 +81 +97 +80 +71 +9 +1 +23 +1 +26 +73 +6 +90 +29 +41 +94 +59 +65 +17 +65 +72 +9 +92 +27 +65 +41 +15 +92 +18 +12 +18 +53 +46 +86 +13 +41 +10 +73 +28 +86 +85 +37 +63 +21 +17 +97 +20 +73 +95 +82 +66 +50 +13 +45 +79 +88 +11 +1 +12 +53 +37 +91 +15 +15 +56 +87 +75 +89 +54 +72 +99 +83 +31 +22 +28 +31 +55 +14 +70 +72 +74 +24 +13 +61 +94 +53 +37 +73 +78 +12 +27 +26 +98 +58 +53 +11 +78 +39 +11 +76 +27 +77 +11 +94 +72 +88 +55 +74 +78 +5 +26 +21 +54 +85 +30 +13 +93 +33 +37 +88 +38 +35 +88 +91 +72 +99 +70 +84 +33 +34 +2 +45 +57 +92 +66 +45 +78 +36 +8 +43 +20 +26 +40 +1 +79 +98 +24 +27 +29 +47 +60 +72 +72 +1 +55 +56 +31 +94 +44 +44 +32 +7 +93 +71 +38 +71 +48 +76 +61 +20 +39 +62 +82 +12 +94 +14 +50 +53 +4 +96 +55 +40 +78 +81 +47 +2 +74 +42 +40 +6 +46 +48 +89 +28 +33 +8 +93 +32 +49 +77 +54 +2 +23 +65 +97 +99 +76 +61 +72 +72 +17 +100 +87 +41 +54 +66 +39 +84 +75 +51 +54 +90 +57 +24 +76 +60 +65 +84 +37 +59 +61 +71 +44 +6 +3 +46 +17 +67 +73 +8 +19 +33 +84 +13 +42 +98 +10 +56 +32 +36 +63 +7 +76 +92 +55 +60 +46 +4 +91 +41 +82 +3 +95 +15 +68 +77 +44 +37 +22 +13 +7 +9 +62 +56 +14 +57 +30 +97 +67 +3 +37 +54 +76 +49 +74 +29 +54 +100 +79 +23 +2 +100 +60 +56 +97 +20 +43 +50 +46 +7 +46 +99 +39 +9 +27 +87 +92 +86 +42 +4 +30 +13 +29 +2 +25 +87 +14 +76 +70 +15 +64 +2 +74 +66 +52 +66 +14 +27 +80 +85 +75 +22 +20 +66 +10 +37 +93 +45 +79 +31 +23 +1 +70 +69 +41 +46 +88 +87 +55 +23 +69 +1 +40 +34 +42 +72 +11 +60 +30 +38 +57 +87 +82 +82 +16 +2 +18 +4 +94 +86 +7 +70 +45 +45 +26 +29 +66 +73 +2 +94 +3 +2 +75 +11 +47 +39 +61 +15 +64 +71 +15 +33 +99 +8 +55 +81 +26 +100 +77 +70 +85 +46 +32 +21 +62 +79 +57 +51 +9 +100 +5 +67 +71 +32 +32 +30 +56 +90 +31 +53 +68 +28 +30 +41 +77 +49 +85 +11 +100 +46 +4 +100 +73 +28 +77 +59 +68 +39 +98 +33 +10 +37 +1 +4 +27 +90 +77 +52 +21 +57 +49 +1 +37 +81 +72 +30 +98 +27 +35 +89 +41 +63 +73 +20 +64 +53 +45 +46 +74 +35 +81 +47 +60 +94 +84 +7 +48 +33 +80 +30 +75 +50 +59 +24 +85 +29 +87 +65 +71 +62 +96 +40 +73 +18 +77 +97 +89 +20 +56 +85 +78 +3 +81 +97 +88 +60 +18 +71 +24 +8 +55 +60 +64 +94 +94 +63 +87 +35 +79 +9 +73 +38 +46 +61 +56 +12 +17 +14 +51 +98 +66 +8 +84 +15 +34 +11 +54 +5 +6 +86 +28 +98 +98 +31 +92 +18 +18 +99 +51 +38 +75 +8 +78 +99 +72 +9 +9 +97 +40 +35 +77 +46 +64 +63 +1 +43 +41 +22 +34 +57 +46 +53 +82 +78 +29 +45 +16 +92 +79 +3 +95 +27 +48 +94 +46 +61 +92 +97 +89 +41 +59 +46 +94 +37 +55 +40 +77 +46 +68 +10 +81 +83 +57 +40 +32 +25 +67 +99 +3 +84 +10 +51 +62 +52 +47 +33 +46 +67 +57 +54 +84 +41 +32 +21 +32 +6 +92 +7 +1 +4 +95 +91 +5 +94 +29 +14 +92 +7 +18 +88 +68 +36 +90 +55 +91 +48 +2 +71 +5 +90 +38 +7 +8 +1 +60 +37 +10 +30 +96 +18 +47 +17 +73 +61 +33 +96 +50 +7 +63 +39 +8 +73 +70 +6 +18 +59 +76 +93 +81 +96 +67 +82 +87 +30 +26 +15 +88 +34 +81 +81 +56 +9 +71 +19 +6 +47 +40 +65 +78 +97 +28 +74 +47 +58 +81 +72 +68 +30 +4 +89 +42 +5 +2 +59 +82 +91 +81 +74 +95 +53 +71 +28 +2 +23 +64 +15 +58 +98 +45 +51 +24 +72 +17 +5 +84 +37 +84 +9 +20 +8 +89 +38 +95 +13 +7 +44 +72 +81 +27 +99 +77 +55 +96 +20 +40 +16 +98 +83 +85 +90 +15 +26 +61 +91 +57 +88 +17 +9 +64 +76 +33 +55 +25 +73 +15 +65 +92 +4 +77 +18 +46 +62 +24 +66 +28 +28 +55 +15 +10 +13 +92 +22 +22 +28 +53 +10 +27 +28 +33 +86 +36 +19 +28 +84 +98 +63 +74 +99 +69 +82 +83 +68 +21 +66 +45 +62 +23 +34 +93 +3 +35 +36 +30 +63 +10 +59 +56 +10 +8 +47 +46 +17 +47 +50 +22 +84 +62 +48 +49 +82 +61 +97 +76 +77 +25 +21 +67 +42 +44 +25 +84 +62 +54 +97 +58 +52 +81 +31 +94 +61 +28 +9 +37 +28 +75 +37 +76 +46 +17 +26 +98 +94 +25 +58 +16 +60 +21 +42 +41 +69 +20 +4 +65 +91 +29 +68 +67 +97 +70 +71 +45 +17 +47 +81 +81 +19 +94 +3 +85 +78 +32 +32 +2 +65 +7 +72 +88 +15 +95 +2 +62 +6 +28 +56 +93 +2 +38 +75 +21 +38 +79 +87 +33 +55 +65 +83 +17 +5 +4 +30 +99 +10 +26 +97 +39 +98 +43 +22 +5 +19 +28 +52 +10 +85 +17 +64 +26 +45 +19 +30 +32 +57 +89 +70 +52 +24 +22 +70 +82 +61 +14 +77 +29 +81 +24 +2 +66 +22 +82 +81 +83 +50 +16 +53 +61 +5 +71 +8 +43 +59 +39 +70 +79 +10 +34 +6 +99 +13 +87 +78 +20 +79 +11 +45 +88 +40 +37 +62 +63 +30 +98 +74 +58 +10 +7 +85 +38 +90 +31 +83 +87 +66 +59 +35 +57 +58 +7 +89 +38 +41 +45 +74 +46 +85 +45 +52 +66 +97 +55 +96 +72 +52 +53 +15 +44 +44 +68 +32 +36 +86 +96 +75 +22 +75 +79 +98 +91 +13 +87 +23 +45 +7 +86 +57 +56 +45 +19 +27 +84 +50 +98 +71 +75 +5 +14 +41 +60 +72 +6 +73 +12 +76 +25 +77 +64 +14 +15 +73 +99 +41 +35 +100 +10 +50 +100 +13 +1 +53 +29 +36 +23 +47 +50 +10 +18 +8 +58 +7 +38 +36 +9 +44 +96 +76 +26 +16 +41 +9 +19 +38 +82 +7 +8 +59 +9 +37 +74 +45 +21 +98 +53 +3 +76 +87 +17 +79 +56 +54 +44 +31 +25 +29 +27 +40 +4 +40 +19 +50 +13 +92 +40 +8 +47 +20 +22 +30 +1 +45 +61 +50 +12 +45 +50 +59 +51 +47 +42 +95 +24 +57 +100 +57 +49 +49 +62 +80 +12 +70 +69 +33 +96 +14 +64 +12 +66 +39 +26 +67 +15 +53 +46 +10 +40 +37 +53 +39 +31 +68 +37 +12 +58 +1 +15 +6 +84 +29 +20 +83 +93 +41 +20 +51 +24 +77 +60 +90 +74 +29 +65 +84 +16 +59 +1 +21 +29 +58 +14 +82 +66 +45 +24 +29 +69 +99 +28 +95 +54 +26 +41 +44 +38 +16 +4 +34 +18 +4 +90 +82 +29 +60 +20 +84 +35 +87 +79 +55 +37 +14 +5 +33 +7 +13 +29 +26 +52 +46 +76 +51 +100 +6 +45 +73 +53 +33 +53 +39 +51 +84 +98 +15 +22 +30 +66 +89 +8 +26 +75 +94 +93 +10 +100 +34 +59 +93 +5 +5 +20 +87 +61 +32 +39 +6 +78 +28 +94 +82 +3 +99 +59 +64 +72 +58 +94 +9 +60 +9 +35 +69 +78 +55 +82 +65 +40 +97 +61 +1 +50 +43 +42 +14 +34 +18 +56 +82 +53 +11 +29 +38 +58 +79 +85 +76 +91 +25 +10 +50 +33 +81 +72 +64 +10 +79 +99 +23 +47 +57 +93 +62 +23 +98 +60 +8 +66 +90 +67 +37 +65 +81 +43 +31 +13 +88 +20 +28 +75 +27 +73 +16 +14 +81 +20 +97 +44 +67 +100 +75 +35 +11 +97 +95 +52 +46 +96 +8 +97 +17 +85 +83 +91 +25 +82 +66 +25 +95 +91 +74 +68 +71 +88 +24 +33 +19 +20 +45 +50 +26 +26 +100 +76 +23 +46 +10 +80 +81 +74 +57 +79 +24 +89 +66 +43 +16 +50 +32 +81 +81 +20 +75 +62 +31 +12 +58 +39 +90 +41 +89 +99 +99 +31 +54 +89 +75 +54 +97 +53 +66 +69 +93 +79 +62 +96 +53 +72 +83 +86 +39 +87 +33 +39 +10 +62 +60 +17 +49 +76 +89 +64 +76 +40 +12 +52 +11 +14 +56 +12 +24 +46 +30 +64 +100 +50 +98 +53 +47 +51 +45 +98 +84 +98 +86 +1 +29 +49 +55 +88 +88 +76 +20 +3 +39 +47 +58 +82 +75 +82 +74 +46 +63 +99 +93 +17 +19 +8 +96 +7 +93 +23 +90 +39 +8 +4 +99 +78 +78 +46 +6 +55 +31 +72 +27 +47 +84 +93 +58 +81 +79 +99 +72 +53 +49 +1 +15 +65 +83 +17 +75 +28 +36 +91 +90 +34 +23 +61 +68 +7 +69 +24 +5 +60 +49 +49 +58 +61 +18 +53 +67 +83 +14 +78 +94 +97 +29 +16 +91 +83 +42 +44 +56 +51 +39 +9 +51 +95 +83 +59 +52 +56 +71 +7 +75 +62 +19 +89 +35 +95 +94 +85 +81 +80 +21 +7 +1 +36 +68 +13 +53 +57 +61 +10 +14 +67 +34 +62 +1 +1 +49 +47 +56 +26 +69 +92 +92 +41 +75 +76 +50 +40 +37 +68 +55 +75 +52 +74 +46 +54 +25 +22 +84 +75 +13 +94 +46 +91 +27 +62 +10 +70 +26 +56 +56 +92 +28 +3 +81 +17 +87 +46 +62 +37 +57 +26 +97 +71 +69 +92 +92 +68 +96 +15 +50 +80 +20 +79 +45 +92 +71 +21 +81 +1 +28 +63 +45 +61 +58 +59 +28 +82 +54 +59 +55 +76 +53 +68 +59 +29 +83 +48 +29 +86 +79 +67 +81 +46 +13 +61 +39 +46 +36 +4 +8 +61 +51 +73 +12 +66 +60 +13 +50 +1 +94 +44 +41 +59 +16 +59 +21 +5 +47 +87 +21 +38 +87 +20 +38 +9 +43 +56 +52 +70 +100 +14 +44 +50 +18 +17 +45 +28 +77 +84 +95 +79 +17 +75 +86 +5 +57 +42 +85 +91 +13 +37 +61 +66 +52 +11 +66 +11 +93 +26 +89 +70 +84 +37 +5 +21 +81 +67 +78 +62 +64 +45 +58 +45 +74 +59 +11 +20 +96 +43 +3 +9 +44 +41 +75 +27 +14 +2 +55 +20 +32 +14 +67 +45 +98 +40 +22 +64 +6 +8 +65 +75 +66 +90 +29 +4 +45 +29 +68 +2 +87 +52 +83 +70 +53 +43 +78 +9 +88 +39 +5 +58 +45 +32 +79 +28 +92 +72 +28 +96 +59 +82 +77 +52 +74 +56 +60 +41 +63 +39 +72 +40 +22 +84 +60 +94 +9 +77 +50 +90 +5 +32 +12 +29 +99 +67 +85 +49 +39 +15 +36 +79 +89 +46 +100 +58 +38 +3 +19 +46 +71 +15 +33 +66 +25 +9 +60 +1 +17 +89 +71 +90 +28 +40 +80 +28 +22 +46 +27 +93 +47 +22 +64 +97 +81 +27 +8 +91 +8 +16 +56 +60 +84 +26 +68 +94 +65 +69 +94 +41 +10 +94 +89 +44 +39 +67 +87 +88 +67 +44 +9 +31 +73 +92 +8 +26 +1 +86 +5 +80 +36 +74 +39 +70 +72 +55 +41 +41 +33 +39 +22 +38 +5 +81 +30 +15 +43 +3 +72 +46 +81 +12 +78 +13 +56 +55 +26 +22 +92 +39 +38 +99 +41 +22 +26 +11 +65 +26 +36 +85 +88 +26 +12 +78 +68 +98 +53 +53 +26 +17 +91 +15 +23 +92 +22 +69 +93 +13 +41 +2 +62 +87 +56 +32 +6 +4 +47 +24 +5 +15 +22 +21 +6 +99 +73 +42 +3 +14 +72 +13 +25 +63 +77 +78 +58 +54 +5 +63 +27 +37 +80 +77 +95 +39 +97 +89 +56 +66 +13 +99 +9 +88 +57 +77 +40 +43 +79 +4 +76 +12 +40 +54 +7 +29 +39 +81 +18 +63 +54 +86 +58 +12 +62 +5 +38 +40 +8 +100 +36 +76 +1 +78 +92 +5 +62 +78 +88 +29 +95 +84 +47 +36 +61 +85 +24 +58 +24 +26 +27 +73 +83 +98 +26 +43 +28 +94 +89 +16 +9 +93 +33 +49 +82 +10 +92 +65 +46 +21 +81 +16 +16 +95 +56 +75 +3 +62 +4 +44 +29 +1 +82 +77 +47 +33 +85 +56 +9 +16 +19 +9 +75 +85 +70 +17 +92 +93 +71 +43 +48 +50 +33 +86 +21 +70 +63 +46 +16 +7 +18 +79 +13 +10 +69 +14 +57 +55 +96 +73 +57 +57 +66 +13 +17 +84 +58 +32 +41 +49 +89 +3 +40 +26 +86 +33 +18 +48 +91 +6 +5 +33 +4 +24 +100 +96 +58 +61 +66 +68 +58 +11 +77 +19 +92 +21 +43 +76 +26 +34 +34 +18 +63 +69 +90 +37 +58 +49 +11 +54 +17 +11 +47 +68 +46 +45 +10 +85 +24 +35 +37 +55 +41 +64 +80 +79 +39 +80 +30 +95 +77 +50 +50 +82 +84 +91 +94 +36 +81 +92 +86 +50 +67 +95 +14 +13 +16 +59 +23 +64 +100 +5 +64 +9 +71 +13 +20 +97 +66 +49 +56 +54 +95 +11 +95 +42 +80 +74 +91 +24 +57 +1 +63 +19 +31 +41 +91 +96 +79 +80 +83 +55 +63 +89 +7 +71 +44 +2 +72 +69 +1 +51 +85 +12 +82 +5 +14 +91 +7 +34 +75 +63 +70 +81 +97 +57 +37 +28 +25 +28 +58 +16 +65 +6 +79 +22 +45 +75 +80 +20 +19 +34 +78 +73 +72 +56 +45 +10 +52 +85 +66 +45 +84 +92 +39 +87 +38 +44 +71 +64 +18 +68 +29 +19 +44 +46 +44 +4 +89 +85 +43 +63 +8 +47 +68 +26 +57 +48 +10 +16 +92 +4 +65 +23 +28 +53 +44 +51 +57 +88 +71 +20 +34 +29 +86 +43 +80 +81 +96 +26 +45 +33 +6 +72 +24 +23 +28 +23 +6 +26 +77 +94 +79 +27 +33 +24 +4 +5 +16 +46 +59 +73 +47 +57 +33 +16 +69 +97 +59 +65 +32 +7 +94 +68 +65 +42 +43 +80 +48 +81 +37 +73 +73 +97 +47 +89 +2 +65 +88 +15 +48 +36 +75 +29 +6 +9 +97 +39 +79 +19 +90 +26 +43 +44 +93 +95 +88 +83 +73 +49 +3 +27 +41 +44 +27 +65 +77 +34 +44 +72 +42 +43 +31 +95 +92 +41 +75 +60 +6 +7 +93 +55 +92 +35 +18 +15 +61 +69 +29 +81 +99 +97 +42 +55 +1 +51 +76 +95 +66 +14 +79 +88 +47 +77 +73 +69 +97 +68 +86 +53 +99 +71 +62 +70 +61 +36 +78 +9 +82 +29 +70 +54 +91 +57 +80 +24 +97 +52 +6 +67 +48 +39 +45 +20 +77 +53 +64 +62 +64 +75 +51 +71 +49 +33 +87 +43 +71 +2 +78 +42 +99 +54 +76 +18 +20 +64 +7 +43 +74 +65 +25 +24 +81 +93 +7 +54 +71 +38 +17 +10 +69 +88 +31 +87 +30 +100 +67 +92 +82 +63 +96 +73 +27 +44 +35 +90 +86 +92 +82 +40 +43 +69 +6 +95 +74 +14 +61 +22 +21 +14 +56 +50 +28 +31 +81 +65 +2 +10 +45 +66 +71 +50 +12 +95 +47 +29 +54 +13 +40 +46 +37 +62 +3 +82 +27 +75 +90 +26 +97 +36 +80 +11 +22 +23 +56 +16 +75 +93 +54 +13 +13 +20 +8 +62 +20 +65 +67 +41 +81 +57 +95 +91 +25 +85 +72 +37 +35 +71 +22 +18 +26 +93 +60 +96 +80 +84 +4 +8 +85 +18 +91 +41 +53 +31 +81 +50 +75 +92 +84 +40 +24 +48 +83 +77 +18 +86 +25 +38 +16 +47 +72 +51 +93 +18 +6 +95 +88 +52 +81 +47 +60 +69 +30 +99 +8 +22 +8 +52 +3 +25 +64 +19 +12 +17 +10 +38 +99 +52 +41 +74 +4 +74 +17 +20 +39 +92 +95 +73 +51 +85 +25 +25 +44 +97 +85 +50 +87 +79 +39 +62 +5 +61 +19 +92 +17 +48 +77 +82 +37 +38 +95 +44 +91 +13 +14 +65 +15 +28 +85 +76 +20 +80 +1 +64 +82 +37 +72 +94 +52 +34 +97 +14 +51 +36 +39 +81 +16 +8 +61 +49 +83 +88 +85 +48 +45 +51 +16 +67 +76 +5 +15 +23 +28 +33 +12 +64 +98 +40 +6 +96 +31 +67 +51 +93 +74 +4 +91 +15 +54 +21 +79 +98 +31 +15 +36 +7 +81 +95 +42 +54 +37 +13 +13 +21 +28 +61 +30 +58 +69 +48 +63 +49 +16 +83 +43 +25 +81 +77 +68 +28 +22 +27 +83 +36 +52 +53 +54 +65 +57 +88 +70 +41 +91 +94 +82 +64 +62 +5 +36 +26 +31 +7 +40 +99 +90 +40 +3 +9 +88 +33 +17 +84 +10 +86 +10 +88 +68 +72 +40 +72 +65 +89 +2 +23 +10 +92 +80 +88 +46 +64 +62 +86 +22 +83 +59 +79 +47 +59 +89 +44 +13 +71 +62 +27 +23 +16 +59 +8 +89 +28 +62 +70 +2 +46 +29 +10 +30 +30 +79 +43 +90 +63 +15 +92 +71 +21 +80 +87 +77 +2 +8 +7 +21 +83 +62 +81 +31 +56 +36 +5 +82 +72 +2 +38 +54 +79 +53 +40 +44 +37 +100 +75 +68 +96 +44 +25 +18 +79 +40 +91 +82 +19 +9 +65 +76 +12 +42 +47 +80 +33 +57 +71 +78 +59 +64 +6 +89 +20 +14 +8 +25 +65 +60 +38 +47 +51 +74 +75 +83 +69 +1 +51 +50 +46 +41 +15 +95 +20 +61 +12 +94 +34 +47 +98 +60 +14 +56 +99 +80 +11 +89 +66 +88 +30 +26 +95 +33 +25 +88 +2 +32 +56 +34 +43 +31 +15 +20 +63 +89 +2 +96 +100 +89 +47 +8 +8 +38 +5 +97 +42 +35 +1 +37 +77 +80 +55 +97 +39 +74 +53 +71 +69 +91 +37 +93 +29 +30 +49 +97 +78 +56 +90 +42 +80 +10 +9 +14 +50 +39 +12 +96 +23 +1 +30 +3 +43 +19 +90 +2 +45 +29 +91 +84 +44 +95 +94 +18 +68 +11 +76 +93 +2 +37 +98 +38 +83 +80 +43 +40 +86 +100 +8 +14 +99 +47 +11 +36 +47 +95 +99 +9 +44 +40 +100 +53 +62 +44 +25 +53 +60 +20 +3 +62 +40 +52 +2 +73 +84 +55 +100 +76 +3 +20 +77 +56 +73 +32 +4 +2 +78 +91 +42 +21 +49 +74 +36 +82 +76 +2 +76 +24 +83 +47 +37 +8 +1 +44 +74 +3 +81 +19 +74 +8 +90 +35 +68 +93 +72 +95 +3 +14 +92 +10 +85 +69 +22 +79 +89 +12 +43 +91 +90 +62 +87 +2 +53 +90 +19 +86 +83 +99 +93 +43 +46 +30 +15 +28 +92 +5 +49 +45 +20 +33 +21 +17 +25 +53 +18 +10 +43 +37 +86 +97 +62 +66 +90 +59 +90 +25 +14 +79 +63 +12 +95 +60 +47 +33 +24 +57 +3 +57 +3 +90 +15 +20 +15 +8 +99 +3 +77 +61 +61 +65 +48 +48 +91 +35 +28 +24 +60 +18 +88 +38 +86 +85 +21 +64 +98 +44 +58 +38 +7 +2 +40 +89 +90 +41 +40 +55 +98 +56 +81 +54 +54 +94 +20 +60 +93 +52 +67 +60 +12 +6 +60 +100 +54 +92 +36 +5 +66 +93 +61 +55 +46 +75 +81 +83 +90 +77 +44 +77 +98 +96 +91 +15 +37 +73 +16 +60 +28 +55 +4 +50 +41 +53 +79 +13 +68 +30 +17 +28 +54 +65 +24 +96 +65 +70 +44 +58 +72 +57 +51 +13 +93 +60 +10 +69 +52 +38 +67 +82 +33 +2 +30 +84 +45 +67 +35 +47 +77 +68 +31 +96 +71 +100 +15 +55 +11 +51 +94 +63 +13 +11 +35 +23 +8 +95 +74 +37 +78 +67 +24 +51 +58 +6 +34 +95 +52 +74 +9 +2 +87 +88 +1 +66 +33 +12 +93 +32 +85 +9 +31 +88 +60 +42 +42 +98 +93 +3 +94 +47 +75 +100 +6 +38 +95 +46 +67 +98 +47 +5 +92 +49 +18 +49 +19 +94 +22 +9 +5 +80 +8 +77 +8 +59 +73 +76 +74 +71 +69 +31 +93 +53 +70 +43 +34 +8 +68 +56 +29 +26 +16 +81 +55 +55 +4 +96 +38 +76 +92 +35 +92 +9 +24 +20 +27 +31 +76 +32 +41 +27 +23 +98 +66 +6 +33 +69 +8 +18 +13 +5 +50 +55 +63 +34 +82 +26 +22 +41 +37 +40 +31 +45 +15 +84 +85 +15 +65 +51 +51 +79 +90 +15 +49 +6 +55 +44 +39 +78 +50 +91 +73 +78 +7 +50 +97 +67 +100 +5 +12 +10 +58 +1 +23 +26 +57 +88 +87 +94 +51 +91 +96 +56 +46 +63 +49 +59 +53 +42 +99 +96 +41 +53 +80 +36 +1 +87 +31 +11 +12 +84 +6 +75 +98 +70 +60 +31 +81 +49 +14 +17 +66 +21 +80 +14 +64 +99 +54 +63 +13 +27 +79 +88 +86 +38 +10 +74 +75 +39 +100 +97 +19 +91 +16 +40 +76 +21 +66 +60 +71 +25 +29 +65 +7 +79 +43 +17 +91 +14 +81 +16 +93 +6 +9 +18 +77 +19 +29 +83 +38 +41 +32 +29 +18 +2 +80 +32 +89 +80 +85 +8 +89 +51 +2 +93 +6 +100 +45 +42 +53 +65 +70 +49 +77 +71 +21 +100 +48 +9 +46 +84 +2 +74 +58 +72 +65 +53 +46 +69 +6 +66 +11 +25 +48 +97 +25 +88 +64 +42 +43 +34 +28 +69 +39 +76 +30 +61 +42 +57 +29 +95 +73 +95 +3 +86 +10 +99 +15 +8 +18 +90 +30 +20 +3 +56 +15 +2 +49 +28 +55 +82 +4 +11 +36 +65 +41 +71 +90 +57 +77 +91 +100 +42 +33 +60 +22 +76 +83 +50 +83 +48 +12 +43 +86 +4 +11 +17 +87 +49 +100 +86 +38 +93 +43 +62 +61 +17 +12 +74 +96 +7 +62 +93 +96 +29 +52 +52 +87 +34 +14 +11 +83 +5 +88 +62 +63 +21 +18 +31 +40 +10 +72 +64 +21 +14 +4 +88 +76 +25 +11 +72 +62 +7 +1 +62 +93 +99 +57 +62 +45 +72 +100 +93 +76 +53 +29 +57 +30 +18 +45 +27 +34 +91 +65 +48 +4 +30 +68 +97 +76 +72 +38 +90 +4 +32 +69 +30 +21 +22 +25 +98 +50 +22 +25 +74 +17 +54 +69 +68 +62 +3 +73 +89 +2 +8 +61 +99 +69 +2 +67 +5 +82 +43 +17 +50 +64 +80 +99 +66 +100 +31 +27 +77 +64 +12 +64 +89 +79 +10 +92 +37 +17 +76 +10 +85 +87 +52 +6 +70 +46 +49 +76 +77 +75 +65 +97 +67 +11 +69 +82 +42 +82 +17 +65 +29 +42 +66 +18 +12 +99 +17 +41 +4 +100 +52 +97 +35 +43 +33 +82 +44 +47 +78 +61 +85 +45 +94 +17 +12 +37 +47 +57 +56 +30 +22 +82 +4 +2 +1 +13 +4 +30 +26 +52 +17 +5 +82 +66 +38 +50 +81 +48 +97 +5 +18 +54 +83 +12 +83 +63 +45 +24 +53 +65 +40 +97 +88 +54 +39 +20 +99 +14 +13 +61 +84 +23 +56 +90 +73 +96 +56 +31 +77 +5 +21 +21 +84 +49 +15 +75 +28 +16 +64 +73 +75 +7 +97 +31 +9 +28 +39 +77 +65 +54 +41 +41 +84 +78 +72 +77 +57 +35 +11 +9 +52 +67 +85 +6 +22 +15 +61 +86 +18 +86 +80 +76 +12 +88 +59 +31 +3 +26 +52 +26 +16 +92 +59 +90 +4 +7 +43 +37 +43 +25 +98 +83 +89 +9 +21 +45 +72 +69 +42 +28 +45 +64 +89 +96 +22 +44 +52 +99 +26 +17 +20 +11 +42 +66 +19 +35 +75 +4 +20 +81 +38 +19 +69 +55 +7 +39 +5 +78 +89 +21 +80 +41 +76 +52 +74 +29 +79 +70 +45 +60 +99 +63 +100 +95 +3 +72 +1 +78 +86 +42 +20 +34 +6 +46 +20 +79 +31 +12 +4 +76 +89 +38 +29 +32 +66 +13 +35 +85 +87 +10 +8 +10 +75 +60 +29 +49 +32 +47 +25 +58 +17 +9 +25 +49 +22 +43 +42 +77 +32 +19 +60 +84 +56 +89 +40 +71 +72 +20 +66 +19 +52 +40 +13 +32 +49 +19 +50 +47 +3 +98 +85 +19 +47 +4 +17 +76 +8 +67 +95 +65 +40 +42 +19 +19 +25 +18 +3 +87 +75 +49 +76 +75 +31 +27 +52 +66 +96 +52 +32 +66 +66 +11 +99 +96 +67 +37 +22 +7 +41 +78 +91 +95 +47 +34 +70 +89 +88 +35 +36 +30 +65 +27 +11 +75 +2 +79 +56 +9 +19 +26 +50 +35 +64 +43 +13 +54 +70 +45 +86 +62 +18 +17 +78 +13 +98 +26 +30 +42 +47 +25 +26 +57 +91 +51 +57 +75 +30 +47 +48 +38 +24 +92 +49 +35 +94 +72 +54 +89 +6 +60 +9 +43 +85 +64 +55 +55 +87 +42 +67 +95 +45 +7 +82 +71 +99 +65 +70 +90 +24 +29 +38 +96 +16 +22 +87 +4 +54 +26 +50 +45 +81 +56 +43 +29 +66 +69 +59 +80 +33 +44 +87 +75 +67 +42 +25 +17 +64 +12 +58 +56 +61 +62 +2 +39 +17 +69 +22 +60 +23 +52 +43 +93 +4 +1 +83 +34 +81 +69 +27 +28 +3 +51 +66 +92 +61 +82 +5 +35 +85 +92 +96 +27 +64 +58 +23 +60 +11 +3 +49 +12 +17 +48 +52 +48 +10 +28 +92 +6 +41 +26 +38 +88 +56 +27 +23 +57 +88 +63 +86 +74 +7 +84 +8 +92 +32 +83 +15 +69 +33 +41 +89 +87 +31 +87 +93 +28 +53 +26 +62 +35 +90 +24 +65 +35 +73 +85 +7 +4 +74 +83 +82 +14 +46 +31 +56 +84 +27 +36 +58 +95 +8 +3 +63 +2 +65 +13 +57 +31 +25 +30 +83 +97 +50 +65 +76 +4 +76 +58 +55 +40 +81 +98 +53 +8 +81 +26 +2 +78 +97 +74 +90 +77 +73 +55 +55 +9 +62 +100 +13 +98 +75 +67 +6 +23 +70 +26 +41 +3 +80 +81 +94 +58 +34 +69 +71 +49 +43 +92 +84 +90 +71 +42 +99 +89 +45 +20 +54 +53 +86 +33 +88 +65 +24 +57 +66 +30 +11 +35 +14 +46 +44 +1 +67 +44 +47 +51 +50 +43 +73 +67 +38 +69 +48 +20 +99 +21 +6 +46 +65 +33 +82 +66 +86 +97 +3 +49 +89 +48 +38 +22 +43 +81 +66 +37 +45 +39 +60 +64 +78 +20 +52 +69 +1 +98 +65 +3 +47 +17 +79 +50 +26 +55 +84 +15 +66 +13 +40 +85 +63 +30 +28 +60 +70 +71 +26 +35 +43 +82 +77 +100 +5 +30 +8 +70 +44 +60 +69 +16 +65 +15 +10 +48 +16 +39 +97 +43 +12 +35 +41 +23 +46 +43 +62 +1 +69 +1 +16 +6 +3 +12 +2 +19 +90 +11 +65 +87 +64 +39 +75 +74 +52 +61 +22 +37 +27 +18 +28 +40 +29 +65 +9 +77 +71 +50 +30 +67 +100 +41 +11 +75 +67 +1 +79 +95 +67 +25 +42 +59 +56 +52 +5 +89 +45 +33 +2 +7 +100 +57 +64 +83 +58 +63 +31 +82 +50 +43 +29 +26 +79 +58 +41 +11 +39 +23 +57 +75 +84 +35 +36 +32 +55 +70 +35 +50 +24 +5 +40 +3 +79 +15 +47 +35 +17 +92 +21 +61 +91 +81 +84 +63 +59 +65 +11 +78 +18 +18 +31 +12 +7 +80 +2 +28 +32 +34 +69 +35 +43 +72 +35 +45 +17 +15 +69 +54 +83 +20 +54 +16 +69 +59 +31 +68 +36 +32 +65 +50 +6 +11 +90 +92 +38 +68 +44 +86 +72 +60 +83 +76 +11 +75 +78 +23 +71 +42 +76 +77 +51 +23 +74 +63 +62 +57 +69 +3 +32 +83 +70 +16 +93 +33 +100 +88 +37 +67 +5 +14 +13 +3 +16 +85 +78 +21 +47 +90 +80 +8 +22 +9 +42 +72 +21 +11 +33 +97 +86 +7 +94 +59 +21 +74 +94 +18 +33 +43 +92 +52 +46 +84 +49 +14 +96 +33 +88 +31 +3 +75 +60 +82 +4 +69 +35 +46 +58 +41 +50 +78 +51 +50 +66 +75 +87 +16 +1 +5 +82 +43 +14 +59 +66 +5 +69 +2 +60 +4 +32 +7 +81 +34 +23 +21 +32 +45 +64 +7 +67 +55 +59 +78 +28 +63 +16 +61 +22 +29 +26 +61 +66 +75 +15 +67 +15 +94 +3 +71 +20 +72 +56 +73 +67 +6 +73 +55 +65 +31 +60 +14 +66 +43 +81 +39 +68 +34 +43 +81 +31 +33 +29 +40 +43 +3 +57 +64 +42 +50 +14 +75 +58 +14 +54 +3 +78 +2 +18 +75 +10 +81 +59 +38 +91 +60 +5 +32 +12 +44 +13 +76 +63 +52 +32 +12 +91 +47 +34 +15 +91 +73 +62 +77 +20 +4 +67 +73 +22 +10 +86 +52 +22 +49 +23 +97 +47 +25 +18 +13 +26 +99 +60 +95 +17 +88 +90 +52 +12 +12 +12 +96 +4 +34 +88 +36 +14 +31 +17 +64 +7 +21 +42 +58 +67 +100 +9 +13 +60 +45 +56 +54 +94 +58 +50 +5 +73 +12 +54 +24 +53 +49 +13 +4 +51 +87 +2 +6 +51 +27 +50 +13 +10 +34 +47 +19 +47 +30 +71 +74 +9 +55 +62 +24 +35 +56 +94 +71 +33 +19 +76 +16 +92 +16 +42 +15 +42 +89 +42 +59 +78 +65 +6 +20 +60 +93 +6 +89 +13 +72 +1 +35 +100 +99 +64 +35 +86 +7 +48 +54 +28 +92 +3 +91 +38 +6 +2 +51 +74 +13 +9 +39 +10 +79 +42 +98 +68 +69 +40 +98 +66 +79 +24 +79 +53 +66 +16 +95 +20 +29 +37 +33 +46 +35 +27 +70 +77 +92 +26 +61 +49 +77 +11 +80 +27 +22 +21 +70 +56 +97 +76 +37 +42 +38 +100 +39 +20 +81 +50 +55 +33 +54 +85 +92 +69 +21 +47 +42 +57 +5 +75 +30 +2 +52 +3 +62 +11 +55 +77 +46 +87 +49 +73 +35 +3 +72 +66 +50 +69 +62 +80 +77 +20 +90 +74 +81 +56 +62 +46 +45 +50 +80 +9 +95 +98 +73 +29 +59 +25 +98 +7 +16 +36 +28 +67 +91 +70 +11 +93 +23 +63 +5 +50 +24 +29 +73 +94 +54 +33 +89 +11 +61 +51 +69 +63 +5 +5 +26 +89 +76 +97 +7 +93 +5 +20 +80 +90 +18 +2 +39 +83 +5 +62 +21 +94 +29 +43 +38 +84 +23 +99 +8 +33 +57 +43 +28 +98 +15 +60 +22 +43 +22 +86 +68 +5 +91 +62 +43 +71 +14 +59 +70 +90 +77 +75 +51 +76 +72 +40 +56 +66 +56 +74 +12 +70 +94 +8 +17 +88 +71 +53 +4 +74 +63 +89 +23 +98 +28 +21 +36 +42 +79 +8 +7 +29 +80 +59 +27 +65 +90 +79 +42 +77 +63 +34 +94 +45 +95 +94 +97 +97 +14 +97 +36 +73 +52 +9 +50 +27 +6 +56 +2 +56 +48 +49 +53 +1 +26 +65 +8 +5 +22 +37 +84 +41 +2 +69 +77 +57 +98 +66 +9 +23 +31 +9 +60 +25 +73 +96 +64 +20 +39 +88 +69 +95 +28 +41 +49 +79 +8 +74 +45 +85 +98 +98 +92 +29 +70 +55 +85 +82 +62 +44 +92 +51 +42 +7 +30 +85 +84 +23 +90 +17 +13 +71 +67 +72 +1 +48 +32 +49 +11 +19 +42 +98 +73 +4 +25 +42 +10 +61 +99 +23 +72 +80 +2 +68 +52 +67 +26 +80 +12 +29 +60 +90 +35 +94 +16 +95 +58 +99 +43 +65 +20 +4 +43 +11 +61 +28 +12 +9 +11 +81 +32 +48 +81 +76 +45 +41 +50 +3 +85 +64 +55 +47 +87 +55 +46 +86 +98 +84 +20 +26 +22 +71 +18 +51 +44 +96 +34 +33 +80 +49 +2 +57 +5 +17 +5 +68 +2 +86 +93 +4 +64 +26 +58 +82 +95 +75 +21 +3 +8 +88 +1 +8 +96 +63 +13 +91 +92 +60 +15 +67 +66 +37 +1 +10 +30 +20 +79 +70 +27 +68 +92 +65 +22 +65 +26 +4 +77 +84 +38 +28 +78 +24 +40 +2 +36 +58 +89 +90 +73 +13 +62 +16 +78 +23 +23 +86 +40 +100 +95 +90 +84 +13 +57 +38 +59 +87 +90 +9 +17 +95 +3 +88 +82 +68 +99 +75 +90 +41 +25 +63 +25 +28 +60 +53 +22 +42 +82 +65 +15 +94 +88 +62 +90 +24 +50 +7 +32 +49 +85 +71 +69 +56 +62 +59 +24 +99 +58 +22 +20 +25 +86 +16 +54 +86 +12 +13 +85 +91 +45 +26 +79 +32 +24 +67 +80 +19 +81 +30 +73 +84 +5 +47 +72 +23 +16 +59 +96 +88 +70 +8 +77 +30 +6 +74 +91 +18 +77 +48 +12 +72 +6 +69 +75 +88 +40 +14 +54 +47 +66 +9 +72 +79 +65 +8 +67 +7 +87 +12 +3 +56 +5 +95 +44 +33 +89 +34 +71 +51 +84 +23 +56 +12 +97 +19 +69 +88 +53 +100 +74 +6 +75 +63 +2 +27 +49 +76 +89 +15 +88 +43 +32 +30 +42 +81 +9 +51 +71 +30 +92 +5 +51 +66 +10 +12 +1 +84 +72 +9 +2 +82 +47 +98 +6 +89 +18 +58 +100 +70 +14 +42 +10 +100 +21 +24 +85 +35 +36 +11 +11 +85 +11 +48 +52 +36 +84 +8 +34 +79 +20 +14 +21 +44 +85 +73 +78 +23 +2 +100 +47 +85 +23 +7 +45 +32 +37 +70 +37 +90 +77 +23 +35 +42 +69 +87 +54 +95 +74 +90 +84 +59 +59 +41 +9 +6 +14 +69 +27 +19 +23 +91 +20 +69 +99 +48 +50 +19 +49 +90 +15 +54 +12 +56 +59 +44 +54 +12 +77 +43 +84 +72 +15 +92 +98 +24 +34 +51 +34 +62 +27 +12 +58 +98 +75 +41 +98 +70 +70 +95 +89 +50 +8 +69 +99 +14 +94 +20 +100 +21 +64 +39 +40 +75 +56 +59 +71 +14 +33 +76 +12 +84 +53 +47 +92 +36 +75 +38 +38 +3 +25 +27 +43 +86 +89 +64 +50 +82 +41 +73 +72 +79 +93 +52 +26 +89 +34 +76 +79 +15 +90 +12 +79 +43 +66 +67 +19 +37 +81 +83 +81 +80 +87 +32 +35 +69 +28 +63 +32 +22 +92 +100 +61 +83 +45 +40 +74 +73 +49 +49 +26 +89 +3 +86 +14 +70 +100 +67 +98 +53 +48 +87 +30 +6 +79 +82 +85 +69 +16 +74 +84 +52 +92 +45 +62 +42 +29 +79 +37 +7 +98 +56 +39 +30 +99 +97 +43 +50 +50 +92 +44 +88 +6 +5 +21 +40 +45 +6 +26 +26 +2 +1 +78 +99 +40 +43 +38 +73 +10 +91 +23 +4 +64 +46 +64 +78 +61 +98 +23 +81 +71 +82 +73 +77 +12 +9 +49 +19 +6 +9 +99 +27 +40 +48 +78 +85 +22 +40 +20 +16 +38 +11 +28 +89 +74 +29 +80 +48 +48 +18 +81 +97 +83 +2 +87 +29 +55 +88 +53 +48 +83 +35 +85 +68 +27 +44 +83 +70 +28 +35 +6 +66 +38 +67 +57 +44 +51 +74 +22 +92 +89 +73 +91 +63 +47 +56 +49 +16 +48 +69 +52 +50 +65 +33 +25 +99 +75 +26 +73 +94 +33 +61 +37 +26 +77 +22 +38 +79 +14 +70 +2 +46 +97 +53 +95 +76 +98 +42 +88 +50 +7 +56 +39 +97 +10 +21 +21 +62 +61 +80 +89 +44 +91 +91 +40 +54 +77 +37 +35 +88 +27 +41 +75 +51 +9 +57 +26 +68 +75 +65 +44 +30 +4 +16 +46 +75 +8 +65 +4 +69 +89 +79 +48 +50 +62 +47 +80 +8 +14 +80 +50 +8 +26 +85 +10 +98 +89 +39 +95 +83 +63 +19 +48 +78 +8 +41 +58 +41 +32 +28 +53 +11 +44 +57 +17 +15 +59 +46 +94 +73 +54 +43 +83 +25 +82 +27 +55 +90 +2 +51 +35 +100 +31 +68 +100 +54 +64 +74 +13 +3 +98 +89 +87 +20 +58 +45 +13 +29 +70 +55 +75 +18 +45 +11 +51 +66 +71 +78 +79 +9 +58 +70 +2 +75 +7 +18 +82 +63 +26 +91 +62 +34 +15 +70 +77 +81 +14 +10 +69 +72 +55 +47 +45 +52 +100 +95 +16 +10 +96 +76 +60 +23 +62 +60 +8 +86 +24 +88 +20 +65 +88 +28 +54 +44 +90 +70 +27 +29 +100 +36 +51 +18 +68 +55 +6 +43 +30 +23 +8 +92 +18 +83 +52 +20 +79 +89 +5 +33 +60 +58 +93 +33 +34 +12 +60 +50 +20 +51 +81 +56 +39 +26 +46 +96 +52 +35 +49 +58 +22 +100 +75 +7 +20 +44 +29 +3 +100 +45 +99 +55 +40 +89 +67 +99 +51 +24 +93 +100 +4 +26 +5 +5 +40 +98 +14 +8 +49 +38 +98 +63 +72 +9 +27 +30 +60 +81 +52 +57 +48 +45 +82 +80 +98 +73 +17 +67 +4 +58 +1 +73 +3 +88 +10 +49 +50 +21 +29 +89 +82 +43 +30 +33 +94 +24 +59 +95 +26 +19 +63 +29 +62 +49 +33 +37 +66 +17 +71 +82 +73 +30 +90 +97 +1 +9 +72 +56 +53 +91 +30 +19 +2 +34 +75 +56 +35 +49 +58 +65 +11 +50 +62 +96 +86 +48 +88 +30 +96 +75 +55 +99 +51 +86 +29 +41 +12 +30 +29 +67 +4 +32 +3 +95 +44 +94 +26 +16 +52 +10 +81 +78 +19 +65 +66 +19 +66 +3 +78 +88 +59 +57 +14 +65 +4 +26 +17 +89 +58 +28 +70 +1 +34 +40 +57 +42 +32 +97 +38 +90 +35 +52 +64 +48 +34 +58 +81 +93 +29 +100 +1 +92 +92 +83 +4 +14 +74 +93 +68 +68 +66 +54 +70 +56 +99 +25 +60 +61 +46 +85 +73 +49 +4 +76 +22 +22 +23 +2 +11 +93 +92 +31 +95 +21 +100 +52 +75 +18 +94 +50 +43 +41 +71 +96 +27 +33 +13 +83 +69 +2 +90 +87 +63 +44 +21 +75 +92 +55 +69 +95 +79 +47 +99 +39 +12 +12 +86 +40 +58 +55 +74 +79 +46 +78 +100 +57 +63 +22 +38 +60 +99 +45 +27 +29 +87 +88 +4 +73 +13 +68 +2 +36 +85 +100 +14 +27 +53 +51 +28 +63 +74 +14 +91 +49 +19 +100 +58 +78 +26 +56 +89 +50 +43 +93 +83 +69 +35 +88 +44 +71 +62 +20 +17 +72 +43 +11 +71 +82 +58 +5 +29 +30 +20 +10 +37 +35 +95 +88 +40 +7 +92 +51 +58 +71 +31 +64 +60 +71 +31 +65 +82 +99 +69 +44 +60 +20 +65 +38 +84 +9 +82 +32 +64 +38 +36 +82 +32 +75 +54 +78 +60 +95 +94 +39 +14 +6 +72 +42 +98 +95 +28 +9 +20 +53 +89 +94 +62 +29 +94 +59 +41 +35 +87 +51 +3 +95 +35 +77 +53 +49 +28 +73 +82 +62 +55 +95 +17 +34 +14 +6 +18 +16 +56 +71 +63 +48 +23 +33 +45 +32 +73 +82 +35 +100 +84 +36 +85 +28 +68 +67 +16 +49 +79 +31 +93 +10 +13 +21 +33 +6 +100 +27 +8 +16 +9 +42 +62 +30 +64 +8 +54 +48 +71 +41 +78 +20 +68 +67 +79 +51 +93 +98 +13 +88 +26 +62 +7 +51 +87 +20 +65 +81 +42 +66 +25 +57 +61 +5 +51 +59 +39 +71 +47 +17 +54 +82 +85 +23 +39 +92 +53 +54 +48 +48 +40 +100 +12 +11 +49 +59 +1 +94 +89 +22 +75 +76 +90 +15 +26 +86 +65 +14 +59 +98 +81 +79 +55 +78 +87 +9 +68 +18 +35 +82 +43 +54 +21 +73 +24 +67 +64 +23 +29 +64 +2 +65 +54 +38 +93 +63 +52 +3 +66 +64 +80 +67 +97 +85 +52 +36 +8 +93 +10 +24 +15 +68 +45 +77 +35 +48 +68 +91 +40 +7 +22 +42 +94 +71 +44 +43 +87 +43 +94 +66 +21 +24 +42 +90 +44 +51 +100 +2 +27 +15 +58 +93 +32 +62 +56 +7 +84 +64 +25 +25 +72 +21 +86 +95 +74 +44 +79 +91 +15 +86 +76 +39 +72 +34 +88 +98 +10 +87 +41 +51 +40 +9 +44 +48 +47 +60 +33 +80 +13 +1 +67 +22 +57 +78 +68 +17 +25 +26 +85 +36 +28 +76 +4 +55 +68 +38 +69 +38 +21 +29 +4 +83 +81 +54 +17 +34 +25 +27 +70 +76 +12 +32 +98 +37 +89 +6 +55 +73 +47 +50 +41 +9 +23 +47 +19 +93 +56 +85 +63 +67 +16 +28 +38 +16 +29 +15 +27 +79 +71 +23 +69 +99 +51 +17 +40 +84 +28 +18 +1 +32 +1 +78 +18 +75 +41 +94 +16 +10 +6 +84 +86 +75 +7 +87 +46 +96 +5 +73 +41 +92 +1 +56 +39 +63 +31 +2 +47 +46 +20 +24 +78 +98 +38 +95 +5 +75 +48 +87 +91 +40 +38 +76 +25 +17 +60 +95 +48 +40 +82 +5 +23 +31 +41 +17 +89 +54 +93 +93 +63 +11 +70 +21 +33 +89 +20 +19 +45 +6 +88 +3 +68 +22 +14 +16 +53 +57 +1 +99 +4 +13 +43 +62 +33 +84 +19 +56 +64 +39 +8 +76 +29 +84 +20 +60 +79 +21 +14 +93 +26 +9 +25 +89 +21 +55 +44 +87 +13 +60 +99 +18 +92 +21 +82 +36 +46 +13 +2 +27 +16 +83 +35 +10 +51 +80 +45 +30 +9 +27 +27 +92 +34 +34 +10 +63 +28 +6 +47 +25 +77 +24 +59 +27 +75 +67 +80 +72 +69 +89 +68 +41 +9 +51 +18 +34 +48 +94 +8 +18 +53 +62 +18 +71 +80 +47 +77 +54 +84 +6 +85 +33 +32 +33 +69 +58 +22 +34 +31 +41 +3 +41 +8 +79 +6 +84 +68 +17 +71 +50 +63 +97 +59 +40 +24 +87 +44 +1 +37 +35 +34 +37 +41 +67 +22 +76 +79 +96 +54 +70 +53 +100 +59 +46 +91 +75 +48 +82 +33 +59 +30 +88 +46 +76 +49 +44 +18 +31 +79 +93 +19 +88 +63 +91 +21 +91 +88 +47 +31 +11 +13 +100 +71 +53 +40 +21 +70 +87 +82 +66 +99 +27 +49 +22 +88 +49 +63 +70 +51 +14 +80 +33 +94 +99 +70 +52 +80 +74 +30 +34 +88 +86 +60 +62 +96 +87 +45 +66 +57 +11 +77 +69 +62 +54 +79 +42 +29 +42 +13 +22 +1 +63 +68 +96 +82 +27 +39 +65 +74 +42 +72 +53 +91 +41 +95 +46 +1 +27 +82 +59 +60 +6 +6 +10 +36 +50 +47 +64 +95 +25 +51 +88 +70 +86 +11 +93 +26 +3 +67 +18 +40 +60 +77 +8 +32 +60 +73 +92 +71 +12 +16 +23 +63 +91 +49 +85 +87 +28 +57 +18 +59 +64 +18 +22 +63 +33 +68 +76 +70 +28 +35 +61 +94 +96 +91 +81 +44 +6 +54 +93 +10 +54 +33 +30 +64 +51 +97 +71 +56 +50 +30 +8 +17 +86 +8 +41 +34 +42 +81 +86 +69 +34 +76 +44 +54 +81 +19 +42 +61 +89 +67 +62 +31 +76 +50 +4 +58 +8 +38 +25 +100 +14 +35 +36 +63 +87 +17 +52 +55 +45 +62 +14 +82 +48 +87 +62 +90 +95 +44 +27 +76 +33 +81 +37 +14 +97 +39 +24 +11 +99 +100 +95 +100 +94 +23 +21 +39 +58 +22 +59 +2 +12 +80 +39 +87 +13 +36 +67 +80 +43 +48 +19 +32 +84 +51 +80 +26 +5 +57 +27 +69 +63 +97 +25 +50 +51 +79 +69 +92 +2 +74 +7 +18 +55 +60 +93 +55 +59 +77 +82 +86 +83 +74 +58 +66 +79 +44 +64 +21 +44 +2 +24 +28 +86 +43 +17 +9 +72 +68 +3 +80 +18 +36 +36 +20 +25 +94 +75 +84 +22 +33 +34 +35 +28 +31 +48 +9 +12 +23 +55 +26 +48 +93 +67 +61 +69 +66 +22 +55 +82 +80 +38 +4 +93 +15 +56 +67 +76 +63 +9 +46 +77 +71 +21 +73 +63 +62 +3 +55 +99 +77 +5 +90 +75 +59 +98 +29 +63 +88 +40 +25 +16 +64 +41 +17 +8 +25 +38 +97 +40 +33 +79 +43 +9 +70 +42 +61 +86 +59 +19 +13 +71 +76 +69 +59 +4 +95 +34 +93 +88 +46 +74 +66 +73 +4 +27 +62 +50 +15 +82 +73 +45 +1 +11 +68 +19 +4 +75 +90 +72 +71 +60 +100 +89 +21 +63 +56 +79 +27 +89 +68 +34 +15 +58 +17 +15 +51 +41 +34 +21 +100 +57 +29 +82 +93 +11 +96 +18 +52 +65 +91 +63 +71 +64 +33 +52 +23 +15 +24 +64 +54 +81 +48 +78 +59 +7 +76 +79 +72 +47 +76 +53 +7 +1 +61 +55 +43 +68 +72 +79 +61 +47 +56 +15 +9 +45 +60 +38 +36 +68 +10 +11 +49 +53 +35 +33 +98 +7 +6 +65 +25 +35 +14 +46 +6 +58 +95 +70 +21 +29 +27 +76 +69 +2 +5 +61 +52 +19 +73 +25 +20 +84 +74 +17 +52 +1 +31 +78 +37 +1 +50 +68 +24 +85 +79 +81 +8 +96 +85 +88 +86 +94 +22 +89 +56 +93 +78 +11 +60 +76 +89 +31 +49 +16 +36 +6 +89 +81 +25 +55 +92 +89 +8 +32 +1 +99 +92 +28 +97 +14 +52 +9 +8 +27 +3 +61 +90 +14 +24 +57 +77 +69 +15 +61 +83 +8 +31 +2 +8 +43 +27 +76 +82 +12 +30 +44 +84 +4 +38 +36 +94 +53 +91 +76 +40 +18 +58 +42 +45 +4 +89 +80 +88 +59 +73 +7 +95 +19 +73 +57 +28 +7 +13 +37 +64 +10 +82 +70 +97 +79 +43 +95 +68 +51 +66 +44 +62 +95 +84 +38 +49 +32 +49 +63 +40 +85 +96 +55 +29 +7 +92 +82 +95 +34 +84 +100 +51 +49 +66 +34 +2 +51 +80 +15 +63 +7 +89 +90 +94 +18 +39 +42 +61 +100 +48 +28 +84 +92 +1 +77 +62 +58 +90 +84 +88 +100 +85 +3 +24 +81 +74 +13 +73 +3 +8 +14 +17 +100 +9 +55 +57 +3 +61 +95 +13 +34 +93 +62 +7 +98 +61 +36 +58 +27 +63 +38 +93 +79 +86 +24 +19 +75 +72 +85 +14 +53 +8 +62 +11 +76 +40 +27 +50 +78 +66 +67 +100 +98 +10 +25 +59 +38 +16 +21 +90 +40 +26 +55 +84 +87 +64 +25 +54 +54 +94 +34 +14 +37 +78 +84 +87 +41 +48 +9 +92 +36 +16 +40 +48 +60 +66 +50 +98 +41 +13 +21 +72 +60 +87 +92 +28 +10 +52 +2 +88 +63 +94 +46 +40 +32 +87 +31 +84 +70 +12 +8 +21 +37 +6 +74 +49 +21 +85 +59 +5 +63 +72 +53 +70 +25 +39 +62 +15 +17 +67 +13 +50 +35 +11 +8 +29 +62 +61 +17 +31 +47 +39 +79 +66 +15 +6 +8 +60 +35 +67 +38 +80 +57 +31 +34 +51 +35 +46 +57 +80 +53 +33 +75 +3 +98 +40 +92 +43 +57 +74 +19 +34 +13 +9 +5 +2 +15 +86 +4 +36 +40 +80 +42 +18 +47 +18 +16 +87 +55 +92 +60 +78 +74 +51 +25 +89 +15 +20 +92 +71 +50 +49 +37 +75 +28 +4 +31 +59 +94 +19 +7 +23 +7 +35 +10 +80 +100 +7 +25 +19 +59 +60 +24 +36 +10 +22 +5 +65 +16 +31 +57 +36 +51 +6 +90 +49 +49 +29 +34 +90 +83 +70 +58 +63 +76 +94 +15 +35 +13 +71 +15 +42 +44 +49 +65 +72 +56 +1 +53 +92 +1 +38 +61 +64 +32 +13 +70 +55 +1 +77 +89 +8 +56 +74 +51 +28 +71 +93 +32 +11 +74 +75 +49 +78 +94 +8 +66 +39 +89 +5 +88 +73 +89 +56 +32 +43 +3 +35 +59 +36 +28 +97 +6 +60 +22 +40 +3 +28 +20 +96 +14 +14 +1 +76 +23 +30 +96 +75 +41 +84 +75 +57 +23 +8 +6 +10 +88 +60 +61 +48 +29 +99 +84 +69 +13 +23 +52 +56 +42 +83 +85 +61 +59 +66 +4 +98 +45 +36 +80 +77 +68 +99 +56 +53 +42 +10 +61 +59 +22 +28 +15 +64 +45 +5 +1 +22 +70 +85 +29 +12 +2 +51 +21 +81 +36 +7 +74 +2 +31 +37 +96 +27 +73 +35 +18 +37 +18 +82 +25 +60 +44 +65 +85 +20 +20 +15 +52 +99 +10 +6 +9 +3 +27 +89 +58 +50 +35 +41 +35 +54 +12 +40 +19 +54 +60 +32 +43 +56 +66 +98 +64 +44 +6 +12 +92 +7 +97 +8 +77 +58 +7 +87 +2 +34 +56 +8 +11 +73 +22 +70 +19 +53 +26 +15 +99 +6 +67 +90 +59 +38 +32 +32 +81 +3 +33 +66 +72 +43 +12 +2 +82 +19 +55 +47 +33 +53 +32 +14 +76 +58 +14 +44 +50 +84 +74 +8 +84 +34 +85 +20 +45 +56 +74 +49 +56 +87 +17 +69 +55 +55 +4 +12 +67 +42 +49 +51 +99 +30 +27 +18 +33 +24 +52 +21 +56 +82 +81 +57 +76 +20 +44 +56 +76 +71 +91 +55 +28 +34 +93 +17 +10 +43 +83 +76 +95 +90 +33 +48 +15 +57 +95 +19 +31 +65 +16 +93 +14 +45 +81 +49 +31 +42 +85 +75 +31 +45 +74 +54 +66 +35 +31 +33 +57 +89 +94 +17 +34 +56 +46 +39 +57 +52 +48 +5 +2 +59 +42 +1 +79 +84 +59 +50 +87 +61 +40 +69 +79 +23 +56 +40 +93 +39 +4 +95 +85 +33 +98 +64 +45 +93 +90 +44 +38 +32 +87 +13 +74 +34 +12 +9 +24 +55 +28 +55 +62 +29 +42 +84 +1 +25 +82 +1 +49 +64 +4 +37 +49 +9 +69 +17 +12 +80 +81 +43 +69 +81 +17 +70 +60 +75 +68 +1 +12 +12 +5 +97 +29 +45 +20 +44 +16 +74 +65 +27 +70 +30 +95 +56 +13 +93 +6 +36 +64 +79 +1 +82 +27 +32 +26 +95 +10 +62 +30 +27 +73 +86 +23 +86 +46 +24 +33 +8 +25 +12 +10 +37 +42 +6 +5 +67 +53 +20 +100 +37 +23 +62 +69 +62 +100 +74 +51 +89 +86 +78 +62 +19 +83 +26 +32 +60 +25 +75 +64 +96 +75 +51 +19 +55 +77 +74 +92 +86 +41 +50 +90 +87 +59 +95 +30 +1 +44 +6 +94 +81 +89 +4 +49 +6 +24 +20 +50 +82 +35 +23 +71 +97 +2 +74 +18 +20 +15 +74 +7 +84 +62 +85 +75 +39 +29 +91 +64 +91 +7 +51 +44 +72 +88 +88 +81 +15 +33 +98 +17 +76 +44 +87 +40 +65 +55 +69 +28 +14 +26 +93 +94 +4 +79 +67 +11 +71 +27 +61 +13 +54 +17 +65 +77 +77 +77 +39 +63 +17 +98 +44 +81 +86 +24 +64 +69 +46 +57 +59 +83 +71 +56 +90 +71 +50 +72 +95 +7 +68 +32 +56 +71 +5 +5 +41 +45 +77 +46 +13 +67 +60 +32 +81 +41 +74 +5 +8 +34 +47 +41 +22 +25 +40 +91 +5 +56 +44 +37 +40 +11 +37 +51 +59 +22 +64 +46 +93 +9 +79 +5 +98 +60 +48 +50 +61 +79 +8 +34 +8 +73 +100 +48 +2 +100 +82 +83 +23 +58 +17 +80 +31 +43 +42 +68 +73 +16 +43 +79 +67 +33 +79 +46 +64 +35 +34 +8 +71 +49 +48 +100 +49 +32 +30 +70 +37 +36 +31 +64 +95 +18 +3 +29 +44 +15 +73 +32 +35 +71 +24 +50 +42 +90 +50 +56 +68 +100 +9 +1 +93 +4 +16 +4 +64 +33 +19 +26 +74 +34 +96 +69 +56 +33 +54 +100 +97 +28 +72 +49 +42 +32 +85 +6 +34 +87 +90 +3 +71 +99 +80 +55 +70 +22 +27 +14 +46 +67 +51 +32 +49 +19 +32 +62 +86 +64 +18 +52 +78 +37 +51 +75 +97 +82 +17 +11 +1 +90 +75 +83 +8 +34 +42 +73 +53 +39 +51 +36 +42 +23 +27 +76 +81 +79 +15 +31 +18 +24 +85 +77 +73 +9 +26 +94 +77 +72 +86 +100 +62 +19 +53 +28 +62 +56 +14 +16 +1 +28 +80 +16 +46 +58 +16 +79 +78 +16 +17 +17 +33 +23 +48 +1 +40 +83 +8 +99 +84 +79 +28 +33 +3 +80 +19 +24 +11 +74 +25 +58 +41 +12 +92 +90 +27 +82 +17 +14 +62 +53 +95 +99 +9 +59 +50 +93 +87 +27 +71 +53 +16 +99 +49 +52 +5 +25 +82 +97 +2 +62 +66 +20 +74 +39 +93 +4 +79 +86 +51 +16 +83 +67 +99 +19 +84 +8 +33 +13 +27 +61 +27 +91 +35 +81 +96 +48 +44 +26 +47 +98 +100 +69 +29 +94 +13 +71 +60 +29 +34 +10 +91 +4 +32 +48 +55 +14 +65 +6 +69 +11 +95 +39 +42 +4 +91 +67 +23 +97 +65 +85 +19 +95 +57 +72 +32 +50 +74 +58 +6 +43 +31 +59 +71 +41 +25 +16 +41 +61 +19 +68 +38 +2 +44 +48 +16 +36 +98 +11 +32 +80 +50 +37 +73 +57 +51 +39 +71 +24 +57 +84 +88 +74 +87 +67 +28 +9 +87 +95 +68 +29 +81 +36 +49 +100 +85 +57 +9 +33 +95 +35 +87 +98 +44 +10 +3 +89 +38 +42 +49 +37 +73 +13 +13 +42 +6 +26 +67 +3 +60 +85 +86 +50 +42 +90 +17 +76 +83 +57 +7 +62 +4 +37 +76 +16 +37 +42 +88 +9 +66 +1 +99 +28 +55 +4 +69 +28 +20 +84 diff --git a/Python 基础教程/deque两头容器.py b/Python 基础教程/deque两头容器.py new file mode 100644 index 0000000..4df64ce --- /dev/null +++ b/Python 基础教程/deque两头容器.py @@ -0,0 +1,34 @@ +# 在需要在容器两端的更快的添加和移除元素的情况下，可以使用deque. + +# deque就是一个可以两头操作的容器，类似list但比列表速度更快 + +from collections import deque +d = deque() +d.append(1) +d.append(2) +d.append(3) + +print(len(d)) +print(d[0]) +print(d[-1]) + + +d = deque([i for i in range(5)]) +print(len(d)) +# Output: 5 + +d.popleft() # 删除并返回最左端的元素 +# Output: 0 + +d.pop() # 删除并返回最右端的元素 +# Output: 4 + +print(d) +# Output: deque([1, 完整例子, 3]) + +d.append(100) # 从最右端添加元素 + +d.appendleft(-100) # 从最左端添加元素 + +print(d) +# Output: deque([-100, 1, 完整例子, 3, 100]) \ No newline at end of file diff --git a/Python 基础教程/for循环语句.py b/Python 基础教程/for循环语句.py new file mode 100644 index 0000000..55692aa --- /dev/null +++ b/Python 基础教程/for循环语句.py @@ -0,0 +1,22 @@ +# for 循环语句 + +for letter in 'www.neuedu.com': + print(letter) + +for value in range(1, 5): + print(value) + +for num in range(10,20): # 迭代 10 到 20 之间的数字 + for i in range(2,num): # 根据因子迭代 + if num%i == 0: # 确定第一个因子 + j=num/i # 计算第二个因子 + print ('%d 是一个合数' % num) + break # 跳出当前循环 + else: # 循环的 else 部分 + print ('%d 是一个质数' % num) + +# 打印九九乘法表 +for i in range(1, 10): + for j in range(1, i+1): + print('{}x{}={}\t'.format(i, j, i*j), end='') + print() \ No newline at end of file diff --git a/Python 基础教程/mostNum.txt b/Python 基础教程/mostNum.txt new file mode 100644 index 0000000..a4710f2 --- /dev/null +++ b/Python 基础教程/mostNum.txt @@ -0,0 +1,10 @@ +41--------1072 +49--------1068 +77--------1063 +69--------1062 +42--------1057 +55--------1056 +74--------1049 +59--------1049 +44--------1045 +33--------1044 diff --git a/Python 基础教程/nameTuple.py b/Python 基础教程/nameTuple.py new file mode 100644 index 0000000..0e1a680 --- /dev/null +++ b/Python 基础教程/nameTuple.py @@ -0,0 +1,28 @@ +person = ('xiaobai', 18) +print(person[0],person[1]) + +from collections import namedtuple + +Person = namedtuple('Person', 'name age city') # 类似于定义class +xiaobai = Person(name="xiaobai", age=18, city="paris") # 类似于新建对象 +print(xiaobai) + + +import collections +# 将纸牌定义为具名元组，每个纸牌都有等级和花色 +Card = collections.namedtuple('Card', 'rank suit') + +class FrenchDeck: + # 等级2-A + ranks = [str(n) for n in range(2,11)] + list('JQKA') + # 花色红黑方草 + suits = 'spades diamonds clubs hearts'.split() + # 构建纸牌 + def __init__(self): + self.cards = [Card(rank, suit) for suit in self.suits for rank in self.ranks] + + +french_deck = FrenchDeck() +print(french_deck.cards[0]) +print(french_deck.cards[0].rank) +print(french_deck.cards[0].suit) \ No newline at end of file diff --git a/Python 基础教程/package/__init__.py b/Python 基础教程/package/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/Python 基础教程/package/pachageTest.py b/Python 基础教程/package/pachageTest.py new file mode 100644 index 0000000..393296a --- /dev/null +++ b/Python 基础教程/package/pachageTest.py @@ -0,0 +1,27 @@ +# 概念：包就是一个文件夹，里面包含了若干py文件以及一个_init_.py文件。 + +# 方式一：from 包名 import 模块名 +from syu import module +module.output() + +# 方式二：from 包名.模块名 import 函数名 +from syu.module import output +output() + +# 方式三 ：import 包名.模块名 +import syu.module as tt +tt.output() + +# 方式四：from 包名 import * +# 前提是：将 init.py 文件中写入all变量(写入方式同模块导入的写入方式) 。 变量当中写入哪个模块则导入哪个模块，不写则什么都不导入 使用时：模块名.函数名() _init_.py +from syu import * +module.output() + +# 方式五：import 包名 +# 前提是：在包里面的init.py 文件里写入 from . import 模块名 init.py里面导入哪个模块 通过本方式就能使用哪个模块 +# from . import module +import syu +syu.module.output() + +# from syu import * +# module1.output1() \ No newline at end of file diff --git a/Python 基础教程/package/syu/__init__.py b/Python 基础教程/package/syu/__init__.py new file mode 100644 index 0000000..491666b --- /dev/null +++ b/Python 基础教程/package/syu/__init__.py @@ -0,0 +1,3 @@ +__all__ = ['module1'] +def output(): + print('hello syu') \ No newline at end of file diff --git a/Python 基础教程/package/syu/module.py b/Python 基础教程/package/syu/module.py new file mode 100644 index 0000000..d3fa051 --- /dev/null +++ b/Python 基础教程/package/syu/module.py @@ -0,0 +1,2 @@ +def output(): + print('hello syu') \ No newline at end of file diff --git a/Python 基础教程/package/syu/module1.py b/Python 基础教程/package/syu/module1.py new file mode 100644 index 0000000..b337f7c --- /dev/null +++ b/Python 基础教程/package/syu/module1.py @@ -0,0 +1,2 @@ +def output1(): + print('hello syu') \ No newline at end of file diff --git a/Python 基础教程/package/syu/moduleTest.py b/Python 基础教程/package/syu/moduleTest.py new file mode 100644 index 0000000..8b93da1 --- /dev/null +++ b/Python 基础教程/package/syu/moduleTest.py @@ -0,0 +1,16 @@ +# 一个.py文件就称为一个模块 +# 方式一：import 模块名 +import module +module.output() +# 方式二 :from 模块名 import 函数名 +from module import output +output() +# 方式三: from 模块名 import * +from module import * +output() +# 方式四:from 模块名 import 函数名 as tt(自定义) +from module import output as tt +tt() + + + diff --git a/Python 基础教程/while循环语句.py b/Python 基础教程/while循环语句.py new file mode 100644 index 0000000..e545691 --- /dev/null +++ b/Python 基础教程/while循环语句.py @@ -0,0 +1,27 @@ +# While 循环语句 +count = 1 +sum = 0 +while count <= 100: + sum = sum + count + count = count + 1 +print(sum) + +count = 1 +sum = 0 +while count <= 100: + sum = sum + count + if sum > 1000: #当 sum 大于 1000 的时候退出循环 + break + count = count + 1 +print(sum) + +count = 1 +sum = 0 +while count <= 100: + if count % 2 == 0: # 双数时跳过输出 + count = count + 1 + continue + sum = sum + count + count = count + 1 +print(sum) + diff --git a/Python 基础教程/元组.py b/Python 基础教程/元组.py new file mode 100644 index 0000000..9d00f76 --- /dev/null +++ b/Python 基础教程/元组.py @@ -0,0 +1,6 @@ +x = (1,2,3) + +x =(3) +print(type(x)) +x =(3,) +print(type(x)) \ No newline at end of file diff --git a/Python 基础教程/列表.py b/Python 基础教程/列表.py new file mode 100644 index 0000000..1e1d6c9 --- /dev/null +++ b/Python 基础教程/列表.py @@ -0,0 +1,29 @@ + +a_num = [0.01,"zhangsan",[1,2,3]] +a_num+=[2] +print(a_num) +print(a_num*2) +# 使用列表的pop()方法删除并返回指定（默认为最后一个）位置上的元素，如果给定的索引超出了列表的范围则抛出异常。 +print(a_num.pop()) +print(a_num.pop(1)) +print(a_num) + +# 删除首次出现的指定元素，如果列表中不存在要删除的元素，则抛出异常 +x = [1,2,2,3,4] +x.remove(2) +print(x) + + +a_list = list("Hello") +print(a_list) + +a_list.append('w') +print(a_list) + +a_list.insert(1,2) +print(a_list) + +# 统计指定元素在列表对象中出现的次数。 +x =[1,2,3,3,4,5] +print(x.count(3)) +print(3 in x) \ No newline at end of file diff --git a/Python 基础教程/列表切片.py b/Python 基础教程/列表切片.py new file mode 100644 index 0000000..6eea2d3 --- /dev/null +++ b/Python 基础教程/列表切片.py @@ -0,0 +1,11 @@ +# 列表切片 + +colors=["red","blue","green"] + +colors[0] =="red" +colors[-1]=="green" +colors[1]=="blue" + +aList = [3,5,7,9,11] +del aList[:3] +print(aList) \ No newline at end of file diff --git a/Python 基础教程/列表排序.py b/Python 基础教程/列表排序.py new file mode 100644 index 0000000..c299ee4 --- /dev/null +++ b/Python 基础教程/列表排序.py @@ -0,0 +1,42 @@ +aList = [3, 4, 5, 6, 7, 9, 11, 13, 15, 17] +import random +random.shuffle(aList) #随机降序 + +print(aList) +aList.sort() #默认是升序排序 +aList.sort(reverse = True) #降序排序 +print(aList) + + +# 返回可迭代的zip对象 +aList = [1, 2, 3] +bList = [4, 5, 6] +cList = zip(aList, bList) +print(list(cList)) + +# enumerate() +for item in enumerate('abcdef'): + print(item) + +# 遍历列表的三种方式 +a = ['a','b','c','d','e','f'] +for i in a: + print(i) +for i in range(len(a)): + print(i,a[i]) +for i,ele in enumerate(a): + print("0000000 ",i,ele) + +# 列表推导式 +lis = [i for i in range(100)] +print(lis) + +# 使用列表推导式实现嵌套列表的平铺 +vec = [[1,2,3], [4,5,6], [7,8,9]] +lis = [num for elem in vec for num in elem] +print ("1111111111 ",lis) + +# 过滤不符合条件的元素 从列表中选择符合条件的元素组成新的列表 +aList = [-1,-4,6,7.5,-2.3,9,-11] +lis = [i for i in aList if i>0] +print ("2222222222 ",lis) \ No newline at end of file diff --git a/Python 基础教程/列表综合练习.py b/Python 基础教程/列表综合练习.py new file mode 100644 index 0000000..c5c48a3 --- /dev/null +++ b/Python 基础教程/列表综合练习.py @@ -0,0 +1,25 @@ +# 写一个循环，不断的问用户想买什么，用户选择一个商品编号，就把对应的商品添加到购物车里，最终用户输入q退出时，打印购物车里的商品列表 + +products = [['iphone',6888],['三星',3000],['小米',2500]] +shopping_car = [] +flag = True +while flag: + print("******商品列表******") + for index,i in enumerate(products): + print("%s. %s| %s" %(index,i[0],i[1])) + choice = input("请输入您想购买的商品的编号：") + if choice.isdigit():#isdigit()判断变量是什么类型 + choice = int(choice) + if choice>=0 and choice0: + print("您打算购买以下商品：") + for index,i in enumerate(shopping_car): + print("%s. %s| %s" %(index,i[0],i[1])) + else: + print("您的购物车中没有添加商品") + flag = False \ No newline at end of file diff --git a/Python 基础教程/变量标识符关键字.py b/Python 基础教程/变量标识符关键字.py new file mode 100644 index 0000000..e9cc8dd --- /dev/null +++ b/Python 基础教程/变量标识符关键字.py @@ -0,0 +1,62 @@ +# 实例1—— 学生注册 +i = 10 +f = 10.5 +b = True + +print(i+f+b) + +# 不同类型变量之间的计算 +first_name = "三" +last_name = "张" +print(first_name + last_name) + +print("-" * 50) + +first_name = "zhang" +x = 10 +print(str(x)+first_name) + +# 变量的输入 +# 1. 输入苹果单价 +price_str = input("请输入苹果价格：") + +# 完整例子. 要求苹果重量 +weight_str = input("请输入苹果重量：") + +# 3. 计算金额 +# 1> 将苹果单价转换成小数 +price = float(price_str) + +# 完整例子> 将苹果重量转换成小数 +weight = float(weight_str) + +# 3> 计算付款金额 +money = price * weight + +print(money) + +name ='小明' +student_no = 12 +scale = 0.2 + +print("我的名字叫 %s，请多多关照！" % name) +print("我的学号是 %06d" % student_no) +print("苹果单价 %.02f 元／斤，购买 %.02f 斤，需要支付 %.02f 元" % (price, weight, money)) +print("数据比例是 %.02f%%" % (scale * 100)) + +str = "{}曰：学而时习之，不亦说乎。".format("孔子") +print(str) + +# 变量的命名 + +# 关键字 +import keyword +print(keyword.kwlist) + +['False', 'None', 'True', 'and', 'as', 'assert', 'break', 'class', 'continue', 'def', 'del', 'elif', 'else', 'except', 'finally', +'for', 'from', 'global', 'if', 'import', 'in', 'is', 'lambda', 'nonlocal', 'not', 'or', 'pass', 'raise', 'return', 'try', 'while', +'with', 'yield'] + +# 变量的命名规则 +userName = 'zhangsan' +print(userName) \ No newline at end of file diff --git a/Python 基础教程/字典与集合.py b/Python 基础教程/字典与集合.py new file mode 100644 index 0000000..7ad3857 --- /dev/null +++ b/Python 基础教程/字典与集合.py @@ -0,0 +1,56 @@ +a_dict = {'server': 'db.neuedu.com', 'database': 'mysql'} +# 使用dict()利用已有数据创建字典 +keys = ['a', 'b', 'c', 'd'] +values = [1, 2, 3, 4] +dictionary = dict(zip(keys, values)) +print(dictionary) + +x = dict() #空字典 +# 使用dict()根据给定的键、值创建字典 +d = dict(name='Dong', age=37) +print(d) + +# 以给定内容为键，创建值为空的字典 +adict = dict.fromkeys(['name', 'age', 'sex']) +print(adict,adict['name']) + +# 使用字典对象的items()方法可以返回字典的键、值对列表 +aDict={'name':'Dong', 'sex':'male', 'age':37} + +# 使用字典对象的keys()方法可以返回字典的键列表 +for item in aDict.items(): + print(item) +print(aDict.keys(),aDict.values()) + +# 使用字典对象的setdefault()方法返回指定“键”对应的“值”，如果字典中不存在该“键”，就添加一个新元素并设置该“键”对应的“值”。 +aDict ={'name' : 'Wang','sex' : 'male'} +aDict.setdefault('age','28') #增加新元素 +aDict['address'] = 'SDIBT' #增加新元素 +print(aDict) + +# 使用字典对象的update方法将另一个字典的键、值对添加到当前字典对象 +aDict = {'age': 37, 'score': [98, 97], 'name': 'Dong', 'sex': 'male'} +print(aDict.items()) +aDict.update({'a':'a','b':'b'}) +print(aDict) + +# 判断一个key是否在字典中 +d = {'name':'tom', 'age':10, 'Tel':110} +print ('name' in d.keys()) +print ('name' in d) + +# 无序字典 +x = dict() +x['a'] = 3 +x['b'] = 5 +x['c'] = 8 + +# 有序字典 +import collections +x = collections.OrderedDict() + + +# 字典pop()方法 +x = {'a':1,'b':2} +x.pop('a') + diff --git a/Python 基础教程/字典推导式.py b/Python 基础教程/字典推导式.py new file mode 100644 index 0000000..1f19d9a --- /dev/null +++ b/Python 基础教程/字典推导式.py @@ -0,0 +1,18 @@ +# 例1 +strings = ['import','is','with','if','file','exception','liuhu'] +d = {key: val for val,key in enumerate(strings)} +# 用字典推导式以字符串以及其长度位置建字典 +s = {strings[i]: len(strings[i]) for i in range(len(strings))} +k = {k:len(k)for k in strings} #相比上一个写法简单很多 +print(d) +# {'import': 0, 'is': 1, 'with': 完整例子, 'if': 3, 'file': 4, 'exception': 5, 'liuhu': 6} +print(s) +# {'import': 6, 'is': 完整例子, 'with': 4, 'if': 完整例子, 'file': 4, 'exception': 9, 'liuhu': 5} +print(k) +# {'import': 6, 'is': 完整例子, 'with': 4, 'if': 完整例子, 'file': 4, 'exception': 9, 'liuhu': 5} + +# 例2 +mc = {'a': 10, 'b': 34, 'A': 7, 'Z': 3} +mca = {k.lower(): mc.get(k.lower(), 0) + mc.get(k.upper(), 0) for k in mc.keys()} + +# mcase_frequency == {'a': 17, 'z': 3, 'b': 34} she \ No newline at end of file diff --git a/Python 基础教程/常用模块.py b/Python 基础教程/常用模块.py new file mode 100644 index 0000000..6c87a18 --- /dev/null +++ b/Python 基础教程/常用模块.py @@ -0,0 +1,32 @@ +# 1.1. 时间处理模块 +import time +print(time.time()) + + +import datetime +a = datetime.datetime(year=2000, month=1, day=1, hour=12) +b = datetime.datetime(2000, 1, 1, 12, 0) +print(a,b,datetime.datetime.today(),datetime.datetime.now(),datetime.datetime.now().timestamp(),datetime.datetime.now().weekday()) + +# 获取当前工作目录 +import sys + +print(sys.path[0]) +# 获取执行命令的位置 +import os +print(os.getcwd()) + +# 路径拼接 +import os + +print(os.path.join('/Users/pangao', 'test.txt')) + +# /Users/pangao/test.txt' + +# 路径拆分 +import os + +print(os.path.split('/Users/pangao/test.txt'),os.path.splitext('/Users/pangao/test.txt')) + +# ('/Users/pangao/', 'test.txt') + diff --git a/Python 基础教程/常用模块2.py b/Python 基础教程/常用模块2.py new file mode 100644 index 0000000..a704835 --- /dev/null +++ b/Python 基础教程/常用模块2.py @@ -0,0 +1,17 @@ +# 文件重命名 +import os +os.rename('test.txt', 'test.py') #重命名 +# 删除文件 +import os + +os.remove('test.txt') #删除 +# 复制文件 +import shutil + +shutil.copyfile('test.txt', 'test.py') + +# 遍历文件夹下的文件 +import os + +for filename in os.listdir('/'): + print(filename) \ No newline at end of file diff --git a/Python 基础教程/异常.py b/Python 基础教程/异常.py new file mode 100644 index 0000000..636618c --- /dev/null +++ b/Python 基础教程/异常.py @@ -0,0 +1,19 @@ +# 异常类型捕获演练 —— 要求用户输入整数 +while True: + try: + num = int(input("请输入整数：")) + result = 8 / num + print(result) + except ValueError: + print("请输入正确的整数") + except ZeroDivisionError: + print("除 0 错误") + continue + print("111111111111111") + except Exception as result: + print("未知错误 %s" % result) + + else: + print("正常执行") + finally: + print("执行完成，但是不保证正确") diff --git a/Python 基础教程/异常的传递.py b/Python 基础教程/异常的传递.py new file mode 100644 index 0000000..b3f1183 --- /dev/null +++ b/Python 基础教程/异常的传递.py @@ -0,0 +1,12 @@ +def demo1(): + return int(input("请输入一个整数：")) + +def demo2(): + return demo1() + +try: + print(demo2()) +except ValueError: + print("请输入正确的整数") +except Exception as result: + print("未知错误 %s" % result) \ No newline at end of file diff --git a/Python 基础教程/抛出 raise 异常.py b/Python 基础教程/抛出 raise 异常.py new file mode 100644 index 0000000..aaae4d0 --- /dev/null +++ b/Python 基础教程/抛出 raise 异常.py @@ -0,0 +1,21 @@ +def input_password(): + + # 1\. 提示用户输入密码 + pwd = input("请输入密码：") + + # 完整例子\. 判断密码长度，如果长度 >= 8，返回用户输入的密码 + if len(pwd) >= 8: + return pwd + + # 3\. 密码长度不够，需要抛出异常 + # 1> 创建异常对象 - 使用异常的错误信息字符串作为参数 + ex = Exception("密码长度不够") + + # 完整例子> 抛出异常对象 + raise ex + +try: + user_pwd = input_password() + print(user_pwd) +except Exception as result: + print("发现错误：%s" % result) \ No newline at end of file diff --git a/Python 基础教程/文件.py b/Python 基础教程/文件.py new file mode 100644 index 0000000..a2b803f --- /dev/null +++ b/Python 基础教程/文件.py @@ -0,0 +1,21 @@ +# 用numpy读取文件 +import numpy as np +data = np.genfromtxt('data.txt',delimiter=' ') +print(data) + +# 1\. 打开 - 文件名需要注意大小写 +file = open("data.txt",encoding='utf-8') +print(file) +# 完整例子\. 读取 +text = file.read() +print(text) +# 3\. 关闭 +file.close() +# write 方法 —— 写入文件 +# 打开文件 +f = open("abc.txt", "w") +print(f) +f.write("hello neuedu！\n") +f.write("今天天气真好") +# 关闭文件 +f.close() diff --git a/Python 基础教程/文件例子.py b/Python 基础教程/文件例子.py new file mode 100644 index 0000000..24800ce --- /dev/null +++ b/Python 基础教程/文件例子.py @@ -0,0 +1,23 @@ +import random + +f = open('data.txt', 'w+') +for i in range(100000): + f.write(str(random.randint(1,100)) + '\n') +print(f.read()) +f.close() + +from collections import Counter +dict={} +f = open('data.txt', 'r+') +for i in f: + if i not in dict: + dict[i] = 1 + else: + dict[i] = dict[i] + 1 +d = Counter(dict) +with open('mostNum.txt', 'w+') as k: + for i in d.most_common(10): + k.write(f'{i[0].strip()}--------{i[1]}\n') + k.seek(0, 0) + print(k.read()) +f.close() \ No newline at end of file diff --git a/Python 基础教程/私有属性---封装.py b/Python 基础教程/私有属性---封装.py new file mode 100644 index 0000000..823c75c --- /dev/null +++ b/Python 基础教程/私有属性---封装.py @@ -0,0 +1,16 @@ +class Person: + def __init__(self, name, age): + self.name = name + self.__age = age + + #定义对私有属性的get方法，获取私有属性 + def getAge(self): + return self.__age + + #定义对私有属性的重新赋值的set方法，重置私有属性 + def setAge(self,age): + self.__age = age + +person1 = Person("tom",19) +person1.setAge(20) +print(person1.name,person1.getAge()) #tom 20 \ No newline at end of file diff --git a/Python 基础教程/自定义异常.py b/Python 基础教程/自定义异常.py new file mode 100644 index 0000000..084daf2 --- /dev/null +++ b/Python 基础教程/自定义异常.py @@ -0,0 +1,12 @@ +class MyException(Exception): #让MyException类继承Exception + def __init__(self,name,age): + self.name = name + self.age = age +try: + #知识点：主动抛出异常，就是实例化一个异常类 + raise MyException("zhansgan",19) #实例化一个异常,实例化的时候需要传参数 +except MyException as obj: #这里体现一个封装， + print(obj.age,obj.name) #捕获的就是MyException类携带过来的信息 + +except Exception as obj: #万能捕获，之前的可能捕获不到，这里添加Exception作为保底 + print(obj) \ No newline at end of file diff --git a/Python 基础教程/随机数模块.py b/Python 基础教程/随机数模块.py new file mode 100644 index 0000000..7668007 --- /dev/null +++ b/Python 基础教程/随机数模块.py @@ -0,0 +1,18 @@ +import random + +random.randint(0, 10) +random.random() + +s = 'helloWorld' +random.choice(s) + +# random.sample(population, k)：在一个序列或者集合中选择k个随机元素() +random.sample('12345', 2) + +# random.uniform(a, b)：产生一个指定范围内的随机浮点数 若a < b，随机数n范围：a <= n <= b； 若a > b，随机数n范围：a<= n <= b； +random.uniform(1,10) +random.randrange(1, 10, 1) #[1,10)之间随机整数 + +# random.shuffle(x, random=None)：将列表顺序打乱； +l = ['C', 'C++', 'Java', 'C#', 'Python'] +random.shuffle(l) \ No newline at end of file diff --git a/Python 基础教程/集合 奥运会足球分组.py b/Python 基础教程/集合 奥运会足球分组.py new file mode 100644 index 0000000..c0dba50 --- /dev/null +++ b/Python 基础教程/集合 奥运会足球分组.py @@ -0,0 +1,23 @@ +# // map，保存最终分组结果 +# // key保存的是第几组，value是该组对应的国家集合 +import random +groupNum2Countrys = {} + +strCountrys = "科特迪瓦，阿根廷，澳大利亚，塞尔维亚，荷兰，尼日利亚，日本，美国，中国，新西兰，巴西，比利时，韩国，喀麦隆，洪都拉斯，意大利"; +countryList = strCountrys.split("，") + +for i in range(4): + lstGroup = [] + # // 分第1组 + # // 随机从集合中选出一个国家，放到第1组里；然后将这个选出的国家，从原来集合中干掉（删除） + # // 重复以上步骤4次 + for j in range(4): + selectIndex = random.randint(0,len(countryList)-1) + lstGroup.append(countryList[selectIndex]) + countryList.remove(countryList[selectIndex]) + + groupNum2Countrys[i+1] = lstGroup + +for key,value in groupNum2Countrys.items(): + print('第' + str(key) + '组') + print(value) \ No newline at end of file diff --git a/Python 基础教程/集合 综合练习.py b/Python 基础教程/集合 综合练习.py new file mode 100644 index 0000000..9352217 --- /dev/null +++ b/Python 基础教程/集合 综合练习.py @@ -0,0 +1,20 @@ +word="I'm a boby, I'm a girl. When it is true, it is ture. that are cats, the red is red." +word=word.replace(',','').replace('.','') +word=word.split() +print(word) +print('第1种方法') +setword=set(word) +for i in setword: + count=word.count(i) + print(i,'出现次数：',count) +print('第2种方法') +dict = {} +for key in word: + dict[key] = dict.get(key, 0) + 1 +print(dict) +print('第3种方法') +from collections import Counter + +result = Counter(dict) +print(result) +print(result.most_common(3)) \ No newline at end of file diff --git a/Python 基础教程/集合 谁拿了最多的奖学金.py b/Python 基础教程/集合 谁拿了最多的奖学金.py new file mode 100644 index 0000000..3034723 --- /dev/null +++ b/Python 基础教程/集合 谁拿了最多的奖学金.py @@ -0,0 +1,40 @@ +# 4 +# YaoLin 87 82 Y N 0 +# ChenRuiyi 88 78 N Y 1 +# LiXin 92 88 N N 0 +# ZhangQin 83 87 Y N 1 + +num = int(input('请输入学生数量：')) +std_dict = {} +for i in range(num): + line = input(f'请输入第{i+1}名学生信息') + stu_lst = line.split(' ') + std_dict[stu_lst[0]] = stu_lst[1:] + +# print(std_dict) +reward_dict = {} +#开始计算每一位学生的奖学金 +for stu_name,stu_info in std_dict.items(): + if int(stu_info[0]) > 80 and int(stu_info[4]) > 0: + reward_dict[stu_name] = reward_dict.get(stu_name,0) + 8000 + if int(stu_info[0]) > 85 and int(stu_info[1]) > 80: + reward_dict[stu_name] = reward_dict.get(stu_name, 0) + 4000 + if int(stu_info[0]) > 90: + reward_dict[stu_name] = reward_dict.get(stu_name, 0) + 2000 + if int(stu_info[0]) > 85 and stu_info[3] == 'Y': + reward_dict[stu_name] = reward_dict.get(stu_name, 0) + 1000 + if int(stu_info[1]) > 80 and stu_info[2] == 'Y': + reward_dict[stu_name] = reward_dict.get(stu_name, 0) + 850 + +sum = 0 +max = 0 +max_stu = '' +for stu_name,money in reward_dict.items(): + if max < money: + max = money + max_stu = stu_name + sum += money + +print(max_stu) +print(max) +print(sum) \ No newline at end of file diff --git a/Python 基础教程/集合.py b/Python 基础教程/集合.py new file mode 100644 index 0000000..24d5431 --- /dev/null +++ b/Python 基础教程/集合.py @@ -0,0 +1,43 @@ +# 集合的创建 +a_set = set(range(8,14)) +#自动去除重复 +b_set = set([0, 1, 2, 3, 0, 1, 2, 3, 7, 8]) +#空集合 +c_set = set() + +# 集合元素的增加与删除 +s = {1,2,3} +s.add(3) +s.update({3,4,5}) +s.remove(3) +print(s) + +# 集合操作 +a_set = set([8, 9, 10, 11, 12, 13]) +b_set = {0, 1, 2, 3, 7, 8} +# 并集 +print(a_set | b_set,a_set.union(b_set) ) +#交集 +print(a_set & b_set,a_set.intersection(b_set) ) +#差集 +print(a_set.difference(b_set),a_set - b_set) + +# 测试是否为子集 +x = {1, 2, 3} +y = {1, 2, 5} +z = {1, 2, 3, 4} +print(x.issubset(y),x.issubset(z)) + +# 使用集合快速提取序列中单一元素 +import random +listRandom = [random.choice(range(500)) for i in range(100)] +noRepeat = [] +for i in listRandom : + if i not in noRepeat : + noRepeat.append(i) +print(len(listRandom),len(noRepeat)) +newSet = set(listRandom) + +# 集合推导式 +s = {x.strip() for x in (' he ', 'she ', ' I')} +print(s) \ No newline at end of file diff --git a/Python 基础教程/面向对象.py b/Python 基础教程/面向对象.py new file mode 100644 index 0000000..9f4aed2 --- /dev/null +++ b/Python 基础教程/面向对象.py @@ -0,0 +1,42 @@ +class Cat: + """这是一个猫类""" + def eat(self): + print(f"小猫爱吃鱼,我是{self.name},self的地址是{id(self)}") + def drink(self): + print("小猫在喝水") + +tom = Cat() +print(f'tom对象的id是{id(tom)}') +tom.name = "Tom" +tom.eat() +print('-'*60) +lazy_cat = Cat() +print(f'lazy_cat对象的id是{id(lazy_cat)}') +lazy_cat.name = "大懒猫" +lazy_cat.eat() + +class Cat: + def __init__(self, name): + print("初始化方法 %s" % name) + self.name = name + +tom = Cat("Tom") +lazy_cat = Cat("大懒猫") + + +# _str_ 方法，如果在开发中，希望使用 print 输出 对象变量 时，能够打印 自定义的内容，就可以利用 __str__ 这个内置方法了 + +class Cat: + + def __init__(self, new_name): + + self.name = new_name + + print("%s 来了" % self.name) + + + def __str__(self): + return "我是小猫：%s" % self.name + +tom = Cat("Tom") +print(tom) diff --git a/Python 基础教程/面向对象与面向过程.py b/Python 基础教程/面向对象与面向过程.py new file mode 100644 index 0000000..17b3631 --- /dev/null +++ b/Python 基础教程/面向对象与面向过程.py @@ -0,0 +1,21 @@ + +def CarInfo(type,price): + print ("the car's type %s,price:%d"%(type,price)) + +print('函数方式（面向过程）') +CarInfo('passat',250000) +CarInfo('ford',280000) + + +class Car: + def __init__(self,type,price): + self.type = type + self.price = price + + def printCarInfo(self): + print ("the car's Info in class:type %s,price:%d"%(self.type,self.price)) +print('面向对象') +carOne = Car('passat',250000) +carTwo = Car('ford',250000) +carOne.printCarInfo() +carTwo.printCarInfo() \ No newline at end of file diff --git a/Python高级编程/_call_方法.py b/Python高级编程/_call_方法.py new file mode 100644 index 0000000..63dc359 --- /dev/null +++ b/Python高级编程/_call_方法.py @@ -0,0 +1,30 @@ +class Person(object): + def __init__(self, name, gender): + self.name = name + self.gender = gender + print("init") + + def __call__(self, friend): + print ('My name is %s...' % self.name) + print ('My friend is %s...' % friend) + +p = Person('Bob', 'male') +p('Tim') + +class Fib(object): + def __init__(self): + pass + def __call__(self,num): + a,b = 0,1; + self.l=[] + + for i in range (num): + self.l.append(a) + a,b= b,a+b + return self.l + def __str__(self): + return str(self.l) + + +f = Fib() +print(f(10)) \ No newline at end of file diff --git a/Python高级编程/mytest.txt b/Python高级编程/mytest.txt new file mode 100644 index 0000000..4c77de1 --- /dev/null +++ b/Python高级编程/mytest.txt @@ -0,0 +1,3 @@ +aaaaaaaaaaaaa +bbbbbbbbbbbb +cccccccccccc \ No newline at end of file diff --git a/Python高级编程/上下文管理器 读文本文件.py b/Python高级编程/上下文管理器 读文本文件.py new file mode 100644 index 0000000..887ccc1 --- /dev/null +++ b/Python高级编程/上下文管理器 读文本文件.py @@ -0,0 +1,63 @@ +class Resource(): + def __enter__(self): + print('===connect to resource===') + return self + + def __exit__(self, exc_type, exc_val, exc_tb): + print('===close resource connection===') + print(exc_type) + print(exc_val) + print(exc_tb) + return True + + def operate(self): + 1/0 + +with Resource() as res: + res.operate() + + +import contextlib + +@contextlib.contextmanager +def open_func(file_name): + # __enter__方法 + print('open file:', file_name, 'in __enter__') + file_handler = open(file_name, 'r') + + try: + yield file_handler + except Exception as exc: + # deal with exception + print('the exception was thrown') + finally: + print('close file:', file_name, 'in __exit__') + file_handler.close() + + return + +with open_func('mytest.txt') as file_in: + for line in file_in: + 1/0 + print(line) + + +import contextlib + +@contextlib.contextmanager +def open_func(file_name): + # __enter__方法 + print('open file:', file_name, 'in __enter__') + file_handler = open(file_name, 'r') + + # 【重点】：yield + yield file_handler + + # __exit__方法 + print('close file:', file_name, 'in __exit__') + file_handler.close() + return + +with open_func('mytest.txt') as file_in: + for line in file_in: + print(line) \ No newline at end of file diff --git a/Python高级编程/使用type创建类.py b/Python高级编程/使用type创建类.py new file mode 100644 index 0000000..bbc12ce --- /dev/null +++ b/Python高级编程/使用type创建类.py @@ -0,0 +1,10 @@ +Foo = type('Foo', (), {'bar':True}) + + +# class Foo(object): +# bar = True + +def echo_bar(self): # 定义了一个普通的函数 + print(self.bar) + +FooChild = type('FooChild', (Foo,), {'echo_bar': echo_bar}) #让FooChild类中的echo_bar属性，指向了上面定义的函数 \ No newline at end of file diff --git a/Python高级编程/关系型数据库使用 元类应用之实现简单ORM.py b/Python高级编程/关系型数据库使用 元类应用之实现简单ORM.py new file mode 100644 index 0000000..c964a47 --- /dev/null +++ b/Python高级编程/关系型数据库使用 元类应用之实现简单ORM.py @@ -0,0 +1,10 @@ +class User(ORM): + # 定义数据表的字段 + name = CharField() + age = IntField() + +if __name__ == '__main__': + user = User() + user.name = "seanlee" + user.age = 21 + user.save() # 调用save函数框架自动将数据插入到数据库中 \ No newline at end of file diff --git a/Python高级编程/单继承.py b/Python高级编程/单继承.py new file mode 100644 index 0000000..115f4b4 --- /dev/null +++ b/Python高级编程/单继承.py @@ -0,0 +1,28 @@ +class A: + def spam(self): + print('A.spam') + +class B(A): + def spam(self): + print('B.spam') + super().spam() # Call parent spam() + +class C: + def __init__(self): + self.x = 0 + +class D(C): + def __init__(self): + super().__init__() + self.y = 1 +d = D() +print(d.y) + +class Base: + def __init__(self): + print('Base.__init__') + +class A(Base): + def __init__(self): + Base.__init__(self) + print('A.__init__') \ No newline at end of file diff --git a/Python高级编程/同时输出到控制台和日志文件.py b/Python高级编程/同时输出到控制台和日志文件.py new file mode 100644 index 0000000..6063fc5 --- /dev/null +++ b/Python高级编程/同时输出到控制台和日志文件.py @@ -0,0 +1,51 @@ + +import os +import time +import logging + + +### +# 1. 创建logger实例，如果参数为空则返回 root logger +### + +logger = logging.getLogger('aiotest') +# 设置总日志级别, 也可以给不同的handler设置不同的日志级别 +logger.setLevel(logging.DEBUG) + +### +# 完整例子. 创建Handler, 输出日志到控制台和文件 +### + +# 控制台日志和日志文件使用同一个Formatter +formatter = logging.Formatter( + '%(asctime)s - %(filename)s[line:%(lineno)d] - <%(threadName)s %(thread)d>' + + '- - %(levelname)s: %(message)s' +) + +# 日志文件FileHandler +basedir = os.path.abspath(os.path.dirname(__file__)) +log_dest = os.path.join(basedir, 'logs') # 日志文件所在目录 +if not os.path.isdir(log_dest): + os.mkdir(log_dest) +filename = time.strftime('%Y-%m-%d-%H-%M-%S', time.localtime(time.time())) + '.log' # 日志文件名，以当前时间命名 +file_handler = logging.FileHandler(os.path.join(log_dest, filename), encoding='utf-8') # 创建日志文件handler +file_handler.setFormatter(formatter) # 设置Formatter +file_handler.setLevel(logging.INFO) # 单独设置日志文件的日志级别 + +# 控制台日志StreamHandler +stream_handler = logging.StreamHandler() +stream_handler.setFormatter(formatter) +# stream_handler.setLevel(logging.INFO) # 单独设置控制台日志的日志级别，注释掉则使用总日志级别 + +### +# 3. 将handler添加到logger中 +### + +logger.addHandler(file_handler) +logger.addHandler(stream_handler) + + +# 使用时： +from logger import logger + +logger.info('This is info message') \ No newline at end of file diff --git a/Python高级编程/基本概念.py b/Python高级编程/基本概念.py new file mode 100644 index 0000000..4429279 --- /dev/null +++ b/Python高级编程/基本概念.py @@ -0,0 +1,10 @@ +import logging + + +logging.basicConfig(format='%(asctime)s - %(name)s - %(levelname)s - %(message)s') + +logging.debug('This is debug message') +logging.info('This is info message') +logging.warning('This is warning message') +logging.error('This is error message') +logging.critical('This is critical message') \ No newline at end of file diff --git a/Python高级编程/多继承.py b/Python高级编程/多继承.py new file mode 100644 index 0000000..194ee86 --- /dev/null +++ b/Python高级编程/多继承.py @@ -0,0 +1,20 @@ +class Base: + def __init__(self): + print('Base.__init__') + +class A(Base): + def __init__(self): + super().__init__() + print('A.__init__') + +class B(Base): + def __init__(self): + super().__init__() + print('B.__init__') + +class C(A,B): + def __init__(self): + super().__init__() # Only one call to super() here + print('C.__init__') + +print(C.__mro__) \ No newline at end of file diff --git a/Python高级编程/对象属性管理3.py b/Python高级编程/对象属性管理3.py new file mode 100644 index 0000000..193cae3 --- /dev/null +++ b/Python高级编程/对象属性管理3.py @@ -0,0 +1,34 @@ +class People: + country='China' + def __init__(self,name): + self.name=name + + def people_info(self): + print('%s is xxx' %(self.name)) + +obj=People('aaa') + +print(hasattr(People,'country')) +#返回值：True +print('country' in People.__dict__) +#返回值：True +print(hasattr(obj,'people_info')) +#返回值：True +print(People.__dict__) + +class Foo: + def run(self): + while True: + cmd=input('cmd>>: ').strip() + if hasattr(self,cmd): + func=getattr(self,cmd) + func() + + def download(self): + print('download....') + + def upload(self): + print('upload...') + +obj=Foo() +obj.run() \ No newline at end of file diff --git a/Python高级编程/对象管理属性.py b/Python高级编程/对象管理属性.py new file mode 100644 index 0000000..af1c45c --- /dev/null +++ b/Python高级编程/对象管理属性.py @@ -0,0 +1,8 @@ +class Spring(object): + #season 为类的属性 + season = "the spring of class" +print(Spring.__dict__) +print(Spring.__dict__['season']) +# 实例属性的__dict__是空的，因为season是属于类属性 +s= Spring() +print(s.__dict__) \ No newline at end of file diff --git a/Python高级编程/对象管理属性2.py b/Python高级编程/对象管理属性2.py new file mode 100644 index 0000000..274b5d9 --- /dev/null +++ b/Python高级编程/对象管理属性2.py @@ -0,0 +1,34 @@ +class Person(object): + name = 'python' + age = 18 + + def __init__(self): + self.sex = 'boy' + self.like = 'papapa' + + @staticmethod + def stat_func(): + print ('this is stat_func') + + @classmethod + def class_func(cls): + print ('class_func') + +class Hero(Person): + name = 'super man' + age = 1000 + + def __init__(self): + super(Hero, self).__init__() + self.is_good = 'yes' + self.power = 'fly' + +person = Person() +print ('Person.__dict__: ', Person.__dict__) +print ('person.__dict__: ', person.__dict__) +hero = Hero() +print ('Hero.__dict__: ', Hero.__dict__ ) +print ('hero.__dict__: ', hero.__dict__) + + # 类的普通方法、类方法、静态方法、全局变量以及一些内置的属性都是放在类对象dict里,而实例对象中存储了一些self.xxx的一些东西 +# 类对象的dict虽然没有继承父类的，但是实例对象继承了父类的实例属性 \ No newline at end of file diff --git a/Python高级编程/属性访问控制.py b/Python高级编程/属性访问控制.py new file mode 100644 index 0000000..16045e8 --- /dev/null +++ b/Python高级编程/属性访问控制.py @@ -0,0 +1,36 @@ +class Foo: + x=1 + def __init__(self,y): + self.y=y + + def __getattr__(self, item): + print('----> from getattr:你找的属性不存在') + + + def __setattr__(self, key, value): + print('----> from setattr') + # self.key=value #这就无限递归了,你好好想想 + self.__dict__[key]=value #应该使用它 + + def __delattr__(self, item): + print('----> from delattr') + # del self.item #无限递归了 + self.__dict__.pop(item) + + def __getattribute__(self, item): + print('----> __getattribute__') + return super().__getattribute__(item) + +#__setattr__添加/修改属性会触发它的执行 +f1=Foo(10) +print(f1.__dict__) # 因为你重写了__setattr__,凡是赋值操作都会触发它的运行,你啥都没写,就是根本没赋值,除非你直接操作属性字典,否则永远无法赋值 +f1.z=3 +print(f1.__dict__) + +#__delattr__删除属性的时候会触发 +f1.__dict__['a']=3#我们可以直接修改属性字典,来完成添加/修改属性的操作 +del f1.a +print(f1.__dict__) + +#__getattr__只有在使用点调用属性且属性不存在的时候才会触发 +# f1.xxxxxx \ No newline at end of file diff --git a/Python高级编程/构造和初始化.py b/Python高级编程/构造和初始化.py new file mode 100644 index 0000000..0518f86 --- /dev/null +++ b/Python高级编程/构造和初始化.py @@ -0,0 +1,19 @@ +class Student(object): + def __new__(cls,*args,**kwargs): + print('我是new函数！') #这是为了追踪new的执行过程 + print(type(cls)) #这是为了追踪new的执行过程 + return object.__new__(cls) #调用父类的（object）的new方法，返回一个Student实例，这个实例传递给init的self参数 + + def __init__(self,name,age): + self.name=name + self.age=age + print('我是init') + + def study(self): + print('我爱学习！') + +if __name__=='__main__': + s=Student('张三',25) + print(s.name) + print(s.age) + s.study() \ No newline at end of file diff --git a/Python高级编程/构造自定义容器.py b/Python高级编程/构造自定义容器.py new file mode 100644 index 0000000..d5661f7 --- /dev/null +++ b/Python高级编程/构造自定义容器.py @@ -0,0 +1,47 @@ +''' + desc：尝试定义一种新的数据类型 + 等差数列 +''' +class ArithemeticSequence: + def __init__(self, start=0, step=1): + print('Call function __init__') + + self.start = start + self.step = step + self.myData = {} + + # 定义获取值的方法 + def __getitem__(self, key): + print('Call function __getitem__') + + try: + return self.myData[key] + except KeyError: + return self.start + key * self.step + + # 定义赋值方法 + def __setitem__(self, key, value): + print('Call function __setitem__') + self.myData[key] = value + + # 定义获取长度的方法 + def __len__(self): + print('Call function __len__') + + return len(self.myData) + + # 定义删除元素的方法 + def __delitem__(self, key): + print('Call function __delitem__') + del self.myData[key] + + +s = ArithemeticSequence(1, 2) +print(s[0]) +print(s[1]) +print(s[2]) +print(s[3])# 这里应该执行self.start+key*self.step，因为没有3这个key +s[3] = 100 # 进行赋值 +print(s[3]) # 前面进行了赋值，那么直接输出赋的值100 +print(len(s)) +del s[3] # 删除3这个key \ No newline at end of file diff --git a/Python高级编程/正则表达式.py b/Python高级编程/正则表达式.py new file mode 100644 index 0000000..0b5fe2b --- /dev/null +++ b/Python高级编程/正则表达式.py @@ -0,0 +1,8 @@ +import re + +line = 'asdf fjdk; afed, fjek,asdf, foo' + +print(re.split(r'[;,\s]\s*', line)) +# 正则模式表示 ;或,或空白字符且它们的后面再跟0个或多个空白字符 +['asdf', 'fjdk', 'afed', 'fjek', 'asdf', 'foo'] + diff --git a/Python高级编程/迭代器.py b/Python高级编程/迭代器.py new file mode 100644 index 0000000..d0b8bd0 --- /dev/null +++ b/Python高级编程/迭代器.py @@ -0,0 +1,32 @@ +import re +import reprlib + +RE_WORD = re.compile('\w+') + +class Sentence: + def __init__(self, text): + self.text = text + self.words = RE_WORD.findall(text) + + def __repr__(self): + return 'Sentence(%s)' % reprlib.repr(self.text) + + def __iter__(self): + return SentenceIterator(self.words) # 迭代协议要求__iter__返回一个迭代器 + + +class SentenceIterator: + def __init__(self, words): + self.words = words + self.index = 0 + + def __next__(self): + try: + word = self.words[self.index] # 获取 self.index 索引位（从0开始）上的单词。 + except IndexError: + raise StopIteration() # 如果 self.index 索引位上没有单词，那么抛出 StopIteration 异常 + self.index += 1 + return word + + def __iter__(self): + return self # 返回迭代器本身 \ No newline at end of file diff --git a/Python高级编程/魔方方法.py b/Python高级编程/魔方方法.py new file mode 100644 index 0000000..96616db --- /dev/null +++ b/Python高级编程/魔方方法.py @@ -0,0 +1,38 @@ +class Typed: + def __init__(self, key, expected_type): # 构造函数接收所传入的参数和参数类型 + self.key = key + self.expected_type = expected_type + + def __get__(self, instance, owner): + print('get方法') + return instance.__dict__[self.key] # 从底层字典获取值 + + def __set__(self, instance, value): + print('set方法') + if not isinstance(value, self.expected_type): # 类型判断 + raise TypeError('%s 传入的类型不是%s' % (self.key, self.expected_type)) # 格式化抛出异常 + instance.__dict__[self.key] = value # 修改底层字典 + + def __delete__(self, instance): + print('delete方法') + instance.__dict__.pop(self.key) + + +class People: + name = Typed('name', str) # p1.__set__() self.__set__()，触发描述符__set__方法，设置参数类型传给构造函数 + age = Typed('age', int) # p1.__set__() self.__set__() + salary = Typed('salary', float) # p1.__set__() self.__set__() + def __init__(self, name, age, salary): + self.name = name + self.age = age + self.salary = salary + +# p1=People('alex','13',13.3)#类型有误，报错 +p1 = People('alex', 13, 13.3) +print(p1.__dict__) +print(p1.name) +p1.name = 'egon' +print(p1.__dict__) +del p1.name +print(p1.__dict__) +# print(p1.name) # 相应的键值对已在底层字典中删除了，报错 \ No newline at end of file diff --git a/__init__.py b/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/实例学习Numpy与Matplotlib/matplotlib 使用子图2.py b/实例学习Numpy与Matplotlib/matplotlib 使用子图2.py new file mode 100644 index 0000000..9c420a2 --- /dev/null +++ b/实例学习Numpy与Matplotlib/matplotlib 使用子图2.py @@ -0,0 +1,17 @@ +import matplotlib.pyplot as plt +import numpy as np +x = np.linspace(0, 2 * np.pi, 50) + +ax1 = plt.subplot(2, 1, 1) # （行，列，活跃区） +plt.plot(x, np.sin(x), 'r') + +ax2 = plt.subplot(2, 3, 4) +plt.plot(x, 2 * np.sin(x), 'g') + +ax3 = plt.subplot(2, 3, 5, sharey=ax2) +plt.plot(x, np.cos(x), 'b') + +ax4 = plt.subplot(2, 3, 6, sharey=ax2) +plt.plot(x, 2 * np.cos(x), 'y') + +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/matplotlib 散点图.py b/实例学习Numpy与Matplotlib/matplotlib 散点图.py new file mode 100644 index 0000000..a6afb7b --- /dev/null +++ b/实例学习Numpy与Matplotlib/matplotlib 散点图.py @@ -0,0 +1,12 @@ +import matplotlib.pyplot as plt +import numpy as np + +k = 500 +x = np.random.rand(k) +y = np.random.rand(k) +size = np.random.rand(k) * 50 # 生成每个点的大小 +colour = np.arctan2(x, y) # 生成每个点的颜色大小 +plt.scatter(x, y, s=size, c=colour) +plt.colorbar() # 添加颜色栏 + +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/matplotlib 柱状图.py b/实例学习Numpy与Matplotlib/matplotlib 柱状图.py new file mode 100644 index 0000000..3ee7295 --- /dev/null +++ b/实例学习Numpy与Matplotlib/matplotlib 柱状图.py @@ -0,0 +1,13 @@ +import matplotlib.pyplot as plt +import numpy as np + +k = 10 +x = np.arange(k) +y = np.random.rand(k) +plt.bar(x, y) # 画出 x 和 y 的柱状图 + +# 增加数值 +for x, y in zip(x, y): + plt.text(x, y , '%.2f' % y, ha='center', va='bottom') + +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/matplotlib使用子图.py b/实例学习Numpy与Matplotlib/matplotlib使用子图.py new file mode 100644 index 0000000..0e733e5 --- /dev/null +++ b/实例学习Numpy与Matplotlib/matplotlib使用子图.py @@ -0,0 +1,18 @@ + +import matplotlib.pyplot as plt +import numpy as np +x = np.linspace(0, 2 * np.pi, 50) +ax1 = plt.subplot(2, 2, 1) # （行，列，活跃区） +plt.title('111111111') +plt.plot(x, np.sin(x), 'r',label="sin(x)") +plt.legend(loc='best') +ax2 = plt.subplot(2, 2, 2, sharey=ax1) # 与 ax1 共享y轴 +plt.plot(x, 2 * np.sin(x), 'g',label="sin(x)") +plt.legend(loc='best') +ax3 = plt.subplot(2, 2, 3) +plt.plot(x, np.cos(x), 'b',label="sin(x)") +plt.legend(loc='best') +ax4 = plt.subplot(2, 2, 4, sharey=ax3) # 与 ax3 共享y轴 +plt.plot(x, 2 * np.cos(x), 'y',label="sin(x)") +plt.legend(loc='best') +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/matplotlib入门例子.py b/实例学习Numpy与Matplotlib/matplotlib入门例子.py new file mode 100644 index 0000000..8e88ec2 --- /dev/null +++ b/实例学习Numpy与Matplotlib/matplotlib入门例子.py @@ -0,0 +1,19 @@ + +import matplotlib.pyplot as plt +import numpy as np + +x = np.linspace(0, 2 * np.pi, 50) +y = np.sin(x) + +plt.plot(x, y) +plt.show() +plt.plot(x, y) +plt.plot(x, y * 2) +plt.title("sin(x) & 2sin(x)") +plt.show() + +plt.plot(x, y, label="sin(x)") +plt.plot(x, y * 2, label="2sin(x)") +# plt.legend() +plt.legend(loc='best') +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/中文乱码解决.py b/实例学习Numpy与Matplotlib/中文乱码解决.py new file mode 100644 index 0000000..a8f397f --- /dev/null +++ b/实例学习Numpy与Matplotlib/中文乱码解决.py @@ -0,0 +1,14 @@ +import matplotlib.pyplot as plt +import numpy as np + +x = ['北京', '上海', '深圳', '广州'] +y = [60000, 58000, 50000, 52000] +plt.plot(x, y) +plt.show() + + +plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签 +plt.rcParams['axes.unicode_minus']=False #用来正常显示负号 + +plt.plot(x, y) +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/创建 numpy.array.py b/实例学习Numpy与Matplotlib/创建 numpy.array.py new file mode 100644 index 0000000..417d3e0 --- /dev/null +++ b/实例学习Numpy与Matplotlib/创建 numpy.array.py @@ -0,0 +1,7 @@ + +import numpy as np +nparr = np.array([i for i in range(10)]) + +np.zeros(10) + +print(nparr,) \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/双y轴曲线.py b/实例学习Numpy与Matplotlib/双y轴曲线.py new file mode 100644 index 0000000..97897e7 --- /dev/null +++ b/实例学习Numpy与Matplotlib/双y轴曲线.py @@ -0,0 +1,87 @@ +# 双y轴曲线图例合并是一个棘手的操作，现以MNIST案例中loss/accuracy绘制曲线。 +import tensorflow as tf +from tensorflow.examples.tutorials.mnist import input_data +import time +import matplotlib.pyplot as plt +import numpy as np + +x_data = tf.compat.v1.placeholder(tf.float32, [None, 784]) +y_data = tf.compat.v1.placeholder(tf.float32, [None, 10]) +x_image = tf.reshape(x_data, [-1, 28, 28, 1]) + +# convolve layer 1 +filter1 = tf.Variable(tf.truncated_normal([5, 5, 1, 6])) +bias1 = tf.Variable(tf.truncated_normal([6])) +conv1 = tf.nn.conv2d(x_image, filter1, strides=[1, 1, 1, 1], padding='SAME') +h_conv1 = tf.nn.sigmoid(conv1 + bias1) +maxPool2 = tf.nn.max_pool(h_conv1, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='SAME') + +# convolve layer 完整例子 +filter2 = tf.Variable(tf.truncated_normal([5, 5, 6, 16])) +bias2 = tf.Variable(tf.truncated_normal([16])) +conv2 = tf.nn.conv2d(maxPool2, filter2, strides=[1, 1, 1, 1], padding='SAME') +h_conv2 = tf.nn.sigmoid(conv2 + bias2) +maxPool3 = tf.nn.max_pool(h_conv2, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='SAME') + +# convolve layer 3 +filter3 = tf.Variable(tf.truncated_normal([5, 5, 16, 120])) +bias3 = tf.Variable(tf.truncated_normal([120])) +conv3 = tf.nn.conv2d(maxPool3, filter3, strides=[1, 1, 1, 1], padding='SAME') +h_conv3 = tf.nn.sigmoid(conv3 + bias3) + +# full connection layer 1 +W_fc1 = tf.Variable(tf.truncated_normal([7 * 7 * 120, 80])) +b_fc1 = tf.Variable(tf.truncated_normal([80])) +h_pool2_flat = tf.reshape(h_conv3, [-1, 7 * 7 * 120]) +h_fc1 = tf.nn.sigmoid(tf.matmul(h_pool2_flat, W_fc1) + b_fc1) + +# full connection layer 完整例子 +W_fc2 = tf.Variable(tf.truncated_normal([80, 10])) +b_fc2 = tf.Variable(tf.truncated_normal([10])) +y_model = tf.nn.softmax(tf.matmul(h_fc1, W_fc2) + b_fc2) + +cross_entropy = - tf.reduce_sum(y_data * tf.log(y_model)) + +train_step = tf.train.GradientDescentOptimizer(1e-3).minimize(cross_entropy) + +sess = tf.InteractiveSession() +correct_prediction = tf.equal(tf.argmax(y_data, 1), tf.argmax(y_model, 1)) +accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float")) +sess.run(tf.global_variables_initializer()) + +mnist = input_data.read_data_sets("MNIST_data/", one_hot=True) + +fig_loss = np.zeros([1000]) +fig_accuracy = np.zeros([1000]) + +start_time = time.time() +for i in range(1000): + batch_xs, batch_ys = mnist.train.next_batch(200) + if i % 100 == 0: + train_accuracy = sess.run(accuracy, feed_dict={x_data: batch_xs, y_data: batch_ys}) + print("step %d, train accuracy %g" % (i, train_accuracy)) + end_time = time.time() + print("time:", (end_time - start_time)) + start_time = end_time + print("********************************") + train_step.run(feed_dict={x_data: batch_xs, y_data: batch_ys}) + fig_loss[i] = sess.run(cross_entropy, feed_dict={x_data: batch_xs, y_data: batch_ys}) + fig_accuracy[i] = sess.run(accuracy, feed_dict={x_data: batch_xs, y_data: batch_ys}) +print("test accuracy %g" % sess.run(accuracy, feed_dict={x_data: mnist.test.images, y_data: mnist.test.labels})) + +# 绘制曲线 +fig, ax1 = plt.subplots() +ax2 = ax1.twinx() +lns1 = ax1.plot(np.arange(1000), fig_loss, label="Loss") +# 按一定间隔显示实现方法 +# ax2.plot(200 * np.arange(len(fig_accuracy)), fig_accuracy, 'r') +lns2 = ax2.plot(np.arange(1000), fig_accuracy, 'r', label="Accuracy") +ax1.set_xlabel('iteration') +ax1.set_ylabel('training loss') +ax2.set_ylabel('training accuracy') +# 合并图例 +lns = lns1 + lns2 +labels = ["Loss", "Accuracy"] +# labels = [l.get_label() for l in lns] +plt.legend(lns, labels, loc=7) +plt.show() \ No newline at end of file diff --git a/实例学习Numpy与Matplotlib/数据加载和简单的数据探索.py b/实例学习Numpy与Matplotlib/数据加载和简单的数据探索.py new file mode 100644 index 0000000..64d160d --- /dev/null +++ b/实例学习Numpy与Matplotlib/数据加载和简单的数据探索.py @@ -0,0 +1,33 @@ +import numpy as np +import matplotlib as mpl +import matplotlib.pyplot as plt +from sklearn import datasets + + +# 加载数据集load_xxx +iris = datasets.load_iris() +# 是一个字典 +iris.keys() +# dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names']) +# 数据文档 +print(iris.DESCR) +print(iris.data,iris.data.shape,iris.target,iris.target_names) + +# 所有的行，取前两列 +X = iris.data[:,:2] +# X[:,0]这样可以取出第0列 +plt.scatter(X[:,0],X[:,1]) +plt.show() + +y = iris.target +# marker 是形状 +for i,colors,marker in [(0,"red","o"),(1,"blue","+"),(2,"green","x")]: + plt.scatter(X[y==i,0],X[y==i,1],color=colors,marker=marker) +plt.show() + +# 使用另外两个维度 +X = iris.data[:,2:] +# marker 是形状 +for i,colors,marker in [(0,"red","o"),(1,"blue","+"),(2,"green","x")]: + plt.scatter(X[y==i,0],X[y==i,1],color=colors,marker=marker) +plt.show() \ No newline at end of file diff --git a/实例学习pandas/DataFrame.py b/实例学习pandas/DataFrame.py new file mode 100644 index 0000000..c07d369 --- /dev/null +++ b/实例学习pandas/DataFrame.py @@ -0,0 +1,28 @@ +# DataFrame 是一个带有索引的二维数据结构，每列可以有自己的名字，并且可以有不同的数据类型。 +# 你可以把它想象成一个 excel 表格或者数据库中的一张表，DataFrame 是最常用的 Pandas 对象。 + +import numpy as np +import pandas as pd + +index = pd.Index(data=["Tom", "Bob", "Mary", "James"], name="name") + +data = { + "age": [18, 30, 25, 40], + "city": ["BeiJing", "ShangHai", "GuangZhou", "ShenZhen"] +} + +user_info = pd.DataFrame(data=data, index=index) +print(user_info) +# 先构建一个二维数组，然后再生成一个列名称列表。 +data = [[18, "BeiJing"], + [30, "ShangHai"], + [25, "GuangZhou"], + [40, "ShenZhen"]] +columns = ["age", "city"] + +user_info = pd.DataFrame(data=data, index=index, columns=columns) +print(user_info) + +# 访问行 + +print(user_info.loc["Tom"],user_info.iloc[1:3],user_info["age"]) \ No newline at end of file diff --git a/实例学习pandas/Series.py b/实例学习pandas/Series.py new file mode 100644 index 0000000..b01bf7b --- /dev/null +++ b/实例学习pandas/Series.py @@ -0,0 +1,15 @@ +import numpy as np +import pandas as pd + +# Series 是一个带有 名称 和索引的一维数组 +# 一个 Series 包括了 data、index 以及 name +user_age = pd.Series(data=[18, 30, 25, 40]) +user_age.index = ["Tom", "Bob", "Mary", "James"] +user_age.index.name = "name" +user_age.name="user_age_info" +print(user_age) + +# 构建索引 +name = pd.Index(["Tom", "Bob", "Mary", "James"], name="name") +# 构建 Series +user_age = pd.Series(data=[18, 30, 25, 40], index=name, name="user_age_info") \ No newline at end of file diff --git a/实例学习pandas/io操作.py b/实例学习pandas/io操作.py new file mode 100644 index 0000000..a56ce17 --- /dev/null +++ b/实例学习pandas/io操作.py @@ -0,0 +1,16 @@ +# 导入相关库 +import numpy as np +import pandas as pd +from io import StringIO + +pd.read_csv("user_info.csv") + + +pd.read_csv("user_info.csv", index_col="name") + +# 除了可以从文件中读取，我们还可以从 StringIO 对象中读取 +data="name,age,birth,sex\nTom,18.0,2000-02-10,\nBob,30.0,1988-10-17,male" +print(data) +pd.read_csv(StringIO(data)) +data = "name|age|birth|sex~Tom|18.0|2000-02-10|~Bob|30.0|1988-10-17|male" +pd.read_csv(StringIO(data), sep="|", lineterminator="~") \ No newline at end of file diff --git a/实例学习pandas/user_info.csv b/实例学习pandas/user_info.csv new file mode 100644 index 0000000..916fc12 --- /dev/null +++ b/实例学习pandas/user_info.csv @@ -0,0 +1,3 @@ +name,age,birth,sex +Tom,18.0,2000-02-10, +Bob,30.0,1988-10-17,male \ No newline at end of file diff --git a/实例学习pandas/股票分析.py b/实例学习pandas/股票分析.py new file mode 100644 index 0000000..dd5c84d --- /dev/null +++ b/实例学习pandas/股票分析.py @@ -0,0 +1,36 @@ +# import numpy and pandas +import numpy as np +import pandas as pd + +# used for dates +import datetime +from datetime import datetime, date + +# Set formattign options +pd.set_option('display.notebook_repr_html', False) +pd.set_option('display.max_columns', 7) +pd.set_option('display.max_rows', 10) +pd.set_option('display.width', 60) + +# bring in matplotlib for graphics +import matplotlib.pyplot as plt +# 从雅虎获得股票数据 +# pip install pandas_datareader + +# import data reader package +import pandas_datareader as pdr + +# read data from Yahoo! Finance for a specific +# stock specified by ticker and between the start and end dates +def get_stock_data(ticker, start, end): + # read the data + data = pdr.data.DataReader(ticker, 'yahoo', start, end) + + # rename this column + data.insert(0, "Ticker", ticker) + return data + +# request the three years of data for MSFT +start = datetime(2012, 1, 1) +end = datetime(2014, 12, 31) +get_stock_data("MSFT", start, end)[:5] \ No newline at end of file diff --git a/机器学习/KNN/KNN-iris.py b/机器学习/KNN/KNN-iris.py new file mode 100644 index 0000000..231edbc --- /dev/null +++ b/机器学习/KNN/KNN-iris.py @@ -0,0 +1,55 @@ +# 导入算法包以及数据集 +import numpy as np +from sklearn import datasets +from sklearn.model_selection import train_test_split +from sklearn.metrics import classification_report,confusion_matrix +import operator +import random +def knn(x_test, x_data, y_data, k): + # 计算样本数量 + x_data_size = x_data.shape[0] + # 复制x_test + np.tile(x_test, (x_data_size,1)) + # 计算x_test与每一个样本的差值 + diffMat = np.tile(x_test, (x_data_size,1)) - x_data + # 计算差值的平方 + sqDiffMat = diffMat**2 + # 求和 + sqDistances = sqDiffMat.sum(axis=1) + # 开方 + distances = sqDistances**0.5 + # 从小到大排序 + sortedDistances = distances.argsort() + classCount = {} + for i in range(k): + # 获取标签 + votelabel = y_data[sortedDistances[i]] + # 统计标签数量 + classCount[votelabel] = classCount.get(votelabel,0) + 1 + # 根据operator.itemgetter(1)-第1个值对classCount排序，然后再取倒序 + sortedClassCount = sorted(classCount.items(),key=operator.itemgetter(1), reverse=True) + # 获取数量最多的标签 + return sortedClassCount[0][0] +# 载入数据 +iris = datasets.load_iris() +# x_train,x_test,y_train,y_test = train_test_split(iris.data, iris.target, test_size=0.完整例子) #分割数据0.2为测试数据，0.8为训练数据 +#打乱数据 +data_size = iris.data.shape[0] +index = [i for i in range(data_size)] +random.shuffle(index) +iris.data = iris.data[index] +iris.target = iris.target[index] +#切分数据集 +test_size = 40 +x_train = iris.data[test_size:] +x_test = iris.data[:test_size] +y_train = iris.target[test_size:] +y_test = iris.target[:test_size] +predictions = [] +for i in range(x_test.shape[0]): + predictions.append(knn(x_test[i], x_train, y_train, 5)) +print(classification_report(y_test, predictions)) +print(confusion_matrix(y_test,predictions)) + + + diff --git a/机器学习/KNN/KNN-sklearn四图.py b/机器学习/KNN/KNN-sklearn四图.py new file mode 100644 index 0000000..ab6ff8a --- /dev/null +++ b/机器学习/KNN/KNN-sklearn四图.py @@ -0,0 +1,35 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.cluster import KMeans +from sklearn.datasets import make_blobs +plt.figure(figsize=(12, 12)) +n_samples = 1500 +random_state = 170 +X, y = make_blobs(n_samples=n_samples, random_state=random_state) +# Incorrect number of clusters +y_pred = KMeans(n_clusters=2, random_state=random_state).fit_predict(X) +plt.subplot(221) +plt.scatter(X[:, 0], X[:, 1], c=y_pred) +plt.title("Incorrect Number of Blobs") +# Anisotropicly distributed data +transformation = [[ 0.60834549, -0.63667341], [-0.40887718, 0.85253229]] +X_aniso = np.dot(X, transformation) +y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_aniso) +plt.subplot(222) +plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred) +plt.title("Anisotropicly Distributed Blobs") +# Different variance +X_varied, y_varied = make_blobs(n_samples=n_samples, + cluster_std=[1.0, 2.5, 0.5], + random_state=random_state) +y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_varied) +plt.subplot(223) +plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred) +plt.title("Unequal Variance") +# Unevenly sized blobs +X_filtered = np.vstack((X[y == 0][:500], X[y == 1][:100], X[y == 2][:10])) +y_pred = KMeans(n_clusters=3, random_state=random_state).fit_predict(X_filtered) +plt.subplot(224) +plt.scatter(X_filtered[:, 0], X_filtered[:, 1], c=y_pred) +plt.title("Unevenly Sized Blobs") +plt.show() \ No newline at end of file diff --git a/机器学习/KNN/KNN算法实现.py b/机器学习/KNN/KNN算法实现.py new file mode 100644 index 0000000..5177904 --- /dev/null +++ b/机器学习/KNN/KNN算法实现.py @@ -0,0 +1,62 @@ +import matplotlib.pyplot as plt +import numpy as np +import operator +# 已知分类的数据 +x1 = np.array([3,2,1]) +y1 = np.array([104,100,81]) +x2 = np.array([101,99,98]) +y2 = np.array([10,5,2]) +scatter1 = plt.scatter(x1,y1,c='r') +scatter2 = plt.scatter(x2,y2,c='b') +# 未知数据 +x = np.array([18]) +y = np.array([90]) +scatter3 = plt.scatter(x,y,c='k') +#画图例 +plt.legend(handles=[scatter1,scatter2,scatter3],labels=['labelA','labelB','X'],loc='best') +plt.show() +# 已知分类的数据 +x_data = np.array([[3,104], + [2,100], + [1,81], + [101,10], + [99,5], + [81,2]]) +y_data = np.array(['A','A','A','B','B','B']) +x_test = np.array([18,90]) +# 计算样本数量 +x_data_size = x_data.shape[0] +x_data_size +# 复制x_test +np.tile(x_test, (x_data_size,1)) +# 计算x_test与每一个样本的差值 +diffMat = np.tile(x_test, (x_data_size,1)) - x_data +diffMat +# 计算差值的平方 +sqDiffMat = diffMat**2 +sqDiffMat +# 求和 +sqDistances = sqDiffMat.sum(axis=1) +sqDistances +# 开方 +distances = sqDistances**0.5 +distances +# 从小到大排序 +sortedDistances = distances.argsort() +sortedDistances +classCount = {} +# 设置k +k = 5 +for i in range(k): + # 获取标签 + votelabel = y_data[sortedDistances[i]] + # 统计标签数量 + classCount[votelabel] = classCount.get(votelabel,0) + 1 +classCount +# 根据operator.itemgetter(1)-第1个值对classCount排序，然后再取倒序 +sortedClassCount = sorted(classCount.items(),key=operator.itemgetter(1), reverse=True) +sortedClassCount +# 获取数量最多的标签 +knnclass = sortedClassCount[0][0] +knnclass + diff --git a/机器学习/PCA/PCA-简单例子.py b/机器学习/PCA/PCA-简单例子.py new file mode 100644 index 0000000..111939b --- /dev/null +++ b/机器学习/PCA/PCA-简单例子.py @@ -0,0 +1,54 @@ +import numpy as np +import matplotlib.pyplot as plt +# 载入数据 +data = np.genfromtxt("data.csv", delimiter=",") +x_data = data[:,0] +y_data = data[:,1] +plt.scatter(x_data,y_data) +plt.show() +print(x_data.shape) +# 数据中心化 +def zeroMean(dataMat): + # 按列求平均，即各个特征的平均 + meanVal = np.mean(dataMat, axis=0) + newData = dataMat - meanVal + return newData, meanVal +newData,meanVal=zeroMean(data) +# np.cov用于求协方差矩阵，参数rowvar=0说明数据一行代表一个样本 +covMat = np.cov(newData, rowvar=0) +# 协方差矩阵 +print(covMat) +# np.linalg.eig求矩阵的特征值和特征向量 +eigVals, eigVects = np.linalg.eig(np.mat(covMat)) +# 特征值 +print(eigVals) +# 特征向量 +print(eigVects) +# 对特征值从小到大排序 +eigValIndice = np.argsort(eigVals) +print(eigValIndice) +top = 1 +# 最大的top个特征值的下标 +n_eigValIndice = eigValIndice[-1:-(top+1):-1] +print(n_eigValIndice) +# 最大的n个特征值对应的特征向量 +n_eigVect = eigVects[:,n_eigValIndice] +print(n_eigVect) +# 低维特征空间的数据 +lowDDataMat = newData*n_eigVect +print(lowDDataMat) +# 利用低纬度数据来重构数据 +reconMat = (lowDDataMat*n_eigVect.T) + meanVal +print(reconMat) +# 载入数据 +data = np.genfromtxt("data.csv", delimiter=",") +x_data = data[:,0] +y_data = data[:,1] +plt.scatter(x_data,y_data) +# 重构的数据 +x_data = np.array(reconMat)[:,0] +y_data = np.array(reconMat)[:,1] +plt.scatter(x_data,y_data,c='r') +plt.show() + + diff --git a/机器学习/PCA/data.csv b/机器学习/PCA/data.csv new file mode 100644 index 0000000..7161f2b --- /dev/null +++ b/机器学习/PCA/data.csv @@ -0,0 +1,100 @@ +32.502345269453031,31.70700584656992 +53.426804033275019,68.77759598163891 +61.530358025636438,62.562382297945803 +47.475639634786098,71.546632233567777 +59.813207869512318,87.230925133687393 +55.142188413943821,78.211518270799232 +52.211796692214001,79.64197304980874 +39.299566694317065,59.171489321869508 +48.10504169176825,75.331242297063056 +52.550014442733818,71.300879886850353 +45.419730144973755,55.165677145959123 +54.351634881228918,82.478846757497919 +44.164049496773352,62.008923245725825 +58.16847071685779,75.392870425994957 +56.727208057096611,81.43619215887864 +48.955888566093719,60.723602440673965 +44.687196231480904,82.892503731453715 +60.297326851333466,97.379896862166078 +45.618643772955828,48.847153317355072 +38.816817537445637,56.877213186268506 +66.189816606752601,83.878564664602763 +65.41605174513407,118.59121730252249 +47.48120860786787,57.251819462268969 +41.57564261748702,51.391744079832307 +51.84518690563943,75.380651665312357 +59.370822011089523,74.765564032151374 +57.31000343834809,95.455052922574737 +63.615561251453308,95.229366017555307 +46.737619407976972,79.052406169565586 +50.556760148547767,83.432071421323712 +52.223996085553047,63.358790317497878 +35.567830047746632,41.412885303700563 +42.436476944055642,76.617341280074044 +58.16454011019286,96.769566426108199 +57.504447615341789,74.084130116602523 +45.440530725319981,66.588144414228594 +61.89622268029126,77.768482417793024 +33.093831736163963,50.719588912312084 +36.436009511386871,62.124570818071781 +37.675654860850742,60.810246649902211 +44.555608383275356,52.682983366387781 +43.318282631865721,58.569824717692867 +50.073145632289034,82.905981485070512 +43.870612645218372,61.424709804339123 +62.997480747553091,115.24415280079529 +32.669043763467187,45.570588823376085 +40.166899008703702,54.084054796223612 +53.575077531673656,87.994452758110413 +33.864214971778239,52.725494375900425 +64.707138666121296,93.576118692658241 +38.119824026822805,80.166275447370964 +44.502538064645101,65.101711570560326 +40.599538384552318,65.562301260400375 +41.720676356341293,65.280886920822823 +51.088634678336796,73.434641546324301 +55.078095904923202,71.13972785861894 +41.377726534895203,79.102829683549857 +62.494697427269791,86.520538440347153 +49.203887540826003,84.742697807826218 +41.102685187349664,59.358850248624933 +41.182016105169822,61.684037524833627 +50.186389494880601,69.847604158249183 +52.378446219236217,86.098291205774103 +50.135485486286122,59.108839267699643 +33.644706006191782,69.89968164362763 +39.557901222906828,44.862490711164398 +56.130388816875467,85.498067778840223 +57.362052133238237,95.536686846467219 +60.269214393997906,70.251934419771587 +35.678093889410732,52.721734964774988 +31.588116998132829,50.392670135079896 +53.66093226167304,63.642398775657753 +46.682228649471917,72.247251068662365 +43.107820219102464,57.812512976181402 +70.34607561504933,104.25710158543822 +44.492855880854073,86.642020318822006 +57.50453330326841,91.486778000110135 +36.930076609191808,55.231660886212836 +55.805733357942742,79.550436678507609 +38.954769073377065,44.847124242467601 +56.901214702247074,80.207523139682763 +56.868900661384046,83.14274979204346 +34.33312470421609,55.723489260543914 +59.04974121466681,77.634182511677864 +57.788223993230673,99.051414841748269 +54.282328705967409,79.120646274680027 +51.088719898979143,69.588897851118475 +50.282836348230731,69.510503311494389 +44.211741752090113,73.687564318317285 +38.005488008060688,61.366904537240131 +32.940479942618296,67.170655768995118 +53.691639571070056,85.668203145001542 +68.76573426962166,114.85387123391394 +46.230966498310252,90.123572069967423 +68.319360818255362,97.919821035242848 +50.030174340312143,81.536990783015028 +49.239765342753763,72.111832469615663 +50.039575939875988,85.232007342325673 +48.149858891028863,66.224957888054632 +25.128484647772304,53.454394214850524 diff --git a/机器学习/PCA/sklearn-手写数字降维预测-checkpoint.py b/机器学习/PCA/sklearn-手写数字降维预测-checkpoint.py new file mode 100644 index 0000000..295519d --- /dev/null +++ b/机器学习/PCA/sklearn-手写数字降维预测-checkpoint.py @@ -0,0 +1,36 @@ +from sklearn.neural_network import MLPClassifier +from sklearn.datasets import load_digits +from sklearn.model_selection import train_test_split +from sklearn.metrics import classification_report,confusion_matrix +from sklearn import decomposition +import matplotlib.pyplot as plt +digits = load_digits()#载入数据 +x_data = digits.data #数据 +y_data = digits.target #标签 +x_train,x_test,y_train,y_test = train_test_split(x_data,y_data) #分割数据1/4为测试数据，3/4为训练数据 +mlp = MLPClassifier(hidden_layer_sizes=(100,50) ,max_iter=500) +mlp.fit(x_train,y_train ) +predictions = mlp.predict(x_test) +print(classification_report(predictions, y_test)) +print(confusion_matrix(predictions, y_test)) +pca = decomposition.PCA() +pca.fit(x_data) +# 方差 +pca.explained_variance_ +# 方差占比 +pca.explained_variance_ratio_ +variance = [] +for i in range(len(pca.explained_variance_ratio_)): + variance.append(sum(pca.explained_variance_ratio_[:i+1])) +plt.plot(range(1,len(pca.explained_variance_ratio_)+1), variance) +plt.show() +pca = decomposition.PCA(whiten=True,n_components=0.8) +pca.fit(x_data) +pca.explained_variance_ratio_ +x_train_pca = pca.transform(x_train) +mlp = MLPClassifier(hidden_layer_sizes=(100,50) ,max_iter=500) +mlp.fit(x_train_pca,y_train ) +x_test_pca = pca.transform(x_test) +predictions = mlp.predict(x_test_pca) +print(classification_report(predictions, y_test)) +print(confusion_matrix(predictions, y_test)) \ No newline at end of file diff --git a/机器学习/PCA/手写数字降维可视化-checkpoint.py b/机器学习/PCA/手写数字降维可视化-checkpoint.py new file mode 100644 index 0000000..f25dad4 --- /dev/null +++ b/机器学习/PCA/手写数字降维可视化-checkpoint.py @@ -0,0 +1,58 @@ +from sklearn.neural_network import MLPClassifier +from sklearn.datasets import load_digits +from sklearn.model_selection import train_test_split +from sklearn.metrics import classification_report,confusion_matrix +import numpy as np +import matplotlib.pyplot as plt +digits = load_digits()#载入数据 +x_data = digits.data #数据 +y_data = digits.target #标签 +x_train,x_test,y_train,y_test = train_test_split(x_data,y_data) #分割数据1/4为测试数据，3/4为训练数据 +print(x_data.shape) +mlp = MLPClassifier(hidden_layer_sizes=(100,50) ,max_iter=500) +mlp.fit(x_train,y_train) +# 数据中心化 +def zeroMean(dataMat): + # 按列求平均，即各个特征的平均 + meanVal = np.mean(dataMat, axis=0) + newData = dataMat - meanVal + return newData, meanVal +def pca(dataMat,top): + # 数据中心化 + newData,meanVal=zeroMean(dataMat) + # np.cov用于求协方差矩阵，参数rowvar=0说明数据一行代表一个样本 + covMat = np.cov(newData, rowvar=0) + # np.linalg.eig求矩阵的特征值和特征向量 + eigVals, eigVects = np.linalg.eig(np.mat(covMat)) + # 对特征值从小到大排序 + eigValIndice = np.argsort(eigVals) + # 最大的n个特征值的下标 + n_eigValIndice = eigValIndice[-1:-(top+1):-1] + # 最大的n个特征值对应的特征向量 + n_eigVect = eigVects[:,n_eigValIndice] + # 低维特征空间的数据 + lowDDataMat = newData*n_eigVect + # 利用低纬度数据来重构数据 + reconMat = (lowDDataMat*n_eigVect.T) + meanVal + # 返回低维特征空间的数据和重构的矩阵 + return lowDDataMat,reconMat +lowDDataMat,reconMat = pca(x_data,2) +# 重构的数据 +x = np.array(lowDDataMat)[:,0] +y = np.array(lowDDataMat)[:,1] +plt.scatter(x,y,c='r') +plt.show() +predictions = mlp.predict(x_data) +# 重构的数据 +x = np.array(lowDDataMat)[:,0] +y = np.array(lowDDataMat)[:,1] +plt.scatter(x,y,c=y_data) +plt.show() +lowDDataMat,reconMat = pca(x_data,3) +from mpl_toolkits.mplot3d import Axes3D +x = np.array(lowDDataMat)[:,0] +y = np.array(lowDDataMat)[:,1] +z = np.array(lowDDataMat)[:,2] +ax = plt.figure().add_subplot(111, projection = '3d') +ax.scatter(x, y, z, c = y_data, s = 10) #点为红色三角形 +plt.show() diff --git a/机器学习/SVM/1/LR-testSet2.txt b/机器学习/SVM/1/LR-testSet2.txt new file mode 100644 index 0000000..a888992 --- /dev/null +++ b/机器学习/SVM/1/LR-testSet2.txt @@ -0,0 +1,118 @@ +0.051267,0.69956,1 +-0.092742,0.68494,1 +-0.21371,0.69225,1 +-0.375,0.50219,1 +-0.51325,0.46564,1 +-0.52477,0.2098,1 +-0.39804,0.034357,1 +-0.30588,-0.19225,1 +0.016705,-0.40424,1 +0.13191,-0.51389,1 +0.38537,-0.56506,1 +0.52938,-0.5212,1 +0.63882,-0.24342,1 +0.73675,-0.18494,1 +0.54666,0.48757,1 +0.322,0.5826,1 +0.16647,0.53874,1 +-0.046659,0.81652,1 +-0.17339,0.69956,1 +-0.47869,0.63377,1 +-0.60541,0.59722,1 +-0.62846,0.33406,1 +-0.59389,0.005117,1 +-0.42108,-0.27266,1 +-0.11578,-0.39693,1 +0.20104,-0.60161,1 +0.46601,-0.53582,1 +0.67339,-0.53582,1 +-0.13882,0.54605,1 +-0.29435,0.77997,1 +-0.26555,0.96272,1 +-0.16187,0.8019,1 +-0.17339,0.64839,1 +-0.28283,0.47295,1 +-0.36348,0.31213,1 +-0.30012,0.027047,1 +-0.23675,-0.21418,1 +-0.06394,-0.18494,1 +0.062788,-0.16301,1 +0.22984,-0.41155,1 +0.2932,-0.2288,1 +0.48329,-0.18494,1 +0.64459,-0.14108,1 +0.46025,0.012427,1 +0.6273,0.15863,1 +0.57546,0.26827,1 +0.72523,0.44371,1 +0.22408,0.52412,1 +0.44297,0.67032,1 +0.322,0.69225,1 +0.13767,0.57529,1 +-0.0063364,0.39985,1 +-0.092742,0.55336,1 +-0.20795,0.35599,1 +-0.20795,0.17325,1 +-0.43836,0.21711,1 +-0.21947,-0.016813,1 +-0.13882,-0.27266,1 +0.18376,0.93348,0 +0.22408,0.77997,0 +0.29896,0.61915,0 +0.50634,0.75804,0 +0.61578,0.7288,0 +0.60426,0.59722,0 +0.76555,0.50219,0 +0.92684,0.3633,0 +0.82316,0.27558,0 +0.96141,0.085526,0 +0.93836,0.012427,0 +0.86348,-0.082602,0 +0.89804,-0.20687,0 +0.85196,-0.36769,0 +0.82892,-0.5212,0 +0.79435,-0.55775,0 +0.59274,-0.7405,0 +0.51786,-0.5943,0 +0.46601,-0.41886,0 +0.35081,-0.57968,0 +0.28744,-0.76974,0 +0.085829,-0.75512,0 +0.14919,-0.57968,0 +-0.13306,-0.4481,0 +-0.40956,-0.41155,0 +-0.39228,-0.25804,0 +-0.74366,-0.25804,0 +-0.69758,0.041667,0 +-0.75518,0.2902,0 +-0.69758,0.68494,0 +-0.4038,0.70687,0 +-0.38076,0.91886,0 +-0.50749,0.90424,0 +-0.54781,0.70687,0 +0.10311,0.77997,0 +0.057028,0.91886,0 +-0.10426,0.99196,0 +-0.081221,1.1089,0 +0.28744,1.087,0 +0.39689,0.82383,0 +0.63882,0.88962,0 +0.82316,0.66301,0 +0.67339,0.64108,0 +1.0709,0.10015,0 +-0.046659,-0.57968,0 +-0.23675,-0.63816,0 +-0.15035,-0.36769,0 +-0.49021,-0.3019,0 +-0.46717,-0.13377,0 +-0.28859,-0.060673,0 +-0.61118,-0.067982,0 +-0.66302,-0.21418,0 +-0.59965,-0.41886,0 +-0.72638,-0.082602,0 +-0.83007,0.31213,0 +-0.72062,0.53874,0 +-0.59389,0.49488,0 +-0.48445,0.99927,0 +-0.0063364,0.99927,0 +0.63265,-0.030612,0 diff --git a/机器学习/SVM/1/SVM-低维映射高维.py b/机器学习/SVM/1/SVM-低维映射高维.py new file mode 100644 index 0000000..04c053f --- /dev/null +++ b/机器学习/SVM/1/SVM-低维映射高维.py @@ -0,0 +1,15 @@ +import matplotlib.pyplot as plt +from sklearn import datasets +from mpl_toolkits.mplot3d import Axes3D +x_data, y_data = datasets.make_circles(n_samples=500, factor=.3, noise=.10) +plt.scatter(x_data[:,0], x_data[:,1], c=y_data) +plt.show() +z_data = x_data[:,0]**2 + x_data[:,1]**2 +ax = plt.figure().add_subplot(111, projection = '3d') +ax.scatter(x_data[:,0], x_data[:,1], z_data, c = y_data, s = 10) #点为红色三角形 +#显示图像 +plt.show() + + + + diff --git a/机器学习/SVM/1/SVM-简单例子.py b/机器学习/SVM/1/SVM-简单例子.py new file mode 100644 index 0000000..37b82eb --- /dev/null +++ b/机器学习/SVM/1/SVM-简单例子.py @@ -0,0 +1,16 @@ +from sklearn import svm +x = [[3, 3], [4, 3], [1, 1]] +y = [1, 1, -1] +model = svm.SVC(kernel='linear') +model.fit(x, y) +# 打印支持向量 +print(f"打印支持向量 :{model.support_vectors_}") +# 第2和第0个点是支持向量 +print(f"model.support_{model.support_}") +# 有几个支持向量 +print(f"model.n_support_{model.n_support_}") +print(f"属于第几个分类：{model.predict([[4,3]])}") +print(f"超平面属性 {model.coef_}，截距：{model.intercept_}") + + + diff --git a/机器学习/SVM/1/SVM-线性分类.py b/机器学习/SVM/1/SVM-线性分类.py new file mode 100644 index 0000000..6c7d67a --- /dev/null +++ b/机器学习/SVM/1/SVM-线性分类.py @@ -0,0 +1,39 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn import svm +# 创建40个点 +x_data = np.r_[np.random.randn(20, 2) - [2, 2], np.random.randn(20, 2) + [2, 2]] +y_data = [0]*20 +[1]*20 +plt.scatter(x_data[:,0],x_data[:,1],c=y_data) +plt.show() +#fit the model +model = svm.SVC(kernel='linear') +model.fit(x_data, y_data) +model.coef_ +model.intercept_ +# 获取分离平面 +plt.scatter(x_data[:,0],x_data[:,1],c=y_data) +x_test = np.array([[-5],[5]]) +d = -model.intercept_/model.coef_[0][1] +k = -model.coef_[0][0]/model.coef_[0][1] +y_test = d + k*x_test +plt.plot(x_test, y_test, 'k') +plt.show() +model.support_vectors_ +# 画出通过支持向量的分界线 +b1 = model.support_vectors_[0] +y_down = k*x_test + (b1[1] - k*b1[0]) +b2 = model.support_vectors_[-1] +y_up = k*x_test + (b2[1] - k*b2[0]) +plt.scatter(x_data[:,0],x_data[:,1],c=y_data) +x_test = np.array([[-5],[5]]) +d = -model.intercept_/model.coef_[0][1] +k = -model.coef_[0][0]/model.coef_[0][1] +y_test = d + k*x_test +plt.plot(x_test, y_test, 'k') +plt.plot(x_test, y_down, 'r--') +plt.plot(x_test, y_up, 'b--') +plt.show() + + + diff --git a/机器学习/SVM/1/SVM-非线性分类.py b/机器学习/SVM/1/SVM-非线性分类.py new file mode 100644 index 0000000..c116d08 --- /dev/null +++ b/机器学习/SVM/1/SVM-非线性分类.py @@ -0,0 +1,49 @@ +import matplotlib.pyplot as plt +import numpy as np +from sklearn.metrics import classification_report +from sklearn import svm +# 载入数据 +data = np.genfromtxt("LR-testSet2.txt", delimiter=",") +x_data = data[:,:-1] +y_data = data[:,-1] +def plot(): + x0 = [] + x1 = [] + y0 = [] + y1 = [] + # 切分不同类别的数据 + for i in range(len(x_data)): + if y_data[i]==0: + x0.append(x_data[i,0]) + y0.append(x_data[i,1]) + else: + x1.append(x_data[i,0]) + y1.append(x_data[i,1]) + # 画图 + scatter0 = plt.scatter(x0, y0, c='b', marker='o') + scatter1 = plt.scatter(x1, y1, c='r', marker='x') + #画图例 + plt.legend(handles=[scatter0,scatter1],labels=['label0','label1'],loc='best') +plot() +plt.show() +# fit the model +# C和gamma +# 'linear', 'poly', 'rbf', 'sigmoid' +model = svm.SVC(kernel='rbf', C=2, gamma=1) +model.fit(x_data, y_data) +model.score(x_data,y_data) +# 获取数据值所在的范围 +x_min, x_max = x_data[:, 0].min() - 1, x_data[:, 0].max() + 1 +y_min, y_max = x_data[:, 1].min() - 1, x_data[:, 1].max() + 1 +# 生成网格矩阵 +xx, yy = np.meshgrid(np.arange(x_min, x_max, 0.02), + np.arange(y_min, y_max, 0.02)) +z = model.predict(np.c_[xx.ravel(), yy.ravel()])# ravel与flatten类似，多维数据转一维。flatten不会改变原始数据，ravel会改变原始数据 +z = z.reshape(xx.shape) +# 等高线图 +cs = plt.contourf(xx, yy, z) +plot() +plt.show() + + + diff --git a/机器学习/SVM/2/support_vector_machines修改.ipynb b/机器学习/SVM/2/support_vector_machines修改.ipynb new file mode 100644 index 0000000..c7db7aa --- /dev/null +++ b/机器学习/SVM/2/support_vector_machines修改.ipynb @@ -0,0 +1,802 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 支持向量机（SVM）\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline \n", + "#为了在notebook中画图展示\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import stats\n", + "import seaborn as sns; sns.set()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 支持向量基本原理\n", + "\n", + "\n", + "\n", + "\n", + "如何解决这个线性不可分问题呢？咱们给它映射到高维来试试\n", + "\n", + "$z=x^2+y^2$. \n", + "\n", + "\n", + "\n", + "\n", + "## 例子" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "d:\\programs\\python\\python38\\lib\\site-packages\\sklearn\\utils\\deprecation.py:143: FutureWarning: The sklearn.datasets.samples_generator module is deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.datasets. Anything that cannot be imported from sklearn.datasets is now part of the private API.\n", + " warnings.warn(message, FutureWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#随机来点数据\n", + "#其中 cluster_std是数据的离散程度\n", + "from sklearn.datasets.samples_generator import make_blobs\n", + "X, y = make_blobs(n_samples=50, centers=2,\n", + " random_state=0, cluster_std=0.60)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "随便的画几条分割线，哪个好来这？" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#随便的画几条分割线，哪个好来这？\n", + "xfit = np.linspace(-1, 3.5)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + "\n", + "for m, b in [(1, 0.65), (0.5, 1.6), (-0.2, 2.9)]:\n", + " plt.plot(xfit, m * xfit + b, '-k')\n", + "#限制一下X的取值范围\n", + "plt.xlim(-1, 3.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Support Vector Machines: 最小化 *雷区*\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xfit = np.linspace(-1, 3.5)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + "\n", + "for m, b, d in [(1, 0.65, 0.33), (0.5, 1.6, 0.55), (-0.2, 2.9, 0.2)]:\n", + " yfit = m * xfit + b\n", + " plt.plot(xfit, yfit, '-k')\n", + " plt.fill_between(xfit, yfit - d, yfit + d, edgecolor='none',\n", + " color='#AAAAAA', alpha=0.4)\n", + "\n", + "plt.xlim(-1, 3.5);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 训练一个基本的SVM\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(kernel='linear')" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#分类任务\n", + "from sklearn.svm import SVC \n", + "#线性核函数 相当于不对数据进行变换\n", + "model = SVC(kernel='linear')\n", + "model.fit(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#绘图函数\n", + "def plot_svc_decision_function(model, ax=None, plot_support=True):\n", + " \n", + " if ax is None:\n", + " ax = plt.gca()\n", + " xlim = ax.get_xlim()\n", + " ylim = ax.get_ylim()\n", + " \n", + " # 用SVM自带的decision_function函数来绘制\n", + " x = np.linspace(xlim[0], xlim[1], 30)\n", + " y = np.linspace(ylim[0], ylim[1], 30)\n", + " Y, X = np.meshgrid(y, x)\n", + " xy = np.vstack([X.ravel(), Y.ravel()]).T\n", + " P = model.decision_function(xy).reshape(X.shape)\n", + " \n", + " # 绘制决策边界\n", + " ax.contour(X, Y, P, colors='k',\n", + " levels=[-1, 0, 1], alpha=0.5,\n", + " linestyles=['--', '-', '--'])\n", + " \n", + " # 绘制支持向量\n", + " if plot_support:\n", + " ax.scatter(model.support_vectors_[:, 0],\n", + " model.support_vectors_[:, 1],\n", + " s=300, linewidth=1, alpha=0.2);\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + "plot_svc_decision_function(model)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 这条线就是我们希望得到的决策边界啦\n", + "\n", + "* 观察发现有3个点做了特殊的标记，它们恰好都是边界上的点\n", + "\n", + "* 它们就是我们的*support vectors*（支持向量）\n", + "\n", + "* 在Scikit-Learn中, 它们存储在这个位置 ``support_vectors_``（一个属性）" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[0.44359863, 3.11530945],\n", + " [2.33812285, 3.43116792],\n", + " [2.06156753, 1.96918596]])" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.support_vectors_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 观察可以发现，只需要支持向量我们就可以把模型构建出来\n", + "\n", + "* 接下来我们尝试一下，用不同多的数据点，看看效果会不会发生变化\n", + "\n", + "* 分别使用60个和120个数据点" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_svm(N=10, ax=None):\n", + " X, y = make_blobs(n_samples=200, centers=2,\n", + " random_state=0, cluster_std=0.60)\n", + " X = X[:N]\n", + " y = y[:N]\n", + " model = SVC(kernel='linear', C=1E10)\n", + " model.fit(X, y)\n", + " \n", + " ax = ax or plt.gca()\n", + " ax.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + " ax.set_xlim(-1, 4)\n", + " ax.set_ylim(-1, 6)\n", + " plot_svc_decision_function(model, ax)\n", + "# 分别对不同的数据点进行绘制\n", + "fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", + "fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1)\n", + "for axi, N in zip(ax, [60, 120]):\n", + " plot_svm(N, axi)\n", + " axi.set_title('N = {0}'.format(N))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 左边是60个点的结果，右边的是120个点的结果\n", + "* 观察发现，只要支持向量没变，其他的数据怎么加无所谓！" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 引入核函数的SVM\n", + "* 首先我们先用线性的核来看一下在下面这样比较难的数据集上还能分了吗？\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAD7CAYAAABpJS8eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOydd5hU1fn4P+dOn9kKLF2RJh3pvXfpTcHEaKyJKSaYmGJvSUw0mm80RqNGf0lsgIiAtN2lSy8iHRUEabuwffrcuef3xyxl2Zll2+zM7t7P8/A8zD33nvPO2TvvPfc9bxFSSomOjo6OTp1HibUAOjo6Ojo1g67wdXR0dOoJusLX0dHRqSfoCl9HR0ennqArfB0dHZ16gq7wdXR0dOoJusLX0dHRqScYYy1AWeTludC0mgkTaNgwgZwcZ42MVZvQ56U0Pp+P/ft3cejQV7Ro0ZKBAwdjtVpjLVbcoN8z4amJeVEUQWqqI2J7XCt8TZM1pvAvjqdTGn1eLhMIBJg//0Ok9NOtW2+6d++BEEKfo6vQ5yM8sZ6XuFb4OjrxgpQSIQQmk4kePXrSoUNrjMaEWIulo1MhdBu+js41cLtdfPbZEk6ePAFAly7daNasWYyl0tGpOPoKX6dWIHJyMH75BTIxEbVXH1BqZq1y6tR3ZGauxu/30759hxoZU0cnWugKXye+CQRI+N2vsM7/AGm2gKYhHQ6KXn+bwJBhURtW0zR27NjGnj27SElJZfLkaTRs2Chq4+no1AS6wteJaxIe/Q2WhR8hfD6Ezxc66HKS/P1bycvcSLBd+6iMe/z4MXbv3kmnTl0YPHgIJpM5KuPo6NQkug1fJ24R+XlYP/gfisdTutHvw/bqy9U+ptvtAqBNm7ZMnTqDESNG6cpep86gK3yduMV4+BDSYgnbJoJBzJs/r7axVFXl88838sEH/6OgIB8hBC1atKy2/nV04gHdpKMTt2hJyaCqkdtTUqtlnIKCfNLTV3L+/Hm6dbsJh0N3t9Spm+gKXyduCXbqjExrDCe+LdWm2e147r6vymN89dURNmxYh6IoTJgwidat21S5Tx2deEU36ejEL0JQ+K930BwJyCvs6Jrdjtq3P77Zc6o8xJkzp2nYsBGzZ8/Vlb1OnUdf4evENWrP3uRt3Ibt9X9g3rQeLSkZ751345s2E4yVu31zc3OQUtKwYSMGDx6GoigoNeTXX15EXi72F5/HuuBDhNdLoFcfXL97HHXAwFiLplOL0RV+XUVKjHv3oGRnoXbohNbqhhoXwXD4EJalixEeD/7hIwkMHV6pgCmt5XW4nnseVxXlkVJy+PBBNm3aSFpaGtOnz8JYyYdGNBGFBaSOHY5y9iwi4AfAvHkTpjnTKfzXu/jH3xxjCXVqK/F3t+tUGcOB/ST/8HuIC+dBMSD8fvwDB1P01rvIpOToCyAlCb99COuH70PAD8Eg1nfeJNiuPQWLliETk0LnOZ2Y161BeD0EBg5Gi6JXjN/vZ/36NXz99Ve0bHkdo0ePjdpYVcX61huIrKxLyv4iwuMh4VcPkjv2SI1FGuvULXSFX8cQebmkTL8ZUVCAuOK4efNGkm6fQ8GSlVGXwbLwI6zzP0B4L/vPC5cLceggCb95iKJ/voX1v++S8NhvkQYjSIlQA3inzcT5t39U2lQTicLCQpYtW0xRURH9+g2gZ8/ecWfCuRLrgg9RfN6wbcLlxHDwAMGu3WpYKp26gK7w6xjW9/8Lfn8JZQ8g/H5Me/eElEXnLlGVwf7K3xBud6njwu/HsmwJ3ukrSHjstwiPp4SclqWLkQ0b4Xr6D9Uqj8PhoFGjxowcOYZmzZpXa9/RQJThiopQEGqg5oTRqVNUeZnjdDqZPHkyp06dKtV26NAhZs6cyfjx43n00UdRy7qRdaoF0+ZN4SNTASkEpi92R10G5Uzpe+GSDEYj9r/+GRFGRsXjwfbu2xBB/org8XhYt24NHo8Hg8HAuHETaoWyB/CNn1jCK6kEQqB27lqzAunUGaqk8Pfu3cttt93Gt99+G7b94Ycf5oknnmDVqlVIKZk/f35VhtMpB1qjNGQkc4ViqLZgpbIItrw+YpsIqhiPfxOxXSoKhtORHxjl4ezZMyxc+CFHjx4mK+tslfqKBZ6fPoi025Ci5HuatNlxPfIEmPVUDzqVo0oKf/78+Tz55JM0bty4VNvp06fxer306NEDgJkzZ7JyZfTtx/Ud7+13giVSuT2Jf9SYqMvg+cVDaHZ76dEtFrzTZqKVkXVSBPxoqQ0qNa6maezatYMlSz7BYDAwffosbrih9vnWa82ak79yDYHBQ5EmE9JiJdikKUXPv4j3nvtjLZ5OLaZKNvw//CGyrTU7O5u0tLRLn9PS0sjKyqrKcDrlQO3bH8/td2B97z8ItxtByIyCyUTR629DDdRe9U2fhXH3Tmzv/hu0IKgq0mYn2LkLzj+9iPWD/+F47slSpidpMBAYMAjZsGGlxt21azs7d+6gffsbGTZsJOZavBIOtg15NImiQnB7kGlpumeOTpWJ2qatpmmIK15JL5aIqwgNG9ZsTpO0tMQaHS9qvPEa3DITXnkFTp1C9O0L8+aR3LFjpbqr1Ly8/g/49Tz4+GPweBCjR6MMGUKaEPDwL2F9BmzeDM7ios4OByIpCfN7/63weMFgEIPBwIgRg2nVqjmdO3eu8L1WGWrkfqml92Sd+S1VM7Gel6gp/KZNm3L+/PlLny9cuBDW9FMWOTnOGiv6m5aWyPnzRTUyVo3QYwC8PaDksUp8vyrNS3ITuPsnlz9fcF7+/3/mY85YhfWD9xAuF74JN+O79TakJbHccgaDQXbs2Ma5c2eZOnUGiqLQuPH1XLhynChR5+6XakSfm/DUxLwoiihzoRw1hd+iRQssFgu7du2id+/efPrppwwbFr0KRTq1DEXBP+5m/OMqFzVaWFhIZuZqzp07S6dOXdA0La5963V04oFq/4Xcd9997Nu3D4AXX3yRP/3pT0yYMAG3280dd9xR3cPp1EOOHz/GwoUfkpubw9ix4xkxYlRcpkjQ0Yk3hJSyZmwmlUA36VQOkZeL7ZW/YV3wQSitwtARuB/+PcEOFbfhx9u8BINBPvroPcxmC2PHjic5OSUmckR1XjQNUViAdCSAyRSdMaJIvN0z8UKdNunoxAaRl0vq6KEo2VkIfygXi2XZp5gzVlOw8FPUPv1iLGHlKCjIx253YDKZmDx5Gna7o+6t6jUN22t/D0Uqu5wgBN7ps3E9+0dkDcRP6NR9dKNnHcP26v+VUPYAQtNQ3C4SH3owhpJVnqNHj7BgwYfs2LEVgKSk5Lqn7AHHIw9jf+F5lLxchN+P8PmwfrKAlElj4WIBdx2dKqAr/DqGdf4HJZT9lRiOH0M5c7qGJao8gYCftWszycxcTaNGaXTr1iPWIkUN5dxZbO/9B8VTMgeR8PtRzpzGsuzTGEmmU5eoe8ukek4kZQ+AQSmRwTKeyc3NZfXqFeTn59G7d1/69OlXp71wTOvXIo1GRJiVvOJyYfn0E3yzbo2BZDp1ibr7C6qn+IeNiJhLR9psBFu1rmGJKoeiCDQtyOTJ0+jXb0CdVvYAGAxQKsfpZeSVJiy/H8uH75EyZRwpo4dif+FPiAsXoi+jTq1HX+HXMdwP/x5z+iqEu2R9KGmz4Xz0qWLFEp/4fD6OHj1M167dSUlJZe7c2+u+oi/GP3JMxLTHmsNxeXXv8ZAyfSKGI4dQilNQG48exvbW6+SvyCTYpl1NiaxTC6kfv6Z6RPDGDhQsWoraqTPSYkHa7WgNG1H0xxfw3X5nrMWLSFZWFgsXfsTmzZvIyQmtVuuLsgeQDRvifvAhpK1k0jlptRLs2OlSWUPbm//EeOjAJWUPIHw+REEBCQ/+hLhFSkxrMki8906S5szE+q9/IgoLrnmZKMjH9n8vkTp8IKnDBmB7+QVEfl4NCFw30f3wi6mLvsPK2TPg8YTq2VZyZR/teZFS8uWXX7Bt2xZsNjtjx46nadNmURuvuojWvFgWfoT9r3/G8O1xZFIynjvvxj3vYbDZAGjQuyuG706GvVaaLeTsORhKtBZDSs1NMEjSvXdgWrsGpfjNU7PbwWYnb0Um2g3hzYzi/HlSxw5D5OageEMVwDSLFZmaQn76BrQmTaP+XaoT3Q9fJ6potaDgx9q1mRw5cojWrdswYsRorDWQzTOe8c2eg2/2nIjtoqgwYps0GVEK8wnGWOFfjWXBh5jWZpZ4K1HcbqTXS9KP7yF/5Zqw1zmeeSLkYnxF4STF50VeuIDj8Uco+te/oy57XUNX+DoxpW3btqSlNaZr1241kuEyIqoa+hfnD5zATb0wr18TfntXiDKLz8QK25v/LKHsLyI0DeOB/SinvkNreV3JRimxLl4YttyjUFUsn31KkabpKaMriD5bOjWKpmns3LmdPXtCpRZbtWpNt27dY6bslW+Pk/SDOTS6vjGNbmhK6tB+mDNXx0SW8uB++PeXzDtXotnsuB94ECyWGEhVNsoVWXOvRprNKDlhPIw0DcpyMQ4Gy26vp+Tn55fZrit8nRrD5XKybNmn7Nixjby8XGK9faScOU3quBEhryZVDa04jxwm6e4fYF66OKayRULt15/CV99AS0pGS0xES0wKVRL74T14fvWbWIsXFrVr91LlGi8i/D6CrcNUJTMYCLa7MWKfwetbxf3bWE0ipWTv3j2sWLG0zPN0k45OjXDy5AnWrMkgEAgwcuRoOnToFFsTDmD/+0sIZxFC00ocFx4PCY88TO6kqXFpMvBPmU7OhEmYdmwDrwe1V5+4zrXjnvdrzJ9vKFWcXlpteGfdgkxKDnud69EnSXrgnlIF76XNjvuRJ6Imb23D4/Gwdm0GJ058S9eu3co8V1f4OlGnqKiIFSuWkZragDFjxtOgQeVq1lY35s+WhrURAyhFRRiOfUOwXfsalqqcmEwEBg2JtRTlQu3bn6IX/4/EX/8SaTCA1BCqin/MOJzP/zXidf6Jkyn64wskPPF7kITi0iS4nnga3/RZNSZ/PHPmzGkyM1fj8XgYMmQY3bvfVOb5usLXiRo+nw+LxUJiYiITJkyiefMWmOIp3W9ZbxgXFYxOteC7ZS6+iVMwr1uDcDkJ9BsQ0R2zxHXfvwPfLXMx7tkNUqL27BWX+xQ1jaZp7Nmzix07tpGUlMSMGbNJS2t8zbdmXeHHI14vlmWfYjywH615c7wzb610Ye9YcezYN6xfv4ZRo8bSqtUNtGp1Q6xFKoVv6nRs77yFCJSOcNVSUvSo1erG4cA/aUrFrzObUfsPuPZ59QSXy0lmZjqnT5/ixhs7MHToCMxmc7mu1RV+nGE4fIiU6RPB50NxOdGsVhzPPknhq2/gnzoj1uJdE1VV2bx5EwcO7KNx4yakpsavbdnz83lYP54P+fmIYPDScWmz4fzzS2W/AcQxxt07sSxdDAEV/7gJBIYOr7XfRackVd0L0xV+DaIc+wbbm69j2ruH4PWt8NxzP2rf/pdPCAZJvnU6IjfnkjXhYoRh0s9+TG6PXmjXt6p5wctJXl4eGRmruHDhPDfd1JP+/QdiiOPcPVqTpuRlbMTx9ONYPlsCqora/SZcjz9DYNiIWItXcYJBku7/IabM9NBGp5RY3/t/BDt2Jv/jpWC3X7sPnbgkGAyyY8c29uzZRYMGDZk6dUal9sJ0hV9DmFetIOn+H0JARagBjLt2YFnxGa6fz8Pz698CYNqwLuQ1Eq4DLYj1P+/gfuypGpS6Ypw5cwqn08nEiZNpVUuycmotWlL0r3cokhKkjEuvnPJie/N1zBnpiCty6guXC7H/SxKeehTnX16OoXQ6laWwsJDMzNWcO3eWzp27MGjQ0ErvhdXeu7s24XaT+KO7ER7PpYyIQkqEx43jlZcwHDoIgOHkCVCDYbsQfj/Go4drTOTyEgj4OXfuLACdO3dl7tzv1xplXwIharWyB7C9/moJZX8R4fNh/eh9PVCpFnLs2DcsXPghubk5jB07geHDR1XJ8aF23+G1BMuq5aBEsLP5/Vj/9y4AwVY3gDG8CUSazagdOkVHwEpy4cJ5Pv54PsuXL8Xn8yGEwBYmClSnZlDOZ0du1DREwbWzU+rEB6qqsnHjelatWk5SUjK33DKXdtXgIqybdGoAkZsb0d9bBIMoWecACAwbgUxMQrpciKujUA0GvHfcFW1Ry4WUkgMH9rNlyyYsFgvjx0/EorvKxRyteQsMJ74N2yaNRmRKSs0KpFMp8vPzSE+/uBfWg/79B1XbXpi+wq8B1G43IZXwfzDNbifQb2Dog6JQMH8xsmEjNEcoxalmsyGtNgpfexPtutgnxtI0jdWrV7Jx4zqaN2/BLbfMpUWLlrEWSwdw/3xeKO3wVUirFe+dd0M8xUDohOXIkcMsXPgRTmcREydOZtCgodXq+KCv8GsAtW8/gm3aIA4fLlHVSAKYzPjmfu/SsWCHjuTsOYhl+VIMhw6iNW2Gb8YsZGp8RKcqioLdbmfAgMH06NEz5ukRdC7j/cEPMe7/EuuH70FQA6mByYR/yDBcjzwZa/F0yiAQ8LNx4waOHDlEs2bNGTNmPAkJkfPaVxa9AEox0S5OIC5cIPmOuRgP7AvVJ9UkMjWVgv/NJ9i5S9TGrSppaYlkZxeyd+8eWrRoSVpa41iLFBfEc8Ecw7GvMa9YDkGVwMjRqN3KDrevbuJ5bmJJpHnJyblAevpK8vPz6d27D71796t0tTe9AEqcIBs1In95BoYjhzEcPYzWpBlq335xHxDjdrtZvnwZJ09+y0039dAVfi0g2KYdnp8+GGsxdK6BlJKDB/ezefMmzGYzU6ZMj7p5VFf4NUywQ0eCHTrGWoxycfr0KbZuXU9ubiFDh46gS5eusRZJR6dO4PP5WLduDceOfc3117di1Kgx2GzRD4zTFb5OWE6d+o5lyz6lRYsmzJgxm0aN4qtsno5ObSUrK4v09JW4XM4a3wvTFb5OCaSUCCFo1qw5ffv2Z9SoIRQU+GItlo5OrUdKyRdf7Gbbti04HAlMnz6LJjVciF1X+DqXOHHiW7Zv38rkydOw2Wz07t23OAufrvB1dKqCx+Pmk0/S2b//MG3atGX48FFYY1CxS1f4OgSDQbZt28LevXto2LARgYBfj5jVqX8Eg1jmf4DtX6+hXDiP2qU77nkPVzk18+nTp8jMXI3BIC/thcXKnVlX+PWcwsIC0tNXkZ2dRZcu3Rg0aAhGo35b6NQzpCTpnh9gWrcGxR3KR6RkpWPesomiF/6G79bbKtylpmns2rWDXbt2kJyczNy5sxEitgsp/Zddw4i8XMwZqxE+H/4hw8pV9SeabN26hYKCfMaNu5m2bfWCHzr1E9PaTEzr1l5S9lBc8MzjIfHhefgmTQWHo9z9uVxOMjJWc+bMaTp06MjQocNp3LhhzOMTdIVfg9j+8X84nv8D0mgAKUkIavgmTaHolddrNOw9EAigqgFsNjtDhw4jEAiQFKGQtI5OfcD6wf8QblfYNmkwYF6biX/y1HL1deLEt6xZk4GqqowcOYaOHeMn6aGeS6eGMK9cjuOFPyF8XhSXC8XtRvi8mFcsw/HHp2tMjtzcXD75ZCGrVq1ASonNZteVvU69RxQVRi5hLDWEy3nNPoLBIJs3b2L58qU4HA5mz54TV8oeqqjwly5dysSJExk3bhzvvfdeqfZXX32VkSNHMm3aNKZNmxb2nPqC/a9/RrhL5ypXPB6s77wFxZWtooWUksOHD/Hxx/NxuVz07Nlbz4OjU78oI4uMf/Q4ZITAJxEMEhgwqMyuCwsLWLz4Y/bu3UOXLt2YMWN2XJb3rLRJJysri5dffplFixZhNpuZO3cu/fv3p127y3bg/fv389JLL9GzZ89qEbY2Y/j6q4htAlCyzqFFqdB3IOBnw4Z1HD16hBYtWjJ69FgcjupPzKSjE48Yt27B8ewTmHbtAKMR38QpuB5/ukT2Wd/c7+F4+QXweRGadum4tNrwjR1X5m/zm2++Zv36NQBxvxdW6RX+5s2bGTBgACkpKdjtdsaPH8/KlStLnLN//37eeOMNpkyZwjPPPIPPV3/9uWXDhpEb1SCyEvUpyz22hPPns+nbtz+TJ0/Tlb1OvcG0bg0pc6Zj3rENoWkIvx/Lkk9IHTMM5eyZS+fJxCTyVq5B7dUHabGgJSaG0krfMoei194K27eqqmzYsI7Vq1eQnJzC7Nlz4lrZQxUUfnZ2Nmlpl8PtGzduTFZW1qXPLpeLTp068fDDD/PJJ59QWFjIa6+9VjVpazGee3+MFsa3XRqN+EePQSYmVet4UkqOHj1CIBDAbDYze/Zc+vSpfBY+HZ1ah5QkPjwvVND9CoSmIYoKsb/0lxLHtetbkb88g9xtX1CweDk5+7/C+de/Q5jiPnl5eSxatIADB/Zx0009mT59Vq3YC6u0SUfTtBI24Ish+RdxOBy8+eablz7ffffdPPLII8ybN6/cY5SV5jMapKUlRq/z3/8aNq+HTZvAWbwBlJCASEvD8v/eqdaxPR4Pq1ev5uuvv8bhMNKjR48q9RfVeanF6PMSmbiYm5MnIets2CahqtiWL8X27tulG9PKTm544MABMjIyMJlM3H77XNq0aVNukWI9L5VW+E2bNmXnzp2XPp8/f57GjS+nzj1z5gybN29m9uzZQOiBUNGAnrqUDx+Adz/EtGEd1vkfgMeDf+JkfFOmA1aoprHPnTtLevoqPB43/foNoHnzNlX6Xnpu8/Do8xKZeJkb5XwhDYSI6H2jqUFyKiBnqEjJeo4cOUzz5i0YPXocCQkJ5f6uNTEvUcuHP2jQIF555RVyc3Ox2WysXr2aZ5999lK71WrlhRdeoH///rRs2ZL33nuPsWPHVna4uoGiEBgxisCIUVHp/siRw6xbl0lCQiLTps2iSZMmURlHR6c2oF13PVpqAwye06XapMGAb8LEcvd14cJ5Mv77Lq49uxnSqBE39eqDVoFArHih0gq/SZMmzJs3jzvuuINAIMDs2bPp3r079913Hw8++CDdunXjmWee4YEHHiAQCNCrVy/uuis+inDXVZo0aUL79h0YPHioXlRcR0cInH98gaQH7ilhx5dCIO123A/95ppdSCk5sP9Ldj32OxIOHeB7LhfXqSosWkCgd18K3lsAMUiCVln0EofFxMtraEU5ffoUx48fY/DgoVHxq6+t8xJt9HmJTLzNjTlzNY4nH8XwzdcgBP7Bw3D98S8E299Y5nWhIiWZnFy0gA5rMri5sBD7FepSWq14br8T1x9fKJccEefF5wOzuVqq3+klDusomqaxc+d2du/eSUpKCl6vV89wqaMTBv/ocfhHjwOXC4zGsF43V5OVdY709FW4XE7G7thOv4KCUnsBwuvF9t5/cT31h5DCrghSYn33bewvv4CSnQUWK97v3Y7r0SeRCdHb2NV99GohTqeTJUs+YdeuHXTo0IlZs27Vlb2OzrVwOK6p7KWU7Nmzm8WLPwZg+vRZ9MvKipx2QdMQ+fkVF+WZx0l46jEM586G3EQ9bqz/fZfkyeMhEKhwf+VFX+HXMjRNY9myxTidTkaPHseNN3aItUg6pfAQip+uPbZdnVCRkjVrMjh58gRt2rRjxIhRWCwWtKZNMHz3XfiLFAWZklKhcUR2Nra33kBcFYgq/H4MJ45jWb4U37SZlf0aZaIr/FpCMBhEURQURWHo0BE4HA5SUuIvV0c8YTAcxmL5CCGKCASG4fdPJJq3vNG4lYSE32E07gUgEOiLy/UXVLVqcRA60ef06VNkZKzC7/czbNgIOne+XKTE/ZNfkPDMEwhPyVxY0mrFe9v3K2zOMa9fgzQaSyl8AMXlwrJooa7w6zMFBfmkp6+ibdt29OzZmxYtWsZapDhH4nA8is32FqAihIqmvY+mpZGfn46Uja/ZQ0UxGreQkjIdIS57g5jNWzGZJpCXl04w2K3ax9SpOqEiJdvZtSu0FzZ58jQaNmxU4hzvXfdi3L0L69LFEPCDpiFtNtQevXA++VwlRy5jgzaKOQ11hR/nfP31UdavX4sQguTkir061lfM5hXYbP9GiMsZSBXFiRBekpLuoaBgabWPmZDw2xLK/jJuHI7HKSxcXO1j6lQNp9NJRsYqzp49Q4cOnRg6dBgmU5jVuqLg/McbeH7ycyzLl0LAj3/0eNR+/SvlWeMfMRqhhrfTaw4H3pm3VLjP8qIr/DglEAiwefNGDh48QNOmzRg9ehxJSdWbb6euYrP9HSFKp6IWQsVk2oqinEHTmlfjiB6Mxn1hW4QAs3lDNY6lUx2cOHGcNWsyCQZVRo0aS4cOZadTAAh26Yq7S9cqjy3T0nDf/wD2t/9VImW6tFgItm6L/+bJVR4jErqXThRRTn1Hwryf0fDGVjRsfz2JP70f5fixcl2bm5vD4cOH6NmzN1OnztCVfQUwGE5EbJPSgqKUjryMLnrdgXghVKRkI8uXLyMhIYFZs+aUS9lXN+7Hnsb57PMEm7dACoFmd+C5827yl6yMavU7PfCqmOoOFlFOfEvqmGEIlxOhqgBIRUE6HOSvWEMwjHeNlJLs7OxLKREKCwtjrujjLYimPCQnT8VsXhe2TUoLOTkHqmzHv3peUlLGYjJtCzOewO+fQGHhR1UarzYRr/dMYWEB6emryM7OomvX7gwcOLjC+b2qQsR5CQRC8QE1EHilr/CjhOOZJ0Jl04qVPRSnZXU6cTz225Inqypi4UdsmTCS5TMnUfDEo4js7Jgr+9qK2z0PKUtXL5LSjN8/Oiqbtk7nn5HSXqKokpQCKR24XM9U+3g6FePrr79iwYIPKSjIZ/z4iQwdOrxGlX2ZmEzVouzLQ91W+JqG5cP3SBk1mAZd2pE8awqmTTVgT5USy8rPSlTOuYiQEvOmDeD3hw4EAnhnTWHxo7/hm6+OMuzEt7R+5180GNwbw9Ej0Ze1DhIIjMTl+j1SWtE0K1Ia0DQHqtqFoqLXozKmqvYiP38VgcBIpDQgpRG/fzz5+WsJBvVYiVgRCATYsGEt6ekrSU1twOzZc2nTpm2sxYoZcfKIiwJSkvjjezCvXoFSvDFiOJ+Naed2nE//Ae8P743u+MFgmbKhqmA289VLf2Hr4YM4/H5u9XppWXyd9PtJfOBe8ulZKXsAACAASURBVDM3RlfOOorH8wt8vjmYzYtRFCeBwCACgYFE056uqjdRUPApcHGZr9vuY0lubi7p6SvJzc2hZ8/e9O3bH4PBEGuxYkqdVfimLZ+XUPYXER4PCU88gm/mLchoVagRgkDvvph3lLbpAiH7vT1kcrAs+YQ2Xi/jvV5sV9gDhJQYvzqKcvIE2vWtoiNnHUfTmuL1/jgGI+uKPpZIKTly5BAbN27AZDIxadJUrtd/Q0AdNulYPny/VGmzi0iDEfPqlWHbqgvXE88iw5U0tNk4+stfc7zYW+emoiKmeTwllP2lc00mlLzcqMqpEx5F+ZaEhF+RmtqblJRRWCzvAdHLcaJTPfj9ftasSWft2kyaNGnCLbfM0ZX9FdTZFb4oKkREckDSgiX8X6OB2n8ABf/9iITfPoTh1HcgBMG0xqz/0U/Ykp1Fw13bueGG1gR79cGwYhmEkVUEAqht20dVTp3SGI07SU6eghB+hAgUHzuI1fpesckmem5zOpXn/PlsMjJWUVBQQN++/enVq49ew/kq6qzCD4wZh3ldJorLVapNSElg4ODoyzBsBHlbdqOcPYPb7Sb9wD5OnT5Fu3btGT58FEII3A89jHltBlz1NqLZbHh/cBck1GxdXx1JUtLdKErJ+0YINybTbqzW9/F676xgnz6s1v8UR/868fuH4PE8RDCoP8yrAykl+/d/yZYtn2Oz2Zg6dQbNm7eItVhxSZ19/HlnzEYmJSOv2qSRViv+ocOvWfygOnGlpPDRpvWcy8pixIhRjBkzHnNxwiW1ew8K33gHLTkFLTERLTERabHgmz0H11OVzdOhU1kMhr0oyqmwbUK4sVrDFL0uEz8pKZNwOB7DaDyAwXACq/VDUlOHYjJtrrrA9Ryv18uqVcvZtGkDLVtex+zZc3VlXwZ1doWP3U7+ikwSf3o/pp3bkWYzwu/HO/MWnM//tUZFsdnsdOt2Ezfc0JoGDRqWavdPmEjOwW8wbd2McLsJ9OqDTEurURl1QiQk/BpQI7YrSkGF+rNa/4fBsB9FufwGJ0QQcJOYeB+5ufvRN3krx7lzZ0lPX4XH42bQoCF0794jKlXf6hJ1V+EDWvMWFHzyGUrWOUR2NlqrVtHzzLmKoqIi1q7NYODAwaSlNaZXrz5lX2AyERg6vEZk0wmP0bgXk+nLiDEwUir4/UMq1KfV+g6KEn6/SIhcDIb9eibNCiKl5IsvdrN9+1YSEhKZNm3Wpej0mOFyIZxOZKNGEMeun3Va4V9Ea9IUmjStsfGOHz/GunWZaJqGy+UkLa36IzvrG0LkYLP9Dat1PkKo+HxjcbsfRtOqL4jGZFpDWat7UPB4flmhPoUoK8WAghBZQEf0jeDy4Xa7WLMmg+++O0nbtu0ZPnwklnKULIwWIiuLxN/8EnNGOhgUpNWK+2fz8PzsFxCHG8b1QuHXFKqqsnXrZvbt20taWhpjx07QUxpXA0KcJzV1CIqSgxChCGWr9SMsliXk56+qxhWyiUjbWlKCzze1whutgcBwDIaTCFH6QSJEESkptwIKPt8knM6/IGUThMjFan0XszkTKZPxeu/A7x8XUbb6wqlT35GZuRq/38/w4SPp1KlLbE04Tiep40egZGeFUqgEQnVu7S/9GeVCNq5n/hQ72SJQv++gaubgwf3s27eX7t17MH36bF3ZVxMOx/MoyoVLyh5CdnAhnCQmllxxC5GFzfYyCQkPYrX+CyHKb3P3+SYSWeHb8Hh+XmHZ3e5fIGXpFaiUofQpQqgI4cdiWUpq6jCMxt00aNATu/3PmM0bsViWkZh4F0lJPwBKp+qoD2iaxvbtW1m27FMsFiszZ95SoiJVrLB+9D5KXl6JfFkAituN7Z23EDk5MZIsMvoKvxrweDzYbDa6dOlGw4aN9IpU1YzFsvCSP/yVCAFG4xcIkYuUDTCbPyUp6X5AQwgfmmbH4XiagoJFqGr/a46jaW3weO7EZvtviXz6Utrx+8ehqr0rLLumtaGgYAlJSfeiKFlIqSCEs9Q+QUjx55OUNBch8hHiclyGorgwmTKxWObj882tsAy1maKiIjIzV3P27Bk6duzMkCFDwxcpiQGWpYtLlT28iDSZMW3ehH/KtBqWqmx0hV8FAgE/mzZt5NSpk8yePRebzaYr+6hQuvbnZQwI4UOIsyQl3V+i6tTFzdLk5Nnk5HwNXNvWG6pBexN2+18xGL5D05rgdv8cr/e+Skuvqn0oKPgPRuMXKMo57Pa/h7XtK4oHKb0llP2V38Vme71eKfxvvz3G2rWZBINBxowZR/v2cZaEzlzG/SSIal77yqIr/EqSm5vD6tUryc/Po2fP3jHdOKrrBAKDMJszwnrPaFoDNK0pNtsLRDZ5BDGbl+P3zyjHaAKf73Z8vtsrKKUPs3kdQjgJBPqgaaFwfqNxL0lJdyBENqGHk4fLydXCoQDhE+8pyvkKylQ7UVWVbdu28OWXX5CWlsaYMeNJSUmNtVil8M65DeP2rSjuMMGdqop/yLAYSFU2usKvIFJKDh06wOefb8RsNjN58jRatrwu1mLVadzuxzCbPwdKRiNLaSvONS8wGL5BiPBvAkL4MBi+i5p8ZvNnJCbef1EqhAjg90+gqOgPJCdPRIiiEg+rSBk/pLQRKV+PlAqBQK9qlTseKSjIJz19FefPZ9Ot200MGDAofvLWX4VvynRsb/wDcegQwne5frK02XE+8UxcRsnH50xWlkAA86oVGPftRWvcGN+0WSG/2Grm+PFjxXVmx2K3O6q9f52SqGovCgoWkpDwcwyGs4BASjtO57P4fLcCEAx2QdNsJQKcLiKlhWCwXVRkMxi+JCnp7lIFzM3m1SQnf1Ocj6fkNUJc3rS9LKOZYLA5gUBfrNZPwxREt+Dx/Coq3yFe+Prro6xfvxZFUZgwYRKtW7eJtUhlYzaT/+lK7H9/Gdt/3kYUFqLe2BH3bx/BP+7mWEsXljpT4lD59jgp025GFBWiOJ1oVhsCSdFLr+CbPeea11+rLFt2dhY2m53ExET8fj8mkynmXgI1QXyVq5MoykmE8BMMtgEuB7gIkUODBl1L5cCREjStCbm5h6jO9c3FeUlMvAuL5ROEKG1OklKEtccDaJoFKRuhKGeQ0oyqDqSo6BUU5Tscjicxmb5ASjMXvYaKil7D74+vDcBIVPSeCQQCfP75Rg4dOkDTps0YM2Y8iYmJUZQwNpRrXjQNw5HDoGkEO3aqcBDXtUoc1o0VvpQk3zY7FFFbXGVK8YZWSIm/ehC1Ry+C7SqXqEpKyZdffsG2bVto3boNY8dOuJQHR6emEZds41cjZUMKC+eTlDSHkFnFW2wisVFQsJSybnWD4QBG42E0rRmBwAAq4q1sMu0Kq+yLeyZSIFfI/JSPlDaEUDGZttOgQXekNAFmwIiUSbhcj+LzzaE8G861kdzcHNLTV5GXl0uvXn3o06dfvS1SYv5sKQm/nYdwuQABFjPOZ5/Hd0v1bdTXCYVv3L0T5dyZsCUFCQSwvfV6pfLneDwe1q7N4MSJb2ndug1Dh46ourA6USMQGEpOztdYLEswm9OLE6H5sNv/gMczD1UtaQMX4jzJyXMwGg8gpRGQSJlCQcFH5Qjmysdo/BJNSy5jESYimplCL4euK8w6/uLj/kv/VxQfDsfz+HzfK9f3r01IKTl8+CCbNm28VKTkuuuuj7VYMcO0YR1JP7m3ZA0PFyT++hdIuwP/pCnVMk6dUPiG48eIlIBKqCqGw4cq3Gdubg6ffbYEj8fDkCHD6Nq1e70w4dR+bJhM6zCbl18y7yjKd1gsqykq+gc+3+zi8yQpKdMwGI4gROCS4pXSSWrqKHJzt6NprcP07yEhYR6wiORkM0J4in3rSy42QoZSFVUdiMm0OUKkbdnfRAgNIfIxm1fj90+syCTENX6/n/Xr1/D111/RsuV1+l4Y4HjuybAFm4THg+OZx3WFfyXB628gkqubNBpDJQUrSEJCIg0aNKRfvwF6LpxahMn0ORbL4hIJy0LK2ENi4s/w+W4GHBiN21GU46UCukIbqj5SU4eQm7sbKUsm5UpK+gEm0wbAi6KEPDOkLL0JG/q/xGjchaalYjBUzqVSCCdG4946o/Czs7PIyFhFUVER/fsPpEePXnqREikx7v0iYrPh5AlwOqvF66dOzLTatx+ycRNkuCWTyYTnnh+Vqx+Xy8mGDWsJBAKYzWYmTZqqK/tahsXynzAeLiGkVDCb04GQf3y4VTdcTHngJCHh8RLHDYbDmM0bLin6K8+PhBAuFKXyIfZS2tC06vc0q2ku7oUtXvwxwaDG1Kkz9IpUFxECyorjEQKqad+wbsy2EBR8sBDZKA3NEXoKSosFabFQ9PxfCXboeM0ujh8/zoIFH3HkyBEuXKgfAS51EUUpmZagJBqKEvKSMBgOUlYErxASi2URV745mkybkTKC6TCC0g89PCqfA0cIic83s9LXxwMej4eVKz/j8883ct1113PLLXNp1qx5rMWqEsZtW0n42Y9Ium0Wtlf/hqhi7WnvtJnIMPEGUlHwjxpTbQq/zrhlAuDzYflsCcYvv0Br3ATfrFtDqZHLIBgMsmPHNo4e3Y/FksDYsRNo0KBBFSWvO8SXW+a1sVr/icPxdNgc9FJaycvbBEBq6uCIgVqXzxdcuJCLEE4slg+wWBZiMu0Jm9fnapPOtZDSQCii1lrsUSS4+HAJmZWMgImiopcJBIahaalA7bBzX3nPnD17hoyMVXg8HgYMGES3bjfV7r0wKUn4/a+xfvAeeD0IKdFstks++cHOXSJeWtZvSck6R8rooSj5eQh/aNNemsxIh4O89PVorW4ol3jXcsusWwq/Eqxbt4ZDhw4wYEAfunbtgykO81/Ektqm8IUooEGDHgiRV2JlrWlWAoEhFBYuwuH4DTbbG2W8CYRQ1Y4UFb1JcvJkIICiuCus2K/m8q/NDEiCwetR1U5oWisCgYGYzRkYDEcJBjsCXiyWxcVyavh803A6/4qUNVPEp7KkpSWSlVXAnj272LlzO4mJiYwZM57GjWNcpKQaMK1JJ+nuH6C4Sy4oJKC1bkPu1j0Rb5Br/ZbEhQvYXn8V6ycLQUp8k6bi+emDaE2blVu+qCr8pUuX8s9//hNVVbnzzjv5/ve/X6L90KFDPProo7hcLvr06cPTTz9doTDpaCp8TdNQFIX8/DwuXLjAwIG9apViqylqm8IHUJRvSEq6E6PxK6Q0IYQPn28KRUWvAnaSkqZgsawvsw8pbRQWvk1CwkMYDOfKPfbFlXvkqllXR9gakLJh8QZx0qXjSUnfw2zOLLEfEYrGbVf8lhK//hZ2u8JHHy3i1KnvaN/+RoYNG1lnYleSbpuFJTM9bJtmd1CwZAVq9x5h22vitxS1wKusrCxefvllFi1ahNlsZu7cufTv35927S6HsD/88MM899xz9OjRg0ceeYT58+fzve/F1qdYVVW2bPkcr9dzKSlTPCZm0qk8mtaW/PxNGAxfI8R5gsF2SFmyRnCklfrF5Y+q3oDBcBQh8ss9buhajVDqBxm2/9JpFoKAE4vlffz+aVgsn6Ao32A2ry6R/z90rh9FORnGTVPFan0Hm+0NFCUHVe2Oy/U7VHVguWWvLr777iTbtm0gL8/JiBGj6Nixc+024VyF4eyZyI1GA8r57JoTphJUetN28+bNDBgwgJSUFOx2O+PHj2flypWX2k+fPo3X66VHj9DTbubMmSXaY0F+fh6ffLKQ/fu/xOFwEMfWLJ1qIBhsh6oOLKXsNa3NNTZZwWg8hMPxFEJ4w58Y8Vp5TVNR6evc2Gxv0qBBdxyOp7DZ3uRi8NXVKIoTs/mzK44ESUq6hYSExzAaj6IoOZhMa0lJmY7F8mGF5KgKwWCQbdu28NlnS7DZbMyadUvsK1JFgUDP3sgIkXbC50O98doOIrGk0iv87Oxs0tIu/5AaN27Ml19+GbE9LS2NrKysCo1R1qtJRTlw4ACZmZkYDAa+//05tG1buhZqWlrdy99RHdS+edGAfEKbnOHc3cYBH3J19s0rqaqequj1RuM3lK+ilcBmS8Rmu/g3+RTYypXfJTS2h6Skh4DbAVvFhKkgBQUFLF++gjNnztC/f29GjhxZd/fCHv0dfLIQrrLhY7EgRo+mYa/Im7YQ+99SpRW+pmklnt6hV1hR7vbyUF02fK/Xy2efrSY1NZUxY8aTkJBQypZWG23VNUHtmheJzfYqdvtLxQVGBD7f1OJasQ2vOG8MDRsmIET4YiPlHk2ClCnFFarCt4MBKR3FHkGBCEnWyrb7X4mm2SkomI6qhv4mSUlvYLGUzsceOldQVLQUvz96mRuPHz/G2rUZSCkZPnwk7drdiMlkqkX3TAVp1BLzv94h8cf3AAI0DSE1Ar37UvjKv5BlfO9abcNv2rQpO3fuvPT5/PnzNG7cuET7+fOX/dkvXLhQor0myM/PIzk5BavVyrRpM0lJSdEDPeowDscjWK3vlHDJtFgWYzTuJC9vK5dXuhby81eSnDwDIXIRwlVpxa9pTTAYCgm/Ojfhdv8Cv38cmtYCk2kDiYkPAZ4rUjnYkZKwbqRXI6WdQGBkiXKNQoRX9sVXlCjVWJ2oqsrWrZvZt28vaWmNGTt2fL2p4ewfdzM5B49hXpuJyM9D7dk7lNmyFlBp7Tdo0CC2bNlCbm4uHo+H1atXM2zY5QovLVq0wGKxsGvXLgA+/fTTEu3RRErJgQP7WLDgQ/bt2wtAgwYNdGVfhxHiPDbbW6UUpxABFCUbi+XjEseDwfbk5u6jsHABgcDQiEVJyh4TFOUkYI1whgGf7zZUdQCadh2BwAiczmcJBAahaY1Q1Y44nX8kEBhQRlEUUZzP/3qczqcoLPwvV+aN8vsnoGn2CPIFCASqf+M2Pz+PxYsXsm/fXrp378H06bPqjbK/hNWK/+ZJ+G67vdYoe6jCCr9JkybMmzePO+64g0AgwOzZs+nevTv33XcfDz74IN26dePFF1/ksccew+l00qVLF+64447qlD0sPp+P9evX8s03X3HdddfTvv2NUR9TJ/aYzRuQ0hg2mEpRXFitH4cpWygIBAZTVPR3GjQI70p3LYRQ8fkmY7GsLOFCqWl2fL7ZBIPtEeI8SUl3YzJtQ0ozQvjw+4dSVPQmQniw2/8Ytm8pDQQCfSkoWB1xfK/3B9jtLxXXwr0y7sCGzzcDTaveiNajR4+wYcNaDAYDN988iRtuiPMiJTolqFOBV9nZWaxevRKXy0m/fgPo0aNXufcNapetuuaoLfNitz+J3f5yRDu4zzeewsIFAAiRi93+J6zWDxHCg6p2w2jcVamN2kCgC/n5m7DZ3sBmewVFyULT0nC7f43Xey+gkZraB4PhRIncPSGf+vZIqWA0Hix2z+SK9lAsQEHBKlS17IeRonxLYuKPMJl2Fz9QVDyeu3C5ngWqZ/M0EPCzadNGDh8+SLNmzRk9elzEIiW15Z6paWq1DT8eUVUVIQTTps2kaQWi03RqN4pyArv9nxEVdmi1HSoiIUQBqanDUZSzl/zcTaZdlTLpSGnG7X4CMBAI9MRqtQNGFKUAh+NPxfb5VBQlq1SitpBP/TfFbpyli5aHvouX5OSZ5OZuKZW1s+T3u4GCglUoyjmEyCUYbEV1pmHIyblAevoq8vPz6N27L3369NPNo7WUWq/wPR43J06coGPHTjRv3oK5c79fbyvm1Fes1jeJ5NIYKnHYEp9v6qVzhcgKE9QUuf/SDwMDQhhxuZ7E778Zg2EfKSnTS5h0hHCTmPgQfv8gFMUZtt+Qj3/kCNTQRnIBdvtLuFx/jixgMZrWFCg7d1RFkFJy8OB+Nm/ehNlsZvLkabRseV219a9T89RqhX/69CkyM1fj8/lo2fI6EhISdGVfDzGZ9pVS4JdRkNJAUtKdeL3fw2r9oFR642shBPj9vXG7H0FRsgEzSUkz8XhC95rD8QegdJ9CeDCZthbvLYRLxWwiUh2Hy30EsFgWlUvhVydX74WNGjWm3hcpqQvUSoWvaRq7du1g164dJCcnM3HiFBKqoTiATu0kGGyDlBvCmkZAw2Q6BBzCZFob4ZwQZSVG07TWBAJjrziSCBRhMBzFbE6P6NYZcpuMZP4QBIPXYTAcK9MttCrplStDVlaoSInTWcSAAYMqtBdW71FVbK/9Hdsbr6HkXEBr1hz3gw/h/eE9sZYMqIUKX0rJihXLOHnyBDfe2IFhw0ZgMtWNxEw6lcPjuQ+r9X2ujpy9WoErigspjWFLEpaFptnxem8rddxqfYeEhN8BpdMlXySU6liWkCW0IWvH7f4NPt8MUlLGF9v5Syt9KQ3FVbqiz8UiJdu2bcFms+t7YRVFSpJ++D1MG9ejFJcrNJw+hePpxzAe3A/vvh1jAWupl86hQwcQQqFjNfq/6p4F4akt82K1vklCwqOAhhD+MlfrodzzooTSl9KGzzcaiyWjRP4cTbOhqgMpKFjElSv1tLQcpOxUoVw7mmZHykYEg+1wu+cRCAwvbvHjcDyOzfbmVZ48AikTyMv7HE27odzjVAaPx8PatRmcOPEtrVu3YcSI0VitkeILyqa23DPVjXHbVpLnzEBxlw6Gk1YrYv9+zidFN/i0TnjpBINBtm/fSqNGjWjfvgOdOpWdr6KyKN+dxLR5UyioYtQYZGLStS/SiQu83vvw+8ditf4Pg+ErLJZlRF55W/H7B2I2bwQUNK0BLtcT+Hzfx+dbgd3+PAbDUaRsgMfzAB7PjyhtlnmH8uW+uYwQGnl5y9G0669qMeNy/ZlAYBgOx6MYDN8BkkBgME7ni1FX9mfOnCYzczUej4chQ4bTtWs33YRTCSxLP0F4IkQ2axosWQK331uzQl1F3Cv8wsICMjJWk5V1jh49etG+fcULkl+TQABuv50GCxciDUZQBEJVcT79R7x3xfYPpFN+NO0G3O7HAD9mc+uwlakgVNiksHAx4CyuNtWQi9Grfv/N5cw9c6KMjeLwSGkgUr3d0NiT8PsnIkQBUpqB8BG01YWmaezevZOdO7eTlJTEjBmz9RrOVUENhnPpCiElBCPvH9UUce1Me/LkCRYu/Ij8/DzGjbuZgQMHR2Ucx3NPwqJFCJ8Pxe1CcToRXi8JTz2GaW1mVMbUiSZmPJ4HkLJ0lsiQ7fx3xZ8SkLIRV6YqKD/9IqY0iGwkNRIMXisyVSBlCtFW9i6Xk2XLPmXHjm20b38js2fP1ZV9FfHfPAnpiODJZDDCzTWzF1MWca3wN2xYR3JyCrNnz6Ft23bXvqAyeDzY3v03eEqvvITHjf2vNesOpwOhYuPfoijlrzR1NW737/F6b0VKC5qWgKYlIqUVp/OJasoeeTvhXpAv7g+UPm7H5XqU6op8rQonT55gwYKPyMrKYuTI0YwaNbbOVKSKJYGhwwl27opmKZmSW7Pa8I0dD12iY4quCHFt0hk2bATNmrWIqm+94cwppCIirvGMRw5HbWyd0lgsH+BwPF4crBQkGGxLUdErqGrfCvZkwOl8Bbf795hMG5HSTCAwukQZwaqRREHBZyQnzyLkHRQEBJrWDJfrKRyOZzEYThQXIzfgcj2K1/ujahq7clzcC/vii900aNCQqVNn0KBBg5jKVKdQFPIXLsHx7BPY3v8vqCrSasVz749x//p3EVPs1SS10kunOhF5uTTs1gHhL510C0Bt3Ya8bV9EVYZ4piY9LiyWD0lM/EUpO7eUdvLy1hIMxk9WwsvzEsRkWovBcAZVbY+qDuDiCl9RTiCEh2CwLbFe2RcWFpKRsYqsrHN07tyFQYOGRq1ISX310imBqiKcRSHHj+IFq55LJw6QqQ3wDxqCZeO6Upsqms2G594fx0aweoeGw/FYhE1NLw7HH4tTA8cbBgKBMQTC7A9rWquaFycMx459w7p1mUgpGTt2Au3atY+1SHUfoxEZh7Wy673CB3D+/TUsE0ej5eaiFJcu0+wOAv0H6F46NYSifIeihF/9CKFhMq2rWYHqAKqqsmXL5+zf/yVpaY0ZN24CSUnJsRZLJ4boCh/QmjaDw4dxvf425lXLkTY7vlm3ojVujPHgftQu3S69lulECwtl+7Xrm4oVIT8/j/T0VVy4cJ6bbupB//6D9DxTcYby3Ukcf3gay/JloKoEBgzE9dhTqL36RG3MuqvwL75jl9dO6XDgveMuvHfchfX//ZvEn/8INAlIsFgpeuFl/JOnRU3c+o6mNSUYbIfReKBUm5RmvN5bYyBV7eTIkcNs3LgOg8HIxImTadWqdaxF0rkK5fQpUscMQxTkI7TQQse8aQOmGZMo+OBjAoOGRGfcqPQaQ4y7dpAycQyNrkuj0XVpJE+9GeOX5d90tXw8n4Qnfo9SWIjiLEJxOlFyLpD00/sxbVwfRcl1ior+XpxD/vJtKaUZTWuI2/2rGEpWOwgE/KxZk8GaNek0apTGLbfM1ZV9nGJ/8XlEUeElZX8R4fGQ8JuHojZunVL4xl07SJk5GdPO7QhNQ2ga5q2fkzJ1AoZ9X167AylxPPcUIqxPvgfHH56qdpl1LqOqfcnLW4vPNxVNS0bT0vB47iMv7/PiACmdSFy4cJ6PP57P0aOH6dOnL1OnztAzyMYxls+WItRwKbPB8O1xRFZWVMatUyadhMd/H1ZZ43aT8PRjFCxcUub1oiAfJTvyRBu/3FtVEXWuQTDYiaKi/8RajFqDlJIDB/azZcsmLBYLU6ZMp0WLlrEWS+daaGWkWRACoQWvUSmhctQdhe/3Y9y9M2yTAEybNpSd8ByQlrJDI2Qlswfq6EQDn8/HunVrOHbsa66/vhWjRo3BZotuSoZai5SYtnyO5eP54PPhHz8R/4SJ5d/jqwDKsW+wvfMWxiOHUG/sgPeuewm2LekK6x81FsuST0qZdAC0Jo1DjiRRoO4o/GtRnux/Nhv+4SMxr8ko9YeQJhO+2XOiJJyOTsXIyjpHevoqXC4nAwYMpkePnnqGy0ioKkl3AYH38wAAIABJREFU345pw3qEx42QEstnS9BatCR/2epq9Ze3LP6YxF/8JBR4FQhg2rQR23/epeilv8MDl1283b99BHPGKnA6S0T5S5sN53N/KZ++qgR1x4ZvNhPo2z9skwT8Q0eUaxKdf3oRmZyCvCK3iLRY0Bo3wfWbR6tJWB2dyiGlZM+e3Sxe/DEA06fPomdPvSJVWVj//Sbm9WtR3C5EcWIBxeXCcPx4tW6QipwcEh98AOHxIIq9BIUaQHg9JD70c7jCLh9s2578ZekEBg1BGo1IoxG1/Y0Uvv2f0JtHlKhTK3zXc89jmnYzwn05J7UEpMOB66nnytWH1uoGcjdsw/bGP7Au+xRpMOK9ZQ7ee+5HJqdESXIdnWvj8bhZsyaTkye/pU2bdowYMQrLVYm6dEpjf+Mf4R0xAn4sK5ZR5HRCNWxwWxYvRIoIebkk8P77JfLhBzt3oWDxcnC7EUG1Rupv1J0VPqDe1JP8JSvxDxmOVBSkouAfMYr8zzIIdi5/pjrZpAnuJ54hd/te8rbswvPQb0oqe5cLJescRNhlrwrGndtJ+sFcGvTsTMr4kVgWLQgVT9Cp15w+fYoFCz7kzJlTDB06gnHjJujKvpwoFy5EbJMGA0p+XvWMk511qbTh1QifF86cCX+h3V5jxZbq1AofQO3eg4JFS0NKUohqtYWJrCwSfzsPc8ZqUBSkxYL7Z/Pw/PyXoFT92WmZ/wGJD/8SvF6ElBhOn8L40M8xp6+i6LU3o2bX04lfNE1j164d7Nq1g+TkZCZOnEKjRmmxFqtWEWzdGuPB0gF9F9GqqQ6A2qUbWkICitNZegxHAkrPntUyTlWoUyv8EihK9SpIp5PU8SMwr16J8PsRXi9KQQH2l/6C44lHqqX/xId/+f/bu/P4qKr74eOfO5PJLFkhhH0zyO4CGmQRQgOEEBISiFB9bKUFLLblsVafYhWrvuRXa39oLQXUulMpYhEFxJIACassQtjRsAjIkpiF7JnMPuf5IyUlzCRknZlMzvsvMvdy7zeHO1/uPfec76nu/7uhgKlSVUVg2pfVSy9K7YrRWMmmTRvIyjrIgAEDmTnzQZnsm6DqyYUIg+voJaHTY/7ZXGihJyXrlESEIQhxU94RigJ6PTzwQIucpzn8N+G3MN2na1CVlLhMllCZqtD/432Ueh4bG0KbuRVRR60TxWRCu+afzTq+1LZcuvQ9a9d+QkFBAbGxk5gwIQ6NRtYTagpLSipVv/5N9eALgwGh0yF0OqwT4zD+4aWWO1FgIGVfpOHs3QdncDDOoCCcQcHVo4E2prXYfyzN4XddOq1Fu+mLOhcoFppANPv2YE2e0eTjK0ZjnX31ihCoSkubfGyp7XA4HHz99X6OHz9KREQn4uKm0KGD75XZbWuqnl6E6Wfz0G7ZDDYrtphYHP0HtPh5HFG3U3zwOJqv96O6eAFnn77YRt/vM92xMuE3kNDWc3elAAHNm8BhGzHS7SQMAKfBgHXipGYdX/J95eVlbNu2hYKCfIYOvZPRo+9vtUVK2iPRpQvm2XNa/0SKgm3UGBg1pvXP1UiyS6eBLLMewmlwv0CxYrdjjflRs47v6D8A69jxOG+azStUKjAEYZn1ULOOL/m28+e/Y926f1FWVsrkyQnExPxIJnupxcmE30CWadNxDBzkUl5B6A1UPr+4Rcbxlr//EdaklOq+xtBQhE6H/e5hlGzOQASHNPv4ku+x2Wzs3r2DrVvTCA/vwMyZD9Kv3+3eDkvyU7JLp6E0Gko3bMaw7K/oP/oApbwM+4CBVD39HNb4hJY5h15PxZvvUvnHP6O+eAFnZGecvX1jmTyp5ZWUlLBtWzpFRdcYNuwe7rtvlFykxMsCt6VjWPInAs6cxhkahnn2HKoef7J6lI0faPeLmF8nF152T7aLe81pFyHEfxYp2UVAQAATJkyiT5++LRugF7XVa0b3wbsEv/SHWrNyhU6HfchQSjdtbXahNbmIuSS1M1arlT17dnL27Bm6d+/BpEmTCQqSdeu9rrLSJdkDKGYz6tOn0X65EcuMmV4KruXIhC9JHnLtWiHbtqVTVlbGiBEjueeeaFQtMENbar7Ar3YjAgLc1sFRVRnRfbK6fSf83NxcFi5cSFFREbfddhuvvfYaQUG1R7Hk5OSQlJRE7969AejUqRPvv/9+8yKWpDZGCMGpUyfZv/8rdDqdXKTEF9ls1LviiNXqsVBaU5MT/ksvvcTDDz9MYmIib7zxBm+++SYLFy6stc+pU6eYNm0aixcvbnagktQWmc1mdu3azoUL5+nduy8TJkyUi5T4INuoMSg290ldGAxYpqV4OKLW0aTnSZvNxqFDh4iPjwcgNTWV9PR0l/1OnjzJ2bNnSUlJYfbs2Zw5c6Z50UpSG5KX9wOffvoJly59z5gxY5k6NUkmex8lIiMx/Wwuzpv+fURAAM6wcCw//j9eiqxlNSnhl5SUEBwcTEBA9QNCZGQk+W4W3dVqtSQnJ7N+/XrmzZvHggULsPrJo5Ek1aV6kZLDbNz4OSqVipSUB7j7brkila8zLn6Fqid/hzM0DKHTIwIDsU6aTOnWnX4zD+aWwzLT0tJ45ZVXan3Wp08fLl++zK5duwCw2+0MHz6ckydP1nuy5ORklixZwqBBg5oZtiT5pqqqKjZv3sylS5cYMGAAcXFx6ORayG2L3Q4FBRAa2iITKn3JLfvwExISSEioPbHIZrMxcuRIHA4HarWawsJCOnd2rSm9atUqkpKSaoo/CSFqngoaQo7D9z7ZLu65a5ecnKtkZGzBarUyZsxYhgy5g4oKGxUVNi9F6R1+cc1oQsAkwNRyv4cvjMNvUpeORqMhOjqazZs3A7BhwwZiYmJc9jt06BDr1q0D4ODBgzidTqKioppySknyWU6nk4MHD7Bp0wa0Wi2pqbMYOvRO2YUj+Zwmz7TNycnhmWeeoaioiG7duvH6668TFhbGmjVrKCgo4IknniA/P59nnnmGwsJCtFotL7/8cqO6c+QdvvfJdnHvertUVlaSkbGFH37IZeDAwYwbF9Pu69bLa8Y9X7jDl6UV/kNepO7JdnEvMjKErKwTbN+eicNhJyYmlgEDBno7LJ8grxn3fCHhy5m2ktRIDoeDnTt3snv3PiIjI5k0KZ7wcLlIieT7ZMKXpEYoKytl27YtVFWVceeddzNq1JhGDUSQJG+SV6okNdB3351l164dKIpCamoy4eFdvR2SJDWKTPiSdAs2m419+/bw7bff0LVrNyZOnEy/fj1kP7XU5siEL0n1KC4uZtu2dIqLixg+/F5GjBgpFynxR0Kg2b0Tzdf7EUHBWFJm4OzZy9tRtTiZ8CXJjepFSrLZs2c3Go2GxMRkesvVx/ySUlpC+IxEVN9fRDEaITCQoD//D8YnF2J66mlvh9eiZMKXpJtYrVZ2797BuXNn6dGjJxMnxslFSvxYyIL5qM+e/W+1zP/U+wpa9jr2YfdgmzDJi9G1LJnw2zKTCd26f6H9/FNAwTLzx5hTZ/nN+pveUFhYwLZt6ZSXl3PffaMYPvxeuUiJH1Py8wncvdNtaWSlqgrD8r9SJhO+5G1KaQnhUyagyvsBVVUVAAFHs9CvWEpp+nZEWLiXI2xbqhcpOcH+/XvR6/UkJ8+ge/ce3g5LamXqq5cRWi2KxeJ++8ULHo6odclblzYqaPELqK9cqUn2AKqqKtRXLhP0Py96MbK2x2w2s2XLZr76ajc9e/Zi5syHZLJvJ5w9e9WZ7AEcfrS4PMiE3zYJge7Tf7l/DLVa0a1dA75bMcOnXF+k5PLlS9x//zgSEpLQyy6xdsPZpSvW0WMRARrXbQYDpv/7hBeiaj0y4bdFNhtY674rwWIBh8Nz8bRBQgiOHMli48bPUatVTJ/+AHfdNUxWuGyHKt56D8dtUTj/82JeBGgQOh2m+b/GGjfFy9G1LNmH3xYFBuLs0RP11StuNzt79gI53b9OVVVGtm/P4MqVy9x+e3/Gj59AYGD7rnDZnomICEp2HyBw+zY0e/cgQsMwT38AZ1Q/b4fW4mRWaKOMTy8i5Pf/D8VUVetzoTdg/P1zXorK9125cpnt27dhtdr40Y8mMGjQEHlXL4FajTVuit/d0d9MJvw2yvLQT1Dl/UDQ668iNNX/jIrNjvGphX6z4HJLcjqdHDr0NUePHiY8vAPTpk2nY8cIb4clSR4lE34bZvrt7zDPm4/mqz2gKNjuH4sICfV2WD6noqKCzMyt/PBDLoMHD+X++8eh0bi+pJMkfycTfhsnQkKxJiS6fK6UFKM+dw5np05+2RfZUBcvXmDnzkwcDgeTJk2mf3+5SInUfsmE728sFoJ//xS6zz5FBAai2G04ovpR/s5KHP0HeDu6+lksKFXG6kljzZzdarfbOXBgHydPHicyMpK4uCmEycloUjsnh2X6mZAF89F9vg7FYkZVUY5iMqH+9hvCE+NQiou8HZ5byrVrhMyfQ6d+PYm4cwARQ/uhe+fNJs8lKC0tYcOGdZw8eZw777yb6dNnymQvScg7fL+iunIZ7ZY0FIu51ueKEAiLGd0//4HpN095Kbo6GI10mBKLKjcHxW4HQCkqIvhPi1Hn52F8fnGjDnfu3Bl27dqBWq1mypREbrstqjWilqQ2Sd7h+xFN1sGaETs3U5lMBO7I9HBEt6Zb9wnKtcKaZH+dUlWF/p2/N/ipxGazsXPndjIythIR0YmZMx+Syb4ujXlycjoJOHwIzc7tKEW++YQoNZxM+H5EBAdDPWPKfbGgmnbD+lr1gG4kNBo0+/be8hjFxUV89tlaTp/+lnvuiSYlJZWQkJCWDrVtczjQL19Kx6G3E9kljIgh/dAvex1u+o/2Rpq9e+h410DCZqYQOm82EcMGEfzU49UzvX2I6uIFgn/3BB1GDiN84jh0H31YU+JYqk126fgRa0ws1HHz5jQEYf7pbM8G1BAB9awepQD1rC4lhCA7+xv27t1DYGAgiYnJ9OrVu+Vj9AMhv5yHdmsaiskEgOpaIYa//C+ao4cp/3C1y/7q784R9vAsl4l92s/WglpN5atLPRL3rQRkHSRsVgqKxVLzlKh+4Vl0n66h9LMvQc6grkXe4fsTrZaK5W8h9HrEDaNcnAYDttgJWCfEeTE498yzHkIYDG63KTY7tnExbrdZrVYyMrawa9cOunbtxqxZD8lkXwf1qZO1kv11KpOJwO0ZBBw/6vJ39Cv+6rZek8pkQvfJxyilJa0Wb4MJQegv56EyGmt1CaqqqlCfOIFuzSovBuebZML3M9bEZEo3bcGSlIyjV29sw++l8rW/Uf7+qmYPdWwNlpRU7FG3I7TaWp8LvYHKRS8ggl27ZgoK8vn000+4cOE8I0eOJikpBYMhyFMhtznaLWl1d3FYLASm/dvlY82B/Sh1FOAT2kACsr9tyRCbRH06G+VaodttKlMVun986OGIfJ/s0vFD9ruGUfHeR94Oo2G0Wko3bcHw+hL0q1aiVFTg6N8f49PPYU1KrrWrEIITJ47x9df70esNJCfPoFu37l4KvC0Rdb+oFQKcTteP63vfY7fj9IH3QUpFBajrTmGqinIPRtM2yIQveV9QEFXPv0TV8y/VuYvJZGLHjgwuXfqevn1vIzZ2EjqdzoNBtl3WSZMxLPsrmNy8HNfrscYnuHxsmvMo6jPZbl+oi8jOOAYPaY1QG8UxZAhKHS+QRUAA1vvHeTgi3+d7z/iSdJPc3BzWrfuEq1evMHZsDFOmJPpPsrdYUJ/ORlVHqesGczjQfrKa8EkxdLxnKCHzHiHgxDEA7HcPxzouBqGrvbCL0OmxjhyN/Z5o17BmPoj9vlE4b3i/IjQanEFBlL/9Qb2jwTxFBIdgmvMowt2CNYGBmB7/reeD8nHyDl/yHiFQnzmNUlGOY/AQl/56p9PJkSNZZGUdJDQ0lBkzZhIZ2dlLwbYwIdAvfa36zlsBxW7HEXU75SvexnHHnY07ltNJ6M8fRrNnV80duSo3B23GVsrfeh/r1CTKP1yN4S//i/69v6NUVSH0ekxzfkHV04vcJ++AAMo+Xod24+fo/vEBqrIyrOPGY3rs1zh96OW48YXqiXn6D99DaDTgcCA6dqT8rfdx9Ovv5eh8jyKE766FV1RUidPpmfAiI0MoLKzwyLnaktZql4Csg4T+6lFUhQUItRrFZsc09xcYn38J1GqMxkoyM7eRk3OV/v0HEBMT61OLlDS3XQxL/oT+zWW1ukwE1XMpSnYdaFRSDdySRsgv56IyGl22OUNCKfr2PFx/Ke50QlUVGAyt9hLfG98lpaIc9TffIEJCcAwZ6hNPIDfzRLuoVAoREcF1bpd3+JLHqS6cJ2xWSk2Cuv7V1H/4HgDZc3/B9u0Z2Gw2YmMnMnDgYP9apMRoxPDG31yGSSoAFgv6t5Zj/NOrDT6c7p8r3Sb7agLN3t3Yrg/JVakguO6E0FaJkFDso0Z7OwyfJxO+5HGGN/6GYnEd4+00VZH10Qfs6tCBDl27kZw8g44dO3ohwtYV8M0pRIAGBZPLNsVmIzBzG3Wlb3eUsrK6NwpQKisbH6Tkl2TClzxO89Vul9o5ZYrCZr2eHK2OO/QGRqbO8t9FSvQ6cNazyLze/US0ulgnTCLg2BFUZrPLNsVmxX7viMZGKPkpOUpH8ribX85+FxDAqqAgrqlUTLVYGO/nK1LZh95Z58pkQqvF1MgSGOZH5oBWh7ip20vo9FgSk3H26NnkWCX/IhO+5HHm2XNw6vXYgUytlo16PeFOJz81GhkYHl790s2fqVRUrHjbpQSGALBa0b/7d9Snsxt8OBERQenmDOxD7kDo9DhDQhFaHeZZD1Kx7K2Wj19qs5o9Smfp0qWo1Woef/xxl21Wq5XnnnuOU6dOodPpeO211+jXr+HL7clROt7XKu1itSKS40k7f55rTgf3WK2MtdsJ0Gop/WR9m3j51qh2MZvRrVqJftWHKJWV1cMbf/MkmMyE/TgF1bVr3HhvLhQFERpG8cFjiA6Ne4ehungBVXERjtv7e606qvwuuecLo3SafIdfUVHBokWL+PDDuutVrFq1Cr1eT1paGosWLeLZZ59t6ukkP3L2+4u8P2MmRZPjSezRi5gu3bA/+DAlmXvaRLJvFLOZ8OR4gv/4IgGns1FfvYJu7RrCJ8YQcCYbVWUlN48/UoQAqwXdx/9s9Omct0Vhv3eET5bCllqf2c17nBs1OeFnZmbSt29f5syZU+c+O3fuJDm5uh7KiBEjKC4uJjc3t6mnlNo4m83Kjh2ZZGZupVOXrkz/8+tE7D5AcdYJKpe+4ZcTZXSrVhJw5nStIZiKw4GqykjQH55BKO6/giqTCc2enR6KUvIHFy9eYNOmDfXu0+RROtOnTwdg+fLlde5TUFBAZGRkzc+RkZHk5eXRvbsseNXeFBVdY9u2LZSWlnDvvSOIjr4PlQ9W72xp+lUfuoy3v05VUYGoYz0AoSg4Izq1ZmiSn7Db7Rw4sI+TJ48TFXVbvfveMuGnpaXxyiuv1PosKiqKlStX3jIQIUStCTNCiEZ9yevri2oNkZFylSR3mtMu1RUuT7Bjxw50Oh2zZz9Mnz59WjA672lQu7grWPYfik7rMjy1ZpvBgP7xX6Nvo9ek/C6519LtUlxcTHr6vykoKGDcuNGMG1d/wbhbJvyEhAQSElyr6TVEly5dKCgooHfv6mni165do3PnhtdCkS9tva857WKxWNi1awfnz5+jV6/eTJgwCYMhyC/auaHtEjxmHLqrV93Wlhc2O+XL3iT0N78Cq7VmH2EwYE6dReXAu6ENtpX8LrnXGu1y4cJlfvihkNjYSfTtG0VZmdl7pRXGjx/Pxo0biY6OJisrC61WK7tz2on8/Hy2bUvHaKxk1KgxDBt2T/XTnhCovzmFqqQY++ChiE7+3W1h+s2TaDeuR6mqPXfWaTBgemwB1pRUSgYORv/GMjTHj+Ds2g3To49hjZvik/VgJO+z2azk5eXRq1dvoqL60aNHT7Q3LSBUlxZP+GvWrKGgoIAnnniCRx55hBdeeIHExEQCAwNZsmRJS59O8jFCCI4fP8rXX+/HYAgiJSWVrl27ARBw4hihj/4MpaAAAtQoFgvm5FQqX1/23+JefsbRrz9lazcQuuAX/y0UZ3dgemwBVb9/rnqfQYOpXC7Hy0u3dv1dWEVFOQ8//AhBQcENTvYgq2XWkI+h7jWmXUymKrZvz+Ty5e+JiurH+PETaurWq/J+oMP90agqah9L6PRYEhKpePsDt8cMOHoY3do1UFaG7UcTsCTPAB+ohd/o60UI1OfOolRWYB84GIL8d0lG+V1yrzntIoQgO/sb9u7dQ2BgIBMnTqZnz14u+8lqmZJH5ORcJTNzK2azmbFjx3PHHXfWemGve/8dFDfrqipmE9rNmzDm5uDs3uO/G4Qg+HdPoFv3L7BYUJxOtGn/JuhPiyndnFF737ZAUXAMGOjtKKQ2SAhBZuZWzp07W+tdWFPIhC81i9Pp5PDhQxw+fIiwsDCmTp1Gp06RLvsF7tnptkImgAgMJOD4Maw3JPHALzei/WxtrSGNKmMlwmIm5JfzKPsiveV/GUnyQYqiEB7eofa7sCaSCV9qMqOxkoyMreTm5jBw4CDGjh1f5yIlzvpKBAiBCK1dTMzw1nK366kqdjuao4dR5VyVRcEkv1U9nPkYERGd6NmzF9HR97XIcWXCl5rk0qXv2b49A7vdTmzsJAYNGlzv/ubZc9Hs34eqyk2l98BAbCNrl1RQ1TMjW2i1qPLzZMKX/JLJZGLHjgwuXfqeIUOGuu2rbyqZ8KVGcTgcHDx4gGPHjhAR0YlJk+IbtEiJNT4B24SJaLZn1Ny5C7UatFrK//4BBNS+FO0DB6HKzXGpMwOgWCw4+tQ/o1CS2qLc3BwyM7diMpkYOzaGO+64q0WPLxO+1GDl5WVkZGwlPz+PoUPvYPTosQ2vW69SUf7eR2g3bUD33tuoioqw3TcS04IncPQf4LK76be/I/DAPripLIHQarFMSURERLTEryRJPiM/P58vvlhPaGgoM2bMJDKy4ZNUG0omfKlBzp//jl27tiOEIC5uCrff3oRCZyoVlpRULCmpt9zVNvp+Kl/8I8EvLkKoA1AcdlCpsQ0fTsVfVzThN5Ak3+R0OlGpVHTu3JkxY8YyaNCQOt+FNZdM+FK97HY7u3fv5JtvTtK5cxfi4uIJDQ3zyLnNc3+BZXoq2vTNKMZKbCNHY79rmEfOLUmecPnyJfbu3U1iYjKhoWHc1crXt0z4Up1KSkrYvPlzLl3K4e67hzNy5GjUavfVHVuL6BiB+eFHPHpOSWptN74L69gxAqfT6ZHzyoQvuXX6dDZffbWLsLAgpk6dRp8+fb0dkiT5hfLycjIytpCfn8eQIUMZM8ZzazjLhC/VYrNZ2bNnF2fOnKZ79x48+GAqt1hER5KkRjh27AglJcVNfxfWDDLhSzWuXSskI2MLpaWlREffx733jiAkJASzWdZFkaTmsNvtlJeXAwqjR49h2LDhHnsXdiOfTvgqlWfLw3r6fL7k8uXL7Nu3G51OywMPzKJLl64129pzu9RHtkvdZNv8l81mIyMjHb1ew/jxk9FqtY2qcNkYt2p3n66WKUmSJLUc/19UVJIkSQJkwpckSWo3ZMKXJElqJ2TClyRJaidkwpckSWonZMKXJElqJ2TClyRJaidkwpckSWonZMKXJElqJ9p9wl+6dCnLly93u81qtbJw4UISEhKYMWMG58+f93B0npebm8tPfvITpkyZwq9+9SuMRtc1aHNychg+fDgpKSmkpKQwb948L0TqGZs2bWLq1KlMnjyZ1atXu2zPzs4mNTWV+Ph4nnvuOex2uxei9LxbtcuKFSuIjY2tuUbc7eOvKisrSUpK4urVqy7bvH69iHaqvLxcPPvss+Kuu+4Sy5Ytc7vPe++9J55//nkhhBAHDx4Us2bN8mSIXjF//nzx5ZdfCiGEWLFihViyZInLPunp6TXt4s/y8vJEbGysKCkpEUajUUybNk2cO3eu1j6JiYni6NGjQgghnn32WbF69WpvhOpRDWmXxx57TBw5csRLEXrPsWPHRFJSkhg6dKi4cuWKy3ZvXy/t9g4/MzOTvn37MmfOnDr32blzJ8nJyQCMGDGC4uJicnNzPRWix9lsNg4dOkR8fDwAqamppKenu+x38uRJzp49S0pKCrNnz+bMmTOeDtUj9u3bx6hRowgPD8dgMBAfH1+rPXJycjCbzQwbVr1KUV3t5W9u1S4Ap06d4u2332batGksXrwYi8XipWg9a+3atbz44ot07uy6Hq0vXC/tNuFPnz6d+fPn17uCU0FBAZGRkTU/R0ZGkpeX54nwvKKkpITg4GACAqqLqEZGRpKfn++yn1arJTk5mfXr1zNv3jwWLFiA1Wr1dLit7uZ//86dO9dqD3fXh7v28je3ahej0cjgwYNZuHAh69evp7y8nDfffNMboXrcyy+/THR0tNttvnC9+HR55JaQlpbGK6+8UuuzqKgoVq5cecu/K4RAUZRaP6tU/vF/pLt26dOnT63fF3D5GeDxxx+v+fP48eP5y1/+woULFxg0aFDrBOslTqfT5d//xp9vtd1f3er3DgoK4t133635ee7cuSxatIgnn3zSo3H6Gl+4Xvw+4SckJJCQkNCkv9ulSxcKCgro3bs3ANeuXXP7qNYWuWsXm83GyJEjcTgcqNVqCgsL3f6+q1atIikpiQ4dOgDVF+71pwJ/0rVrV7Kysmp+vrk9unbtSmFhYc3P/nR91OdW7ZKbm8u+ffuYOXMm4L/XR2P5wvXiH7errWT8+PFs3LgRgKysLLRaLd27d/dyVK1Ho9EQHR3N5s2bAdiwYQMxMTEu+x06dIh169YBcPDgQZxOJ1FRUR6N1RPGjBnD/v37KS4uxmQysXXr1lrt0aNHD7RaLYcPHwZg48aNbtvL39yqXXQ6Ha+++ipXrlxBCMHq1auy2rAYAAAA+0lEQVSJi4vzYsS+wSeuF4++IvZBy5YtqzVK5+OPPxZLly4VQghhNpvF008/LaZOnSqmT58uTp065a0wPebq1avipz/9qUhISBBz584VpaWlQoja7ZKXlyd+/vOfi8TERJGamiqys7O9GXKr+uKLL0RiYqKYPHmyeOedd4QQQjz66KPixIkTQgghsrOzxQMPPCDi4+PFU089JSwWizfD9ZhbtUt6enrN9meeeabdtMt1sbGxNaN0fOl6kSteSZIktROyS0eSJKmdkAlfkiSpnZAJX5IkqZ2QCV+SJKmdkAlfkiSpnZAJX5IkqZ2QCV+SJKmdkAlfkiSpnfj/GiH7/oPfsCQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.datasets.samples_generator import make_circles\n", + "# 绘制另外一种数据集\n", + "X, y = make_circles(100, factor=.1, noise=.1)\n", + "#看看这回线性和函数能解决嘛\n", + "clf = SVC(kernel='linear').fit(X, y)\n", + "\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + "plot_svc_decision_function(clf, plot_support=False);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 坏菜喽，分不了了，那咋办呢？试试高维核变换吧！" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#加入了新的维度r\n", + "from mpl_toolkits import mplot3d\n", + "r = np.exp(-(X ** 2).sum(1))\n", + "# 可以想象一下在三维中把环形数据集进行上下拉伸\n", + "def plot_3D(elev=30, azim=30, X=X, y=y):\n", + " ax = plt.subplot(projection='3d')\n", + " ax.scatter3D(X[:, 0], X[:, 1], r, c=y, s=50, cmap='autumn')\n", + " ax.view_init(elev=elev, azim=azim)\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('r')\n", + "\n", + "plot_3D(elev=45, azim=45, X=X, y=y)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SVC()" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#加入高斯核函数\n", + "clf = SVC(kernel='rbf')\n", + "clf.fit(X, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#这回厉害了！\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + "plot_svc_decision_function(clf)\n", + "plt.scatter(clf.support_vectors_[:, 0], clf.support_vectors_[:, 1],\n", + " s=300, lw=1, facecolors='none');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "使用这种核支持向量机，我们学习一个合适的非线性决策边界。这种核变换策略在机器学习中经常被使用！" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 调节SVM参数: Soft Margin问题\n", + "\n", + "### 调节C参数\n", + "* 当C趋近于无穷大时：意味着分类严格不能有错误\n", + "* 当C趋近于很小的时：意味着可以有更大的错误容忍\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# 这份数据集中cluster_std稍微大一些，这样才能体现出软间隔的作用\n", + "X, y = make_blobs(n_samples=100, centers=2,\n", + " random_state=0, cluster_std=0.8)\n", + "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#加大游戏难度的数据集\n", + "X, y = make_blobs(n_samples=100, centers=2,\n", + " random_state=0, cluster_std=0.8)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", + "fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1)\n", + "# 选择两个C参数来进行对别实验，分别为10和0.1\n", + "for axi, C in zip(ax, [10.0, 0.1]):\n", + " model = SVC(kernel='linear', C=C).fit(X, y)\n", + " axi.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + " plot_svc_decision_function(model, axi)\n", + " axi.scatter(model.support_vectors_[:, 0],\n", + " model.support_vectors_[:, 1],\n", + " s=300, lw=1, facecolors='none');\n", + " axi.set_title('C = {0:.1f}'.format(C), size=14)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "X, y = make_blobs(n_samples=100, centers=2,\n", + " random_state=0, cluster_std=1.1)\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize=(16, 6))\n", + "fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1)\n", + "# 选择不同的gamma值来观察建模效果\n", + "for axi, gamma in zip(ax, [10.0, 0.1]):\n", + " model = SVC(kernel='rbf', gamma=gamma).fit(X, y)\n", + " axi.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn')\n", + " plot_svc_decision_function(model, axi)\n", + " axi.scatter(model.support_vectors_[:, 0],\n", + " model.support_vectors_[:, 1],\n", + " s=300, lw=1, facecolors='none');\n", + " axi.set_title('gamma = {0:.1f}'.format(gamma), size=14)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Example: Face Recognition\n", + "\n", + "As an example of support vector machines in action, let's take a look at the facial recognition problem.\n", + "We will use the Labeled Faces in the Wild dataset, which consists of several thousand collated photos of various public figures.\n", + "A fetcher for the dataset is built into Scikit-Learn:" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['Ariel Sharon' 'Colin Powell' 'Donald Rumsfeld' 'George W Bush'\n", + " 'Gerhard Schroeder' 'Junichiro Koizumi' 'Tony Blair']\n", + "(1277, 62, 47)\n" + ] + } + ], + "source": [ + "#读取数据集\n", + "from sklearn.datasets import fetch_lfw_people\n", + "faces = fetch_lfw_people(min_faces_per_person=60)\n", + "#看一下数据的规模\n", + "print(faces.target_names)\n", + "print(faces.images.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's plot a few of these faces to see what we're working with:" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 每个图的大小是 [62×47] \n", + "* 在这里我们就把每一个像素点当成了一个特征，但是这样特征太多了，用PCA降维一下吧！" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.pipeline import make_pipeline\n", + "\n", + "#降维到150维\n", + "pca = PCA(n_components=150, whiten=True, random_state=42)\n", + "svc = SVC(kernel='rbf', class_weight='balanced')\n", + "#先降维然后再SVM\n", + "model = make_pipeline(pca, svc)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "Xtrain, Xtest, ytrain, ytest = train_test_split(faces.data, faces.target,\n", + " random_state=40)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "使用grid search cross-validation来选择我们的参数" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wall time: 22.2 s\n", + "{'svc__C': 10, 'svc__gamma': 0.001}\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import GridSearchCV\n", + "param_grid = {'svc__C': [1, 5, 10],\n", + " 'svc__gamma': [0.0001, 0.0005, 0.001]}\n", + "grid = GridSearchCV(model, param_grid)\n", + "\n", + "%time grid.fit(Xtrain, ytrain)\n", + "print(grid.best_params_)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(320,)" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = grid.best_estimator_\n", + "yfit = model.predict(Xtest)\n", + "yfit.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " Ariel Sharon 0.88 0.58 0.70 24\n", + " Colin Powell 0.70 0.83 0.76 54\n", + " Donald Rumsfeld 0.74 0.77 0.75 30\n", + " George W Bush 0.89 0.87 0.88 119\n", + "Gerhard Schroeder 0.80 0.82 0.81 34\n", + "Junichiro Koizumi 0.92 0.79 0.85 14\n", + " Tony Blair 0.76 0.78 0.77 45\n", + "\n", + " accuracy 0.81 320\n", + " macro avg 0.81 0.78 0.79 320\n", + " weighted avg 0.82 0.81 0.81 320\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.metrics import classification_report\n", + "print(classification_report(ytest, yfit,\n", + " target_names=faces.target_names))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 精度(precision) = 正确预测的个数(TP)/被预测正确的个数(TP+FP)\n", + "* 召回率(recall)=正确预测的个数(TP)/预测个数(TP+FN)\n", + "* F1 = 2*精度*召回率/(精度+召回率)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAVIAAAFSCAYAAACg1VfvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3WdYVEfbwPH/rrBIC0UQpSmIiUZj\nizUmYEERC4kYQYyL2MXYMJrYUGNB7C32DipgIbFEETUqedRgjyUqggbBBgoWUFgWeD/wuokRxGSL\ngczvuvhwzu6Ze2b3cO+cNiMpLCwsRBAEQfjHpG+7AoIgCGWdSKSCIAhqEolUEARBTSKRCoIgqEkk\nUkEQBDWJRCoIgqAmvbddAUEz7Czq6CzWo9xsncXSpfyCAp3FUhbk6yyWoBlKxe0SXxM9UkEQBDWJ\nRCoIgqAmkUgFQRDUJBKpIAiCmkQiFQRBUJNIpIIgCGoSiVQQBEFNIpEKgiCoSSTS/6gOndpy4H/R\nxMbtYOvOdVSr7qC1WIMG+3PqdCynTu0nautqrK0rlYtYfn5dOXkyhvj4fRw+HE2jRvW0FqujZ1vO\nnjnA5UtxREasxNTURGuxdB2vPMQq14l01apVfPzxx+Tm5r7yWlxcHFFRUSVuO3bsWOLi4l5al5OT\nw9ixY+nbty/9+vVjxIgRZGZmAtCyZUvNVl6LKlY0YMnKUAbIR9LetRsHYo4wbdY4rcRq0LAuI0YM\npG2bbjRp4kFS4k2CJ31V5mPVrOlMSMgEvLz8adbMk9DQJURFrdRKLCsrS9asno+P70Dq1HXl5s1k\nQmaM10osXccrL7HKdSLdvXs3HTt25Mcff3zlNVdXV3x9ff9WeTt27MDKyop169axdu1aGjZsyNKl\nSzVVXZ2RVqiARCLB9J2iX2NjYyNychRaiXX+3CXqfdCKJ0+eYmBggK1tFTIyMst8LIVCQWDg19y7\nlwbA2bMXsLGxRl9fX+Ox2rVz4/TpX0lMvAnAipVh9PTrqvE4byNeeYlVbp+1j4+Px9HRkR49ejBm\nzBi8vb2Ry+VYWFjw5MkTOnXqRHJyMqNHjyY8PJw9e/YgkUjo2LEj/v7+xZZpZ2fH9u3badSoEU2b\nNkUul/NiphaFQsFXX33FnTt3MDc3Z/HixTx8+JApU6aQm5vLo0eP+PLLL3F3d6dz585Ur14dmUzG\nlClTGDNmDFlZWeTn5zNixAhatGhBly5daNq0KdeuXUMikbBs2TJMTU018tk8y37G2FFT2bl/M5kZ\nj6hQQcpnHeQaKbs4SqWSzl3as3RpKAqFgmnT5pf5WMnJqSQnp6qWZ88OZs+eg+Tl5Wk8loO9LSmp\nd1TLqal3MTN7B1NTE54+zSrT8cpLrHLbI922bRvdu3fH2dkZmUzGr7/+CkCXLl3YsGEDFSpUACAx\nMZG9e/eyZcsWtmzZwsGDB7lx40axZbZq1YrAwEC2b99O27ZtCQgIICkpCYBnz54RFBREREQEWVlZ\nXLlyhRs3btCnTx/Wr19PcHAwmzdvVr13yJAhzJ8/n+XLl/PRRx+xefNmFi1axIQJEygoKCA7O5tO\nnTqxadMmKleu/MppBnXUer8mI78OpHVzLz58vzWL561iddhCjZVfnD27Y6nm2IgZMxayc1cYEomk\nXMQyMjJk8+blODtXJzDwa63EkEqlFDe1Wn6+dgY+0WW88hKrXCbSx48fExcXR1hYGP369SMrK4tN\nmzYB4OTk9NJ7ExISuHPnDgEBAfTu3ZtHjx5x69atYss9d+4cLVq0YNmyZRw/fpyuXbsyblzRuUUz\nMzPs7e0BsLKy4vnz51hbWxMVFcWYMWOIjIxEqVSqynpRj6SkJJo0aQKAjY0NJiYmZGRkAPD+++8D\nULVq1WLP8/5Tbm1acjr+HMm/pwCwYU0E79V2wcLSXGMxXnB2rkaLFo1Vy2Ebt+LoaIeFhVmZjgXg\n4GDLkSPfk5+fj4eHL48fP9FKnFspt7G1tVEt29kVnbJ49ux5mY9XXmKVy0S6a9cuunXrpjqXuXXr\nVo4dO0ZGRsYrvRNnZ2dcXFwICwsjPDwcb29v3n333WLL/fHHH1mzZg0AFSpU4L333kMmkwEU2+tZ\ntGgRn376KXPmzKFZs2Yv/RpKpUUffY0aNTh9+jQA9+/f58mTJ5ibm5dYpiZc+vUKzVs2xur/r2h3\n6NSWW8m3ycx4pPFYVapUZmPYEipVsgCgR4/P+O1yAhllPJaJiTGxsVvZuTMGf/+h5ORo7ofurw4c\nOEqzpo1wcSn68R00UM6u3bHlIl55iVUuz5Fu27aN2bNnq5YNDQ1p374927dvf+W9tWrVokWLFvj5\n+aFQKKhXrx42NjavvA9g5MiRTJs2jU8//RRDQ0OMjIyYMWNGifXo0KEDM2bMYOXKlVStWlV1hf/P\nBg0axPjx49m/fz85OTlMnToVPT3tfi3Hfo5n+ZL1bN+9nrw8JY8yH9P3i6FaiXX8+Clmz15KTEwk\nyvx87t69j6/vgDIfKzAwAEdHO7y8PPDy8lCt9/T003jiTk9/SP8Bo4iKXIVMps+NpGQC+o7QaIy3\nFa+8xJKIee3LBzGws/rEwM7C64iBnQVBELRIJFJBEAQ1iUQqCIKgJpFIBUEQ1CQSqSAIgppEIhUE\nQVCTSKSCIAhqEolUEARBTeXyyab/otx8zY86VJJZlT7WWaxRaUd0FstYv6LOYj1VaOc5+eLoSSvo\nLJauHzQwr2is03glET1SQRAENYlEKgiCoCaRSAVBENQkEqkgCIKaRCIVBEFQk0ikgiAIahKJVBAE\nQU0ikQqCIKhJJFJBEAQ1iUT6H1X7/XfZ+WM4P/38AweP7KB+A81PVeLk8SEDr6x+Zf3Hk3vRef1X\nGo/3Z2vXLCAoaJBWY0wLGcfFK3HEHd9F3PFdrN24SGuxOnq25eyZA1y+FEdkxEpMTU20FsvPrysn\nT8YQH7+Pw4ejadSontZigW7bpq39vlwm0uvXrzNw4EDkcjndunVj8eLFxc5n/cLYsWOJi4sjLi6O\nqKioN4oxduxYunTpglwuRy6X07NnT65fv66pJgAgl8tJSkpiyZIlREREaKxcQ8OKbP9hHUsWraHN\nJ58xb/YyVqyZp7HyAcyq29ByYk/4y0yoLp2b8V7XjzQa689q1XJhf0wU3t6dtBbjhabNGtEvYASu\nH3nh+pEX/XprZ9I2KytL1qyej4/vQOrUdeXmzWRCZozXSqyaNZ0JCZmAl5c/zZp5Ehq6hKiolVqJ\nBbptmzb3+3KXSJ88ecKoUaMYP3484eHhbN26lYSEBCIjI0vd1tXVFV9f3zeONWbMGMLDwwkPD2fQ\noEEsWqS9HokmtWrzMTdvpnAw9igA+/Ye0mgS0Ksoo93iQP43dfNL6y1cbGkU2IlTC7/XWKy/Gjw4\ngPXrI9ixY4/WYgDIZDLq1X+f4SMHciz+RzZu/g57+6paidWunRunT/9KYuJNAFasDKOnX1etxFIo\nFAQGfs29e2kAnD17ARsba/T19bUST5dt0+Z+X+4S6aFDh2jWrBnVq1cHiuafnzVrFt26dQMgNDSU\n7t270717dzZu3PjSttHR0cydO5fU1FR8fX0ZMWIE3t7eTJ48udS4jx8/xsjICIB169bRrVs3fH19\nmTNnDvn5+bRv3x6lUklaWhq1a9cmMzMThUJB165FO828efPo0aMHvr6+7Nu3T4OfyKtcXKqTdj+d\nhd/N4OCRHezYuQE9Pc0NbNEqtC+XN//Ewyu3VOv0jQxot2gwB0etQpGdo7FYfzVy5EQio37QWvkv\nVKlamZ+PnmDGtPm0bNaJ0yfPs1lLPTcHe1tSUu+ollNT72Jm9o5WDoGTk1OJiflJtTx7djB79hwk\nL087g+Losm3a3O/L3ehPaWlpODg4vLTO2LhohJjDhw+TmprK1q1bUSqV9OzZk+bNmxdbzu+//87a\ntWsxNDTE3d2d9PR0rK2tX3rPnDlzWL16NVKplMqVKzNmzBiuXbvGvn37iIyMRE9Pj2HDhhEXF8eH\nH37I+fPnSU5OpmbNmpw4cQJjY2NatmzJ0aNHSU1NJTIyktzcXHx8fGjZsqV2PiBAT18P9/ZufNZZ\nztnTF/Ds2JaI7atpWKcVCoV6/zB1/d0pzC/gSlQcpvZWqvVt5g7gwvoDZFxLpXI9J3Wb8NbdSk7F\np1t/1fKSRWsY/c1QHKvZcys5VaOxpFJpsaem8vO1N9KSkZEhq1fPx96+Kl5e/lqLo8u2aXO/L3eJ\n1NbWlt9+++2ldSkpKdy7d4+kpCQaN26MRCJBX1+f+vXrk5SUVGw5jo6OmJgU/SpaW1uTm5v7ynvG\njBmDq6vrS+vOnDlD/fr1VYdCjRs35vr167Rv316VMIOCgjh06BBSqZTPP/+c+Ph4Ll++jFwuB0Cp\nVHLnzp1X4mnKvbtpXL+WxNnTF4CiQ5wF382gWnVHricU/3m8qdrdP0HPUIZvzAwq6OuhV1FGr5/n\nYeZojblzVer370BFc2NkpkZ03jiaPb3naqJJOlenznvU/aA2UZF/9H4lElDmKTUe61bKbZo2baha\ntrOrQkZGJs+eaWcoPgcHW3bsWMfVq4l4ePiSk/Pqvq8pumybNvf7cndo37p1a37++Wdu3So6rMzL\nyyM0NJSEhARq1KjBmTNnVOvPnTtHtWrVii1H8peLJG/K2dmZCxcuoFQqKSws5NSpUzg5OdGyZUtO\nnTpFZmYmbm5uXL58matXr1KvXj2cnZ1p1qwZ4eHhbNy4EU9PT+zt7f/ZB/AGDh2Iw7G6veqKZYuP\nGlNYWMit5BS1y97WZTIR7uOI6jCB3b3noMxRsOmTr1hazZ+oDhOI6jCB+Hk7uHvyWplNogAFhQWE\nzgnGsVrR99RvwBf8dukad+7c03isAweO0qxpI1xcinrygwbK2bU7VuNxAExMjImN3crOnTH4+w/V\nahIF3bZNm/t9ueuRmpiYEBoaysSJEyksLCQ7O5vWrVvTs2dPJBIJJ0+exNfXl7y8PDp06ECdOpq9\n7ee9997D09MTPz8/CgoK+PDDD3F3d0cikVClShVsbW2RSqU4OTlhaWkJQJs2bTh58iQ9e/bk2bNn\nuLu7q3rD2pCW9gB/vyHMnj8FIyNDFLkKAr4YSm6uQmsxy5srv13nm9FTidy2CmkFKXdu36N/n5Fa\niZWe/pD+A0YRFbkKmUyfG0nJBPTVzh0CgYEBODra4eXlgZeXh2q9p6cfGRmPNB5Pl23T5n4vKXzd\nfUFCmWH1zrs6izXFrKnOYokR8tUnRsjXjAdPEkp8rdwd2guCIOiaSKSCIAhqEolUEARBTSKRCoIg\nqEkkUkEQBDWJRCoIgqAmkUgFQRDUJBKpIAiCmkQiFQRBUJN4sqmckBlo79n8t8mvajOdxYq6d0pn\nsQoKC3QYS3f/4tJ/OEbFP6XLtikVt0t8TfRIBUEQ1CQSqSAIgppEIhUEQVCTSKSCIAhqEolUEARB\nTSKRCoIgqEkkUkEQBDWJRCoIgqAmkUj/w9auWUBQ0KAyH++jz1yZtm8eU/fOZeKOGVT/oAZ6Mj0C\nQgYx6/B3TP1xDl2DevzjCQ1L4ufXlZMnY4iP38fhw9E0alRPo+UXR1ffWUfPtpw9c4DLl+KIjFip\nlXnm/6yst0sk0v+gWrVc2B8Thbd3pzIfr4qzLb7j/ZnrP41JHUeza8kOhq8YQ5cvu1HJzpqJHYKY\n1GkM5pXNaSvvoLG4NWs6ExIyAS8vf5o18yQ0dAlRUSs1Vv5f6fI7s7KyZM3q+fj4DqROXVdu3kwm\nZMZ4rcQqL+16a4k0Pj6eFi1aIJfL6dWrFz169GDv3r0aKz86Opq5c1+d7tfHx4fU1NSX1o0dO5Yu\nXbqo6tK5c2d27Nihsbq88OTJE3x9fenbt2+xr6empuLj4/PK+rlz5xIdHa2xegweHMD69RHs2LFH\nY2W+rXhKRR7rvlnG4/SiGS5vXkzEzNocp3ouxO8+Rl5uHgBnY0/SuGNzjcVVKBQEBn7NvXtpReWf\nvYCNjTX6+voai/FnuvzO2rVz4/TpX0lMvAnAipVh9PTrqpVY5aVdb3U65ubNm7NgwQIAsrOzkcvl\nODk5Ubt2bZ3XZcyYMbi6ugLw6NEjOnfujLe3t0YPBxMSEqhcuTJLlizRWJn/xMiREwFwd3ct8/Ee\npKbzIDVdtdxzYgDnDp7m1pXfadb5I07tPYEyT0nzTz/B3NpCY3GTk1NJTv7jB3n27GD27DlIXl6e\nxmL8mS6/Mwd7W1JS76iWU1PvYmb2DqamJjx9mqXRWOWlXf+aee2NjY3x9fUlJiaG2rVrExoaypkz\nZwDo3LkzvXv3ZuzYschkMm7fvk1aWhqhoaHUqVOHTZs2ERsbi1KpxNTU9JVEtWDBAn7++WeqVKlC\nZmZmqXV58OABMpkMiUTC2LFj6dixI66ursTFxbF3715CQ0Np164dDRs2JDk5mebNm/P06VMuXLiA\nk5MTc+bMITY2ltWrV6Onp4ednR0hISFMmzaNtLQ0Fi9eTPfu3QkODiY3NxcDAwOmTZv2Uh3279/P\n8uXLsbS0JC8vD2dnZ8192OWQzNCAAXOHYmlrxbze08h9rqD7mJ4ER4fw7HE28XuO4VCrmsbjGhkZ\nsnr1fOztq+Ll5a/x8t8GqVRKcWMZ5efrdqplTdNmu/5V50grVapEZmYmhw8fJjU1la1bt7Jlyxb2\n7NnDtWvXALC1tWXt2rXI5XKioqIoKCjg0aNHbNiwgS1btqBUKrl48aKqzISEBE6dOsX27duZPXs2\n2dnZxcaeM2cOPXv2pFWrVsycOZNFixa9tq63b99m5MiRbNq0ibCwMHr27Mm2bds4c+YMT548Yc+e\nPQQEBBAREcHHH39MTk4O48ePp3nz5gwfPpxZs2Yhl8sJDw+nX79+r5yGmDNnDuvXr2ft2rVUrKi7\n+dbLIktbK4KjQygoKCC0x2SePXmGibkJ+1bvYmKHUYT4BpP9OIu05HsajevgYMuRI9+Tn5+Ph4cv\njx8/0Wj5b8utlNvY2tqolu3sqpCRkcmzZ8/fYq3Up812/asS6Z07d6hSpQpJSUk0btwYiUSCvr4+\n9evXJykpCUB12F+lShUUCgVSqRR9fX1GjRrF+PHjuXfvHkqlUlVmYmIidevWRSqVYmJiwrvvvlts\n7DFjxrBlyxa+/fZb0tLScHR0fOU9f/41Mzc3x9bWFn19fYyMjHBxcUEikWBqakpubi7jxo3j1KlT\n9OrVi7NnzyKVvvxRJyQksHLlSuRyOUuXLiUjI0P12oMHDzAxMcHCwgKJRELDhg3/+YdazlU0rsi4\nyKmcifmF5cMWkJerAKChexP6hAwGwMCoIh79unD8hziNxTUxMSY2dis7d8bg7z+UnJxcjZX9th04\ncJRmTRvh4uIEwKCBcnbtjn3LtVKfNtv1rzm0z8rKYtu2bSxatIjk5GSio6MJCAggLy+Pc+fO0bVr\n0Unhv56zvHr1KgcPHmTbtm08f/4cb2/vlxKek5MTYWFhFBQUkJOTQ2Ji4mvr4ebmxrlz5wgODmbx\n4sXIZDLS04vOwf3222+q95V27jQqKophw4ZRqVIlJk2axIEDB7C1tVW97uzsTN++fWnUqBFJSUmc\nOvXHWJjm5uY8ffqUjIwMLC0tuXjxIlWqVCnlE/xvcu/tiZWdFY08mtHI44+xS+f6T8O5QU1CYhci\nqSDlaMQBTu/7RWNxAwMDcHS0w8vLAy8vD9V6T08/MjIeaSzO25Ce/pD+A0YRFbkKmUyfG0nJBPQd\n8barpTZttuutJtJffvkFuVyOVColPz+fYcOG4ezsjLOzMydPnsTX15e8vDw6dOhAnTp1ii2jWrVq\nGBoa4u3tjUwmw9ramrS0NNXrtWvXpkOHDnz++edUrlyZSpUqlVqvIUOG4O3tzZEjR+jevTvjx49n\n9+7dVK9e/Y3bVq9ePfr06YO5uTnGxsa0atWKhIQE1evffPMNU6ZMITc3l5ycHCZMmKB6TU9Pj5kz\nZ9KvXz/MzMzQ09PO19R/wCitlKvLeHuWfc+eZd8X+9q6b5ZpPN4Lc+YsZc6cpVorvyS6+s72xfzE\nvpifdBILyn67xAj55YQYIV99YoR89YkR8gVBEIR/pMRjxj+fsytOkyZNNF4ZQRCEsqjERLp48eIS\nN5JIJISFhWmlQoIgCGVNiYk0PDxcl/UQBEEos0o9R3r79m369OlD+/btSU9Px9/f/5Vn1QVBEP7L\nSk2kkyZNol+/fhgZGWFlZUXnzp355ptvdFE3QRCEMqHURJqZmcnHH38MFJ0b9fHxIStLswMXCIIg\nlGWlJtKKFSty79491ZM8p0+fRiaTab1igiAIZUWpN+RfvHiRiRMncuvWLRwdHXn8+DGLFi2ifv36\nuqqj8Ab0ZHY6i2Wgp50xN4uTl68s/U0akn1bc8/il8bUvpXOYikLyvaoTa+jywcAFLklXxt6oyeb\n8vLy+P333ykoKMDJyUn0SP+FRCJVn0ikZc+/JZGW+hD306dPWbp0KSdPnkRPT4+PPvqIQYMGYWho\nqNFKCoIglFWlniOdMGECUqmUmTNnMnXqVLKzswkODtZF3QRBEMqEUnukycnJLz3lNGHCBLp06aLV\nSgmCIJQlpfZInZycOHv2rGr56tWrf2s4OUEQhPKuxB5pmzZtkEgk5Obmsn//fpydnZFKpdy4cYNq\n1TQ/940gCEJZJZ61FwRBUFOJidTOruh2GoVCwdGjR1WTxuXn55OamsqIEWV/6gFBEARNKPUc6ahR\nowgLC1NNabxgwQLVRHRC2dXRsy1nzxzg8qU4IiNWYmpqorVYgwb7c+p0LKdO7Sdq62qsrUuf7kVd\na9csIChokEbKKiwsZPy0uazfsv2l9Xfvp9Pm015kPnqsWnfyzK907zOUrv6B9Bn6DVev39BIHfz8\nunLyZAzx8fs4fDiaRo3qaaTckuhy/9BlrBc0uX/AGyTSa9euERYWRrt27ejfvz8RERHcvl3ykPvC\nv5+VlSVrVs/Hx3cgdeq6cvNmMiEzxmslVoOGdRkxYiBt23SjSRMPkhJvEjzpK63EAqhVy4X9MVF4\ne3fSSHlJv9+i3/BxHDjyv5fW79x3kIAvx5D24KFq3dOsbEZOmM5XX/bj+7DlBI8ZyujgEBQKhVp1\nqFnTmZCQCXh5+dOsmSehoUuIilqpVpmvo8v9Q5exQPP7xwulJtJKlSohkUhwcnLi2rVrODg4kJeX\np9FK/FVKSgrDhw/Hx8cHf39/Bg4cyPXr17UasyTjxo1j7969qmVPT0+mTp2qWv7mm284ePDgS9u0\nadOGL774gl69euHt7c3mzZv/dtyxY8cSF6edJ23atXPj9OlfSUy8CcCKlWH09OuqlVjnz12i3get\nePLkKQYGBtjaFs0lri2DBwewfn0EO3bs0Uh5kTv20K2LB+1bf6Jal5b+kJ/iTrBy/vSX3pucchsT\nYyOaNy6aPtu5mgPGxkacv3RVrTooFAoCA7/m3r2iSR3Pnr2AjY01+vraecJMl/uHLmOB5vePF0q9\nj7RmzZpMmzYNPz8/Ro8eTVpaGtqcL+/58+cEBgYybdo01XzuFy5cYOrUqW/lAtjHH3/MmTNn6Nix\nIykpKTg6OnLy5EnV6y+mbv6rdevWYWBggEKhoGPHjnTo0OGNZjDVBQd7W1JS76iWU1PvYmb2Dqam\nJjx9qvmRvZRKJZ27tGfp0lAUCgXTps3XeIwXRo6cCIC7u6tGypvw1RAAjp/84xbAytaVWDTz1e+8\nuqMdz3NyOBZ/hpbNPuTilWsk3bzFg4cZatUhOTmV5OQ/Hk+cPTuYPXsOaq1Do8v9Q9f7oqb3jxdK\nTaRTpkzh3LlzuLi4MHz4cI4fP868efM0Wok/O3z4MM2bN1clUSia2vjF1CZ3794lODiY3NxcDAwM\nmDZtGlWrVmXdunX8+OOP6Onp0bhxY8aMGcOSJUs4d+4cz549Y8aMGcTExHDw4EEsLS15/vw5I0aM\n4P3332fChAlkZhb1kiZOnMh7772nit2iRQvWrFkDwJEjR2jTpg0//fQTiYmJGBgYYGNjg4lJyed0\ncnJyMDAwwNTUlOjoaG7cuMHo0aPJzc3F09OTn376ic2bN/PDDz8glUpp1KiRarzXqKgo1qxZQ1ZW\nFlOmTKFePc2cF5NKpcX+GObna++Z7D27Y9mzO5aAPj3YuSuMD+q6afUH+W0wMTZm0cxJLF61kXnL\n1tK4fl2aflgffQ1Np21kZMjq1fOxt6+Kl5e/Rsosji73j7exL2rDG09+d+rUKUxNTfHw8ODx48cl\nbKW+1NRUHB0dVcuBgYFkZWWRlpbGxo0bmTVrFnK5HDc3N06cOMHcuXMZOHAg+/btIzIyEj09PYYN\nG8bhw4cBcHZ2ZuLEiVy9epWff/6Z7du3k5eXp3o6a8WKFTRv3pyePXvy+++/M27cOCIiIlTxLS0t\nkUgkPH36lLi4OKZOnYpSqSQuLg4zMzM++eQTitO3b18kEgk3btzA3d39tYdh0dHRBAcH06BBA7Zs\n2YJSWTRQR506dRgyZAjR0dFER0drLJHeSrlN06Z//FDZ2RUdbj979lwj5f+Zs3M1bGysOXHiNABh\nG7eyePEMLCzMyMh4pPF4b1NBQQFGhoZs+G62al2nHv1xsLdVu2wHB1t27FjH1auJeHj4kpOTq3aZ\nJdHl/qHLWNr0r5v8rkqVKly6dEm1vHz5cgB8fHxQKpUkJCSwcuVK1qxZQ2FhIfr6+ty4cYP69eur\nklXjxo1V51SdnJwASEpK4oMPPqBChQpUqFCBunXrApCQkMAvv/zCvn37AHjy5MkrdWrRogXHjx8n\nMzOTqlWr4urqyuzZszE2NiYgIKDYdvz50H7gwIHs2rXrpdf//Cs8c+ZM1q1bx9y5c2nQoIHqtTp1\n6gBgZWVFTk7O3/sgX+PAgaPMmTUJFxcnEhNvMmignF27YzVW/p9VqVKZDRsX06J5Rx4+zKRHj8/4\n7XJCuUuiUPR/MWT0JBaHTqJu7XfZd/AoMpk+77k4qVWuiYkxsbFb2bRpOzNmLNRQbUumy/1Dl7G0\n6V93Q37btm1ZvXo158+fp0GDBkDR8/4vBpd2dnamb9++NGrUiKSkJE6dOoWzszPr169HqVRSoUIF\nTp06xWeffcbVq1eRSouup7n60YjpAAAgAElEQVS4uBAeHk5BQQFKpZLffvsNKOqxenl50aVLFx4+\nfMi2bdteqVPLli357rvvaNq0KQAODg48evSIBw8eUKtWrde2RyaTUalSJfLy8jA0NCQ9PR2Ay5cv\nq96zdetWvv32WwwMDOjXrx/nzp0DUA2mrWnp6Q/pP2AUUZGrkMn0uZGUTEBf7dwXfPz4KWbPXkpM\nTCTK/Hzu3r2Pr+8ArcR62yQSCbOmfM2UWYvIy1NibWXJ4pmT1P4eAwMDcHS0w8vLAy8vD9V6T08/\nrfwg6XL/0GUsbXqj8Uh1LTU1lXnz5pGeno5SqURPT48BAwbg5uZGSkoKU6ZMITc3l5ycHCZMmEDD\nhg1Zv349e/fupaCggA8//JBx48bx3XffYWVlhZ+fH1DUuz106BAWFhbcvXuXb7/9FmdnZyZMmMDT\np0/Jyspi6NChtG3b9qX65Obm0rRpU1atWkWzZs0AmDFjBllZWcycOfOV+rdp04aqVasilUopKCig\nSpUqzJw5k5ycHIYMGUJ+fj516tQhPj6e3bt3s23bNsLCwrCwsMDGxobp06czefJkOnbsiKurK3Fx\ncezdu5fQ0NASPzMxHqn6xHikZc+/ZTzSf2Ui1YaHDx8SExPDF198gUKhoFOnTmzcuBFbW/XPX/0b\niESqPpFIy55/SyLVzOXEMsDCwoJLly7RrVs3JBIJ3bt3LzdJVBCEt6vEHqlcLn/tuR1tXWwS/hnR\nI1Wf6JGWPf/6HumwYcOAogshFStW5LPPPkNPT489e/aQm6u9Wy8EQRDKmhIT6Ysr1LNmzWLHjh2q\n9Q0aNMDb21v7NRMEQSgjSn3WPjc3l5s3b6qWr127prphXBAEQXiDi01jx45FLpdjY2NDYWEhDx8+\n1OojooIgCGXNG93+pFAoSEhIQCKR8N5776GnoWeHBc0RF5vUJy42lT3/lotNpR7aP378mKlTpzJ7\n9mzs7OwIDg7W6rP2giAIZU2pXcvg4GBatmzJhQsXMDIyonLlyowZM4ZVq1bpon7CG9LlL3OuUrvj\n0b4t5o5tdBarTeW6Oov1U9ql0t+kIQWFBTqLBSCVlNoX1IlSa5Gamoqvry9SqRSZTEZQUBD37t3T\nRd0EQRDKhFITaYUKFXj69Knq5vzff/9dNRCIIAiC8AaH9sOGDUMul3P37l2GDBnC+fPnCQkJ0UXd\nBEEQyoQ3umqfkZHBhQsXyM/Pp379+rzzzjvIZDJd1E94QzIDe53FKiin49zo8m4EN6v3dRZLnCPV\njJycWyXXo7SNfX19sbS0pFWrVrRt2xZLS0u6deum0QoKgiCUZSUe2vv7+6smeatVq5bqHGmFChVo\n00Z3VzcFQRD+7UpMpC9Gd5o+fToTJ07UWYUEQRDKmlIP7bt3705QUBBQNO/RF198wY0bN7ReMUEQ\nhLKi1EQaHBzMZ599BkCNGjUYMmQIEyZM0HrFBEEQyopSE+nz589xc3NTLbds2ZLnz8vWVKlC8dau\nWUBQ0CCtx+no2ZazZw5w+VIckRErMTU1KRexBg3259TpWE6d2k/U1tVYW1fSaPmtu7bmu5jvWLJv\nCXOj51KzXk309PUYOnMoKw6tYMWhFfSf2F/j93X7+XXl5MkY4uP3cfhwNI0aaWYa8NfR1b6orbaV\n+g1YWloSERFBdnY22dnZbNu2jUqVSt9hUlJSGD58OD4+Pvj7+zNw4EDVFMlvQi6Xk5SU9MbvL0nL\nli1fWZecnMzAgQPp168fvXv3Zs6cORQUFH/bRnx8vOrUhjYUVz9tq1XLhf0xUXh7d9J6LCsrS9as\nno+P70Dq1HXl5s1kQmaML/OxGjSsy4gRA2nbphtNmniQlHiT4Elfaax8O2c7+k3oR7B/MMM8hxG5\nJJIJKyfQpXcXzCzNCHQPZEj7IdT+sDafdP5EY3Fr1nQmJGQCXl7+NGvmSWjoEqKiVmqs/L/S5b6o\nzbaVmkhnzpzJkSNH+Pjjj2ndujVHjhxhxowZr93m+fPnBAYG0qdPH7Zu3UpYWBhDhw5l6tSpGqm0\nuubPn0+vXr1Yu3YtGzZs4Pfff+fQoUNvu1o6M3hwAOvXR7Bjxx6tx2rXzo3Tp38lMbFoTNsVK8Po\n6de1zMc6f+4S9T5oxZMnTzEwMMDWtgoZGZkaKz9PkceirxeRmVZU5vUL17GwtmD3xt2EfhlKYWEh\n71i8g/E7xjx99FRjcRUKBYGBX3PvXhoAZ89ewMbGGn197dxjq8t9UZttK/XJJltbW1au/HtZ+/Dh\nwzRv3pyGDRuq1tWrV091J8Ddu3cJDg4mNzcXAwMDpk2bRn5+PoGBgZibm+Pq6grA0qVLefDgAc+f\nP2f+/PnY2toyadIk7t27R2ZmJq6urowcOZKxY8fy6NEjHj16xPLly5kzZw6JiYk4ODigUCiKbdP3\n33+PsbEx9erVY+HChejp6VFQUMD06dO5cOECeXl5DBs2DFNTU5KTk+nfvz8ZGRm0bt1a9bSXhYUF\nT548YdWqVUyYMIGUlBTy8/Pp06cPHTt25Nq1a0yfPh0Ac3NzQkJCMDIyIjg4+JX6vclnMmCAZuaD\nHzmy6C4Md3dXjZT3Og72tqSk3lEtp6bexczsHUxNTXj6NKvMxgJQKpV07tKepUtDUSgUTJs2X2Nl\np6WmkZaaploeEDyA+IPxKPOKhhUMGBtAl95duH7hOpdPXtZY3OTkVJKT/xgubvbsYPbsOUhennYG\nqtHlvqjNtpWYSAcNGsTKlStp06ZNsZPgva4Hl5qaiqOjo2o5MDCQrKws0tLS2LhxI7NmzUIul+Pm\n5saJEyeYO3cuQUFBpKens2PHDmQyGXFxcbi5ufHpp5+yZMkSYmJi8PT0pEGDBnTv3p3c3FxVIgVo\n3rw5AQEBHD58mNzcXLZu3cqdO3fYv3//K/ULCgpiy5YtzJ8/n4SEBNzc3Jg0aRLx8fFkZmayfft2\n0tPT2bRpEx999BG5ubksW7aM/Px8WrVqpZrPqkuXLrRr145NmzZhYWHBnDlzyMrKwtvbm+bNmxMc\nHExISAguLi5s27aNNWvW0KBBg2Lr9yafSVkklUop7uG5/HzNj5Gpy1gv7Nkdy57dsQT06cHOXWF8\nUNet2Dr8UwaGBoyaPwrrqtYE+wer1m8I3UD43HCGzxrOlyFfMn+U5pI4gJGRIatXz8fevipeXv4a\nLftt00bbSkyk06ZNAyA8PPxvF1qlShUuXfrjsbTly5cD4OPjg1KpJCEhgZUrV7JmzRoKCwtVXWt7\ne/uXEkbdukVDjVlZWfHgwQPMzc25ePEiv/zyCyYmJi/1Np2cnAC4fv069eoVnUC2tbWlatWqr9Tv\nl19+ISAggICAALKzs5k1axbLli3D0tKSBg0aAGBtbU1QUBDx8fHUrFlTVa8/D2r9ImZSUhIfffQR\nACYmJtSoUYOUlBSSkpL49ttvAcjLy8PJyanE+r3pZ1LW3Eq5TdOmfxyZ2NkVHQI/e6b5C5a6jOXs\nXA0bG2tOnDgNQNjGrSxePAMLCzMyMh5pJIa1rTWT100mJTGFsb5jUeQqeL/x+zx++JjbN2+Tr8zn\n4LaDBE4N1Ei8FxwcbNmxYx1Xrybi4eFLTk75mexSW20r8Rzp8ePH+eGHHzh16lSxf6/Ttm1bTpw4\nwfnz51XrkpOTuXfvHhKJBGdnZ0aPHk14eDjffvstHh4eRZUp5epjdHQ0pqamzJs3j759+5KTk6P6\n9X/Ra3Z2dlbFvX//Pvfv33+lnDlz5nDs2DEAjI2NcXJyQiaT4ezszMWLFwF4+vQp/fr1e6nsv3qx\nvkaNGpw+XfQPlZWVRUJCAvb29jg5OTFr1izCw8MZM2YMbm5uJdbvn34m/3YHDhylWdNGuLgU/egM\nGihn1+7YMh+rSpXKbAxbQqVKFgD06PEZv11O0FgSNTQ2JHRrKMdjjjNr6CwUuUWdhvof1WfApAFI\nK0iRSCS07tqaX4//qpGYACYmxsTGbmXnzhj8/YeWqySqzbaV2CONj48H4NatWyQnJ+Pm5kaFChX4\n3//+h4uLi+re0uIYGxuzfPly5s2bx9y5c1Eqlejp6TFt2jTs7Oz45ptvmDJlCrm5ueTk5Lzxfakt\nWrRg1KhRnDlzBkNDQ6pVq0ZaWtpL73F3d+fMmTN0794dW1tbLCwsXiln4cKFTJ8+nXnz5iGTybC3\nt2fKlCkYGxtz4sQJ/Pz8yM/P58svv3yjevn4+BAcHIyfnx+5ubkMHTqUSpUqMWXKFL755hvVoeWM\nGTNwcnIqtn7/9DP5t0tPf0j/AaOIilyFTKbPjaRkAvqOKPOxjh8/xezZS4mJiUSZn8/du/fx9dXM\nOWyALgFdqGxXmRYeLWjh0UK1PlgejEVlC5buX0phQSGXT11mQ+gGjcUNDAzA0dEOLy8PvLw8VOs9\nPf009iPxtmizbaWO/iSXy1m0aBGWlpZA0dQjX375JZs2bVIrsKBZYvQn9YnRn9QnRn8qQVpaGubm\n5qplQ0ND0tPTNVMzQRCEcqDU259atWpFnz59aN++PYWFhezbtw9PT09d1E0QBKFMeKOBnffv38/J\nkyeRSCS0aNGCtm3b6qJuwt8gDu3VJw7t1fdfPbR/ownqrayscHFxoVu3bvz6q+auEAqCIJQHpabz\njRs3snDhQjZs2MCzZ8+YNGkSa9eu1UXdBEEQyoRSE+n333/P2rVrMTQ0xNzcnO3bt7Njxw5d1E0Q\nBKFMKDWRvpjP/gUDAwMqVKig1UoJgiCUJaWeI23atCmzZs3i+fPnHDx4kKioKJo3b66LugmCIJQJ\npV61LygoYOvWrRw/fpyCggKaN29Ojx49XnrmXHj79GR2b7sKZZ6eVHdHWrq8ul3DzFZnsa4/uq2z\nWLqmVJTctlITab9+/cTFpTJAJFL1iUSqvv9qIn2jqUbu3r2r0QoJgiCUJ6Uen2dmZtKmTRsqVaqE\ngYEBhYWFSCSS/9SI8oIgCK9TaiJds2aNLuohCIJQZpWaSCtXrszmzZv55Zdf0NPTw83Njc8//1wX\ndRMEQSgTSk2kEydOJCcnBx8fHwoKCti5cycJCQnlZrxMQRAEdZWaSH/99VdiYmJUy23atKFz585a\nrZQgCEJZUupVe3t7e5KTk1XLDx48wMbGRquVEgRBKEtK7ZEqlUo+/fRTGjdujJ6eHmfOnMHa2hp/\n/6LZ915MsSwIgvBfVeoN+SdPnnxtAU2bNtVohYR/5u/ekN/Rsy3Tp4/FwMCAixevMGDgV1qZ+70s\nxfq7N+T7+XUlKGgQhYWFPHv2nK++msLZsxfeaNt/ekP+2jULuHT5KgsWrHzjbf7ODfkzl0wm4Uoi\n65dtxsTUmOkLJ+LsUh2JVMLOrXtZs+T1Had/ckN+Wdk/1Lohv2nTpq/9e1vi4+MJCgp6ad3cuXOJ\njo7WSryDBw8il8uRy+V0795ddd54yZIlREREaCWmtlhZWbJm9Xx8fAdSp64rN28mEzJjvIj1N9Ss\n6UxIyAS8vPxp1syT0NAlREW9eXL7u2rVcmF/TBTe3p20Ur5zzeqs37GM9p3bqNYNHzuY+3fS8HLz\nw8cjgB69vWnQ+AONxi0v+0fZnutXR86ePcuGDRtYsWIF4eHhrFq1ivnz55OYmPi2q/aPtGvnxunT\nv5KYeBOAFSvD6OnXVcT6GxQKBYGBX3PvXtEstmfPXsDGxhp9fe2Msj94cADr10ewY8cerZTfs+/n\nbN+8k/27/3jQJmTCPGZPWQyAtY0VMgMZT59otqdYXvaPcjnySHx8PJGRkSxYsACAli1bcuzYMZKT\nkxk7dix6enrY2dlx+/ZtwsPD2bVrFxs3bkQmk1G9enWmTp360j/Etm3b6N27N8bGxgBYWFiwbds2\n3nnnHQAOHTpETEwMjx49YsSIEbRp04ZNmzYRGxuLUqnE1NSUJUuWMGrUKPz9/WnatCkXLlxg+fLl\nLF68mMmTJ5OcnExBQQEjR46kfv36DBhQNLWvUqlU3Tnh6Oiokc/Hwd6WlNQ7quXU1LuYmb2DqamJ\nxg+pymus5ORUkpNTVcuzZwezZ89B8vLyNBrnhZEjJwLg7u6qlfKnj5sLQMtWzV5an5+fz6xl3+LR\nuQ0H9x7hZmJycZv/Y+Vl/yjTPdJffvlFdbgtl8vZs+f1v9azZ89m8ODBhIeH06hRI6DoEdglS5aw\nceNGIiIiMDU1JSoq6qXt0tLScHBweGmdmZkZEokEABsbGzZu3Mj48eOJiIigoKCAR48esWHDBrZs\n2YJSqeTixYt0796d77//HigaMNvHx4dt27ZhYWHB5s2bWbZsGVOnTqVixYqEh4cTFhaGnZ0dkydP\n1lgShaIxZos7NZ6fn6+xGOU91gtGRoZs3rwcZ+fqBAZ+rbU4b9M3QybzUe32mFmYMWR0P42WXV72\njzKdSJs3b054eLjqr6T7W198eElJSTRs2BCADz/8EICUlBRcXFwwMTEBoEmTJly/fv2l7W1tbV8Z\nuOXMmTOq28Lq1KkDFM1tlZOTg1QqRV9fn1GjRjF+/Hju3buHUqnkk08+4eLFizx69IjTp0/j6upK\nQkICcXFxyOVyhg8fjlKpJDMzE4Bp06bh5OSEr6+vJj4ulVspt7G1/eMWNju7KmRkZPLs2XONxinP\nsQAcHGw5cuR78vPz8fDw5fHjJ1qJ87a0bN0caxsrAJ5lP+fH6P28/0EtjcYoL/tHmU6kJTEwMCA9\nPR2A27dv8/jxYwDeffddzp07B6CaxM/e3p6kpCSePXsGFN2l4OTk9FJ53t7erF27VvWehw8fMn78\neJ4/L/oCXvRMX7h69SoHDx5k4cKFBAcHU1BQQGFhIVKplA4dOjBlyhTc3d2pUKECzs7OdOrUifDw\ncFavXk2HDh0wMzNj4cKFFBYW8uWXX2r88zlw4CjNmjbCxaWonYMGytm1O1bjccpzLBMTY2Jjt7Jz\nZwz+/kPJycnVSpy3ydPLnS/H9AdAX6aP56fuxP/vtEZjlJf9o1yeI61bty6mpqZ0796dGjVqYG9f\nNFXx6NGjGT9+POvWrcPU1BQ9PT0sLS0ZNmwY/v7+SKVSHB0dGT169EvlNWzYEB8fH/r27Yuenh45\nOTmMGjWKWrVqceDAgVfiV6tWDUNDQ7y9vZHJZFhbW5OWVnRRolu3bri7u7N//34AevTowcSJE+nV\nqxdZWVn07NmTS5cusWrVKpo2bYpcLgdgyJAhtGjRQiOfT3r6Q/oPGEVU5CpkMn1uJCUT0HeERsr+\nr8QKDAzA0dEOLy8PvLw8VOs9Pf3IyHiklZi6NmvyQqbMGcuuo0V3pRzce4SwVZEajVFe9o83mte+\nvNi1axf169enWrVqbNu2jbNnzzJz5sy3XS2NEAM7q08M7Ky+/+rAzuWyR1qSqlWrEhQUhKGhIVKp\nlJCQkLddJUEQyoH/VI+0PBM9UvWJHqn6/qs90nJ5sUkQBEGXRCIVBEFQk0ikgiAIahKJVBAEQU0i\nkQqCIKhJJFJBEAQ1idufygld3v4k/csjsdpUoMPds7y2S5dqmuv2Njxd3m4lbn8SBEHQIpFIBUEQ\n1CQSqSAIgppEIhUEQVCTSKSCIAhqEolUEARBTSKRCoIgqEkkUkEQBDWJRCoIgqAmkUj/ozp6tuXs\nmQNcvhRHZMRKTE1NtB5z7ZoFBAUN0moM0a6yE2/mksn0GfIFACamxixcO5NdRyPY/XMk/Yf5azwe\naK9dbzWRyuVykpKS/tY2V65c4bvvvivx9ZYtW76yLjo6mkOHDv3t+kVHRzN37lzV8saNG+nRowdP\nnhQ/7W5pdfunhg4dqtHyrKwsWbN6Pj6+A6lT15WbN5MJmTFeozH+rFYtF/bHROHt3UlrMUC0q6zE\nc65ZnfU7ltG+cxvVuuFjB3P/Thpebn74eATQo7c3DRp/oLGYoN12lbk5m2rXrk3t2rX/1jbe3t5q\nx12zZg3/+9//WLduHUZGRhqr25vQdHJu186N06d/JTHxJgArVoZx9vQBhg3Xzj/n4MEBrF8fQUqK\ndp+LFu0qG/F69v2c7Zt3cvf2PdW6kAnzqFChaKoXaxsrZAYynj7J0ki8F7TZrn9FIl2yZAlWVlb4\n+fmRlJTElClTCA8Pp0uXLjRt2pRr164hkUhYtmwZv/32G5GRkSxYsIBt27YRERFBQUEBbdu2Zdiw\nYSgUCr766ivu3LmDubk5ixcvZsWKFVhZWeHs7MzcuXPR19fHx8cHa2trFi5ciIGBAebm5oSEhPDO\nO++8Ur8VK1Zw+vRpVq1ahUwmA+DYsWOvbHvlyhUiIyMZNWoU48cXfTnZ2dncuHGDEydO4O7uzrFj\nxwAICgqiR48e3L59m8OHD5OTk0N6ejr+/v4cOnSI69ev8/XXX+Pu7k7Lli1V22mCg70tKal3VMup\nqXcxM3sHU1MTnj7V7M4LMHLkRADc3V01XvafiXaVjXjTxxUd5bVs1eyl9fn5+cxa9i0endtwcO8R\nbiYmqx3rz7TZrn/1OdLs7Gw6derEpk2bqFy5MnFxcarXHj58yOrVq9myZQvR0dE8ffqU7Oxsnj17\nRlBQEBEREWRlZXHlypWXyszNzWXLli18+umnBAcH891337Fp0yaaNGnC8uXLX6nD7t27OX78OA8e\nPODFQFmFhYWv3dbBwYHw8HDWrl2Lubk5ixYtwtDQ8LXtXL16NQMGDCAiIoLvvvuOqVOnEh0dre5H\nWCypVEpxg37l5+drJZ6uiHaVzXh/9s2QyXxUuz1mFmYMGd1Po2Vrs106T6TZ2dnk5eWpliWlDF32\n/vvvA0VTKefm5qrWp6SkULNmTSpWrIhUKmX8+PEYGxtjZmaGvb09AFZWVjx//vyl8pycnADIzMzE\nxMQEGxsbAJo0acL169dfiV+7dm02bNhAixYtmDp16htvm5+fT1BQEF5eXri5ub1S7p+/0BenA0xN\nTalRowYSiQQzM7OX2qtJt1JuY2tro1q2s6tCRkYmz549f81W/36iXWUzHkDL1s2xtrEC4Fn2c36M\n3s/7H9TSaAxttkvniXTs2LGcOXOGgoICHj58iKWlJQYGBqSnpwNw+fLll95fUqJ1dHTkxo0bKBQK\nAIYPH879+/dLTcxSaVGTLSwsyMrKIi0tDYCTJ09SvXr1V97v4uKCVColKCiIK1eu8MMPP5S6bWFh\nIePHj6dhw4Z89tlnqvVKpZLs7GwUCgWJiYmltlFbDhw4SrOmjXBxKfpRGTRQzq7dsTqtgzaIdpXN\neACeXu58OaY/APoyfTw/dSf+f6c1GkOb7dL5OdI+ffowffp0DAwM6Nq1K+bm5nh6ejJy5EhOnTpF\n3bp136gcS0tLBgwYQK9evZBIJLRu3VrVQ3wTEomE6dOnM2zYMFUPcObMmSW+XyaTMXfuXHr16kXd\nunWL3fZFrzQmJobY2Fju37/P0aNHAZg8eTL+/v74+vpib2+Pra3u5hr/q/T0h/QfMIqoyFXIZPrc\nSEomoO+It1YfTRHtKpvxAGZNXsiUOWPZdTQCgIN7jxC2KlKjMbTZLjFCfjkhRshXX3ltly6JEfIF\nQRCEf0QkUkEQBDWJRCoIgqAmkUgFQRDUJBKpIAiCmkQiFQRBUJNIpIIgCGoSiVQQBEFN/4rRn4Sy\nRyrRzW9wQaFuBxwpv+3S3cMGurxJHqBH1Walv0nLRI9U+Nt0lWx0rfy2SyRRbSufe44gCIIOiUQq\nCIKgJpFIBUEQ1CQSqSAIgppEIhUEQVCTSKSCIAhqEolUEARBTSKRCoIgqEkk0v+ojp5tOXvmAJcv\nxREZsRJTUxOtxfLz68rJkzHEx+/j8OFoGjWqp7VYol2as3bNAoKCBmk9jjbb1rKrKzP2zWfG3nlM\nig7B6YMaAHiP9GXWocXMjF3IoHnD0DfQVyuOSKT/QVZWlqxZPR8f34HUqevKzZvJhMwYr5VYNWs6\nExIyAS8vf5o18yQ0dAlRUSu1Eku0SzNq1XJhf0wU3t6dtBbjBW22raqzLX7jezOn9zQmdPyKnUu2\nM2Ll19RuXofmXVoyseNoxrUfiaGJEe0DOqoV6z+bSENDQ5HL5XTo0IFWrVohl8sZPny4RmMkJyfz\n4YcfIpfL6dWrF926deP8+fMAjB49muPHj5e47bRp07h//75G6/NCu3ZunD79K4mJNwFYsTKMnn5d\ntRJLoVAQGPg19+4VTV199uwFbGys0ddXrwdQHNEuzRg8OID16yPYsWOP1mK8oM225SnyWPPNMh6l\nZQJw80IS5tbm6Mn00TeQIasoo4K+HvoV9VHk5qkV6z87aMnYsWMBiI6O5saNG4wePVorcd59913C\nw8MBSExM5KuvvmLnzp2lbhccHKyV+gA42NuSknpHtZyaehczs3cwNTXh6dMsjcZKTk4lOTlVtTx7\ndjB79hwkL0+9Hbc4ol2aMXLkRADc3V01XvZfabNtD1LTeZCarlr+IjiAswdPczHuPJf+9yuLTqxE\nmafk7o07/LRZvfnt/7OJ9HVmzJih6jl++umn9OrVi9GjR2NkZMTt27dJT09n9uzZ3L9/n507dzJ/\n/nwAfHx8WL58OZUqVSq23MePH2Nn9/J0tU+ePGHixIlkZWWRmZmJn58fPj4++Pn5ERoaSnR0NBcv\nXuTZs2fMnDkTJycntdsnlUopbhbu/HztjUhkZGTI6tXzsbevipeXv1ZiiHaVPbpom4GhAQPnDaNS\nVStm956Kq08brB0qM7RJP5R5SgbOHcoXEwMIm7zmH8f4zx7al+TgwYOkpaWxdetWNm/eTHR0NImJ\niQA4ODiwdu1aevTowdatW/nkk0+4fPkyT58+5erVq9jY2LySRBMSEpDL5fj5+dGvXz86d+780uvJ\nycl4eXmxbt06li5dyvr161+p07vvvktkZKRGkijArZTb2NraqJbt7KqQkZHJs2fPNVL+Xzk42HLk\nyPfk5+fj4eHL48dPtBJHtKvs0XbbKtlaMSl6JgX5BczoMYlnT57RpENzjv/wMznZOSgVSg5vOUDt\nFnXViiMS6V8kJSXRuLlvY2MAACAASURBVHFjJBIJMpmM+vXrk5SUBMD7778PQNWqVcnNzUUqldK5\nc2f27t3Ljh07+Pzzz18p78WhfUREBPv372f69Oncu3dP9bqVlRWxsbGMGTOGlStXolQqXylDUwn0\nhQMHjtKsaSNcXIrKHTRQzq7d6h3alMTExJjY2K3s3BmDv/9QcnJytRIHRLvKIm22raJxRSZETeV0\nzC8sHTafvFwFAL9fukHjDs2QVihKf407NCfpXIJascSh/V/UqFGDPXv2IJfLUSgUnD9/Hl9fXwAk\nxYzr2K1bN8aNG0d2drbqvGtJLCwsMDAweOmwZe3atTRu3BgfHx+OHTvGsWPHXtlOKtXs7116+kP6\nDxhFVOQqZDJ9biQlE9B3hEZjvBAYGICjox1eXh54eXmo1nt6+pGR8UijsUS7yh5ttq1d745Y2VnT\n2KMZjT3+GLd0bp8ZfDrsc2YdXIxSkcetK7+zIXi1WrFEIv2Ltm3bcvLkSXr06IFCoaBz587UqlWr\nxPfb2toik8lo2LAhFSpUeOX1F4f2EomE58+f88UXX7x0nrRNmzZ8++23fP/991haWiKRSFAoFFpp\n25/ti/mJfTE/aT3OnDlLmTNnqdbjvCDapTn9B4zSSRxttW33smh2L4su9rUNE1dpNJaksLgzvcLf\n0r9/fyZPnoyDg8Nbq4OezK70N2kqlvTVHwxtURbo7oJKeW2XLkfIL9BxOtHlCPmbkotPyiDOkaol\nOzsbb29v6tWr91aTqCAIb5c4tFeDsbEx0dEl/0oJgvDfIHqkgiAIahKJVBAEQU0ikQr/196dR0VZ\ntn8A/w4iiwIuIDvKYrhjCZb6gqaUkTuyCLG9iJKAS6L+wjUMRRElwiUzF5BFFBF3owQJKY+ghUCi\nIBgiyj4gIwgDM78/OM/ToMh5k+cekrk/53TOLPZco+I193Mv10VRVDfRREpRFNVNNJFSFEV1E02k\nFEVR3UQ35FMURXUTHZFSFEV1E02kFEVR3UQTKUVRVDfRREpRFNVNNJFSFEV1E02kFEVR3UQTKUVR\nVDfRREpR/3JHjhyRWqzS0tIOz2/evCm12CSVlJQQvT7dkC9jBAIB0tPTO7QzWbBgAacxTp48+dr3\nmP5XXDl79uxr3+P69yUpNzcXSUlJaGr6u9vljh07iMRyd3fHsWPHOm1lw7WxY8fiq6++goODAxv7\n+PHjnMZYuXIlIiIiYGlp+cp7GRkZnMZiODs748SJE0SuDdDCzjLH19cXmpqa0NHRAdB5Q7/uqqqq\n4vyar8N0eM3OzoaysjLee+895ObmorW1lWgiDQwMhKurKzQ0NIjFYPD5fFhZWUFfXx88Hg88Hg/x\n8fFEYpmZmSEzMxPV1dXw8fHptOd8d0VERAAglzQ7069fP4SEhMDY2Jj9me+s6++boolUxojFYuze\nvZtojNmzZxO9vqQ1a9YAALy8vHDo0N8NzRYvXkw0roqKCmxtbYnGYBw8eFAqcQBAXl4eoaGhCAoK\nQlBQEPr27UssVmpqKs6cOYPm5r9bWf/wQ/e6eb7OuHHjAABlZWUAuB9A0EQqY0aMGIE7d+5g1KhR\n7GsKCgqcxtiyZQt4PB47mmEe83g8zm8TGbW1tXj27BnU1NTA5/NRV8dtS2QGM4pSVVXFwYMHMWbM\nGPYfZWe3qlxgkhufz8cnn3yCESNGdOhEyyXm72zz5s0IDw9HZmYmkTgAEBISgq+//hoDBgwgFqOy\nshKampqws7MjFgOgc6QyZ968eRAIBOxzHo+HlJQUYvEaGhpQVlYGAwMD9O/fn1ic5ORk7N69Gyoq\nKhAIBAgODsbEiRM5j7N+/frXvkdqjtTb2xuenp44cOAAtm7dioCAAJw6dYpIrObmZigqKqK+vh5q\namrIy8tjR3NcW758Ofbt20fk2oxt27Zh06ZN+Oyzzzq8zuPxEBsby1kcmkhlkFgsRm1tLQYOHEh0\nASM5ORnfffcd2traYGNjAx6PB19fX2LxAKCmpob474vR1tYGsViM7OxsmJmZcT6yZ3h4eCAqKopd\n+HFzc0N0dDSRWFlZWdi6dSv7d6arq8suPHEtKSkJ8fHxMDY2Zl8j9WX0MqFQyOm0Bb21lzE3b97E\nhg0boKqqimfPniEoKAj/+c9/iMQ6duwYTp06BS8vL/j6+sLOzo7zRLpo0aLXzneRWpABgNDQUBgY\nGODJkyf4888/MWTIEOzcuZNILAUFBVy/fh0ikQjZ2dnEEjYAhIeHIyYmBitWrMCyZcvg7OxMLJFG\nR0djyZIlUFVVJXJ9SQkJCYiMjERrays7zZScnMzZ9WkilTHh4eGIi4uDlpYWKioqsHz5cmKJVE5O\nDgoKCuxKs7KyMucxwsLCOL/m/+L27dtYt24dOzr08PAgFisoKAghISHg8/k4evQoAgMDicWSk5PD\nwIEDwePxoKioSHQ6RkNDA7NmzSJ2fUknTpzA4cOH8f3332PmzJmIi4vj9Po0kcqYPn36QEtLCwCg\npaUFRUVFYrEsLCzg7++PiooKbNmyhchcG7PoUlFRIbUFGQAQiUTIycmBvr4+WlpaUFtbSyyWtrY2\nvvnmG2LXlzR06FDs2bMHdXV1OHToEHR1dYnFUlJSgpeXF0aPHs3eVfj7+xOJNWjQIOjo6KCpqQlT\npkzB/v37Ob0+TaQyRkVFBdHR0Zg4cSKysrKIrpj6+/sjPT0do0ePhrGxMWbMmEEs1ubNm9kFGQsL\nC6ILMgAwf/58BAUFITg4GKGhoXB3d+c8BrMLQCgUoqmpCTo6OqioqMDgwYORmprKeTwA2Lp1KxIS\nEmBubg5lZWUEBQURiQMA06dPJ3btl6moqLCLqgkJCaipqeH0+nSxScY0NDTgwIEDKC4uhomJCT7/\n/HNiyXThwoWwtLTEzJkzMXbsWCIxGNJckJG2tWvXYs2aNWwi3bFjB8LDw4nE8vPzg6OjI6ZOnUrk\nsIakrKysV14jsdMCaP+5LykpgYaGBg4fPgxra2tMnjyZs+vTEamMCQwMxJ49e6QSKz4+Hjdu3MDp\n06exbds2mJmZYcOGDURiSXNBBgBmzJjRIdGoqKjg3LlzRGI9fvyYPYmmpaWFp0+fEokDAMuWLUNS\nUhLCwsLw0Ucfwc7OjtjtPXNkUywW48GDB9DT0+M8kd64caPD84aGBlhbW3MaA6CJVOa0tLTg3r17\nMDIyYhMBqaTT1NSEpqYmtLW1oaWlhfPbKUnSXJABgB9//BFAexLIy8tjn5NgYmKCdevWwczMDNnZ\n2TA3NycWa9y4cRg3bhzq6+sRGBiImTNnIi8vj0gsyYXClpYWfPHFF5zHOHPmTKev83g8Tkek9NZe\nxsydOxfPnz9nn5PckD969GiYmppi9erVmDZtGpEYXl5eOHLkCPbt24fly5cTifG/cHFx4XSDtySR\nSIT09HQ8ePAARkZGREZUjFu3buHMmTPIzc2FjY0N7OzsoK2tTSweo6mpCY6Ojrhw4QLROBUVFRCJ\nROwInyt0RCpjSP+gSkpLS0NGRgbOnz+PqKgojBkzhj0bz5Xnz59j5cqVuH37Nh4+fNjhPZJTGHv2\n7GFH9JWVlZCTI1eRsrGxEX/88QeqqqowdOhQlJSUYNiwYURiRUVFwdHREdu3byc+Ryp5pLa1tZXI\nFrKcnBxs2bIF+vr6mD17NrZt2wZFRUW4ubnB09OTszg0kcqYlJQUxMXFQSgUQiwWo66ujlhy1dDQ\nwNChQ/HXX3+hrKyMLRjBpR9++AH379/Ho0ePOC/R1xXJ0zgjR46ElZUVsVgbNmzA1KlTkZWVBQ0N\nDWzcuBExMTFEYoWFhSEvLw+3bt2CWCxGZWUl5syZQyTW1atXoaSkxD5nKnlxKSgoiN3OtWTJEvz0\n008YMGAATaRU9+zfvx+bN29GfHw8PvjgA/z666/EYn366aewsLDAzJkzsXz5ciJzsaqqqrCwsEBC\nQgKam5vB4/Hw888/E91aU1tbi7lz50JeXh4XLlzAixcvOiQErtXV1cHe3h7nz5/HhAkTiJS2Y6xY\nsQJCoRCVlZVoa2uDpqYmsUQ6efJkREREsF9CW7du5byojZKSEkxMTAAAo0aNwpAhQ9jXuUQr5MuY\nQYMG4b333gPQvj2poqKCWKwrV67g448/RmFhIdLT04nFAYCNGzciJSUFoaGh+P3334ntDoiNjcWi\nRYtga2uLwMBAnDlzBr/99luXxUy4wIzWysvLiU4jCAQCHDlyBGZmZq+UuOOasbExIiMjcf78eQAg\n8gUhOT0hL//3uJHrWHREKmP69u2LrKwstLa24vr160SLMH/zzTcoKSnBhAkTcPbsWdy6dQsBAQFE\nYpWVlWH+/Pk4ffo00SObSUlJuHLlChobGzFr1iykpaVBXl4erq6uROIBwKZNm7BhwwYUFRVh5cqV\n+Oqrr4jFYpJNU1MTlJSUIBQKicXq378/vvvuO/j7+6O6uppI7dO7d+/CxcUFYrEYBQUF7OPCwkJO\n49BEKmO2bt2K4uJi+Pj44Ntvv8WqVauIxcrKymILh3h4eMDR0ZFYLKFQiMuXL2P48OGora0lVo9U\nWVkZ8vLyUFNTg5GREZt4SFabMjU1xcGDB1FaWgp9fX0MHjyYWKyPP/4Y+/btw8iRI+Ho6Ej0rL1Y\nLIaCggIiIiKwfv16ZGdncx7jddufuEYTqYzR0NBAZWUl+Hw+3NzciK7Mtra2QiQSQU5Ojq24Q8qS\nJUtw6dIlrF+/HtHR0UT2JDKYhTrJxyKRiFi8y5cv49tvv4WJiQkKCwuxfPlyzJ8/n0gsFxcX9vG0\nadNgaGhIJA7wd8k8OTk5hISEEJnXHjp0KOfX7AzdRypj/Pz88OzZM3bSncfjEdsmdPToUSQnJ2P8\n+PHIycmBjY0N/vvf/xKJBbTP70nO6amrq3MegznR1Fn1f1L7cRctWoSjR4+if//+EAgE8PDwQGJi\nIpFYaWlpOHHiRIemflwvAB04cAC+vr7w9/d/5ctVWqfuuEZHpDKGz+dzXkLsdRYvXgxLS0sUFxfD\n3t4epqamxGJ9+eWXuH37NlRVVdnElpSUxHkcUsVCusLj8dhbbBUVFaIVu7799lusX7+eaFM/pniN\nk5MTsRgvq62tJTolQhOpjNHV1cXTp085P9khqaioCOHh4ejfvz/Wrl1LNIEyiouLcfXqVeJxesLQ\noUOxc+dOWFhY4NatW0RvVwcMGID333+f2PWB9n23QPvJt/3796OoqAiGhoZEuyf4+PhAS0sL9vb2\nsLKy4nyaid7aywjmFElLSwsaGxsxYMAA9oeJ67a4rq6u8Pb2Rn19PTIyMhASEsLp9TsTFBQEFxeX\nDhvle4uWlhYkJCSgqKgIJiYmcHR05HyF++TJkwDaN8lra2t3aOpH6qDDypUrMXHiRFhYWCAzMxM3\nbtwg2jH1/v37SExMRHZ2NiwtLWFnZ8dZzVo6IpUR0uwhLicnh6lTpwIAsbm8l6moqMDe3h79+vVj\nXyPxe05NTcWkSZM6xCFt2bJlOHr0KNEYzDa48ePHAwCqq6uJxgPALngC7ZvluWz90Rk9PT0MHz4c\nBQUFyMvLQ25uLsaPH89JjQaaSGVEfX099u/fj4CAABQVFSEgIAAKCgoIDg6GkZERsbgkV7Ml3bx5\nE5mZmR02XZPw008/ISQkBNra2rCysoKVlRVGjBhBNKaqqipSUlJgaGjIbsbn+u9s+fLl7IgXAB49\neoQXL14QnZZpbm5GVVUVhgwZgurqaqI/K2vWrMHdu3cxe/Zs7Nixg53aWrhwIU2k1P8uMDCQPdEU\nFBQEV1dXmJqaYtu2bThy5Ainserq6pCRkQGxWMze3jNI9X43NDRETU0N20aFFKbB3ePHj5GZmYnI\nyEg8evQIw4YNQ3BwMJGYtbW1iIyMZJ/zeDzOV9KTk5MRFhaG06dPQ1VVFdXV1Vi/fj3WrVuHjz76\niNNYjFWrVsHJyQmqqqoQCAREq/HPmzcPu3fvfmVulKuaBTSRyohnz57B3d0dAoEA9+/fx4IFC8Dj\n8Tpsc+HKmDFjcOnSJQDtCwrMY4BcIr19+zZmzJiBQYMGsa+RnM5obm5GfX09nj9/jj59+kBFRYVY\nLGlU+j969ChOnjzJdvScMGEC4uLi4OPjw3kiFQgEUFFRwX/+8x+kpKSwK+okipYwtLW1sX379g7b\n44KCgjiboqGJVMZkZWXBwsKC/WYmkUil1Ztc0s8//yyVONu2bcPNmzehp6eHqVOnYt26dTAwMCAa\nc9++fYiNje1weorrLwkFBQUMHDiww2vq6upEtlotXboUkZGR7LUHDx6M8+fPY9euXcS+/L788kss\nWrSI2G4VmkhlhKamJsLCwpCRkQFfX18IBAIcPnyY+PyetHRWNIREQv/tt98wdOhQWFtbY+rUqcSn\nEgDg2rVruHbtGtEKUzwe75UqVk1NTUTO2tvY2MDHxweHDh2CSCTC119/jfz8fKIjb3V1dTg7OxO7\nPk2kMiIwMBCJiYlYtWoVpk2bhuzsbAgEAmzZsqWnPxonmP7oYrEYd+/eRWVlJZE4ly9fRmlpKX75\n5Rds3rwZdXV1eP/99zFt2jRijdvU1dWJL6K5u7tj6dKl8PDwgIGBAcrLy3H48GEixVg8PDwgFArh\n6+uL6upqfPDBB4iPjydStIShr6+PI0eOYPTo0exrtNUI9daoqanpMC9Fsk+6pMWLFxPfMiQQCPDb\nb78hKioKd+/exR9//MHp9ZkjlA8fPoRQKMQ777wDgNyx3j/++AOnTp1CZWUl9PT0sHDhQrz77ruc\nx2F8//33uHHjRoeFNFLWrVvX4TmPx8OuXbs4uz5NpBQxgYGBSE9Ph6amJntsk6kGxTXJubWqqioc\nO3aMrXPJpR9//BG3bt3C77//Djk5OUyePBlTpkyBubk554WrMzMzX/se6dNHJDFtWsRiMS5cuIDR\no0dj+PDhANq/PEgpKipiT1Fxva2L3tpTxOTk5ODq1atECxEzJHcGMPtjSUhPT4elpSX8/Pw67BAg\ngUmWqampyM3NxapVq+Dl5UW08Is0SJ4+I1nGUVJsbCySkpJgZmaGgwcPYt68eZz+OdIRqYzoajWU\n1Jak1atXIzg4GMrKykSu35VffvmFWOdSabO1tcXhw4ehrq6OhoYGLF26lNjIvrdatGgRYmJi0Ldv\nX7S0tMDZ2ZnTU3d0RCojJEdsLyOVSJ8+fYrp06ezHS9J3NqfOXMGYWFhUFJSQkREBAwMDLBp0yYU\nFxf3mkQqLy/PlgRUVVUlOsJva2tDfHw8Hjx4AENDQzg7OxPptSVtYrGYXcxSUFDgfGGLjkhl0MOH\nD/Ho0SOMGDECmpqaxP5hdtY1lKsiEYy5c+ciJiYGVVVV2LlzJyorK2FtbQ1fX1+iq8DSFBQUhLq6\nOrz77rvIycnBgAEDsGnTJiKxNmzYAFVVVUycOBGZmZmoq6vjdFGmpwQHB6OqqgoWFha4ffs2hgwZ\nwmmfLZpIZUxMTAx+/vln1NfXw9bWFiUlJZxvgUpISICDg0OH3u8MrhcT3Nzc2P2H06dPR2BgoFRG\nogUFBQgMDERDQwPmzp2Ld955h1jnUrFYjJSUFBQXF2P48OFsPU8SXFxcEBsbyz53cnIiNo0gEAhe\nKaP38qEALl29ehXFxcUwNjbm/LQW7SIqYy5duoTIyEioqqrCw8MDd+7c4TyGtrY2gPZFBSMjow7/\ncU0yUevq6krtdn779u3YsWMHBg4cCHt7e+zdu5dInKtXr4LH4+GDDz4An8/HnTt30NjYSCQW0H70\nlTnt9uLFC7S1tRGLtWHDBujo6GD16tXQ09Mj0hhRsuXMRx99BG9vbyK1A+gcqYyRbJEBgMj8F4/H\nQ0ZGBtvOhKS6ujr8+uuvEIlEEAgEUimQwhg2bBh4PB4GDx5MpEnc7t27UVJSgg8//BBBQUFQVlaG\nlpYWAgMDid1uu7u7Y/78+XjnnXfw4MEDrFixgkgcoL2Mnru7OwByZfRqa2s5v2ZnaCKVMXPmzIGL\niwuePHmCpUuXEvl2lubC1pgxY3Dx4kUA0iuQArRXko+Pj0dTUxMuXboENTU1zmP8+eefOHbsGFpb\nW5GWloZffvkFysrKRI86zps3D1OnTmU7lpLc4iWNMnqlpaUICwvr9D0up5loIpUxrq6umDx5MgoK\nCmBkZMS2feCS5Bn3goICPHjwAEZGRhg1ahTRWNIUHByMgwcPYtCgQcjLy8P27ds5j8EUKcnJyYGp\nqSm7jYxkr/mXO8v27dsX2tra8PHxgb6+PqexvvjiC+Jl9JSUlIjW22XQRCojOlsAys/Px+XLl4md\nJomOjsbFixdhZmaGo0eP4tNPP4WXlxeRWNKWn5+PadOmsXOyDx8+hI6ODjs/zIU+ffogIyMDSUlJ\nmDlzJoD2oikkRr8MfX19TJgwAebm5sjOzsa1a9fw7rvvYuPGjYiKiuI0VnV1dYcyeiRoaGjA1taW\nyLUl0UQqI5h/4MOGDetQjo2kixcvIjY2FvLy8hAKhXBycuo1iTQ8PBzV1dUYM2YM7t69y270dnBw\nwJIlSziJsXHjRoSFhUFPTw/Ozs64fv06QkNDER4ezsn1O/PkyRN2lG9sbIwLFy7AwcEB586d4zzW\nqVOnMG/ePKLdPceOHUvs2pJoIpURVlZWANqrF5Eu5sEQi8Vs1aK+ffsS2df55MmT175HskCKkpIS\nzp8/D0VFRbS0tGDFihXYu3cvXF1dOUukQ4cO7ZA0mdYmJAmFQly/fh3vvfcefv/9d7S2tqK0tJRI\n3dqWlhYsWLAARkZG4PF4RIqxfPnll5xe73VoIpUxqqqquHr1KoyMjIj1/2GYm5tj5cqVMDc3x+3b\nt9lWJ1xavXo1gPbV++fPn7OrzRoaGkT62jP4fD5bmFhBQQF8Ph8KCgpS61FFys6dO7Fr1y4EBwfD\n1NQUwcHByM7O5nTzOmPt2rWcX7On0A35Mobp2sjj8cDn8/HXX38hNzeXWLy0tDS2qdqHH35ILI6f\nnx9CQkKgoqKCxsZG+Pv7E23tu3//fmRkZMDMzAy5ubmYOnUq1NTUkJub22MLYG+La9euYfr06WwL\naEmkWj+TRkekMiY6Oho5OTmIiYlBUVER7O3ticQ5efIk7Ozs8OGHH0JFRQWFhYVE4jDKy8vZvkn9\n+vUjVtiZ8emnn8La2hrFxcWws7ODqakpamtriW5NkgbJLWN1dXUwMDDAlStXOI1RV1cH4O8W0L0B\nTaQyoqWlBZcuXUJcXBz69u0LgUCAlJQUIu0r9u7di8LCQsybNw/y8vLQ1tZGZGQkampqOGl92xlL\nS0u4urpi7NixyMnJwfz584nEYWzcuBEnTpzosH2M60UTJqkJhUI0NTVBR0cH5eXlUFdXR2pqKqex\nGJIHGsrKyrBv3z7OYzCr6MuWLUN+fj5evHjBeQxpo7f2MsLS0hJz5syBk5MTDA0NsWTJEhw+fJhI\nLAcHB5w6darDfkRm1Z7L0mUvKywsRGFhIYyNjYnsj5Xk5eUFExOTDnPNpG5L165dizVr1kBHRwcV\nFRXYsWMH0ZV7SYsWLer0FpwLfn5+aGhogIaGBgBylf+lgY5IZYS7uzsuXryIsrIy2Nvbg+T3Z79+\n/V4pVtK3b18ixyg7K4xy7949ovtjAbALZzU1NcRiMB4/fsx2v9TS0sLTp0+JxWLamwBAZWUlW76P\nBD6fj7i4OGLXlyaaSGWEt7c3vL29kZmZiYSEBOTl5SE0NBTz58/nvO2CkpISSktLO7QpLi0tfSXh\ncUGy2ro0LV++HGlpaSgsLISRkRGRo7YMExMTrFu3DmZmZsjOzoa5uTmxWE5OTuxjRUVFovswdXV1\n8fTpU2ItkqWJ3trLqGfPnuHcuXNITEzE2bNnOb12YWEh/P39MXnyZBgYGODJkyfIyMhASEhIhy6O\nXGptbUVubi5aW1shFotRWVmJOXPmEIkFtI+ES0pKMGHCBNy6dQsGBgbE9izW1dUhOzubnbawtrbm\nPEZXPwMLFizgNBYz99vS0oLGxsYOpfNI9bUnjSZSioiGhgakpKSgsrISurq67Oo9KcuWLYNQKERl\nZSXa2tqgqalJtDulZJ1OsVgMR0dHJCQkEInl7OyMEydOELk2Q3Ju8tKlS5gzZw7bsJDkFEljYyP6\n9euHiooKaGlpEYtDGr21p4hQVVXlfCTTFYFAgJiYGGzcuBGbN2+Gp6cn0Xitra0QiUSQk5NjEw4p\nAwYMQFRUVIeFLa4rW61Zs4Z9nJ2dTTR5Mvbt2weBQICAgABs374dY8eOhbe3N/G4JNBESvUKzFHU\npqYmKCkpEa2QBACzZs2Cs7Mzxo8fj5ycHMyaNYtYrEGDBuHevXu4d+8e+xrJEoEkvxQkpaam4syZ\nMwCAiIgIODk50URKUT3p448/xr59+zBy5Eg4OjoSnUYAgMWLF8PS0hLFxcWwt7fnfMFO0ssnpUgf\nNpAWHo+HlpYWKCgoQCgUEt1JQhpNpFSv4OLiwj6eNm0aDA0NicarqKjAoUOHwOfz8cknn6CpqQnj\nx48nEisiIgJxcXEQCoV48eIFDA0Nuyye/SaYbU9isRgPHjzocKtPam+nk5MT5s6dC1NTUxQXF3NW\n7KUn0MUmqlfIz8/HyZMn0dzczL5G8sy7t7c3PD09ceDAAWzduhUBAQE4deoUkVj29vaIi4tDcHAw\nPD09sXXrVs4reGVmZr72vffff5/TWJJqa2vZrXIky+mRRkekVK8QEBAAV1dXTgsrd6W5uRmTJ0/G\nd999B2NjY7YSFAkDBw6EgoICnj9/jmHDhhEpaUcyWb7swIED8PX17bD5n0FPNlFUD9LQ0ICDg4PU\n4ikoKOD69esQiUTIzs4m0kSQoa2tjdOnT0NZWRl79uyBQCAgFksamHbSkpv/33b01p7qFbZs2QJ9\nfX2MGjWKHeWQXNkuLy9HSEgICgoK2JNHkie5uCQSiVBeXg41NTUkJSVhypQpMDExIRJLmgQCAdLT\n09HS0sK+Js0t+u8pugAABlZJREFUc1yiI1KqVxAKhXj48CEePnzIvkYykWprayMgIABtbW3g8XhE\njzk+efIEycnJ7C39lStXiFXRkiZfX19oamqyf3bS2nZFAh2RUr0G6Y6lAPDgwQN8/fXXOH78OGxs\nbDBw4ECUl5cjKCiIWBuQRYsWwcrKiq2SBPSO22I3NzdER0f39MfgBB2RUr2CtDqW7t69G+vWrQMA\nDBkyBNHR0SgpKcGmTZuIJVIlJaVeMQJ92YgRI3Dnzp0OX3ok55pJoomU6hWk1bG0qakJ48aNA9B+\nDBZo78za2trKeSxmmkJDQwMXL17E6NGj2dtfafRqJy0zM7NDgWoej4eUlJQe/ERvjiZSqleQRsdS\nAB32qR44cIB9zMTm0pYtW9jHksWVeTwejh8/znk8aTt//nxPfwTO0ERK9QoTJkwg3rEUADQ1NZGT\nkwMzMzP2tZycHAwZMoTzWMz84eHDh9/qUz+v4+bm9soC09v6BUEXm6heQxodS0tLS+Hr64tJkyZh\n2LBhKC0txY0bN3Dw4EHo6uoSienu7o5jx46hT58+RK7fU4qLiwG03038+eefuHfvHv7v//6vhz/V\nm6GJlHrr3bt3D8nJyeDz+dDW1oaNjQ3Rs/YvXrxAamoq2wLE2toa/fr1IxZv7ty5qKmpgb6+Png8\nHng8HlsLtTfx8PBAVFRUT3+MN0ITKfVWu3LlCn744Qc4OTlBXV0dT548QUJCAlauXEm0/Yc0lZWV\nvfKanp5eD3wSbknO+1ZVVSEtLQ2nT5/uwU/05ugcKfVWO378OGJiYjqMCG1tbeHj49NrEqm8vDxC\nQ0PZSlMjRozoFYlUsq+9goKC1DqjkkATKfVWk5eXf+W2WkVFpVfNJzIV/w8cOAALCwuilaakgdnW\nNXv2bADtuxAGDx4MNTW1nvxY3UITKfVWe92xQpFIJOVPQo40K01Jg+S2LqYGKp/Px8KFC7F48eIe\n/GRvjiZS6q32chFioH0VuKioqIc+EfekWWlKGjo7FioSieDm5vbWJlK62ES91XqqILE0SbPSVE9o\na2vD7du3ERISgsTExJ7+OG+EJlKKegtUVFRIpdJUT2hsbERAQAA8PT2JHaQgjSZSivqX6olKU9Sb\nkevpD0BRVOderjQVHx+PqKgoHDp0qIc/GfUymkgp6l9KmpWmqO6hiZSi/qWkWWmK6h6aSCnqX4qp\nNCWJVKUpqnvoYhNF/Uv1RKUp6s3QREpR/2LSrjRFvRmaSCmKorqJzpFSFEV1E02kFEVR3UQTKUV1\noaGhAX5+fpxf9/Hjx5gxY0aXv2bv3r3Yu3cvp9ekyKCJlKK6UF9fj/z8/J7+GNS/HE2kFNWFbdu2\nobKyEn5+fnj8+DFsbGzg7OwMT09PnDlzBgEBAeyvdXNzw82bNwEAhw4dgq2tLebNm4ddu3ahqzXd\ngoICuLm5wc7ODtOnT8eJEyfY93JycuDg4IDZs2d36Gf0T65PkUcTKUV1YdOmTdDU1MT+/fsBtFd3\nDw0NxbFjx177/6SnpyMvLw+nT5/G2bNnUVFR0WUP94SEBPj6+iIxMRHHjx/Hrl272PeqqqoQFRWF\nkydPIjY2Fvn5+f/4+hR59KwZRf0D6urq0NfX7/LX3LhxAzk5OVi4cCGA9r2gXW2gDwgIwPXr1/H9\n99+joKAAjY2N7HuzZs1i941Onz4dmZmZKC8v7/T65ubm3f3tUW+IJlKK+geUlJTYx0ybDIZQKATQ\nXqjYw8MDnp6eAIBnz5512UPqiy++gJqaGqZPn45Zs2bh4sWL7HuS5+pFIhHk5eVfe30+n8/Nb5L6\nx+itPUV1QV5e/rXVlgYNGoSioiKIxWKUlpbi/v37AIBJkybh3LlzeP78OVpbW+Hn54fk5OTXxvj1\n11/Z9tHp6ekA2pMxACQnJ6OlpQX19fVIS0vDpEmT/vH1KfLoiJSiuqCurg5dXV24ublhx44dHd6b\nMmUKEhMTYWNjAyMjI/bWesaMGbh37x4cHR3R1tYGKysr2NravjbGihUr8Nlnn0FRUREjR46Enp4e\nHj9+DADQ1dWFk5MTmpub8fnnn8PExAQmJiadXr+srIzcHwTVJXpElKIoqpvorT1FUVQ30URKURTV\nTTSRUhRFdRNNpBRFUd1EEylFUVQ30URKURTVTTSRUhRFdRNNpBRFUd30/0cx/8m6iqR1AAAAAElF\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import confusion_matrix\n", + "mat = confusion_matrix(ytest, yfit)\n", + "sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False,\n", + " xticklabels=faces.target_names,\n", + " yticklabels=faces.target_names)\n", + "plt.xlabel('true label')\n", + "plt.ylabel('predicted label');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* 这样显示出来能帮助我们查看哪些人更容易弄混" + ] + } + ], + "metadata": { + "anaconda-cloud": {}, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.2" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/机器学习/SVM/2/support_vector_machines修改.py b/机器学习/SVM/2/support_vector_machines修改.py new file mode 100644 index 0000000..721fdc8 --- /dev/null +++ b/机器学习/SVM/2/support_vector_machines修改.py @@ -0,0 +1,163 @@ +# # 支持向量机（1） +import numpy as np +import matplotlib.pyplot as plt +from scipy import stats +import seaborn as sns; sns.set() +# ### 支持向量基本原理 +# 如何解决这个线性不可分问题呢？咱们给它映射到高维来试试 +# $z=x^完整例子+y^完整例子$. +#随机来点数据 +#其中 cluster_std是数据的离散程度 +from sklearn.datasets.samples_generator import make_blobs +X, y = make_blobs(n_samples=50, centers=2, + random_state=0, cluster_std=0.60) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +# 随便的画几条分割线，哪个好来这？ +#随便的画几条分割线，哪个好来这？ +xfit = np.linspace(-1, 3.5) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +for m, b in [(1, 0.65), (0.5, 1.6), (-0.2, 2.9)]: + plt.plot(xfit, m * xfit + b, '-k') +#限制一下X的取值范围 +plt.xlim(-1, 3.5); +# ## Support Vector Machines: 最小化 *雷区* +xfit = np.linspace(-1, 3.5) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +for m, b, d in [(1, 0.65, 0.33), (0.5, 1.6, 0.55), (-0.2, 2.9, 0.2)]: + yfit = m * xfit + b + plt.plot(xfit, yfit, '-k') + plt.fill_between(xfit, yfit - d, yfit + d, edgecolor='none', + color='#AAAAAA', alpha=0.4) +plt.xlim(-1, 3.5) +plt.show() + +# ### 训练一个基本的SVM +#分类任务 +from sklearn.svm import SVC +#线性核函数 相当于不对数据进行变换 +model = SVC(kernel='linear') +model.fit(X, y) +#绘图函数 +def plot_svc_decision_function(model, ax=None, plot_support=True): + if ax is None: + ax = plt.gca() + xlim = ax.get_xlim() + ylim = ax.get_ylim() + # 用SVM自带的decision_function函数来绘制 + x = np.linspace(xlim[0], xlim[1], 30) + y = np.linspace(ylim[0], ylim[1], 30) + Y, X = np.meshgrid(y, x) + xy = np.vstack([X.ravel(), Y.ravel()]).T + P = model.decision_function(xy).reshape(X.shape) + # 绘制决策边界 + ax.contour(X, Y, P, colors='k', + levels=[-1, 0, 1], alpha=0.5, + linestyles=['--', '-', '--']) + # 绘制支持向量 + if plot_support: + ax.scatter(model.support_vectors_[:, 0], + model.support_vectors_[:, 1], + s=300, linewidth=1, alpha=0.2); + ax.set_xlim(xlim) + ax.set_ylim(ylim) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +plot_svc_decision_function(model) +# * 这条线就是我们希望得到的决策边界啦 +# * 观察发现有3个点做了特殊的标记，它们恰好都是边界上的点 +# * 它们就是我们的*support vectors*（支持向量） +# * 在Scikit-Learn中, 它们存储在这个位置 ``support_vectors_``（一个属性） +model.support_vectors_ +# * 观察可以发现，只需要支持向量我们就可以把模型构建出来 +# * 接下来我们尝试一下，用不同多的数据点，看看效果会不会发生变化 +# * 分别使用60个和120个数据点 +def plot_svm(N=10, ax=None): + X, y = make_blobs(n_samples=200, centers=2, + random_state=0, cluster_std=0.60) + X = X[:N] + y = y[:N] + model = SVC(kernel='linear', C=1E10) + model.fit(X, y) + ax = ax or plt.gca() + ax.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') + ax.set_xlim(-1, 4) + ax.set_ylim(-1, 6) + plot_svc_decision_function(model, ax) +# 分别对不同的数据点进行绘制 +fig, ax = plt.subplots(1, 2, figsize=(16, 6)) +fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1) +for axi, N in zip(ax, [60, 120]): + plot_svm(N, axi) + axi.set_title('N = {0}'.format(N)) +plt.show() + +# * 左边是60个点的结果，右边的是120个点的结果 +# * 观察发现，只要支持向量没变，其他的数据怎么加无所谓！ +# ### 引入核函数的SVM +# * 首先我们先用线性的核来看一下在下面这样比较难的数据集上还能分了吗？ +from sklearn.datasets.samples_generator import make_circles +# 绘制另外一种数据集 +X, y = make_circles(100, factor=.1, noise=.1) +#看看这回线性和函数能解决嘛 +clf = SVC(kernel='linear').fit(X, y) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +plot_svc_decision_function(clf, plot_support=False); +# * 坏菜喽，分不了了，那咋办呢？试试高维核变换吧！ +#加入了新的维度r +from mpl_toolkits import mplot3d +r = np.exp(-(X ** 2).sum(1)) +# 可以想象一下在三维中把环形数据集进行上下拉伸 +def plot_3D(elev=30, azim=30, X=X, y=y): + ax = plt.subplot(projection='3d') + ax.scatter3D(X[:, 0], X[:, 1], r, c=y, s=50, cmap='autumn') + ax.view_init(elev=elev, azim=azim) + ax.set_xlabel('x') + ax.set_ylabel('y') + ax.set_zlabel('r') +plot_3D(elev=45, azim=45, X=X, y=y) +#加入高斯核函数 +clf = SVC(kernel='rbf') +clf.fit(X, y) +#这回厉害了！ +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +plot_svc_decision_function(clf) +plt.scatter(clf.support_vectors_[:, 0], clf.support_vectors_[:, 1], + s=300, lw=1, facecolors='none'); +# 使用这种核支持向量机，我们学习一个合适的非线性决策边界。这种核变换策略在机器学习中经常被使用！ +# ### 调节SVM参数: Soft Margin问题 +# ### 调节C参数 +# * 当C趋近于无穷大时：意味着分类严格不能有错误 +# * 当C趋近于很小的时：意味着可以有更大的错误容忍 +# 这份数据集中cluster_std稍微大一些，这样才能体现出软间隔的作用 +X, y = make_blobs(n_samples=100, centers=2, + random_state=0, cluster_std=0.8) +plt.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') +#加大游戏难度的数据集 +X, y = make_blobs(n_samples=100, centers=2, + random_state=0, cluster_std=0.8) +fig, ax = plt.subplots(1, 2, figsize=(16, 6)) +fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1) +# 选择两个C参数来进行对别实验，分别为10和0.1 +for axi, C in zip(ax, [10.0, 0.1]): + model = SVC(kernel='linear', C=C).fit(X, y) + axi.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') + plot_svc_decision_function(model, axi) + axi.scatter(model.support_vectors_[:, 0], + model.support_vectors_[:, 1], + s=300, lw=1, facecolors='none'); + axi.set_title('C = {0:.1f}'.format(C), size=14) +X, y = make_blobs(n_samples=100, centers=2, + random_state=0, cluster_std=1.1) +fig, ax = plt.subplots(1, 2, figsize=(16, 6)) +fig.subplots_adjust(left=0.0625, right=0.95, wspace=0.1) + +# 选择不同的gamma值来观察建模效果 +for axi, gamma in zip(ax, [10.0, 0.1]): + model = SVC(kernel='rbf', gamma=gamma).fit(X, y) + axi.scatter(X[:, 0], X[:, 1], c=y, s=50, cmap='autumn') + plot_svc_decision_function(model, axi) + axi.scatter(model.support_vectors_[:, 0], + model.support_vectors_[:, 1], + s=300, lw=1, facecolors='none'); + axi.set_title('gamma = {0:.1f}'.format(gamma), size=14) + + diff --git a/机器学习/SVM/2/人脸检测.py b/机器学习/SVM/2/人脸检测.py new file mode 100644 index 0000000..2a0d679 --- /dev/null +++ b/机器学习/SVM/2/人脸检测.py @@ -0,0 +1,53 @@ +# ## Example: Face Recognition +# +# As an example of support vector machines in action, let's take a look at the facial recognition problem. +# We will use the Labeled Faces in the Wild dataset, which consists of several thousand collated photos of various public figures. +#读取数据集 +import numpy as np +import matplotlib.pyplot as plt +from scipy import stats +import seaborn as sns; sns.set() +from sklearn.datasets import fetch_lfw_people +faces = fetch_lfw_people(min_faces_per_person=60) +#看一下数据的规模 +print(faces.target_names) +print(faces.images.shape) +# Let's plot a few of these faces to see what we're working with: +# * 每个图的大小是 [62×47] +# * 在这里我们就把每一个像素点当成了一个特征，但是这样特征太多了，用PCA降维一下吧！ +from sklearn.svm import SVC +from sklearn.decomposition import PCA +from sklearn.pipeline import make_pipeline +#降维到150维 +pca = PCA(n_components=150, whiten=True, random_state=42) +svc = SVC(kernel='rbf', class_weight='balanced') +#先降维然后再SVM +model = make_pipeline(pca, svc) +from sklearn.model_selection import train_test_split +Xtrain, Xtest, ytrain, ytest = train_test_split(faces.data, faces.target, + random_state=40) +# 使用grid search cross-validation来选择我们的参数 +from sklearn.model_selection import GridSearchCV +param_grid = {'svc__C': [1, 5, 10], + 'svc__gamma': [0.0001, 0.0005, 0.001]} +grid = GridSearchCV(model, param_grid) +# get_ipython().run_line_magic('time', 'grid.fit(Xtrain, ytrain)') +# print(grid.best_params_) +model = grid.best_estimator_ +yfit = model.predict(Xtest) +yfit.shape +from sklearn.metrics import classification_report +print(classification_report(ytest, yfit, + target_names=faces.target_names)) +# * 精度(precision) = 正确预测的个数(TP)/被预测正确的个数(TP+FP) +# * 召回率(recall)=正确预测的个数(TP)/预测个数(TP+FN) +# * F1 = 完整例子*精度*召回率/(精度+召回率) +from sklearn.metrics import confusion_matrix +mat = confusion_matrix(ytest, yfit) +sns.heatmap(mat.T, square=True, annot=True, fmt='d', cbar=False, + xticklabels=faces.target_names, + yticklabels=faces.target_names) +plt.xlabel('true label') +plt.ylabel('predicted label') +plt.show() +# * 这样显示出来能帮助我们查看哪些人更容易弄混 \ No newline at end of file diff --git a/机器学习/readme b/机器学习/readme new file mode 100644 index 0000000..23fa7d3 --- /dev/null +++ b/机器学习/readme @@ -0,0 +1 @@ +k \ No newline at end of file diff --git a/机器学习/多项式回归/LASSO回归.py b/机器学习/多项式回归/LASSO回归.py new file mode 100644 index 0000000..c5c6873 --- /dev/null +++ b/机器学习/多项式回归/LASSO回归.py @@ -0,0 +1,51 @@ +import numpy as np +import matplotlib.pyplot as plt +np.random.seed(42) +x = np.random.uniform(-3.0, 3.0, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x + 3 + np.random.normal(0, 1, size=100) +plt.scatter(x, y) +plt.show() +from sklearn.model_selection import train_test_split + +np.random.seed(666) +X_train, X_test, y_train, y_test = train_test_split(X, y) +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import PolynomialFeatures +from sklearn.preprocessing import StandardScaler +from sklearn.linear_model import LinearRegression + +def PolynomialRegression(degree): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("lin_reg", LinearRegression()) + ]) +from sklearn.metrics import mean_squared_error + +poly_reg = PolynomialRegression(degree=20) +poly_reg.fit(X_train, y_train) + +y_predict = poly_reg.predict(X_test) +mean_squared_error(y_test, y_predict) +def plot_model(model): + X_plot = np.linspace(-3, 3, 100).reshape(100, 1) + y_plot = model.predict(X_plot) + plt.scatter(x, y) + plt.plot(X_plot[:,0], y_plot, color='r') + plt.axis([-3, 3, 0, 6]) + plt.show() +plot_model(poly_reg) + +from sklearn.linear_model import Lasso +def LassoRegression(degree, alpha): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("lasso_reg", Lasso(alpha=alpha)) + ]) +lasso1_reg = LassoRegression(20, 0.01) +lasso1_reg.fit(X_train, y_train) +y1_predict = lasso1_reg.predict(X_test) +mean_squared_error(y_test, y1_predict) +plot_model(lasso1_reg) \ No newline at end of file diff --git a/机器学习/多项式回归/Validation 和 Cross Validation.py b/机器学习/多项式回归/Validation 和 Cross Validation.py new file mode 100644 index 0000000..149566c --- /dev/null +++ b/机器学习/多项式回归/Validation 和 Cross Validation.py @@ -0,0 +1,46 @@ +import numpy as np +from sklearn import datasets +digits = datasets.load_digits() +X = digits.data +y = digits.target +from sklearn.model_selection import train_test_split +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.4, random_state=666) +from sklearn.neighbors import KNeighborsClassifier +best_k, best_p, best_score = 0, 0, 0 +# k为k近邻中的寻找k个最近元素 +for k in range(2, 11): +# p为明科夫斯基距离的p + for p in range(1, 6): + knn_clf = KNeighborsClassifier(weights="distance", n_neighbors=k, p=p) + knn_clf.fit(X_train, y_train) + score = knn_clf.score(X_test, y_test) + if score > best_score: + best_k, best_p, best_score = k, p, score +print("Best K =", best_k) +print("Best P =", best_p) +print("Best Score =", best_score) + +# 使用sklearn提供的交叉验证 +from sklearn.model_selection import cross_val_score +knn_clf = KNeighborsClassifier() +# 返回的是一个数组，有三个元素，说明cross_val_score方法默认将我们的数据集分成了三份 +# 这三份数据集进行交叉验证后产生了这三个结果 +# cv默认为3，可以修改改参数，修改修改不同分数的数据集 +cross_val_score(knn_clf,X_train,y_train,cv=3) +best_k, best_p, best_score = 0, 0, 0 +for k in range(2, 11): + for p in range(1, 6): + knn_clf = KNeighborsClassifier(weights="distance", n_neighbors=k, p=p) + scores = cross_val_score(knn_clf, X_train, y_train) + score = np.mean(scores) + if score > best_score: + best_k, best_p, best_score = k, p, score +print("Best K =", best_k) +print("Best P =", best_p) +print("Best Score =", best_score) + +knn_clf = KNeighborsClassifier(weights='distance',n_neighbors=2,p=2) +# 用我们找到的k和p。来对X_train,y_train整体fit一下，来看他对X_test,y_test的测试结果 +knn_clf.fit(X_train,y_train) +# 注意这个X_test,y_test在交叉验证过程中是完全没有用过的，也就是说我们这样得出的结果是可信的 +knn_clf.score(X_test,y_test) \ No newline at end of file diff --git a/机器学习/多项式回归/scikit-learn中的多项式回归和Pipeline.py b/机器学习/多项式回归/scikit-learn中的多项式回归和Pipeline.py new file mode 100644 index 0000000..ca7f7d0 --- /dev/null +++ b/机器学习/多项式回归/scikit-learn中的多项式回归和Pipeline.py @@ -0,0 +1,62 @@ +import numpy as np +import matplotlib.pyplot as plt +np.random.seed(666) +x = np.random.uniform(-3.0, 3.0, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, size=100) +plt.scatter(x, y) +plt.show() + +from sklearn.linear_model import LinearRegression +lin_reg = LinearRegression() +lin_reg.fit(X, y) +lin_reg.score(X, y) +y_predict = lin_reg.predict(X) +plt.scatter(x, y) +plt.plot(np.sort(x), y_predict[np.argsort(x)], color='r') +plt.show() + +# 使用多项式回归 +X2 = np.hstack([X, X**2]) +lin_reg2 = LinearRegression() +lin_reg2.fit(X2, y) +y_predict2 = lin_reg2.predict(X2) +plt.scatter(x, y) +# 由于x是乱的，所以应该进行排序 +plt.plot(np.sort(x), y_predict2[np.argsort(x)], color='r') +plt.show() + +# scikit-learn中的多项式回归,PolynomialFeatures会穷举出所有的多项式组合 +x = np.random.uniform(-3, 3, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, 100) + +from sklearn.preprocessing import PolynomialFeatures +poly = PolynomialFeatures(degree=2) +poly.fit(X) +X2 = poly.transform(X) +from sklearn.linear_model import LinearRegression +lin_reg2 = LinearRegression() +lin_reg2.fit(X2, y) +y_predict2 = lin_reg2.predict(X2) +plt.scatter(x, y) +plt.plot(np.sort(x), y_predict2[np.argsort(x)], color='r') +plt.show() +# pipline +x = np.random.uniform(-3, 3, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, 100) + +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler +# 传入每一步的对象名和类的实例化 +poly_reg = Pipeline([ + ("poly", PolynomialFeatures(degree=2)), + ("std_scaler", StandardScaler()), + ("lin_reg", LinearRegression()) +]) +poly_reg.fit(X, y) +y_predict = poly_reg.predict(X) +plt.scatter(x, y) +plt.plot(np.sort(x), y_predict[np.argsort(x)], color='r') +plt.show() \ No newline at end of file diff --git a/机器学习/多项式回归/train test split的意义.py b/机器学习/多项式回归/train test split的意义.py new file mode 100644 index 0000000..a8e8d66 --- /dev/null +++ b/机器学习/多项式回归/train test split的意义.py @@ -0,0 +1,39 @@ +from sklearn.model_selection import train_test_split +from sklearn.linear_model import LinearRegression +from sklearn.metrics import mean_squared_error +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler +import numpy as np +import matplotlib.pyplot as plt + +def PolynomialRegression(degree): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("lin_reg", LinearRegression()) + ]) +np.random.seed(666) +x = np.random.uniform(-3.0, 3.0, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, size=100) +X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=666) +lin_reg = LinearRegression() +lin_reg.fit(X_train, y_train) +y_predict = lin_reg.predict(X_test) +mean_squared_error(y_test, y_predict) +# 完整例子.2199965269396573 +poly2_reg = PolynomialRegression(degree=2) +poly2_reg.fit(X_train, y_train) +y2_predict = poly2_reg.predict(X_test) +mean_squared_error(y_test, y2_predict) +# 0.80356410562978997 +poly10_reg = PolynomialRegression(degree=10) +poly10_reg.fit(X_train, y_train) +y10_predict = poly10_reg.predict(X_test) +mean_squared_error(y_test, y10_predict) +# 0.92129307221507939 +poly100_reg = PolynomialRegression(degree=100) +poly100_reg.fit(X_train, y_train) +y100_predict = poly100_reg.predict(X_test) +mean_squared_error(y_test, y100_predict) \ No newline at end of file diff --git a/机器学习/多项式回归/学习曲线.py b/机器学习/多项式回归/学习曲线.py new file mode 100644 index 0000000..008ef35 --- /dev/null +++ b/机器学习/多项式回归/学习曲线.py @@ -0,0 +1,43 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.model_selection import train_test_split +# np.random.seed(1) #有这句话后所有的结果都相同 +x = np.random.uniform(-3, 3, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, 100) +print(X.shape,y.shape) +X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1) +print(X_train.shape,X_test.shape) +from sklearn.linear_model import LinearRegression +from sklearn.metrics import mean_squared_error +train_score = [] +test_score = [] +for i in range(1, 76): + lin_reg = LinearRegression() + lin_reg.fit(X_train[:i], y_train[:i]) + y_train_predict = lin_reg.predict(X_train[:i]) + train_score.append(mean_squared_error(y_train[:i], y_train_predict)) + y_test_predict = lin_reg.predict(X_test) + test_score.append(mean_squared_error(y_test, y_test_predict)) +plt.plot([i for i in range(1, 76)], np.sqrt(train_score), label="train") +plt.plot([i for i in range(1, 76)], np.sqrt(test_score), label="test") +plt.legend() +plt.show() + +def plot_learning_curve(algo, X_train, X_test, y_train, y_test): + train_score = [] + test_score = [] + for i in range(1, len(X_train)+1): + algo.fit(X_train[:i], y_train[:i]) + y_train_predict = algo.predict(X_train[:i]) + train_score.append(mean_squared_error(y_train[:i], y_train_predict)) + y_test_predict = algo.predict(X_test) + test_score.append(mean_squared_error(y_test, y_test_predict)) + plt.plot([i for i in range(1, len(X_train)+1)], + np.sqrt(train_score), label="train") + plt.plot([i for i in range(1, len(X_train)+1)], + np.sqrt(test_score), label="test") + plt.legend() + plt.axis([0, len(X_train)+1, 0, 4]) + plt.show() +plot_learning_curve(LinearRegression(), X_train, X_test, y_train, y_test) \ No newline at end of file diff --git a/机器学习/多项式回归/岭回归 Ridge Regression.py b/机器学习/多项式回归/岭回归 Ridge Regression.py new file mode 100644 index 0000000..1ede37f --- /dev/null +++ b/机器学习/多项式回归/岭回归 Ridge Regression.py @@ -0,0 +1,90 @@ +import numpy as np +import matplotlib.pyplot as plt +np.random.seed(42) +x = np.random.uniform(-3.0, 3.0, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x + 3 + np.random.normal(0, 1, size=100) +plt.scatter(x, y) +plt.show() +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import PolynomialFeatures +from sklearn.preprocessing import StandardScaler +from sklearn.linear_model import LinearRegression +def PolynomialRegression(degree): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("lin_reg", LinearRegression()) + ]) +from sklearn.model_selection import train_test_split + +np.random.seed(666) +X_train, X_test, y_train, y_test = train_test_split(X, y) +from sklearn.metrics import mean_squared_error + +poly_reg = PolynomialRegression(degree=20) +poly_reg.fit(X_train, y_train) + +y_poly_predict = poly_reg.predict(X_test) +mean_squared_error(y_test, y_poly_predict) +167.94010867293571 +X_plot = np.linspace(-3, 3, 100).reshape(100, 1) +y_plot = poly_reg.predict(X_plot) + +plt.scatter(x, y) +plt.plot(X_plot[:,0], y_plot, color='r') +plt.axis([-3, 3, 0, 6]) +plt.show() + +def plot_model(model): + X_plot = np.linspace(-3, 3, 100).reshape(100, 1) + y_plot = model.predict(X_plot) + + plt.scatter(x, y) + plt.plot(X_plot[:,0], y_plot, color='r') + plt.axis([-3, 3, 0, 6]) + plt.show() + +plot_model(poly_reg) + +# 使用岭回归 +from sklearn.linear_model import Ridge + +def RidgeRegression(degree, alpha): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("ridge_reg", Ridge(alpha=alpha)) + ]) +# 注意alpha后面的参数是所有theta的平方和，而对于多项式回归来说，岭回归之前得到的θ都非常大 +# 我们前面系数alpha可以先取的小一些（正则化程度轻一些） +ridge1_reg = RidgeRegression(20, 0.0001) +ridge1_reg.fit(X_train, y_train) + +y1_predict = ridge1_reg.predict(X_test) +mean_squared_error(y_test, y1_predict) +# 通过使用岭回归，使得我们的均方误差小了非常多,曲线也缓和了非常多 +plot_model(ridge1_reg) +ridge2_reg = RidgeRegression(20, 1) +ridge2_reg.fit(X_train, y_train) + +y2_predict = ridge2_reg.predict(X_test) +mean_squared_error(y_test, y2_predict) +# 让ridge2_reg 的alpha值等于1，均差误差更加的缩小，并且曲线越来越趋近于一根倾斜的直线 +plot_model(ridge2_reg) + +ridge3_reg = RidgeRegression(20, 100) +ridge3_reg.fit(X_train, y_train) +y3_predict = ridge3_reg.predict(X_test) +mean_squared_error(y_test, y3_predict) +# 得到的误差依然是比较小，但是比之前的1.18大了些，说明正则化做的有些过头了 +plot_model(ridge3_reg) + +ridge4_reg = RidgeRegression(20, 10000000) +ridge4_reg.fit(X_train, y_train) + +y4_predict = ridge4_reg.predict(X_test) +mean_squared_error(y_test, y4_predict) +# 当alpha非常大，我们的模型实际上相当于就是在优化θ的平方和这一项，使得其最小（因为MSE的部分相对非常小） +# 而使得θ的平方和最小，就是使得每一个θ都趋近于0，这个时候曲线就趋近于一根直线了 +plot_model(ridge4_reg) \ No newline at end of file diff --git a/机器学习/多项式回归/简单实现.py b/机器学习/多项式回归/简单实现.py new file mode 100644 index 0000000..9775d41 --- /dev/null +++ b/机器学习/多项式回归/简单实现.py @@ -0,0 +1,29 @@ +import numpy as np +import matplotlib.pyplot as plt +x = np.random.uniform(-3, 3, size=100) +X = x.reshape(-1, 1) +# 一元二次方程 +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, 100) +plt.scatter(x, y) +plt.show() + +#线性回归 +from sklearn.linear_model import LinearRegression +lin_reg = LinearRegression() +lin_reg.fit(X, y) +y_predict = lin_reg.predict(X) +plt.scatter(x, y) +plt.plot(x, y_predict, color='r') +plt.show() + +# 原来所有的数据都在X中，现在对X中每一个数据都进行平方， +# 再将得到的数据集与原数据集进行拼接， 在用新的数据集进行线性回归 +from sklearn.linear_model import LinearRegression +X2 = np.hstack([X, X**2]) +lin_reg2 = LinearRegression() +lin_reg2.fit(X2, y) +y_predict2 = lin_reg2.predict(X2) +plt.scatter(x, y) +# 由于x是乱的，所以应该进行排序 +plt.plot(np.sort(x), y_predict2[np.argsort(x)], color='r') +plt.show() \ No newline at end of file diff --git a/机器学习/多项式回归/过拟合和欠拟合.py b/机器学习/多项式回归/过拟合和欠拟合.py new file mode 100644 index 0000000..92f038f --- /dev/null +++ b/机器学习/多项式回归/过拟合和欠拟合.py @@ -0,0 +1,61 @@ +import numpy as np +import matplotlib.pyplot as plt +# np.random.seed(666) +x = np.random.uniform(-3.0, 3.0, size=100) +X = x.reshape(-1, 1) +y = 0.5 * x**2 + x + 2 + np.random.normal(0, 1, size=100) +plt.scatter(x, y) +plt.show() + +# 使用线性回归 +from sklearn.linear_model import LinearRegression +lin_reg = LinearRegression() +lin_reg.fit(X, y) +lin_reg.score(X, y) +y_predict = lin_reg.predict(X) +plt.scatter(x, y) +plt.plot(np.sort(x), y_predict[np.argsort(x)], color='r') +plt.show() +# 使用多项式回归 +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import PolynomialFeatures +from sklearn.preprocessing import StandardScaler + +def PolynomialRegression(degree): + return Pipeline([ + ("poly", PolynomialFeatures(degree=degree)), + ("std_scaler", StandardScaler()), + ("lin_reg", LinearRegression()) + ]) +poly2_reg = PolynomialRegression(degree=2) +poly2_reg.fit(X, y) +Pipeline(steps=[('poly', PolynomialFeatures(degree=2, include_bias=True, interaction_only=False)), ('std_scaler', StandardScaler(copy=True, with_mean=True, with_std=True)), ('lin_reg', LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False))]) +y2_predict = poly2_reg.predict(X) +from sklearn.metrics import mean_squared_error +mean_squared_error(y, y2_predict) + +# 显然使用多项式回归得到的结果是更好的 +poly10_reg = PolynomialRegression(degree=10) +poly10_reg.fit(X, y) +y10_predict = poly10_reg.predict(X) +mean_squared_error(y, y10_predict) +plt.scatter(x, y) +plt.plot(np.sort(x), y10_predict[np.argsort(x)], color='r') +plt.show() + +# 显然使用更多的多项式回归得到的结果是更好的 +poly100_reg = PolynomialRegression(degree=30) +poly100_reg.fit(X, y) +y100_predict = poly100_reg.predict(X) +mean_squared_error(y, y100_predict) +plt.scatter(x, y) +plt.plot(np.sort(x), y100_predict[np.argsort(x)], color='r') +plt.show() + +# 过拟合 +X_plot = np.linspace(-3, 3, 100).reshape(100, 1) +y_plot = poly100_reg.predict(X_plot) +plt.scatter(x, y) +plt.plot(X_plot[:,0], y_plot, color='r') +plt.axis([-3, 3, 0, 10]) +plt.show() \ No newline at end of file diff --git a/机器学习/多项式回归/随机种子.py b/机器学习/多项式回归/随机种子.py new file mode 100644 index 0000000..8549765 --- /dev/null +++ b/机器学习/多项式回归/随机种子.py @@ -0,0 +1,15 @@ +# python sklearn模型中random_state参数的意义 +# random_state 相当于随机数种子random.seed() 。random_state 与 random seed 作用是相同的。 +# 1 随机数种子代码演示：在1-100中取10个随机数 +# 第一段和第二段代码完全相同，都没有设置 random seed。它每次取的结果就不同，它的随机数种子与当前系统时间有关。 +import random +print([random.randint(1,100) for _ in range(10)]) +print([random.randint(1,100) for _ in range(10)]) +print(random.seed(1),[random.randint(1,100) for _ in range(10)]) +print(random.seed(1),[random.randint(1,100) for _ in range(10)]) +# 如果你在需要设置随机数种子的地方都设置好，那么当别人重新运行你的代码的时候就能得到完全一样的结果，复现和你一样的过程。 +# random_state参数： +# 例如：在sklearn可以随机分割训练集和测试集（交叉验证），只需要在代码中引入model_selection.train_test_split就可以了： +from sklearn import model_selection +x_train, x_test, y_train,y_test=model_selection.train_test_split(x,y,test_size=0.2,random_state=0) +# 这里的random_state就是为了保证程序每次运行都分割一样的训练集和测试集。否则，同样的算法模型在不同的训练集和测试集上的效果不一样。 diff --git a/机器学习/线性回归/1/向量化实现.py b/机器学习/线性回归/1/向量化实现.py new file mode 100644 index 0000000..3dbef8e --- /dev/null +++ b/机器学习/线性回归/1/向量化实现.py @@ -0,0 +1,51 @@ +import numpy as np +class SimpleLinearRegression2: + def __init__(self): + """初始化Simple Linear Regression模型""" + self.a_ = None + self.b_ = None + def fit(self, x_train, y_train): + """根据训练数据集x_train,y_train训练Simple Linear Regression模型""" + assert x_train.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert len(x_train) == len(y_train), \ + "the size of x_train must be equal to the size of y_train" + x_mean = np.mean(x_train) + y_mean = np.mean(y_train) + self.a_ = (x_train - x_mean).dot(y_train - y_mean) / (x_train - x_mean).dot(x_train - x_mean) + self.b_ = y_mean - self.a_ * x_mean + return self + def predict(self, x_predict): + """给定待预测数据集x_predict，返回表示x_predict的结果向量""" + assert x_predict.ndim == 1, \ + "Simple Linear Regressor can only solve single feature training data." + assert self.a_ is not None and self.b_ is not None, \ + "must fit before predict!" + return np.array([self._predict(x) for x in x_predict]) + def _predict(self, x_single): + """给定单个待预测数据x_single，返回x_single的预测结果值""" + return self.a_ * x_single + self.b_ + def __repr__(self): + return "SimpleLinearRegression2()" + +from 向量化实现 import SimpleLinearRegression2 +x = np.array([1., 2., 3., 4., 5.]) +y = np.array([1., 3., 2., 3., 5.]) +x_predict = 6 +reg2 = SimpleLinearRegression2() +reg2.fit(x, y) +reg2.predict(np.array([x_predict])) + +import timeit +# timeit 模块定义了接受两个参数的 Timer 类。两个参数都是字符串。 +# 第一个参数是你要计时的语句或者函数。 +# 第二个参数是为第一个参数语句构建环境的导入语句。 +# 从内部讲， timeit 构建起一个独立的虚拟环境， 手工地执行建立语句，然后手工地编译和执行被计时语句。 +m = 1000000 +big_x = np.random.random(size=m) +big_y = big_x * 2 + 3 + np.random.normal(size=m) +a = timeit.repeat('"-".join(str(n) for n in range(100))', number=10000) +a = timeit.repeat(stmt='pass', setup='pass', number=1000000, globals=None) +timeit.timeit('reg2.fit(big_x, big_y)','import numpy as np;''from 向量化实现 import SimpleLinearRegression2;' + 'm = 1000000;''reg2 = SimpleLinearRegression2();''big_x = np.random.random(size=m);' + 'big_y = big_x * 完整例子 + 3 + np.random.normal(size=m)') diff --git a/机器学习/线性回归/1/封装后的回归算法.py b/机器学习/线性回归/1/封装后的回归算法.py new file mode 100644 index 0000000..30d7b8a --- /dev/null +++ b/机器学习/线性回归/1/封装后的回归算法.py @@ -0,0 +1,46 @@ +import numpy as np +import matplotlib.pyplot as plt +class SimpleLinearRegression1: + def __init__(self): + """初始化Simple Linear Regression 模型""" + self.a_ = None + self.b_ = None + def fit(self, x_train, y_train): + #根据训练集x_train，y_train 训练Simple Linear Regression 模型 + ## 求均值 + x_mean = x_train.mean() + y_mean = y_train.mean() + ## 分子 + num = 0.0 + ## 分母 + d = 0.0 + ## 计算分子分母 + for x_i, y_i in zip(x_train, y_train): + num += (x_i-x_mean)*(y_i-y_mean) + d += (x_i-x_mean) ** 2 + ## 计算参数a和b + self.a_ = num/d + self.b_ = y_mean - self.a_ * x_mean + return self + def predict(self, x_predict): + #给定待预测集x_predict，返回x_predict对应的预测结果值""" + return np.array([self._predict(x) for x in x_predict]) + def _predict(self, x_single): +#给定单个待预测数据x_single，返回x_single对应的预测结果值""" + return self.a_*x_single+self.b_ + def __repr__(self): + return "SimpleLinearRegression1()" +from 封装后的回归算法 import SimpleLinearRegression1 +reg1 = SimpleLinearRegression1() +x = np.array([1., 2., 3., 4., 5.]) +y = np.array([1., 3., 2., 3., 5.]) +x_predict = 6 +reg1.fit(x, y) +reg1.predict(np.array([x_predict])) +# reg1.a_ +# reg1.b_ +y_hat1 = reg1.predict(x) +plt.scatter(x, y) +plt.plot(x, y_hat1, color='r') +plt.axis([0, 6, 0, 6]) +plt.show() \ No newline at end of file diff --git a/机器学习/线性回归/1/简单回归算法.py b/机器学习/线性回归/1/简单回归算法.py new file mode 100644 index 0000000..54200ae --- /dev/null +++ b/机器学习/线性回归/1/简单回归算法.py @@ -0,0 +1,25 @@ +import numpy as np +import matplotlib.pyplot as plt +x = np.array([1., 2., 3., 4., 5.]) +y = np.array([1., 3., 2., 3., 5.]) +plt.scatter(x, y) +plt.axis([0, 6, 0, 6]) +plt.show() +x_mean = np.mean(x) +y_mean = np.mean(y) +num = 0.0 +d = 0.0 +for x_i, y_i in zip(x, y): + num += (x_i - x_mean) * (y_i - y_mean) + d += (x_i - x_mean) ** 2 +a = num/d +b = y_mean - a * x_mean +y_hat = a * x + b +plt.scatter(x, y) +plt.plot(x, y_hat, color='r') +plt.axis([0, 6, 0, 6]) +plt.show() + +x_predict = 6 +y_predict = a * x_predict + b +print(y_predict) diff --git a/机器学习/线性回归/1/计算程序运行时间.py b/机器学习/线性回归/1/计算程序运行时间.py new file mode 100644 index 0000000..a3579dd --- /dev/null +++ b/机器学习/线性回归/1/计算程序运行时间.py @@ -0,0 +1,9 @@ +# 从最简单的例子开始，比如我们想测试一个列表推导式究竟要比正常写for快多少。 +import timeit +foooo = """ +sum = [] +for i in range(1000): + sum.append(i) +""" +print(timeit.timeit(stmt="[i for i in range(1000)]", number=100000)) +print(timeit.repeat(stmt=foooo, number=100000)) \ No newline at end of file diff --git a/机器学习/线性回归/2/kc.py b/机器学习/线性回归/2/kc.py new file mode 100644 index 0000000..e9a0363 --- /dev/null +++ b/机器学习/线性回归/2/kc.py @@ -0,0 +1,50 @@ +from __future__ import print_function + +# 导入相关python库 +import os +import numpy as np +import pandas as pd +#设定随机数种子 +np.random.seed(36) +#使用matplotlib库画图 +import matplotlib +import seaborn +import matplotlib.pyplot as plot +from sklearn import datasets +#读取数据 +housing = pd.read_csv('kc_train.csv') +target=pd.read_csv('kc_train2.csv') #销售价格 +t=pd.read_csv('kc_test.csv') #测试数据 +#数据预处理 +housing.info() #查看是否有缺失值 +#特征缩放 +from sklearn.preprocessing import MinMaxScaler +minmax_scaler=MinMaxScaler() +minmax_scaler.fit(housing) #进行内部拟合，内部参数会发生变化 +scaler_housing=minmax_scaler.transform(housing) +scaler_housing=pd.DataFrame(scaler_housing,columns=housing.columns) +mm=MinMaxScaler() +mm.fit(t) +scaler_t=mm.transform(t) +scaler_t=pd.DataFrame(scaler_t,columns=t.columns) +#选择基于梯度下降的线性回归模型 +from sklearn.linear_model import LinearRegression +LR_reg=LinearRegression() +#进行拟合 +LR_reg.fit(scaler_housing,target) +#使用均方误差用于评价模型好坏 +from sklearn.metrics import mean_squared_error +preds=LR_reg.predict(scaler_housing) #输入数据进行预测得到结果 +mse=mean_squared_error(preds,target) #使用均方误差来评价模型好坏，可以输出mse进行查看评价值 +#绘图进行比较 +plot.figure(figsize=(10,7)) #画布大小 +num=100 +x=np.arange(1,num+1) #取100个点进行比较 +plot.plot(x,target[:num],label='target') #目标取值 +plot.plot(x,preds[:num],label='preds') #预测取值 +plot.legend(loc='upper right') #线条显示位置 +plot.show() +#输出测试数据 +result=LR_reg.predict(scaler_t) +df_result=pd.DataFrame(result) +df_result.to_csv("result.csv") \ No newline at end of file diff --git a/机器学习/线性回归/2/kc_test.csv b/机器学习/线性回归/2/kc_test.csv new file mode 100644 index 0000000..b319def --- /dev/null +++ b/机器学习/线性回归/2/kc_test.csv @@ -0,0 +1 @@ +20140502,2,1,880,6380,1,7,880,0,1938,1994,47.6924,-122.322 20150213,4,2.5,2880,8833,2,7,2880,0,2006,0,47.5388,-121.89 20141215,4,2.5,1980,5020,2,7,1980,0,2007,0,47.5147,-122.19 20140617,3,2.5,2830,6536,2,9,2830,0,1989,0,47.7462,-122.172 20150410,3,1.75,1900,13600,1,8,1900,0,1956,0,47.6163,-122.219 20150123,3,1,1380,10875,1,7,1380,0,1977,0,47.4653,-121.745 20140905,3,1.5,1540,5040,2,8,1540,0,1907,0,47.6138,-122.299 20141113,5,3.75,3880,8370,2,7,3880,0,2004,0,47.4811,-122.179 20140624,4,2.5,3220,15600,1,9,1680,1540,1973,0,47.5697,-122.182 20150220,4,2.5,2000,6921,2,8,2000,0,2003,0,47.3559,-122.014 20150302,2,1.5,820,1270,2,7,820,0,2009,0,47.5925,-122.295 20140509,3,2,1410,4800,1,7,1410,0,1940,0,47.6852,-122.378 20141218,2,1.5,1000,1075,2,7,840,160,2007,0,47.5708,-122.288 20141021,3,2.5,1770,5000,2,7,1770,0,2009,0,47.3358,-122.051 20141028,4,2.5,2880,35610,1,10,2880,0,1989,0,47.6911,-122.054 20150302,3,1.75,1210,7500,1,7,1210,0,1951,0,47.5294,-122.033 20140728,2,2,1450,2272,1,6,750,700,1924,0,47.633,-122.282 20150423,4,2.5,2340,5420,2,8,2340,0,2003,0,47.3773,-122.029 20150417,4,2.5,2710,6474,2,8,2710,0,2004,0,47.5383,-121.878 20150316,3,2.5,1620,1377,2,8,1100,520,2009,0,47.6195,-122.299 20150219,4,2.5,3270,24750,1,8,1690,1580,1979,0,47.5221,-122.178 20150401,4,3.25,5180,19850,2,12,3540,1640,2006,0,47.562,-122.162 20150331,3,1.75,2110,7129,1,8,1280,830,1982,0,47.7219,-122.102 20140828,3,1.5,1300,7885,1,7,1300,0,1968,0,47.4556,-122.209 20150327,3,2.25,1620,1425,3,8,1540,80,2009,0,47.5405,-122.026 20140528,5,2,1940,6000,1,7,970,970,1945,0,47.6875,-122.287 20150218,4,2.5,1800,9229,2,7,1800,0,1994,0,47.1927,-122.015 20140915,4,1,1280,4840,1,7,940,340,1950,0,47.5477,-122.395 20150504,4,2.5,2940,35996,2,9,2940,0,1995,0,47.3401,-122.067 20140911,4,2.5,2660,5539,2,8,2660,0,2004,0,47.4981,-122.162 20140821,3,1.75,1830,11788,1,8,1430,400,1958,0,47.4862,-122.224 20150310,4,1,1530,7920,1,7,1030,500,1955,0,47.4544,-122.36 20141002,3,1.75,2120,9146,1,8,1260,860,1981,0,47.6475,-122.064 20141022,3,2.25,1760,10835,1,8,1290,470,1976,0,47.522,-122.048 20140724,4,2.25,2770,9340,2,9,2770,0,1979,0,47.5628,-122.081 20150130,2,1.5,690,1058,2,7,690,0,2005,0,47.6951,-122.343 20141209,4,1.75,1690,6000,1,7,1690,0,1957,0,47.497,-122.227 20150226,3,2,1200,10212,1.5,6,1200,0,1949,0,47.206,-121.998 20141104,4,2.75,1770,10184,1,8,1250,520,1979,0,47.3074,-122.385 20140903,3,2.25,1420,990,3,8,1420,0,2008,0,47.6801,-122.348 20140701,3,1.75,2530,35150,1,7,1800,730,1977,0,47.3913,-122.121 20150304,2,1,950,6000,1,7,950,0,1942,0,47.6897,-122.294 20150405,2,1,770,3008,1,5,770,0,1917,0,47.5686,-122.389 20140729,5,5.25,5090,23669,2,12,5090,0,2006,0,47.6297,-122.216 20140904,3,1.75,1480,383328,1.5,8,1480,0,1980,0,47.7192,-121.932 20141014,3,2,1920,7598,1,8,1920,0,1972,0,47.7735,-122.363 20140910,2,1.75,1150,2723,1,7,770,380,1923,0,47.6357,-122.322 20140917,3,1.75,1990,9885,1,7,1030,960,1978,0,47.6722,-122.162 20141013,2,1,990,15120,1,6,990,0,1953,0,47.7669,-122.206 20140916,3,1.75,2120,10875,1,8,1540,580,1977,0,47.504,-122.382 20140624,3,2.5,2280,6031,2,8,2280,0,2011,0,47.7322,-121.966 20150219,4,2.25,2820,9602,1,8,1950,870,1974,0,47.5881,-122.113 20141106,2,1,950,9000,1,6,950,0,1924,0,47.5219,-122.361 20140804,3,2.25,1480,1026,3,8,1480,0,2014,0,47.6536,-122.354 20141015,4,3.25,4240,11189,2,10,4240,0,2006,0,47.6526,-122.191 20140714,3,1.75,1950,8480,1,8,1250,700,1962,0,47.5893,-122.15 20141222,4,2,1680,3813,2,7,1680,0,1900,0,47.593,-122.293 20141014,3,2.5,2074,4900,2,8,2074,0,1997,0,47.7327,-122.233 20140522,5,3.5,2420,4670,2,7,2420,0,2013,0,47.5241,-122.285 20141006,2,1.5,1140,7620,1,6,1140,0,1925,0,47.5277,-122.351 20141125,2,2.25,1550,1827,2,8,1550,0,2008,0,47.5394,-122.368 20140730,3,2,1670,4441,1,7,1670,0,2014,0,47.1948,-121.975 20141006,5,3.5,3290,5600,2,9,2670,620,2004,0,47.7056,-122.119 20140515,3,2.5,1232,1130,3,7,1232,0,2007,0,47.7185,-122.317 20150423,4,2.25,2000,10679,1,7,1350,650,1960,0,47.4238,-122.329 20140818,2,1,1120,4284,1,6,730,390,1921,0,47.6688,-122.324 20140930,3,1.75,1710,15844,1,8,1710,0,1964,0,47.4706,-122.1 20141121,4,2.25,2090,7400,1,9,1670,420,1973,0,47.3178,-122.38 20141113,3,1,1130,7014,1,7,1130,0,1954,0,47.4743,-122.274 20140626,5,2.5,2500,9583,1,7,1300,1200,1979,0,47.3946,-122.312 20140619,3,2.5,2840,48716,1,9,1870,970,1994,0,47.6832,-121.915 20140828,4,1,1220,11730,1,7,1220,0,1960,0,47.3229,-122.283 20141107,4,1.75,2720,7810,1,8,1510,1210,1952,0,47.6788,-122.283 20150422,3,2.25,1790,9927,1,7,1240,550,1969,0,47.5822,-122.077 20141203,6,2.75,3500,5150,2,8,2430,1070,1909,0,47.6842,-122.363 20150210,3,1,1790,3876,1.5,7,1090,700,1904,0,47.575,-122.288 20150508,3,1.75,1670,11452,1,8,1670,0,1992,0,47.1913,-122.015 20150324,3,2.75,2460,6413,2,9,2460,0,2004,0,47.7497,-122.245 20140623,4,2.5,1870,7471,2,8,1870,0,1990,0,47.4314,-122.204 20150413,5,4,4780,118047,2,11,4780,0,1994,0,47.7243,-122.052 20140814,2,1,820,8370,1,7,820,0,1941,0,47.7256,-122.361 20150402,4,1.75,1320,7694,1,7,1320,0,1928,1972,47.4297,-122.325 20141009,5,2.75,3630,38461,2,11,3630,0,2000,0,47.4289,-122.094 20150206,4,2.5,2320,10046,2,7,2320,0,2006,0,47.5406,-121.887 20150306,4,2.75,2740,7872,2,10,2740,0,2015,0,47.4954,-122.172 20140627,3,2.5,3580,54450,1.5,9,3580,0,1990,0,47.4026,-122.033 20150420,4,2.5,4500,35200,1,13,4500,0,1988,0,47.5477,-122.126 20140926,3,1.75,1900,3783,1.5,7,1110,790,1927,0,47.5742,-122.315 20140607,4,2.5,3070,6432,2,9,3070,0,2006,0,47.4487,-122.205 20150414,3,2.25,1690,4964,2,8,1690,0,1989,0,47.5756,-122.01 20140919,3,1.5,1760,4880,1.5,8,1290,470,1928,0,47.5334,-122.388 20141217,4,2.75,4120,12500,1,8,2060,2060,1947,0,47.5914,-122.385 20150424,4,3.25,2190,4265,2,9,1540,650,2015,0,47.6178,-122.29 20141002,3,1,1070,4800,1,6,970,100,1947,0,47.5187,-122.377 20150419,3,1.75,1850,8160,1,8,1850,0,1952,0,47.7241,-122.363 20141103,5,2.25,2660,8400,1.5,7,2660,0,1961,0,47.2909,-122.189 20140502,3,2.5,2540,5050,2,7,2540,0,2006,0,47.3358,-122.055 20140904,3,2.5,1484,1761,3,7,1484,0,2003,0,47.6844,-122.317 20141015,2,0.75,1020,1076,2,7,1020,0,2008,0,47.5941,-122.299 20140807,4,2.75,2420,6495,2,8,2420,0,2005,0,47.3771,-122.029 20150325,4,3.75,3920,4500,3,8,3920,0,2013,0,47.6805,-122.346 20140609,3,2.5,2590,7237,2,8,2590,0,2004,0,47.7113,-122.309 20140629,3,1,1800,7650,1,7,1800,0,1957,0,47.4922,-122.178 20140717,4,1,1620,37075,1.5,7,1620,0,1943,0,47.5654,-121.929 20140902,3,2.5,1330,1064,3,8,1330,0,2004,0,47.6835,-122.387 20150424,4,2.75,2470,50123,1,8,1280,1190,1978,0,47.2504,-122 20141110,3,2,1720,4200,2,8,1720,0,1908,1992,47.6285,-122.301 20141203,2,1,1770,16660,1,8,1220,550,1957,0,47.3346,-122.354 20140515,4,3.25,3740,12080,1,10,2000,1740,1988,0,47.7214,-122.056 20141223,3,1,960,10815,1,5,960,0,1900,0,47.3091,-122.006 20150327,4,2.5,1940,7040,2,8,1940,0,1998,0,47.2632,-122.209 20141114,5,1.75,2190,27260,1,7,2190,0,1947,1974,47.4546,-122.337 20150427,3,2.75,1770,3172,2,8,1770,0,2009,0,47.5164,-121.878 20140708,4,2.5,2680,5539,2,8,2680,0,2013,0,47.4759,-121.734 20140903,3,1,1000,6947,1,7,1000,0,1947,0,47.7142,-122.319 20150318,4,2.75,1590,6000,1.5,8,1590,0,1925,0,47.6401,-122.299 20141211,3,1,1384,8960,1,6,1384,0,1965,0,47.3062,-122.371 20140710,5,4.25,6070,171626,2,12,6070,0,1999,0,47.5954,-121.95 20140903,3,2.25,2110,7350,1,8,1530,580,1980,0,47.3088,-122.341 20141121,2,2,1240,9119,1,7,1240,0,1952,0,47.6221,-122.193 20141014,4,2.5,2520,5000,2,9,2520,0,2004,0,47.5524,-121.992 20140708,3,1.5,1830,9848,1,7,1830,0,1962,0,47.539,-122.18 20150220,4,1.75,2200,7600,2,8,2200,0,1978,0,47.3131,-122.191 20140722,4,2.5,3500,10891,2,10,3500,0,1995,0,47.5533,-122.093 20140724,3,2.5,1660,10763,2,7,1660,0,1994,0,47.3812,-122.029 20150127,3,1.5,1460,9879,1,7,1460,0,1956,0,47.6346,-122.127 20140702,3,3,3700,10375,2,9,3700,0,1982,0,47.4286,-122.291 20140603,3,2.5,2290,2798,3,9,2290,0,1953,1983,47.641,-122.315 20150305,2,2,1070,649,2,9,720,350,2008,0,47.5213,-122.357 20141009,4,4.5,6380,88714,2,12,6380,0,2006,0,47.5592,-122.015 20150112,2,1,1890,4700,1,7,1030,860,1928,0,47.6747,-122.391 20141202,4,2.5,2720,13500,1,8,1510,1210,1969,0,47.6191,-122.145 20140812,4,2.5,2260,13755,1,9,2260,0,1975,0,47.3767,-122.161 20140917,3,2.5,1650,5994,2,7,1650,0,1989,0,47.3603,-122.19 20140722,2,2.5,1278,987,2,7,1002,276,2007,0,47.5532,-122.381 20141031,5,2.75,3090,19865,1,9,3090,0,1953,0,47.6232,-122.235 20141226,4,2.5,2301,6452,2,9,2301,0,2010,0,47.346,-122.269 20150428,3,2.25,1820,6000,1,7,1120,700,1964,0,47.5684,-122.3 20140822,3,2,2110,6900,1.5,6,1220,890,1955,0,47.504,-122.26 20150323,3,2.25,2670,150270,2,9,2670,0,1985,0,47.7601,-122.134 20150106,3,2,1440,7008,1,7,1440,0,1985,0,47.3702,-122.182 20140904,3,1.75,1680,7770,1,7,1680,0,1967,0,47.6028,-122.167 20150114,3,1.75,2700,5040,1,8,1560,1140,1947,0,47.5834,-122.29 20140702,2,1.5,1570,3600,1.5,7,1320,250,1906,0,47.6366,-122.363 20141107,3,1,960,10125,1,7,960,0,1952,0,47.3335,-122.305 20140820,3,2,1320,10720,2,8,1320,0,1981,0,47.6203,-122.037 20150507,5,4,6670,16481,2,12,4960,1710,2007,0,47.6409,-122.221 20150318,4,2.25,2070,20280,2,7,2070,0,1968,0,47.774,-122.134 20150206,3,1,660,6600,1,5,660,0,1940,0,47.4842,-122.33 20150304,4,2.5,2130,9139,2,9,2130,0,1988,0,47.5648,-122.01 20150408,2,1,670,7952,1,6,670,0,1942,0,47.5124,-122.372 20150429,3,2.5,2840,7500,2,11,2840,0,1997,0,47.7049,-122.224 20140805,4,2.25,2130,7210,1,7,1330,800,1965,0,47.629,-122.117 20150323,3,1.75,1900,11407,1,8,1900,0,1963,0,47.7455,-122.294 20140904,4,3.75,4490,34982,2,12,4490,0,1998,0,47.6406,-122.156 20141202,3,1,940,8377,1,7,940,0,1952,0,47.5974,-122.2 20141006,2,1,1080,3420,1,7,780,300,1922,0,47.6715,-122.393 20140827,3,1.75,2130,6360,1,7,1720,410,1959,0,47.7059,-122.301 20140522,3,3.5,1900,1612,2,8,1430,470,2008,0,47.544,-122.385 20141202,3,1,1000,16376,1,7,1000,0,1959,0,47.4825,-122.108 20141210,4,2.25,1860,12693,1,8,1140,720,1978,0,47.3114,-122.395 20141017,4,3.5,4320,8490,2,10,3280,1040,2005,0,47.5568,-122.029 20141028,3,1,1690,6658,1,7,1690,0,1942,1982,47.7099,-122.35 20150227,4,2.25,2030,8517,1,8,1380,650,1961,0,47.5495,-122.174 20140813,3,1,1380,4635,1,6,1380,0,1919,0,47.57,-122.285 20140917,4,2.5,2790,5450,2,10,1930,860,1925,2000,47.6453,-122.303 20141009,3,1,1000,7800,1,6,860,140,1930,0,47.7098,-122.283 20140924,3,1.75,1330,16000,1,7,1330,0,1978,0,47.28,-122.257 20150326,4,2.25,2350,10664,1,7,1510,840,1952,0,47.5743,-122.238 20140520,3,1.75,1570,7775,2,7,1570,0,1982,0,47.3876,-122.216 20140813,3,1.75,1800,18000,1,8,1200,600,1968,0,47.4406,-122.146 20141217,3,1,1190,9600,1,7,1190,0,1981,0,47.4805,-121.762 20141013,4,2.5,3280,16575,1,9,2190,1090,1972,0,47.426,-122.285 20141217,3,1,1240,6090,1,7,1240,0,1950,0,47.7542,-122.307 20140520,4,1.75,1280,6060,1,7,860,420,1926,0,47.6805,-122.364 20141117,4,1.75,1420,7500,1,7,1080,340,1981,0,47.4025,-122.176 20150219,5,1.75,2870,9680,1,9,1440,1430,1966,0,47.6122,-122.111 20140725,4,1.75,2390,12000,1,8,1470,920,1979,0,47.7061,-122.163 20141027,2,1,720,4920,1,6,720,0,1941,0,47.5352,-122.371 20140516,5,1.75,1730,5200,1,7,1050,680,1978,0,47.3628,-122.089 20150316,3,1.5,1350,7800,1,7,1350,0,1959,0,47.4805,-122.158 20150316,2,2,1180,2521,2,6,1180,0,2005,0,47.3487,-122.021 20150210,4,2.5,3700,63991,2,10,3700,0,1992,0,47.7319,-122.051 20141007,2,1,1450,4500,1.5,7,1450,0,1921,0,47.6739,-122.396 20150428,4,1,1430,6240,1.5,7,1430,0,1953,0,47.7272,-122.311 20140625,2,1,770,4840,1,7,770,0,1927,0,47.551,-122.376 20141013,3,2.5,3110,217800,2,9,3110,0,2001,0,47.3281,-122.124 20150421,3,1.5,1300,3348,1.5,7,1300,0,1904,2014,47.592,-122.307 20140711,3,2.5,2020,3000,1,6,1010,1010,1910,0,47.5621,-122.291 20150220,4,1,1260,7800,1.5,7,1260,0,1947,2007,47.7334,-122.307 20141205,2,2,1760,7200,1,7,880,880,1946,0,47.5658,-122.276 20141024,4,1,1500,11050,1,7,1500,0,1964,0,47.4509,-122.088 20140624,3,1,1490,7435,1,7,1120,370,1969,0,47.368,-122.314 20141204,3,1.75,1010,6552,1,7,1010,0,1969,0,47.375,-122.117 20150322,3,1.75,1420,7200,1,7,1000,420,1979,0,47.5069,-122.367 20141205,2,2.75,730,5000,1,7,730,0,1929,0,47.5381,-122.374 20140924,3,1,1200,7000,2,7,1200,0,1908,0,47.5883,-122.384 20141010,3,1,1160,9600,1,7,1160,0,1967,0,47.7419,-122.073 20141229,4,1.75,2460,10061,1,7,1410,1050,1961,0,47.5105,-122.238 20141113,3,1.75,2060,3600,1.5,7,1180,880,1905,1985,47.6389,-122.371 20141104,3,2,2360,6149,2,8,1560,800,1926,1989,47.5433,-122.384 20141112,3,2.5,2470,10321,2,9,2470,0,1988,0,47.6694,-122.141 20140805,4,3.25,3900,40962,2,10,3900,0,1991,0,47.683,-122.063 20150317,4,2.5,2460,7930,2,8,2460,0,2005,0,47.6684,-122.175 20140522,4,3,2170,8240,1,8,1370,800,1968,0,47.6291,-122.093 20140807,2,1,1747,12250,2.5,6,1747,0,1948,0,47.3282,-122.285 20140507,3,2.25,1770,8165,2,7,1770,0,1977,0,47.7166,-122.236 20150222,3,2.5,1630,8346,1,8,1630,0,1990,0,47.2622,-122.219 20140915,3,2.75,1720,6720,1,7,1270,450,1947,0,47.6138,-122.298 20140806,3,1,1140,5258,1.5,6,1140,0,1911,0,47.5122,-122.383 20141021,3,2.5,1580,8541,2,7,1580,0,1990,0,47.3334,-122.289 20150220,6,3,2980,7200,1.5,8,2980,0,1911,0,47.6366,-122.362 20140625,3,2.75,2210,4000,2,8,2210,0,2008,0,47.6954,-122.017 20150408,4,2.75,3840,10004,1,9,2110,1730,1963,0,47.5606,-122.225 20140731,3,1.5,1510,6600,1,6,1510,0,1938,0,47.4821,-122.331 20140812,3,2,1210,6634,1,7,1210,0,1985,0,47.4097,-122.193 20141219,8,3.75,3460,4600,2,7,2860,600,1987,0,47.6617,-122.289 20140925,4,1,1360,8136,1,7,1360,0,1948,0,47.7366,-122.333 20150408,4,2.5,2030,5754,2,8,2030,0,2001,0,47.3542,-122.137 20150123,3,2.5,1750,6351,2,7,1750,0,2012,0,47.2589,-122.256 20140718,3,1,990,9950,1,7,990,0,1961,0,47.5104,-122.171 20150226,3,1.75,2660,7800,1,8,1330,1330,1951,0,47.6993,-122.378 20141125,3,2,1340,3000,2,7,1340,0,1905,0,47.6857,-122.349 20150122,4,3,2600,29539,1,8,2600,0,1994,0,47.746,-122.231 20140625,4,2.5,2690,4736,2,7,2690,0,2001,0,47.6869,-122.036 20150324,3,1.75,1700,11613,1,7,1180,520,1977,0,47.2874,-122.187 20140913,3,1.5,1690,161913,1,7,1430,260,1952,0,47.356,-122.189 20140627,3,1,1060,7473,1,7,1060,0,1959,0,47.3699,-122.309 20141209,3,1.75,1910,8329,1,8,1910,0,2004,0,47.19,-122.016 20150427,2,1,710,6300,1,6,710,0,1942,0,47.5155,-122.374 20140822,2,1,900,8374,1,7,900,0,1984,0,47.7282,-122.225 20140703,4,2.25,2230,7200,1,7,1300,930,1963,0,47.7648,-122.33 20140611,4,2.75,3370,6675,1,8,1920,1450,1948,0,47.5887,-122.291 20150330,6,3.5,3000,6320,2,8,2400,600,1969,0,47.562,-122.279 20150129,3,1.75,1230,10725,1,7,1230,0,1980,0,47.4431,-121.772 20140625,4,4,3570,8250,2,10,2860,710,2015,0,47.5784,-122.226 20141218,2,1.75,1210,4141,1,7,910,300,1942,0,47.686,-122.382 20141216,4,2.5,2510,5436,2,8,2510,0,2011,0,47.6894,-122.016 20150304,4,2.5,2940,12600,1,8,1850,1090,1974,0,47.6294,-122.062 20140820,4,2.5,3190,38119,2,9,3190,0,1988,0,47.6698,-122.044 20150310,3,3.5,1370,1764,2,8,1180,190,2000,0,47.6511,-122.368 20150224,3,1.75,1370,1990,3,9,1370,0,2014,0,47.6434,-122.324 20140506,4,1.75,1500,11600,1,7,1000,500,1955,0,47.7373,-122.241 20140618,4,2.5,2660,12672,1,8,1740,920,1960,0,47.3334,-122.323 20150420,3,2.5,1880,3054,2,8,1880,0,1988,0,47.6091,-122.147 20150126,4,3.5,3010,6202,2,9,3010,0,2005,0,47.5533,-121.993 20150407,3,1,1120,7320,1,7,1120,0,1954,0,47.5103,-122.382 20150325,4,2,1540,3740,1,7,770,770,1946,0,47.6886,-122.375 20140909,4,1,1440,8320,1.5,7,1440,0,1946,0,47.7529,-122.318 20140609,4,3,3150,7778,2,9,3150,0,2000,0,47.5972,-122.018 20140924,3,2.5,2260,9577,2,8,1700,560,1925,2004,47.6928,-122.399 20140811,4,2.75,3390,6298,2,9,3390,0,2011,0,47.5906,-122.062 20140723,3,2,1420,1369,2.5,9,1340,80,2007,0,47.6472,-122.357 20150318,4,2.5,3500,11306,2,9,3500,0,2005,0,47.5428,-121.861 20150121,3,3.25,4030,6300,2,10,3630,400,2006,0,47.6664,-122.276 20150401,2,1.75,1240,4120,1,7,890,350,1906,0,47.6689,-122.314 20140904,2,1,790,6426,1,6,790,0,1944,0,47.4933,-122.245 20140623,2,1,1080,3500,1,7,1080,0,1924,0,47.6667,-122.356 20140805,6,2.75,3600,9675,1,9,1940,1660,1977,0,47.5726,-122.213 20141110,3,1,1210,3720,2,8,1210,0,1930,0,47.6317,-122.301 20150409,4,3,2490,5706,2,9,2490,0,2005,0,47.3509,-122.165 20141107,3,1.75,1860,48076,1.5,8,1860,0,1929,0,47.5051,-122.461 20141027,3,2,1990,203861,1,7,1990,0,1949,0,47.2507,-122.039 20141223,4,2.5,3580,97574,2,9,3580,0,2004,0,47.3901,-122.071 20150504,4,1.5,2120,5000,2,8,2120,0,1900,0,47.6024,-122.296 20141030,2,1,1070,2754,1,7,830,240,1924,0,47.6755,-122.331 20150323,2,1,1140,10152,1,6,760,380,1942,0,47.7369,-122.321 20140917,2,2.5,2470,8840,2,8,1780,690,2001,0,47.5693,-122.301 20150115,3,1.75,1800,5816,1,7,900,900,1947,0,47.6529,-122.407 20150508,3,3,1520,7500,1,7,1180,340,1967,0,47.7276,-122.181 20140711,4,4.75,4575,24085,2.5,10,3905,670,1926,0,47.6263,-122.284 20140606,3,2.5,2670,12187,2,8,2670,0,1986,0,47.6677,-122.15 20140626,3,2.5,1980,13964,1,7,1980,0,1959,0,47.571,-122.227 20150416,3,1.5,1790,4800,1.5,8,1790,0,1912,0,47.6332,-122.362 20140710,4,2,1840,5419,1,7,920,920,1942,0,47.6483,-122.404 20150316,3,1,2040,7936,1,8,1680,360,1940,0,47.7028,-122.385 20150413,0,0,844,4269,1,7,844,0,1913,0,47.2781,-122.25 20140618,3,2,2020,5500,1.5,10,1790,230,1937,0,47.6388,-122.409 20140604,3,1.5,2080,5244,1,7,1190,890,1959,0,47.7144,-122.293 20150415,3,1.5,1680,8000,1.5,7,1680,0,2012,0,47.6923,-121.869 20141030,5,3.25,2360,3873,2,8,1990,370,2006,0,47.5635,-122.299 20141106,2,1.75,1930,5570,1,8,1930,0,2005,0,47.7173,-122.034 20141017,3,1.75,1530,8829,1,8,1530,0,1972,0,47.545,-122.171 20140709,2,2.25,2290,9772,1,8,2290,0,2007,0,47.7199,-122.025 20140925,3,1.75,1210,9635,1,7,1210,0,1987,0,47.7382,-121.98 20140828,2,1,1000,4500,1,6,1000,0,1916,0,47.4896,-122.204 20141125,2,1,1000,8212,1,7,1000,0,1947,0,47.7444,-122.341 20140609,3,2.5,2260,4165,2,7,2260,0,2005,0,47.5922,-122.008 20150507,3,2.25,1960,1985,2,7,1750,210,2003,0,47.5419,-122.289 20140924,4,2.25,3180,6105,2,10,3180,0,1905,0,47.6255,-122.314 20140807,3,2.5,1470,1571,2,8,1180,290,2007,0,47.5722,-122.387 20150508,4,2,1170,4000,1,7,1170,0,1955,0,47.5797,-122.305 20140502,4,2.5,1940,10500,1,7,1140,800,1976,0,47.683,-122.114 20150323,5,2,1820,5054,1,7,910,910,1970,0,47.5547,-122.299 20150121,3,1.75,1400,7405,1,7,1400,0,1961,0,47.7569,-122.334 20141023,4,3.75,2540,20662,2,10,2540,0,1998,0,47.5882,-122.01 20141117,3,2.5,2690,17461,2,10,2690,0,1997,0,47.654,-122.088 20140523,4,1.75,1814,5000,1,7,944,870,1951,0,47.684,-122.281 20140813,5,2.5,1720,10202,1.5,7,1720,0,1970,0,47.4572,-122.167 20141202,4,2.25,2600,28600,1,8,1810,790,1968,0,47.7757,-122.139 20140729,5,2.5,2880,9000,1,8,1440,1440,1966,0,47.5456,-122.179 20140812,3,1,1250,9472,1,6,1250,0,1972,0,47.495,-122.154 20150317,2,1,700,5829,1,6,700,0,1945,0,47.6958,-122.357 20141209,4,2.75,2670,6780,2,8,1630,1040,1908,0,47.5131,-122.256 20141022,4,3.25,3070,10375,2,10,2180,890,1962,2005,47.5862,-122.198 20140615,5,3,2430,8000,1,7,1370,1060,1957,0,47.603,-122.12 20141016,4,3,3110,18843,2,9,3110,0,1995,0,47.4619,-122.154 20150409,3,2.5,2075,39553,1,7,2075,0,2012,0,47.3601,-122.032 20140924,4,2.5,2280,2432,2,8,1520,760,1921,0,47.6605,-122.355 20141218,3,1.75,1480,9375,1,7,1480,0,1957,0,47.5076,-122.366 20140725,3,1.75,2040,11294,1,7,1340,700,1952,0,47.5923,-122.197 20150430,3,1,990,7420,1,6,990,0,1960,0,47.2898,-122.221 20140610,5,2.25,1970,15247,1,7,1450,520,1986,0,47.5669,-121.905 20150508,3,1,1310,7125,1,7,1310,0,1978,0,47.3739,-122.148 20140723,5,2.75,1340,11583,1,7,1190,150,1962,0,47.709,-122.214 20141216,3,1.75,1370,14030,1,8,1370,0,1977,0,47.2969,-122.163 20140804,3,1,1590,5400,1,8,1280,310,1948,0,47.5509,-122.261 20140620,4,2.5,3040,6587,2,7,3040,0,2003,0,47.683,-122.039 20140724,3,1,1300,14000,1,7,1300,0,1958,0,47.4213,-122.322 20141103,3,2.25,2420,5304,1.5,7,1640,780,1947,0,47.6765,-122.285 20150108,5,4,5840,11652,2,11,4410,1430,1988,0,47.5835,-122.202 20150123,3,2.25,1570,9500,1,7,1070,500,1977,0,47.6843,-122.185 20141104,3,2,1550,8300,1,8,1550,0,1965,0,47.4654,-122.195 20140521,3,1,1010,25000,1,6,1010,0,1966,0,47.6927,-121.901 20150424,4,1.5,2020,8474,1,7,1010,1010,1962,0,47.4579,-122.17 20140718,4,2.75,2910,10650,1,8,1780,1130,1975,0,47.6658,-122.188 20150304,4,3.5,2890,5911,2,9,2370,520,2014,0,47.5754,-122.071 20141015,5,2.5,2620,8050,1,8,1520,1100,1975,0,47.6919,-122.115 20150422,4,3,2483,5701,2,8,2483,0,2005,0,47.3623,-122.199 20150511,5,3.5,4750,8234,2,10,3350,1400,2013,0,47.3574,-122.318 20141209,3,1,1210,8000,1,6,1210,0,1954,0,47.4211,-122.314 20140803,4,1,1360,5766,1.5,7,1360,0,1951,0,47.6827,-122.289 20141010,4,2.5,1970,7098,2,7,1970,0,2007,0,47.3576,-122.058 20150116,4,2.5,2650,9065,2,7,2650,0,2000,0,47.7258,-121.959 20140710,5,2,2310,13430,1.5,8,2310,0,1966,0,47.6395,-122.203 20140626,3,1,1170,6700,1,8,1170,0,1957,0,47.7122,-122.29 20150512,3,2.5,1680,4308,2,7,1680,0,2004,0,47.4802,-122.179 20150127,2,1,860,6000,1,6,860,0,1945,0,47.2109,-121.985 20140626,3,2.5,3240,8016,2,8,2910,330,2004,0,47.5382,-121.877 20140515,5,1.75,2000,3750,2,7,2000,0,1921,0,47.6618,-122.355 20141226,3,1.75,1620,10000,1.5,6,1620,0,1918,0,47.5091,-122.262 20150114,3,1,1580,8308,1.5,7,1580,0,1948,0,47.5075,-122.379 20140512,3,1.5,1620,6630,1,8,1280,340,1954,0,47.6948,-122.394 20150126,3,1.75,2650,7378,1,7,1460,1190,1952,0,47.7525,-122.315 20140922,2,2,1780,3810,1.5,7,980,800,1922,0,47.6474,-122.362 20140728,4,1.75,1690,10854,1,7,1690,0,1977,0,47.5241,-122.199 20141028,5,2.5,2070,4698,2,7,2070,0,1999,0,47.3539,-122.024 20140919,4,2,1440,7641,1,5,1440,0,1943,0,47.508,-122.183 20141113,2,1,1580,2199,2,8,1580,0,1921,1995,47.6541,-122.329 20140826,2,1,1430,13300,1.5,6,1230,200,1921,0,47.6996,-122.203 20150128,4,2.5,2120,6754,2,7,2120,0,1998,0,47.3629,-122.184 20140616,3,2.5,1350,1186,2,8,1120,230,2007,0,47.6786,-122.375 20150323,4,1.5,2000,6778,1,7,1170,830,1962,0,47.3708,-122.311 20150320,5,3.25,3080,13394,1,9,2230,850,1968,0,47.6651,-122.19 20140527,3,1,1600,5952,1,7,1150,450,1964,0,47.5292,-122.362 20150316,4,1.75,1400,6650,1.5,6,1400,0,1942,0,47.4888,-122.332 20140924,4,2.5,2598,5553,2,9,2598,0,2014,0,47.3412,-122.178 20150209,3,2.25,1530,7906,1,7,1150,380,1980,0,47.4418,-122.136 20141028,5,2.5,2720,8120,1,7,1360,1360,1970,0,47.557,-122.308 20140522,2,1,590,10945,1.5,5,590,0,1983,0,47.3364,-122.033 20140516,4,2.5,2110,3750,2,8,2110,0,2000,0,47.6789,-122.363 20140702,3,4.5,3850,62726,2,10,3120,730,2013,0,47.6735,-122.058 20140825,3,1,1220,6000,1,7,1220,0,1968,0,47.3245,-122.209 20140730,3,1,1040,10080,1,6,1040,0,1959,0,47.329,-122.343 20140828,4,1.5,1430,8775,1,7,1030,400,1979,0,47.3034,-122.383 20141119,2,1.5,1010,6000,1,7,1010,0,1923,0,47.498,-122.222 20140915,4,2.25,1930,8925,1,8,1930,0,1974,0,47.4501,-122.128 20141028,3,2,1690,6790,1,7,1360,330,1979,0,47.2981,-122.38 20141017,3,1.75,1500,19113,1,7,1500,0,1984,0,47.6976,-121.916 20150316,3,1,1220,71191,1,6,1220,0,1952,0,47.3261,-122.353 20140709,3,2.75,2820,5348,2,9,2820,0,2008,0,47.7073,-122.118 20141002,4,2.5,3470,4160,2,9,2480,990,1927,0,47.63,-122.363 20140618,4,2.5,2920,7700,2,9,2920,0,2003,0,47.7351,-121.975 20140702,4,2.75,2620,6178,2,8,2620,0,2013,0,47.4823,-121.771 20150423,5,2.5,2180,8240,1,8,1220,960,1977,0,47.3122,-122.191 20150116,4,3.5,3570,27699,2,11,3570,0,1990,0,47.7173,-122.098 20140617,3,2,1380,7476,1,7,1380,0,1989,0,47.3336,-122.272 20140513,3,1.5,1240,7735,1,7,1240,0,1957,0,47.601,-122.122 20140729,4,2.5,3230,21781,2,9,3230,0,1993,0,47.6318,-122.01 20140723,5,2.75,3010,5398,2,9,3010,0,2014,0,47.6067,-122.053 20150414,3,1,1460,8227,1,6,880,580,1948,0,47.7009,-122.301 20150408,3,2.75,2130,1400,2,9,1080,1050,2010,0,47.5661,-122.29 20140815,3,2.75,2930,218235,2,8,2930,0,1990,0,47.5481,-121.886 20140626,2,1.75,1390,4482,1,8,1390,0,1980,0,47.3785,-122.32 20150403,4,2.5,2520,9604,2,9,2520,0,1990,0,47.3893,-122.216 20140616,4,2.5,2960,5054,2,9,2960,0,2006,0,47.3601,-122.035 20150324,5,3.25,3960,6352,2,10,3960,0,2014,0,47.5806,-122.055 20140925,4,2.25,2130,8499,1,7,1600,530,1975,0,47.3657,-122.21 20150225,4,2.5,2340,19850,2,9,2340,0,1993,0,47.7672,-122.306 20150324,3,2.5,1950,18533,2,8,1950,0,1988,0,47.5647,-121.903 20141007,5,1.5,1940,10202,1.5,7,1940,0,1940,0,47.7213,-122.31 20150312,3,1,1040,9750,1,7,1040,0,1959,0,47.4553,-122.274 20140613,5,2.75,3320,23760,2,8,2190,1130,1975,0,47.7498,-122.146 20150401,3,1,1060,7473,1,7,1060,0,1959,0,47.3699,-122.309 20150326,4,1.75,1910,8250,1,7,1910,0,1959,0,47.6131,-122.123 20141022,2,0.75,760,33801,1,4,760,0,1931,0,47.4703,-122.076 20140916,4,1.5,1330,5750,1.5,7,1330,0,1915,0,47.5681,-122.384 20150417,3,1.5,1460,13503,1,6,1460,0,1977,0,47.3119,-122.015 20141014,2,2.25,2470,7658,1,8,1480,990,1954,0,47.653,-122.416 20140707,3,2.5,1990,12793,2,8,1990,0,1993,0,47.7347,-122.226 20150513,3,2.25,2510,9900,1,8,1610,900,1978,0,47.2988,-122.374 20141204,3,1,1080,4930,1,6,1080,0,1950,0,47.5209,-122.374 20140508,6,3,3510,5760,2.5,10,3510,0,1906,0,47.6263,-122.312 20150416,3,2,1840,3075,1,7,920,920,1928,0,47.6894,-122.35 20150312,3,1.75,1310,7314,1,6,1310,0,1960,0,47.2888,-122.221 20140829,3,1,1160,4360,1,8,1160,0,1929,0,47.6718,-122.291 20140728,5,3.5,4800,14984,2,11,3480,1320,1998,0,47.5543,-122.148 20141013,4,4,3280,8448,2,10,3280,0,2007,0,47.5818,-121.973 20141010,3,1,1080,16000,1,6,1080,0,1952,0,47.2873,-122.251 20150318,3,2.5,1590,9736,2,7,1590,0,1985,0,47.33,-122.278 20150417,4,3.5,3100,15842,2,8,2400,700,1996,0,47.7466,-122.242 20140623,6,2.75,2660,8400,1,8,1550,1110,1962,0,47.549,-122.173 20141118,4,2.25,1500,5393,2,7,1500,0,1999,0,47.3378,-122.263 20141224,3,2,1610,13309,1,7,1610,0,1967,0,47.3398,-122.133 20140820,3,1,1340,7000,1,7,1340,0,1978,0,47.3742,-122.149 20150504,3,1.5,1750,5400,1,7,1050,700,1952,0,47.6799,-122.279 20140508,5,2.25,2440,20828,1.5,8,2440,0,1975,0,47.3762,-122.158 20140916,2,2,1510,3961,1,8,1510,0,2010,0,47.709,-122.018 20141118,3,1.5,1390,12500,1,6,1390,0,1976,0,47.6496,-121.908 20140807,4,1,1550,4750,1.5,7,1550,0,1919,0,47.6824,-122.389 20140716,3,1.75,1950,19747,1,7,1150,800,1979,0,47.7685,-122.162 20150414,2,1,770,5185,1,7,770,0,1947,0,47.5459,-122.379 20150325,3,1,880,10800,1,6,880,0,1942,0,47.4949,-122.338 20140526,3,1,1140,5000,1,7,1140,0,1960,0,47.5535,-122.362 20150313,3,1.75,1810,10625,1,8,1370,440,1973,0,47.5322,-122.049 20150424,4,1,1220,8500,1.5,6,1220,0,1916,0,47.4792,-122.277 20141104,4,2,2630,9663,1,8,1330,1300,1956,0,47.4841,-122.19 20140903,4,1,1420,6000,1.5,7,1420,0,1950,0,47.6844,-122.302 20140825,4,2.5,2600,11280,1.5,7,1570,1030,1961,0,47.336,-122.304 20141103,5,2.25,3220,9603,2,8,3220,0,1972,0,47.6474,-122.11 20150105,2,1,960,8236,1,6,960,0,1948,0,47.4698,-122.166 20141010,4,1.75,1820,6600,1,7,1820,0,1960,0,47.606,-122.135 20150413,4,2.5,2070,4270,2,8,2070,0,2010,0,47.773,-122.265 20140710,2,2,2930,14057,1,8,1680,1250,1980,0,47.4025,-122.463 20150223,3,2,1190,6445,1,7,1190,0,1996,0,47.5057,-122.172 20141203,3,1.75,1520,5500,1.5,7,1520,0,1936,0,47.5839,-122.383 20140908,3,2.25,2530,45234,2,9,2530,0,1985,0,47.7221,-122.12 20141002,2,1,990,8760,1,7,990,0,1977,0,47.3302,-122.305 20150326,4,3,2460,9606,1,8,2460,0,2012,0,47.4889,-122.317 20150312,3,3.5,3780,8295,2,9,2430,1350,1951,0,47.6394,-122.29 20150428,5,2.75,2844,3990,2,8,2844,0,2013,0,47.3259,-122.167 20140627,2,2.25,1330,10838,2,8,1330,0,1985,0,47.7689,-122.241 20150409,4,1.75,1770,12875,1,8,1770,0,1988,0,47.7438,-122.247 20140820,3,1.75,2060,5721,1,9,1140,920,1964,0,47.5268,-122.388 20150402,4,3,1920,12040,1,7,1920,0,1962,0,47.4805,-122.301 20141222,5,3.25,4110,7920,2,9,3150,960,1921,0,47.617,-122.282 20141126,3,2,1580,4010,1,7,790,790,1909,0,47.6769,-122.371 20140820,3,1.5,1290,8175,1,7,820,470,1952,0,47.6296,-122.205 20140801,5,2.5,1710,9720,2,8,1710,0,1974,0,47.5903,-122.157 20140801,4,4,4360,12081,2,10,4360,0,2007,0,47.6377,-122.219 20150324,4,1.75,2400,9900,1,7,1250,1150,1957,0,47.4631,-122.362 20140604,3,2.5,2060,4399,2,7,2060,0,2007,0,47.5415,-121.884 20150504,2,2.75,1370,1140,2,8,1080,290,2009,0,47.7053,-122.342 20141009,2,1,720,6345,1,6,720,0,1943,0,47.5201,-122.35 20140814,4,2.5,2080,11050,1,8,2080,0,1969,0,47.472,-122.119 20150428,3,2,1750,5750,1,7,870,880,1956,0,47.5579,-122.384 20140617,4,2.75,2630,7505,2,8,2630,0,1994,0,47.6846,-122.163 20140619,3,2,1790,42399,1,7,1790,0,1990,0,47.3143,-122.134 20150313,3,2.25,1420,8549,2,7,1420,0,1989,0,47.3576,-122.039 20150224,3,1.75,1530,7930,1,7,1530,0,1986,0,47.3609,-122.05 20140514,4,2.5,2190,7350,2.5,8,2190,0,1958,0,47.5786,-122.236 20150316,2,1,880,2400,1,6,760,120,1918,0,47.5643,-122.275 20141031,2,2.25,1530,981,3,8,1480,50,2006,0,47.6533,-122.346 20141204,5,2.5,2100,17825,1,7,1400,700,1974,0,47.3094,-122.191 20141030,3,2.25,1440,4667,2,7,1440,0,1985,0,47.5662,-122.017 20140930,3,1,940,8400,1,7,940,0,1958,0,47.5112,-122.167 20140624,3,2.5,1930,4500,2,8,1930,0,1990,0,47.5791,-122.001 20140529,2,2.25,1000,905,3,8,1000,0,2006,0,47.6842,-122.387 20140709,4,2.5,2100,8400,1,7,1240,860,1976,0,47.735,-122.17 20140722,3,2,1790,32379,1,7,1790,0,2007,0,47.4826,-121.698 20140604,4,2.5,2150,7303,2,8,2150,0,2005,0,47.5109,-122.183 20141216,3,1.5,1370,7853,1,7,1370,0,1962,0,47.5409,-122.18 20140923,4,2.75,2290,5249,2,7,2290,0,2003,0,47.4916,-122.162 20150427,3,1.75,1530,8800,1,7,1040,490,1967,0,47.4483,-122.158 20150409,4,1.75,1770,7336,1,8,1770,0,1986,0,47.4265,-122.163 20150408,4,1,1430,3600,1,6,980,450,1947,0,47.5343,-122.355 20150423,3,2.5,1810,1750,2,7,1350,460,1997,0,47.6513,-122.386 20150328,3,1,1510,6000,1,8,1170,340,1953,0,47.5168,-122.285 20150323,3,1.5,1520,6805,1,7,1040,480,1981,0,47.2907,-122.367 20140507,3,1.75,1500,6180,1,6,1060,440,1947,0,47.5689,-122.284 20140807,3,1.5,1900,7584,1,7,1900,0,1962,0,47.5091,-122.19 20140813,3,1.75,1150,7700,1,7,1150,0,1957,0,47.6048,-122.121 20141211,3,3.25,1480,1192,2,8,1180,300,2013,0,47.5556,-122.363 20140821,4,2.25,2120,9680,2,8,2120,0,1965,0,47.3367,-122.332 20140926,4,2.5,2500,5831,2,8,2500,0,2007,0,47.3454,-122.039 20140930,1,1,1090,8750,1,6,1090,0,1924,0,47.54,-122.269 20150116,2,2.25,1610,1968,2,7,1610,0,1979,0,47.5184,-122.196 20150217,2,1,1370,10038,1.5,7,1370,0,1922,0,47.719,-122.339 20140630,3,2.5,1460,1613,2,8,1180,280,2007,0,47.6781,-122.375 20141120,4,2,2090,40419,1,7,2090,0,1984,0,47.4691,-121.993 20140506,3,1,1510,6083,1,6,860,650,1940,0,47.6966,-122.324 20150130,3,3.25,3020,6073,2,9,3020,0,1954,0,47.6332,-122.29 20150401,4,1.75,1870,10450,1,8,1620,250,1978,0,47.5938,-122.154 20141015,3,1.75,1260,8614,1,7,1260,0,1985,0,47.3586,-122.056 20150223,3,1,1260,3230,1.5,7,1260,0,1907,0,47.644,-122.369 20150330,3,2.5,1720,6200,2,7,1720,0,2014,0,47.2137,-121.989 20141104,4,3.5,3560,4951,2,9,3560,0,2014,0,47.6178,-122.055 20140604,3,2,1540,7800,1,8,1540,0,2004,0,47.7041,-122.288 20150409,4,2.5,2970,9072,2,10,2970,0,1991,0,47.562,-122.114 20150402,2,1,910,22725,1,6,910,0,1926,0,47.7712,-122.299 20150213,2,1,1370,5000,1.5,7,1370,0,1905,0,47.6744,-122.383 20141201,4,3,3620,403693,2,9,3620,0,1980,0,47.2527,-121.98 20141112,4,2,2195,2681,1,7,1060,1135,1912,0,47.6965,-122.342 20141016,3,1.5,1940,4000,1.5,8,1310,630,1915,0,47.6205,-122.291 20150402,2,1,1520,4700,2,7,1520,0,1978,0,47.3187,-122.182 20150416,4,1.5,1850,3600,2,8,1660,190,1929,0,47.6376,-122.307 20141002,3,1,1810,7200,1,7,1130,680,1954,0,47.7493,-122.351 20141215,4,2,2120,9442,1,7,1060,1060,1968,0,47.7675,-122.226 20140711,4,2.5,2240,5500,2,8,2240,0,2013,0,47.496,-122.169 20141201,4,2.25,3270,6000,2,8,2180,1090,1909,0,47.6101,-122.286 20140723,3,2.5,1760,7601,2,8,1760,0,1992,0,47.2672,-122.313 20140728,5,2.75,3320,10500,1,7,2020,1300,1963,0,47.692,-122.166 20140815,4,3.25,3090,67518,2,10,3090,0,1988,0,47.6674,-122.046 20140826,3,2.5,2040,6000,1,8,1840,200,1951,0,47.6334,-122.35 20140627,2,1,700,4800,1,7,700,0,1922,0,47.6147,-122.3 20141112,4,2.5,3480,12164,1.5,11,3480,0,1984,0,47.6404,-122.171 20140707,4,2.25,2360,4000,2,9,2360,0,2013,0,47.6198,-122.289 20150508,4,1.75,1620,4240,1.5,7,1620,0,1916,0,47.5746,-122.311 20141120,4,1.75,1990,18900,2,7,1870,120,1929,0,47.5131,-122.313 20140521,4,2,2030,8120,2,7,2030,0,1950,0,47.4994,-122.261 20141117,3,1,1340,4120,1,7,1040,300,1921,0,47.6916,-122.352 20140519,4,2.5,1700,7280,2,7,1700,0,1988,0,47.4045,-122.171 20140909,3,1,1010,8906,1,7,1010,0,1968,0,47.3627,-122.108 20140617,4,3.5,3860,18334,2,10,3120,740,1996,0,47.7095,-122.075 20140924,1,1,2880,7560,1,7,1440,1440,1925,2014,47.537,-122.375 20150324,4,2.75,2220,11925,1,7,1560,660,1953,1985,47.6381,-122.205 20140608,4,2.5,1811,4381,2,8,1811,0,2007,0,47.454,-122.19 20150108,5,1.75,3290,8000,1,7,1790,1500,1968,0,47.3733,-122.214 20140702,3,2,1340,7200,1.5,7,1340,0,1923,0,47.5601,-122.265 20150126,4,1.75,2440,16730,1,7,1390,1050,1976,0,47.7406,-122.11 20140602,3,1,950,13475,1,7,950,0,1950,0,47.7543,-122.306 20140808,2,1,1010,4120,2,6,1010,0,1907,1953,47.488,-122.2 20140722,3,1,1250,7920,1,7,1250,0,1960,0,47.4853,-122.126 20141008,4,2,2500,36900,1,7,1540,960,1972,0,47.3708,-122.049 20150223,4,2.75,2760,8160,1.5,8,1780,980,1940,0,47.7248,-122.365 20140507,4,2,2510,13695,1,7,1280,1230,1961,2001,47.7005,-122.174 20140701,3,2.5,2375,4094,2,9,2375,0,2002,0,47.6627,-122.086 20140904,4,2.5,1540,1994,2,8,1540,0,2014,0,47.5526,-121.999 20140825,3,2.5,2560,43608,2,9,2560,0,2002,0,47.7614,-122.026 20150323,4,2.25,3440,35025,2,10,3440,0,1988,0,47.6674,-122.055 20141125,3,2,1760,2875,2,7,1290,470,1988,0,47.5602,-122.378 20141003,3,1.75,1170,9085,1,7,1170,0,1967,0,47.2808,-122.354 20141030,4,3.5,3200,8049,1,8,2700,500,1980,0,47.5841,-122.172 20141022,3,2.5,2760,11287,2,10,2000,760,1991,0,47.739,-122.264 20150106,3,2,1350,8960,1,7,1350,0,1986,0,47.3614,-122.045 20140602,3,2.25,3020,43560,2,10,2720,300,1969,0,47.6456,-122.173 20150420,3,1.75,1890,100623,1,8,1890,0,1978,0,47.6454,-121.978 20150212,3,1,1250,10744,1,6,1250,0,1942,0,47.4226,-122.327 20141031,4,1,1870,4992,1.5,7,1670,200,1940,0,47.6437,-122.396 20140721,3,1.5,1560,9600,1,7,1560,0,1961,0,47.6918,-122.163 20140611,3,2.25,1630,2520,2,7,1630,0,2005,0,47.5493,-121.998 20150206,3,1.5,2480,9900,2,10,2130,350,1940,0,47.7018,-122.381 20140924,4,1.75,1910,8117,1,7,1460,450,1975,0,47.7344,-122.173 20141212,3,1.75,1560,14288,1,6,780,780,1944,0,47.7183,-122.306 20150318,3,1.5,1280,7742,1,7,1280,0,1962,0,47.3947,-122.197 20140904,3,2.5,1610,1728,3,8,1610,0,2000,0,47.6776,-122.318 20141014,2,1,750,6439,1,6,750,0,1934,0,47.6995,-122.354 20140724,2,2,1980,6000,1.5,7,1220,760,1906,0,47.6809,-122.351 20150305,3,2,1790,11430,1,7,1190,600,1985,0,47.6319,-122.035 20150225,3,2,1250,1306,3,7,1250,0,2000,0,47.6705,-122.39 20150114,2,1.75,1090,3272,1,8,1090,0,1970,0,47.3794,-122.32 20150326,3,2.5,1770,3451,2,7,1770,0,2004,0,47.4325,-122.197 20141126,3,2.5,1320,3150,2,7,1320,0,2005,0,47.5328,-122.282 20140608,4,3.25,4420,7850,2,11,3150,1270,2001,0,47.572,-122.102 20150317,1,1,620,2380,1,6,620,0,1900,0,47.6746,-122.326 20140813,4,1,1150,6000,1.5,6,1150,0,1907,0,47.562,-122.283 20140604,4,2.5,3290,6203,2,9,3290,0,2008,0,47.5441,-121.86 20141204,2,1,700,8301,1,6,700,0,1953,0,47.7712,-122.323 20140801,4,2.75,2780,6207,2,8,2780,0,2001,0,47.6867,-122.038 20141004,2,1.75,1210,1189,2,8,1210,0,2014,0,47.5526,-121.998 20140812,4,2.5,2370,10580,2,8,2370,0,1966,0,47.464,-122.192 20150126,4,2.25,1870,7700,2,7,1870,0,1977,0,47.6937,-122.127 20141113,2,1,790,6000,1,7,790,0,1948,0,47.5543,-122.273 20140924,4,2,2020,7767,1,8,2020,0,1995,0,47.3391,-122.309 20140502,5,2.5,2820,67518,2,8,2820,0,1979,0,47.5794,-122.025 20140617,4,2.5,2490,12929,2,9,2490,0,1983,0,47.6161,-122.021 20140902,3,1,840,8400,1,6,840,0,1959,0,47.3277,-122.343 20140724,5,4,3600,14720,1,8,1800,1800,1960,0,47.7022,-122.227 20141212,4,1.75,1700,7800,1,8,1700,0,1975,0,47.651,-122.119 20140716,3,3,2110,4000,1,7,1110,1000,1965,0,47.5696,-122.375 20140731,2,1,730,5040,1,6,730,0,1927,0,47.5387,-122.374 20140521,4,2.5,2220,4228,2,8,2220,0,2014,0,47.5014,-122.341 20141018,5,2.75,2500,7140,1,7,1250,1250,1968,0,47.6225,-122.108 20150305,3,2,1560,32137,1,7,910,650,1976,0,47.3197,-122.117 20140529,3,3,2600,5238,1.5,9,1890,710,1989,0,47.3448,-122.327 20140716,4,2.5,3274,4950,2,9,3274,0,2014,0,47.2603,-122.195 20140701,2,1,1080,7775,1,6,1080,0,1955,0,47.5447,-122.394 20150428,3,1.75,1630,10001,1,7,1100,530,1977,0,47.3605,-122.12 20150403,4,2.5,1830,7762,2,8,1830,0,1993,0,47.267,-122.31 20141120,3,2.5,1870,3118,2,8,1870,0,1993,0,47.3739,-122.056 20140726,4,2.25,2130,10650,2,8,2130,0,1977,0,47.5567,-122.159 20141110,2,2,1600,5643,1,7,1600,0,1954,0,47.6968,-122.279 20140924,4,2,1260,8400,1,6,1260,0,1991,0,47.1946,-122 20150428,3,2.5,2160,15817,2,8,2160,0,1999,0,47.4166,-122.183 20140626,3,1,1140,27760,1,6,1140,0,1981,0,47.5372,-121.972 20150113,4,1.75,2400,10050,1,8,2400,0,1957,0,47.6339,-122.124 20150303,1,1,780,4000,1,5,780,0,1905,0,47.5424,-122.321 20141216,4,2.75,2810,7302,2,9,2810,0,2002,0,47.5985,-121.977 20140703,4,2.5,2300,6448,2,8,2300,0,2001,0,47.3813,-122.204 20140714,2,1,1150,3600,1,6,1150,0,1910,0,47.5729,-122.31 20141002,3,1.75,2080,87991,1,6,1040,1040,1970,0,47.6724,-121.865 20150416,6,3,2510,5310,1,7,1460,1050,1944,0,47.5533,-122.304 20150114,3,2.5,2140,4126,2,8,1960,180,2005,0,47.5368,-122.073 20140923,3,1.75,1770,7875,1,7,1170,600,1958,0,47.606,-122.125 20140814,3,2.5,2150,9266,2,8,2150,0,1988,0,47.7445,-122.248 20150428,6,2,2400,7684,1,6,1200,1200,1932,2005,47.7705,-122.269 20140801,3,1,1100,5734,1,7,1100,0,1955,0,47.3632,-122.174 20140926,3,2.5,2620,14096,2,9,2620,0,1989,0,47.3513,-122.1 20140509,3,1.75,1300,5413,1.5,7,1300,0,1925,1992,47.6988,-122.32 20140715,3,2.5,1620,2640,2,7,1620,0,1900,1993,47.6036,-122.305 20150514,4,3.5,2630,3757,2,10,2200,430,2008,0,47.5322,-122.075 20150407,2,1.75,1370,3125,1,7,1090,280,1950,0,47.6492,-122.391 20150217,2,1,840,4000,1,6,840,0,1942,0,47.5531,-122.307 20150217,3,2.5,1630,1971,2,8,1630,0,1996,0,47.7753,-122.375 20140512,4,3.25,4700,38412,2,10,3420,1280,1978,0,47.6445,-122.167 20140619,3,1,1050,8498,1,7,1050,0,1959,0,47.4043,-122.202 20140801,4,1.75,2460,7560,2,8,2460,0,1952,0,47.7256,-122.367 20140926,4,1.75,2270,27122,1,8,1300,970,1957,0,47.7637,-122.281 20140905,3,1,980,7228,1.5,7,980,0,1946,0,47.7294,-122.353 20150505,3,1.75,1430,10350,1,7,1430,0,1959,0,47.6353,-122.123 20140618,6,3,3020,13783,2,8,3020,0,1952,2002,47.5722,-122.226 20140605,5,3,2440,4750,1,9,1450,990,2006,0,47.5485,-122.302 20150422,3,1.5,1900,9994,1,7,1120,780,1960,0,47.4729,-122.301 20140509,3,1.75,1750,11340,1,7,1300,450,1987,0,47.6099,-122.058 20150109,4,2.5,3180,5405,2,7,3180,0,2001,0,47.4905,-122.14 20141119,5,1,1810,11205,1.5,7,1810,0,1915,0,47.5099,-122.262 20150126,4,2,2130,9579,1,7,1250,880,1968,0,47.3069,-122.271 20141218,3,1,1410,40500,1,7,1410,0,1961,0,47.3199,-122.1 20150321,3,2,1260,2500,1,7,750,510,1987,0,47.6748,-122.371 20140626,4,2.25,2260,7200,2,7,2260,0,1984,0,47.4121,-122.183 20140924,2,1.75,2320,6250,1,7,1400,920,1948,0,47.5468,-122.386 20140728,3,2.5,1690,4584,2,7,1690,0,2002,0,47.6866,-122.043 20150225,4,2.25,2310,36136,2,9,2310,0,1977,0,47.7506,-122.122 20150507,3,2.25,1580,7034,1,7,1180,400,1989,0,47.3564,-122.04 20150226,5,2,2900,11970,2,7,2900,0,1969,0,47.741,-122.095 20141001,2,1,1070,2196,1,7,880,190,1917,0,47.5726,-122.308 20150504,3,1.75,1490,3800,1,6,700,790,1913,0,47.5554,-122.27 20140515,3,2.25,1980,40887,1,8,1980,0,1980,0,47.6478,-122.029 20150421,3,1,1420,6000,1,6,1420,0,1941,0,47.4913,-122.336 20140624,2,1,650,5400,1,6,650,0,1950,0,47.6185,-122.295 20141118,3,1,1520,8055,1.5,7,1520,0,1952,0,47.7222,-122.305 20140717,3,2,1420,6788,2,7,1420,0,1990,0,47.2887,-122.351 20141110,4,1.5,1370,3708,1.5,7,1370,0,1926,0,47.6849,-122.363 20140717,3,1.75,2100,6874,1,7,1300,800,1943,0,47.6724,-122.279 20140701,2,2.5,2510,14878,2,10,2510,0,1990,0,47.7525,-122.205 20140604,1,1,650,15364,1,5,650,0,1967,0,47.3721,-122.159 20140721,2,2.25,1170,1313,3,8,1170,0,2007,0,47.6712,-122.378 20141023,4,1,1270,3630,1.5,7,1270,0,1903,0,47.6135,-122.307 20150210,3,2.5,1626,1583,2.5,8,1419,207,2007,0,47.6031,-122.309 20141009,4,1,1480,7560,1.5,7,1480,0,1940,0,47.7079,-122.358 20140902,2,1,800,4533,1,6,600,200,1929,0,47.6979,-122.325 20140813,4,3,3310,4500,2.5,9,2910,400,1900,0,47.6594,-122.345 20141007,3,1,1130,5758,1,7,960,170,1939,0,47.6413,-122.401 20140827,4,3.75,4133,361548,2,11,4133,0,2000,0,47.7479,-121.972 20140630,3,2.25,1470,4322,2,7,1470,0,1985,0,47.5672,-122.018 20140905,4,2.5,2650,6000,2,9,2650,0,2000,0,47.3768,-122.028 20150119,5,1.75,2190,8250,1,7,1190,1000,1963,0,47.4887,-122.223 20140804,3,1,1030,7620,1,7,1030,0,1953,0,47.5281,-122.375 20140715,3,1,1030,5350,1,7,1030,0,1924,2009,47.4905,-122.206 20140721,3,2.5,2050,15020,1,9,1600,450,1960,0,47.759,-122.371 20140820,4,2,2360,7440,1,7,1180,1180,1955,0,47.5044,-122.245 20150427,3,1.75,1940,7306,1,8,1470,470,1982,0,47.6632,-122.153 20150224,3,2.25,2720,54450,2,11,2720,0,1997,0,47.5473,-122.092 20140717,3,1.75,1490,10844,1,7,1210,280,1974,0,47.6208,-122.106 20140605,3,2.5,2600,5540,2,8,2600,0,2004,0,47.3446,-122.041 20140605,4,2.5,2390,6426,2,9,2390,0,1999,0,47.2586,-122.221 20140722,4,3.75,4520,9240,1.5,10,3270,1250,1992,0,47.5897,-122.229 20141124,3,1.75,1530,26642,1,7,1180,350,1988,0,47.7422,-122.097 20140506,3,2,1270,1320,3,8,1270,0,2006,0,47.6937,-122.342 20150311,3,2.25,1900,7800,1,8,1390,510,1977,0,47.4545,-122.208 20140811,3,1.75,2220,216493,1,8,2220,0,1989,0,47.6624,-121.951 20140613,4,2.25,2010,7575,1,7,1220,790,1974,0,47.7328,-122.2 20140801,3,2.5,1500,9636,2,7,1500,0,1994,0,47.75,-122.176 20150202,4,4.5,5670,84267,2,11,5670,0,2008,0,47.323,-122.044 20140522,3,1,1040,6250,1,7,1040,0,1942,0,47.5526,-122.385 20150409,4,2.5,1520,3370,2,8,1520,0,1994,0,47.5696,-122.004 20141002,5,2.25,2340,7494,1,7,1170,1170,1951,0,47.448,-122.28 20150309,3,2.5,3020,4120,2,9,2360,660,2008,0,47.5714,-122.373 20140916,5,2.25,3070,64033,1,9,2730,340,1983,0,47.3238,-122.292 20140822,3,2,1800,11419,1,8,1800,0,1989,0,47.2623,-122.217 20150423,5,2.5,2890,15891,2,9,2890,0,1990,0,47.5286,-122.16 20141015,4,2.5,2380,5737,2,7,2380,0,2010,0,47.2815,-122.356 20141022,2,1,1500,8015,1,6,1500,0,1947,0,47.5027,-122.348 20140506,2,1,1030,4400,1,7,1030,0,1924,0,47.681,-122.361 20140711,4,3.25,3420,6752,2,9,3030,390,2012,0,47.517,-121.876 20141105,3,2,1870,5300,1,8,1870,0,2009,0,47.7106,-122.02 20150211,3,2.5,1750,6725,1,7,1330,420,1993,0,47.352,-122.058 20140520,3,1.5,1570,1050,2,8,1570,0,1915,0,47.6358,-122.356 20140820,4,2.75,2260,12005,1,8,2260,0,1956,1989,47.6342,-122.171 20140813,5,3.5,3530,218472,2,7,2380,1150,1999,0,47.7309,-121.905 20140813,4,2.75,3350,5416,2,9,3350,0,2014,0,47.6849,-122.016 20150303,4,1,1720,4410,1.5,7,1720,0,1928,0,47.6791,-122.402 20141112,2,2.5,2350,2390,3,10,2000,350,2007,0,47.5999,-122.286 20150320,3,1,1410,9384,1,7,1410,0,1948,0,47.7161,-122.33 20150429,3,1.5,1940,3570,2,8,1740,200,1916,0,47.6618,-122.325 20141030,2,2.25,1110,1290,3,8,1110,0,2006,0,47.6968,-122.34 20150114,3,2.75,2730,11936,2,8,1530,1200,1978,0,47.6987,-122.231 20141103,3,1,1110,7603,1,7,1110,0,1967,0,47.7262,-122.224 20150414,3,1.75,1000,8268,1,6,1000,0,1969,0,47.7417,-122.172 20140916,2,1,930,5400,1,7,930,0,1952,0,47.6971,-122.372 20140724,4,2.75,2020,15810,1,9,1620,400,1967,0,47.5921,-122.155 20150219,8,3,2850,12714,1,7,2850,0,1959,0,47.4859,-122.205 20150212,3,2,1824,7120,1,9,1824,0,2010,0,47.3457,-122.27 20140709,3,2,2660,192099,1,9,2660,0,1964,0,47.2098,-122.016 20141121,4,3,2500,6278,2,9,2500,0,2002,0,47.3325,-122.168 20140826,3,2,2040,5600,1,7,1120,920,1954,0,47.5959,-122.293 20140911,3,1,1440,5623,1,6,720,720,1922,0,47.696,-122.319 20150506,3,2.25,1960,1985,2,7,1750,210,2003,0,47.5417,-122.289 20150112,4,2.5,1820,11325,1,8,1390,430,1976,0,47.4574,-122.361 20140605,3,2,1463,868,3,7,1463,0,2003,0,47.6843,-122.317 20140910,3,2,1410,8384,1,7,1410,0,1985,0,47.3315,-122.263 20150501,3,1,1040,6720,1.5,7,1040,0,1951,0,47.7444,-122.294 20140710,2,1,860,10400,1,6,860,0,1983,0,47.3682,-122.096 20140729,5,2.5,2093,10350,1.5,7,2093,0,1963,0,47.4495,-122.17 20141223,3,1.5,1580,5000,1,8,1290,290,1939,0,47.687,-122.386 20141028,3,2.25,1630,3070,2,7,1630,0,2004,0,47.6785,-122.03 20150408,2,1,1160,5395,1,7,860,300,1940,0,47.7007,-122.354 20150421,3,2.5,1730,4004,2,7,1730,0,1999,0,47.4317,-122.328 20140512,3,2.5,3720,11610,2,11,3720,0,1982,0,47.636,-122.049 20141110,2,1,1110,3500,1.5,6,970,140,1912,0,47.6453,-122.327 20150330,5,2,2080,4000,1,6,1040,1040,1909,0,47.5858,-122.308 20150203,2,1,710,9000,1,6,710,0,1943,0,47.4811,-122.339 20141021,3,1.75,1530,7238,1,7,1530,0,1959,0,47.7629,-122.315 20140910,3,1,1190,7500,1,7,1190,0,1968,0,47.3248,-122.142 20140620,3,2.25,1750,1879,3,8,1750,0,2001,0,47.6722,-122.391 20140812,4,1.75,1940,15909,1,8,970,970,1974,0,47.7578,-122.094 20150218,3,2,1680,8080,1,8,1680,0,1987,0,47.6168,-122.045 20150316,3,1.75,1790,50529,1,7,1090,700,1965,0,47.3511,-122.073 20141003,3,1,1500,9416,1,8,1500,0,1952,0,47.7135,-122.332 20140805,1,1,740,5000,1,7,740,0,1923,0,47.5519,-122.292 20150225,3,1,1140,6120,1.5,7,1140,0,1926,0,47.6822,-122.309 20140903,3,2.5,1980,3128,2,8,1890,90,2009,0,47.5456,-122.016 20141223,4,2.5,3070,7207,2,10,2670,400,1927,0,47.6325,-122.29 20141118,3,1,950,4760,1.5,6,950,0,1929,0,47.5236,-122.348 20141007,3,3,1370,1001,3,8,1370,0,2009,0,47.7302,-122.355 20140827,3,2.5,2200,9696,2,8,2200,0,1987,0,47.4197,-122.205 20140918,3,2.5,2090,8505,2,8,2090,0,1951,1977,47.7195,-122.371 20150213,5,4.25,5040,9466,2,11,5040,0,2004,0,47.5282,-122.133 20141022,3,2.25,3400,10000,2,10,3400,0,1983,0,47.6846,-122.284 20141010,1,1,700,5621,1,6,700,0,1945,0,47.734,-122.353 20150113,3,1,1000,19969,1,7,1000,0,1951,0,47.6745,-122.197 20140521,3,1.75,2470,9620,1,7,1570,900,1962,0,47.3996,-122.32 20140530,3,1.5,2000,7350,1,8,2000,0,1953,0,47.7061,-122.368 20141218,3,3.5,2670,3000,2,9,1870,800,2014,0,47.6813,-122.372 20150507,3,2,1640,4714,1,8,1640,0,2009,0,47.3539,-122.021 20150114,3,2.25,1780,9315,2,7,1780,0,1996,0,47.7484,-122.353 20140802,2,2.5,1000,1092,2,7,990,10,2004,0,47.5419,-122.271 20140924,4,2.75,2420,7102,1,7,1670,750,1946,0,47.7042,-122.371 20140829,3,3,1850,12556,2,9,1850,0,1976,0,47.6286,-122.053 20150306,3,1,1010,7384,1,6,1010,0,1943,0,47.4905,-122.191 20141017,2,2.5,1370,3438,2,7,1370,0,1987,0,47.4606,-122.283 20140911,4,2.25,1910,5120,1,8,1300,610,1954,0,47.6534,-122.409 20140606,4,2.25,1740,8449,1,7,1170,570,1958,0,47.6079,-122.123 20140625,4,2.5,3070,8086,2,10,3070,0,2005,0,47.5399,-122.16 20140822,3,1,890,5965,1,7,890,0,1950,0,47.7518,-122.279 20140509,3,2.25,3000,11665,1.5,11,3000,0,2001,0,47.5884,-122.086 20141028,2,1.75,960,6200,1,7,960,0,1946,0,47.5551,-122.396 20140919,3,1,1510,4350,1.5,6,1510,0,1913,0,47.2052,-121.987 20140508,2,2.5,1360,1349,2,8,1050,310,1997,0,47.6254,-122.292 20141120,4,1.75,1790,5341,1,7,1050,740,1951,0,47.4663,-122.363 20140623,4,1.5,1890,43560,1,8,1890,0,1974,0,47.3267,-122.166 20141021,3,2.5,1320,4320,1,6,660,660,1918,0,47.5327,-122.347 20141125,3,1,1980,9540,1,7,1080,900,1949,0,47.7551,-122.353 20150114,6,4.5,3390,7200,2,8,2440,950,2007,0,47.5205,-122.288 20150420,3,2.5,2210,5750,2,7,1710,500,1914,2000,47.5525,-122.366 20141113,3,1,1200,7500,1,6,1200,0,1905,1989,47.4921,-122.275 20141231,4,1,1030,6621,1,6,1030,0,1955,0,47.4857,-122.221 20141015,2,2.5,1430,1201,3,8,1430,0,2009,0,47.6707,-122.381 20150508,3,1,910,5212,1,7,910,0,1951,0,47.6742,-122.284 20150403,4,2,1580,6250,1,7,860,720,1977,0,47.7659,-122.31 20140604,3,1.75,2190,12626,2,8,2190,0,1978,0,47.3845,-122.154 20140922,3,1,1630,3200,1.5,8,1630,0,1912,0,47.6351,-122.352 20140616,4,3.25,3430,9870,2,9,3430,0,2014,0,47.776,-122.173 20141024,4,3.5,3500,9523,2,10,2460,1040,1996,0,47.6848,-122.208 20140715,4,1.75,1890,10550,1,7,1010,880,1969,0,47.5147,-122.193 20141031,3,1.75,1590,2500,1.5,7,1190,400,1908,0,47.6668,-122.299 20140825,5,2.75,2410,19447,2,10,2290,120,1968,0,47.5549,-122.211 20141125,4,3.25,3266,5398,2,8,3266,0,2014,0,47.2975,-122.35 20150219,4,2.5,2180,7210,1,7,1190,990,1972,0,47.7419,-122.181 20141019,5,3.5,2730,42500,1,8,1530,1200,1989,0,47.4587,-121.996 20141005,4,2.75,2040,8996,1,8,1260,780,1974,0,47.666,-122.185 20150403,3,1.5,1590,21600,1.5,7,1590,0,1971,0,47.2159,-121.966 20141208,5,3.25,3510,10930,2,9,3510,0,2013,0,47.6914,-122.21 20140822,5,2.75,3010,4919,2,9,3010,0,2014,0,47.6067,-122.052 20140813,2,1.75,2110,8700,1,9,1760,350,1960,0,47.4912,-122.365 20140530,3,1,1200,9800,1,7,1200,0,1971,0,47.7412,-122.109 20150312,4,2.5,2100,19680,1.5,6,2100,0,1914,0,47.4787,-122.23 20140515,3,1.5,1340,10224,1,7,1340,0,1956,0,47.5752,-122.157 20141022,3,1.5,1290,7100,1,6,1290,0,1954,0,47.4227,-122.332 20141029,3,2.5,1760,1472,3,8,1640,120,2006,0,47.6473,-122.374 20140724,4,2.75,2640,9000,2,10,2640,0,1990,0,47.6481,-122.125 20140612,1,0.75,420,6720,1,5,420,0,1922,0,47.552,-122.311 20150303,2,2,1300,3850,1,7,800,500,1963,0,47.5395,-122.39 20141120,4,2,2230,5000,1.5,7,1510,720,1922,0,47.5772,-122.292 20140516,3,1.5,1100,1751,2,8,940,160,2007,0,47.5927,-122.306 20141027,3,2.5,2678,6607,2,9,2678,0,1998,0,47.738,-122.235 20140929,3,2.5,1730,46638,2,8,1730,0,1991,0,47.4614,-121.709 20140922,4,2.25,1750,10270,1.5,8,1750,0,1968,0,47.7612,-122.31 20150319,3,2,2190,19800,1,7,2190,0,1994,0,47.5106,-122.365 20140731,4,3.75,1980,4095,2,9,1980,0,2009,0,47.6901,-122.356 20141110,3,2,970,10000,1,7,970,0,1972,0,47.6205,-122.063 20140605,4,5.25,4670,43950,2,12,4670,0,1989,0,47.5456,-122.126 20140513,3,2.25,2450,42180,1,7,2450,0,1978,2000,47.3549,-122.111 20141126,4,3.5,4440,20668,2,10,3240,1200,1965,0,47.5472,-122.235 20140610,4,1,1390,10800,1.5,7,1390,0,1941,0,47.7248,-122.359 20141105,3,2.5,1910,5562,2,8,1910,0,1988,0,47.5738,-122.017 20141203,3,2.25,1300,1180,3,8,1300,0,2008,0,47.6871,-122.339 20140624,3,2.5,2410,64073,1,8,1820,590,1976,0,47.7457,-122.141 20140808,5,2.5,3180,23809,1,9,3180,0,1978,0,47.3727,-122.054 20150410,3,1.75,1740,46580,1,7,1740,0,1980,0,47.3583,-121.927 20141021,3,1.75,1820,32666,1,7,1820,0,1966,0,47.1803,-121.974 20150226,3,2.5,2030,1160,3,9,1970,60,2007,0,47.6213,-122.2 20150209,3,2.5,1320,2480,2,7,1320,0,2005,0,47.536,-122.284 20141017,4,2.75,2500,5995,2,8,2500,0,2008,0,47.3749,-122.107 20141010,4,1,1740,37238,1.5,7,1740,0,1932,0,47.5651,-121.902 20140703,4,3.25,2980,3600,2,9,2150,830,1999,0,47.6352,-122.284 20141022,3,1.75,1410,7215,1,7,1410,0,1967,0,47.7343,-122.193 20150310,3,1,1330,10500,1,7,960,370,1963,0,47.7204,-122.196 20141010,4,2.25,3040,9690,1,9,1940,1100,1978,0,47.5923,-122.169 20140627,2,1.75,1220,15600,1,6,1220,0,1972,0,47.2853,-122.265 20150312,5,4.25,3920,5823,2,9,3000,920,2000,0,47.5492,-122.008 20140909,3,2.75,2640,11957,1.5,9,2260,380,1978,0,47.6491,-122.12 20140801,5,2.5,2770,8100,2,9,2770,0,2002,0,47.6341,-122.208 20140521,5,4,4850,36450,2,10,4850,0,1977,0,47.6426,-122.158 20140520,3,1,1050,5000,1,6,1050,0,1967,0,47.4923,-122.165 20140822,2,2.25,1890,5400,2,8,1610,280,1905,0,47.6688,-122.31 20140626,4,2.5,3230,12100,1,9,1870,1360,1977,0,47.562,-122.146 20140514,5,2.25,2510,9887,2,8,2510,0,1972,0,47.5339,-122.223 20141104,3,1.75,1880,11700,1,7,1880,0,1968,0,47.3213,-122.187 20140612,4,2.5,2210,8465,1,8,1490,720,1990,0,47.2647,-122.221 20140512,2,1,700,10540,1,6,700,0,1953,0,47.438,-122.336 20140605,4,2.25,2210,7665,2,8,2210,0,1968,0,47.5424,-122.168 20140508,5,3,3040,9601,1,9,1970,1070,1968,0,47.5562,-122.22 20141031,3,1.75,1300,12378,1,6,1300,0,1943,0,47.4996,-121.778 20140528,3,1.75,1980,5100,1,7,1270,710,1965,0,47.6911,-122.347 20140515,3,2.5,1720,3600,2,7,1720,0,2010,0,47.6856,-122.013 20140731,4,2.75,2440,7042,1.5,7,1640,800,1941,0,47.5731,-122.408 20140617,4,2.5,2150,37647,2,8,2150,0,1991,0,47.3117,-122.083 20140618,5,2.5,2240,7543,1,7,1140,1100,1966,0,47.7756,-122.372 20141124,4,2.5,1950,5451,2,7,1950,0,2004,0,47.4341,-122.144 20140513,5,2.5,3400,8970,1,8,1700,1700,1959,0,47.7358,-122.335 20140510,3,2.5,1350,1250,3,8,1270,80,2006,0,47.5491,-122.387 20150121,3,2.25,1530,12000,1,7,1070,460,1979,0,47.2715,-122.338 20141116,6,3,2580,8064,1.5,7,1880,700,1913,0,47.5549,-122.287 20140616,4,2.5,2040,109336,1.5,8,2040,0,1973,0,47.4193,-121.958 20150316,4,2.5,3170,94855,1,9,1910,1260,1978,0,47.7648,-122.112 20150430,4,1.75,1340,8400,1,7,1340,0,1967,0,47.5382,-122.173 20141007,3,2.5,1660,4898,2,7,1660,0,2011,0,47.3588,-122.044 20150417,4,2.5,2520,3980,2,8,2520,0,2004,0,47.5399,-122.07 20150305,4,2.25,2350,46173,2,8,2350,0,1980,0,47.6657,-122.067 20140923,6,5,7100,18200,2.5,13,5240,1860,1933,2002,47.6427,-122.408 20150302,3,1.5,1660,5100,1,7,1210,450,1954,0,47.5345,-122.383 20140715,3,1,940,19000,1,6,940,0,1945,0,47.5828,-122.19 20150304,5,1.75,1550,10500,1,7,1100,450,1961,0,47.7573,-122.22 20150121,3,1.75,2570,39634,2,8,2570,0,1984,0,47.596,-122.08 20140709,4,1.75,1820,5015,1,6,1190,630,1926,0,47.5569,-122.31 20140926,3,1.75,1290,6604,1,7,1290,0,1984,0,47.323,-122.349 20140822,3,1,1380,5400,1,7,1380,0,1954,0,47.7134,-122.288 20140804,4,3.25,3270,6027,2,10,3270,0,2001,0,47.6346,-122.063 20140924,5,2.25,2450,9432,2,8,2450,0,1973,0,47.4519,-122.13 20140612,4,1.75,1890,6000,1,6,1110,780,1947,0,47.7274,-122.305 20150414,4,3.25,3160,6327,2,9,2280,880,2004,0,47.536,-122.066 20150316,3,2.5,1420,1269,3,7,1420,0,2007,0,47.6904,-122.342 20140902,3,1.75,1710,7210,1,7,1240,470,1974,0,47.4094,-122.175 20150506,3,2,1010,7896,1,7,1010,0,1984,0,47.4046,-122.181 20140725,4,3.5,4065,18713,2,10,4065,0,1987,0,47.6209,-122.237 20150504,3,2.25,1700,2800,2,7,1150,550,1926,0,47.6819,-122.311 20140903,3,2.5,2010,3667,2,9,2010,0,2008,0,47.545,-122.015 20140804,3,1,980,7296,1,7,980,0,1967,0,47.7292,-122.231 20140604,2,1,820,6250,1,5,820,0,1922,0,47.5479,-122.384 20140522,3,3,1860,7440,1,7,1040,820,1954,0,47.5035,-122.255 20140902,3,1.5,1250,8710,1,7,1250,0,1953,0,47.6245,-122.198 20141003,3,2,1610,8416,1,7,1610,0,1994,0,47.397,-122.187 20150321,4,2.25,2230,11200,1,7,1300,930,1977,0,47.7691,-122.167 20150318,4,1.75,2320,4800,1.5,7,2170,150,1918,0,47.6893,-122.365 20150403,4,2.25,2120,9921,2,8,2120,0,1981,0,47.5593,-122.082 20150514,5,3,3223,6371,2,9,3223,0,2014,0,47.3584,-122.163 20141106,3,1,1260,5000,1,6,1260,0,1968,0,47.6492,-121.915 20150305,4,2.5,2550,5395,2,8,2550,0,2001,0,47.5355,-121.874 20141212,2,1,1280,5026,1,8,1020,260,1951,0,47.6938,-122.312 20140618,4,1.75,1980,10800,1,6,990,990,1948,0,47.5768,-122.222 20141103,4,2.5,2130,10375,2,8,2130,0,1986,0,47.4381,-122.16 20150129,2,1,1070,4200,1,6,1070,0,1983,0,47.3336,-122.215 20140819,4,2.5,3370,35150,1,8,1770,1600,1993,0,47.461,-122.002 20150406,4,2.5,2070,4310,2,7,2070,0,2004,0,47.5319,-121.85 20140926,3,1,1040,8410,1,7,1040,0,1942,2014,47.453,-122.289 20141030,4,2.5,1560,4350,2,7,1560,0,2003,0,47.5025,-122.186 20140509,4,3,3750,11025,2,10,3750,0,1976,0,47.6367,-122.059 20141017,5,2.25,2500,13500,1,7,1850,650,1979,0,47.7564,-122.144 20140903,3,2.5,1870,3584,2,8,1870,0,2003,0,47.4521,-122.121 20150420,3,1,1040,5060,1,7,1040,0,1941,0,47.5636,-122.394 20140709,4,1.75,2100,4750,1,7,1340,760,1975,0,47.6695,-122.333 20141203,2,1,950,3960,1,7,950,0,1941,0,47.6885,-122.337 20141118,3,2.25,2190,2416,3,8,2190,0,2014,0,47.6758,-122.38 20141013,3,2.25,2210,22040,1,8,1510,700,1976,0,47.5904,-122.194 20150410,4,2.5,1850,9248,2,8,1850,0,1997,0,47.735,-122.244 20140703,6,2.75,2520,54160,2,7,2520,0,1954,0,47.4969,-122.376 20150410,3,2.5,2060,25046,1,8,1600,460,1980,0,47.184,-121.959 20140806,2,1,770,5200,1,6,770,0,1969,0,47.3627,-122.087 20140523,4,2,2840,13367,1,7,1420,1420,1952,0,47.6237,-122.21 20150224,3,2.5,1600,2244,2,7,1600,0,2005,0,47.4899,-122.164 20140611,2,1.25,1240,2150,2,8,1240,0,2014,0,47.6884,-122.374 20150505,3,1.75,2040,5000,1.5,7,1780,260,1924,0,47.6756,-122.299 20140723,4,2.5,1890,15770,2,7,1890,0,1968,0,47.4281,-122.343 20150120,3,2,1410,7265,1,7,1410,0,1983,0,47.3654,-122.076 20150311,4,2.5,2480,9869,1,8,1240,1240,1963,0,47.7612,-122.229 20150309,2,1,690,6000,1,6,690,0,1949,0,47.5621,-122.283 20141112,4,2.5,2770,19116,1,8,1600,1170,1961,0,47.3386,-122.319 20141224,3,1.5,1170,11530,1,7,1170,0,1960,0,47.4211,-122.29 20150316,4,2.5,2570,7753,2,8,2570,0,1987,0,47.4237,-122.162 20140630,3,2.5,2600,4506,2,8,2600,0,2003,0,47.7353,-122.222 20140910,2,1,1050,5900,1,7,1050,0,1950,0,47.5326,-122.376 20140922,3,2.25,1840,11403,2,8,1840,0,1993,0,47.4862,-121.797 20140502,3,1.75,2240,10578,2,8,1550,690,1923,0,47.6954,-122.292 20150506,3,2.25,1910,35015,1,8,1430,480,1977,0,47.4672,-122.006 20140924,2,2.5,2550,216344,2.5,7,2550,0,1993,0,47.2584,-122.124 20140801,3,1.75,1540,13002,1,8,1200,340,1984,0,47.6231,-122.044 20140805,3,2.5,2230,7934,2,7,2230,0,2005,0,47.5439,-121.88 20140917,3,2.25,1540,17424,2,7,1540,0,1992,0,47.4429,-121.759 20140530,2,1.5,1220,3568,1.5,8,1220,0,1976,0,47.3804,-122.318 20140506,3,1.75,1490,8366,1,7,1010,480,1975,0,47.375,-122.14 20150303,3,2.5,2240,21477,2,8,2240,0,1995,0,47.5745,-122.18 20140722,4,2.5,2910,6555,2,9,2910,0,2005,0,47.6659,-122.172 20140903,4,2.5,2970,29163,2,9,2970,0,1993,0,47.6717,-122.025 20150320,3,1.75,1650,8073,1,7,1100,550,1980,0,47.3187,-122.182 20150327,2,1,1060,6050,1,7,940,120,1939,0,47.7028,-122.321 20150227,4,1,1820,5500,1.5,6,1820,0,1947,0,47.5185,-122.363 20140616,4,2,1810,8750,1,7,1110,700,1967,0,47.4307,-122.17 20150402,5,3.25,2980,7095,2.5,9,2980,0,1998,2007,47.6919,-122.294 20141222,4,2.25,2150,8250,1,7,1240,910,1978,0,47.3045,-122.378 20150407,4,2,1800,4800,1.5,7,1800,0,1918,0,47.6388,-122.302 20140523,3,2,1540,1827,2,8,1540,0,2005,0,47.5479,-121.998 20140526,3,1.5,1690,9144,1,7,1140,550,1956,0,47.739,-122.253 20140714,3,2,1540,8400,1,7,1180,360,1968,0,47.6554,-122.129 20150302,2,2.5,1090,13444,2,7,1090,0,2007,0,47.4166,-122.319 20140527,3,1,1570,9467,1,7,1570,0,1954,0,47.7683,-122.359 20141124,3,1.75,1420,8738,1,7,1420,0,1966,0,47.3113,-122.207 20140728,3,2.5,2360,9938,1,8,1690,670,1987,0,47.5374,-122.053 20140811,2,1,930,3100,1,6,930,0,1911,0,47.5943,-122.302 20150425,3,1.75,1770,2800,1.5,7,1770,0,1914,0,47.6631,-122.357 20141103,3,2.5,1950,7421,2,8,1950,0,1996,0,47.3842,-122.036 20140626,3,2.5,1730,8490,1,7,1210,520,1969,0,47.7187,-122.219 20140603,4,2.25,2220,8872,1,8,1110,1110,1961,0,47.5491,-122.17 20150331,4,2.5,2544,4071,2,9,2544,0,2013,0,47.341,-122.179 20140822,3,1.75,2240,6050,1,8,1250,990,1950,0,47.5658,-122.4 20141001,3,2.25,1800,6680,2,8,1800,0,1983,0,47.7293,-122.223 20140515,5,4.25,3920,16258,2,9,2900,1020,1990,0,47.5871,-122.192 20140519,2,1.5,1660,4680,1,6,830,830,1908,0,47.5134,-122.388 20140915,3,2.5,2510,47044,1,7,1910,600,1975,0,47.7531,-122.14 20150423,4,2.5,1910,8947,1,8,1160,750,1970,0,47.7374,-122.183 20150504,3,2.25,1740,7345,1,7,1380,360,1973,0,47.3663,-122.285 20140701,3,3.25,3140,5445,2,10,2240,900,1913,0,47.6406,-122.347 20140611,3,2.5,1430,1002,3,8,1430,0,2002,0,47.698,-122.349 20150420,3,1.75,1680,8460,1,7,1180,500,1976,0,47.7554,-122.353 20141222,4,2.25,2660,22194,1,8,2180,480,1977,0,47.6142,-122.107 20150423,4,3.5,3590,5334,2,9,3140,450,2006,0,47.6763,-122.267 20140825,3,2.5,1750,4200,2,7,1750,0,2005,0,47.3605,-122.04 20141003,3,1.75,2410,35236,1,8,2410,0,1980,2001,47.7651,-122.166 20150424,3,1,930,3348,1,6,930,0,1926,0,47.5532,-122.277 20150309,4,2.5,2110,6360,2,8,2110,0,1988,0,47.5641,-122.012 20140613,4,2.5,2700,10814,1,8,1560,1140,1966,0,47.369,-122.177 20140825,3,1,1210,6000,1,7,1210,0,1930,0,47.4984,-122.224 20141216,3,2.5,2260,5500,1.5,7,1280,980,1910,0,47.681,-122.388 20140912,3,2.5,2280,6134,2,8,2280,0,2004,0,47.5335,-121.854 20150130,3,2.5,1670,4020,2,7,1670,0,2009,0,47.53,-122.268 20150306,4,2.5,4080,11054,2,11,4080,0,2001,0,47.5188,-122.151 20140819,2,1,1050,4800,1,7,1050,0,1969,0,47.5128,-122.388 20150303,4,3.5,4680,12495,2,10,3040,1640,2008,0,47.6984,-122.206 20140715,3,2,1470,8000,1,8,1470,0,1974,0,47.3191,-122.385 20150402,3,3.25,1550,1280,2,9,1220,330,2013,0,47.6493,-122.384 20150130,4,3,2060,9138,1,8,1430,630,1992,0,47.321,-122.185 20141117,3,2.5,1590,8449,2,7,1590,0,1989,0,47.3493,-122.177 20141202,3,2.5,1630,10762,1,7,1630,0,1994,0,47.7508,-122.175 20150218,4,2,1450,7560,1,7,1450,0,1967,0,47.3375,-122.276 20140606,4,2.25,1900,8600,1,8,1900,0,1975,0,47.3102,-122.381 20150219,2,1,850,6370,1,6,850,0,1951,0,47.5198,-122.373 20140703,4,3.25,3930,10929,2,10,3930,0,2006,0,47.6259,-122.194 20150415,5,3.5,2310,5249,2,8,1560,750,2000,0,47.5463,-122.272 20150321,3,1,870,5200,1,6,870,0,1969,0,47.3701,-122.078 20140625,3,1.5,1580,8184,1,7,1140,440,1954,0,47.4294,-122.331 20150426,3,2.25,1413,3403,2,8,1413,0,2009,0,47.4196,-122.193 20140626,3,3,2480,5500,2,10,1730,750,1950,2005,47.6466,-122.404 20141024,3,2.25,1720,17235,1,7,1440,280,1974,0,47.3438,-122.073 20140922,4,2.5,2130,9100,1,8,1290,840,1978,0,47.3815,-122.169 20140812,3,2.5,1782,1577,3,7,1782,0,2000,0,47.7114,-122.301 20140527,3,2.5,2330,1987,2,9,1410,920,2004,0,47.6735,-122.405 20140528,3,1,1100,10125,1,7,1100,0,1969,0,47.367,-122.107 20140624,2,1,2034,13392,1,7,1159,875,1947,0,47.3312,-122.503 20140707,5,2.5,2510,8050,1,7,1490,1020,1977,0,47.7212,-122.172 20141015,3,2.5,1920,4803,2,7,1920,0,2005,0,47.3745,-122.127 20140626,2,1,950,7954,1,7,950,0,1941,0,47.557,-122.306 20140617,3,1.5,1880,7400,1,8,1480,400,1968,0,47.7743,-122.27 20140516,2,2,2260,9604,1,9,2260,0,1990,0,47.7718,-122.208 20150326,3,2,1220,17652,1,7,1220,0,1980,0,47.4712,-122.1 20150324,4,2.5,1940,4517,1,8,1190,750,2010,0,47.776,-122.26 20150213,4,2.5,2460,45738,1,8,1650,810,1969,0,47.5952,-122.056 20140502,3,2.5,2090,10834,1,8,1360,730,1987,0,47.3537,-122.303 20140725,4,2.75,2390,7330,2,7,2390,0,1989,0,47.3061,-122.359 20141114,4,2.25,4760,8036,2.5,9,3390,1370,1916,0,47.6415,-122.285 20141021,3,2.5,2080,9612,1,8,1700,380,1940,0,47.7293,-122.283 20140910,3,2.5,3310,21096,2,9,3310,0,2004,0,47.3049,-122.386 20141201,3,2.25,1400,10436,1,7,1040,360,1985,0,47.4261,-122.144 20150226,4,2.25,2360,7733,2,8,2360,0,1983,0,47.4403,-122.137 20140520,3,2.5,2170,4905,2,8,2170,0,2004,0,47.3503,-122.039 20141015,4,2.5,2780,7290,2,8,2780,0,1989,0,47.509,-122.157 20140723,4,3.25,3740,11467,2,10,3740,0,2014,0,47.581,-122.022 20140814,3,1.75,1320,10454,1,7,1320,0,1968,0,47.2844,-122.216 20150327,5,3.25,2820,3275,2,8,2230,590,2006,0,47.5339,-122.284 20141002,4,2.5,3110,24466,2,9,3110,0,1997,0,47.4898,-122.127 20140625,3,2.25,1640,8400,1,8,1180,460,1968,0,47.3733,-122.289 20150326,2,1,1130,6908,1.5,6,1130,0,1945,0,47.745,-122.313 20150427,4,2.5,4280,12796,2,11,3400,880,1999,0,47.5588,-122.124 20150108,4,2.25,2290,40946,1,8,1550,740,1960,0,47.616,-122.103 20140723,3,1,880,5375,1,5,880,0,1924,0,47.4858,-122.202 20140821,3,1,1470,32670,1,7,1020,450,1958,0,47.3811,-122.144 20150122,4,3.5,3380,11270,2,9,2160,1220,2007,0,47.6124,-122.06 20140523,4,2.5,2560,36601,2,9,2560,0,1987,0,47.5851,-121.992 20150325,4,2.5,2660,9030,1,7,1450,1210,1977,0,47.4558,-122.212 20150313,5,2.5,1940,9389,1,7,1290,650,1960,0,47.7438,-122.328 20150424,3,2.5,3600,21399,1,9,2310,1290,1950,2007,47.6191,-122.099 20150305,4,2.5,1790,19177,1,7,1790,0,1966,0,47.3617,-122.172 20140825,3,2,2440,23512,1,6,1640,800,1933,0,47.4594,-122.326 20140714,3,1,1640,4000,1.5,7,1640,0,1909,0,47.6563,-122.351 20150114,2,1,610,4560,1,5,610,0,1918,0,47.5498,-122.383 20141010,3,1.75,1580,3764,1.5,7,1280,300,1945,0,47.672,-122.397 20150320,5,2.75,3100,5298,2,7,3100,0,2007,0,47.5369,-121.887 20140922,3,2.5,1880,12368,1,7,1260,620,1967,0,47.5901,-122.167 20140612,3,3.25,1651,1779,2,8,1341,310,2008,0,47.7076,-122.346 20140725,3,1,1570,4000,2,8,1570,0,1908,0,47.6575,-122.346 20150321,3,2,2030,8649,1,7,2030,0,1998,0,47.5082,-122.166 20140922,1,1,920,5000,1,7,920,0,1906,0,47.6748,-122.352 20140929,2,1,1520,5400,1,7,920,600,1951,0,47.6796,-122.279 20150204,3,1,1020,8437,1,6,1020,0,1987,0,47.2093,-122 20150429,3,3,1280,1085,3,8,1280,0,2004,0,47.6569,-122.346 20141009,2,1,870,2676,1,7,820,50,2004,0,47.5702,-122.287 20141121,4,2.5,2430,5959,2,8,2430,0,2002,0,47.3348,-122.19 20141118,4,2.5,2390,9638,2,10,2390,0,1988,0,47.5598,-122.018 20150424,4,2.5,2400,10070,1,7,1510,890,1967,0,47.7104,-122.24 20140620,3,1.5,1520,4288,1,7,1020,500,1949,0,47.5284,-122.387 20150205,3,1,1120,8549,1,7,1120,0,1952,0,47.6294,-122.205 20141001,4,2.5,2040,6300,2,8,2040,0,2003,0,47.3918,-122.185 20150414,3,2.5,1720,8550,1,7,1720,0,1968,0,47.2837,-122.207 20140711,4,2.25,2210,10039,1,8,1710,500,1967,0,47.634,-122.101 20140620,5,3.25,3840,4800,3,10,2750,1090,2008,0,47.5929,-122.29 20141121,4,2,1640,6000,1.5,9,1640,0,1911,0,47.6505,-122.375 20150224,4,3.5,2730,5607,1,9,1660,1070,1948,0,47.6387,-122.396 20150304,3,2.5,3400,16603,2,10,3400,0,2000,0,47.6012,-122.023 20150504,3,2.5,1980,9061,2,8,1980,0,1987,0,47.6366,-122.029 20141104,4,2.5,2400,6811,2,8,2400,0,2007,0,47.4959,-122.15 20140725,2,1,1090,6771,1,6,1090,0,1954,0,47.5185,-122.352 20141215,5,4.5,4690,6705,2,10,3450,1240,1995,0,47.5539,-122.108 20150424,3,1,1250,13503,1.5,6,1250,0,1931,0,47.526,-121.829 20141220,3,2.5,2720,8622,2,8,2720,0,2002,0,47.4954,-122.163 20150410,3,2.5,1630,3425,2,8,1630,0,1999,0,47.4913,-122.154 20140923,4,2.75,3130,9711,2,9,3130,0,2014,0,47.4823,-122.124 20150213,4,2.25,1950,7000,1,8,1450,500,1957,0,47.5426,-122.262 20140718,4,2.75,3460,11350,1,9,1780,1680,1974,0,47.568,-122.153 20150421,4,3.5,4010,10880,2,11,3150,860,1990,0,47.5359,-122.213 20150318,4,2.25,2210,8862,1,8,1270,940,1977,0,47.7725,-122.198 20140716,4,1.75,1850,7500,1,7,1850,0,1954,0,47.4217,-122.333 20141110,3,1.75,1610,144619,1,7,1610,0,1977,0,47.5659,-121.863 20141022,5,1.75,2280,43560,1,8,1380,900,1949,0,47.4558,-122.362 20140519,4,2.5,3190,8684,1,9,1680,1510,1967,0,47.5619,-122.162 20141007,3,1.75,2560,8400,1,7,1970,590,1959,0,47.7668,-122.197 20150503,4,1.75,2520,11017,1,7,1320,1200,1956,0,47.7604,-122.356 20140826,2,1,820,4025,1,6,820,0,1922,0,47.5649,-122.38 20141014,3,2.75,3230,5250,2,9,2680,550,2014,0,47.5196,-121.878 20150317,3,2.5,2720,11937,2,9,2720,0,1990,0,47.4185,-122.212 20150223,3,3,2850,9375,1,8,2240,610,1977,0,47.4655,-122.209 20150225,6,4.25,5550,11547,2,11,4270,1280,2014,0,47.6547,-122.202 20140916,4,2.75,2100,11894,1,8,1720,380,1968,0,47.6006,-122.194 20140627,2,1,940,5040,1,7,940,0,1926,0,47.5375,-122.374 20141020,3,1,1500,3399,2,7,1300,200,1926,0,47.6838,-122.352 20141118,3,1.5,1240,1221,2,8,1050,190,2009,0,47.7073,-122.356 20141117,2,1,1370,11584,1,6,1370,0,1950,0,47.4224,-122.293 20141226,3,2.5,1260,972,2,8,840,420,2008,0,47.5872,-122.316 20140625,2,1,1380,4390,1,8,880,500,1931,0,47.6947,-122.323 20141111,3,1,1010,7690,1,6,1010,0,1958,0,47.4501,-122.176 20140731,3,2.25,2510,12013,2,8,2510,0,1988,0,47.3473,-122.314 20140808,4,3,2050,4000,2,8,2050,0,2014,0,47.3523,-122.275 20150423,4,2.5,2990,6383,2,7,2990,0,2003,0,47.3499,-122.027 20150316,3,1.75,1470,9750,1,7,1470,0,1978,0,47.6975,-122.12 20140610,5,3.25,2750,7500,2,7,2150,600,1937,1997,47.6636,-122.203 20140722,3,2,1390,7200,1,7,1390,0,1996,0,47.434,-122.154 20141103,3,2,1670,4438,1,7,1670,0,2014,0,47.1948,-121.974 20140716,3,2.5,1820,1855,2,8,1570,250,2008,0,47.4643,-122.346 20140818,2,1,840,6720,1,7,840,0,1952,0,47.5707,-122.396 20150417,4,1.75,2480,60548,1,7,1600,880,1968,0,47.4722,-122.001 20150407,4,3.5,5370,323215,2,10,5370,0,2002,0,47.6003,-122.076 20150427,3,2.25,2190,8775,1.5,8,2190,0,1927,0,47.7303,-122.287 20141024,3,2.5,2830,6000,1,9,1730,1100,1954,0,47.5751,-122.378 20150318,4,1,1780,5000,1.5,8,1780,0,1947,0,47.6761,-122.297 20140822,4,2,1910,10200,1,7,1910,0,1963,0,47.4804,-122.133 20141027,1,0.75,760,10079,1,5,760,0,1936,0,47.4683,-122.438 20141111,2,1.5,1400,5000,1,7,1150,250,1904,0,47.6681,-122.362 20140623,3,2,2420,38781,1,7,1210,1210,1949,0,47.4511,-121.976 20140728,3,3,2260,1834,2,8,1660,600,2002,0,47.6111,-122.308 20141215,3,2.25,2520,6170,2,7,1850,670,2003,0,47.3522,-122.042 20140730,3,2,1760,5400,1,7,1160,600,1927,0,47.6558,-122.331 20150107,3,1,1430,8640,1,7,1430,0,1954,0,47.572,-122.147 20150218,2,1.5,920,1458,2,7,920,0,1995,0,47.7081,-122.342 20140815,3,1.75,1490,11360,1,8,1490,0,1975,0,47.5896,-122.12 20150427,4,1.75,2090,6485,1,7,1280,810,1956,0,47.4958,-122.265 20141114,4,2.25,2500,10890,1,7,1800,700,1978,0,47.7318,-122.239 20140926,3,2,1500,8086,1,7,1060,440,1981,0,47.5584,-122.081 20150331,2,2.5,1414,1960,2,8,1414,0,1986,0,47.5423,-122.189 20141027,4,2.25,2090,45738,2,8,2090,0,1987,0,47.6876,-122.049 20140522,2,1,740,11250,1,6,740,0,1938,0,47.5036,-122.362 20140623,2,1,970,4560,1,7,970,0,1907,0,47.6561,-122.332 20140714,3,1.5,1370,7439,1,6,1370,0,1963,0,47.4499,-122.189 20140625,4,2.25,2050,9583,2,8,1770,280,1965,0,47.3978,-122.313 20140507,4,2.5,3305,16164,1.5,7,2245,1060,1922,1956,47.7563,-122.338 20141120,3,2.75,1750,9166,1,7,1170,580,1979,0,47.7696,-122.325 20141215,4,1.75,1660,10725,1,7,960,700,1956,0,47.5033,-122.3 20150114,4,3,2650,4924,2,8,2650,0,2011,0,47.7734,-122.238 20140613,3,1.75,1500,8173,1,7,1500,0,1997,0,47.7293,-122.227 20141117,3,1.5,1950,7560,1,7,1320,630,1975,0,47.1976,-121.999 20140807,4,1.5,1170,6240,1,6,1170,0,1960,0,47.5495,-122.232 20150209,3,2.75,3640,10300,1,9,2060,1580,1979,0,47.5612,-122.146 20150225,2,1,690,5200,1,6,690,0,1918,0,47.556,-122.395 20140724,3,2.75,1890,3930,2,8,1890,0,1999,0,47.5337,-121.867 20150217,3,1,1050,8583,1,6,1050,0,1955,0,47.7451,-122.339 20140616,4,4,3530,8400,2,8,2630,900,1958,0,47.6402,-122.395 20141223,3,1.75,1640,8529,1,7,1640,0,1951,0,47.7751,-122.32 20141219,2,1.75,1880,7208,1,7,940,940,1951,0,47.6946,-122.328 20150206,4,2,1580,4800,1.5,7,1580,0,1912,0,47.5454,-122.383 20140708,3,3.25,1450,1387,2,8,1180,270,2013,0,47.5556,-122.362 20141022,4,2.5,2150,7670,1,7,1240,910,1976,0,47.3942,-122.189 20150219,3,2,2410,50654,1.5,7,2410,0,1995,0,47.4154,-122.458 20150506,3,1,1070,9000,1,7,1070,0,1950,0,47.4061,-122.33 20150507,4,2.25,1780,8820,1,8,1480,300,1966,0,47.3618,-122.289 20150417,4,2.5,2810,10951,2,8,2810,0,2003,0,47.3249,-122.187 20141024,5,2.5,4320,107157,1,8,2160,2160,1967,0,47.4009,-122.059 20140909,3,1.75,1830,51836,1,7,1430,400,1966,0,47.4774,-122.098 20150210,4,2.5,2900,6918,2,8,2900,0,2001,0,47.3504,-122.284 20141118,3,2.25,1870,1900,3,8,1870,0,2008,0,47.6537,-122.34 20150316,4,2.25,2460,8001,2,8,2460,0,1984,0,47.548,-122.154 20150129,4,2.25,2190,15491,2,8,2190,0,1981,0,47.6299,-122.039 20140717,3,2.5,3680,35617,1,10,2390,1290,1985,0,47.7213,-122.12 20150427,3,2.5,3460,6590,2,7,3460,0,2001,0,47.4802,-122.188 20150121,6,4.5,3500,8504,2,7,3500,0,1980,0,47.7351,-122.295 20140726,3,1,1020,5410,1,7,880,140,1928,0,47.6924,-122.31 20140513,3,1,1090,7315,1,6,1090,0,1981,0,47.494,-122.165 20150511,3,1,910,6630,1,6,910,0,1912,0,47.6947,-122.346 20150504,3,2,1580,14398,1,7,1080,500,1981,0,47.6328,-122.174 20140916,4,3.5,2800,6750,2,9,1890,910,1951,2002,47.669,-122.275 20140721,3,1.5,2540,9520,1,8,1500,1040,1959,0,47.6834,-122.306 20140611,2,1.75,1640,4080,1,7,840,800,1921,0,47.6645,-122.326 20140812,2,0.75,1260,4800,1.5,6,1080,180,1942,0,47.6843,-122.212 20141120,2,1.75,1679,577605,2,9,1679,0,2001,0,47.463,-122.475 20141010,4,1.75,2030,7210,1,7,1450,580,1968,0,47.5067,-122.164 20141222,4,3,2320,4468,2,8,2160,160,1999,0,47.546,-122.009 20141015,4,3.25,3830,8331,2,9,3830,0,2014,0,47.6906,-122.019 20141203,5,3.5,4870,7700,2.5,10,3650,1220,1929,0,47.5832,-122.29 20141104,3,2,1510,3413,2,7,1510,0,1985,0,47.3912,-122.167 20140828,3,1.75,1570,8400,1,7,1570,0,1959,0,47.76,-122.34 20140930,3,3,1260,1251,2,7,1040,220,2003,0,47.5943,-122.296 20141020,5,2,2330,8586,1,7,1270,1060,1961,0,47.7671,-122.334 20141118,4,2.25,2660,11200,2,8,2660,0,1972,0,47.4722,-122.131 20140619,4,2.5,2440,3600,2.5,8,2440,0,1902,0,47.6298,-122.362 20141211,3,1.5,1890,6183,1,7,1090,800,1967,0,47.5396,-122.269 20140626,3,1.5,1490,4400,1.5,7,1490,0,1906,0,47.6113,-122.292 20141126,4,2.75,2110,8190,1.5,8,2110,0,1966,0,47.6269,-122.1 20140826,3,2,1530,6773,1,8,1530,0,1984,0,47.6653,-122.194 20140805,4,2.75,2475,4000,2,7,2475,0,2014,0,47.3452,-122.21 20140630,4,2.5,3300,165528,2,8,3300,0,1984,0,47.7657,-122.028 20150326,4,2.75,2690,5400,2,7,2210,480,1940,2009,47.6963,-122.367 20140827,4,3,3050,6179,2,9,2330,720,1926,0,47.6253,-122.284 20140522,3,1,1070,6109,1,7,1070,0,1951,0,47.7207,-122.32 20140729,4,2,2200,13320,1,6,1100,1100,1944,0,47.481,-122.292 20150123,4,2.5,3510,24604,2,10,3510,0,1997,0,47.6772,-122.056 20140925,2,1.75,2040,8600,1,6,1430,610,1985,0,47.2755,-122.308 20140616,4,1.75,1580,5340,1,7,1130,450,1947,0,47.6003,-122.306 20140826,3,1,1370,10708,1,7,1370,0,1969,0,47.2769,-122.264 20150504,2,1.75,1870,6625,1,7,960,910,1948,0,47.5071,-122.249 20140610,3,1.5,2010,9480,1,8,1570,440,1951,0,47.7102,-122.281 20141117,4,2,1810,42981,1,7,1810,0,1973,0,47.5597,-121.85 20141213,4,3.5,5830,131116,2,11,5830,0,2005,0,47.5986,-121.949 20140805,3,1.75,1580,6099,1,7,790,790,1944,0,47.4807,-122.29 20141120,3,2.25,1680,8450,1,8,1340,340,1960,0,47.7575,-122.361 20140725,3,1.75,1630,15600,1,7,1630,0,1958,0,47.68,-122.165 20141111,4,1.75,1740,4816,1,7,870,870,1942,0,47.5758,-122.382 20150504,4,2.5,2190,6300,1,7,1240,950,1960,0,47.6918,-122.216 20150325,4,1.75,1760,7268,1,7,1080,680,1979,0,47.4267,-122.148 20150427,4,2.5,3030,16000,2,11,3030,0,1990,0,47.7125,-122.081 20140820,3,1,2230,8163,1,7,1230,1000,1966,0,47.5215,-122.275 20141008,4,2.25,2490,23478,2,8,2490,0,1981,0,47.7547,-122.094 20141203,3,1.75,1900,7076,1,7,1130,770,1977,0,47.7569,-122.326 20140520,4,2.25,1770,33132,1,8,1190,580,1965,0,47.4413,-122.151 20150428,2,1.5,1450,3840,1,7,950,500,1947,0,47.684,-122.381 20140630,4,1.75,2120,9786,1,8,1640,480,1967,0,47.7753,-122.365 20141022,4,2.25,1740,9600,1,7,1160,580,1957,0,47.432,-122.276 20150513,4,1.75,1490,8544,1,7,1490,0,1970,0,47.3894,-122.166 20150417,3,1.75,2100,3264,1.5,7,1350,750,1912,0,47.6702,-122.364 20141013,2,1,1190,5200,1,7,1190,0,1912,0,47.6939,-122.348 20140704,3,2.5,2320,7609,2,8,2320,0,2003,0,47.5391,-122.069 20140708,4,2.75,2230,9640,1,8,1320,910,1998,0,47.7269,-122.325 20140623,2,1,870,11100,1,6,870,0,1940,0,47.5038,-122.364 20140522,3,1.75,1610,7200,1,8,1090,520,1973,0,47.6279,-122.287 20140715,4,2.75,2330,3917,2,9,2330,0,2004,0,47.5527,-121.99 20140619,2,1.75,1590,5136,1.5,9,1320,270,1927,0,47.6424,-122.411 20141001,4,1,1880,6288,1,7,1120,760,1974,0,47.5101,-122.259 20141009,4,2.25,2240,11034,2,8,2240,0,1976,0,47.5894,-122.195 20140813,3,1.75,1320,17390,1,7,1320,0,1956,0,47.3257,-122.296 20140722,4,3.25,3730,11820,2,10,2460,1270,1990,0,47.5775,-122.019 20150424,5,3.5,3020,15305,2,10,2230,790,1978,0,47.5627,-122.216 20150430,3,2,1900,7980,1,7,1340,560,1977,0,47.305,-122.373 20150409,4,2.5,3340,6924,2,8,3340,0,2009,0,47.495,-122.149 20140804,4,2.75,2890,5000,1.5,8,1990,900,1911,2014,47.6768,-122.363 20150310,3,1,1000,5100,1,7,860,140,1946,0,47.6857,-122.293 20140707,4,2.5,2090,5195,2,7,2090,0,2007,0,47.3986,-122.166 20141027,4,2,2090,4000,1,7,1480,610,1951,0,47.6751,-122.379 20140624,3,1,1480,7284,1,7,970,510,1963,0,47.7757,-122.353 20150328,2,1,790,13170,1,6,790,0,1947,0,47.5487,-122.357 20140909,3,2,1430,10850,1,7,1430,0,1994,0,47.2671,-122.233 20150508,4,2.75,3480,19991,2,10,2630,850,1979,0,47.6354,-122.214 20150304,3,1,1090,4000,1.5,7,1090,0,1945,0,47.6846,-122.386 20141010,5,2.5,3160,5635,2,9,3160,0,2003,0,47.5362,-122.067 20140911,2,2,1830,3600,1,7,1230,600,1926,0,47.6359,-122.351 20150203,3,2.5,2850,36585,2,10,2850,0,1987,0,47.7376,-122.102 20141027,3,1.5,1190,9135,1,7,1190,0,1959,0,47.5164,-122.189 20141008,3,1.75,2500,36947,1,9,2500,0,1984,0,47.6917,-122.084 20150310,3,2.25,2390,2750,2,8,1580,810,1925,0,47.6339,-122.354 20140625,2,1,900,2910,1,7,900,0,1924,0,47.6859,-122.322 20150120,3,1.75,1660,16275,2,7,1660,0,1990,0,47.6903,-121.915 20140919,5,3,2110,5260,2,7,1670,440,2002,0,47.5449,-122.272 20140915,3,2,1080,9225,1,7,1080,0,1955,0,47.4842,-122.346 20150426,5,1.75,1940,6654,1.5,7,1940,0,1953,0,47.4663,-122.359 20141002,3,2.5,1400,3368,2,7,1400,0,2013,0,47.5134,-122.342 20140827,3,2,1320,5665,1,7,1320,0,1986,0,47.3096,-122.357 20141023,4,2.5,3430,43560,1.5,10,3430,0,1979,0,47.6426,-122.18 20150321,3,1,1270,4268,1,7,1270,0,1921,0,47.6848,-122.392 20140703,3,2.5,2780,33503,1.5,8,2110,670,1969,0,47.5844,-122.081 20140724,6,4,3020,13237,2,8,2840,180,1942,1983,47.5924,-122.287 20140520,3,2.5,2830,5802,2,9,2830,0,2001,0,47.7605,-122.234 20140515,4,2.5,2150,6807,2,8,2150,0,1991,0,47.4053,-122.189 20150225,6,2,2650,4621,1.5,8,2650,0,1911,0,47.5543,-122.275 20140821,3,1,1480,7469,1.5,6,1120,360,1940,0,47.5048,-122.301 20140730,4,3,2090,5102,1,7,1350,740,1994,0,47.5427,-122.356 20140523,4,2.75,2250,5700,1,8,1200,1050,1951,0,47.6406,-122.344 20140827,3,1,1220,7771,1,7,1220,0,1963,0,47.6326,-122.119 20140529,3,1.75,1590,11914,1,7,1090,500,1957,0,47.4427,-122.274 20140609,3,2.5,1900,6224,2,7,1900,0,2005,0,47.5941,-122.004 20150421,4,2.5,2590,9341,2,8,2590,0,1985,0,47.6496,-122.114 20150409,3,2.5,2070,9900,1,8,1420,650,1979,0,47.2988,-122.371 20140723,4,2,3380,90968,1,9,1690,1690,1979,0,47.5936,-122.077 20141229,2,1,710,4240,1,6,710,0,1942,0,47.5226,-122.351 20150205,4,2.25,1970,7902,1,8,1310,660,1960,0,47.7249,-122.298 20150326,4,3.25,3040,4155,2,8,2350,690,2013,0,47.5429,-122.012 20150413,2,1,1120,12625,1,7,1120,0,1940,0,47.5397,-122.385 20140731,3,1.75,1120,4000,1,7,870,250,1916,0,47.6684,-122.368 20140616,4,2,1800,2970,1,7,1000,800,1923,0,47.6833,-122.312 20140820,3,2.5,2110,1339,2,8,1410,700,2014,0,47.6088,-122.311 20141209,3,2.75,1670,1350,3,9,1350,320,2014,0,47.5763,-122.408 20141222,1,1,1050,7583,1,6,1050,0,1947,0,47.7294,-122.341 20141111,4,2.5,3440,23954,1.5,10,2260,1180,1931,0,47.5636,-122.231 20150310,3,1.75,1500,10230,1,7,1500,0,1968,0,47.4349,-122.168 20140523,4,2.25,2530,9200,1,9,1570,960,1976,0,47.5612,-122.152 20150325,2,1.5,1390,1756,3,7,1390,0,2005,0,47.7274,-122.357 20140506,2,2,1100,3000,1.5,7,1100,0,1912,2005,47.6797,-122.362 20150304,3,2.5,2150,25705,1.5,6,2150,0,1980,2009,47.4514,-122.089 20140820,2,1.75,3490,88909,1,10,2320,1170,1980,0,47.5462,-122.112 20140806,4,1.75,2540,7620,1,8,1320,1220,1948,0,47.5709,-122.406 20141117,3,3,2610,22672,1.5,8,2610,0,1952,0,47.4414,-122.354 20141216,4,2.25,1920,8910,1,8,1200,720,1969,0,47.5897,-122.156 20140606,4,2.75,3270,50994,2,8,2720,550,1983,0,47.347,-122.087 20150217,4,2.5,3350,11688,1,10,1760,1590,1995,0,47.5507,-122.133 20140523,4,2.75,3500,7200,2,9,3500,0,2005,0,47.6818,-122.025 20140819,3,2,2250,8000,1,9,2250,0,1955,0,47.7077,-122.378 20140619,4,2.5,3490,5000,2,8,3490,0,2003,0,47.3772,-122.127 20140623,2,1,880,6780,1,6,880,0,1945,0,47.5009,-122.248 20140916,3,1,1190,9083,1,7,1190,0,1955,0,47.4116,-122.293 20140513,4,2.25,2140,6355,2,7,2140,0,2002,0,47.5367,-121.88 20150219,6,3.5,3830,68825,2,9,3830,0,1995,0,47.4574,-122.003 20150423,4,2.5,1940,3864,2,8,1940,0,2003,0,47.4507,-122.12 20140825,5,3,3350,9450,2,8,2180,1170,1912,1980,47.6705,-122.34 20140805,4,3.25,1960,7200,2,7,1960,0,1979,0,47.7291,-122.218 20140827,3,2.5,2740,18455,2,10,1510,1230,1977,0,47.5585,-122.215 20141001,3,2.25,1230,1097,3,8,1230,0,2009,0,47.6697,-122.372 20140617,4,0.75,1440,13300,1,6,1440,0,1948,0,47.4761,-122.337 20141008,3,2,1870,5455,1,7,1060,810,1926,0,47.7029,-122.297 20150326,3,1,980,8000,1,6,980,0,1954,0,47.42,-122.317 20140619,3,2,1440,7210,1,8,1440,0,1983,0,47.3128,-122.184 20140529,5,3.5,5960,13703,2,10,4770,1190,1984,0,47.6151,-122.107 20140707,3,2.25,2590,15229,2,8,2590,0,1984,0,47.3948,-122.325 20141217,4,2.5,2730,4847,2,9,2730,0,2008,0,47.549,-122.374 20150508,4,1.75,1840,7275,1,7,1090,750,1976,0,47.4002,-122.189 20150402,4,2,2360,7080,1,6,1180,1180,1925,0,47.5261,-122.376 20140901,3,2.25,1780,9969,1,8,1450,330,1985,0,47.7286,-122.168 20140911,2,1,1210,6000,1,7,1000,210,1942,0,47.6482,-122.402 20140616,4,2,2400,6000,2,6,2400,0,1913,1945,47.7607,-122.209 20150428,3,1.75,1490,6269,1,6,990,500,1944,0,47.4917,-122.188 20150304,5,1.75,2250,8970,1,7,1500,750,1966,0,47.7217,-122.188 20140514,3,2.5,1840,5011,2,8,1840,0,2012,0,47.3555,-122.054 20141204,4,2.5,2280,7219,2,8,2280,0,1987,0,47.5719,-122.021 20140822,4,3.25,3310,8897,2,9,2380,930,1991,0,47.2655,-122.31 20150126,4,2,1870,6000,1.5,7,1870,0,1956,0,47.7155,-122.315 20140813,4,2.5,2510,12000,1,8,1520,990,1977,0,47.3086,-122.384 20141112,2,1,790,4000,1,6,790,0,1948,0,47.6844,-122.289 20141007,1,1,550,16345,1,4,550,0,1945,0,47.5181,-122.339 20140728,3,3.25,2760,6420,2,9,2110,650,1991,0,47.3895,-122.221 20140903,3,3,2060,1850,2,8,1400,660,2007,0,47.6543,-122.373 20141110,3,2.5,1690,6642,2,7,1690,0,2004,0,47.6793,-122.033 20140826,2,1,910,7617,1,6,910,0,1936,0,47.7332,-122.305 20141022,3,2,1030,7260,1,6,1030,0,1947,0,47.5113,-122.347 20150330,5,3.25,3930,12719,2,10,2540,1390,1974,0,47.5631,-122.213 20140616,3,1.5,1760,6723,1,7,1160,600,1958,0,47.5514,-122.266 20150413,4,1.75,2180,4431,1.5,8,2020,160,1912,0,47.636,-122.302 20140902,3,1,1750,5355,2,7,1750,0,1929,0,47.6792,-122.31 20140520,4,2,1700,6025,1,6,1700,0,1978,0,47.3029,-122.221 20140613,2,1,1150,30184,1,6,1150,0,1950,0,47.4492,-122.2 20140610,3,2.5,2090,6045,2,8,2090,0,2000,0,47.4947,-122.174 20150401,3,1,1380,6250,1,7,1380,0,1918,0,47.5514,-122.385 20141103,3,2.25,1620,10850,1,7,1620,0,1966,0,47.4437,-122.194 20140513,4,2,2250,7500,1,7,1200,1050,1956,0,47.5877,-122.157 20150305,3,1.75,1380,3225,1,7,940,440,1915,0,47.6652,-122.338 20150328,2,1,1150,3000,1,6,780,370,1915,0,47.5624,-122.291 20141029,10,2,3610,11914,2,7,3010,600,1958,0,47.5705,-122.175 20141224,3,1.5,1540,20281,1,7,1540,0,1977,0,47.5817,-122.007 20140519,3,2.5,2200,3360,2,8,2200,0,2009,0,47.5418,-122.287 20140923,3,1.75,1310,18400,1,7,870,440,1954,0,47.5035,-122.302 20150422,4,2,2070,9822,1,7,2070,0,1955,0,47.566,-122.14 20150122,3,2,1610,8400,1,8,1610,0,1990,0,47.1958,-122.009 20140915,3,1,1980,3243,1.5,8,1980,0,1912,0,47.6429,-122.327 20141121,3,2.25,2120,18500,2,8,2120,0,1983,0,47.3914,-122.169 20150417,4,2.5,3830,4644,2,8,2900,930,2004,0,47.5384,-121.88 20141119,2,1,1240,5500,1,7,1240,0,1954,0,47.6461,-122.317 20140811,4,2.5,2810,11897,2,8,2810,0,2003,0,47.3251,-122.186 20140811,3,1.75,2340,51836,1.5,8,1510,830,1978,0,47.4846,-122.035 20140807,3,2.5,1690,10113,1,7,1310,380,1991,0,47.7381,-122.223 20140602,3,2,1750,15500,1,7,1490,260,1982,0,47.5887,-122.065 20140702,3,3.75,2670,6517,2.5,8,2020,650,1977,0,47.5702,-122.38 20150422,3,1.75,1740,7682,1,8,1330,410,1978,0,47.4451,-122.126 20140716,4,2.5,3670,49658,2,10,3670,0,1999,0,47.6219,-122.015 20140728,3,1,1300,9000,1,7,1300,0,1956,0,47.7352,-122.337 20140516,1,1,700,5100,1,7,700,0,1942,0,47.679,-122.3 20141219,3,1,1010,9611,1,6,1010,0,1973,0,47.3006,-122.066 20140721,3,2.75,2190,11060,1,7,1610,580,1973,0,47.6893,-122.208 20140819,4,2.5,2240,8664,1,8,1470,770,1975,0,47.6621,-122.189 20141124,2,1,1430,365904,1,7,1010,420,1991,0,47.513,-121.857 20140820,3,2,2010,4000,1,7,1210,800,1915,0,47.6638,-122.329 20140702,4,2.5,1540,1870,2,8,1540,0,2014,0,47.5524,-121.999 20140603,3,2.5,1720,99916,2,7,1720,0,1990,0,47.3391,-122.093 20150312,4,2.25,3010,10925,2,9,3010,0,1988,0,47.3326,-122.201 20141113,3,1.75,1150,8690,1,7,1150,0,1977,0,47.3729,-122.115 20141229,3,2.5,3100,100188,1,7,1820,1280,1981,0,47.3928,-122.066 20141121,2,1,900,8556,1,6,760,140,1941,0,47.5148,-122.386 20150202,3,2.25,2030,8690,1,8,1360,670,1986,0,47.3185,-122.391 20141112,3,1,990,4250,1,7,840,150,1924,0,47.5392,-122.39 20140721,4,1.5,1530,9000,1,6,1530,0,1976,0,47.6492,-121.908 20140826,4,4,4810,18851,2,11,4810,0,2007,0,47.6364,-122.214 20140623,2,1,1010,3000,1,7,1010,0,1925,0,47.4965,-121.785 20141209,2,1,770,7200,1,7,770,0,1951,0,47.7143,-122.325 20150323,4,3,3400,5100,2,9,3400,0,2006,0,47.3548,-122.002 20150219,3,1.5,1330,7125,2,7,1330,0,1968,0,47.7308,-122.194 20140918,5,2.25,1950,8025,1,7,1150,800,1960,0,47.6159,-122.114 20141216,2,1.5,1800,4500,1,7,1000,800,1942,0,47.6305,-122.347 20141111,4,2.5,3510,28052,2,10,3510,0,1988,0,47.6671,-122.057 20150417,4,1.75,2150,8555,1,7,1460,690,1982,0,47.5344,-122.345 20150310,3,3,3110,9015,1,10,1590,1520,1980,0,47.6624,-122.202 20150105,4,1.5,1730,7700,1,7,1010,720,1963,0,47.4996,-122.163 20150106,3,1,1030,9916,1,7,1030,0,1972,0,47.7218,-122.176 20140725,1,1,1080,3230,1,6,1080,0,1963,0,47.3075,-122.217 20141210,4,2.25,2040,8315,1,8,1480,560,1958,0,47.7077,-122.371 20150113,4,2.5,2156,3562,2,9,2156,0,2012,0,47.3591,-122.201 20141218,4,3,1550,3350,1,7,860,690,1918,2014,47.6583,-122.362 20140625,3,1,1110,8593,1,7,1110,0,1979,0,47.7595,-122.309 20141224,5,4.5,4350,13405,2,11,4350,0,2014,0,47.6018,-122.06 20140822,3,2.25,1940,9560,2,7,1940,0,1989,0,47.2998,-122.387 20140730,5,4.75,3940,7067,2,10,3230,710,2008,0,47.6232,-122.205 20141015,2,1,2160,2192,1,8,1170,990,1925,0,47.6364,-122.371 20140723,5,2.75,3360,12080,2,9,3360,0,2014,0,47.7757,-122.173 20140711,3,1.5,1600,7500,1,7,1600,0,1966,0,47.721,-122.182 20150311,4,3.5,3510,10010,2,10,3510,0,2001,0,47.5412,-121.876 20140708,3,2.5,3420,25150,1,10,1750,1670,1987,0,47.5706,-122.152 20141029,4,2.75,2660,7389,2,9,2660,0,2002,0,47.5993,-121.977 20141217,3,2,1830,12891,1,7,1830,0,1994,0,47.3924,-122.192 20140622,4,2.5,2380,13550,2,7,2380,0,1999,0,47.4486,-122.288 20150106,4,3,2400,7680,1,7,1200,1200,1956,0,47.6466,-122.389 20150127,2,1,1290,4636,1,7,1290,0,1924,0,47.6393,-122.301 20150415,3,1.75,2920,10573,1,7,2920,0,1964,0,47.4429,-122.195 20140806,3,2.5,1940,9874,2,7,1940,0,1990,0,47.3794,-122.113 20140716,3,2.5,2290,6328,2,8,2290,0,2001,0,47.5103,-122.382 20141020,3,1.75,1430,9750,1,7,1430,0,1962,0,47.7441,-122.357 20141111,4,2.5,2680,7513,2,8,2680,0,1998,0,47.4956,-122.161 20150112,4,2.5,2220,4720,2,7,2220,0,1998,0,47.3541,-122.024 20140717,4,2.25,2160,8811,1,8,1360,800,1978,0,47.3129,-122.39 20150114,4,1.75,1890,9205,1,8,1260,630,1964,0,47.774,-122.348 20140819,2,1,960,20954,1,7,960,0,1977,0,47.4485,-121.774 20140821,3,1,840,5700,1,5,840,0,1945,0,47.3948,-122.028 20140505,3,2,1550,15040,1,6,1550,0,1958,0,47.4873,-122.099 20140717,3,2.5,1400,2036,2,7,1400,0,2003,0,47.5516,-122.382 20150504,2,1,790,5120,1,6,790,0,1950,0,47.557,-122.395 20141009,4,2.5,2280,9725,2,8,2280,0,1986,0,47.7568,-122.141 20140715,4,2.5,2770,9532,2,9,2770,0,1988,0,47.5688,-122.012 20150328,6,6.5,6260,10955,2,11,4840,1420,2007,0,47.5947,-122.039 20140627,5,2.5,2500,7200,1,7,1490,1010,1977,0,47.6964,-122.12 20140617,4,3,3700,20570,1,10,1850,1850,1976,0,47.6212,-122.224 20140619,2,1,1570,8210,1,8,1150,420,1952,0,47.7221,-122.371 20141201,3,2.5,1850,3400,2,7,1850,0,2010,0,47.6871,-122.014 20150311,2,1,800,17965,1,5,800,0,1942,0,47.4693,-122.161 20141007,3,1.75,2350,7641,1,7,1510,840,1978,0,47.7307,-122.219 20141027,3,1.5,1350,6000,1,7,900,450,1950,0,47.5275,-122.391 20150501,3,2.5,1150,1194,2,8,1020,130,2006,0,47.6684,-122.365 20140916,2,1.5,1380,209959,1,6,1380,0,1954,0,47.7461,-122.195 20150331,4,2,1540,5110,1,7,1540,0,1957,0,47.5164,-122.268 20141002,7,2.25,3260,8145,2,8,3260,0,1967,0,47.6336,-122.115 20140904,3,1,1330,40259,1,7,1330,0,1977,0,47.552,-121.89 20150317,3,1.75,1920,11340,1,7,1230,690,1977,0,47.3272,-122.362 20150312,3,2.75,1910,15508,1,8,1210,700,1984,0,47.3128,-122.345 20140604,4,2.5,2310,8030,2,7,2310,0,1978,0,47.7433,-121.982 20150128,3,2.25,1880,7279,1,7,1280,600,1962,0,47.7574,-122.322 20150420,2,2,2180,18525,1,9,1580,600,1952,0,47.5036,-122.387 20140709,6,4.5,4230,6420,2,8,2360,1870,1916,0,47.6301,-122.369 20140820,4,2.25,1890,8034,1,8,1890,0,1967,0,47.6338,-122.117 20140812,3,1.75,1710,9707,1,8,1710,0,1966,0,47.623,-122.105 20141217,4,2.75,3440,8150,2,10,3440,0,2014,0,47.5168,-122.189 20150210,3,1.75,1110,10402,1,7,1110,0,1967,0,47.5676,-122.177 20140514,3,1.75,2000,5000,1,7,1110,890,1921,0,47.6859,-122.399 20140910,4,2,2400,12753,1,7,2400,0,1962,0,47.6947,-122.177 20150320,5,4,4050,11358,2,10,2780,1270,1980,0,47.56,-122.225 20141226,4,2.5,2920,14210,2,10,2920,0,1978,0,47.6196,-122.15 20140625,3,2.25,2680,9162,1,8,1570,1110,1978,0,47.5683,-122.091 20150316,3,2.5,1750,3900,2,8,1750,0,1977,0,47.6638,-122.129 20150116,4,2.5,2620,8312,2,9,2620,0,1990,0,47.6272,-122.033 20150319,3,1,1864,6978,1,7,1864,0,1958,0,47.285,-122.206 20150403,3,1.5,1470,17577,1,7,1470,0,1967,0,47.4695,-122.116 20141120,5,3.5,4600,8764,2,10,3180,1420,2007,0,47.5491,-122.19 20150306,3,2.5,2340,1919,2,9,2340,0,1981,0,47.6512,-122.203 20150428,3,2.25,1770,7667,1,8,1270,500,1966,0,47.7724,-122.362 20150116,3,2.5,1040,1032,3,7,1040,0,2007,0,47.6673,-122.377 20140624,3,2.5,2070,4132,2,8,2070,0,1999,0,47.6036,-122.015 20141129,3,1,980,2490,2,6,980,0,1969,0,47.317,-122.182 20150327,3,1,1160,36831,1,7,1160,0,1938,0,47.7507,-122.237 20150224,5,2,1680,3240,1,5,840,840,1906,0,47.5965,-122.311 20140801,4,1.75,1500,8400,1,7,1200,300,1956,0,47.4531,-122.273 20140613,4,2.75,2020,7070,1,7,1010,1010,1958,0,47.5202,-122.378 20150306,3,1.5,1630,11662,1,7,1630,0,1943,1963,47.4455,-122.278 20150107,4,2.75,3580,12000,1,10,1840,1740,1979,0,47.6319,-122.05 20140715,4,2.75,2030,9120,1,7,2030,0,1988,0,47.282,-122.303 20150513,3,3.25,3240,4185,2,8,2770,470,2011,0,47.5794,-122.03 20150428,2,1,770,5040,1,5,770,0,1930,0,47.5964,-122.299 20150508,4,1.75,2010,12188,1,7,1150,860,1960,0,47.5013,-122.147 20140624,4,2.5,2090,5289,2,8,2090,0,1989,0,47.4289,-122.164 20141126,3,1.5,2160,2260,2,8,1620,540,1917,0,47.6321,-122.371 20150115,3,1.75,1460,7800,1,7,1040,420,1979,0,47.3035,-122.382 20150131,3,2.5,2590,4961,2,9,2590,0,1944,2007,47.5271,-122.381 20140618,4,2.5,2790,7938,2,9,2790,0,1997,0,47.6223,-122.026 20150311,2,1,1060,7868,1,7,1060,0,1952,0,47.7414,-122.295 20150116,3,3.25,2200,2400,2,8,1740,460,1988,0,47.6325,-122.371 20140927,4,2.75,3150,6343,1,8,1810,1340,1976,0,47.5424,-122.381 20140910,3,1,1690,13184,1,7,1690,0,1959,0,47.476,-122.343 20140929,3,1,920,5546,1,6,920,0,1928,0,47.7114,-122.284 20150225,5,4,4070,11334,2,10,4070,0,2014,0,47.6771,-122.187 20141113,6,2,2320,210830,2,8,2320,0,1962,0,47.398,-122.081 20140813,3,2.75,1560,77536,1,7,1400,160,1978,0,47.7695,-122.126 20140711,4,3.5,3560,6098,2,10,3560,0,2006,0,47.5828,-121.972 20150212,5,2.75,2910,16410,1.5,8,2910,0,1967,0,47.44,-122.145 20140606,4,3.5,3010,3600,2,9,2370,640,1999,0,47.6341,-122.284 20150205,2,2,1670,3507,1,9,1670,0,2007,0,47.5545,-122.003 20141009,5,3.25,4300,9270,2,10,2910,1390,1957,2009,47.5717,-122.409 20141111,3,1.75,1170,8148,1,7,1170,0,1952,0,47.7479,-122.318 20150426,3,2.75,2650,9752,1,9,2650,0,1989,0,47.768,-122.259 20150318,4,1.75,1440,8536,1,7,1440,0,1961,0,47.6775,-122.18 20140613,3,1,1280,8184,1.5,6,1280,0,1947,0,47.7467,-122.319 20150506,4,2.5,2300,8100,1,8,1360,940,1979,0,47.2979,-122.371 20140925,3,2,1140,7078,1,7,1140,0,1991,0,47.4057,-122.185 20140718,3,3.25,3230,5000,2,9,3230,0,2006,0,47.5558,-122.002 20140804,3,1.75,1560,7930,2,7,1560,0,1980,0,47.4779,-122.161 20140509,4,2.25,2170,10500,1,8,1270,900,1960,0,47.4394,-122.338 20140716,2,1,833,143947,1,5,833,0,2006,0,47.3889,-122.482 20141201,2,1.5,1090,4013,1.5,7,1090,0,1900,0,47.6652,-122.338 20140623,3,2.75,2810,18731,2,10,2810,0,1974,0,47.6361,-122.093 20150313,5,1.5,1690,7725,1.5,7,1690,0,1961,0,47.3859,-122.288 20150422,4,2.25,2100,7305,1,7,1050,1050,1963,0,47.4676,-122.296 20140709,4,2.5,2920,5500,1,10,2030,890,1957,0,47.6406,-122.412 20140709,4,1.5,1860,5040,1.5,8,1860,0,1920,0,47.2077,-121.993 20141210,5,1.5,1830,9000,1,7,1030,800,1955,0,47.7488,-122.292 20150224,5,2.25,3410,35536,2,10,2530,880,1974,0,47.65,-122.155 20140611,3,1.75,1520,15090,1,7,1520,0,1968,0,47.398,-121.964 20140929,4,2.25,2460,14600,1,8,1720,740,1977,0,47.3762,-122.16 20140520,1,2.25,2140,10350,1,7,1470,670,1976,0,47.7352,-122.17 20141215,4,2.75,3000,6222,2,9,3000,0,2004,0,47.5582,-122.025 20150511,4,1.75,2180,7876,1,7,1290,890,1977,0,47.5157,-122.191 20141110,5,2.5,2640,4400,1.5,7,1840,800,1925,0,47.605,-122.3 20150412,3,3.5,3200,10344,2,10,3200,0,2007,0,47.7636,-122.216 20140905,4,2.5,2800,8190,1,8,1700,1100,1971,0,47.7695,-122.368 20150303,3,2.75,2310,1850,2,10,2020,290,2011,0,47.5304,-122.073 20140626,4,1,1200,2171,1.5,7,1200,0,1933,0,47.7076,-122.342 20141016,4,1.75,2180,9702,1,7,1090,1090,1962,0,47.4973,-122.268 20141016,2,1,1000,7228,1,7,1000,0,1947,0,47.7294,-122.352 20150210,4,2,2170,5404,1.5,6,1470,700,1920,0,47.3046,-122.22 20141027,4,1.5,1220,3780,1.5,7,1220,0,1927,0,47.6667,-122.36 20150410,3,2.5,2320,7140,2,8,2320,0,1990,0,47.275,-122.295 20140827,4,3,1890,13140,1,7,1270,620,1967,0,47.5221,-122.044 20150330,4,2.5,3060,7710,2,9,3060,0,2009,0,47.4828,-122.136 20140717,3,1.5,1210,12500,1,7,1210,0,1962,0,47.503,-122.351 20140825,3,2,1430,9583,1,7,1430,0,1964,0,47.7206,-122.197 20150428,2,1,1410,7000,1,7,1410,0,1968,0,47.4908,-122.223 20140814,4,1.75,1850,7730,1,7,1100,750,1956,0,47.7481,-122.355 20140714,3,2.25,1322,1796,2,8,1087,235,2005,0,47.5976,-122.298 20141003,3,1.75,2560,4800,1,7,1280,1280,1911,0,47.6207,-122.295 20150302,2,1,2180,12875,1,7,1480,700,1959,0,47.3757,-122.303 20150129,2,1,1010,5000,1,7,1010,0,1924,0,47.6715,-122.365 20140612,3,1,1330,15678,1,7,900,430,1984,0,47.6355,-122.037 20141205,5,2.25,2710,22120,1,7,1410,1300,1955,0,47.7642,-122.195 20150508,2,1,1100,3975,1,7,900,200,1950,0,47.6701,-122.286 20140616,2,1.75,1210,1040,2,8,1210,0,2014,0,47.5519,-121.999 20141014,4,2,2020,6867,1,8,1010,1010,1942,0,47.7,-122.292 20140627,2,1,1050,2570,1,7,850,200,1927,0,47.6764,-122.366 20150415,2,1,1280,5400,1,7,1280,0,1964,0,47.6949,-122.371 20140731,3,1.5,1870,7853,1,7,1300,570,1962,0,47.7045,-122.281 20150415,3,1,1230,6380,1.5,7,1230,0,1927,0,47.6947,-122.315 20141119,2,1,1390,11340,1,7,1390,0,1969,0,47.4969,-122.3 20141110,2,1,850,5225,1,7,850,0,1949,0,47.5311,-122.38 20141121,3,1,1400,4914,1.5,7,1400,0,1929,0,47.681,-122.364 20141105,5,2.75,3210,8001,2,9,3210,0,2014,0,47.5935,-122.061 20140622,4,2.5,2580,6260,2,7,2580,0,2004,0,47.4858,-122.185 20140528,2,1,1060,8187,1,6,1060,0,1952,0,47.7508,-122.349 20141208,4,2.5,2850,6809,2,9,2850,0,2003,0,47.7353,-121.973 20150217,3,1.75,1628,286355,1,7,1628,0,1996,0,47.2558,-122.122 20141210,5,2.25,1790,10300,1,7,1270,520,1961,0,47.7718,-122.292 20140508,4,1.75,2060,26036,1,8,1160,900,1947,0,47.4444,-122.351 20150416,2,1,790,7500,1,7,790,0,1951,0,47.4007,-122.294 20141002,3,1.75,1100,1307,2,7,780,320,2008,0,47.5601,-122.363 20140529,3,2.25,2330,4000,1.5,7,1520,810,1927,0,47.6732,-122.29 20150203,4,1,1440,9600,1,7,1440,0,1964,0,47.3168,-122.264 20150304,4,2.5,2850,8526,2,9,2850,0,1998,0,47.6747,-122.191 20150430,3,2,1370,8137,1,7,1370,0,1988,0,47.2802,-122.303 20150312,5,2.75,1650,5453,1,7,1650,0,1970,0,47.5293,-122.285 20141021,2,1,1150,5695,1,6,1150,0,1958,0,47.4989,-122.171 20140717,3,2,1410,10015,1,6,1410,0,1993,0,47.4948,-121.776 20150304,3,2.25,1540,5338,1,7,770,770,1954,0,47.6942,-122.304 20150209,3,2,1580,5080,1,6,800,780,1942,0,47.4963,-122.35 20140925,3,1.75,1650,11220,1,7,1650,0,1969,0,47.7567,-122.071 20140616,4,2.5,2050,6360,2,8,2050,0,1988,0,47.5641,-122.011 20150413,4,2.5,2370,7274,2,7,2370,0,1997,0,47.3982,-122.171 20150305,4,3.5,2100,7560,2,8,2100,0,2005,0,47.7076,-122.356 20141022,4,2.5,2960,26742,1,8,1480,1480,1949,1996,47.6846,-122.268 20150220,4,2.5,3060,7161,2,8,2860,200,2005,0,47.5383,-121.879 20140911,4,3.25,3640,3604,2,9,1960,1680,1913,0,47.6145,-122.284 20140619,3,1.75,1900,3000,1.5,7,1070,830,1903,0,47.5255,-122.265 20140722,4,2.5,1850,11250,1.5,7,1210,640,1981,0,47.6264,-122.062 20140512,4,3.75,3280,11000,2,10,2320,960,2008,0,47.6855,-122.201 20141113,3,2,1450,8928,1,7,1450,0,1998,0,47.3637,-122.075 20140623,3,1.75,1600,10280,1,7,1050,550,1977,0,47.725,-122.174 20141010,3,2.75,1710,3600,1,7,1590,120,1909,0,47.642,-122.36 20140529,3,1.5,2600,5085,1,7,1400,1200,1940,0,47.5659,-122.376 20150223,3,1,1100,5100,2,7,1100,0,1900,0,47.679,-122.386 20140711,4,3,2530,5625,1,8,1470,1060,1976,0,47.7094,-122.233 20150504,2,1,1020,9200,1,7,1020,0,1978,0,47.4461,-121.769 20140711,3,2.25,1930,3462,2,7,1930,0,2004,0,47.7453,-121.985 20150407,1,1,630,5150,1,5,630,0,1954,0,47.6923,-122.369 20150325,3,2,1700,4080,1,7,850,850,1941,0,47.6785,-122.393 20140506,3,2.5,2970,11985,1,9,1770,1200,1995,0,47.6359,-122.052 20140903,3,1.75,1600,4400,1,7,1030,570,1941,0,47.6348,-122.281 20150430,3,2.5,2370,7500,1,8,1620,750,1979,0,47.4091,-122.331 20141022,3,1.75,1710,7350,1,8,1280,430,1981,0,47.699,-122.167 20150318,4,1.75,2040,6348,1,7,1020,1020,1962,0,47.6964,-122.336 20141202,6,2.5,3370,15625,1,8,1770,1600,1964,0,47.4223,-122.343 20150424,2,1,810,4368,1,6,810,0,1958,0,47.6915,-122.312 20141020,4,1.75,2360,7620,1,7,1180,1180,1955,0,47.5278,-122.345 20150507,2,3,2020,5000,1,8,1350,670,1952,0,47.6758,-122.375 20140708,3,1.75,1070,8030,1,7,1070,0,1966,2014,47.67,-122.155 20150313,4,2.25,2240,45738,2,7,2240,0,1988,0,47.687,-122.047 20140618,3,2.5,1560,9361,1.5,7,1360,200,1936,0,47.5591,-122.295 20150312,3,2.5,1890,6560,2,7,1890,0,2003,0,47.3684,-122.031 20140722,3,3.25,1470,1152,3,8,1470,0,2003,0,47.6516,-122.337 20140731,4,2.5,3680,13351,2,9,3680,0,1946,1982,47.6154,-122.214 20141208,4,2.75,2520,12500,2,8,1720,800,1979,0,47.6225,-122.064 20150210,3,1.75,2420,14862,1,8,1380,1040,1977,0,47.3301,-122.365 20141204,2,2,1510,4000,1,7,1010,500,1900,0,47.6582,-122.345 20140814,3,1.75,1810,12600,1,7,1400,410,1977,0,47.7143,-122.233 20141210,4,1.75,2020,8800,1,8,2020,0,1969,0,47.3202,-122.384 20140922,3,1.75,1440,4025,1,6,720,720,1917,0,47.567,-122.38 20150106,3,1,1230,4380,1,6,1230,0,1947,0,47.5352,-122.361 20141009,3,1.5,2790,6900,1,8,1700,1090,1955,0,47.7328,-122.288 20140915,3,1.75,2450,9377,1,8,1540,910,1962,0,47.7296,-122.284 20140804,1,1,1180,22000,1,6,1180,0,1948,0,47.4007,-122.323 20140919,3,1.75,2040,81021,1,8,2040,0,1980,0,47.6536,-122.045 20141017,4,2.5,1970,4558,2,8,1970,0,2005,0,47.3627,-122.04 20141021,4,1,1130,13927,1.5,6,1130,0,1929,0,47.4939,-122.3 20140806,5,3,2980,10064,1,7,1680,1300,1940,0,47.7372,-122.316 20150324,3,1.75,1530,9600,1,7,1200,330,1988,0,47.3594,-122.076 20141106,4,2.5,2260,9696,1,9,2260,0,1983,0,47.643,-122.066 20140620,6,4.5,5480,10800,2,9,4430,1050,1999,0,47.6307,-122.367 20150327,4,2,1900,8160,1,7,1900,0,1975,0,47.2114,-121.986 20140826,4,2.25,2580,21115,2,9,2580,0,1977,0,47.5566,-122.219 20150317,4,2.25,2250,13500,2,9,2250,0,1980,0,47.621,-122.151 20150211,2,1,1200,12856,1,6,1200,0,1948,0,47.5321,-122.034 20150403,4,2.5,3910,8442,2,9,2710,1200,2000,0,47.3766,-122.027 20141114,4,2.5,2590,7891,2,9,2590,0,2006,0,47.5055,-122.194 20140806,2,1.75,1270,7500,1,7,1270,0,1982,0,47.6186,-122.063 20150402,5,2,1380,4300,1.5,7,1380,0,1916,0,47.6647,-122.337 20141009,3,2.25,1980,7200,1,8,1300,680,1964,0,47.7625,-122.36 20150102,3,1.75,2300,6200,1,7,1150,1150,1970,0,47.4176,-122.323 20140918,3,1,1320,5500,1,7,1320,0,1955,0,47.5705,-122.398 20141203,5,2.5,2410,8960,1,7,1600,810,1978,0,47.7372,-122.2 20150316,2,1,930,7740,1,5,930,0,1932,0,47.4611,-122.324 20140620,4,2.5,2970,4400,2,8,2970,0,2014,0,47.705,-122.114 20141114,2,1,1670,6212,1,7,1670,0,1947,0,47.7152,-122.282 20150203,3,1.75,1470,8350,1,7,1470,0,1990,0,47.2587,-122.253 20140509,4,2.75,1970,7213,1,8,1170,800,1977,0,47.4424,-122.126 20141107,4,4,1550,6596,1.5,7,1550,0,1907,0,47.6711,-122.398 20150330,4,3,3710,20000,2,10,2760,950,1936,0,47.6696,-122.261 20140826,4,2.25,2520,2370,2,8,1690,830,1908,0,47.6109,-122.303 20150501,3,2.5,2600,10183,1,8,1300,1300,2004,0,47.6984,-122.201 20140602,4,2,2360,6000,1,7,1260,1100,1939,0,47.6534,-122.41 20140811,9,7.5,4050,6504,2,7,4050,0,1996,0,47.5923,-122.301 20150224,5,3.5,3190,4247,2,8,2430,760,2013,0,47.7016,-122.103 20140613,2,2,2280,641203,2,9,2280,0,1990,0,47.4125,-122.455 20150407,4,1.75,1690,8392,1,7,1190,500,1979,0,47.773,-122.256 20150317,3,1,1710,19115,1,6,1710,0,1986,0,47.656,-121.913 20140630,3,2.25,1720,9600,1,7,1220,500,1967,0,47.6581,-122.126 20140718,4,2.75,2310,5000,1.5,8,1480,830,1908,0,47.5502,-122.268 20140822,4,2.5,2270,4400,2,7,2270,0,2006,0,47.5381,-121.888 20150227,4,1,1230,8316,1.5,7,1230,0,1963,0,47.7269,-122.24 20140814,3,2.5,2020,26670,2,7,2020,0,1987,0,47.2597,-122.31 20140828,2,2.25,3900,14864,1,8,1950,1950,1947,0,47.5884,-122.291 20150424,4,3.5,4610,11676,2,10,4610,0,2000,0,47.6011,-121.983 20140617,7,4.25,3670,4000,2,8,2800,870,1964,0,47.6375,-122.388 20141022,4,3,3320,13500,1,7,1750,1570,1963,0,47.4596,-122.065 20150406,5,2.75,3710,8674,2,9,3710,0,1996,0,47.514,-122.176 20140625,4,2.25,2100,9984,1,7,1290,810,1973,0,47.7365,-122.242 20140611,5,3.5,4210,17258,2,12,4210,0,1995,0,47.553,-122.114 20150415,4,1.75,1960,6138,1,7,1260,700,1960,0,47.6968,-122.299 20140626,4,3,4040,20001,1,9,2020,2020,1972,2001,47.6408,-122.212 20140808,3,2.5,1940,4000,1.5,7,1940,0,1906,0,47.6372,-122.352 20150223,3,1.75,1520,9600,1,7,1520,0,1967,0,47.473,-122.149 20140528,3,2,2030,24829,1,7,1220,810,1979,0,47.2718,-122.291 20140528,3,2.75,2280,4280,1,7,1280,1000,1917,0,47.6685,-122.335 20141201,4,2.5,3640,6389,2,9,3640,0,2014,0,47.7049,-122.123 20150415,3,2.25,3400,12825,1,9,3400,0,1961,0,47.5435,-122.26 20150505,3,2,1678,13862,1,7,1678,0,1994,0,47.3744,-122.19 20140904,4,2.5,2030,39049,1,7,1530,500,1953,0,47.4413,-122.345 20150330,3,2.25,1570,6810,1,8,1180,390,1988,0,47.6176,-122.044 20150330,3,1,1030,8400,1,7,1030,0,1963,0,47.5364,-122.173 20140917,4,2.25,2310,9800,1,8,1780,530,1968,0,47.6657,-122.178 20150427,2,2.5,2170,6361,1,8,2170,0,2009,0,47.7109,-122.017 20140711,4,1.75,2440,8100,1,9,1620,820,1960,0,47.7201,-122.361 20150421,3,2,1730,12821,1,8,1730,0,1994,0,47.353,-122.272 20141211,4,4,6050,84942,2.5,9,4150,1900,2009,0,47.7466,-122.029 20140904,3,2,1310,8069,1,7,1310,0,1990,0,47.3694,-122.083 20140916,3,1,1390,8333,1,7,1390,0,1982,0,47.7652,-122.31 20150209,3,1,1110,7520,1,7,1110,0,1960,0,47.683,-122.176 20140509,4,2.5,2840,6268,2,9,2840,0,1998,0,47.7386,-122.235 20141121,3,1,1480,5600,1,6,940,540,1947,0,47.5045,-122.27 20150316,2,1,1600,8961,1,7,1390,210,1949,0,47.3098,-122.21 20150422,4,4,4550,54013,1,9,2300,2250,1989,0,47.5964,-122.077 20140630,2,1,1320,9967,1,6,940,380,1919,0,47.5693,-122.296 20140627,3,2.25,1490,1212,2,9,1040,450,2011,0,47.6226,-122.313 20140917,6,4.5,3500,8504,2,7,3500,0,1980,0,47.7351,-122.295 20141106,3,2,1640,9750,1,7,1640,0,1959,0,47.7425,-122.241 20140916,2,1,1010,4000,1,6,1010,0,1911,0,47.5536,-122.267 20150423,4,2,1340,8190,1,7,1340,0,1942,0,47.4905,-122.343 20150511,5,1.75,2020,5100,1.5,7,1320,700,1911,0,47.6915,-122.345 20140808,4,1.75,2270,9830,1,8,2270,0,1959,0,47.5999,-122.176 20150211,5,3.5,3700,7055,2,9,3700,0,2014,0,47.5929,-122.057 20140923,4,2.5,1950,3720,2,8,1950,0,2004,0,47.5503,-121.997 20140807,4,2.5,2690,6124,2,7,2690,0,2007,0,47.3343,-122.058 20140822,3,1.75,2040,15695,1,8,2040,0,1959,0,47.4155,-122.339 20150102,4,3.5,3100,2261,2,9,2250,850,1981,0,47.6512,-122.202 20140528,3,1.5,1430,8960,1,6,1430,0,1953,0,47.4759,-122.349 20140829,3,2.25,1700,7650,1,7,1340,360,1975,0,47.7214,-122.166 20141107,4,2.5,2190,7125,2,8,2190,0,1978,0,47.3709,-122.285 20140616,4,3.5,3280,6603,2,10,3280,0,2007,0,47.5642,-122.126 20141219,3,2.25,1670,1596,3,8,1670,0,2014,0,47.5402,-122.387 20141015,4,2.75,2660,4500,1.5,8,1860,800,1909,0,47.6864,-122.347 20141125,2,1,720,212137,1,5,720,0,1982,0,47.422,-122.066 20150209,4,1,2170,12100,1,7,2170,0,1961,0,47.6893,-122.164 20140514,5,2.5,2540,3832,2,8,1760,780,1929,0,47.6848,-122.398 20140730,3,2,1540,6250,1,7,1540,0,1998,0,47.3539,-122.025 20140618,3,1.75,1670,6900,1,7,1170,500,1978,0,47.2975,-122.38 20150508,4,2.5,2310,6650,2,8,2310,0,2012,0,47.4513,-122.267 20140611,1,1,620,8261,1,5,620,0,1939,0,47.5138,-122.364 20140522,3,2.25,1470,1578,2,8,1090,380,2007,0,47.5388,-122.387 20140529,4,1.75,1700,7800,1,7,1120,580,1981,0,47.4801,-122.158 20140825,3,3,2260,1825,2,8,1660,600,2002,0,47.6108,-122.308 20140627,2,1,1110,3200,1,7,1110,0,1925,0,47.6338,-122.358 20140626,3,2.25,1780,10395,1,8,1780,0,1967,0,47.4539,-122.15 20141120,4,2.75,2020,8093,1,7,1300,720,1961,0,47.7685,-122.332 20140929,4,2.5,3180,11652,2,9,3180,0,1977,0,47.567,-122.212 20140603,3,2.5,1970,4036,2,7,1970,0,2003,0,47.5335,-121.869 20150225,4,3.5,2700,2868,2,11,1920,780,2006,0,47.5685,-122.286 20141111,3,2.5,1300,812,2,8,880,420,2008,0,47.5893,-122.317 20140811,4,2.75,3220,15467,2,11,3220,0,1994,0,47.7128,-122.083 20140731,3,1.75,1420,13187,1,7,1420,0,1974,0,47.4608,-122.065 20150508,3,1,1010,7690,1,6,1010,0,1958,0,47.4501,-122.176 20150429,5,3,3230,5167,1.5,8,2000,1230,1909,0,47.7053,-122.34 20150402,3,2.5,1600,5960,2,8,1600,0,1910,0,47.4758,-122.265 20141021,3,1,1260,7660,1,6,1260,0,1947,0,47.7476,-122.35 20141008,4,3.25,3240,4852,2,9,3240,0,2010,0,47.695,-122.022 20141219,4,3.5,3930,39098,2,12,3930,0,1999,0,47.6399,-122.158 20141008,2,1,890,8180,1,7,890,0,1947,0,47.737,-122.3 20150224,3,1.75,1540,6632,1,7,1070,470,1959,0,47.4973,-122.252 20141024,3,1.75,1420,3000,1,5,710,710,1931,2014,47.4928,-122.274 20141212,4,3.5,2760,4000,2,8,2000,760,1926,2014,47.5687,-122.374 20140705,4,3,3130,5700,1.5,7,1750,1380,1953,0,47.6811,-122.283 20140612,3,1,1710,6556,1.5,7,1200,510,1926,0,47.7185,-122.354 20150421,4,1.75,2460,5750,1.5,7,1620,840,1919,0,47.5601,-122.378 20140820,4,2.5,2590,6139,2,8,2590,0,2001,0,47.3883,-122.035 20150220,4,2.5,2755,4831,2,7,2755,0,2003,0,47.685,-122.039 20150326,3,1.5,960,6497,1,7,960,0,1970,0,47.3018,-122.378 20150408,3,2.5,1608,4800,2,8,1608,0,2013,0,47.2585,-122.201 20150213,3,2,2210,6387,1,8,2210,0,2003,0,47.265,-122.302 20150121,4,1,1430,5909,1,6,1070,360,1947,0,47.7623,-122.313 20140520,4,1,1680,4021,1.5,7,1680,0,1921,0,47.6663,-122.332 20150218,0,2.5,1490,7111,2,7,1490,0,1999,0,47.5261,-121.826 20150309,3,2.5,1690,4533,2,7,1690,0,2003,0,47.3575,-122.016 20140630,4,2.25,2500,4046,1.5,7,1520,980,1940,0,47.6882,-122.382 20140707,3,3.25,2030,11070,2,8,2030,0,1980,0,47.6478,-122.117 20150304,5,4.5,4340,5722,3,10,4340,0,2010,0,47.6715,-122.406 20141211,3,2.5,2000,1950,3,8,2000,0,2005,0,47.6476,-122.356 20150218,3,2,1580,6655,1,6,790,790,1944,0,47.4927,-122.248 20141210,3,1.5,1400,10853,1,7,1400,0,1964,0,47.4433,-122.194 20141224,4,1,1120,3844,1,7,1120,0,1972,0,47.7038,-122.352 20140612,4,2.5,1770,5855,2,7,1770,0,2003,0,47.3483,-122.053 20140522,6,2,2040,10812,1,5,2040,0,1943,0,47.4919,-122.181 20140709,2,1,800,6500,1,6,800,0,1953,0,47.7621,-122.358 20140611,6,5,3440,4500,2,8,3280,160,2007,0,47.4871,-122.219 20141210,4,3.25,2510,7686,2,9,2510,0,2003,0,47.4785,-122.228 20140915,3,2.5,2230,5800,2,7,2230,0,2004,0,47.5308,-121.847 20150401,3,2.5,2080,2625,2,8,2080,0,2006,0,47.5469,-121.997 20150424,4,2.25,2220,8125,1,8,1450,770,1965,0,47.5429,-122.177 20150225,4,2.5,2480,5000,1,8,1480,1000,1951,0,47.6653,-122.272 20150115,5,4,4500,8130,2,10,4500,0,2007,0,47.4832,-122.145 20140520,2,1,870,5340,1.5,6,870,0,1906,0,47.5849,-122.302 20140626,3,1.5,2120,6290,1,8,1220,900,1949,0,47.5658,-122.318 20141017,3,1,1260,10900,1,6,1260,0,1943,0,47.491,-122.188 20140729,4,2.75,2230,10160,1,7,1400,830,1968,0,47.5123,-122.32 20140820,3,2,2130,4000,2,7,2130,0,1908,0,47.6741,-122.323 20141202,4,2.5,2490,34947,2,9,2150,340,1985,0,47.4823,-122.031 20140819,4,2.5,2050,8424,2,8,2050,0,1993,0,47.196,-122.011 20150312,3,1.75,1260,1111,2,8,1260,0,2003,0,47.5476,-122.005 20150413,5,5,8000,23985,2,12,6720,1280,2009,0,47.6232,-122.22 20150211,3,1.5,1370,9800,1,7,1370,0,1968,0,47.3068,-122.27 20140812,2,1,900,8000,1,6,900,0,1954,0,47.4217,-122.317 20141215,4,2.5,1830,5331,2,7,1830,0,2002,0,47.3557,-122.016 20150215,4,1,1370,5339,1.5,6,1370,0,1948,0,47.5046,-122.3 20140917,3,2.25,1740,10378,1,7,1740,0,1977,0,47.3815,-122.09 20150410,3,2,1180,1800,2,8,1180,0,1994,0,47.6168,-122.301 20150317,2,1,1100,2800,1,7,1100,0,1925,0,47.6361,-122.371 20150108,3,3,2230,1407,2.5,8,1850,380,2014,0,47.5446,-122.017 20140528,3,2.5,2510,5503,2,9,2510,0,1995,0,47.5419,-122.383 20150219,2,1,1000,4000,1,6,1000,0,1910,0,47.6742,-122.396 20150408,3,2.5,2620,6842,2,7,2620,0,2002,0,47.6846,-122.037 20140701,3,1.75,2050,9580,1,8,1400,650,1984,0,47.6212,-122.038 20140827,4,2.5,2270,11500,1,8,1540,730,1967,0,47.7089,-122.241 20141020,2,1,1790,3760,1.5,8,1490,300,1912,0,47.5926,-122.293 20140925,3,1.75,1510,30185,1.5,7,1510,0,1976,0,47.4118,-122.089 20141009,2,0.75,440,8313,1,5,440,0,1943,0,47.4339,-122.512 20150417,4,1.75,1370,9993,1,6,1370,0,1918,0,47.7572,-122.228 20140507,4,1,1490,6600,1,7,1490,0,1969,0,47.4835,-122.332 20140522,4,2.75,2570,7264,2,8,1720,850,1998,0,47.258,-122.208 20150408,3,2.5,2185,6042,2,9,2185,0,2009,0,47.3573,-122.202 20150127,4,2,1530,7816,1,7,1530,0,1955,0,47.7309,-122.332 20140909,2,1.75,1050,6500,1.5,6,1050,0,1925,0,47.4727,-122.2 20150304,3,1,1220,9600,1,7,1220,0,1958,0,47.2622,-122.282 20150323,5,1.75,2640,7722,1.5,7,1650,990,1915,0,47.6802,-122.361 20140709,4,2.5,2510,4543,2,8,2510,0,2002,0,47.5962,-122.039 20140613,4,2.75,3650,48351,1.5,8,3650,0,1978,0,47.7632,-122.089 20140910,4,2.5,3340,8384,2,9,3340,0,2014,0,47.6761,-122.152 20141111,4,2.5,3340,123600,2,10,3340,0,2005,0,47.6101,-121.955 20140609,4,2.5,2800,246114,2,9,2800,0,1999,0,47.6586,-121.962 20141015,4,2.5,2310,7384,2,8,2310,0,2010,0,47.3737,-122.165 20150209,3,2.5,2370,4375,2,8,2370,0,2006,0,47.354,-121.999 20140509,4,3,2163,5883,2,7,2163,0,2006,0,47.2734,-122.251 20140911,4,2.25,2110,7560,2,8,2110,0,1974,0,47.7331,-122.183 20141219,3,1,1150,35415,1,7,1010,140,1950,0,47.5974,-122.129 20150227,4,3.75,3790,8797,2,11,3290,500,2006,0,47.6351,-122.236 20140804,3,1.75,2050,10519,1,7,1240,810,1979,0,47.4257,-122.146 20150416,2,2.25,1060,925,2,8,980,80,2006,0,47.6386,-122.388 20140627,3,2.5,2230,5348,2,8,2230,0,2000,0,47.5347,-121.866 20140610,4,2.5,1930,9643,2,7,1930,0,1992,0,47.4065,-122.18 20140804,3,1,1040,8199,1,7,1040,0,1953,0,47.7348,-122.302 20140829,2,2,1370,1878,3,8,1370,0,2004,0,47.6721,-122.387 20140808,2,1,910,295772,1,5,910,0,1953,0,47.3752,-122.11 20140506,3,1.5,1630,7475,1,7,1160,470,1940,0,47.6725,-122.272 20150116,4,2.5,2390,4639,2,8,2390,0,2006,0,47.3527,-121.999 20141216,4,4.5,5270,12195,2,11,3400,1870,1979,0,47.5696,-122.09 20140804,3,1.5,2500,6000,1.5,7,1730,770,1941,1984,47.5297,-122.354 20141106,3,1,980,6800,1,6,980,0,1946,0,47.4411,-122.186 20140926,3,2.5,3440,103672,2,9,3440,0,1990,0,47.3895,-121.986 20150209,5,2.5,2210,10772,1,9,1430,780,1964,0,47.7383,-122.288 20141027,4,2.75,2130,9339,1,7,1330,800,1991,0,47.3788,-122.316 20140610,4,2.5,2210,9427,2,7,2210,0,1999,0,47.4323,-122.327 20141201,3,2.25,2550,4089,2,9,2550,0,1983,0,47.6272,-122.297 20150501,3,1,1310,5000,1.5,7,1310,0,1906,0,47.6624,-122.347 20140709,3,2.5,2600,5100,2,8,2600,0,1998,0,47.5175,-122.205 20140613,4,2.5,2010,7972,2,8,2010,0,1989,0,47.5782,-122.018 20140725,3,2.25,2370,10289,1,9,1590,780,1977,0,47.592,-122.166 20140618,4,3.5,4680,9700,2,10,3360,1320,2005,0,47.5703,-122.165 20140922,4,2.5,1580,7800,1,7,1580,0,1959,0,47.481,-122.163 20141002,4,2.75,2530,11549,1,7,1700,830,1942,0,47.6557,-122.197 20150330,3,2.25,1910,8390,1,7,1910,0,1979,0,47.73,-122.216 20150321,3,2,1470,6000,1,8,1090,380,1950,1996,47.6829,-122.202 20140521,3,2,1540,7947,1,7,1120,420,1961,0,47.7605,-122.217 20140618,4,3,6430,27517,2,12,6430,0,2001,0,47.6208,-122.219 20140609,3,2.5,1480,1590,2,8,1150,330,2010,0,47.5302,-122.362 20141104,3,1.75,1830,27468,1,7,1830,0,1954,0,47.7754,-122.233 20141022,3,3.25,3130,9302,2,8,2190,940,1987,0,47.3078,-122.338 20141124,3,1,960,6500,1,5,960,0,1954,0,47.497,-122.171 20150506,3,2.25,1640,7730,1,7,1220,420,1989,0,47.3576,-122.039 20140716,3,1.5,1500,15000,1,7,1500,0,1952,0,47.3926,-122.208 20140922,3,2.5,2120,2374,2,8,1770,350,2005,0,47.674,-122.142 20150410,2,1,860,5080,1,7,860,0,1960,0,47.39,-122.236 20141117,2,1.5,680,772,2,7,680,0,2005,0,47.695,-122.343 20141118,2,2.5,1590,1485,2,8,1300,290,1994,0,47.6375,-122.387 20140919,3,3.5,1560,1490,2,8,1240,320,1995,0,47.6248,-122.319 20150402,4,1.75,2360,8286,1,7,1320,1040,1952,0,47.6226,-122.205 20140715,4,1.75,2260,6600,1,8,1220,1040,1948,0,47.6753,-122.278 20140826,3,1,1360,13000,1,6,1360,0,1945,0,47.3359,-122.033 20150311,3,1.75,1520,7439,1,7,1520,0,1969,0,47.457,-122.208 20141104,4,2.5,2050,7416,2,8,2050,0,1990,0,47.2658,-122.219 20140805,3,2.75,1830,208216,2,8,1830,0,1997,0,47.4377,-122.464 20140806,3,1.75,1390,9585,1,7,1390,0,1973,0,47.752,-122.35 20140708,6,2.75,4710,11000,2,10,3690,1020,1931,0,47.6622,-122.272 20150430,3,2.25,1820,7420,2,8,1820,0,1983,0,47.4368,-122.162 20141015,4,2,1690,8208,1,7,1210,480,1958,0,47.6052,-122.126 20140904,4,1,1400,9384,1.5,6,1400,0,1948,0,47.5166,-122.361 20150323,3,1.75,1450,7620,1,7,1050,400,1955,0,47.4569,-122.354 20140709,3,1.5,1270,1413,3,8,1270,0,2007,0,47.6989,-122.317 20140626,4,2.5,2250,7526,2,8,2250,0,1989,0,47.5123,-122.15 20150130,4,2.25,1900,8272,1,9,1460,440,1966,0,47.5803,-122.227 20140618,4,2.5,3210,14910,2,10,3210,0,1995,0,47.6073,-122.062 20141120,2,1,880,6900,1,6,880,0,1943,0,47.4903,-122.191 20140519,3,2.25,1450,1445,2,7,980,470,2005,0,47.6184,-122.301 20140826,3,2.5,1700,2250,2,7,1700,0,2014,0,47.4914,-122.334 20150113,2,1.75,1270,1685,2,8,1270,0,2012,0,47.5646,-122.295 20141201,3,2.5,1880,5290,1,8,1250,630,1974,0,47.5401,-122.3 20140619,4,2,2030,103672,1,7,2030,0,1969,0,47.1647,-121.973 20150430,4,3.25,5180,49936,2,10,5180,0,1991,0,47.6676,-122.069 20150311,4,3,1780,4228,1,7,1780,0,1953,0,47.5488,-122.287 20141007,4,2,1710,3875,1.5,7,1710,0,1907,0,47.6086,-122.294 20141203,4,1,1740,8100,1,7,1020,720,1962,0,47.467,-122.185 20150325,3,1,1240,7194,1,6,1090,150,1936,0,47.7636,-122.202 20141114,3,2.5,1520,6298,2,7,1520,0,1986,0,47.3687,-122.182 20141124,4,2.75,2700,5150,2,9,2700,0,2009,0,47.5209,-121.874 20150407,2,1,1700,3040,1.5,8,1460,240,1914,0,47.6442,-122.369 20140710,5,3.25,2850,4551,2,8,2370,480,2006,0,47.4916,-122.144 20140721,3,2.5,1530,3296,2,8,1530,0,1998,0,47.6181,-122.138 20140814,3,1.75,1850,6000,1.5,8,1650,200,1913,1999,47.6528,-122.401 20150312,6,3.5,4430,11453,2,9,3000,1430,2001,0,47.5156,-122.204 20140616,4,1.5,1220,10580,1,7,1220,0,1965,0,47.6205,-122.116 20150303,4,1.75,2120,7725,1,8,1220,900,1965,0,47.6003,-122.144 20141020,3,1.75,2610,117176,1,7,1390,1220,1981,0,47.2585,-121.925 20141202,4,2.5,2495,5751,2,7,2495,0,2002,0,47.7243,-121.957 20150108,3,2.5,2260,3640,2,8,2260,0,1994,0,47.7356,-122.157 20141007,4,2.5,1960,5238,2,7,1960,0,2003,0,47.3483,-122.052 20140625,3,2.25,1700,3333,1.5,7,1100,600,1924,0,47.6784,-122.361 20141027,3,1.75,2710,9088,1,7,2060,650,1965,0,47.3073,-122.272 20140805,3,1,990,8100,1,6,990,0,1949,0,47.4839,-122.341 20140620,4,2.5,2040,8265,2,7,2040,0,1996,0,47.4973,-122.341 20150325,6,3.25,3870,24700,2,10,2520,1350,1989,0,47.7517,-122.233 20140613,5,3.5,2320,4960,2,7,1720,600,1926,0,47.6763,-122.352 20140730,3,1,1960,7955,1,7,1260,700,1963,0,47.7641,-122.364 20150316,3,1,1070,4000,1,7,1070,0,1971,0,47.5529,-122.305 20140826,3,2,1940,3800,1,7,1050,890,1927,0,47.6842,-122.309 20140519,3,2.25,2030,7350,1,7,1190,840,1977,0,47.6939,-122.126 20141112,3,1.75,2270,13000,1,8,2270,0,1968,0,47.4474,-122.144 20140709,4,1,1600,10183,1,6,1600,0,1966,0,47.277,-122.211 20140515,3,1.5,1260,10350,1,7,1260,0,1959,0,47.6357,-122.123 20140820,4,2.25,2220,130244,2,8,2220,0,1989,0,47.4989,-121.9 20141105,4,2.25,2450,34092,2,8,2450,0,1980,0,47.5751,-122.049 20150430,5,1.75,2360,6150,1,7,1180,1180,1940,0,47.6732,-122.4 20140716,5,3.25,2700,3650,2,9,2070,630,1926,2014,47.5959,-122.291 20140718,3,1,770,9750,1,6,770,0,1941,0,47.4509,-122.275 20140801,2,1,1080,5000,1,7,1080,0,1954,0,47.5682,-122.359 20150217,3,2.5,2230,32660,1,8,2230,0,1977,0,47.3321,-122.105 20150102,3,2.75,2340,8828,1,9,2340,0,1954,0,47.632,-122.289 20150310,4,2.5,3130,60467,2,9,3130,0,1996,0,47.6618,-121.962 20140605,3,2.5,1510,10384,1,7,1030,480,1976,0,47.758,-122.071 20150414,4,2.5,2770,6000,2,8,2400,370,1993,0,47.5536,-122.383 20140805,3,1.5,1380,11760,1,7,1380,0,1963,0,47.4243,-122.202 20140725,2,2,1870,4751,1,8,1870,0,2006,0,47.7082,-122.015 20140521,3,3.5,2380,6250,2,8,1670,710,1997,0,47.5137,-122.252 20150211,5,2.5,2710,14989,1,8,1720,990,1959,0,47.6411,-122.207 20150107,3,1,1290,6380,1.5,7,1290,0,1930,0,47.6951,-122.319 20150402,3,3,1730,1074,3.5,8,1730,0,2006,0,47.6692,-122.392 20141208,1,1,620,8261,1,5,620,0,1939,0,47.5138,-122.364 20150414,4,2.25,2070,14000,1,7,1720,350,1958,0,47.7484,-122.237 20141029,2,1,1530,6350,1.5,7,1530,0,1923,0,47.6325,-122.303 20140520,3,1,1060,10050,1,7,1060,0,1967,0,47.7355,-122.231 20150416,2,1,700,5100,1,5,700,0,1953,0,47.4957,-122.168 20140919,2,1.5,1940,5700,1,7,970,970,1937,0,47.6881,-122.367 20140812,4,1.75,2710,11400,1,9,1430,1280,1976,0,47.561,-122.153 20140523,4,3,3680,5854,1,10,2060,1620,1967,0,47.6327,-122.395 20141223,4,4.5,4920,270236,2,10,3820,1100,2006,0,47.4695,-121.775 20140818,4,1,1210,6000,1.5,7,1210,0,1943,0,47.5026,-122.234 20140711,3,2.5,1650,4725,2,8,1650,0,2011,0,47.3548,-122.055 20140821,3,2.25,2350,51400,1,7,1390,960,1977,0,47.7417,-122.053 20140923,4,2.5,2720,34498,1,7,1360,1360,1966,0,47.5832,-122.02 20150323,2,1,1320,24319,1,7,1320,0,1966,0,47.4741,-122.015 20140519,2,1,770,4000,1,5,770,0,1924,0,47.6959,-122.364 20141112,3,1.75,1900,43700,1.5,6,1900,0,1919,0,47.7265,-122.136 20150323,3,1,1140,3240,1.5,6,1140,0,1910,0,47.7093,-121.364 20140618,3,1.75,1510,4800,1,7,860,650,1925,2011,47.5667,-122.372 20150304,5,3,2110,10766,2,7,2110,0,2005,0,47.3599,-122.176 20140923,4,2.5,2810,11902,2,9,2810,0,1993,0,47.5303,-122.143 20150403,3,2.5,1790,6452,2,7,1790,0,2004,0,47.3841,-122.042 20140819,2,1,950,11835,1,5,950,0,1932,0,47.7494,-122.237 20150330,4,2.75,2290,7000,2,8,2290,0,1977,0,47.4442,-122.129 20141028,2,1,1080,6250,1,7,1080,0,1942,1968,47.5128,-122.251 20140519,3,2.75,2170,7900,1,8,1380,790,1978,0,47.362,-122.277 20140902,3,2.25,1600,39848,1,8,1600,0,1958,0,47.1991,-122.013 20140804,3,1,1060,8040,1,6,1060,0,1949,0,47.7121,-122.287 20140729,3,2,2660,4500,1,7,1330,1330,1922,0,47.6391,-122.403 20141016,3,2.25,2890,5000,3,9,2890,0,2014,0,47.6983,-122.389 20140609,2,1.75,1060,1241,2,7,960,100,2008,0,47.5999,-122.3 20140523,5,2.5,3840,16905,2,11,3840,0,1991,0,47.2996,-122.342 20140529,2,1,820,3844,1,6,820,0,1916,0,47.7049,-122.349 20150331,3,1,1270,12733,1,7,1270,0,1955,0,47.445,-122.276 20150317,4,2.5,2630,5710,2,8,2630,0,2001,0,47.5342,-121.876 20140811,3,1.75,2460,4800,1,7,1230,1230,1938,0,47.6343,-122.282 20141030,3,1,860,6664,1,6,860,0,1944,0,47.4931,-122.247 20150318,4,3.25,2690,3995,2,9,2060,630,2014,0,47.532,-122.384 20141202,5,2.75,2130,5000,1,7,1100,1030,1978,0,47.5271,-122.274 20150222,4,2.5,2880,3091,2,9,1940,940,2014,0,47.5711,-122.286 20141215,3,1,1740,4800,1,8,1740,0,1952,0,47.5596,-122.27 20140603,3,2.5,1950,8130,2,9,1950,0,1990,0,47.3875,-122.161 20140725,3,1,1250,5411,1,7,1250,0,1980,0,47.5064,-122.265 20150422,3,2,1860,7500,1,7,930,930,1909,1950,47.5662,-122.364 20140801,3,1,860,7030,1,7,860,0,1973,0,47.7151,-122.211 20150420,3,2.5,2140,2770,2,8,1770,370,2007,0,47.6664,-122.131 20140617,2,2,1494,19271,2,7,1494,0,1943,1997,47.4728,-122.497 20141022,3,1,1180,8474,1.5,7,1180,0,1956,0,47.7416,-122.327 20140611,4,2.25,2030,13500,1,7,1230,800,1963,0,47.4596,-122.066 20140826,4,2,2180,8800,1,7,1170,1010,1977,0,47.3676,-122.046 20141103,4,1.75,1950,10219,1,7,1950,0,1962,0,47.7492,-122.336 20141205,4,2.5,2380,7850,2,8,2380,0,1995,0,47.4356,-122.201 20140508,3,2.5,1690,4500,1.5,8,1690,0,1928,0,47.5841,-122.383 20141107,3,1,1270,3600,1.5,7,1270,0,1906,0,47.6368,-122.37 20150127,5,1.75,2640,13290,1,8,1400,1240,1954,0,47.5022,-122.223 20140710,2,1,1240,57000,1,7,1240,0,1962,0,47.597,-122.059 20141210,2,1,920,5000,1,6,490,430,1949,0,47.7008,-122.338 20140828,5,2.75,2166,6342,2,8,2166,0,2013,0,47.3461,-122.152 20140625,4,3.5,4660,17398,2,11,4660,0,2003,0,47.5422,-122.112 20140725,5,3,2230,8560,1,8,1150,1080,1960,2014,47.6154,-122.115 20141016,2,1,1230,7560,1,7,1230,0,1961,0,47.7298,-122.34 20140609,4,2.5,2740,16007,2,9,2740,0,1984,0,47.6353,-122.229 20150420,5,2.75,2390,6282,1,7,1290,1100,1966,0,47.5149,-122.263 20140506,3,2.5,1650,13816,2,7,1650,0,1998,0,47.6553,-121.912 20140808,3,2.5,2470,4565,2,7,2470,0,2005,0,47.514,-122.189 20150512,3,1.75,1430,9857,1,7,1140,290,1980,0,47.4964,-121.771 20141017,3,1.5,1280,5065,2,6,1280,0,1983,0,47.3343,-122.217 20140730,2,1.75,1640,3090,1,7,910,730,1925,0,47.679,-122.319 20140929,4,2.5,3570,6054,2,9,3570,0,2014,0,47.7053,-122.126 20141120,4,2.5,3370,7200,2,8,3370,0,2014,0,47.7698,-122.384 20140625,4,2.5,2000,10051,2,7,2000,0,1997,0,47.3625,-122.025 20141202,3,2,2350,266151,1.5,7,2350,0,1983,0,47.6609,-121.892 20141028,4,1.75,1650,7200,1,7,1100,550,1977,0,47.3944,-122.187 20140521,4,2.75,2290,6120,2,7,2170,120,1926,0,47.6746,-122.327 20150511,5,4.25,4640,22703,2,8,2860,1780,1952,0,47.6393,-122.097 20140808,4,2.5,3470,20445,2,10,3470,0,1963,0,47.547,-122.219 20140701,4,4.75,3970,9778,2,11,3390,580,1928,0,47.6312,-122.366 20150401,3,1.75,1530,9362,1,7,1530,0,1987,0,47.3643,-122.049 20140506,3,1.5,800,8850,1,6,800,0,1959,0,47.3266,-122.348 20150220,3,2.5,2230,4006,2,8,2230,0,2014,0,47.73,-122.335 20141215,5,2.75,2870,6593,2,9,2870,0,2006,0,47.7075,-122.102 20140829,4,2.5,2030,9095,1,7,1130,900,1972,0,47.7321,-122.185 20150420,3,2.5,2790,53143,2,9,2790,0,1991,0,47.7687,-122.036 20140822,3,2,2730,15677,2.5,9,2730,0,1976,0,47.4612,-122.365 20141210,3,2.25,1960,7000,1,8,1600,360,1980,0,47.4427,-122.126 20141008,3,2.25,1870,7403,1,7,1870,0,1950,0,47.7171,-122.32 20150310,4,2.5,1970,5106,2,8,1970,0,1999,0,47.449,-122.205 20141114,4,4.5,5770,10050,1,9,3160,2610,1949,0,47.677,-122.275 20141219,4,2,1400,3600,1,7,1100,300,1900,0,47.6385,-122.37 20150309,3,1,1130,8159,1,7,1130,0,1954,0,47.7362,-122.333 20140929,4,2.5,2460,4774,2,8,2460,0,2006,0,47.4912,-122.145 20150414,3,2.5,1670,4220,2,7,1670,0,2002,0,47.3834,-122.028 20140925,3,1,1150,10196,1,7,1150,0,1957,0,47.6788,-122.162 20141029,3,2.5,1990,4978,2,8,1990,0,2004,0,47.5323,-121.856 20141016,8,4,4020,7500,1,8,2010,2010,1968,0,47.6732,-122.363 20140702,5,2.5,2160,7737,2,7,2160,0,1998,0,47.5381,-121.872 20140911,4,2.5,3320,38032,2,10,3320,0,1991,0,47.7478,-122.036 20140708,4,2.5,3220,35400,2,9,3220,0,1991,0,47.7547,-122.114 20140729,4,3.25,3470,11843,1,11,2270,1200,1989,0,47.5513,-122.135 20141023,4,1,1530,4875,2,7,1530,0,1977,0,47.3638,-122.091 20140811,3,2.75,3900,111514,2,6,3460,440,1967,2008,47.5621,-121.924 20150127,3,1.5,1970,3400,1.5,8,1420,550,1929,0,47.6163,-122.292 20141121,4,2.5,2990,5122,2,8,2990,0,2004,0,47.5773,-122.055 20140603,3,2.25,1840,3500,1.5,8,1540,300,1910,0,47.6063,-122.292 20140702,3,2.25,2080,12134,1,8,1530,550,1973,0,47.6315,-122.102 20140623,2,1.5,950,4625,1,7,950,0,1949,0,47.6912,-122.34 20150409,3,1.5,3000,5750,2,9,2000,1000,1924,0,47.5821,-122.39 20150422,5,2.25,2550,9200,1,8,1580,970,1975,0,47.4673,-122.363 20140623,3,1,1830,8004,1,8,1200,630,1960,0,47.7259,-122.297 20150324,4,3.5,3630,5670,2,10,3630,0,1970,2008,47.5189,-122.206 20140705,4,2.25,2110,12653,2,8,2110,0,1972,0,47.536,-122.225 20141013,2,1,930,6098,1,6,930,0,1919,0,47.5289,-122.03 20150327,3,1.5,1940,8951,1,7,1300,640,1958,0,47.473,-122.328 20141121,3,1,1340,9339,1,7,1340,0,1960,0,47.5407,-122.177 20150304,4,2,1770,5000,2,7,1770,0,1906,0,47.6748,-122.386 20140520,4,2.5,2650,7945,2,9,2650,0,2006,0,47.7113,-122.296 20140814,5,2.75,2160,4000,1.5,7,1530,630,1927,0,47.667,-122.289 20141125,3,2,1820,15068,2,7,1520,300,1920,2014,47.2103,-121.999 20140827,3,2.75,1880,1793,2,7,1810,70,2001,0,47.5405,-122.293 20141107,3,1.75,2390,30409,1,7,1560,830,1953,0,47.4789,-122.296 20140818,2,2.5,1830,1988,2,9,1530,300,2011,0,47.5779,-122.409 20140516,3,2.25,1410,1377,2,7,1290,120,2005,0,47.5342,-122.067 20150514,5,2,1430,5600,1.5,6,1430,0,1947,0,47.5192,-122.266 20140612,4,1.75,1870,5200,2,7,1200,670,1937,0,47.6843,-122.283 20140602,3,1.75,1890,7004,1,7,1290,600,1965,0,47.5557,-122.28 20150327,3,2.5,2070,4689,2,8,2070,0,2013,0,47.3545,-122.056 20150429,5,3,3490,6091,2,9,3490,0,2009,0,47.7744,-122.225 20141213,3,2.5,1610,1356,2,8,1240,370,2007,0,47.5257,-122.361 20140804,3,2.25,1610,8296,2,8,1610,0,1978,0,47.7,-122.297 20141020,4,1,1160,20100,1,6,820,340,1913,0,47.5175,-122.201 20141009,2,1,930,6600,1,6,930,0,1957,0,47.4868,-122.33 20140729,3,2,1810,10530,1,8,1810,0,1991,0,47.1913,-122.012 20140515,3,1,980,3090,1.5,6,980,0,1903,0,47.5525,-122.277 20140903,3,2.5,3040,6054,2,9,3040,0,2005,0,47.3508,-122.163 20150315,2,1,950,4800,1,6,950,0,1941,0,47.5864,-122.301 20140714,3,2.5,1440,7320,1,7,1440,0,1954,0,47.7179,-122.316 20140602,3,1.5,1120,6900,1,7,1120,0,1956,0,47.6023,-122.132 20140918,3,2.5,2840,216493,2,9,2840,0,1991,0,47.702,-121.892 20140716,4,2.5,2311,4396,2,9,2311,0,2014,0,47.3276,-122.163 20140620,2,2,1310,2841,2,6,1310,0,2004,0,47.3502,-122.022 20140922,3,1.5,1180,7700,1,7,1180,0,1959,0,47.6133,-122.133 20150401,3,2.75,2010,11200,1,8,1360,650,1979,0,47.7728,-122.253 20140925,3,1.5,990,1343,2,8,840,150,2007,0,47.6236,-122.306 20140509,3,1.5,1060,10464,1,7,1060,0,1973,0,47.7313,-122.229 20141031,3,2.5,1861,1587,2,8,1578,283,2007,0,47.7043,-122.209 20141028,4,2.25,2100,3671,1.5,8,1750,350,1929,0,47.6359,-122.3 20140919,4,1.75,2060,7900,1,7,1070,990,1957,0,47.6028,-122.12 20141211,3,3.5,3030,11550,2,8,3030,0,1971,2011,47.5051,-122.381 20150114,3,3.25,1510,2064,2,8,1220,290,2008,0,47.6398,-122.345 20140814,4,2.5,3680,11648,2,10,3680,0,1986,0,47.5604,-122.107 20141028,4,2.25,2390,13002,2,8,2390,0,1987,0,47.3111,-122.35 20150223,4,2.5,2560,5102,2,8,2560,0,2013,0,47.3404,-122.181 20141202,4,1,1740,4400,1.5,7,1740,0,1924,0,47.6058,-122.3 20141217,4,3.5,5844,10766,2,11,5844,0,2007,0,47.3293,-122.364 20141013,1,1,540,10125,1,5,540,0,1961,0,47.7739,-122.358 20150414,4,3,2380,5125,1.5,7,1680,700,1925,0,47.5384,-122.376 20140606,5,2.75,2440,8000,1,7,1240,1200,1972,0,47.7283,-122.17 20141008,3,1.75,1370,8006,2,7,1370,0,1990,0,47.258,-122.252 20150127,4,3.75,3810,9916,2,11,3810,0,1989,0,47.5739,-122.234 20140520,4,3.75,3300,4545,1.5,10,2600,700,1926,1999,47.6561,-122.274 20150416,4,2.75,2460,3600,2,8,1640,820,1907,2007,47.6093,-122.297 20150225,4,2.5,2110,11680,1,7,1420,690,1977,0,47.6964,-122.118 20140805,4,1.75,2020,7840,1,7,1010,1010,1968,0,47.3309,-122.299 20140527,5,2,2330,10750,1,7,1190,1140,1962,0,47.7325,-122.245 20140722,4,2.75,1760,9222,1,7,1140,620,1971,0,47.3099,-122.362 20141226,3,2.75,1670,3330,1.5,7,1670,0,1925,0,47.6551,-122.36 20150406,3,2.25,2100,43560,1,8,1330,770,1977,0,47.7511,-122.072 20140605,2,1,920,4095,1,6,920,0,1914,0,47.5484,-122.278 20140520,3,1.5,1540,4773,2,8,1540,0,1941,2009,47.5678,-122.378 20140718,2,2.5,2600,5000,1,8,1300,1300,1926,0,47.5806,-122.379 20141016,3,2.25,1830,39165,1,8,1830,0,1963,0,47.4612,-121.992 20150402,2,1.75,1520,4220,1,7,840,680,1910,0,47.6876,-122.366 20140820,4,2.75,1560,8820,1,7,1060,500,1979,0,47.3382,-122.257 20141001,4,2.5,2700,4590,2,8,2700,0,2002,0,47.6734,-122.329 20140904,4,2.75,2610,9426,1,7,1360,1250,1965,0,47.4435,-122.279 20140630,4,2.5,2280,5000,2,7,2280,0,2006,0,47.3593,-122.037 20140923,4,2.5,2020,3440,1.5,7,1480,540,1928,0,47.6885,-122.376 20140715,4,2.5,4240,43995,2,10,4240,0,1989,0,47.6008,-122.044 20140617,4,3.5,2650,3060,2,9,2060,590,2001,0,47.6735,-122.332 20141126,3,1.75,1240,10361,1,6,1240,0,1987,0,47.37,-122.151 20140827,3,1.75,1260,10164,1,6,1260,0,1964,0,47.4752,-122.133 20140909,4,3.25,3030,5164,1.5,9,2700,330,1925,0,47.6394,-122.299 20141030,3,2.5,3420,16622,1,10,2410,1010,1991,0,47.5638,-122.105 20150316,3,1.75,1760,8266,1,7,1760,0,1954,0,47.7708,-122.339 20140826,3,2.75,3050,44867,1,9,2330,720,1968,0,47.5316,-122.233 20150217,2,1,970,3300,1,7,970,0,1916,0,47.6609,-122.343 20150316,4,2.5,2250,10160,2,8,2250,0,1967,0,47.5645,-122.219 20140903,4,2.5,1690,4080,1.5,7,1140,550,1912,0,47.6825,-122.379 20150429,2,1,790,9784,1,6,790,0,1932,0,47.7634,-122.284 20141121,5,2.25,2480,12614,1,8,1860,620,1979,0,47.7393,-122.2 20141120,2,1.75,2060,7192,1,7,1420,640,1940,0,47.7038,-122.317 20140818,3,1.75,1450,8378,1,8,1450,0,1978,0,47.3093,-122.385 20150311,2,1,1070,8130,1,7,1070,0,1942,0,47.697,-122.37 20150420,4,2.5,3160,8530,2,9,3160,0,2006,0,47.5075,-122.148 20141126,4,2.25,2410,16650,1,8,2410,0,1965,0,47.5706,-122.163 20150427,4,2.5,2960,10760,2,9,2960,0,1987,0,47.5677,-122.013 20141223,4,3.25,2600,2074,2,8,2150,450,2011,0,47.5402,-122.028 20140520,3,2.5,1700,4000,2,7,1700,0,2003,0,47.5327,-121.871 20140808,4,3.25,4670,51836,2,12,4670,0,1988,0,47.635,-122.164 20140514,5,3,2257,10117,1,8,1363,894,2005,0,47.4524,-122.284 20150327,4,2.25,1850,9911,1,7,1850,0,1957,0,47.6019,-122.116 20150223,3,1.75,2300,16474,1,7,1220,1080,1984,0,47.7609,-122.144 20150430,2,2.25,1550,2285,2,8,1550,0,2007,0,47.5398,-122.369 20140820,3,0.75,1270,10092,1,7,1270,0,1971,0,47.7567,-122.073 20140616,2,1,1120,2000,1.5,7,1120,0,1910,0,47.6454,-122.354 20140929,4,3,2420,12000,1,9,2420,0,1984,0,47.7267,-122.063 20150330,2,2.5,1900,5065,2,8,1900,0,2005,0,47.7175,-122.034 20150218,4,2.5,2350,5835,2,8,2350,0,2003,0,47.3494,-122.153 20140730,3,2,2010,12950,1,8,2010,0,1953,0,47.7222,-122.229 20141009,3,2.5,1460,11593,2,7,1460,0,1989,0,47.2984,-122.385 20150427,3,1,2400,17239,1,7,1890,510,1940,0,47.75,-122.245 20140610,4,1,1120,2685,1,5,860,260,1939,0,47.4904,-122.203 20140711,3,1.75,1440,11325,1,8,1440,0,1966,0,47.3503,-122.279 20141015,3,1,1780,7800,1,7,1060,720,1957,0,47.4932,-122.263 20150321,4,2.5,2060,6958,1,7,1220,840,1974,0,47.7251,-122.168 20140519,4,1.75,2310,8045,1,7,1650,660,1976,0,47.4569,-122.165 20141009,2,1,1450,6380,1,7,1450,0,1967,0,47.6924,-122.321 20150422,4,2,2800,8540,1,8,1730,1070,1977,0,47.6869,-122.126 20140512,2,2.5,1230,1391,2,8,870,360,2004,0,47.6192,-122.301 20150408,2,1,960,7000,1,4,960,0,1918,0,47.3864,-122.307 20140728,3,1,840,8400,1,6,840,0,1959,0,47.3281,-122.344 20140717,3,1.75,1290,7210,1,7,1290,0,1984,0,47.2889,-122.363 20141021,4,2.5,3470,6651,2,9,3470,0,2005,0,47.5426,-121.879 20140827,3,1.75,2040,8173,1,7,1470,570,1958,0,47.7439,-122.333 20140915,3,2.75,1960,13252,1,8,1240,720,1975,0,47.5582,-122.139 20141124,3,1,1000,223462,1,6,1000,0,1933,0,47.2099,-122.043 20140724,4,2.75,3210,6825,1,7,1810,1400,1975,0,47.7338,-122.169 20141030,4,4.25,4470,5884,2,11,3230,1240,2010,0,47.6387,-122.405 20140527,4,2,1930,6600,1,7,1030,900,1967,0,47.482,-122.332 20140902,3,3.5,3190,10223,2,10,2560,630,1994,0,47.6968,-122.102 20140718,3,2,1620,2640,1.5,8,1620,0,1929,0,47.6884,-122.322 20140528,3,1.5,1300,12240,1,7,1300,0,1963,0,47.737,-122.243 20141219,3,1.75,1400,7735,1,7,1400,0,1989,0,47.357,-122.04 20140618,5,2.25,2480,12070,2,9,2480,0,1978,0,47.631,-122.052 20141211,8,3.25,4300,10441,2,8,2800,1500,1979,0,47.4786,-122.131 20150427,2,1,790,8250,1,6,790,0,1947,0,47.4523,-122.286 20140825,4,2.5,2370,10631,2,8,2370,0,1999,0,47.3473,-122.302 20140708,4,2.5,2630,6185,2,9,2630,0,1999,0,47.5229,-122.192 20140818,3,1.75,1650,9480,1,7,1220,430,1977,0,47.726,-122.191 20150422,4,2,2150,14161,1,8,1330,820,1966,0,47.3376,-122.323 20140915,3,1.75,1300,2446,1,8,880,420,1961,0,47.6071,-122.285 20140820,3,2.5,1780,47480,2,7,1780,0,1995,0,47.4723,-121.707 20140614,3,2.5,1930,7214,2,8,1930,0,2005,0,47.7191,-122.309 20150505,3,2.5,1690,8564,2,7,1690,0,1992,0,47.3518,-122.057 20150318,3,1,840,6540,1,6,840,0,1970,2014,47.3743,-122.116 20150323,4,2.5,1960,5642,2,7,1960,0,1998,0,47.3167,-122.187 20141001,3,1.5,1980,5800,1,8,1520,460,1949,0,47.6499,-122.413 20150302,4,2.5,2710,6558,2,9,2710,0,1997,0,47.434,-122.109 20141028,3,2,1510,10215,1,7,1510,0,1995,0,47.2078,-122.003 20141008,4,2.5,3500,7519,2,9,3500,0,2004,0,47.6799,-122.024 20140917,3,1,1550,8778,1,7,1250,300,1952,0,47.5413,-122.281 20150327,4,3.25,3330,7809,2,9,3330,0,2004,0,47.5977,-121.976 20140905,3,1,1200,4592,1,6,800,400,1950,0,47.519,-122.352 20140818,3,2.5,2790,19485,2,9,2790,0,1990,0,47.4688,-122.124 20140710,2,2,1670,4996,1,8,1670,0,2004,0,47.7141,-122.031 20141110,3,2.75,2440,76531,1,10,1640,800,1980,0,47.7672,-122.161 20140527,3,2.25,2510,6339,1.5,8,1810,700,1932,0,47.6496,-122.391 20140520,3,1,2120,7735,1,7,1060,1060,1967,0,47.4869,-122.123 20141113,3,1,1330,9620,1,6,1330,0,1976,0,47.3174,-122.127 20150115,3,2,1980,3525,1.5,8,1590,390,1932,0,47.6847,-122.368 20140627,4,1.75,2440,7350,1,8,1610,830,1978,0,47.3743,-122.285 20140711,4,2.25,2130,8640,1,7,1430,700,1969,0,47.7087,-122.198 20150223,3,2.25,1650,6250,1.5,7,1650,0,1910,0,47.5639,-122.4 20150423,3,2.5,2290,5089,2,9,2290,0,2001,0,47.5443,-122.172 20140709,4,1.75,1120,8250,1,7,1120,0,1966,0,47.4555,-122.177 20150407,3,1,970,9360,1,5,970,0,1942,0,47.2808,-122.225 20140814,4,3,2840,13554,1,9,1990,850,1974,0,47.7153,-122.257 20140812,4,3,2800,7198,2,8,2800,0,2002,0,47.3538,-122.013 20140714,4,2.5,1830,4500,2,7,1830,0,2004,0,47.3504,-122.005 20150403,4,1,1500,5750,1.5,6,1500,0,1925,0,47.4768,-122.206 20140610,4,2.5,1940,6206,2,7,1940,0,1990,0,47.3063,-122.359 20140623,4,2.5,2520,7253,2,9,2520,0,1990,0,47.5148,-122.159 20141113,4,2,2470,1831,2,7,1970,500,2009,0,47.4645,-122.337 20140611,5,2.25,2520,49222,2,8,2520,0,1978,0,47.4918,-122.064 20150403,3,2.5,2690,4819,2,7,2690,0,2004,0,47.5302,-121.849 20141016,2,1.75,1160,6828,1,7,860,300,1941,0,47.6937,-122.298 20141223,2,1,760,4000,1,7,760,0,1944,0,47.6896,-122.396 20140630,3,2.25,2090,10733,1,7,1440,650,1958,0,47.6971,-122.281 20140916,3,1,970,9600,1,7,970,0,1972,0,47.4451,-121.768 20141212,3,1,1090,3315,1,6,1090,0,1969,0,47.3159,-122.183 20150406,3,2,1500,11233,1,7,1500,0,1987,0,47.7279,-121.967 20140811,3,2.5,2440,7632,2,8,2440,0,1998,0,47.3494,-122.301 20150129,2,1,920,5889,1,6,920,0,1950,0,47.3012,-122.218 20141119,3,1.5,1700,8067,1,7,1250,450,1956,0,47.7384,-122.324 20140820,3,2,1200,2016,1,7,600,600,1931,0,47.5811,-122.404 20140616,4,2.5,2240,9826,1,7,1370,870,1988,0,47.314,-122.364 20140718,4,2.5,2170,7275,1,8,1820,350,1978,0,47.5672,-122.09 20140813,5,2.75,3260,9253,2,8,3260,0,2004,0,47.3674,-122.07 20150427,4,2.5,3710,7491,2,9,3710,0,2003,0,47.5596,-122.016 20140917,4,2.5,2740,7571,2,9,2740,0,2009,0,47.6962,-122.179 20141021,3,2.25,1740,5460,1,7,1210,530,1998,0,47.3648,-122.046 20140519,3,1,1500,4100,1.5,7,1370,130,1926,0,47.6689,-122.367 20140922,3,1.75,1400,4000,1.5,7,1400,0,1925,0,47.6902,-122.388 20141121,3,1.5,2440,7200,1,7,2440,0,1949,0,47.5604,-122.274 20150316,3,1.5,1710,5120,2,7,1710,0,1920,0,47.6801,-122.305 20150204,3,1.75,2150,8925,1,7,2150,0,1960,0,47.6253,-122.119 20150210,4,1.75,1490,4485,1,8,1350,140,1960,0,47.6388,-122.399 20140708,4,2.75,2310,4020,3,8,2310,0,1979,0,47.6154,-122.291 20140905,6,1,2330,5000,1.5,7,2330,0,1920,0,47.6789,-122.397 20140505,4,3,3690,9892,2,10,3690,0,1998,0,47.5937,-121.982 20140708,4,3.5,3150,5500,2,9,3150,0,2014,0,47.6644,-122.293 20150217,3,1,1180,7537,1,7,1180,0,1969,0,47.7233,-122.221 20141230,3,2.75,2700,22343,1.5,10,2700,0,1977,0,47.5706,-122.209 20141008,3,1,980,9682,1,7,980,0,1969,0,47.4136,-122.207 20141120,2,2.25,1330,1380,2,8,1060,270,2005,0,47.577,-122.41 20150423,3,2.5,2140,3628,2,8,1960,180,2006,0,47.537,-122.074 20150126,4,2.25,2080,15750,1,8,1460,620,1976,0,47.7225,-122.2 20140604,3,2.25,2370,9619,1,8,1650,720,1973,0,47.6366,-122.099 20141009,3,1,910,11117,1,7,910,0,1955,0,47.3432,-122.309 20150306,3,1,2430,10720,1,7,2430,0,1977,0,47.4895,-121.787 20150305,2,2.25,1180,2090,2,7,1180,0,2004,0,47.6032,-122.31 20150304,3,2.25,2070,7800,1,7,1170,900,1964,0,47.3431,-122.305 20141125,4,2.75,2640,3750,2,7,1840,800,1911,0,47.6783,-122.363 20140604,4,1.75,1720,7200,1,7,1220,500,1974,0,47.306,-122.375 20141125,3,1.75,1520,9600,1,7,1520,0,1967,0,47.473,-122.149 20140730,4,3.5,4540,19767,2,11,4200,340,1998,0,47.5445,-122.137 20150323,3,1,910,7620,1,7,910,0,1971,0,47.5278,-122.343 20140718,4,2.25,2420,9000,1,9,2000,420,1967,0,47.4884,-122.363 20140811,2,1,720,5000,1,6,720,0,1951,0,47.5195,-122.374 20141023,3,1,1200,8470,1,7,1200,0,1961,0,47.3864,-122.287 20150506,5,2.5,3000,10560,1,8,1500,1500,1966,0,47.6249,-122.206 20140821,3,1.5,1930,11092,1,7,1500,430,1983,0,47.634,-122.033 20150402,4,1.75,2040,9322,1,8,1440,600,1977,0,47.7611,-122.298 20141007,3,1.5,1160,1031,3,8,1160,0,2008,0,47.6538,-122.357 20150421,3,2.5,2570,5000,2,11,2570,0,1984,0,47.6295,-122.32 20141215,3,1.75,1899,11325,2,7,1899,0,1943,2005,47.3987,-122.3 20150203,2,2.5,1270,1242,3,7,1270,0,2008,0,47.701,-122.362 20141001,3,2.5,2690,8577,2,9,2690,0,1987,0,47.3026,-122.351 20141204,3,2.5,1760,2688,2,7,1760,0,2005,0,47.4903,-122.166 20150506,5,3,2008,5050,1,7,1216,792,1992,0,47.5376,-122.292 20150416,3,1,890,6488,1.5,5,890,0,1928,0,47.7087,-121.352 20150427,3,1,940,8571,1,6,940,0,1950,0,47.5006,-122.336 20141015,3,3.75,2780,5002,2,10,2780,0,1999,0,47.5939,-122.15 20140516,3,2.25,1440,7673,1,7,940,500,1982,0,47.4034,-122.178 20150312,2,1,880,2970,1,7,880,0,1927,0,47.6868,-122.349 20140925,2,1,740,3434,1,6,740,0,1920,0,47.2088,-121.992 20140812,3,1.5,1200,12000,1,7,1200,0,1986,0,47.268,-122.245 20150325,4,2.5,2240,4616,2,7,1840,400,2001,0,47.5118,-122.194 20150109,4,3.25,3910,7500,2,10,3910,0,2006,0,47.6527,-122.198 20140502,3,2,1960,13100,1,8,1650,310,1957,0,47.4419,-122.34 20150310,3,1.5,1200,9120,1,7,1000,200,1963,0,47.4545,-122.187 20140818,2,1,860,7250,1,6,860,0,1949,0,47.7206,-122.35 20140908,4,2.5,2540,4727,2,9,2540,0,1999,0,47.7034,-122.236 20150108,4,2.5,2560,5800,2,9,2560,0,2005,0,47.3474,-122.025 20150113,5,2.5,3810,15916,1.5,8,3810,0,1967,0,47.4521,-122.14 20150505,1,1,1220,4160,1,7,1220,0,1922,0,47.6746,-122.315 20141029,2,1.5,1430,1650,3,7,1430,0,1999,0,47.7222,-122.29 20140619,4,2,2080,13510,1,7,1040,1040,1950,0,47.4918,-122.258 20141029,3,2.5,1610,1246,2,9,1080,530,2014,0,47.6423,-122.375 20140720,4,1,1310,6000,1.5,7,1310,0,1940,0,47.5822,-122.295 20140829,2,1,870,7975,1,7,870,0,1946,0,47.6698,-122.361 20140731,4,2.5,2920,32219,2,10,2920,0,1995,0,47.7439,-122.041 20150127,4,3,2620,214750,2,8,2620,0,1992,0,47.4239,-122.068 20140819,3,2.5,2210,70567,2,9,2210,0,1995,0,47.6087,-121.895 20140828,3,1,1010,9920,1,6,1010,0,1977,0,47.3238,-122.14 20140902,4,2.75,2170,9658,1.5,7,2170,0,1966,0,47.3741,-122.189 20150511,3,2.5,1630,1755,2,8,1320,310,1997,0,47.691,-122.176 20141203,2,1,1470,6398,1,7,970,500,1941,0,47.6716,-122.279 20150102,3,2.25,2160,7964,2,8,2160,0,1991,0,47.3622,-122.074 20140701,4,2.5,2530,5048,2,8,2530,0,2014,0,47.3559,-122.063 20150428,3,2,1340,1951,1,6,670,670,1915,0,47.5763,-122.309 20140625,1,0.75,930,29258,1,6,930,0,1941,0,47.4837,-122.236 20150114,3,2,1660,7509,1,7,1660,0,2002,0,47.4872,-122.144 20140917,6,3,2744,9926,2,7,2744,0,2006,0,47.2773,-122.216 20150427,4,2,1850,11700,1,8,1850,0,1969,0,47.4702,-122.12 20141224,4,2.5,2390,7056,2,9,2390,0,1990,0,47.3385,-122.264 20141029,3,2.25,1780,8050,1,7,1230,550,1979,0,47.6977,-122.126 20150305,4,3,2740,10925,1,8,1670,1070,1980,0,47.4538,-122.125 20141006,3,3.25,1460,1254,3,8,1460,0,2000,0,47.6535,-122.353 20150413,3,2.5,2500,10359,2,10,2500,0,1986,0,47.6286,-122.051 20141230,3,2.5,2750,16000,2,9,2560,190,1981,0,47.693,-122.187 20140520,3,2.5,1700,4105,2,8,1700,0,1992,0,47.6078,-122.292 20140603,3,2,1880,10758,1,6,940,940,1952,0,47.5091,-122.144 20140605,4,2.75,2020,10720,1,8,1420,600,1976,0,47.6373,-122.104 20140509,2,2.5,2200,188200,1,8,2200,0,2007,0,47.2458,-122.002 20140717,3,1.75,2080,12522,1,6,2080,0,1950,0,47.267,-122.25 20141223,3,1.75,2010,3800,2,7,2010,0,1922,0,47.6408,-122.307 20150318,2,1,1210,7440,1,6,780,430,1940,0,47.7376,-122.322 20150305,3,2.5,1760,3097,2,8,1760,0,1992,0,47.5764,-121.996 20140925,3,2.25,1190,13630,1,7,1190,0,1984,0,47.4813,-121.735 20140603,4,2.5,2240,3712,2,8,2240,0,2014,0,47.3551,-122.061 20141008,3,1.5,1420,8580,1,6,1420,0,1962,0,47.3076,-122.362 20140522,4,2.25,2350,8140,1,8,1430,920,1977,0,47.5579,-122.129 20150319,2,1,890,6000,1,6,890,0,1919,0,47.4976,-122.225 20140819,4,2.5,2382,5899,2,8,2382,0,2011,0,47.2793,-122.295 20150415,4,2.5,2650,11108,2,10,2650,0,1987,0,47.6304,-122.051 20150312,5,2.75,3280,12673,1,9,2050,1230,1981,0,47.5504,-122.146 20150427,4,2.5,1900,21780,1.5,7,1900,0,1940,1987,47.3776,-122.314 20140609,4,1.75,1980,9000,1,7,1480,500,1978,0,47.3071,-122.381 20140530,3,2.25,1820,8058,1,7,1260,560,1974,0,47.7241,-122.168 20140715,3,1.5,1010,8108,1,7,1010,0,1954,0,47.7359,-122.309 20140922,3,1.5,2260,5300,1,7,1200,1060,1940,0,47.6756,-122.348 20140509,3,2,1400,7293,1,7,1400,0,1963,0,47.586,-122.12 20150425,3,2.5,2250,19270,2,8,2250,0,1999,0,47.6569,-122.088 20141001,3,2.5,1200,813,3,9,1200,0,2010,0,47.5894,-122.315 20150427,4,2.5,1930,6957,2,8,1930,0,1995,0,47.4309,-122.191 20140908,3,1.5,1260,3135,1,7,780,480,1944,0,47.6693,-122.371 20140516,3,2,1020,1204,2,7,720,300,2004,0,47.5445,-122.376 20140815,4,3.5,2970,5000,2,9,2200,770,2001,0,47.6772,-122.399 20140522,3,2.25,1820,8008,1,8,1240,580,1981,0,47.7206,-122.11 20140829,3,2.5,2270,9822,2,9,2270,0,1988,0,47.6685,-122.137 20141027,4,2.25,2630,4000,2,9,1810,820,1909,0,47.6393,-122.317 20141030,4,2.5,3560,6187,2,9,3560,0,2003,0,47.5593,-122.016 20140527,3,1.75,2310,78844,1,8,1760,550,1977,0,47.5406,-122.066 20150127,3,1.75,1300,11230,1,7,1300,0,1968,0,47.3811,-122.087 20150116,5,2.5,1900,9460,1,7,1190,710,1969,0,47.7096,-122.202 20141001,4,3.25,4280,20296,2,11,4280,0,1984,0,47.6377,-122.212 20140620,4,2.5,1890,12236,1,7,1230,660,1978,0,47.4491,-121.78 20150129,2,1,940,5413,1,7,940,0,1923,0,47.6956,-122.304 20140517,3,2,1700,4250,1,6,890,810,1944,0,47.6542,-122.385 20140806,4,2.25,2620,10920,1,9,2620,0,1965,0,47.6117,-122.164 20141028,4,2.5,3160,8726,2,9,3160,0,1999,0,47.2582,-122.223 20140626,2,1.75,1590,11276,1,7,1590,0,1972,0,47.3177,-122.21 20150413,4,2.5,2480,4602,2,9,2480,0,2000,0,47.6835,-122.161 20141017,3,2,1770,9685,1,5,1770,0,1948,0,47.4753,-122.342 20140506,5,4,4510,15175,2,10,4510,0,1969,2002,47.5309,-122.228 20140714,3,2.5,1910,4363,2,9,1910,0,2006,0,47.5482,-121.996 20150317,3,1.75,1300,5111,1,7,1300,0,1959,0,47.7005,-122.314 20140531,3,2.25,2675,40910,2,8,2675,0,1984,0,47.5916,-122.055 20140619,4,2.5,2270,9247,1,8,1500,770,1972,0,47.5602,-122.176 20141208,3,2.25,2250,8000,1,8,1460,790,1976,0,47.7229,-122.202 20150226,2,1.5,720,5120,1,6,720,0,1954,0,47.5218,-122.357 20141001,2,1,860,6800,1,6,860,0,1943,0,47.7274,-122.337 20140703,3,1.5,1400,1022,3,8,1400,0,2007,0,47.6989,-122.317 20140918,3,2.25,2160,15360,1,8,1410,750,1965,2000,47.6232,-122.138 20150415,5,3.25,4590,12793,2,11,3590,1000,1928,0,47.6453,-122.41 20150306,3,2.5,3320,11875,1,10,3320,0,1979,0,47.7212,-122.26 20150310,4,1.75,1860,9364,1,7,1080,780,1953,0,47.731,-122.301 20140530,3,1.75,1510,44000,1,7,1240,270,1989,0,47.4851,-121.716 20140715,3,1.5,1350,81549,1,7,1350,0,1966,0,47.3099,-122.09 20150225,5,1.75,1950,8720,1,7,1050,900,1962,0,47.3381,-122.289 20141020,4,2.5,2220,3561,2,8,2220,0,2014,0,47.3561,-122.063 20141014,3,2.5,2370,15375,2,9,2370,0,1993,0,47.3803,-122.147 20150305,3,1.75,1720,9125,1,7,1140,580,1981,0,47.3173,-122.181 20150421,3,1,940,8400,1,7,940,0,1958,0,47.5108,-122.165 20140821,3,3.5,1500,1471,3,7,1500,0,1999,0,47.7034,-122.362 20140820,3,1.75,1920,7400,1,8,1260,660,1977,0,47.5633,-122.131 20140505,4,2.5,2910,6338,2,8,2910,0,2008,0,47.4804,-122.126 20140709,5,4.5,4030,13474,2,11,4030,0,2000,0,47.5812,-121.995 20141023,3,2.5,2070,6145,2,7,2070,0,2003,0,47.3357,-122.172 20140909,3,1.75,1870,7500,1,8,1320,550,1978,0,47.4428,-122.134 20140626,4,3.75,3460,6738,2,11,3460,0,2013,0,47.506,-122.145 20140715,1,1.75,1440,4920,1,7,720,720,1923,0,47.534,-122.376 20150114,4,2.5,1940,7607,2,8,1940,0,1995,0,47.685,-122.158 20150128,4,2.5,1800,4338,2,8,1800,0,2001,0,47.5962,-122.015 20141027,2,1,1010,7740,1,6,890,120,1924,0,47.5323,-122.355 20140520,3,2.25,1990,10260,2,8,1990,0,1987,0,47.6801,-122.115 20140708,3,1.75,1880,5752,1,7,940,940,1945,0,47.5354,-122.378 20140926,4,1.5,1480,47045,1,6,1480,0,1942,0,47.4809,-122.3 20150220,2,1,790,6555,1,6,790,0,1956,0,47.5015,-122.35 20141021,2,1,950,3060,1,6,810,140,1925,0,47.6698,-122.323 20141105,3,1.5,1010,5000,1,6,1010,0,1943,0,47.4925,-122.278 20140813,3,1,1270,8000,1,7,1270,0,1957,0,47.5874,-122.136 20140910,4,2.5,2440,5088,2,7,2440,0,2007,0,47.5406,-121.889 20150121,3,2.5,3240,12625,2,11,3240,0,1987,0,47.5327,-122.232 20141015,4,1.75,1860,7350,1,7,1090,770,1977,0,47.3979,-122.174 20141014,3,1.75,1160,8774,1,7,1160,0,1972,0,47.7159,-122.165 20150127,3,1.5,1560,8314,1,7,1560,0,1962,0,47.4117,-122.209 20140911,2,1,1340,8100,1,7,1340,0,1953,0,47.7218,-122.37 20140724,3,3.5,3460,15745,2,10,3460,0,1986,0,47.7262,-122.06 20141002,4,1,1620,4080,1.5,7,1620,0,1923,0,47.6696,-122.324 20141223,4,2.5,1860,8709,2,8,1860,0,1994,0,47.3289,-122.17 20141230,2,2.5,1570,1268,3,7,1570,0,2007,0,47.534,-122.365 20141202,3,3.25,2650,7819,1,8,1760,890,1956,0,47.4821,-122.192 20141021,5,3.5,2810,2700,2,9,1900,910,1910,0,47.6799,-122.363 20140707,3,2.5,1601,2491,3,7,1536,65,2007,0,47.719,-122.317 20150211,4,3,3900,9750,1,10,2520,1380,1972,0,47.5605,-122.158 20141208,2,1,1340,9840,1,7,1340,0,1949,0,47.7202,-122.339 20140717,4,2.75,3090,16538,3,8,2590,500,1919,1987,47.5803,-122.403 20150312,4,2,1764,15600,1,7,1764,0,1942,0,47.4318,-122.181 20140608,3,2.5,2300,7398,2,8,2300,0,2001,0,47.5369,-121.876 20140710,3,2.5,2820,8159,2,9,2820,0,2004,0,47.5527,-121.992 20150506,5,2.5,3480,74052,1,8,1980,1500,1972,0,47.4961,-122.063 20141206,3,3.5,2710,3326,2,8,1650,1060,2005,0,47.5371,-122.073 20150424,3,2.5,1570,6932,2,7,1570,0,1993,0,47.3902,-122.049 20140924,5,3,3800,42316,1.5,9,3800,0,1984,0,47.3488,-122.095 20140623,4,2.5,2540,8400,2,7,2540,0,1977,0,47.3754,-122.277 20140703,4,2,1900,76877,1,8,1900,0,2004,0,47.3491,-122.113 20141216,4,2.5,2820,39413,2,9,2820,0,1989,0,47.3064,-122.1 20141229,4,2.5,2640,10720,2,8,2640,0,1999,0,47.4485,-122.278 20140808,5,3.5,2760,3846,2.5,8,2760,0,2013,0,47.5047,-122.17 20150115,2,1,990,4800,1,6,990,0,1908,0,47.5615,-122.28 20140520,4,2.5,1990,6671,2,7,1990,0,1989,0,47.3078,-122.358 20141014,3,1.75,1350,155073,1,7,1350,0,1969,0,47.4058,-121.994 20140618,3,3.25,1689,1388,3,8,1689,0,2008,0,47.7174,-122.317 20141118,3,1.5,1030,6969,1,6,1030,0,1921,0,47.5492,-122.3 20140812,4,2.5,2080,5650,1,7,1680,400,1950,0,47.5107,-122.257 20140831,4,2.5,1950,8628,2,8,1950,0,1994,0,47.3817,-122.035 20140904,1,1,730,1942,1,7,730,0,2009,0,47.5943,-122.299 20140917,4,2.5,3050,7238,2,8,3050,0,1989,0,47.5772,-122.013 20150413,4,2.25,2690,15000,2,9,1890,800,1978,0,47.612,-122.064 20140522,1,1,550,1279,2,7,550,0,2008,0,47.616,-122.314 20150326,5,1.75,2290,4320,2,7,1980,310,1928,0,47.664,-122.31 20140825,4,2.5,1800,5070,1,7,1080,720,1979,0,47.5303,-122.28 20150325,3,1.75,1430,4920,1,6,1430,0,1957,0,47.5388,-122.275 20150128,3,1.75,2240,9200,1,7,1440,800,1968,0,47.2635,-122.284 20140709,4,1.75,1880,8800,1,7,1130,750,1960,0,47.5137,-122.333 20141030,2,1.75,1340,7380,1,6,1340,0,1940,0,47.4785,-122.229 20140618,5,3.25,3160,10000,2,8,3160,0,1980,0,47.52,-122.047 20141210,3,1,1010,9750,1,7,1010,0,1969,0,47.3244,-122.144 20141003,2,1,1410,5650,1.5,6,1410,0,1918,0,47.5159,-122.258 20140904,3,2,1300,2250,2,7,1300,0,1988,0,47.6923,-122.332 20150305,4,2.5,3530,49222,2,9,3530,0,1986,0,47.7285,-122.112 20150406,3,2.5,1780,5015,2,7,1780,0,2010,0,47.3352,-122.052 20140827,4,2,2560,9390,1,8,1280,1280,1957,0,47.7169,-122.329 20150115,3,2.25,1750,9298,1,7,1410,340,1969,0,47.4579,-122.164 20140703,4,2.5,1700,9000,1,7,1700,0,1972,0,47.7306,-122.233 20150106,3,3,2920,23085,1.5,7,1540,1380,1908,0,47.5159,-122.395 20140627,4,2.25,2300,7700,1,7,1380,920,1959,0,47.7137,-122.322 20150424,2,1.75,1620,3640,1,7,900,720,1929,0,47.543,-122.299 20140825,3,2.5,2480,7480,2,9,2480,0,1992,0,47.771,-122.166 20150408,3,1,1610,8500,1.5,7,1610,0,1959,0,47.3717,-122.297 20141104,3,2.25,2060,31400,2,8,2060,0,1984,0,47.6216,-122.056 20140725,3,1,1750,8820,1,7,1750,0,1961,0,47.3608,-122.29 20141120,5,2,2280,3600,2,7,2280,0,1992,0,47.6056,-122.305 20140516,5,1,1460,6032,2,6,1460,0,1941,0,47.487,-122.282 20140723,3,2.5,1990,3600,2,7,1990,0,2004,0,47.3841,-122.041 20141008,3,1,1380,6591,1,7,1380,0,1947,0,47.7164,-122.351 20150105,3,2,1620,12482,1,7,1290,330,1989,0,47.3584,-122.086 20150331,2,1.5,2210,5000,1,8,1530,680,1951,0,47.6122,-122.288 20150225,2,2,1180,2553,2,6,1180,0,2005,0,47.3501,-122.02 20140707,5,1.75,1650,3000,1.5,8,1650,0,1902,0,47.5955,-122.306 20150204,3,1.75,2350,12720,1,7,1180,1170,1964,0,47.3594,-122.175 20150414,3,1,1460,11880,1,7,1460,0,1961,0,47.3762,-122.219 20150504,4,2.75,2340,6350,1,7,1310,1030,1974,0,47.5559,-122.379 20150212,3,2.5,2390,8000,2,8,2390,0,1995,0,47.3895,-122.154 20140922,3,1,1090,2800,1,6,1090,0,1969,0,47.3162,-122.183 20140916,4,2.5,2720,7697,1,8,2120,600,1987,0,47.4391,-122.161 20141022,4,3.5,3370,5638,2,10,2250,1120,2001,0,47.7196,-122.223 20140603,3,2.5,2110,4099,2,8,2110,0,2001,0,47.7508,-122.17 20140717,2,1,940,5120,1,7,940,0,1909,0,47.6073,-122.308 20140509,4,2.75,3720,9450,1,10,1960,1760,1962,0,47.5627,-122.156 20140805,4,2.5,2920,7901,2,9,2920,0,2004,0,47.7036,-122.125 20141023,4,2.5,1980,4745,2,7,1980,0,2004,0,47.3495,-122.04 20140806,4,2.5,2030,4997,2,8,2030,0,2004,0,47.393,-122.184 20150306,5,2.75,2830,18050,1,7,1630,1200,1958,0,47.5773,-122.226 20150128,4,3,3040,11651,2,10,3040,0,1987,0,47.6348,-122.038 20150326,2,1,1120,45302,1,5,1120,0,1932,0,47.5105,-121.77 20141028,4,2.5,2150,8173,2,8,2150,0,1987,0,47.511,-122.153 20140815,3,2,1740,18000,1,7,1230,510,1989,0,47.7397,-122.242 20150305,3,2.5,2940,15875,2,10,2940,0,1994,0,47.5947,-122.016 20150401,4,2.25,1810,7068,2,7,1810,0,1976,0,47.7319,-122.204 20141111,2,1.75,1320,13052,1.5,7,1320,0,1980,0,47.712,-121.352 20150506,5,1.5,1790,11656,2,7,1790,0,1963,0,47.3961,-122.308 20140523,3,2,1630,8702,1,9,1630,0,1987,0,47.5168,-122.193 20150318,2,1,1120,6380,1,7,1120,0,1942,1994,47.6951,-122.316 20140527,4,3,3000,4000,1.5,8,1970,1030,1913,2014,47.5744,-122.307 20141001,3,2.5,1210,2046,2,9,920,290,2008,0,47.5212,-122.357 20150102,4,4,4930,22093,2,12,4930,0,2004,0,47.5874,-121.965 20150505,2,1,930,5760,1,6,730,200,1917,0,47.5598,-122.266 20150224,3,2,1500,8775,1,6,1390,110,1943,0,47.4809,-122.335 20140909,4,2,1750,8116,1,5,1750,0,1943,0,47.5097,-122.181 20150318,3,2,1270,1333,3,8,1270,0,2006,0,47.6933,-122.342 20150406,3,1,1540,24500,1.5,7,1540,0,1949,0,47.7213,-122.29 20150424,4,2.5,2990,8640,1,8,2100,890,1959,0,47.5932,-122.172 20141015,4,1.75,2420,8400,1,7,1620,800,1964,0,47.5017,-122.165 20150402,4,1,1140,13440,1,5,1140,0,1944,0,47.4619,-122.344 20141027,4,2.5,1900,9775,1,7,1900,0,1967,0,47.6856,-122.168 20150313,3,1,1200,6561,1,6,1200,0,1950,1968,47.7763,-122.36 20140911,4,2.5,2540,28563,1,10,2540,0,1984,0,47.7185,-122.114 20140527,3,2.25,2370,217800,2,7,2370,0,1979,0,47.6364,-121.984 20140929,4,1.5,2650,6900,2,9,2400,250,1909,0,47.6275,-122.305 20140603,3,1.75,2000,10182,1,7,1400,600,1963,0,47.6616,-122.175 20150424,3,1.75,1350,8737,1,7,1350,0,1966,0,47.4378,-122.279 20140519,4,1.75,2080,13629,1,7,1040,1040,1955,0,47.4866,-122.232 20140520,4,3.5,2680,10000,2,8,2040,640,1942,2014,47.726,-122.296 20141015,3,1.5,1420,7520,1,7,1420,0,1956,0,47.601,-122.134 20150318,5,3.25,3160,10587,1,7,2190,970,1960,0,47.7238,-122.165 20140822,4,2.75,3410,23000,2,10,3410,0,1982,0,47.5559,-122.149 20141028,3,2,1440,3900,1,8,1440,0,2002,0,47.7022,-122.021 20141024,3,2.5,1430,10200,1,7,1430,0,1960,0,47.7012,-122.166 20150408,3,1,1170,62290,2,5,1170,0,1986,0,47.5104,-121.787 20150508,4,2.5,3320,5034,2,7,3320,0,2006,0,47.4011,-122.164 20141106,2,1,710,6960,1,6,710,0,1943,0,47.4886,-122.246 20150506,3,2.5,2150,161607,2,7,1330,820,1995,0,47.4178,-121.937 20150115,3,2.5,1630,4534,2,8,1630,0,1987,0,47.7148,-122.205 20140919,2,1.75,1460,1500,2,8,1000,460,2008,0,47.6853,-122.356 20140822,4,2.5,2760,6440,2,10,2760,0,1999,0,47.5836,-122.026 20141014,4,2.75,3880,15025,2,7,3880,0,2004,0,47.6777,-122.035 20140728,4,2.5,2060,5742,2,7,2060,0,1999,0,47.3612,-122.185 20140724,4,1.75,2290,7765,1,6,2290,0,1936,1953,47.4997,-122.353 20150113,3,1,1340,18552,1.5,5,1340,0,1935,0,47.7129,-121.325 20140912,3,1.75,1970,7100,1,7,1590,380,1976,0,47.7353,-122.172 20150416,5,1,1420,6250,1.5,8,1420,0,1926,0,47.5807,-122.389 20140529,4,2,2240,7725,1,7,1120,1120,1956,0,47.5331,-122.365 20141022,4,2.5,2160,9528,2,9,2160,0,1992,0,47.3341,-122.255 20141114,3,2.5,1810,4332,2,8,1810,0,1992,0,47.5776,-121.996 20150129,3,1.5,1810,5080,1,7,1030,780,1958,0,47.6819,-122.287 20140711,5,2.5,2780,12335,1,8,1590,1190,1968,0,47.5681,-122.128 20140715,5,1,1670,6400,1.5,8,1670,0,1919,0,47.6542,-122.373 20150409,3,1,1140,9779,1,7,1140,0,1963,0,47.424,-122.201 20150407,4,3.5,3950,9600,2,10,3950,0,1998,0,47.5945,-121.981 20140806,4,1.75,1900,22896,1.5,7,1360,540,1922,1990,47.3102,-122.023 20150423,3,1.75,1930,9600,1,8,1930,0,1958,0,47.5747,-122.237 20150429,3,1.5,860,3200,1,6,860,0,1929,0,47.6791,-122.362 20150504,1,0.75,930,6600,1,6,930,0,1924,0,47.7127,-122.296 20150320,4,2.25,2160,9525,1,8,1080,1080,1961,0,47.5651,-122.221 20150415,4,2.25,1800,9018,2,7,1800,0,1992,0,47.2126,-121.984 20150513,5,2.75,2860,5280,2,9,2860,0,2006,0,47.707,-122.102 20140512,3,1.5,1350,7620,1,6,1350,0,1941,0,47.4565,-122.35 20141218,3,2.5,2240,6097,2,8,2240,0,2002,0,47.3503,-122.042 20140828,2,1,670,4720,1,6,670,0,1948,0,47.5243,-122.358 20150421,4,2.5,2650,5000,2,8,2650,0,2007,0,47.5605,-122.396 20150505,4,2.5,2960,5027,2,7,2960,0,2000,0,47.5328,-121.881 20140708,3,2.5,2860,43821,2,9,2860,0,1990,0,47.3163,-122.142 20141105,3,1,1600,1950,2,7,1600,0,1906,0,47.6028,-122.312 20140903,3,1,1790,6120,1,6,1790,0,1937,1964,47.508,-122.337 20141009,5,3.5,3080,7759,2,8,2310,770,2003,0,47.7454,-121.977 20150317,4,2.25,3320,20100,1,8,1810,1510,1981,0,47.5566,-122.153 20141028,3,2,1936,6612,2,7,1936,0,2014,0,47.2602,-122.246 20150320,3,3.5,3190,29982,1,8,2630,560,1941,0,47.458,-122.368 20141202,2,2.5,2300,6400,1,8,2300,0,2007,0,47.7196,-122.02 20140711,3,1.5,1320,8100,1,7,1320,0,1951,0,47.7194,-122.371 20150416,3,2.5,2000,3837,2,8,2000,0,2011,0,47.7713,-122.167 20150107,4,2.25,3133,16197,2,9,2533,600,1965,2010,47.4255,-122.338 20140707,3,2.5,3540,38322,2,10,3540,0,1989,0,47.6892,-122.048 20141029,3,1,1090,3523,1,6,1090,0,1969,0,47.3161,-122.182 20141023,3,2,1330,1042,2,8,1060,270,2014,0,47.5522,-122.382 20140529,2,1,1320,1824,1.5,6,1320,0,1909,0,47.585,-122.294 20141107,3,2.5,2640,432036,1.5,10,2640,0,1996,0,47.1795,-122.036 20150430,3,2,1540,8885,1.5,6,1540,0,1939,0,47.7403,-121.984 20140910,2,2.5,1280,1051,2,8,1080,200,2009,0,47.6273,-122.359 20150414,4,2.5,2540,11500,1,8,1640,900,1979,0,47.5609,-122.15 20140812,3,1.75,2160,5863,1.5,7,1260,900,1928,0,47.5729,-122.315 20140930,2,1.75,1350,4286,1,8,1350,0,2004,0,47.7171,-122.033 20141201,3,1.5,1390,1882,2,7,1390,0,2014,0,47.5667,-122.297 20150224,4,1,1360,11175,1,7,1360,0,1961,0,47.4551,-122.272 20141211,2,2.5,2410,7500,1,7,1550,860,1978,0,47.3078,-122.374 20141104,3,1,960,3844,1,7,960,0,1972,0,47.7027,-122.346 20141007,6,4.5,3900,9100,2,8,2870,1030,1979,0,47.6612,-122.137 20150429,3,1,960,9624,1,7,960,0,1953,0,47.7758,-122.301 20140725,2,1,940,6000,1,6,940,0,1943,0,47.4907,-122.336 20140613,4,3.5,3200,3250,2,9,2670,530,2007,0,47.5515,-122 20141208,3,1.75,3000,5413,2,8,1900,1100,1963,0,47.6962,-122.312 20140622,2,1.75,1330,6000,1,7,960,370,1914,1945,47.6539,-122.396 20140521,4,2.5,2340,6420,1,8,1590,750,1964,0,47.7728,-122.386 20140506,3,2.5,1790,7167,2,8,1790,0,1989,0,47.6176,-122.045 20150504,3,1,1210,5200,1,6,1210,0,1941,0,47.531,-122.373 20141203,3,1.75,1800,7199,1,7,1300,500,1972,0,47.7264,-122.307 20150501,6,2,2610,9132,1,8,1320,1290,1965,0,47.622,-122.14 20140604,2,1,830,2820,1,7,830,0,1920,0,47.689,-122.347 20150422,3,2,1200,7320,1,7,1200,0,1955,0,47.6986,-122.286 20140610,3,3.5,2440,3427,2,7,1990,450,2000,0,47.589,-122.165 20150414,4,2.5,2130,9653,1,7,1500,630,1978,0,47.4068,-122.175 20140804,6,2,1900,8057,1,7,1170,730,1959,0,47.762,-122.335 20140625,4,2.25,2460,11250,1,8,2460,0,1959,0,47.3182,-122.212 20150513,4,2.5,3402,14355,2,10,2846,556,2014,0,47.3009,-122.385 20141028,3,2.5,3550,136343,2,10,3550,0,1977,0,47.6223,-121.869 20140605,4,2.5,2610,4781,2,8,2610,0,2009,0,47.2649,-122.292 20140621,4,2,2160,6300,1.5,8,2160,0,1928,0,47.5662,-122.404 20140926,3,2.25,2520,12000,1,10,2520,0,1978,0,47.6381,-122.062 20140807,4,2.5,2680,3626,1.5,7,1680,1000,1928,0,47.6727,-122.361 20141015,4,1,1710,7000,1.5,7,1710,0,1950,0,47.7037,-122.293 20140702,5,1,1870,7800,1,7,1580,290,1962,0,47.5127,-122.321 20150428,4,2.25,2940,20384,2,9,2940,0,1970,0,47.6214,-122.227 20140813,3,2,1320,1298,3,7,1320,0,1995,0,47.6959,-122.376 20141222,3,1.75,1370,3300,2,7,1370,0,1927,0,47.6714,-122.32 20150504,3,3,2440,2076,2,8,1930,510,2006,0,47.5476,-122.37 20150112,2,1.75,1680,4500,1,8,1680,0,2004,0,47.7132,-122.032 20140718,4,1,1150,2560,1.5,7,1150,0,1909,0,47.6368,-122.355 20140726,3,1,910,8700,1,6,910,0,1943,0,47.449,-122.29 20141212,4,2.5,2450,12987,1,9,2030,420,1980,0,47.6197,-122.15 20150406,3,1.75,1530,8028,1,7,1200,330,1967,0,47.7768,-122.361 20140520,3,2.25,1400,31626,1,7,1140,260,1987,0,47.3029,-122.069 20150318,3,2.25,1890,8400,1,8,1520,370,1977,0,47.7103,-122.232 20140520,4,2.5,3230,7331,2,10,3230,0,2004,0,47.5823,-121.97 20140825,3,2.25,1500,7308,1,7,1210,290,1968,0,47.4621,-122.187 20140731,2,1,1330,5510,1,6,850,480,1910,0,47.6901,-122.362 20150330,3,2.25,3020,6000,3,8,1980,1040,1994,0,47.5249,-122.319 20140505,3,1,1450,6000,1,7,1450,0,1953,0,47.5238,-122.287 20141211,4,2,1750,7245,1,7,1050,700,1974,0,47.3164,-122.196 20140814,3,1.75,1470,7590,1,7,1470,0,1988,0,47.6964,-122.362 20141020,7,2.25,2620,6890,2,7,2620,0,1961,0,47.6123,-122.134 20150506,3,1.75,1430,12632,1,7,1430,0,1959,0,47.6371,-122.123 20141117,4,2.5,1810,4871,2,8,1810,0,1999,0,47.4088,-122.192 20150406,2,2.5,2170,7546,1,8,2170,0,2007,0,47.7242,-122.032 20141103,3,1.75,2145,3840,1.5,8,2145,0,1910,0,47.6875,-122.357 20141230,3,1,1920,6710,1,7,1320,600,1959,0,47.5346,-122.286 20140715,4,1.75,2220,15600,1,7,1140,1080,1963,0,47.492,-122.166 20140729,4,2.5,3172,5033,2,8,3172,0,2014,0,47.2961,-122.348 20140618,4,2.5,2290,6738,2,8,2290,0,1996,0,47.5714,-122.005 20150330,3,2,1300,22605,1,7,1300,0,1998,0,47.5337,-122.187 20150310,3,1.75,1820,5555,1,7,1030,790,1939,0,47.6867,-122.352 20140613,3,2.25,1400,3814,2,7,1400,0,2012,0,47.3584,-122.083 20141020,2,2.25,1240,1172,2,8,1000,240,2008,0,47.5877,-122.316 20141020,3,3,3420,7826,2,8,2430,990,1939,0,47.5873,-122.29 20150428,3,2.5,1390,2815,2,8,1390,0,1999,0,47.566,-122.366 20150219,2,1,1210,7667,1,6,900,310,1950,0,47.6571,-122.396 20141013,5,1.75,2860,12293,1,8,1430,1430,1947,0,47.7385,-122.348 20150105,3,2,2600,6600,2,10,1930,670,1970,2014,47.6055,-122.285 20150506,5,2.5,3020,9648,1,9,1980,1040,1977,0,47.5586,-122.134 20141028,3,2.25,1820,9766,1,7,1450,370,1987,0,47.397,-122.203 20140929,3,3.5,2420,4000,2,9,1820,600,1907,0,47.6054,-122.295 20140609,3,1.75,1300,8800,1,8,1300,0,1963,0,47.6199,-122.116 20141117,2,1,700,8100,1,6,700,0,1949,0,47.7492,-122.311 20140805,3,2.25,1360,1041,2,8,1094,266,2006,0,47.6925,-122.375 20150209,4,2.5,2500,4000,2,8,2500,0,2014,0,47.5902,-122.311 20140625,4,2.25,1830,6136,2,7,1830,0,1990,0,47.367,-122.181 20150105,3,1,840,3000,1,5,840,0,1943,0,47.494,-122.275 20140627,3,2.5,2570,10431,2,9,2570,0,1989,0,47.4188,-122.213 20150304,3,2.5,2580,14603,1,9,2580,0,1951,0,47.6199,-122.212 20140926,7,3,5350,14400,2.5,10,5020,330,1910,0,47.6295,-122.285 20150311,3,2.5,2480,53250,2,9,2480,0,1990,0,47.3323,-122.079 20150330,3,1.5,1400,9750,1,6,1400,0,1964,0,47.3768,-122.17 20150421,4,2.75,1890,1475,2,9,1200,690,2015,0,47.6472,-122.383 20140812,4,1,1060,5750,1,6,950,110,1904,0,47.6562,-122.389 20140701,4,2.5,1970,6600,2,7,1970,0,1987,0,47.3491,-122.168 20140508,3,1,1490,8995,1,7,1490,0,1954,0,47.4901,-122.303 20141120,3,1.75,1100,9452,1,6,1100,0,1942,0,47.4864,-122.337 20150128,4,2.5,2560,7492,2,8,2560,0,2014,0,47.4467,-122.287 20140724,3,3,2031,7702,2,9,2031,0,1988,0,47.3058,-122.348 20141013,4,3.25,3330,9000,2,9,2870,460,2004,0,47.6836,-122.208 20150302,3,2.25,2070,7995,1,7,1350,720,1987,0,47.403,-122.175 20150505,3,1.5,1700,8050,1,7,1130,570,1950,0,47.6304,-122.218 20141223,3,2,1660,8174,1,7,830,830,1981,0,47.7103,-122.199 20140624,3,1,850,6906,1,6,850,0,1948,0,47.7441,-122.314 20141124,4,3.5,4300,108865,2,11,4300,0,2014,0,47.6258,-122.005 20140625,3,1.5,1940,2885,1.5,8,1940,0,1900,0,47.6308,-122.369 20140528,4,2,2510,38141,1,9,2510,0,1960,0,47.7219,-122.258 20141204,3,2.25,1830,7500,1,7,1330,500,1968,0,47.7574,-122.31 20140722,3,2.5,1730,1803,2,7,1730,0,2005,0,47.4648,-122.335 20150325,4,1,1410,7693,1.5,7,1410,0,1953,0,47.7604,-122.331 20140905,3,2.25,1700,8800,1,7,850,850,1969,0,47.6863,-122.189 20150405,3,1,1590,4080,1.5,7,1590,0,1922,0,47.662,-122.326 20140820,4,1.75,1440,4300,1.5,8,1290,150,1929,0,47.6846,-122.372 20150324,2,1,730,9975,1,5,730,0,1943,0,47.4808,-122.315 20140530,3,2.25,3060,12095,2,10,3060,0,1983,0,47.5611,-122.106 20141020,6,2.5,3080,8163,1,7,1580,1500,1985,0,47.3859,-122.221 20140623,6,2.5,2890,8122,1,8,1630,1260,1977,0,47.5886,-122.113 20140910,3,2.25,2140,7200,2,7,2140,0,1979,0,47.3913,-122.191 20140520,3,2.5,1260,889,3,8,1260,0,2008,0,47.6277,-122.345 20140609,2,1,1200,9000,1,6,1200,0,1917,0,47.4039,-122.323 20140619,5,2,3530,9385,1.5,9,3530,0,1925,0,47.5774,-122.285 20141209,4,2.5,3070,5762,2,10,3070,0,2000,0,47.5847,-122.08 20150130,4,1.5,2650,34000,2,7,2650,0,1930,0,47.7516,-122.237 20140711,4,2.5,1920,4600,2,7,1920,0,2002,0,47.3795,-122.023 20150209,3,2.5,1560,4244,2,7,1560,0,2002,0,47.3834,-122.027 20140519,3,2.5,1720,1916,2,7,1720,0,2005,0,47.4895,-122.166 20150318,6,3,3840,14040,1.5,8,2460,1380,1949,0,47.506,-122.241 20150219,3,2.5,2100,4097,2,9,2100,0,2008,0,47.5983,-122.2 20141029,3,2.5,1280,1920,3,8,1280,0,2009,0,47.6621,-122.324 20150421,2,1,1040,6900,1,7,1040,0,1915,0,47.5411,-122.391 20150316,3,2.75,1580,4007,2,7,1580,0,2001,0,47.7367,-121.969 20141229,3,2.75,2430,14861,1,9,1530,900,1988,0,47.7461,-122.247 20141107,3,1.75,1770,8571,1,8,1270,500,1978,0,47.3109,-122.339 20140618,3,2.25,1990,6350,2,7,1990,0,1967,0,47.3822,-122.316 20140528,4,3.25,4700,9160,1,11,2520,2180,2005,0,47.5744,-122.406 20150324,2,2.5,1340,999,2,8,940,400,2008,0,47.5655,-122.386 20140522,1,0.75,1170,14149,1,7,880,290,1962,0,47.2653,-121.91 20140813,4,2.5,2560,5672,2,8,2560,0,2005,0,47.5222,-122.201 20150430,3,1.5,1090,5003,1,7,1090,0,1962,0,47.703,-122.321 20150220,2,1,900,5000,1,6,900,0,1930,1990,47.2008,-121.995 20140922,4,1,1530,5684,1,7,1130,400,1957,0,47.5507,-122.298 20140527,3,2.25,1760,4539,2,8,1760,0,1988,0,47.5754,-122.013 20140625,3,2.5,1720,3676,2,7,1720,0,1992,0,47.4039,-122.188 20140728,5,3,3900,5250,1.5,8,2620,1280,1931,0,47.5577,-122.389 20140820,4,2.5,3110,11397,2,10,3110,0,1984,0,47.5623,-122.106 20141114,5,3.5,5470,35071,2,11,4590,880,1976,0,47.6368,-122.159 20150430,4,2.25,2640,3000,2,7,2080,560,1908,0,47.6313,-122.344 20140623,3,1.75,1560,7207,1,7,1250,310,1983,0,47.7283,-122.222 20140904,3,1,1180,6000,1,7,1180,0,1950,0,47.6853,-122.286 20150218,3,2.25,1620,7566,2,7,1620,0,1990,0,47.3566,-122.039 20140909,5,3.5,4790,12957,2,9,3110,1680,2005,0,47.5469,-122.194 20140609,3,2.25,1680,35127,2,7,1680,0,1987,0,47.3025,-122.067 20150312,6,1.75,2540,8400,1,8,1340,1200,1977,0,47.4414,-122.129 20150325,3,1.75,1840,7350,1,8,1370,470,1974,0,47.6729,-122.166 20140502,2,1,1210,9400,1,6,1210,0,1949,0,47.5342,-122.36 20141017,3,2.25,1570,7200,2,8,1570,0,1991,0,47.7332,-122.232 20140507,2,1,1640,17335,1,7,840,800,1978,0,47.6397,-121.953 20150224,3,1,1540,9800,1,7,1540,0,1950,0,47.7604,-122.329 20150406,4,2.5,2770,4432,2,9,2770,0,2004,0,47.4541,-122.117 20141212,4,1,2370,30200,1.5,7,1570,800,1948,0,47.5108,-122.366 20140528,4,2.5,2230,10414,1,7,1450,780,1974,0,47.5816,-122 20150128,3,1,1030,4583,1,7,1030,0,1967,0,47.4231,-122.329 20140813,1,1,760,3000,1,7,760,0,1900,0,47.6059,-122.303 20140818,4,1.75,2160,8000,1,9,1660,500,1976,0,47.3165,-122.382 20150310,4,1.75,2570,8640,1,8,2570,0,1958,0,47.5956,-122.172 20140630,4,2.5,3560,5265,3,8,3560,0,2014,0,47.7047,-122.113 20140922,5,2.75,2580,9242,2,8,1720,860,1967,0,47.5943,-122.133 20150512,2,0.75,750,16321,1,4,750,0,1936,0,47.6985,-122.229 20150102,3,1.75,1520,15344,1,8,1520,0,1968,0,47.3308,-122.365 20150417,3,1.5,1370,4790,2,7,1370,0,1982,0,47.7253,-122.164 20150423,3,1.5,1810,349351,1.5,7,1810,0,2002,0,47.3392,-121.897 20141010,3,1,1250,20040,1,7,1250,0,1970,0,47.7514,-122.108 20140821,3,1.75,1470,27000,1,7,1470,0,1958,0,47.3943,-122.311 20140821,3,2.25,2540,9961,1,8,1320,1220,1969,0,47.41,-122.208 20150324,4,1.75,2360,8116,1,7,1180,1180,1916,1970,47.7635,-122.335 20150320,5,2.75,3080,6600,2,9,3080,0,2002,0,47.4501,-122.122 20141029,3,1.75,2310,7620,2,8,2310,0,1942,1988,47.7266,-122.363 20140623,4,2.25,2010,19000,2,8,2010,0,1975,0,47.3734,-122.119 20150226,3,2.5,2100,7587,2,9,2100,0,1990,0,47.3072,-122.391 20150326,4,3.5,3510,7200,2,9,2600,910,2009,0,47.5537,-122.398 20150422,6,5,2850,6600,2,7,2850,0,1994,0,47.6813,-122.187 20141230,3,0.75,920,20412,1,6,920,0,1950,0,47.4781,-122.49 20140917,5,1.5,2180,4268,1.5,7,1340,840,1924,0,47.6848,-122.389 20141013,3,2,1660,5070,2,8,1660,0,1950,1990,47.5552,-122.296 20140523,4,2.75,2430,20720,1,7,2430,0,1967,0,47.775,-122.139 20140616,6,1.75,1840,2774,1,7,1060,780,1900,0,47.6041,-122.31 20150316,4,2.25,1750,6120,1,7,1150,600,1962,0,47.6958,-122.29 20140623,4,2.75,2700,37011,2,9,2700,0,1984,0,47.3496,-122.088 20140808,5,3.5,2760,3865,2.5,8,2760,0,2013,0,47.5049,-122.17 20140620,3,2,1470,8089,1,7,1470,0,1987,0,47.3878,-122.316 20150504,3,2,3040,41072,1,8,1520,1520,1978,0,47.3944,-121.972 20150319,3,1,1350,9450,1,7,1350,0,1979,0,47.7186,-122.236 20150506,3,2.25,2260,17114,2,7,2260,0,1990,0,47.7537,-122.296 20150418,1,1,560,4120,1,4,560,0,1947,0,47.5335,-122.348 20141121,4,3.25,3266,5969,2,8,3266,0,2014,0,47.2975,-122.35 20140530,3,2.5,1950,9906,2,8,1950,0,1988,0,47.6363,-122.025 20141120,2,1.75,1250,1208,2,7,1040,210,2007,0,47.6004,-122.299 20150317,3,2.75,3410,9360,1.5,8,3410,0,1967,0,47.4497,-122.147 20140729,4,2.5,2810,6296,2,9,2810,0,2013,0,47.5019,-122.151 20140619,4,1,1980,10350,1,7,1430,550,1968,0,47.5226,-122.045 20140616,4,2.5,3190,14565,2,11,3190,0,1990,0,47.713,-122.072 20140625,3,1.5,1150,8450,1,6,1150,0,1951,0,47.4927,-122.224 20150429,4,2.25,2440,9889,1,7,1540,900,1952,0,47.6932,-122.3 20140718,3,1.75,1370,9288,1,7,1370,0,1988,0,47.4824,-122.152 20150504,3,1,1480,10094,1,7,1480,0,1956,0,47.5942,-122.136 20141113,4,1.5,1420,6720,1.5,7,1420,0,1925,0,47.5518,-122.311 20140818,3,1.5,1320,2625,2,7,1320,0,1986,0,47.7316,-122.338 20140523,3,2,1490,8371,1.5,7,1490,0,1984,0,47.3962,-122.189 20140609,2,1,740,5995,1,7,740,0,1949,0,47.7291,-122.337 20140502,3,2.5,1930,10460,2,8,1930,0,1996,0,47.4938,-122.161 20150429,3,2.25,2510,10418,1,8,1810,700,1968,0,47.7003,-122.285 20140530,3,2.25,1490,4522,2,7,1490,0,2009,0,47.7611,-122.233 20150402,3,1.75,1270,6017,1,7,1030,240,1990,0,47.737,-122.225 20150506,3,2,1090,6090,1,7,940,150,1940,0,47.5118,-122.259 20140904,3,1,1440,4268,1,7,1040,400,1953,0,47.5468,-122.293 20150312,2,1,1240,11393,1,7,1240,0,1960,0,47.3714,-122.207 20141027,3,1.5,1340,6500,1,7,1340,0,1972,0,47.7168,-122.192 20140703,3,2.5,3316,11447,2,9,3316,0,1986,0,47.3036,-122.34 20150512,3,1.5,2200,2880,2,7,1440,760,1904,0,47.6308,-122.312 20150402,4,2.5,2420,5118,1.5,7,1550,870,1926,0,47.5671,-122.378 20140826,3,2.5,1610,6000,2,7,1610,0,1993,0,47.349,-122.036 20140606,2,1,890,4590,1,7,890,0,1923,0,47.6901,-122.362 20140827,4,3.5,4560,16643,1,12,2230,2330,1995,0,47.5521,-122.115 20141210,3,3.5,2490,3517,2,8,1720,770,2005,0,47.5341,-122.067 20141008,3,2.5,1790,3962,2,8,1790,0,1992,0,47.6894,-122.391 20150317,2,1.75,1930,4601,1,8,1930,0,2006,0,47.7196,-122.022 20141118,2,1,1250,5040,1,7,950,300,1920,0,47.6959,-122.365 20140627,5,1.75,1890,5000,1.5,7,1090,800,1906,0,47.6711,-122.372 20150223,3,3,3180,2758,2,11,2240,940,2008,0,47.6377,-122.342 20150105,4,2.25,2200,9351,1,7,1290,910,1962,0,47.7448,-122.333 20140808,2,1,970,2700,1,7,770,200,1926,0,47.6852,-122.312 20150501,2,2,1300,2500,1,7,770,530,1926,0,47.6831,-122.373 20150507,4,2.25,1780,10260,2,8,1780,0,1971,0,47.6647,-122.142 20141009,4,1,1330,7980,1.5,6,1330,0,1952,0,47.492,-122.333 20150317,3,1,880,18109,1,6,880,0,1970,0,47.3634,-122.101 20141007,7,6.75,7480,41664,2,11,5080,2400,1953,0,47.4643,-122.368 20141224,3,2.25,2020,9000,2,7,2020,0,1979,0,47.4487,-121.775 20150414,3,1.5,1040,1824,1,6,1040,0,1925,0,47.6793,-122.3 20150129,3,2.75,2340,12282,1,8,1470,870,1978,0,47.7379,-122.289 20141016,4,3,2750,7500,1,8,1630,1120,1966,0,47.7134,-122.361 20140827,4,2.5,1820,8217,1,7,1120,700,1987,0,47.263,-122.242 20141121,3,1.75,2180,14734,2,9,2180,0,1990,0,47.4831,-121.767 20140801,2,2.5,1100,1737,2,8,1100,0,2006,0,47.4499,-122.189 20140710,5,3.5,3340,5000,2,8,2580,760,2012,0,47.5168,-121.871 20140627,4,4.5,6640,53330,2,12,6640,0,1993,0,47.7283,-122.046 20140515,4,2.5,3240,20301,2,10,3240,0,1985,0,47.719,-122.114 20140630,4,3,2440,9664,2,8,1890,550,1981,0,47.7649,-122.253 20150511,3,2,2080,12972,1,7,1250,830,1981,0,47.3733,-122.432 20150427,4,2.5,1830,4694,2,7,1830,0,2003,0,47.3573,-122.016 20140610,3,2,1320,7200,1,7,1320,0,1975,0,47.3947,-122.174 20140509,4,2.5,2830,20345,2,10,1980,850,1979,0,47.6462,-122.191 20150126,4,2.5,1870,8190,1,7,1100,770,1977,0,47.4521,-122.161 20140801,4,3.25,2720,4000,2,10,2070,650,2014,0,47.5554,-122.267 20140915,4,1.75,2230,7957,1,7,2230,0,1967,0,47.5859,-122.122 20140530,3,2,1550,8509,1,7,1150,400,1959,0,47.5299,-122.344 20140917,3,2.25,1640,4635,1.5,8,1540,100,1930,0,47.6793,-122.319 20150331,3,2.5,2000,35438,2,7,2000,0,1968,2005,47.4733,-121.994 20140711,3,3.5,3190,6776,2,10,3190,0,1998,0,47.6348,-122.064 20140812,2,1,830,8183,1,6,830,0,1950,0,47.7366,-122.302 20141030,3,1,1560,5225,1.5,7,1260,300,1927,0,47.5554,-122.279 20140514,4,3.25,3200,7081,2,9,3200,0,2004,0,47.5886,-121.989 20141002,3,1.75,2190,7021,1,7,1390,800,1953,0,47.5033,-122.232 20140714,4,2.25,1960,10275,2,7,1960,0,1965,0,47.6887,-122.124 20150324,3,3.25,1400,1343,2,7,1160,240,2005,0,47.5483,-122.277 20141217,4,2.75,2520,6398,2,8,2520,0,2014,0,47.7685,-122.159 20140808,3,3.25,2620,7215,1,8,1770,850,1980,0,47.5836,-122.2 20140605,3,2.75,3150,219978,2,9,3000,150,1990,0,47.553,-121.946 20140808,2,1.5,1000,5125,1,7,1000,0,1942,1968,47.6926,-122.347 20140925,4,1.75,1880,9600,1,7,1020,860,1946,0,47.2633,-122.281 20140813,3,2,1850,9570,1,7,950,900,1940,0,47.697,-122.322 20140626,4,2.5,2160,7826,1,7,1390,770,1976,0,47.7754,-122.276 20150429,4,1.75,2140,4959,1,7,1080,1060,1965,0,47.5166,-122.266 20141008,4,2.5,2910,9000,2,9,2910,0,1989,0,47.5451,-122.142 20140502,3,1,1090,6435,1,7,1090,0,1955,0,47.5334,-122.365 20140912,5,3.25,4770,50094,1,11,3070,1700,1973,0,47.6525,-122.16 20140825,4,1,1350,4000,1.5,8,1350,0,1930,0,47.6885,-122.386 20141027,4,2.25,1880,9163,2,8,1880,0,1981,0,47.4362,-122.165 20150421,4,2.5,3130,13202,2,10,3130,0,1996,0,47.5878,-121.976 20141201,4,1.75,2260,11000,1,8,1620,640,1976,0,47.6224,-122.109 20150211,3,2.5,1440,2500,2,7,1440,0,2008,0,47.5123,-122.358 20150106,3,1,1230,7492,1,7,1230,0,1955,0,47.7633,-122.315 20150429,2,1.5,1090,6750,1,7,950,140,1942,0,47.6836,-122.397 20141010,3,1.75,1650,221720,1,7,1650,0,1992,0,47.5297,-121.901 20141021,3,1,1090,8280,1,6,1090,0,1947,2006,47.7562,-122.318 20140514,3,2.75,2470,3600,2,9,2470,0,2007,0,47.5406,-121.994 20141114,5,2.75,2790,20824,1,9,1680,1110,1959,0,47.6948,-122.282 20150407,2,1,750,5379,1,6,750,0,1919,0,47.5324,-122.272 20140620,2,1,1260,3960,1,6,690,570,1925,0,47.6899,-122.391 20150217,5,2.5,3150,9134,1,8,1640,1510,1966,0,47.4934,-122.189 20150324,4,2.25,2100,8075,2,8,2100,0,1978,0,47.3251,-122.329 20141014,3,1,900,4750,1,6,900,0,1969,0,47.3026,-122.363 20141212,5,5.5,7400,18898,2,13,6290,1110,2001,0,47.5431,-122.112 20150312,3,2.5,1950,4345,2,7,1950,0,2007,0,47.5202,-121.873 20140520,3,2.5,2480,9041,2,7,2480,0,2004,0,47.6797,-122.035 20141201,2,1,810,5100,1,6,810,0,1955,0,47.7317,-122.343 20140811,5,3,3040,6604,2,9,3040,0,2005,0,47.548,-122.356 20140619,4,1,1940,5753,1.5,7,1940,0,1947,0,47.7188,-122.358 20140506,5,2.5,2910,9636,1,7,1690,1220,1964,0,47.5803,-122.119 20140725,3,2.25,3330,15258,2,10,3330,0,1986,0,47.7262,-122.06 20140514,3,1,1660,7500,1,7,1060,600,1940,0,47.7105,-122.306 20140502,4,3,3110,7231,2,8,3110,0,1997,0,47.3279,-122.191 20140714,3,1,1020,4800,1,7,1020,0,1944,0,47.5615,-122.272 20150116,4,2.75,3650,4534,2,7,2940,710,2014,0,47.7397,-122.224 20140702,4,2,2370,76665,2,8,2370,0,1978,0,47.2831,-122.279 20140711,3,3,2440,15540,2,9,2440,0,1992,0,47.6104,-122.06 20140923,2,1,990,57499,1,6,990,0,1949,0,47.4145,-122.463 20150415,3,1.75,1350,10125,1,8,1350,0,1967,0,47.3334,-122.298 20150330,3,2.5,1490,8628,2,7,1490,0,1994,0,47.3643,-122.041 20141229,5,2,3020,6000,1.5,7,1860,1160,1925,0,47.5207,-122.378 20150217,4,2,1960,50112,1,7,1050,910,1963,0,47.4353,-122.084 20150501,3,2.5,1960,3540,2,8,1960,0,2012,0,47.3568,-122.055 20150409,4,2.25,2360,11523,2,10,2360,0,1968,0,47.5318,-122.224 20140716,2,1,1800,9236,1,7,1800,0,1954,0,47.3792,-122.198 20140829,4,2.75,2790,6685,2,8,2790,0,2014,0,47.4838,-121.773 20150130,4,3.5,3830,8963,2,10,3120,710,2014,0,47.599,-122.197 20150427,3,1,1220,3000,1.5,6,1220,0,1901,0,47.6506,-122.346 20150423,4,2.5,1640,6000,2,7,1640,0,2011,0,47.559,-122.365 20150310,3,1.5,1810,8232,1,8,1810,0,1988,0,47.3195,-122.273 20150504,4,3.5,2850,2910,2,8,1970,880,1905,1996,47.6855,-122.321 20150112,4,2.75,1910,7210,1,7,1430,480,1980,0,47.3693,-122.169 20141008,3,1,1980,18730,1,7,1280,700,1943,0,47.3221,-122.282 20141015,2,2.25,2320,9300,1.5,9,1920,400,1937,0,47.681,-122.273 20150109,6,3.75,5960,20197,2,10,3900,2060,2005,0,47.5398,-121.869 20140811,3,1,1100,7657,1,7,1100,0,1955,0,47.4374,-122.285 20141028,2,1,1000,5026,1,5,760,240,1915,0,47.297,-122.225 20141105,4,1.75,1670,8856,1,7,1070,600,1955,0,47.5056,-122.251 20141107,4,1.5,2700,14760,1.5,9,2700,0,1940,0,47.1996,-122.003 20140707,3,1.75,1480,8394,1,8,1480,0,1971,0,47.6634,-122.144 20150330,3,1.5,1140,1069,3,8,1140,0,2005,0,47.6907,-122.342 20150429,3,2,1680,7900,2,7,1680,0,1953,0,47.3255,-122.305 20140630,5,3.25,4390,11250,2,10,4390,0,2007,0,47.5785,-122.225 20140508,4,2.5,2280,65836,2,8,2280,0,2004,0,47.7237,-122.076 20140710,2,1,960,21850,1,6,960,0,1947,0,47.4122,-122.267 20150205,3,2.5,2350,7035,2,8,2350,0,1989,0,47.5713,-122.02 20141216,2,1,2410,5930,2,9,1930,480,2007,0,47.5657,-122.395 20140604,3,2.5,2437,5136,2,7,2437,0,2011,0,47.3517,-122.21 20141028,3,2.5,1690,1479,3,8,1420,270,2005,0,47.6022,-122.311 20140926,4,2.5,3470,10045,2,10,3470,0,1993,0,47.554,-122.095 20140527,4,3.75,3070,5850,2,9,2400,670,1927,0,47.633,-122.283 20140509,3,1.75,1220,7250,1,7,1220,0,1962,0,47.4887,-121.784 20150303,3,1.75,2160,5760,1,8,1260,900,1954,0,47.5346,-122.391 20150421,3,2,1510,3657,1,8,1510,0,2007,0,47.7225,-122.029 20150226,5,3.75,3940,13738,1.5,9,3940,0,1951,0,47.6203,-122.212 20140908,3,2.5,1890,3629,2,7,1890,0,2005,0,47.3613,-122.041 20140903,3,1,1550,4160,1.5,6,1550,0,1926,0,47.5387,-122.265 20140626,3,1.75,1444,249126,1.5,7,1444,0,2008,0,47.4104,-122.486 20140702,2,1,700,3000,1,6,700,0,1918,0,47.6846,-122.346 20141209,3,1.75,2030,32565,1,8,1600,430,1981,0,47.7112,-122.098 20140709,2,1,780,3910,1,6,780,0,1918,0,47.566,-122.38 20141011,5,6,5490,19897,2,12,5490,0,2005,0,47.6165,-122.236 20140626,3,1.5,1090,8160,1,7,1090,0,1967,2014,47.4551,-122.175 20140714,3,2.5,2540,8073,1,8,1880,660,1937,0,47.7176,-122.36 20140529,5,2,1930,9747,1,7,1020,910,1962,0,47.7743,-122.235 20141103,3,2.5,1470,9337,2,7,1470,0,1991,0,47.7651,-122.323 20150409,3,1,1460,5000,1,7,1460,0,1934,1960,47.6837,-122.32 20141117,4,2.5,2714,12558,2,9,2714,0,2014,0,47.3522,-122.201 20140731,5,3.5,3270,4080,2,9,2180,1090,2011,0,47.6754,-122.327 20140819,3,2.5,2120,9653,2,8,2120,0,1992,0,47.3843,-122.213 20150406,2,2,1190,1303,2,8,800,390,2009,0,47.6675,-122.368 20150122,4,4,7850,89651,2,12,7850,0,2006,0,47.5406,-121.982 20141201,2,1.5,1140,7800,1,6,1140,0,1947,0,47.6142,-122.209 20140905,4,2,2420,10735,1.5,7,2420,0,1967,0,47.6899,-122.122 20150409,4,1.5,2430,3600,2.5,8,2430,0,1980,0,47.6351,-122.285 20150330,3,1.75,1240,7200,1,7,1240,0,1942,0,47.5142,-122.389 20141110,3,1,1290,8974,1,7,1290,0,1976,0,47.74,-122.173 20141114,3,2.25,1936,9495,1,8,1936,0,2013,0,47.3714,-122.197 20140602,3,1,1450,8820,1,6,1050,400,1958,0,47.4698,-122.264 20140624,2,1.75,1210,7507,1,7,1210,0,1982,0,47.7078,-122.234 20140804,3,2.25,1650,7800,1,7,1260,390,1969,0,47.7377,-122.197 20141231,3,2.75,1840,68479,1,8,1340,500,1989,0,47.6802,-121.908 20150429,3,1.75,1435,8960,1,8,1435,0,1969,0,47.4525,-122.149 20140728,3,1.5,1200,890,2,8,1030,170,2008,0,47.6384,-122.342 20140806,4,2.5,2490,8750,2,8,2040,450,1976,0,47.5931,-122.116 20150105,3,2.75,2950,6667,2,9,2950,0,2003,0,47.5577,-122.026 20140523,3,2,1560,4080,2,7,1560,0,1923,1982,47.6892,-122.319 20150327,3,1,1400,2250,1.5,7,1400,0,1909,0,47.6373,-122.358 20140826,2,1.75,1810,4220,2,8,1810,0,2004,0,47.7177,-122.034 20150323,4,2.5,2690,5505,2,8,2690,0,2004,0,47.3666,-122.119 20140717,3,2.25,1400,7205,1,7,1140,260,1985,0,47.349,-122.166 20140714,3,2.5,1740,3043,2,7,1740,0,2012,0,47.744,-122.181 20150309,3,2.5,2480,5082,2,7,2480,0,2004,0,47.5297,-121.846 20141021,1,1,670,7957,1,6,670,0,1978,0,47.3594,-122.056 20140710,4,2,1560,7500,1,7,1560,0,1968,0,47.7281,-122.181 20150123,4,2.5,1660,6724,2,7,1660,0,2009,0,47.259,-122.256 20140918,4,1.75,1900,10297,1,8,1900,0,1966,0,47.5944,-122.155 20140804,2,1,850,2340,1,7,850,0,1922,0,47.6707,-122.328 20140805,4,2.5,2070,4427,2,7,2070,0,2007,0,47.5208,-121.869 20141208,2,1,960,13438,1,7,960,0,1951,0,47.4745,-122.295 20140813,4,2.5,1990,30083,2,8,1990,0,1998,0,47.7678,-122.272 20141120,4,2.5,2560,6238,2,8,2560,0,2007,0,47.4899,-122.255 20141222,4,1.75,1710,7140,1,7,1010,700,1968,0,47.3745,-122.275 20141014,3,1.5,1280,2114,1.5,8,1280,0,1904,0,47.6174,-122.308 20141222,3,1,1300,14138,1,7,1300,0,1943,0,47.593,-122.165 20150427,2,1,1080,4080,1,8,1080,0,1948,0,47.6899,-122.32 20140715,3,1.75,1320,6030,1,7,1320,0,1969,0,47.6993,-122.13 20141028,3,1.75,1590,13500,1,7,1090,500,1980,0,47.3621,-122.031 20140815,3,1,1530,4944,1,7,1530,0,1950,0,47.6857,-122.341 20140515,3,2.5,3150,151588,2,9,3150,0,2007,0,47.572,-121.926 20150429,3,1,1340,7191,1,7,1340,0,1974,0,47.7148,-122.212 20140612,3,2.25,2060,8640,1,8,2060,0,1966,0,47.6534,-122.195 20140725,4,2.5,2310,9624,2,8,2310,0,1984,0,47.5386,-122.053 20150417,4,4.25,4250,6552,2,10,2870,1380,2008,0,47.5747,-122.283 20140825,3,2,1490,3072,1,7,770,720,1912,0,47.5772,-122.307 20150507,3,1.5,1810,3880,1.5,8,1310,500,1929,0,47.6835,-122.392 20141029,3,2,1400,8821,1,7,1400,0,1991,0,47.1949,-121.989 20140903,3,1.75,1590,41550,1.5,6,1290,300,1933,1989,47.4817,-122.28 20141028,2,1.75,1460,10506,1,7,1460,0,1983,0,47.4048,-122.178 20140512,3,1,1250,53143,1,6,1250,0,1945,0,47.4235,-122.051 20140709,2,2.5,2150,5760,1,8,2150,0,2010,0,47.7094,-122.018 20140708,2,1.5,1090,2686,2,7,1090,0,1982,0,47.717,-122.19 20140814,3,2,1300,1920,2,8,850,450,2006,0,47.5183,-122.376 20140625,3,1.75,1640,10695,1,8,1640,0,1975,0,47.7145,-122.222 20141222,3,2.25,1550,4411,2,7,1550,0,2001,0,47.7373,-121.966 20150428,3,2.25,1420,3750,2,7,1420,0,1987,0,47.5725,-122.383 20140731,3,2.5,1500,4445,2,8,1500,0,1996,0,47.5682,-122.005 20140610,6,1.5,1930,8400,1,7,1030,900,1971,0,47.4869,-122.34 20140702,4,2.25,1680,3179,2,8,1680,0,2002,0,47.3258,-122.186 20140730,2,1,1170,6543,1,7,1170,0,1913,0,47.537,-122.385 20140729,4,2.5,2650,7200,2,8,2250,400,1979,0,47.7317,-122.354 20140911,3,2,2460,53882,1,7,2460,0,1955,0,47.3811,-122.325 20140923,4,2.5,2740,8400,1.5,8,2740,0,1993,0,47.1947,-122.008 20141028,3,2.75,3010,206910,2,10,3010,0,2001,0,47.4881,-121.721 20140905,3,1.75,1330,9417,1,6,710,620,1936,0,47.7231,-122.301 20141121,5,3,4090,12850,1,10,2090,2000,1986,0,47.6627,-122.188 20150218,2,1,1120,4590,1,7,1120,0,1924,0,47.5663,-122.285 20141212,4,2.75,3000,213008,1,8,3000,0,1975,0,47.4032,-121.982 20140715,4,1.75,2670,6250,2,8,2020,650,1941,0,47.6499,-122.391 20141212,5,2.5,2880,6902,1,8,1680,1200,1976,2007,47.4332,-122.144 20150506,4,2.5,2640,11816,2,8,2640,0,1999,0,47.733,-121.968 20140620,1,0.75,380,15000,1,5,380,0,1963,0,47.481,-122.323 20150227,3,2.5,2529,9653,2,7,2529,0,2012,0,47.3738,-122.161 20141016,6,4.25,4310,10000,2,8,2950,1360,2008,0,47.6214,-122.062 20141023,4,2.5,2770,5612,2,7,2770,0,2001,0,47.686,-122.036 20140723,4,1.75,1920,7500,1,7,1920,0,1962,0,47.4222,-122.318 20140529,4,4.25,4960,6000,2.5,11,3680,1280,1909,2003,47.6437,-122.356 20140711,3,1.75,1450,6829,1,8,1450,0,1983,0,47.7222,-122.108 20150421,2,1,1130,5236,1,6,1130,0,1942,0,47.5103,-122.386 20140728,4,2.5,2810,6146,2,9,2810,0,1998,0,47.4045,-122.208 20140731,2,1,820,6771,1,6,820,0,1918,0,47.52,-122.354 20140527,3,1.75,1320,6205,1,7,1320,0,1948,0,47.7412,-122.343 20150317,9,4,4620,5508,2.5,11,3870,750,1915,0,47.6684,-122.309 20150423,2,1,1620,6120,1,7,1620,0,1951,0,47.6731,-122.326 20150204,3,1.75,1400,5750,1,6,1100,300,1915,0,47.5659,-122.38 20150511,3,1.75,1970,9512,1,8,1970,0,1968,0,47.4545,-122.146 20140513,3,2,1350,14200,1,7,1350,0,1989,0,47.7315,-121.972 20150403,3,2.25,1620,998,2.5,8,1540,80,2012,0,47.5394,-122.027 20150504,3,1.5,1050,57499,1,7,1050,0,1975,0,47.5602,-121.86 20140808,4,3.75,4690,207141,2,10,4030,660,2007,0,47.7072,-121.983 20140805,3,1.5,1540,3570,1.5,7,1490,50,1930,0,47.6692,-122.325 20150126,2,1,860,8636,1,6,860,0,1924,0,47.5081,-122.356 20140605,4,2.75,2420,10962,1,8,1530,890,1977,0,47.6218,-122.152 20141124,3,1.75,1300,9079,1,7,1300,0,1986,0,47.4834,-122.159 20150311,4,2.75,2200,268329,1,7,1410,790,1989,0,47.3224,-122.122 20150220,2,2,1210,740,2,8,780,430,2014,0,47.6206,-122.3 20140930,2,1,910,5000,1,7,910,0,1924,0,47.6733,-122.37 20150311,4,1.75,1400,7920,1,7,1400,0,1963,0,47.4658,-122.184 20150122,3,1,1250,7210,1,7,1250,0,1964,0,47.6329,-122.121 20141013,3,2.25,1650,7218,1,7,1230,420,1985,0,47.7237,-122.335 20140728,3,2.5,1840,5680,2,7,1840,0,2008,0,47.6969,-122.026 20140821,4,2.5,2780,13521,2,10,2780,0,1987,0,47.6374,-122.042 20141230,3,3.25,4220,41300,1,11,2460,1760,1958,1987,47.6083,-122.11 20141208,4,2.5,2390,10000,1,9,1590,800,1975,0,47.5801,-122.229 20141113,3,2.5,1910,11550,1.5,8,1910,0,2003,0,47.6213,-122.064 20150407,4,3.5,3480,4000,2,9,2460,1020,2015,0,47.6356,-122.281 20140514,3,1,1050,5402,1.5,7,1050,0,1906,0,47.5867,-122.311 20140617,4,1,1720,2800,1.5,7,1200,520,1926,0,47.6743,-122.299 20141203,4,1.5,2140,7920,1,7,1190,950,1959,0,47.5491,-122.272 20150218,3,2.25,2580,6000,2,8,1780,800,1925,0,47.5778,-122.289 20150420,4,1.75,1770,12462,1,8,1770,0,1962,0,47.4355,-122.338 20141222,4,2.75,3430,13907,2,11,3430,0,1995,0,47.5879,-121.993 20150401,3,1.75,1900,36769,1,8,1900,0,1987,0,47.3041,-122.066 20140811,4,2.5,2570,50308,1.5,10,2570,0,1993,0,47.7418,-122.039 20140522,4,2,1640,5000,2,7,1640,0,1907,1983,47.6662,-122.365 20141007,3,1,1340,18000,1,7,1340,0,1924,0,47.4443,-122.509 20140509,3,2,1920,8075,1,7,1510,410,1969,0,47.3092,-122.375 20140801,5,2.5,2600,4641,2,7,2600,0,2005,0,47.4325,-122.146 20150102,2,1,750,6480,1,6,750,0,1943,0,47.5195,-122.35 20141209,3,1.5,1310,10491,1,7,1310,0,1969,0,47.3682,-122.148 20140512,4,2.5,2780,6369,1,8,1590,1190,1978,0,47.7284,-122.216 20150127,5,2.5,2140,15950,1,8,1370,770,1968,0,47.4797,-122.358 20150320,2,1,1470,6000,1,6,900,570,1944,0,47.6527,-122.386 20150407,3,1.75,2070,9827,1,7,1420,650,1967,0,47.522,-122.05 20140617,4,2.75,2250,7412,1,8,1480,770,1975,0,47.4449,-122.129 20150412,3,2.5,2100,2200,2,7,1500,600,1919,0,47.614,-122.294 20140811,3,2.5,1590,4242,2,7,1590,0,2000,0,47.5309,-121.876 20140929,4,1.75,1730,11890,1,7,980,750,1955,0,47.5979,-122.194 20141017,3,2.25,1380,7226,1,7,1140,240,1987,0,47.3677,-122.091 20140707,4,2,2600,4800,1,8,1400,1200,1953,0,47.637,-122.371 20140909,4,1,1470,18581,1.5,6,1470,0,1924,0,47.4336,-122.197 20141006,4,2.5,2420,8056,1,8,1680,740,1988,0,47.5748,-122.013 20140611,2,1.5,1295,1093,2,9,1105,190,2007,0,47.6192,-122.299 20150223,5,2.75,2990,6370,2,8,2990,0,2014,0,47.4853,-122.154 20150410,3,2.5,2190,34528,2,8,2190,0,1994,0,47.4594,-121.986 20140719,3,1.75,2140,3584,1,7,1070,1070,1952,0,47.636,-122.391 20150107,4,2.5,2260,7500,1,8,1460,800,1965,0,47.4645,-122.196 20140908,4,1.75,1680,9244,2,8,1680,0,1991,0,47.4612,-122.352 20140916,2,1.5,1300,2970,1,7,990,310,1903,0,47.6233,-122.319 20140604,5,2.5,2730,17240,1,7,1660,1070,1958,0,47.7646,-122.267 20140630,4,2.5,2960,6031,2,9,2960,0,2005,0,47.3596,-122.04 20140512,4,2.5,2380,7066,2,7,2380,0,1997,0,47.3982,-122.172 20140813,4,2.75,3950,12840,2,8,3950,0,1960,0,47.5489,-122.219 20150428,4,2.75,1830,8384,1,7,1320,510,1979,0,47.733,-122.22 20150209,3,2.5,2440,7419,1,7,1520,920,1961,0,47.6857,-122.334 20150325,2,1,1250,4576,1,6,1040,210,1925,0,47.5387,-122.266 20150217,3,1,1000,4000,1.5,6,1000,0,1915,0,47.5523,-122.286 20150209,3,1,1200,10800,1,7,1200,0,1955,0,47.5771,-122.144 20140916,4,1.75,2120,4000,1.5,8,1920,200,1929,0,47.6601,-122.275 20140609,3,1.75,1240,8050,1,7,1240,0,1978,0,47.6108,-122.044 20141030,3,2.5,2990,10711,1,9,1560,1430,1976,1991,47.3573,-122.324 20140811,4,2.25,4220,24186,1,8,2600,1620,1984,0,47.445,-122.347 \ No newline at end of file diff --git a/机器学习/线性回归/2/kc_train.csv b/机器学习/线性回归/2/kc_train.csv new file mode 100644 index 0000000..97d09dd --- /dev/null +++ b/机器学习/线性回归/2/kc_train.csv @@ -0,0 +1,10000 @@ +20150302,3,2.25,1670,6240,1,8,1240,430,1974,0,47.6413,-122.113 +20150211,4,2.5,3300,10514,2,10,3300,0,1984,0,47.6323,-122.036 +20150107,3,3.25,3190,5283,2,9,3190,0,2007,0,47.5534,-122.002 +20141103,5,2.5,2900,9525,2,9,2900,0,1989,0,47.5442,-122.138 +20140603,5,2.75,2040,7488,1,7,1200,840,1969,0,47.7289,-122.172 +20150506,2,1,780,10064,1,7,780,0,1958,0,47.4913,-122.318 +20150305,4,2.5,1770,9858,1,8,1770,0,1971,0,47.7382,-122.287 +20140701,2,2.25,2130,4920,1.5,7,1530,600,1941,0,47.573,-122.409 +20140807,2,1,860,3300,1,6,860,0,1903,0,47.5496,-122.279 +20141204,2,1,960,6263,1,6,960,0,1942,0,47.6646,-122.202 +20150227,2,1,990,5643,1,7,870,120,1947,0,47.6802,-122.298 +20140904,3,1,1240,10800,1,7,1240,0,1959,0,47.5233,-122.185 +20140902,3,2.25,1630,1598,3,8,1630,0,2008,0,47.6904,-122.347 +20150413,2,1,930,10505,1,6,930,0,1930,0,47.4337,-122.329 +20140930,3,1,1300,10236,1,6,1300,0,1971,0,47.5028,-121.77 +20150507,4,1.75,2000,3728,1.5,9,1820,180,1926,0,47.643,-122.299 +20140530,3,1.75,2580,11000,1,7,1290,1290,1951,0,47.5646,-122.181 +20140723,6,3,2630,8800,1,7,1610,1020,1959,0,47.7166,-122.293 +20141003,5,2.75,2930,7663,2,9,2930,0,2013,0,47.5308,-122.184 +20141215,4,1,1440,8250,1,7,1440,0,1959,0,47.4325,-122.291 +20150421,4,3.25,3470,5222,2,10,2830,640,2005,0,47.6845,-122.209 +20141126,3,1.5,1200,2002,2,8,1200,0,1966,0,47.4659,-122.189 +20150115,4,2.5,1720,8638,2,8,1720,0,1994,0,47.2704,-122.313 +20140520,4,1.75,1650,7775,1,7,1150,500,1950,0,47.715,-122.354 +20140813,3,1,920,5200,1,6,920,0,1969,0,47.3603,-122.085 +20150227,3,2.5,1460,1319,3,8,1460,0,2002,0,47.698,-122.349 +20150217,3,1,1400,8451,1.5,7,1400,0,1953,0,47.7719,-122.337 +20140702,5,2.25,2900,10300,1,8,1450,1450,1985,0,47.5461,-122.151 +20140722,4,2.5,2610,3277,1.5,8,1920,690,1922,0,47.6636,-122.33 +20140722,3,2.5,2320,15024,2,8,2320,0,1990,0,47.4829,-121.766 +20141017,4,2.5,2040,5875,2,8,2040,0,2004,0,47.5051,-122.17 +20140801,3,2.5,3020,5868,2,7,3020,0,2003,0,47.3361,-122.175 +20150223,3,2,1660,10000,1,7,1010,650,1961,0,47.5852,-122.174 +20140807,3,2.5,2290,9142,1,8,2290,0,1972,0,47.691,-122.387 +20141216,1,1,920,8282,1.5,6,920,0,1944,1980,47.761,-122.214 +20150408,2,1.75,1270,7800,1,7,890,380,1981,0,47.4438,-122.134 +20140715,5,2,1900,5000,1,8,1720,180,1957,0,47.6735,-122.362 +20150303,4,2.5,2800,6874,2,9,2170,630,1990,0,47.6215,-122.29 +20140608,4,2.25,2450,62290,2,8,2450,0,1976,0,47.7603,-122.074 +20150320,3,2.25,1830,7943,2,8,1830,0,1985,0,47.7466,-122.249 +20141008,2,1,880,1753,2,7,880,0,1945,0,47.6475,-122.397 +20140919,3,2.5,1400,1529,2,7,1400,0,2005,0,47.5535,-121.997 +20150226,5,3.5,2690,4800,2,8,1930,760,1919,1984,47.5592,-122.269 +20140714,4,4.25,3650,5328,1.5,9,2330,1320,1907,2014,47.638,-122.362 +20141117,3,2,2310,10525,2,7,2310,0,1965,0,47.6727,-122.174 +20141212,4,1.75,1680,7800,1,7,1330,350,1966,0,47.6286,-122.118 +20150505,4,2.5,2260,6300,2,7,2260,0,2001,0,47.7235,-121.958 +20141013,2,1,850,3276,1,6,850,0,1910,0,47.6742,-122.35 +20140926,2,1.75,1230,1107,2,8,1230,0,2006,0,47.5475,-121.999 +20140819,5,3.5,4050,13495,1,9,2230,1820,1988,0,47.4384,-122.352 +20150120,4,2.5,3056,11385,2,9,3056,0,2014,0,47.2905,-122.264 +20141121,4,2.25,2380,7400,1,8,1760,620,1979,0,47.3555,-122.149 +20140627,4,1,1440,7100,1.5,7,1440,0,1906,0,47.6725,-122.396 +20150303,5,2.5,3240,9960,1,8,2020,1220,1958,0,47.5858,-122.112 +20140811,4,2.5,2230,5743,2,7,2230,0,2002,0,47.7245,-121.957 +20140807,4,2.5,3200,3600,3,9,2600,600,1997,0,47.632,-122.369 +20140902,3,1.5,1610,8375,2,7,1610,0,1927,0,47.7527,-122.306 +20140717,3,1.75,1250,13775,1,7,1250,0,1990,0,47.4981,-121.772 +20140619,4,3,2620,18362,1,8,1870,750,1956,0,47.5646,-122.184 +20140805,3,2,1850,8208,1,7,1180,670,1970,0,47.3109,-122.362 +20150319,3,2,1310,6265,1,7,1310,0,1988,0,47.3893,-122.051 +20141211,4,2.25,2020,4840,1.5,8,1200,820,1925,0,47.5576,-122.376 +20140807,3,2,1980,6000,1,7,1380,600,1958,0,47.6921,-122.283 +20140708,5,3,1810,3000,2,7,1810,0,1998,0,47.5622,-122.291 +20140815,4,3,2740,2811,2,8,2240,500,2003,0,47.7738,-122.158 +20140916,3,3.5,1700,2197,2,8,1260,440,2010,0,47.5767,-122.41 +20140512,4,2,1770,6000,2,7,1770,0,1911,1981,47.6493,-122.401 +20141210,3,1,1130,7500,1,7,880,250,1947,0,47.6973,-122.389 +20140716,3,1,1590,11200,1,7,1590,0,1961,0,47.2894,-122.188 +20141030,2,1,1270,3700,1.5,7,1270,0,1909,0,47.5949,-122.307 +20140618,3,1.75,1180,14292,1,7,1180,0,1981,0,47.4818,-121.733 +20141021,3,2.5,1380,1389,3,8,1380,0,2008,0,47.6427,-122.327 +20141215,4,2.75,3140,7928,2,9,3140,0,2013,0,47.5923,-122.058 +20140825,3,1.75,1380,3561,1,7,860,520,1925,0,47.6822,-122.399 +20150420,3,2.25,2950,7232,1,8,1520,1430,1983,0,47.5257,-122.382 +20150202,3,2.25,1830,8831,1,7,1460,370,1979,0,47.7286,-122.215 +20140604,2,1,1250,8100,1,7,1250,0,1947,0,47.7294,-122.329 +20150324,3,2.5,1350,1189,2,7,1080,270,2007,0,47.5218,-122.358 +20140521,4,2.5,3400,247421,2,9,3400,0,2001,0,47.3623,-121.971 +20140618,3,3.25,2770,6278,2,9,1980,790,2006,0,47.5228,-122.199 +20150414,3,2.25,1470,5597,2,7,1470,0,1985,0,47.5674,-122.019 +20140605,4,2.5,2070,4500,2,7,2070,0,2004,0,47.3497,-122.026 +20141223,2,1,1160,7500,1.5,7,1160,0,1916,0,47.6499,-121.916 +20140912,4,2.75,2280,3200,1.5,8,1520,760,1931,0,47.6709,-122.282 +20140625,3,2.5,2180,7508,1,7,1420,760,1962,0,47.7606,-122.336 +20140610,4,2,1630,10375,1,7,1630,0,1968,0,47.7566,-122.073 +20150314,3,2.25,1560,11997,1,7,1260,300,1988,0,47.5378,-121.742 +20140701,3,2.25,2440,47916,2,8,2090,350,1991,0,47.6347,-121.958 +20150327,4,2.75,2090,13500,1,8,2090,0,1949,0,47.573,-122.225 +20140616,3,1.75,1540,10800,1,6,770,770,1947,0,47.5763,-122.222 +20150424,4,4,5610,11063,3,11,4750,860,2006,0,47.65,-122.065 +20141017,4,2.25,2010,7200,1,8,1010,1000,1950,0,47.5591,-122.267 +20141001,4,2.5,3520,15420,2,10,3520,0,1991,0,47.6375,-122.016 +20150128,2,1.75,1400,865,2,8,1110,290,2005,0,47.5478,-121.999 +20150306,5,2.5,2200,6250,2,7,2200,0,1996,0,47.3675,-122.021 +20150326,2,1,900,1818,2,7,900,0,1945,0,47.6485,-122.397 +20150211,4,1.5,2120,8554,1,7,1170,950,1977,0,47.2933,-122.195 +20140918,4,3.5,2600,5100,2,8,1820,780,2003,0,47.6948,-122.395 +20140908,3,1.75,2100,14850,1,7,2100,0,1963,0,47.3622,-122.059 +20141107,4,2.5,2290,9120,2,8,2290,0,1977,0,47.5613,-122.128 +20141003,5,4.5,5130,43123,2,11,5130,0,1996,0,47.544,-122.126 +20140512,4,2.25,1800,8623,1,8,1360,440,1980,0,47.692,-122.184 +20140903,4,2.75,2710,41811,1.5,8,1690,1020,1995,0,47.5836,-122.046 +20140811,3,1.5,1450,4694,2,7,1450,0,2011,0,47.3654,-122.021 +20150316,4,3.25,2360,8344,2,8,2360,0,1990,0,47.4403,-122.126 +20150105,3,2.5,1690,3068,2,7,1690,0,2005,0,47.6763,-122.028 +20140923,4,2.75,3090,7650,2,8,2340,750,1959,1989,47.3622,-122.157 +20140820,3,2.5,3060,7831,2,9,3060,0,2004,0,47.5401,-121.861 +20150502,4,2.5,3520,8095,2,9,3520,0,2006,0,47.7065,-122.109 +20150428,3,3.25,2200,4800,2,7,1910,290,1943,1996,47.6551,-122.353 +20140609,2,1,910,4635,1,6,910,0,1905,0,47.675,-122.393 +20140702,5,2.5,2450,6994,2,8,2450,0,2002,0,47.3572,-122.192 +20140918,3,2.5,1690,5131,1,7,1690,0,1941,1998,47.5234,-122.38 +20141010,4,3.25,5010,49222,2,9,3710,1300,1978,0,47.5489,-122.092 +20141027,3,1.5,1330,9900,1,7,1330,0,1956,0,47.7167,-122.233 +20141126,3,1.5,1870,3300,2,7,1870,0,1906,0,47.6221,-122.325 +20141222,4,2.25,2190,6800,1,7,1340,850,1969,0,47.7367,-122.195 +20150326,4,2.25,1800,7200,1,7,1230,570,1979,0,47.7717,-122.376 +20140528,4,2.5,2740,43101,2,9,2740,0,1993,0,47.7649,-122.049 +20150504,3,1,1350,92721,1,6,1200,150,1946,0,47.4657,-122.198 +20150422,4,2.5,2990,5400,2,8,2990,0,2005,0,47.6122,-122.009 +20150507,3,2.5,1550,4486,2,7,1550,0,2000,0,47.3299,-122.269 +20140913,4,1.75,3100,21303,1,9,3100,0,1962,0,47.5847,-122.081 +20141215,4,2.5,2120,5293,2,7,2120,0,2003,0,47.4217,-122.201 +20141006,4,2.5,2100,19680,1.5,6,2100,0,1914,0,47.4787,-122.23 +20141110,3,1.75,2100,5000,1.5,8,2100,0,1916,0,47.6776,-122.36 +20150505,3,2,1490,7651,1,7,1490,0,1988,0,47.3211,-122.325 +20140523,3,1,1430,5000,1,6,1080,350,1919,0,47.6724,-122.296 +20140924,2,1.5,1790,4250,1,7,920,870,1915,2014,47.6367,-122.301 +20140722,4,2.5,2280,4096,2,7,2280,0,2003,0,47.4834,-122.182 +20140725,3,2.5,3136,54450,1.5,8,3136,0,1910,0,47.3999,-122.472 +20140528,3,2.5,2495,4400,2,8,2495,0,2007,0,47.288,-122.283 +20140911,2,1,1150,5000,1,7,1050,100,1924,0,47.6846,-122.317 +20150327,4,3,2570,9104,2,7,2570,0,1930,0,47.5821,-122.401 +20140730,3,2.25,1430,800,2,8,1140,290,2011,0,47.5477,-122.388 +20150225,3,1.75,1720,223377,1,7,1240,480,1950,0,47.7329,-121.92 +20140504,4,2,2280,6010,1,7,1140,1140,1900,0,47.6034,-122.289 +20140929,4,2.75,2210,3400,1.5,7,1470,740,1926,0,47.6826,-122.311 +20141119,2,1,1260,5100,1.5,7,1120,140,1925,0,47.6805,-122.384 +20141208,4,2.75,3540,13515,2,10,3540,0,1998,0,47.5945,-121.982 +20140605,3,2.5,1660,3990,2,7,1660,0,2009,0,47.5298,-122.268 +20140531,5,2.75,2080,13189,2,8,2080,0,1987,0,47.6288,-122.031 +20150304,3,2,1980,7680,1.5,6,1070,910,1911,0,47.6839,-122.195 +20140604,2,1,670,2378,1,5,670,0,1919,0,47.5769,-122.372 +20141121,3,1.5,1100,32700,1,7,1100,0,1967,0,47.3186,-122.289 +20150416,5,3.5,2815,5619,2,9,2815,0,2012,0,47.4299,-122.207 +20140702,2,1,1050,6600,1.5,6,1050,0,1964,0,47.4828,-122.324 +20141229,3,2,1540,1827,2,8,1540,0,2005,0,47.5479,-121.999 +20141022,5,3.5,3400,9804,2,9,2550,850,2008,0,47.543,-122.266 +20140909,3,1.5,1730,5750,1,7,1250,480,1947,0,47.5645,-122.397 +20150409,4,2.5,3490,3677,2,9,2850,640,2007,0,47.774,-122.162 +20141229,2,1,720,5913,1,6,720,0,1920,0,47.5447,-122.27 +20140925,3,1,1400,7955,1,7,1400,0,1964,0,47.4848,-122.221 +20141002,3,2,2130,5000,1.5,7,1330,800,1925,0,47.6746,-122.362 +20150413,4,2.5,2500,4500,2,7,2500,0,2010,0,47.4928,-122.149 +20150324,3,2.25,2470,11603,2,8,1540,930,1988,0,47.6569,-122.123 +20150130,1,0.75,410,8636,1,4,410,0,1953,0,47.5077,-122.357 +20140626,5,3,3640,6930,2,8,3640,0,2004,0,47.3521,-122.012 +20141104,2,1,1657,5031,2,7,1657,0,1910,0,47.5699,-122.389 +20141020,2,1.75,1710,4187,1,7,1710,0,1987,0,47.4732,-122.188 +20150310,1,1,1000,9084,1,7,1000,0,1950,0,47.5007,-122.382 +20150114,4,2.5,3040,7200,2,9,3040,0,2008,0,47.7747,-122.366 +20141118,5,1.75,1240,8936,1,7,1240,0,1954,0,47.5738,-122.136 +20150421,3,2,1490,7431,1,7,1490,0,1966,0,47.6697,-122.162 +20150422,3,1,1120,10125,1,6,1120,0,1961,0,47.4794,-122.078 +20141209,2,1,1120,4800,1,7,770,350,1926,0,47.5669,-122.372 +20140710,2,1.5,1320,826,2,8,1100,220,2008,0,47.5879,-122.304 +20150223,3,2,1520,5000,1.5,7,1140,380,1945,0,47.6733,-122.389 +20140718,3,2.5,2620,43832,2,8,2620,0,2013,0,47.655,-122.009 +20140905,3,2,1380,3500,2,7,1380,0,1971,0,47.5558,-122.27 +20141003,3,1.5,1270,1067,3,8,1270,0,2009,0,47.7236,-122.353 +20140827,5,1.75,2030,12342,2,7,2030,0,1942,0,47.6417,-122.109 +20150327,3,1.75,1870,4320,1,7,970,900,1920,0,47.6663,-122.357 +20140508,4,1.75,2250,13515,1,8,2150,100,1940,0,47.3789,-122.229 +20140905,3,1.5,1250,9484,1,7,1250,0,1969,0,47.3675,-122.147 +20141219,2,1.5,1290,1749,1,8,660,630,1969,0,47.6118,-122.116 +20150413,4,2.5,3610,13292,2,10,3610,0,1996,0,47.5868,-121.974 +20140811,4,2.5,2150,9000,1,7,1360,790,1979,0,47.4785,-122.16 +20141028,3,2.5,4040,147856,2,9,4040,0,2004,0,47.2711,-122.067 +20150213,3,1.5,1240,983,3,8,1240,0,2009,0,47.7235,-122.353 +20140828,5,4.5,6085,142725,3,11,6085,0,2000,0,47.6085,-121.952 +20140522,4,2.5,1980,7403,2,7,1980,0,1988,0,47.2897,-122.372 +20150226,3,2.5,1690,1310,2,8,1140,550,2004,0,47.5404,-122.387 +20150409,4,2.25,2220,4200,1.5,8,1310,910,1932,0,47.6418,-122.394 +20141230,6,1.5,1810,4838,1.5,5,1050,760,1905,0,47.4874,-122.202 +20140807,3,2.25,1440,3488,2,7,1440,0,1983,0,47.7257,-122.162 +20150413,3,1,1100,7650,1,7,1100,0,1952,0,47.7219,-122.354 +20140617,3,1.5,1450,7375,1,7,1010,440,1968,0,47.7212,-122.179 +20150320,3,1,1440,7107,1,7,1000,440,1980,0,47.6968,-122.124 +20140729,4,2,1780,15648,1.5,8,1780,0,1918,0,47.5849,-122.198 +20150216,5,3.25,3400,4499,2,8,2740,660,2005,0,47.5385,-121.88 +20140707,3,1,1230,6000,1,7,1230,0,1967,0,47.3256,-122.209 +20150407,3,1.75,1330,7848,1,8,1330,0,1978,0,47.4463,-122.127 +20150418,3,3.5,1450,1091,2,8,1200,250,2007,0,47.6475,-122.359 +20141029,2,1.75,1280,8500,1,7,1280,0,1953,2010,47.6553,-122.19 +20140529,4,2,1530,6375,2,7,1530,0,1942,1983,47.4692,-122.162 +20140603,4,2,2580,6000,1,9,1300,1280,1950,0,47.6514,-122.413 +20140627,2,1,720,11400,1,6,720,0,1951,0,47.7641,-122.341 +20140529,3,1,1010,5490,1,6,1010,0,1954,0,47.4762,-122.293 +20140924,3,1,890,9465,1,6,890,0,1957,0,47.4388,-122.328 +20140723,3,2.25,2700,4025,2,8,1760,940,1907,0,47.6074,-122.294 +20150323,3,1.5,1450,6875,1,7,1450,0,1961,0,47.4205,-122.316 +20140502,2,2,1350,2560,1,8,1350,0,1976,0,47.6344,-122.107 +20141119,3,1,1690,7700,1,7,1690,0,1969,0,47.3444,-122.304 +20141030,5,2.75,2300,7600,1,7,1400,900,1969,0,47.3084,-122.372 +20140617,3,2.25,2880,7599,1,9,1710,1170,1958,2002,47.6938,-122.215 +20140626,2,1.5,1370,1221,2,8,1080,290,2008,0,47.6039,-122.307 +20140915,3,2.5,2270,7887,2,8,2270,0,2004,0,47.5326,-121.855 +20140521,3,1,1020,7874,1,7,1020,0,1956,0,47.5175,-122.346 +20141229,4,1,1000,7134,1,6,1000,0,1943,0,47.4897,-122.24 +20150429,4,3.25,3950,10912,2,10,3950,0,2003,0,47.5877,-122.196 +20141103,4,4.25,5710,24663,2,11,5710,0,2007,0,47.3065,-122.158 +20140723,2,1.5,1050,3419,2,7,1050,0,1996,0,47.3848,-122.039 +20140519,3,2,1610,5100,1.5,8,1610,0,1940,0,47.6825,-122.307 +20140819,4,2,1890,5188,1.5,7,1670,220,1940,0,47.6633,-122.287 +20150106,3,1,1250,7280,1,7,1250,0,1975,0,47.6986,-122.129 +20140603,4,3,4590,9150,2,10,3490,1100,1981,0,47.7234,-122.372 +20150327,5,2.5,3020,24750,1,8,1650,1370,1965,0,47.5897,-122.179 +20150402,4,2,1790,61419,2,7,1790,0,1988,0,47.7216,-121.907 +20140617,3,1.5,880,6600,1,6,880,0,1945,0,47.5002,-122.247 +20140908,4,2.75,3140,9085,1,8,1570,1570,1961,0,47.5675,-122.16 +20150317,3,2.25,2730,7521,2,9,2730,0,1992,0,47.7704,-122.196 +20140905,3,3.75,2380,3600,1.5,7,1690,690,1927,0,47.6374,-122.307 +20141016,4,2.5,2240,9385,2,8,2240,0,1991,0,47.7125,-122.332 +20150428,3,2.5,2120,22482,1,7,1360,760,1979,0,47.341,-122.265 +20140619,3,2,1430,6000,1,7,1430,0,1945,0,47.7564,-122.316 +20140519,3,2.5,1350,2053,3,8,1350,0,2005,0,47.6758,-122.386 +20141124,2,1,970,8874,1,7,970,0,1968,0,47.4943,-122.178 +20150415,4,2.5,2200,10800,1,8,1500,700,1964,0,47.7711,-122.288 +20141215,5,2.5,3370,8113,2,9,3370,0,2005,0,47.5812,-122.196 +20140805,3,2.25,2600,14810,1,8,1490,1110,1956,0,47.4326,-122.341 +20140625,4,2.75,2720,4613,2,9,2720,0,2005,0,47.7352,-122.223 +20150206,4,2.5,2540,6491,2,8,2540,0,1997,0,47.6363,-122.117 +20140709,4,2.75,1970,37026,1,8,1970,0,1961,0,47.4375,-122.446 +20141021,4,3.5,4300,8406,2,11,3580,720,1987,0,47.5396,-122.214 +20140522,5,2.25,2230,9600,1,8,1320,910,1978,0,47.7466,-122.076 +20140520,4,1.75,2090,4300,1.5,7,1250,840,1925,0,47.5555,-122.397 +20140725,4,2,2180,10447,1,8,1280,900,1969,0,47.7675,-122.279 +20141105,4,1.75,1760,5356,1,7,920,840,1950,0,47.679,-122.288 +20140610,4,1.75,2320,4322,1,7,1140,1180,1910,0,47.5755,-122.289 +20140610,4,2.75,2490,9714,1,8,1400,1090,1983,0,47.7496,-122.201 +20140527,3,2.5,2420,8252,2,7,2420,0,1998,0,47.5382,-121.871 +20140530,2,2.5,1240,1546,2,7,1240,0,2007,0,47.5634,-122.298 +20141223,3,2.5,1720,10031,2,8,1720,0,1993,0,47.7688,-122.238 +20140623,3,2,1890,1599,2,9,1430,460,2012,0,47.5438,-122.385 +20140507,3,1.75,1640,10762,1,7,1130,510,1988,0,47.3586,-122.074 +20140822,4,2.5,2640,6738,2,8,2640,0,1989,0,47.5787,-122 +20141121,5,3.25,3340,4900,2,9,2500,840,2014,0,47.5193,-121.877 +20150509,4,2.5,2980,12534,2,9,2980,0,1996,0,47.3999,-122.211 +20140723,4,2.5,2260,9686,1,7,1520,740,1965,0,47.286,-122.218 +20150501,2,1,1100,6000,1.5,6,1100,0,1900,0,47.5275,-122.323 +20141212,3,3.5,2350,10739,1,7,1340,1010,1940,0,47.7288,-122.284 +20150113,4,2.5,2720,7991,2,9,2720,0,2006,0,47.7168,-122.331 +20150507,3,2.25,1620,7772,2,8,1620,0,1988,0,47.3521,-122.302 +20140819,4,3.25,3460,7749,2,10,3020,440,1950,1998,47.6849,-122.273 +20141216,2,1,700,4836,1,6,700,0,1926,0,47.7139,-122.288 +20141219,4,1.75,1480,9523,1,7,1120,360,1959,0,47.3732,-122.217 +20150422,2,1,760,5280,1,6,760,0,1946,0,47.483,-122.33 +20140903,4,2.25,4370,22863,2.5,10,3670,700,1907,1994,47.6878,-122.215 +20140528,3,1,1180,5002,1.5,7,1180,0,1946,0,47.7529,-122.324 +20140609,2,1,1000,31505,1,6,1000,0,1960,0,47.7659,-121.899 +20150126,3,2,1540,6000,1,6,1540,0,1953,0,47.7372,-122.307 +20140701,3,2.25,1600,45613,2,8,1600,0,1983,0,47.7523,-122.117 +20141008,3,1,1720,8910,1,7,1720,0,1954,0,47.7736,-122.296 +20141027,3,2.5,3040,7880,2,9,3040,0,2004,0,47.5277,-122.184 +20140805,2,1.75,1050,9800,1.5,6,1050,0,1975,0,47.7595,-121.473 +20140826,2,1,910,5000,1,6,910,0,1914,0,47.683,-122.374 +20140612,3,2,2080,11375,1,8,2080,0,2002,0,47.214,-121.993 +20150214,2,1,1130,5070,1,7,1130,0,1955,0,47.5141,-122.377 +20141120,3,2.75,2590,223027,2,9,2590,0,1983,0,47.6145,-122.001 +20140717,3,2.25,1270,1566,2,8,1060,210,2014,0,47.6647,-122.284 +20141113,5,2.5,3780,20000,1,9,1890,1890,1978,0,47.7603,-122.273 +20140909,5,4.25,3380,7805,2,8,3380,0,2014,0,47.4349,-122.328 +20141202,5,2.5,2250,7945,1,7,1360,890,1977,0,47.7316,-122.221 +20150211,4,2.25,2190,3850,2,7,2190,0,2006,0,47.4861,-122.161 +20140630,3,2.5,3180,7904,1,8,1810,1370,2006,0,47.489,-122.181 +20150225,4,3.5,2550,3600,2,8,1880,670,1997,0,47.7709,-122.39 +20140805,5,4,3870,5929,2,10,3870,0,2014,0,47.6965,-122.134 +20140723,5,2.75,3030,13640,2,8,3030,0,1980,0,47.6186,-122.146 +20140811,3,2.5,3150,20189,2,10,3150,0,1990,0,47.447,-122.088 +20140625,3,1,1090,3264,1,6,1090,0,1969,0,47.3155,-122.182 +20141013,4,2.5,3180,15358,2,9,3180,0,1988,0,47.5172,-122.053 +20140813,4,2.25,1920,9660,1,8,1920,0,1968,0,47.4544,-122.143 +20140604,3,2.25,2080,4252,1.5,7,1550,530,2003,0,47.4203,-122.157 +20150113,4,2.25,2480,36974,2,9,2480,0,1973,0,47.6441,-122.154 +20140527,4,2.5,2870,9292,2,8,2540,330,1979,0,47.4522,-122.123 +20140805,4,2.5,2820,6983,2,9,2820,0,2013,0,47.2958,-122.265 +20150421,3,2.5,1580,7918,2,7,1580,0,1994,0,47.4431,-122.19 +20141126,4,3.5,3050,7020,2,9,2050,1000,1984,0,47.571,-122.374 +20140507,2,1,910,22000,1,6,910,0,1956,0,47.2777,-122.252 +20141027,4,2.75,3040,13559,2,11,3040,0,2003,0,47.522,-122.149 +20141226,3,1.5,1190,10116,1,7,1190,0,1968,0,47.385,-122.085 +20150406,4,1.75,1920,9350,1,7,1000,920,1977,0,47.292,-122.195 +20140917,4,2.75,2370,7320,2,7,2370,0,1989,0,47.3071,-122.36 +20150402,4,2.5,3380,75794,2,10,3380,0,1997,0,47.3511,-122.266 +20140523,4,2.5,2560,10400,1,7,1280,1280,1965,0,47.5225,-122.04 +20141013,3,2.25,2560,3996,1.5,8,2150,410,1910,0,47.6321,-122.306 +20150203,4,2.5,1961,3207,2,7,1961,0,2006,0,47.3507,-122.16 +20140807,4,2.25,1630,7969,1,7,1100,530,1977,0,47.7336,-122.19 +20141111,4,2.5,2716,7850,2,9,2716,0,2014,0,47.352,-122.197 +20150205,3,2.75,2490,3600,2,8,2290,200,1906,0,47.6098,-122.292 +20150325,3,1.75,1460,7203,1,7,1460,0,1990,0,47.5049,-122.189 +20140829,3,1.75,1920,8775,1,7,1920,0,1953,0,47.4544,-122.351 +20141209,3,2.5,2870,25663,2,10,2870,0,1988,0,47.2769,-122.333 +20141208,2,1,800,6016,1,6,800,0,1942,0,47.6913,-122.369 +20141014,4,3,1820,8261,1,7,1420,400,1969,0,47.7197,-122.219 +20141106,3,3.25,1210,1173,2,8,1000,210,2002,0,47.7114,-122.356 +20140707,3,1,1560,7552,1,6,910,650,1948,0,47.7552,-122.327 +20140626,2,1,720,8040,1,6,720,0,1943,0,47.4662,-122.359 +20140808,3,3.25,3230,7800,2,10,3230,0,2005,0,47.6348,-122.403 +20141211,3,2.25,1330,8004,2,7,1330,0,1985,0,47.7098,-122.217 +20150217,2,1,1140,15120,1,6,990,150,1932,0,47.4521,-122.196 +20140922,2,2.25,2160,17861,2,9,2160,0,1956,0,47.502,-122.385 +20141217,3,2.5,2560,35265,2,9,2560,0,1981,0,47.7354,-122.095 +20140509,3,1.5,1390,48257,1,6,1390,0,1922,2013,47.5603,-121.894 +20140519,4,2,1580,7800,2,6,1580,0,1906,0,47.5848,-122.302 +20140723,2,1,1470,3864,1,7,1170,300,1916,0,47.6638,-122.345 +20150423,4,2.5,2540,5930,2,9,2540,0,2003,0,47.6451,-122.387 +20140915,2,1.75,2040,114562,1,7,2040,0,1968,0,47.4985,-122.092 +20141203,3,2.25,1830,19965,1,8,1400,430,1976,0,47.7412,-122.088 +20140912,3,2.25,1630,7573,1,7,1230,400,1983,0,47.7273,-122.211 +20141211,2,1,870,3121,1,7,870,0,1923,0,47.6659,-122.369 +20140613,4,2,1520,19672,1,6,1020,500,1920,0,47.4683,-122.281 +20140923,3,1.75,1960,7705,1,7,980,980,1950,0,47.53,-122.347 +20150331,3,1.75,1650,7965,1,7,1650,0,1967,0,47.7335,-122.193 +20140801,4,2.75,3010,10450,2,9,3010,0,1996,0,47.6979,-122.112 +20141216,3,2.5,2010,4059,2,8,2010,0,1998,0,47.7317,-122.197 +20150513,5,2.5,2840,6010,2,8,2840,0,2003,0,47.3161,-122.27 +20150425,2,1,760,3000,1,6,760,0,1922,0,47.6633,-122.357 +20150422,3,1.75,1540,6687,1,7,1200,340,1991,0,47.1938,-121.981 +20150402,3,2.5,2720,7250,2,9,2720,0,1990,0,47.6894,-122.195 +20150218,3,3.5,2050,21744,2,9,1750,300,1930,0,47.4536,-122.376 +20140911,2,1,1510,3844,1,7,1510,0,1923,1970,47.7038,-122.348 +20141226,4,3.25,3830,10005,2,10,3830,0,2001,0,47.5953,-122.039 +20150421,4,2,1220,9147,1,7,1220,0,1953,0,47.5011,-122.336 +20140908,4,1.75,1510,9176,1,7,1510,0,1957,0,47.7651,-122.339 +20140811,3,1,1490,8239,1,6,1490,0,1963,0,47.306,-122.37 +20141008,3,3.5,3760,5634,2,11,2830,930,2014,0,47.5285,-122.205 +20150406,4,3,5370,69848,2,10,3500,1870,2005,0,47.3166,-122.046 +20140717,2,1,1600,7936,1,7,1600,0,1947,0,47.7411,-122.322 +20141110,3,2.5,1650,4929,2,7,1520,130,2007,0,47.5634,-122.298 +20150505,4,3.25,4360,210254,1,10,2320,2040,2000,0,47.4375,-122.008 +20140603,5,2.75,2481,4045,2,8,2481,0,2014,0,47.2602,-122.284 +20140506,5,3.75,2890,5000,1,7,1310,1580,2006,0,47.5701,-122.296 +20140522,3,1.75,2060,12558,1,7,1350,710,1984,0,47.6659,-122.144 +20150123,2,1,1010,7200,1,6,1010,0,1956,0,47.4815,-122.339 +20150415,4,2.5,2110,6295,2,8,2110,0,2000,0,47.3641,-122.193 +20150122,3,1,2298,10140,1,7,2298,0,1969,0,47.6909,-122.083 +20140509,4,2,2190,14439,1,7,1180,1010,1977,0,47.2702,-122.29 +20140512,5,3,2100,7715,1,7,1250,850,2013,0,47.4866,-122.319 +20140729,4,2.5,2920,252648,2,10,2920,0,2002,0,47.4784,-122.048 +20150507,2,2,1320,1462,3,7,1320,0,1997,0,47.7223,-122.29 +20140911,5,2,1750,8220,1,7,1750,0,1956,0,47.7694,-122.321 +20140702,3,2.25,1900,3960,1.5,8,1200,700,1905,0,47.6122,-122.298 +20140802,2,1,860,8250,1,7,860,0,1940,0,47.7132,-122.334 +20140506,4,2.5,2110,13850,2,9,2110,0,1987,0,47.5497,-122.077 +20150223,4,2.5,2480,4334,2,8,2480,0,2012,0,47.3826,-122.036 +20150318,3,2.25,1410,905,3,9,1410,0,2014,0,47.5818,-122.402 +20141002,3,1.75,1120,7740,1,6,860,260,1948,0,47.7107,-122.291 +20141230,2,1,830,9000,1,6,830,0,1939,0,47.3813,-122.243 +20150304,2,1,750,34133,1,6,750,0,1950,0,47.4781,-122.294 +20150114,3,1.75,2100,8298,1,7,1230,870,1952,0,47.4601,-122.36 +20150305,4,2.5,2020,7277,2,8,2020,0,1993,0,47.4318,-122.19 +20140828,3,1.5,1180,7384,1,7,1180,0,1959,0,47.3838,-122.287 +20140828,3,1.75,1810,34500,1,8,1230,580,1980,0,47.3707,-122.275 +20150323,3,3.25,2200,7440,2,7,1710,490,1947,0,47.5409,-122.268 +20140604,4,1.75,2020,7029,1,7,1430,590,1979,0,47.6983,-122.127 +20140515,3,2.5,2700,7434,2,9,2700,0,1991,0,47.7434,-122.174 +20140523,3,1,1700,8645,1,6,1700,0,1955,0,47.4899,-122.337 +20140610,5,3.25,5270,17232,2,10,4010,1260,1977,2003,47.5536,-122.228 +20141007,4,2.5,2403,6172,2,9,2403,0,1999,0,47.7361,-122.234 +20140905,2,1,720,4323,1,6,720,0,1942,0,47.6604,-122.401 +20140825,4,2.5,2000,5006,2,7,2000,0,2005,0,47.466,-122.147 +20140707,3,1,1890,3330,1.5,7,1390,500,1901,0,47.6597,-122.352 +20140929,3,2,2240,11250,1,8,2240,0,1968,0,47.6371,-122.119 +20141205,3,3.5,1970,5079,2,8,1680,290,2007,0,47.5816,-122.296 +20141125,3,3.25,1530,1786,2,8,1200,330,2007,0,47.6783,-122.366 +20140721,3,1,1030,6600,1,7,1030,0,1954,0,47.4941,-122.34 +20141221,4,3,2790,3600,2,8,1880,910,1905,2013,47.6362,-122.363 +20140613,4,1.75,1900,10588,1,6,1900,0,1958,0,47.289,-122.212 +20150407,3,2.5,1320,955,3,7,1320,0,2009,0,47.5202,-122.357 +20140902,4,2.5,2280,14810,1,8,1500,780,1977,0,47.5392,-122.186 +20141029,4,2.5,4060,8547,2,9,2790,1270,2007,0,47.3694,-122.056 +20140516,3,2.25,1520,1221,3,8,1520,0,2013,0,47.674,-122.377 +20140918,3,2,1960,8846,1,6,980,980,1940,0,47.5101,-122.246 +20140527,3,2.5,2810,7700,2,9,2810,0,2001,0,47.5464,-122.191 +20150410,3,1.75,1440,7200,1,7,1440,0,1986,0,47.4473,-122.284 +20141009,4,4.5,4300,19844,2,11,4300,0,1985,1999,47.6218,-122.237 +20141119,1,2,1240,4800,2,6,1240,0,1910,0,47.4778,-122.211 +20150330,3,2.5,1730,4102,3,8,1730,0,1996,0,47.645,-122.084 +20140718,4,2.75,2140,8100,2,7,2140,0,1990,0,47.3075,-122.359 +20150320,6,2,2780,13950,2.5,7,2780,0,1955,1964,47.3738,-122.226 +20140515,3,1,1220,13000,1,7,1220,0,1955,0,47.7608,-122.353 +20150422,3,2.5,2460,38794,2,9,2460,0,1999,0,47.7602,-122.022 +20141118,5,3.25,2860,20790,1,7,1800,1060,1965,0,47.7757,-122.295 +20150416,4,2.5,1996,4547,2,7,1996,0,2009,0,47.3365,-122.051 +20140811,2,1,970,4284,1,7,970,0,1905,0,47.6667,-122.333 +20141203,4,1.5,2040,10488,1,7,1190,850,1961,0,47.4557,-122.269 +20150331,4,2.75,1640,3000,1,7,1000,640,1984,0,47.5625,-122.283 +20140925,3,2.5,2600,4724,2,7,2600,0,2002,0,47.5359,-121.878 +20141028,4,1.5,1050,9516,1,7,1050,0,1969,0,47.4151,-122.181 +20140829,2,2.25,1210,1267,2,8,1120,90,2010,0,47.6783,-122.376 +20140701,2,2.5,1050,1029,2,8,950,100,2007,0,47.6018,-122.299 +20140716,3,3.5,3680,11491,2,11,3680,0,1999,0,47.5647,-122.128 +20140722,3,1.75,1750,10870,1,7,1750,0,1968,0,47.4989,-122.188 +20150413,2,2.5,1550,2657,2,8,1550,0,1987,0,47.7034,-122.188 +20140815,3,2,1400,2445,1,7,840,560,2002,0,47.5926,-122.299 +20150505,4,2.5,2210,49375,1,8,2210,0,1997,0,47.3828,-122.071 +20150127,2,1,670,7844,1,6,670,0,1942,0,47.5165,-122.372 +20140918,3,2.5,1720,11656,2,8,1720,0,1987,1999,47.6791,-122.113 +20150107,3,1.75,1340,6300,1,7,1340,0,1972,0,47.7186,-122.218 +20150304,2,1,800,4342,1,6,670,130,1927,0,47.6997,-122.316 +20141105,2,1,1250,8520,1,6,1250,0,1928,0,47.5158,-122.378 +20141010,2,1,1160,17635,1,6,1160,0,1945,0,47.5117,-122.248 +20140909,3,2.5,2540,11562,1,8,1290,1250,1964,0,47.7614,-122.229 +20140707,5,2,2800,17788,1,8,1400,1400,1963,0,47.6719,-122.163 +20141105,2,1.75,1760,4600,1,7,850,910,1926,0,47.5654,-122.372 +20150323,3,1,1060,5600,1,6,760,300,1943,0,47.5116,-122.379 +20150323,5,2.25,2690,10800,1,8,2020,670,1956,0,47.5821,-122.247 +20140603,3,1,1030,4958,1,7,1030,0,1952,0,47.6647,-122.277 +20141112,4,2,1870,8750,1,7,1870,0,1977,0,47.1985,-122.001 +20140911,5,3,2970,6500,2,9,2970,0,2000,0,47.5973,-122.018 +20141022,3,2.75,2670,4800,2,8,2670,0,2014,0,47.3483,-122.042 +20150401,5,2.75,2530,9375,1,7,1530,1000,1966,0,47.3738,-122.214 +20150506,3,1,1230,2353,1.5,6,1230,0,1925,0,47.5177,-122.354 +20140825,3,2.25,1920,11500,1,8,1920,0,1972,2000,47.5498,-122.188 +20140926,4,1.75,1860,7700,1,8,1860,0,1964,0,47.626,-122.112 +20141006,2,1,720,5750,1,6,720,0,1943,0,47.5535,-122.393 +20140618,3,2.5,2420,43177,2,8,1690,730,1989,0,47.569,-122.058 +20141003,2,1,750,6089,1,6,750,0,1937,0,47.475,-122.199 +20141014,3,3.25,1720,936,2,8,1030,690,2004,0,47.6201,-122.309 +20140707,3,2,2250,7904,1.5,8,2250,0,1998,0,47.3165,-122.252 +20150123,3,2.75,1650,7272,1,7,1230,420,1972,0,47.7232,-122.174 +20140513,4,2.5,2790,5602,2,8,2790,0,2009,0,47.4959,-122.15 +20150115,3,4.25,3300,308080,2,9,2520,780,1976,0,47.3979,-122.416 +20140807,3,3.25,1770,1863,2,8,1430,340,2003,0,47.5478,-122.005 +20141118,2,2.5,1620,14467,2,7,1620,0,1981,0,47.6306,-122.035 +20141126,4,2.75,4270,25807,2,11,4270,0,1996,0,47.5951,-122.206 +20140807,4,2.25,2020,5800,1,9,1760,260,1941,0,47.6471,-122.412 +20141005,3,1.75,1290,4000,1,6,1170,120,1943,0,47.5309,-122.354 +20140811,5,2.5,3361,6983,2,10,3361,0,2006,0,47.3427,-122.169 +20140805,4,2,2450,5000,2,8,2200,250,1919,0,47.5619,-122.405 +20141120,3,2.5,1410,1325,2,7,1180,230,2007,0,47.5582,-122.363 +20140820,4,2.5,2220,6233,2,7,2220,0,2001,0,47.4887,-122.15 +20150423,3,2.5,2370,5321,2,8,2370,0,2014,0,47.37,-122.019 +20140923,4,2.5,2300,15188,2,7,2300,0,1966,0,47.3683,-122.164 +20150218,4,2.5,2320,12042,1,7,1320,1000,1975,0,47.763,-122.16 +20140519,4,2.5,2460,4200,2,8,2460,0,1998,0,47.6031,-122.021 +20140926,4,3.25,4060,52707,2,9,4060,0,1996,0,47.7615,-122.041 +20150204,5,2.5,2500,12220,1,8,1690,810,1962,0,47.3335,-122.325 +20141024,3,1,1550,6840,1.5,7,1550,0,1918,0,47.6572,-122.335 +20140923,3,2.5,1990,15985,1,8,1540,450,1964,0,47.6205,-122.141 +20140623,3,4.5,5230,17826,2,10,3740,1490,2005,0,47.5348,-122.243 +20150410,3,1.75,1590,14766,1,8,1590,0,1963,0,47.5902,-122.147 +20150121,3,2.5,1860,1290,2,9,1240,620,2010,0,47.6179,-122.301 +20140611,3,1.75,2430,14607,1,8,1230,1200,1949,1970,47.5588,-122.211 +20140530,4,2.75,2620,6019,2,8,2620,0,2013,0,47.484,-121.771 +20140926,4,2.5,2330,7936,2,9,2330,0,1987,0,47.6269,-122.03 +20140826,4,1.75,1250,12705,1,7,1250,0,1971,0,47.302,-122.382 +20140522,3,2.5,1750,7208,2,8,1750,0,1994,0,47.4315,-122.192 +20140528,5,1.5,2680,28014,1,8,1450,1230,1963,0,47.6348,-122.196 +20150123,3,1.75,1440,8560,1,7,1440,0,1979,0,47.7296,-122.232 +20150304,3,2.5,1920,1896,3,8,1920,0,2000,0,47.6616,-122.356 +20140709,3,2.5,1790,3078,2,8,1790,0,2010,0,47.5638,-122.094 +20140715,4,2.5,2350,6624,2,9,2350,0,1990,0,47.6262,-122.045 +20150128,4,1.75,1870,12500,1,6,1030,840,1943,0,47.511,-122.197 +20141126,3,1.5,1240,15867,1,7,1240,0,1962,0,47.7167,-122.202 +20141110,3,1.75,1730,18250,1,8,1730,0,1988,0,47.737,-122.201 +20150417,3,1,1320,9239,1,7,1320,0,1968,0,47.312,-122.183 +20150309,3,2.5,1830,6162,2,8,1830,0,1994,0,47.3291,-122.17 +20140530,5,2.5,3090,23265,1,8,2990,100,1957,0,47.7709,-122.212 +20141231,3,1.75,1660,9697,1,7,1660,0,1952,0,47.7564,-122.286 +20140716,3,1.75,1680,2400,1.5,7,1170,510,1929,0,47.6849,-122.367 +20140516,5,2.75,2830,5310,2,9,2830,0,2006,0,47.7074,-122.101 +20141209,3,2.25,2220,15757,1,8,1280,940,1982,0,47.6212,-122.043 +20140730,3,3.5,3380,3333,3,10,2800,580,2008,0,47.6162,-122.288 +20140716,4,2.5,2160,6825,2,8,2160,0,1994,0,47.4111,-122.2 +20140725,3,2,2350,6000,1.5,8,1990,360,1922,0,47.6476,-122.32 +20140729,3,1.75,1650,7807,1,7,1650,0,1986,0,47.3514,-122.167 +20150311,3,2.5,2030,1800,3,9,2030,0,2013,0,47.6199,-122.3 +20150312,2,1,2320,11250,2,6,2320,0,1942,0,47.504,-122.362 +20140611,3,1.75,1720,5899,1,8,1220,500,1986,0,47.5399,-122.385 +20141023,4,2,1710,7455,1,7,1030,680,1975,0,47.3965,-122.173 +20150309,3,1,930,7590,1,6,820,110,1943,0,47.4802,-122.335 +20140911,3,2.5,1780,4650,2,7,1780,0,2011,0,47.386,-122.047 +20140707,4,2,1700,8640,1,7,850,850,1955,2010,47.5774,-122.153 +20150427,4,3.25,2930,25020,2,9,2930,0,2013,0,47.5514,-122.023 +20140908,3,1.75,1160,7006,1,7,1160,0,1992,0,47.1937,-121.98 +20140617,3,2,1880,3800,1,7,1030,850,1927,0,47.6841,-122.309 +20150413,3,2.25,1690,7292,1,7,1250,440,1985,0,47.2639,-122.303 +20140718,5,2.5,2590,7084,2,8,2590,0,2014,0,47.7053,-122.113 +20140617,5,2.75,3010,12611,2,10,3010,0,1994,0,47.696,-122.102 +20140522,4,3.25,3090,6744,2,9,3090,0,1923,2015,47.768,-122.388 +20141106,3,2,1380,9000,2,7,1380,0,1946,1982,47.2613,-122.248 +20140814,5,2.5,2560,46786,2,8,2560,0,1995,0,47.7125,-121.915 +20150311,4,2.5,2240,5402,2,8,2240,0,2005,0,47.772,-122.35 +20150213,3,1,970,6180,1,6,970,0,1974,0,47.5658,-122.291 +20140716,3,1,1490,10650,1,7,1150,340,1963,0,47.663,-122.178 +20140731,3,2.5,2910,12283,2,10,2910,0,1993,0,47.4602,-122.152 +20141031,3,1,1480,4200,1.5,7,1480,0,1925,0,47.6147,-122.298 +20140812,3,3.5,2480,10800,2,8,2480,0,1998,0,47.6083,-122.06 +20150312,3,2.5,1610,1320,2,7,1280,330,2007,0,47.6,-122.298 +20140514,3,1,1480,7830,1,7,1480,0,1952,0,47.7703,-122.336 +20141015,3,3.5,1540,1427,2,7,1360,180,2007,0,47.542,-122.322 +20150107,3,2.5,1540,7120,1,7,770,770,1938,2013,47.3729,-122.037 +20140618,3,1.75,1930,6360,1,9,1930,0,2013,0,47.5181,-121.885 +20150421,5,2,3160,3990,1.5,7,1870,1290,1923,0,47.654,-122.337 +20141112,3,2,1470,10125,1,7,1470,0,1962,0,47.7751,-122.222 +20150425,3,2.25,1280,1187,2,8,1080,200,2008,0,47.6651,-122.368 +20150326,4,1.5,1880,11400,1,7,1280,600,1955,0,47.7718,-122.381 +20140602,1,1,730,3000,1,7,730,0,1911,0,47.6741,-122.396 +20140806,3,2.5,2480,8676,2,8,2480,0,1989,0,47.53,-122.172 +20150102,4,2.5,2990,9614,1,9,1740,1250,1976,0,47.3424,-122.329 +20140610,2,2,1651,18200,1,6,1651,0,1946,0,47.4621,-122.461 +20141111,5,1.75,1910,5640,2,9,1910,0,1906,0,47.6249,-122.311 +20140725,5,1,1410,9000,1,7,1410,0,1967,0,47.3054,-122.369 +20141117,4,2.5,1870,5692,2,7,1870,0,2004,0,47.4334,-122.148 +20140511,3,2.5,1370,1350,2,7,1010,360,2007,0,47.5534,-122.382 +20140626,4,2.75,2530,7350,1,8,1280,1250,1977,0,47.313,-122.374 +20140508,4,2.25,2250,41688,2,8,2250,0,1980,0,47.6695,-122.05 +20140624,3,2,1230,11413,1,7,990,240,1984,0,47.6321,-122.034 +20140528,4,2.75,2020,2750,1,8,1010,1010,1917,2014,47.6053,-122.291 +20140612,4,2.25,2460,44431,1,9,2460,0,1957,0,47.6042,-122.147 +20140629,5,2.75,2130,6222,1,7,1300,830,1991,0,47.5272,-122.276 +20150109,4,2.5,2020,5100,2,7,2020,0,2010,0,47.2822,-122.357 +20140814,3,2.5,1650,3076,2,7,1650,0,2003,0,47.682,-122.035 +20141124,4,1.75,2210,19025,1,7,1460,750,1952,0,47.5927,-122.203 +20140714,3,1.75,1010,7171,1,7,1010,0,1967,0,47.7317,-122.231 +20150422,2,1,880,10950,1,7,880,0,1944,0,47.7332,-122.352 +20140603,3,2.25,1450,4706,2,7,1450,0,2009,0,47.761,-122.232 +20150302,4,2.5,1812,5026,2,8,1812,0,2011,0,47.4513,-122.202 +20140625,5,3,2620,5477,2,10,2620,0,2009,0,47.6804,-122.288 +20150122,5,3,2010,7264,1,7,1290,720,1990,0,47.6945,-122.33 +20150319,3,2.5,1580,1321,2,8,1080,500,2014,0,47.6688,-122.402 +20141231,4,2.5,2600,11542,1.5,9,2200,400,1939,0,47.7076,-122.377 +20141113,3,2.5,1990,5149,2,8,1990,0,2003,0,47.5895,-122.019 +20141218,3,1.25,2350,6200,1,7,1320,1030,1966,0,47.5979,-122.135 +20141104,3,2.5,2450,4400,2,9,1800,650,1922,0,47.6439,-122.319 +20141001,2,1,1570,4400,1.5,8,1570,0,1914,0,47.6112,-122.293 +20140708,3,1,1060,7920,1,7,1060,0,1968,0,47.5649,-122.358 +20140923,3,2.5,1970,12205,2,8,1970,0,1990,0,47.7397,-122.209 +20150408,3,1,1010,10125,1,7,1010,0,1972,0,47.3423,-122.088 +20141106,3,2.5,2110,208737,2,9,2110,0,1977,0,47.2674,-122.072 +20150421,4,2.75,2730,35075,1,8,1530,1200,1979,0,47.7726,-122.139 +20140818,3,1.75,2140,13068,1,7,1460,680,1974,0,47.3099,-122.197 +20140509,2,1,1420,81892,1,7,1180,240,1956,0,47.4342,-122.195 +20140528,2,2,1390,1302,2,7,1390,0,1986,0,47.3089,-122.33 +20140723,3,2.5,2140,9492,2,8,2140,0,1994,0,47.3289,-122.204 +20150227,3,1,1140,6400,1,7,1140,0,1962,0,47.4902,-122.331 +20150325,3,1,1250,8276,1.5,6,1250,0,1939,0,47.2092,-121.997 +20150302,3,1,1520,6500,1,7,990,530,1958,0,47.4164,-122.332 +20150122,3,2.25,2370,7878,2,8,2370,0,1985,0,47.7281,-122.168 +20140624,3,2.5,2970,23100,1,7,1510,1460,1967,0,47.7735,-122.133 +20140625,2,1,890,8100,1,6,890,0,1942,0,47.4839,-122.34 +20140528,4,1,1660,34848,1,5,930,730,1933,0,47.6621,-122.132 +20140828,2,2,1600,64468,1,7,1600,0,1950,0,47.7344,-122.143 +20150415,5,3.5,4230,16526,2,10,4230,0,2008,0,47.5933,-122.199 +20140513,3,2,1940,5820,1.5,7,1150,790,1944,0,47.6638,-122.362 +20150327,4,2.5,2750,15099,2,8,2750,0,1994,0,47.7298,-121.972 +20141108,3,1.5,1310,2998,2,7,1310,0,1998,0,47.5873,-122.299 +20140714,4,1.5,1770,6014,1.5,7,1240,530,1946,0,47.5773,-122.393 +20141027,2,1,1390,19988,1,7,1390,0,1949,0,47.3985,-122.321 +20150402,3,1,1200,6825,1,7,1200,0,1954,2013,47.7491,-122.353 +20141125,3,1,920,6460,1,6,920,0,1969,0,47.3665,-122.082 +20150407,1,1.5,1180,1688,2,8,1070,110,2007,0,47.549,-122.372 +20150219,3,2.75,3360,41250,1,7,1820,1540,1988,0,47.2604,-122.023 +20140530,4,2.5,3190,11375,1,8,2210,980,1946,0,47.704,-122.3 +20140630,2,1,870,5750,1,7,870,0,1947,0,47.5637,-122.395 +20150128,4,2.25,2400,17842,2,7,2400,0,1973,0,47.2866,-122.217 +20150213,5,2.5,2430,6168,2,8,2430,0,2007,0,47.5237,-122.199 +20150429,2,1,800,8960,1,6,800,0,1944,0,47.4756,-122.174 +20150325,4,2.5,1680,3000,2,7,1680,0,2003,0,47.494,-122.279 +20140707,2,2,1580,5750,1,6,790,790,1910,0,47.5668,-122.384 +20150116,2,1,910,7617,1,6,910,0,1936,0,47.7332,-122.305 +20141002,3,1.75,1830,9758,1,8,1300,530,1977,0,47.7107,-122.23 +20150428,2,1,850,8400,1,6,850,0,1941,0,47.4696,-122.359 +20140529,4,2.5,2290,4539,2,7,2290,0,2001,0,47.4753,-122.172 +20141118,4,2.5,2350,7245,2,8,2350,0,1993,0,47.6318,-122.023 +20140808,4,3.5,3510,9263,2,10,3510,0,2001,0,47.5413,-121.877 +20141209,3,2.25,1290,1182,2,8,1000,290,2006,0,47.637,-122.327 +20140701,4,1.75,2550,8976,1,7,1300,1250,1978,0,47.4286,-122.179 +20140904,4,3.5,3510,6005,2,8,2750,760,2010,0,47.5168,-121.87 +20150310,2,2,1580,5203,1,8,1580,0,2004,0,47.7174,-122.032 +20150513,3,2.25,1640,5880,1,7,1240,400,1977,0,47.5323,-122.351 +20141008,3,2.25,2300,15952,1,8,1150,1150,1963,0,47.6322,-122.232 +20150212,2,2.5,2170,7665,1,8,2170,0,2013,0,47.7112,-122.019 +20150105,3,2.5,2370,6840,2,9,2370,0,1987,0,47.6503,-122.366 +20150421,4,2,2270,18450,1,7,2270,0,1961,0,47.3264,-122.262 +20150213,4,1.75,1670,13125,1,8,1670,0,1973,0,47.6315,-122.101 +20141008,2,2.5,1770,4950,1,7,1770,0,2003,0,47.3497,-122.025 +20141224,4,2.25,2280,8550,1,8,1660,620,1977,0,47.701,-122.231 +20150402,3,1,930,6572,1,7,930,0,1952,0,47.6889,-122.301 +20140903,3,2,2350,209088,1,7,2350,0,1993,0,47.6527,-121.949 +20140512,4,2.5,2980,4930,2,9,2890,90,2000,0,47.5445,-122.12 +20140707,4,3,2200,10800,1,6,2200,0,1960,0,47.4476,-122.169 +20150427,4,2,1820,9450,1,7,1100,720,1962,0,47.7607,-122.329 +20141111,5,3.5,3700,5400,2,9,2890,810,2011,0,47.7085,-122.117 +20150408,7,2.25,3170,36384,2,8,3170,0,1969,0,47.4654,-122.003 +20150109,4,2.5,2090,11645,1,7,1200,890,1962,0,47.4759,-122.299 +20150403,3,1,1630,5000,1,7,930,700,1954,0,47.5497,-122.295 +20141226,4,2.75,2860,6867,1,7,1560,1300,1946,0,47.6723,-122.263 +20150316,4,5,5820,13906,2,11,3750,2070,1993,0,47.3814,-122.164 +20140602,3,1.5,1790,8203,1.5,7,1790,0,1910,0,47.5768,-122.403 +20141115,4,1.75,2340,9100,1,8,1610,730,1975,0,47.6401,-122.108 +20140626,3,1.5,1660,15600,2,7,1660,0,1981,0,47.2589,-122.279 +20140603,4,2.5,2170,9600,1,7,1460,710,1980,0,47.6789,-122.116 +20140527,5,1,1410,6400,1,7,960,450,1955,0,47.4207,-122.334 +20140911,3,3,2490,3600,2,8,1790,700,1911,0,47.6313,-122.369 +20150107,6,1.5,1930,8400,1,7,1030,900,1971,0,47.4869,-122.34 +20141007,3,2.25,1540,1270,3,7,1540,0,2014,0,47.6935,-122.341 +20150501,3,1.75,2200,7700,1,7,1240,960,1975,0,47.4119,-122.181 +20140611,3,2.5,1870,4060,2,7,1870,0,2005,0,47.3986,-122.163 +20140623,3,1,1620,9450,1.5,7,1620,0,1928,0,47.5136,-122.313 +20140708,3,1.75,1140,10400,1,7,1140,0,1983,0,47.2598,-122.311 +20141211,4,2.5,3700,4500,2,9,3700,0,2007,0,47.7473,-122.23 +20150313,2,2.5,1160,1219,3,8,1160,0,2007,0,47.6543,-122.358 +20140710,3,1,1010,8711,1,6,1010,0,1944,0,47.4914,-122.186 +20140603,3,2.5,2430,54059,2,10,2430,0,1987,0,47.4664,-121.992 +20141029,4,2.5,2100,8501,2,7,2100,0,1993,0,47.1951,-122.01 +20140522,4,2.75,2080,4000,1.5,8,2080,0,1912,2000,47.6737,-122.358 +20140528,4,2.25,2410,4560,2,9,1800,610,1929,0,47.6796,-122.402 +20141010,2,1,1010,43056,1.5,5,1010,0,1990,0,47.7105,-121.316 +20140627,3,2.25,1715,6819,2,7,1715,0,1995,0,47.3097,-122.327 +20140729,4,2.25,3960,8640,2,9,2630,1330,1925,0,47.6317,-122.304 +20150430,3,1.75,1360,9603,1,7,1360,0,1963,0,47.3959,-122.309 +20140515,3,1,1630,10304,1,7,1630,0,1953,0,47.7548,-122.317 +20150326,3,3,1950,1833,3,9,1610,340,2009,0,47.6078,-122.202 +20150403,4,3,2260,7336,2,7,2260,0,1977,0,47.7297,-122.219 +20141111,2,1,840,5087,1,7,840,0,1925,0,47.5557,-122.278 +20141003,4,3.25,5450,37058,1.5,9,5450,0,1984,0,47.351,-122.087 +20150303,3,2.25,1230,11601,1,7,910,320,1992,0,47.1955,-121.991 +20141107,4,3.25,3720,7150,2,11,3720,0,2007,0,47.5359,-122.069 +20140729,2,1,1010,7338,2,7,1010,0,1981,0,47.5123,-122.19 +20141028,3,2.5,1510,1178,2,8,1060,450,2007,0,47.6181,-122.301 +20141103,5,2.25,2680,13292,1,8,1340,1340,1976,0,47.7422,-122.257 +20141105,5,2.25,3550,7992,2,8,3550,0,1968,0,47.7285,-122.179 +20141124,3,2.5,2020,7800,1,7,1330,690,1958,0,47.7368,-122.337 +20140912,3,2.5,2690,11575,1,8,2130,560,1957,0,47.7605,-122.267 +20150428,3,1,1540,9450,1,7,1540,0,1960,0,47.3612,-122.315 +20150430,3,1.75,1740,8625,1,7,1240,500,1978,0,47.3054,-122.38 +20150220,4,3.25,2880,5929,2.5,8,2880,0,2014,0,47.2752,-122.349 +20150114,3,1.75,2300,41900,1,8,1310,990,1939,0,47.477,-122.292 +20150414,2,2,1540,5000,1.5,8,1540,0,1986,0,47.319,-122.394 +20150128,4,2.5,2820,5510,2,9,2820,0,2005,0,47.3477,-122.024 +20150424,1,0.75,840,7203,1.5,6,840,0,1949,0,47.4756,-122.301 +20140717,4,2,2330,5000,1.5,7,1720,610,1925,0,47.6804,-122.358 +20141006,4,3,3720,5000,2.5,9,2720,1000,1905,0,47.6282,-122.322 +20140724,4,3.25,3500,10260,2,10,3500,0,1987,0,47.5902,-122.13 +20140721,2,1,740,6460,1,6,740,0,1953,0,47.5077,-122.344 +20150312,3,3.25,1280,1730,2,8,1090,190,2005,0,47.7032,-122.36 +20140620,4,2.25,2870,6280,1.5,9,1980,890,1905,0,47.6329,-122.31 +20140828,3,2.75,3240,7200,1,8,1620,1620,1960,0,47.567,-122.273 +20140804,4,2.5,2350,3800,2,8,2350,0,2014,0,47.4783,-122.123 +20150327,3,2.5,2120,196995,1,9,2120,0,1997,0,47.4089,-122.459 +20140916,3,1.75,1540,12600,1,7,1160,380,1980,0,47.3624,-122.031 +20140804,2,1,810,4560,1,7,810,0,1928,0,47.5425,-122.376 +20140930,3,1,1160,10500,1,7,1160,0,1966,0,47.7267,-122.227 +20141113,3,1.75,1530,6125,1,7,1120,410,1958,0,47.5687,-122.397 +20140710,4,2,2680,13680,2,7,2350,330,1943,1965,47.4887,-122.192 +20150121,2,1,970,18557,1,6,970,0,1939,0,47.5116,-122.37 +20140502,3,1.75,1710,7320,1,7,1710,0,1948,0,47.7512,-122.281 +20140530,4,3.5,5550,28078,2,12,3350,2200,2000,0,47.6395,-122.234 +20150102,3,1.5,1230,10125,1,7,1230,0,1960,0,47.397,-122.299 +20140910,3,1.5,1540,8400,1,7,1540,0,1968,0,47.5237,-122.199 +20140821,2,1,1280,12086,1,7,850,430,1983,0,47.634,-122.033 +20150424,5,3.5,2880,3750,2,8,2270,610,2001,0,47.5905,-122.292 +20140515,4,2.5,3200,7535,2,9,3200,0,2006,0,47.666,-122.276 +20150416,3,1.5,1720,6570,1.5,8,1720,0,1909,0,47.5284,-122.265 +20140522,3,1,870,5330,1,6,870,0,1969,2014,47.369,-122.077 +20140910,3,1.75,2040,4125,1.5,8,1540,500,1917,0,47.6608,-122.359 +20141107,4,3,3720,14125,1,9,1930,1790,1960,0,47.5911,-122.177 +20140618,2,1.5,1820,8867,2,7,1820,0,1921,0,47.4764,-122.269 +20141117,3,2.5,2510,5186,2,7,2510,0,2001,0,47.6895,-122.041 +20140729,3,2,1290,5757,1,7,1290,0,1994,0,47.3175,-122.17 +20140624,4,2.5,2450,55387,2,9,2450,0,1994,0,47.6323,-121.985 +20141209,3,2.5,1805,3402,2,7,1805,0,2009,0,47.3521,-122.212 +20140904,3,1,1450,6776,1,7,1450,0,1952,0,47.5056,-122.244 +20150107,4,3.25,3730,7071,3,11,3730,0,1985,0,47.6292,-122.355 +20141205,3,1.75,2030,9032,2,7,2030,0,1963,0,47.586,-122.117 +20141230,4,2.5,3220,5262,2,9,3220,0,2003,0,47.6878,-122.162 +20140630,4,1.5,2750,128502,1,7,1500,1250,1958,0,47.4345,-122.198 +20150429,5,1.75,2350,7800,1,8,1510,840,1968,0,47.6225,-122.107 +20140718,4,2.5,2620,6114,2,9,2620,0,2011,0,47.5603,-122.013 +20141113,3,1.5,1000,6914,1,7,1000,0,1947,0,47.7144,-122.319 +20140823,3,3,2330,4284,2,9,1920,410,2004,0,47.5547,-122.308 +20140728,3,2.5,1590,3121,2,7,1590,0,1994,0,47.5515,-122.284 +20141016,2,1.5,1760,12000,1,7,1760,0,1964,0,47.6288,-122.109 +20141111,3,2.25,2130,8800,1,8,1270,860,1978,0,47.383,-122.168 +20140822,2,2.5,1470,2034,2,8,1470,0,1985,0,47.6213,-122.153 +20140716,3,2,1410,4800,1.5,8,1410,0,1927,0,47.5597,-122.267 +20150319,3,2,1260,5460,1,7,1260,0,1972,0,47.7355,-122.18 +20140610,2,1,1470,7137,1,7,1020,450,1941,0,47.7008,-122.352 +20150423,4,2.5,2030,10722,1,7,1100,930,1967,0,47.6955,-122.301 +20141016,5,2.75,2620,6389,2,9,2620,0,2007,0,47.77,-122.236 +20140724,3,2.25,2950,8036,1.5,8,1950,1000,1963,0,47.7239,-122.313 +20150402,3,1,2030,4080,1.5,7,1840,190,1908,0,47.6765,-122.308 +20140710,3,2.25,1630,7900,1,7,1130,500,1973,0,47.3076,-122.377 +20150210,4,2.5,2303,16801,2,8,2303,0,1995,0,47.7266,-121.966 +20150330,4,2.5,2110,3825,2,7,2110,0,2012,0,47.3602,-122.082 +20150220,3,2.5,2750,226512,2,9,2750,0,2000,0,47.4376,-122.456 +20140826,3,1,1470,7930,1,7,1070,400,1950,0,47.7013,-122.368 +20140908,3,2.5,2920,9096,2,9,2920,0,2013,0,47.4855,-122.149 +20150408,4,1.5,1840,10080,2,8,1840,0,1907,0,47.5575,-122.279 +20140627,3,2,1400,45738,2,8,1400,0,1981,0,47.3624,-122.455 +20150316,4,2.25,2390,57599,2,8,2390,0,1981,0,47.6651,-122.067 +20140611,6,3,4250,4400,2.5,7,3020,1230,1902,0,47.5584,-122.283 +20150217,4,2.5,3280,25211,2,11,3280,0,1985,0,47.6398,-122.05 +20140602,3,1.5,1320,13200,1,7,1320,0,1970,0,47.5009,-122.143 +20150210,3,2.5,2510,9240,2,8,2510,0,2001,0,47.1896,-122.013 +20141022,3,1.5,1850,10572,1,8,1850,0,1953,0,47.6194,-122.208 +20140926,3,1.75,1300,4000,1,7,900,400,1953,0,47.6368,-122.388 +20140512,2,1.75,1360,8100,1,7,860,500,1975,0,47.7295,-122.359 +20141020,2,1,1250,5413,1,7,1250,0,1923,0,47.6945,-122.315 +20150109,4,2,1830,5220,1.5,7,1830,0,1951,0,47.5331,-122.278 +20150424,4,2.75,3620,35429,2,10,3620,0,2006,0,47.4238,-122.098 +20140919,3,2.5,1460,1238,2,8,1200,260,2008,0,47.6719,-122.374 +20140718,3,2.5,1970,4058,2,7,1970,0,2004,0,47.5308,-121.853 +20140612,2,1,910,9869,1,6,910,0,1957,0,47.4572,-122.184 +20140718,2,1,1010,4000,1,7,1010,0,1947,0,47.5311,-122.382 +20141215,4,1.5,1830,6985,1,7,1080,750,1967,0,47.7494,-122.236 +20141008,3,1,910,3880,1,7,780,130,1942,0,47.6862,-122.392 +20140717,6,3,2300,3404,2,7,1600,700,1920,1994,47.7067,-122.343 +20150105,4,2,1180,7275,1,7,1180,0,1965,0,47.7301,-122.2 +20140917,4,2.75,3220,9825,2,8,3220,0,2012,0,47.4863,-122.143 +20140618,4,2,2030,9600,1.5,6,1430,600,1947,0,47.4459,-122.272 +20140723,3,2,1540,10931,1,7,1540,0,1989,0,47.495,-121.776 +20140723,4,2.75,2950,49658,1,8,2950,0,1960,1998,47.3596,-121.922 +20141027,3,1.75,1320,7200,1,7,1320,0,1977,0,47.7341,-122.237 +20150408,3,1.75,1280,3880,1.5,7,1280,0,1916,0,47.6871,-122.391 +20150427,3,2,2570,10078,1.5,8,2570,0,1965,0,47.6275,-122.12 +20140922,3,2.5,1730,3600,2,8,1730,0,2014,0,47.5014,-122.34 +20140624,4,1.75,2700,27072,1,7,1380,1320,1958,0,47.2877,-122.293 +20140917,4,3,2940,7108,2,9,2220,720,2011,0,47.5437,-122.395 +20150303,3,1.75,1930,14389,1,7,1130,800,1963,1998,47.7733,-122.317 +20141201,4,2.5,1900,5001,1,8,1200,700,2008,0,47.7289,-122.335 +20140516,3,2.5,1480,1663,2,9,1180,300,2012,0,47.5443,-122.375 +20150407,1,2,1070,675,2,8,880,190,2007,0,47.5574,-122.284 +20141016,1,1.5,1120,912,3,7,1120,0,2011,0,47.5924,-122.299 +20150420,4,2.5,2090,12833,1,7,1220,870,1969,0,47.7266,-122.175 +20150416,3,1,1560,3825,1.5,8,1390,170,1930,0,47.6803,-122.387 +20150421,3,2.25,1790,231303,1,7,1250,540,1980,0,47.7558,-122.027 +20150209,4,5.75,7220,223462,2,12,6220,1000,2000,0,47.7097,-122.013 +20150422,3,2.5,1910,3075,2,8,1910,0,2001,0,47.5491,-122.005 +20140513,5,2.75,3150,7119,2,9,3150,0,2013,0,47.6759,-122.151 +20150107,2,1.5,1540,6549,2,7,1540,0,1980,0,47.7189,-122.353 +20140508,4,2,1910,6960,1.5,8,1910,0,1941,0,47.6893,-122.348 +20140709,7,2.5,2580,5750,1,7,1880,700,1901,0,47.6025,-122.294 +20140811,4,2.25,1530,7845,1,7,1030,500,1981,0,47.5589,-122.082 +20140624,3,1,880,18205,1,6,880,0,1945,0,47.5013,-122.244 +20150106,2,1,620,14823,1,6,620,0,1926,0,47.7322,-122.3 +20141014,3,1.75,1870,9897,1,8,1870,0,1960,0,47.5505,-122.221 +20140527,4,2.5,3330,7399,2,9,3330,0,2009,0,47.679,-122.153 +20150408,3,1,860,10426,1,6,860,0,1954,0,47.4987,-122.341 +20140808,4,2.5,1700,4268,2,7,1700,0,2000,0,47.3303,-122.268 +20150318,4,2.5,2290,8796,2,8,2290,0,1994,0,47.3762,-122.318 +20141030,3,2,1670,17071,1,7,1100,570,1988,0,47.69,-121.913 +20140616,5,2.5,2340,4500,2,7,2340,0,2009,0,47.4911,-122.154 +20140804,3,1,1710,12000,1,7,1710,0,1972,0,47.2616,-122.281 +20140514,4,2.5,3040,24123,2,8,3040,0,1999,0,47.2667,-122.216 +20150209,3,1.75,2650,5512,2,9,2250,400,1984,0,47.6265,-122.295 +20140623,3,2.5,2280,7417,2,8,2280,0,1998,0,47.3557,-122.278 +20150323,4,2.5,2370,41338,2,8,2370,0,1995,0,47.7379,-122.052 +20150410,3,2.25,1790,7500,1,7,1390,400,1973,0,47.7321,-122.198 +20140926,3,2.5,1600,2231,2,7,1600,0,2003,0,47.3314,-122.29 +20140904,3,1,1220,22443,1,7,1220,0,1972,0,47.2633,-122.245 +20140729,4,2,2670,3240,1.5,9,1780,890,1930,0,47.5841,-122.294 +20150306,2,1,590,8717,1,6,590,0,1953,0,47.7343,-122.335 +20150206,3,2.5,1560,4100,2,7,1560,0,1985,0,47.4733,-122.189 +20140812,4,2.5,2007,4968,2,9,2007,0,2009,0,47.3301,-122.191 +20141105,3,1.5,1420,22100,1,7,1420,0,1957,0,47.4193,-122.149 +20140724,4,2.5,2410,15899,2,9,2410,0,1990,0,47.6242,-122.04 +20140819,4,2.5,2250,4495,2,7,2250,0,2008,0,47.3663,-122.114 +20140624,3,2.25,3060,9950,1.5,9,1810,1250,1930,0,47.579,-122.284 +20150330,4,2,2180,6000,1.5,8,2060,120,1927,0,47.5958,-122.306 +20150430,5,1.75,1380,7620,1,7,1180,200,1955,0,47.5279,-122.345 +20141215,4,2.5,1950,5000,2,8,1950,0,2012,0,47.515,-121.872 +20140521,4,2.5,2910,5776,2,8,2910,0,1998,0,47.5388,-121.87 +20141029,3,2.5,2250,9235,2,8,2250,0,1985,0,47.7268,-122.105 +20150411,4,2.5,2050,6705,1,7,1230,820,1973,0,47.7242,-122.217 +20140519,2,2.25,1610,2040,2,7,1610,0,1979,0,47.518,-122.194 +20150423,4,2.5,2410,9886,1,8,1990,420,1975,0,47.5351,-122.223 +20140507,2,1,820,2723,1,7,820,0,1921,0,47.6623,-122.339 +20150129,3,2.5,2350,4456,2,7,2350,0,2004,0,47.5314,-121.854 +20141224,5,1.75,1960,7875,1,7,1960,0,1968,0,47.7256,-122.18 +20141113,2,2,1470,2052,1.5,7,1470,0,1986,0,47.3086,-122.328 +20150325,3,2.5,1800,14036,2,8,1800,0,1993,0,47.7334,-121.97 +20141204,4,2,1490,5300,1,7,1110,380,1977,0,47.5949,-122.296 +20150413,3,2.5,1656,108900,1,7,1656,0,1985,0,47.3758,-122.425 +20140624,5,2.75,3831,13800,2,9,3831,0,1959,1980,47.5919,-122.251 +20140915,2,1.5,1400,11245,1,7,1400,0,1947,0,47.7469,-122.321 +20150407,3,2,1810,4500,1,7,980,830,1906,0,47.681,-122.359 +20150508,2,1,840,5265,1,6,840,0,1969,0,47.3644,-122.082 +20150512,4,2,1640,5014,1,7,930,710,1982,0,47.5545,-122.356 +20140924,3,1.75,1100,9750,1,6,1100,0,1967,0,47.2955,-122.362 +20141208,3,1.75,1440,8050,1,8,1440,0,1985,0,47.3187,-122.39 +20150413,2,1.75,1210,1161,2,8,1210,0,2014,0,47.5513,-121.998 +20140619,3,1,1320,8450,1,6,880,440,1961,0,47.3278,-122.337 +20141006,3,2.5,2680,5860,2,8,2680,0,2001,0,47.7557,-122.223 +20141003,5,1.5,1710,8100,1.5,7,1710,0,1961,0,47.3839,-122.288 +20140909,4,2.5,3160,6961,2,8,3160,0,2005,0,47.6125,-122.01 +20150330,4,2.5,2340,12080,2,8,2340,0,1999,0,47.7325,-121.969 +20150303,3,3.5,2480,3200,2,10,2480,0,2010,0,47.5951,-122.307 +20141226,2,1,1320,3090,1,7,1320,0,1908,0,47.5517,-122.276 +20140520,2,1,1770,5522,1.5,7,960,810,1943,0,47.4974,-122.231 +20140707,3,2.5,1450,3748,2,7,1450,0,2004,0,47.532,-121.85 +20150416,3,1.5,1740,21980,1,7,1740,0,1973,0,47.3644,-122.132 +20150324,4,1.5,1550,19800,1,7,1050,500,1969,0,47.3117,-122.27 +20150402,5,2.5,2400,4548,2,7,2400,0,2003,0,47.371,-122.127 +20140926,3,2,3000,21883,2,7,1970,1030,1998,0,47.7599,-122.214 +20140513,3,2.5,1490,1709,3,8,1490,0,2004,0,47.7173,-122.299 +20150416,2,2,1990,6180,1,7,1010,980,1941,0,47.6792,-122.303 +20140520,3,2,2390,6888,2,8,2390,0,1939,0,47.6839,-122.274 +20140916,2,1,780,4132,1,7,780,0,1942,0,47.5324,-122.387 +20150424,4,2.5,2900,18303,2,10,2900,0,1994,0,47.5981,-122.03 +20150329,4,1,1430,4080,1.5,7,1430,0,1924,0,47.6696,-122.324 +20150424,4,1.75,2250,292288,1,7,2250,0,1963,0,47.3787,-122.091 +20141024,4,3.25,3570,14408,2,10,3570,0,2006,0,47.536,-121.857 +20140718,3,2,1250,7995,1,7,1250,0,1980,0,47.3684,-122.092 +20141204,4,1,1400,6739,1,7,1000,400,1954,0,47.5402,-122.298 +20140805,6,3.5,2580,13572,1,8,1290,1290,1987,0,47.6796,-122.113 +20140728,3,1.5,1620,5108,1,7,1620,0,1954,0,47.6978,-122.316 +20141111,3,2.5,2310,7485,2,8,2310,0,1986,0,47.439,-122.135 +20140812,5,1.75,2810,9360,1,7,1520,1290,1965,0,47.4361,-122.193 +20150505,5,1.75,3240,34510,2,7,2690,550,1963,0,47.5529,-122.027 +20141027,4,1.75,1930,10210,1.5,8,1670,260,1941,0,47.7078,-122.277 +20140813,3,1.75,2120,18335,1,7,1380,740,1961,0,47.451,-122.273 +20141226,3,2.5,2110,8164,2,9,2110,0,1990,0,47.5269,-122.171 +20141028,3,2.25,1620,7150,1,7,1280,340,1950,0,47.5048,-122.241 +20140919,4,1.5,1890,6052,1,7,1890,0,1955,0,47.7055,-122.3 +20140722,3,1.75,2070,5500,1,7,1130,940,1946,0,47.6733,-122.301 +20140718,4,2.25,2340,13383,1,8,1170,1170,1983,0,47.6211,-122.037 +20140724,4,2.5,1770,5000,2,7,1770,0,2004,0,47.3503,-122.005 +20141016,4,1.75,2260,9703,1,8,1660,600,1978,0,47.6622,-122.145 +20140609,4,3.25,2050,5000,2,8,1370,680,1987,0,47.6235,-122.298 +20141029,4,2.5,2830,5010,2,9,2170,660,2000,0,47.6952,-122.327 +20150409,3,2.5,2050,15035,2,9,2050,0,2006,0,47.3619,-122.122 +20150403,4,1.75,3080,32997,1.5,7,3080,0,1950,1982,47.498,-122.321 +20150204,3,2.75,1950,12630,1,8,1230,720,1969,0,47.6301,-122.107 +20140522,3,2.25,1670,1596,2,8,1220,450,2002,0,47.6474,-122.396 +20140812,5,3.5,2390,6600,2,7,2390,0,1977,0,47.3737,-122.115 +20141216,4,2.5,1790,9787,1,8,1240,550,1983,0,47.5344,-122.189 +20140527,3,1.75,1850,7735,1,8,1850,0,1983,0,47.5608,-122.082 +20140718,3,2.5,1580,7000,2,8,1580,0,1992,0,47.3659,-122.17 +20150323,3,1.75,1410,45302,1,7,1410,0,1980,0,47.7077,-121.914 +20150508,4,4,4260,11765,2,11,3280,980,1939,2010,47.638,-122.288 +20141104,3,2.5,1650,2807,2,7,1650,0,2004,0,47.4328,-122.196 +20140509,4,2.25,4230,37769,2,11,4230,0,1989,0,47.7287,-122.077 +20140909,3,1.5,1030,8414,1,7,1030,0,1967,0,47.7654,-122.297 +20150422,4,1,1390,9023,1.5,7,1390,0,1955,0,47.7754,-122.296 +20150318,3,1.75,2330,16300,2,9,2330,0,1964,0,47.7037,-122.24 +20140815,3,2.5,1830,12750,2,7,1830,0,1991,0,47.5003,-122.328 +20141111,3,2.5,1480,7200,2,7,1480,0,1995,0,47.3126,-122.023 +20141022,3,2,1560,8853,1,7,1560,0,1967,0,47.4312,-122.171 +20150325,4,2.5,2110,6069,2,9,2110,0,1999,0,47.6374,-122.111 +20150324,2,1,780,5300,1,6,780,0,1941,0,47.513,-122.354 +20150424,2,1.75,950,15219,1,8,950,0,2009,0,47.7723,-122.262 +20150127,3,2,1490,3880,1,7,1490,0,1959,0,47.662,-122.363 +20140520,3,2.5,2770,10773,2,9,2770,0,1992,0,47.5754,-122.12 +20150407,3,1,950,4500,1,6,950,0,1943,0,47.5273,-122.265 +20140909,2,1.75,1340,1368,2,7,1060,280,2006,0,47.618,-122.311 +20140723,4,1,1000,7134,1,6,1000,0,1943,0,47.4897,-122.24 +20141023,3,1,1150,6800,1,7,1150,0,1954,0,47.727,-122.339 +20140721,3,2.25,2080,111513,1.5,8,1680,400,1977,0,47.7403,-122.112 +20141212,2,2.25,1360,1336,3,8,1360,0,2008,0,47.6714,-122.392 +20140811,3,1,1290,5440,1,6,790,500,1929,0,47.6951,-122.367 +20150224,4,2.5,2210,213008,1,7,1210,1000,1975,0,47.4039,-121.98 +20140926,4,2.25,2270,8196,1,7,1150,1120,1963,0,47.7214,-122.227 +20140530,4,1.75,3420,7200,1,8,1770,1650,1947,0,47.7081,-122.277 +20150423,4,2.25,2190,6906,1,7,1040,1150,1977,0,47.319,-122.373 +20150106,3,2.5,1810,5192,2,8,1810,0,1993,0,47.3724,-122.042 +20141104,3,2.25,2280,200811,1,7,2280,0,1978,0,47.6522,-121.941 +20141203,3,2,1650,6408,2,8,1650,0,1977,0,47.6638,-122.128 +20141015,4,1.75,1630,8410,1.5,7,1630,0,1943,0,47.4538,-122.288 +20150507,3,2.5,1860,415126,2,7,1860,0,2006,0,47.3974,-122.005 +20141009,4,1.5,2070,7245,1,7,1060,1010,1964,0,47.3417,-122.281 +20141118,5,1,1750,3861,1.5,7,1750,0,1903,0,47.6075,-122.295 +20140821,3,1.75,1880,16239,1,7,880,1000,1922,0,47.7004,-122.304 +20150212,4,1.5,2390,7480,1.5,7,2390,0,1920,0,47.504,-122.227 +20141219,2,1,1200,6014,1,6,600,600,1949,0,47.5357,-122.28 +20150102,4,2.5,2020,8044,2,8,2020,0,1990,0,47.6247,-122.043 +20141121,3,1,1090,22080,1,7,1090,0,1967,0,47.3991,-121.964 +20140926,2,1,1050,4125,1,7,1050,0,1909,0,47.5736,-122.307 +20150408,4,3.5,3920,9555,2,9,3920,0,2004,0,47.6797,-122.025 +20150412,3,2.5,2820,14250,2,11,2820,0,1991,0,47.6396,-122.054 +20150312,4,2.5,2400,7292,1,8,1530,870,1980,0,47.7749,-122.339 +20140806,3,1.75,1750,11180,1,8,1750,0,1968,0,47.4713,-122.117 +20140616,2,1.75,1600,4000,1,7,850,750,1918,0,47.6408,-122.3 +20140505,4,1.75,2010,3600,1.5,7,2010,0,1902,0,47.6337,-122.371 +20140906,2,1,940,9330,1,6,940,0,1941,0,47.5445,-122.273 +20140725,3,2.25,1420,983,3,8,1420,0,2006,0,47.6533,-122.346 +20150309,3,2.25,1880,10880,1,8,1480,400,1975,0,47.5937,-122.116 +20141218,1,1,520,4800,1,5,520,0,1930,0,47.5533,-122.363 +20150427,4,3.5,3440,5000,2,11,2560,880,2006,0,47.6672,-122.409 +20141125,8,3,3840,15990,1,7,2530,1310,1961,0,47.7111,-122.211 +20140710,4,1.5,2130,5000,2,8,2130,0,1920,0,47.5828,-122.291 +20140620,3,1,1500,4000,1,6,900,600,1925,0,47.6921,-122.38 +20150512,3,2,2160,15788,1,8,2160,0,1951,0,47.6227,-122.207 +20140924,3,1,1140,7560,1,6,1140,0,1958,0,47.4624,-122.185 +20150513,3,2.5,1370,9253,1,7,1090,280,1994,0,47.3717,-122.073 +20141030,2,1,800,3090,1,6,800,0,1925,0,47.5518,-122.277 +20150318,3,2.5,2120,5277,2,7,2120,0,2005,0,47.6811,-122.034 +20141212,5,2.5,1760,10200,1.5,6,1760,0,1925,0,47.5271,-122.351 +20140520,4,1.5,2500,6300,1,7,1500,1000,1961,0,47.3781,-122.284 +20150223,3,2.75,1360,542322,1,7,1140,220,1955,0,47.2069,-122.024 +20150416,4,2.5,3810,7728,2,9,3810,0,2007,0,47.5925,-122.058 +20150317,3,1,1250,8000,1,7,1250,0,1956,0,47.5065,-122.337 +20141119,2,1.5,1078,1263,2,7,1078,0,1990,0,47.7532,-122.244 +20140519,4,2.75,2070,9300,1,7,1120,950,1945,0,47.7416,-122.32 +20140721,3,1,1440,11925,1,7,1440,0,1968,0,47.2738,-122.3 +20140924,6,4.5,4000,7500,2,7,4000,0,1978,0,47.6146,-122.306 +20140811,3,1,1060,8625,2,7,1060,0,1962,1997,47.6615,-122.179 +20140923,4,2.75,2170,7140,1,8,1290,880,1977,0,47.691,-122.113 +20140609,4,2.5,2610,33206,2,10,2610,0,1988,0,47.6662,-122.057 +20150320,3,2.5,2180,37042,2,9,2180,0,1998,0,47.722,-122.026 +20140721,2,1,850,6800,1,7,850,0,1948,0,47.7282,-122.337 +20141118,3,2.5,2090,3002,2,7,1670,420,2005,0,47.745,-121.984 +20140609,3,1,1330,8912,1,6,1330,0,1948,0,47.4493,-122.274 +20140915,2,1.75,2870,102366,2,8,1770,1100,1994,0,47.4847,-122 +20141010,3,3.5,3220,3960,2,10,2760,460,1991,0,47.5909,-122.384 +20141027,4,1,1620,17500,1,7,1620,0,1962,0,47.3021,-122.388 +20150318,2,2.25,1010,1107,2,8,710,300,2006,0,47.6363,-122.371 +20141104,4,2.25,1650,7200,1,8,1650,0,1967,0,47.6384,-122.116 +20141202,3,2.5,1450,5175,1,8,1030,420,1995,0,47.7082,-122.338 +20150513,2,1.75,1350,4003,1,8,1350,0,2004,0,47.7176,-122.033 +20140604,4,3.5,2910,5260,2,9,2910,0,2012,0,47.5168,-121.883 +20141015,4,2,2750,9001,1,8,2750,0,2008,0,47.457,-122.189 +20150122,3,1.75,1610,14000,1,7,1050,560,1977,0,47.3429,-122.036 +20140723,3,2,1540,8011,1,7,1540,0,1988,0,47.7342,-122.202 +20140910,7,3.25,4340,8521,2,7,2550,1790,1986,0,47.52,-122.338 +20140811,3,2.5,3380,7126,2,8,3380,0,1965,2003,47.6276,-122.122 +20141017,3,2.5,1340,10290,1,7,1140,200,1981,0,47.3553,-122.149 +20150407,4,2.5,2890,9775,2,8,2890,0,2004,0,47.5339,-121.854 +20150316,3,1.75,1800,7620,1,8,1350,450,1951,0,47.7165,-122.361 +20141002,4,2.75,2530,17856,2,8,2530,0,1998,0,47.7356,-121.959 +20140519,4,3.5,3370,435600,2,9,3370,0,2005,0,47.4398,-121.738 +20141205,3,2.5,3070,14400,1,9,1720,1350,1985,0,47.3716,-122.321 +20140812,3,2.25,1900,7479,2,7,1900,0,1992,0,47.3495,-122.037 +20140617,3,1.75,1160,6134,1,7,1160,0,1998,0,47.3414,-122.218 +20140606,3,1.75,1020,7020,1.5,7,1020,0,1953,0,47.7362,-122.314 +20150414,3,1,2000,15900,1,6,1000,1000,1948,0,47.4816,-122.233 +20140818,3,1,960,9000,1,7,960,0,1955,0,47.5765,-122.154 +20140820,3,2.5,2010,2778,2,8,1390,620,2014,0,47.5528,-121.999 +20141231,4,1.5,1100,3300,1,7,1100,0,1919,0,47.6033,-122.295 +20140909,5,2,2190,8316,1,7,1390,800,1961,0,47.5488,-122.298 +20140605,3,1,1500,13500,1,7,1500,0,1968,0,47.4666,-122.072 +20141126,4,3.75,3770,4000,2.5,9,2890,880,1916,0,47.6157,-122.287 +20150327,4,1,1300,1651359,1,6,1300,0,1920,0,47.2313,-122.023 +20141106,5,2.25,3020,10010,1,7,1510,1510,1959,0,47.5249,-122.044 +20140618,4,1.75,1820,8118,1,7,1080,740,1980,0,47.4104,-122.172 +20150421,4,2.5,2580,5787,2,9,2580,0,2007,0,47.5416,-121.994 +20150211,3,1,1380,7282,1.5,6,1380,0,1915,0,47.3006,-122.223 +20150420,4,2.75,2190,6740,2,7,2190,0,1995,0,47.3804,-122.027 +20140719,4,2.5,2790,4650,2,8,2790,0,2004,0,47.3557,-122.026 +20150422,4,4,5280,17677,2,11,3220,2060,1978,0,47.5323,-122.238 +20140624,4,2.5,3030,3841,3,9,3030,0,2005,0,47.6781,-122.369 +20140612,4,2.25,2640,31941,1,9,2640,0,1986,0,47.3099,-122.116 +20140709,3,1.75,2320,10900,2,7,2320,0,1935,1974,47.6877,-122.283 +20150220,3,1,1360,73616,1,7,1360,0,1971,0,47.7528,-122.119 +20140605,2,1,1190,7408,1,6,830,360,1941,0,47.5094,-122.31 +20141208,3,1,1210,7649,1,7,1210,0,1956,0,47.7693,-122.32 +20140625,3,2.5,1870,7942,2,7,1870,0,1990,0,47.342,-122.279 +20140630,5,3,2870,5700,1,7,1950,920,1964,0,47.6621,-122.33 +20150420,5,3,3340,10796,1,9,2120,1220,1964,1990,47.5421,-122.229 +20140522,4,3,3220,8936,2,9,2450,770,1990,0,47.4208,-122.213 +20141201,4,1,1020,11383,1.5,6,1020,0,1947,0,47.7429,-122.321 +20141029,4,1.75,1820,4500,1.5,8,1820,0,1921,0,47.6429,-122.36 +20141121,2,2.25,1140,1332,3,8,1140,0,1999,0,47.6543,-122.356 +20141104,2,1,840,5000,1,7,840,0,1908,0,47.6803,-122.371 +20150325,4,2.75,3360,9100,1,8,1760,1600,1973,0,47.5641,-122.149 +20150323,3,2.5,1330,2183,3,8,1330,0,2014,0,47.6987,-122.365 +20141001,3,2.5,1700,1156,2,9,1320,380,2002,0,47.6373,-122.369 +20150204,3,2.25,1500,8100,1,7,1210,290,1968,0,47.4632,-122.19 +20140519,4,2.5,1830,8601,2,7,1830,0,2003,0,47.3576,-122.016 +20150115,2,1,1800,119790,1,7,1200,600,1947,1977,47.4617,-122.012 +20141231,3,2.5,2720,40813,2,8,2720,0,2001,0,47.2619,-122.271 +20141029,3,1,840,12091,1,6,840,0,1959,0,47.3281,-122.343 +20150420,1,0.75,520,2885,1,6,520,0,1947,0,47.6886,-122.378 +20150227,2,1,1840,81892,1,6,1840,0,1955,0,47.7694,-122.124 +20140623,3,1,1270,8400,1,7,1270,0,1955,0,47.7604,-122.198 +20140923,3,1.5,1670,8230,1,7,1670,0,1954,0,47.2613,-122.255 +20140507,2,1,1010,3885,1.5,7,1010,0,1906,1990,47.6224,-122.304 +20140529,3,1.75,2930,19876,1,9,2030,900,1993,0,47.7443,-122.17 +20150417,4,2.5,2360,9600,1,8,1630,730,1973,0,47.5889,-122.249 +20141120,3,3.25,1370,915,2,8,1100,270,2006,0,47.5639,-122.388 +20140813,3,2,1760,43575,1,7,1160,600,1988,0,47.3565,-121.94 +20140502,3,1.5,1200,9720,1,7,1200,0,1965,0,47.4225,-122.153 +20140717,2,1,760,6380,1,6,760,0,1941,0,47.6914,-122.31 +20140902,3,1.75,1600,14250,1,7,1070,530,1979,0,47.3272,-122.355 +20140605,3,1.75,1290,3870,1,7,1290,0,1916,0,47.5873,-122.29 +20141201,3,3.25,1370,1227,3,8,1370,0,2007,0,47.6964,-122.341 +20150327,4,1,1690,3417,1.5,7,1690,0,1907,0,47.663,-122.402 +20140725,3,2.5,2497,4400,2,8,2497,0,2007,0,47.2873,-122.283 +20150209,4,2.5,2780,11904,1,8,1730,1050,1951,0,47.6209,-122.216 +20140812,3,1,1440,4300,1.5,8,1440,0,1929,0,47.6847,-122.372 +20140910,3,1.5,1320,9750,1,7,1320,0,1954,0,47.4267,-122.331 +20141008,2,1.75,2070,23160,1,7,1260,810,1946,0,47.6551,-122.394 +20140711,3,3.25,1380,1121,3,8,1380,0,2008,0,47.6617,-122.349 +20140610,5,2.75,2880,8364,2,9,2880,0,2006,0,47.4893,-122.147 +20150407,3,2.5,1800,1120,2,8,1800,0,2011,0,47.5436,-122.369 +20141029,5,4,4100,8120,2,9,4100,0,2011,0,47.6917,-122.02 +20140822,4,2.25,3780,5160,2,9,2510,1270,1907,0,47.6275,-122.308 +20140813,3,3.75,2460,7630,1,8,1940,520,1976,0,47.7147,-122.373 +20150129,2,1,1130,8184,1,6,1130,0,1947,0,47.7473,-122.32 +20150508,3,1.75,2020,215622,2,7,2020,0,1975,0,47.4189,-122.499 +20141003,1,0.75,840,7203,1.5,6,840,0,1949,0,47.4756,-122.301 +20141201,4,2.5,1610,4052,2,7,1610,0,2013,0,47.3603,-122.081 +20141010,3,2,2550,4794,2,9,2550,0,2007,0,47.6955,-122.29 +20141028,3,1.75,1900,10225,1,8,1220,680,1963,0,47.4781,-122.357 +20140714,4,2.5,2640,4200,2,8,2640,0,1998,0,47.6038,-122.02 +20150206,3,2.25,1420,1230,2,8,940,480,2009,0,47.5703,-122.288 +20140507,2,1,1040,13100,1,6,1040,0,1912,0,47.3877,-122.234 +20140728,6,2.25,2660,13579,2,7,2660,0,1937,1990,47.7142,-122.286 +20140521,2,1,1140,5500,1,6,1140,0,1947,0,47.5187,-122.363 +20140726,4,1.75,2700,7625,1,8,1450,1250,1937,0,47.6838,-122.323 +20140905,3,2.5,1720,4515,2,7,1720,0,2005,0,47.5426,-121.879 +20140826,4,2.5,3160,35225,2,9,2250,910,1992,0,47.5672,-122.111 +20150430,3,1.5,1060,6954,1,6,1060,0,1983,0,47.5497,-122.355 +20150319,6,2,1900,8240,1,7,1200,700,1964,0,47.7037,-122.296 +20140903,1,1,570,6000,1,5,570,0,1918,0,47.5517,-122.385 +20141014,4,2.75,3340,5700,2,11,3340,0,2013,0,47.5059,-122.146 +20141007,4,1.75,2020,10332,1,7,1010,1010,1954,0,47.5059,-122.303 +20140606,3,1.75,1480,7040,1,7,1480,0,1974,0,47.6723,-122.169 +20140602,4,3.25,4400,186846,2,9,4400,0,1993,0,47.1593,-121.957 +20140909,4,2.5,1840,220308,2,8,1840,0,2000,0,47.4306,-122.049 +20150322,2,2.5,3180,9400,2,10,2610,570,1985,0,47.5617,-122.158 +20150507,2,3.25,1550,1767,3,8,1550,0,2006,0,47.5684,-122.06 +20141126,3,1.75,2270,10136,2,8,2270,0,1979,0,47.535,-122.056 +20140519,5,1.5,2120,7700,1.5,7,2120,0,1962,0,47.4599,-122.172 +20141121,3,2.5,1520,3041,2,7,1520,0,2009,0,47.4874,-122.152 +20150330,3,2.5,3360,8708,2,9,3360,0,2006,0,47.7037,-122.016 +20150403,4,3,3330,7650,1,9,1830,1500,2008,0,47.6889,-122.352 +20150107,4,4,5545,871200,2,11,3605,1940,2003,0,47.676,-121.882 +20140627,4,2.5,2770,63118,2,9,2770,0,1997,0,47.6622,-121.961 +20150408,2,1,930,2600,1,7,930,0,1981,0,47.7242,-122.161 +20150323,3,3.5,1790,1288,3,8,1390,400,2000,0,47.651,-122.384 +20150424,3,2.25,1840,9040,1,8,1370,470,1979,0,47.3144,-122.339 +20150302,3,1,820,5200,1,6,820,0,1977,0,47.363,-122.094 +20141105,3,1.75,1210,7000,1,7,1210,0,1975,0,47.4572,-122.169 +20150225,3,2.25,2960,8330,1,10,2260,700,1953,0,47.7035,-122.385 +20141126,3,1.75,1910,10230,1,7,1290,620,1964,0,47.4185,-122.207 +20140513,3,1.75,1090,7200,1,7,1090,0,1968,0,47.7227,-122.179 +20140701,2,1,770,7906,1,6,770,0,1948,0,47.766,-122.32 +20140903,4,3,2530,4560,1.5,7,1540,990,1925,2014,47.6287,-122.3 +20140714,4,2.5,2880,8400,2,8,2050,830,1955,1987,47.7704,-122.386 +20140613,3,1,1830,3000,1.5,7,1430,400,1926,0,47.6619,-122.351 +20150123,3,2.25,1950,8892,2,8,1950,0,1983,0,47.7213,-122.11 +20150313,2,2,1370,1339,2,8,1150,220,2006,0,47.6021,-122.295 +20150422,3,1.5,1840,10956,1,8,1840,0,1970,0,47.6746,-122.164 +20140702,2,1.5,830,1858,2,7,830,0,2005,0,47.5828,-122.314 +20150217,3,1.75,1820,7194,1,7,1820,0,1967,0,47.3352,-122.307 +20140710,4,1,1140,5940,1,7,1140,0,1916,0,47.6795,-122.354 +20141001,4,3.5,4460,16271,2,11,4460,0,2001,0,47.5862,-121.97 +20140925,3,1.5,2580,47480,1,7,1360,1220,1953,0,47.5333,-121.933 +20141212,2,1,800,8550,1,7,800,0,1947,0,47.4075,-122.294 +20140916,3,1.75,1850,8667,1,7,880,970,1982,0,47.7025,-122.198 +20140618,3,1.75,1270,4800,1,7,1270,0,1952,2014,47.5362,-122.376 +20150410,3,1,1290,4000,1.5,7,1290,0,1926,0,47.5462,-122.277 +20141110,3,2.5,2010,11618,2,7,2010,0,1990,0,47.1956,-121.985 +20140703,5,2.25,3000,13899,2,8,3000,0,1975,0,47.6373,-122.105 +20140624,4,1.75,1540,5120,1,6,770,770,1943,0,47.5359,-122.372 +20141229,4,2.75,3120,5000,2,9,3120,0,2010,0,47.594,-122.062 +20150106,2,1,700,4800,1,7,700,0,1922,0,47.6147,-122.3 +20141001,4,2.5,2250,5306,2,8,2250,0,2012,0,47.356,-122.057 +20140619,3,2.5,950,1110,2,8,950,0,2003,0,47.6226,-122.319 +20141208,6,4.75,5540,7200,2.5,11,3950,1590,1909,0,47.6361,-122.366 +20141229,3,2.5,2560,5238,2,8,2560,0,2001,0,47.6887,-122.04 +20140805,5,2.75,2160,7200,1.5,7,1220,940,1955,0,47.5576,-122.273 +20150416,3,1,1600,6380,1.5,7,1400,200,1939,0,47.7015,-122.317 +20150114,5,4,4770,31570,2,12,4770,0,1990,0,47.5468,-122.123 +20140815,4,2,1670,5200,1,7,1030,640,1977,0,47.3652,-122.09 +20141212,2,1.5,720,4346,1,6,720,0,1942,0,47.5225,-122.351 +20140611,3,1.75,1550,3680,1,7,1050,500,1927,0,47.6817,-122.36 +20140522,4,1.75,2260,7005,1,7,1130,1130,1947,0,47.6895,-122.207 +20141205,4,1.5,1790,17925,1,6,1790,0,1951,0,47.7501,-122.302 +20141014,3,2,1480,2502,2,7,1480,0,1991,0,47.6969,-122.338 +20141028,4,2.5,2050,4502,2,7,2050,0,2005,0,47.5002,-122.15 +20140819,4,2.5,2620,16200,1,7,1570,1050,1950,1993,47.6623,-122.196 +20140728,3,1.75,1550,5000,1,7,1250,300,1911,2011,47.6722,-122.372 +20140521,4,2.25,2000,9000,1,8,2000,0,1978,0,47.3125,-122.387 +20141217,3,1,1490,5700,1.5,7,1490,0,1916,0,47.6549,-122.331 +20141226,2,1,1010,10057,1,6,1010,0,1961,0,47.3286,-122.336 +20150406,3,2.5,1670,5298,2,8,1670,0,2002,0,47.3925,-122.165 +20141119,4,1.75,2000,6000,1,7,1000,1000,1956,0,47.6428,-122.348 +20140715,3,2,2190,13673,1,9,2190,0,1994,0,47.3542,-122.098 +20141118,2,1,1180,6000,1,7,1180,0,1910,0,47.6531,-122.373 +20150323,3,2.25,3740,22464,2,8,2330,1410,1966,0,47.6354,-122.196 +20141104,4,2.5,3010,5040,2,8,3010,0,2006,0,47.709,-122.35 +20140729,3,1.75,1620,5500,1,7,1110,510,1950,0,47.6393,-122.308 +20150313,2,1,1310,5200,1,7,910,400,1946,0,47.6784,-122.304 +20140822,5,2,2560,14467,1,8,1280,1280,1960,0,47.5547,-122.178 +20140702,4,2.25,1950,5950,1,8,1330,620,1947,0,47.639,-122.347 +20140925,3,2.25,1660,10247,1,7,1130,530,1968,0,47.7262,-122.222 +20150427,4,2.5,3100,7250,2,9,3100,0,2010,0,47.6961,-122.316 +20150414,4,2.5,2600,118666,1,7,1400,1200,1981,0,47.54,-121.97 +20140819,2,1,750,6350,1,5,750,0,1920,0,47.6938,-122.356 +20141017,3,2.5,1360,3188,2,7,1360,0,1986,0,47.6831,-122.096 +20141119,3,1.75,1810,5733,1,7,1010,800,1926,0,47.5709,-122.388 +20141229,3,2.25,1646,12414,2,7,1646,0,1996,0,47.363,-122.035 +20150407,3,2.5,1490,1410,2,10,1300,190,2008,0,47.6478,-122.383 +20141218,3,2.5,1820,374616,2,7,1820,0,1999,0,47.6539,-121.959 +20140922,4,2.5,2240,9701,2,9,2240,0,1989,0,47.3086,-122.392 +20141030,3,1.75,1240,13869,1,7,1240,0,1957,0,47.6919,-122.21 +20140604,3,2.25,2560,41346,2,10,2560,0,1986,0,47.4871,-122.065 +20140926,3,2,1030,11118,1,7,1030,0,1970,0,47.3463,-122.308 +20140822,4,2.75,2060,7350,1,7,1210,850,1978,0,47.3424,-122.275 +20141104,3,2.5,1760,5390,1,8,1760,0,2014,0,47.3482,-122.042 +20140910,2,1,1140,5650,1,6,980,160,1920,0,47.5634,-122.391 +20141201,3,2.5,2580,214315,1.5,8,2580,0,1946,1986,47.6465,-122.024 +20141201,3,1,1160,8800,1,7,1160,0,1959,0,47.6112,-122.128 +20141120,3,1,1610,5500,1.5,7,1610,0,1903,1973,47.698,-122.351 +20141113,4,2.5,2850,11000,2,8,2850,0,1998,0,47.6759,-122.161 +20140506,5,2.75,1800,3780,1.5,7,1400,400,1926,0,47.6831,-122.343 +20150424,3,2.5,2170,1984,2.5,8,2170,0,2008,0,47.5401,-122.027 +20150129,3,1,970,14850,1,7,970,0,1968,0,47.3251,-122.268 +20141105,4,2.5,1780,5822,2,7,1780,0,2001,0,47.4455,-122.169 +20141120,4,2.5,2906,5893,2,9,2906,0,2014,0,47.2599,-122.192 +20141105,4,1,1330,8184,1.5,7,1330,0,1949,0,47.7343,-122.347 +20140708,4,2.5,2610,5140,2,8,2610,0,2006,0,47.6951,-122.346 +20150430,2,1,1220,10000,1,7,1220,0,1950,0,47.7405,-122.241 +20140815,4,2.5,2990,9643,2,9,2990,0,2003,0,47.6292,-122.024 +20140913,3,2,1270,3090,2,7,1270,0,1911,0,47.685,-122.359 +20141002,4,1,1260,4080,1,7,1260,0,1911,0,47.6644,-122.324 +20140602,2,1.5,1140,2980,2,7,1140,0,1988,0,47.5707,-122.018 +20141111,3,1.75,1350,7200,1,7,1350,0,1954,0,47.713,-122.284 +20140505,3,2.5,3240,7857,2,10,3240,0,1994,0,47.5857,-122.038 +20140716,1,1,1110,5421,1,6,1110,0,1935,0,47.7322,-122.359 +20141217,4,2.5,1890,5395,2,7,1890,0,2006,0,47.5415,-121.883 +20150120,2,1.75,1160,4848,2,7,1160,0,1949,0,47.542,-122.265 +20150407,3,3,1320,1012,3,8,1320,0,2009,0,47.6904,-122.395 +20140724,2,1,850,54000,1.5,4,850,0,1950,0,47.2959,-122.377 +20140714,3,1,1170,9730,1,7,1170,0,1968,1986,47.4562,-122.196 +20140724,3,1,1870,7671,1,8,1720,150,1937,0,47.7162,-122.36 +20140623,4,2.5,1540,1860,2,8,1540,0,2014,0,47.5521,-121.999 +20140516,4,2,1510,4235,1,7,1510,0,1955,0,47.546,-122.293 +20141003,4,1.75,1760,11180,1,8,1760,0,1968,0,47.4715,-122.118 +20150407,3,2.75,4120,16365,1,12,4120,0,1999,0,47.5265,-122.148 +20140507,4,2,2210,8556,1,8,1210,1000,1954,0,47.6498,-122.396 +20150420,5,3.5,4140,6770,2,9,3030,1110,2004,0,47.5381,-122.069 +20141020,3,1.5,1600,9072,1,7,1600,0,1963,0,47.3737,-122.216 +20140724,4,2.25,2150,9520,2,8,2150,0,1979,0,47.6885,-122.113 +20140721,2,1.75,1140,936,2,8,940,200,2014,0,47.6647,-122.284 +20140623,2,1.75,2260,280962,2,9,1890,370,2005,0,47.6359,-121.94 +20150327,2,1,1810,10360,1,6,1010,800,1946,0,47.5039,-122.266 +20150401,3,1,1410,8174,1,8,1410,0,1958,0,47.4969,-122.178 +20140805,4,2.5,3220,5120,2,9,2420,800,2000,0,47.5434,-122.27 +20150220,4,2.5,2280,9491,1,7,1290,990,1966,0,47.6297,-122.117 +20141223,3,1.5,1280,9600,1,7,1280,0,1960,0,47.6922,-122.163 +20141218,4,2.5,3270,45537,2,9,3270,0,1993,0,47.6303,-121.984 +20140627,4,2.25,2020,8424,1,7,1380,640,1979,0,47.7262,-122.233 +20150407,2,1,800,5000,1,6,800,0,1938,0,47.4914,-122.204 +20150429,3,2.25,1530,6600,1,7,1240,290,1968,0,47.462,-122.188 +20150422,4,2.75,3350,6500,2,10,3350,0,1999,0,47.5838,-122.027 +20140807,4,2.25,2100,2500,3,8,2100,0,2001,0,47.6726,-122.298 +20150316,3,1.75,1300,10030,1,7,1300,0,1967,0,47.7359,-122.192 +20140918,5,3,2520,5500,1,8,1550,970,2004,0,47.4938,-122.255 +20140904,6,3.25,3750,14150,2,9,2750,1000,1936,1968,47.6999,-122.393 +20140820,4,2.5,3070,5936,2,9,3070,0,2005,0,47.5902,-121.988 +20141029,3,2,2330,8000,1,7,1390,940,1986,0,47.2958,-122.368 +20150408,3,2,1720,11875,1,6,1720,0,1905,0,47.5068,-122.191 +20140515,3,1,1090,8520,1,7,1090,0,1967,0,47.3364,-122.307 +20140504,2,2.5,2680,7392,1,9,2680,0,2004,0,47.717,-122.026 +20150401,3,2.5,1980,11900,2,8,1980,0,1990,0,47.2656,-122.217 +20150427,3,1.5,1600,8040,1,7,1050,550,1965,0,47.7471,-122.337 +20150106,3,2.25,1250,1033,3,8,1250,0,2007,0,47.6907,-122.343 +20150506,4,1.5,1920,7973,1,8,1920,0,1955,0,47.4961,-122.235 +20150305,3,1,1010,11880,1,7,1010,0,1960,0,47.3762,-122.219 +20140508,3,2.5,1750,3354,2,7,1750,0,1991,0,47.6953,-122.199 +20140505,6,2.75,3200,9200,1,8,1600,1600,1953,0,47.492,-122.364 +20140929,3,1,1070,9497,1,7,1070,0,1955,0,47.7425,-122.23 +20150116,3,2.25,1770,7667,1,8,1270,500,1966,0,47.7724,-122.362 +20141021,5,3.5,4170,9090,2,10,4170,0,2008,0,47.5918,-122.196 +20150506,4,2.5,2490,7694,2,8,2490,0,1987,0,47.567,-122.016 +20141113,3,2.25,1860,4000,1.5,7,1020,840,1920,0,47.5539,-122.267 +20150319,4,2.25,1830,7200,2,8,1750,80,1923,0,47.6315,-122.282 +20140926,4,2.5,2400,4596,2,8,2400,0,2004,0,47.3358,-122.265 +20141231,5,2.75,2730,6401,2,8,2730,0,2015,0,47.7685,-122.16 +20140623,4,2.5,2300,7989,2,9,2300,0,1990,0,47.6273,-122.034 +20140825,3,1,1090,6125,1,6,790,300,1945,0,47.5343,-122.37 +20140619,3,2,1300,11374,1.5,7,1300,0,1933,0,47.4839,-122.302 +20140717,3,1.75,2110,19600,1,8,2110,0,1959,0,47.4742,-122.198 +20150420,2,2,1460,1085,2,8,950,510,2014,0,47.6205,-122.299 +20140702,4,2.5,1780,6000,2,7,1780,0,1991,0,47.3828,-122.302 +20141124,5,3.25,3970,8029,2,9,2970,1000,1979,0,47.7764,-122.385 +20140513,5,3,3410,9600,1,8,1870,1540,1968,0,47.6358,-122.103 +20150129,6,3.75,2940,5054,2,7,2940,0,1942,2003,47.5122,-122.385 +20141009,3,1.75,1440,10920,1,8,1440,0,1977,0,47.3812,-122.168 +20140723,4,2.5,2370,9601,1,8,1570,800,1976,0,47.5327,-122.054 +20141031,3,2.75,3860,12786,2,10,3860,0,1984,0,47.549,-122.141 +20150317,3,2.5,1741,5701,2,8,1741,0,2012,0,47.379,-122.184 +20150427,3,2.5,2180,11100,1,8,1230,950,1983,0,47.717,-122.101 +20150423,3,2.5,1950,3825,2,7,1950,0,2013,0,47.3588,-122.082 +20140906,2,1,1560,5000,1.5,7,1560,0,1942,0,47.7006,-122.386 +20140729,4,2.5,3080,4553,2.5,8,3080,0,2008,0,47.7066,-122.112 +20150110,4,2.5,2240,5105,2,8,2240,0,2002,0,47.3922,-122.165 +20150511,2,1,750,4000,1,6,750,0,1926,0,47.5547,-122.272 +20150413,3,1,1190,85226,1.5,5,1190,0,1935,0,47.365,-122.462 +20140916,3,2.25,2280,8765,2,8,2280,0,1977,0,47.4419,-122.133 +20150210,4,3.75,5850,35070,2,12,4410,1440,1990,0,47.5485,-122.124 +20150217,3,1.5,1480,2700,1.5,7,1480,0,1928,0,47.623,-122.304 +20150421,4,1.75,1740,9150,1,7,1740,0,1974,0,47.4498,-122.28 +20140929,4,2,2970,5400,2.5,9,2970,0,1900,0,47.6235,-122.309 +20150428,3,1.75,1960,11931,1,7,980,980,1954,0,47.5432,-122.272 +20140718,4,2.5,1830,5612,2,7,1830,0,2003,0,47.3572,-122.015 +20150213,3,1,1180,8775,1,7,1180,0,1966,0,47.2848,-122.223 +20141121,4,2.5,3700,7051,2,11,3700,0,2006,0,47.5427,-121.995 +20140711,3,1.5,1330,9548,1,7,1330,0,1967,0,47.3675,-122.11 +20141028,3,2,2320,9420,1,7,2320,0,1952,0,47.5133,-122.196 +20150113,2,1.75,1560,4500,1,8,1560,0,2004,0,47.7128,-122.032 +20141120,3,1.75,1380,14000,1,5,1380,0,1939,1957,47.294,-122.281 +20140804,3,3.5,2500,4270,2,8,2500,0,2000,0,47.536,-121.877 +20150102,4,2.5,1880,3853,2,8,1880,0,2010,0,47.5636,-122.094 +20150323,3,1.75,1660,7350,1,8,1660,0,1979,0,47.3118,-122.337 +20140627,2,1.5,1640,4080,1.5,7,1540,100,1916,0,47.6624,-122.325 +20140714,3,1.75,1170,8148,1,7,1170,0,1952,0,47.7479,-122.318 +20141119,4,1.5,1800,6750,1.5,7,1800,0,1950,0,47.6868,-122.285 +20140627,4,3,3900,9750,1,10,2520,1380,1972,0,47.5605,-122.158 +20140513,3,3.5,1810,1846,2,8,1440,370,2009,0,47.607,-122.305 +20150510,4,2.5,3180,5438,2,9,3180,0,2003,0,47.5416,-121.864 +20150116,3,1,1490,7200,1,7,1490,0,1954,0,47.7276,-122.307 +20140527,3,1,910,5250,1,6,910,0,1971,0,47.4729,-122.352 +20150408,4,2.5,2750,13950,1,8,1380,1370,1948,0,47.4938,-122.364 +20150309,3,2,1760,5488,1.5,7,1540,220,1927,0,47.6479,-122.367 +20150501,3,1.75,1740,11547,1,7,1740,0,1954,0,47.4945,-122.22 +20140715,3,1,1040,6800,1,6,1040,0,1951,0,47.492,-122.224 +20140815,4,2.75,3430,6500,2,9,3050,380,2006,0,47.7079,-122.106 +20141124,4,3,3370,47959,2,10,3370,0,1981,0,47.733,-122.129 +20150306,3,2.5,2980,43301,1,8,1930,1050,1978,0,47.7631,-122.093 +20140717,4,1,1800,12485,1,7,950,850,1955,0,47.5729,-122.147 +20150305,4,3.25,2860,3680,2,9,1980,880,1925,1993,47.6752,-122.3 +20150316,3,2.5,2200,6005,2,9,2200,0,1997,0,47.7408,-122.169 +20150316,4,2.75,2050,4000,2,8,2050,0,2014,0,47.3522,-122.275 +20150416,2,1,1020,7679,1,6,1020,0,1942,0,47.4915,-122.188 +20141231,3,1,1400,10425,1,7,1400,0,1968,0,47.2738,-122.301 +20140523,2,1,800,6380,1,7,800,0,1940,0,47.691,-122.309 +20140602,4,2.5,1920,8497,2,8,1920,0,1998,0,47.2608,-122.209 +20140523,4,4,2290,6250,1.5,7,1690,600,1940,0,47.5824,-122.384 +20141226,5,3.5,4890,12039,2,9,3590,1300,2014,0,47.7338,-122.208 +20141017,2,1,1240,42247,1,7,1240,0,1915,0,47.5169,-122.201 +20140909,3,1,1240,14110,1,7,1240,0,1972,0,47.4579,-122.09 +20141016,3,1.5,1170,1174,2,7,840,330,2007,0,47.5459,-122.376 +20150420,2,1,730,6728,1,6,730,0,1953,0,47.4275,-122.324 +20140716,4,2.5,2290,4450,2,9,2290,0,2004,0,47.7385,-122.169 +20140616,4,1.75,1690,4080,1,7,870,820,1984,0,47.572,-122.289 +20140722,3,2.5,2510,3819,2,8,2510,0,2007,0,47.6987,-122.096 +20140521,6,2,2220,8797,1,7,2220,0,1977,0,47.2977,-122.227 +20140731,4,2.75,3190,14904,1,9,1940,1250,1949,1992,47.6178,-122.214 +20140814,4,1.75,1700,9000,1,7,1700,0,1967,0,47.7308,-122.18 +20140815,2,1,770,5160,1,6,770,0,1943,0,47.5304,-122.356 +20140603,2,2.5,1140,1182,3,8,1140,0,2007,0,47.6713,-122.383 +20150206,5,4,3040,6000,2,8,2280,760,2011,0,47.5189,-121.876 +20141215,4,2.5,3060,5000,2,9,3060,0,2006,0,47.5395,-122.188 +20140623,2,1,1060,7200,1,6,1060,0,1951,0,47.7463,-122.315 +20150423,4,4.75,5230,89298,2.5,11,5230,0,2002,0,47.4097,-122.063 +20141229,3,2.5,1590,2910,2,7,1110,480,1984,0,47.6855,-122.321 +20140604,4,2.75,3370,12447,2,10,3370,0,1991,0,47.7309,-122.058 +20140627,5,2.5,3260,24300,1.5,8,2310,950,1950,0,47.7587,-122.274 +20140514,3,1,1050,9876,1,7,1050,0,1953,0,47.7635,-122.262 +20140723,4,2.5,2030,8100,1,7,1150,880,1973,0,47.7404,-122.186 +20140529,4,2.25,1960,8680,1,8,1290,670,1959,0,47.6076,-122.192 +20150206,3,1.75,1780,8033,1,7,1210,570,1977,0,47.7275,-122.219 +20140718,4,2.5,2500,8540,2,9,2500,0,1990,0,47.5759,-121.994 +20141019,3,1.75,2130,5489,1,8,1370,760,1999,0,47.4489,-122.456 +20150122,5,2.25,2650,9140,1,8,1350,1300,1965,0,47.7772,-122.387 +20150505,3,2.5,2530,8820,2,8,2530,0,1997,0,47.42,-122.205 +20141211,3,2.5,2620,28703,1,10,2620,0,1985,0,47.7238,-122.114 +20140620,3,2,1430,3480,1,7,980,450,1947,0,47.6874,-122.336 +20150506,4,2.5,3260,5608,2,9,3260,0,2003,0,47.5453,-121.995 +20140708,2,2,2360,11340,1.5,9,2360,0,1997,0,47.5835,-122.227 +20140612,4,1.75,1880,3880,1.5,7,1090,790,1944,0,47.6635,-122.362 +20140624,4,1.75,1740,7700,1,7,1740,0,1968,0,47.6259,-122.111 +20150423,4,2.5,2160,4500,2,7,2160,0,2002,0,47.4819,-122.182 +20141105,4,4,3430,35102,2,10,2390,1040,1986,0,47.5822,-121.987 +20141215,3,2.25,3230,35306,2,9,3230,0,1987,0,47.3065,-122.113 +20141120,3,2.25,1760,5421,2,7,1760,0,1991,0,47.3484,-122.037 +20140508,3,1.75,1890,13860,1,7,1890,0,1966,0,47.4156,-122.149 +20140718,2,1.75,2320,6755,1,8,1380,940,1946,0,47.6398,-122.403 +20140527,2,1.5,1180,844,2,7,990,190,2005,0,47.5998,-122.3 +20150213,5,1.5,2550,6300,1,7,1560,990,1959,0,47.5014,-122.172 +20140715,5,3.5,3750,9612,1,9,2030,1720,1981,0,47.5511,-122.157 +20140620,3,2.5,1820,8085,2,7,1820,0,1983,0,47.4575,-122.204 +20140619,3,2,2140,7200,1,8,1480,660,1966,0,47.5084,-122.185 +20140506,3,1.75,1580,8151,1,7,1100,480,1962,0,47.3672,-122.312 +20141209,3,3,2680,12285,1,8,2680,0,1970,0,47.4633,-122.196 +20140811,4,5,6055,21630,1,12,3555,2500,1996,0,47.5524,-122.112 +20140530,3,1,1210,9525,1,7,1210,0,1955,0,47.5274,-122.345 +20141117,4,2,2240,7085,1.5,7,2240,0,1944,1992,47.7309,-122.305 +20141029,3,2.25,2630,9916,2,9,2630,0,1988,0,47.3314,-122.202 +20140718,5,1.75,1830,7986,1,7,1060,770,1962,0,47.5208,-122.35 +20150504,3,1.5,1360,1795,2,7,1360,0,1945,0,47.6471,-122.397 +20150123,3,2,1850,9600,1,7,1850,0,1968,1998,47.7671,-122.225 +20140821,3,2.5,1639,2710,2,8,1479,160,2003,0,47.5924,-122.294 +20140801,3,3.5,2840,4468,3,10,2840,0,2006,0,47.7069,-122.117 +20140626,3,2.5,1630,7700,1,7,1120,510,1978,0,47.3876,-122.211 +20140602,3,2.5,1495,936,3,8,1405,90,2006,0,47.593,-122.295 +20140603,5,2.75,2740,5616,1.5,7,1670,1070,1925,0,47.6866,-122.317 +20150212,4,2.5,2460,6454,2,7,2460,0,2006,0,47.5381,-121.89 +20140506,4,2.5,2150,37981,2,9,2150,0,1985,0,47.7227,-122.098 +20140915,4,2,2220,14120,1,7,1200,1020,1966,0,47.361,-122.116 +20150506,3,1,1460,6198,1.5,7,1460,0,1916,0,47.6626,-122.361 +20140804,3,2.5,1600,2610,2,8,1600,0,2005,0,47.5344,-122.068 +20150227,3,1.75,2460,4240,1,7,1230,1230,1925,0,47.6593,-122.337 +20141008,4,3,3370,100681,1,8,1920,1450,1977,0,47.4319,-122.148 +20140723,3,2.5,1090,7700,1,7,1090,0,1957,0,47.607,-122.12 +20150225,4,3.5,1880,1341,3,8,1650,230,2007,0,47.6053,-122.306 +20140630,2,1,900,28800,1,6,900,0,1928,0,47.5245,-121.822 +20140616,4,2.75,2800,19168,2,10,2800,0,1992,0,47.5911,-122.037 +20140529,5,2.5,2630,9216,2,8,2630,0,2003,0,47.7379,-121.966 +20150421,3,2.25,1820,9150,1,7,1320,500,1961,0,47.737,-122.334 +20150402,3,1,1740,9163,1,7,1740,0,1954,0,47.705,-122.299 +20140926,3,2.25,1800,9597,1,7,1200,600,1963,0,47.4516,-122.267 +20150507,3,2.5,2400,7745,2,9,2400,0,2001,0,47.6734,-122.173 +20140806,3,2.5,2370,16455,1,7,1640,730,1959,0,47.7634,-122.277 +20140721,3,3.25,1500,1442,2,8,1150,350,2007,0,47.5592,-122.362 +20150430,3,2.5,1830,4997,2,7,1830,0,2004,0,47.3035,-122.283 +20150320,3,2.25,1440,6232,2,7,1440,0,1985,0,47.5658,-122.018 +20141107,3,2,1810,2738,2,9,1810,0,1979,0,47.6112,-122.115 +20150421,3,1.75,2320,55847,1,8,2320,0,1960,0,47.3121,-122.253 +20140530,3,2.5,2090,6000,1.5,9,2090,0,1928,0,47.6567,-122.281 +20140515,4,2,1550,4815,1.5,7,1550,0,1909,0,47.667,-122.336 +20140507,3,1.75,2190,8000,1,8,2190,0,1967,0,47.3098,-122.381 +20140818,5,4,1400,8580,1,7,900,500,1954,0,47.456,-122.292 +20140822,3,2.5,1590,3359,2,7,1590,0,2000,0,47.7349,-121.986 +20140826,3,2,2880,5100,1.5,7,2080,800,1926,0,47.6805,-122.385 +20140716,3,1,1520,10798,1,7,1520,0,1953,0,47.7635,-122.262 +20150211,3,2.5,1710,3795,2,7,1710,0,2009,0,47.6968,-122.024 +20140527,3,1,900,7500,1,7,900,0,1972,0,47.7314,-122.237 +20141020,4,2.25,3680,26266,2,9,3680,0,1981,0,47.3219,-122.085 +20140722,4,2.5,2610,5240,2,8,2610,0,2004,0,47.345,-122.042 +20150201,2,1.5,830,1020,2,7,830,0,2006,0,47.5604,-122.363 +20140627,4,3,2370,3672,1.5,7,1650,720,1916,0,47.678,-122.311 +20150413,2,1,820,4200,1,7,820,0,1980,0,47.6249,-122.298 +20140622,4,2.5,2040,8400,1,8,1420,620,1963,0,47.5512,-122.17 +20150309,3,2.5,2920,434728,2,8,2920,0,1999,0,47.3809,-122.13 +20141009,4,3.25,3600,38016,2,11,3310,290,1991,0,47.7124,-122.253 +20150120,5,3.25,2610,3642,2,8,2080,530,2005,0,47.535,-122.284 +20150311,5,3.25,2440,15815,2,8,1990,450,2014,0,47.774,-122.28 +20140626,2,1,1010,7200,1,7,1010,0,1975,0,47.7651,-122.291 +20140610,3,2.75,2540,4694,2,9,2540,0,2005,0,47.6214,-122.024 +20140929,2,1,960,8100,1,6,810,150,1936,0,47.494,-122.304 +20141016,4,1.75,2040,3570,1,7,1020,1020,1917,0,47.5754,-122.288 +20150205,3,1,1060,7900,1,7,1060,0,1961,2001,47.4604,-122.18 +20140801,3,2.5,1500,2314,2,7,1500,0,2005,0,47.5537,-121.998 +20140505,3,2,2350,5700,1.5,8,1810,540,1939,0,47.639,-122.31 +20140814,4,2.5,1850,7850,2,8,1850,0,1985,0,47.6914,-122.103 +20141230,3,1.75,2090,7505,1,7,2090,0,1967,0,47.7326,-122.194 +20150506,3,2.75,2990,207781,2,9,2990,0,2000,0,47.662,-121.944 +20140728,4,2.5,2120,8448,2,9,2120,0,1989,0,47.5654,-122.01 +20140917,3,2.75,1980,3128,2,9,1980,0,1979,0,47.6109,-122.114 +20150505,2,1,970,12500,1,6,970,0,1941,0,47.5102,-122.33 +20140728,3,2.5,2480,6600,2,8,2480,0,2002,0,47.6313,-122.008 +20141211,3,2.25,1720,5234,2,9,1240,480,2011,0,47.5547,-122.278 +20141021,3,1.75,2519,8690,2,8,2519,0,1973,0,47.4428,-122.344 +20141105,4,2.5,4260,36360,1.5,8,4100,160,1935,0,47.764,-122.302 +20140707,2,2,1240,2500,2,7,1240,0,1985,0,47.6793,-122.395 +20140610,3,1,920,9812,1,7,920,0,1962,0,47.2958,-122.284 +20150407,5,1.5,1930,4500,1.5,8,1930,0,1929,0,47.6401,-122.303 +20140725,4,2.5,2370,10000,1,8,1660,710,1974,0,47.6383,-122.099 +20150304,4,1.75,3010,12523,1,8,1780,1230,1952,0,47.707,-122.316 +20150409,4,2,1700,12048,2,7,1700,0,1990,0,47.3748,-122.186 +20140821,2,2.25,2210,5500,1,8,1410,800,1968,0,47.697,-122.39 +20150203,4,2.5,2620,5060,2,9,2620,0,2005,0,47.5634,-122.394 +20141201,3,1.5,1560,7884,1,7,1060,500,1969,0,47.7312,-122.298 +20140808,2,1,1400,8220,1,7,1400,0,1949,0,47.7228,-122.357 +20140623,4,1.75,1450,8891,1.5,7,1180,270,1962,0,47.478,-122.278 +20150429,2,1,1120,5250,1,7,950,170,1938,0,47.6496,-122.392 +20141201,4,2.5,1700,6031,2,8,1700,0,1994,0,47.3582,-122.191 +20140623,3,1.75,1880,12821,1,7,1880,0,1959,0,47.7681,-122.305 +20150312,5,3.25,3800,15500,1,7,2490,1310,1965,0,47.3862,-122.28 +20150202,4,2.5,1840,7800,1,8,1240,600,1972,0,47.7762,-122.384 +20140715,3,1.75,1890,11875,1,7,1230,660,1979,0,47.4472,-121.774 +20140524,4,1.5,2670,10026,2,8,2670,0,1996,0,47.2659,-122.215 +20140912,4,3.25,2830,4000,2,9,1910,920,1912,2012,47.5845,-122.291 +20140905,3,2.5,2400,97138,2,8,2400,0,1983,0,47.7361,-122.046 +20150209,3,1,1370,3500,1.5,7,1370,0,1905,1985,47.6857,-122.348 +20150302,2,1,1110,6000,1,7,1010,100,1951,0,47.5632,-122.282 +20140625,3,1,1150,11802,1,7,1150,0,1932,1958,47.5624,-122.361 +20150210,3,2.5,2970,23100,1,7,1510,1460,1967,0,47.7735,-122.133 +20140814,3,1.5,1070,9331,1,6,1070,0,1956,0,47.7633,-122.313 +20150324,3,1.75,1580,14400,1,7,1580,0,1981,0,47.2598,-122.281 +20141208,4,2,1920,7803,1,7,1080,840,1962,0,47.758,-122.325 +20141103,4,2.5,3200,5772,2,8,3200,0,2003,0,47.3486,-122.153 +20140628,3,1.75,1700,17355,1,7,1200,500,1978,0,47.3637,-122.057 +20141203,1,0.75,530,33278,1,4,530,0,1950,0,47.6412,-122.079 +20140925,3,1.75,2600,105587,1,7,1300,1300,1980,0,47.4464,-122.497 +20150313,3,2.5,2340,4273,2,7,2340,0,2002,0,47.5362,-121.878 +20140516,1,1,1140,6700,1.5,7,1140,0,1920,0,47.6958,-122.357 +20141226,4,2.25,2260,11900,2,9,2260,0,1976,0,47.6415,-122.057 +20141217,3,2.25,2300,7200,1,8,1550,750,1978,0,47.324,-122.328 +20150411,4,3.75,2400,3520,1,7,1370,1030,1924,2005,47.6295,-122.346 +20150424,2,1,840,12750,1,6,840,0,1925,0,47.484,-122.211 +20140814,4,2.5,2790,15653,2,10,2790,0,1964,0,47.5477,-122.215 +20150314,5,2.5,2100,14395,1,7,1140,960,1983,0,47.7723,-122.317 +20140620,4,3,1630,7626,1,7,1110,520,1990,0,47.7168,-122.308 +20150506,4,3,2270,7245,1,7,1410,860,1979,0,47.7722,-122.315 +20140922,4,2.5,2500,8282,2,9,2500,0,2013,0,47.5127,-122.169 +20150429,3,1.5,1270,1483,3,8,1270,0,2007,0,47.6987,-122.317 +20150303,3,2.5,1890,6300,2,7,1890,0,2003,0,47.3673,-122.031 +20140924,4,3,2860,5724,1,7,1730,1130,1983,0,47.5427,-122.302 +20141029,3,2.5,2200,3000,2,9,1530,670,2002,0,47.6451,-122.35 +20150305,3,1,1190,10350,1,7,1190,0,1959,0,47.7428,-122.244 +20141105,3,1,970,12300,1,7,970,0,1982,0,47.7335,-122.227 +20150505,4,2.25,3530,5500,2,8,2860,670,1940,0,47.6618,-122.273 +20140604,3,2.5,1820,4910,2,8,1820,0,1993,0,47.5703,-121.996 +20141016,3,1.75,3670,11884,1,9,1950,1720,1979,0,47.5604,-122.133 +20150105,4,2.25,2110,16200,1,8,1630,480,1978,0,47.752,-122.144 +20140714,3,2,2040,4800,1,7,1020,1020,1925,0,47.5561,-122.377 +20140904,3,2.75,1420,955,2,8,1160,260,2004,0,47.5477,-122.003 +20150316,3,1.5,1490,10132,1,6,1490,0,1969,0,47.4779,-122.145 +20150501,3,2.25,1310,1264,3,8,1310,0,2014,0,47.6987,-122.366 +20150106,3,1,1250,7700,1,7,1250,0,1955,0,47.5974,-122.149 +20140712,2,1,1290,6272,1,6,890,400,1922,0,47.6777,-122.305 +20140508,3,2,1240,10800,1,7,1240,0,1967,2010,47.449,-122.155 +20141017,3,2.5,2610,7301,2,8,2610,0,2004,0,47.7614,-122.139 +20150326,3,1,1000,8470,1,6,1000,0,1963,0,47.3056,-122.37 +20141208,2,2.25,1390,1222,3,7,1340,50,2009,0,47.6754,-122.121 +20150423,3,2,1640,7333,1,7,1020,620,1941,0,47.5636,-122.316 +20140701,4,2.5,2840,12866,1,9,1780,1060,1977,0,47.6388,-122.167 +20141020,3,3.5,1280,1257,2,8,1040,240,2000,0,47.6721,-122.374 +20150217,3,1.75,1600,10530,1,8,1600,0,1962,0,47.7437,-122.291 +20150501,4,1.75,1570,8268,1,7,1570,0,1979,0,47.7373,-122.197 +20141018,5,3.25,3680,6060,2,9,2630,1050,1925,0,47.6341,-122.304 +20140718,4,1.5,1420,4923,1.5,8,1420,0,1928,0,47.6901,-122.339 +20140808,3,1.75,1830,9720,1,7,1150,680,1928,1976,47.5511,-122.23 +20141202,3,1.75,2370,9750,1,7,1280,1090,1979,0,47.4459,-121.773 +20141020,4,2.75,2380,15800,1,8,1680,700,1957,2001,47.5929,-122.133 +20140922,3,2,1460,3600,2,7,1460,0,1902,0,47.6123,-122.314 +20141223,0,0,1470,4800,2,7,1470,0,1996,0,47.5265,-121.828 +20141117,4,3.75,3980,7828,2,10,3980,0,2001,0,47.6303,-122.065 +20140605,4,2,1370,4000,2,9,1370,0,1951,1994,47.6593,-122.394 +20140903,3,2.25,2180,4200,1.5,8,1520,660,1939,0,47.6412,-122.302 +20140826,3,1.75,1870,8400,1,7,990,880,1977,0,47.454,-122.164 +20150122,4,2.25,2520,10370,2,9,2520,0,1980,0,47.6377,-122.049 +20140707,4,3.25,4100,241322,2,9,2500,1600,1981,0,47.7302,-122.096 +20140805,3,2.5,2020,6628,1,7,1250,770,1963,0,47.4934,-122.332 +20141113,2,1.75,1510,6852,1,8,1510,0,2005,0,47.7073,-122.012 +20150219,2,1,600,6120,1,5,600,0,1943,0,47.4997,-122.317 +20150506,4,1.75,1900,9861,1,7,1900,0,1967,0,47.3615,-122.057 +20141117,3,2.75,1120,881,3,8,1120,0,1999,0,47.6914,-122.343 +20150225,3,1.75,1690,13500,1,7,1690,0,1978,0,47.5897,-122.233 +20150413,2,1,860,4320,1,7,860,0,1925,0,47.5263,-122.325 +20141024,3,2,2010,7017,2,7,2010,0,1951,1988,47.6828,-122.267 +20150210,2,1,760,6035,1,6,760,0,1920,0,47.5443,-122.382 +20140730,4,1.5,1580,5000,1.5,7,1390,190,1945,0,47.6735,-122.393 +20140812,2,1,1640,14100,1,7,1140,500,1954,0,47.5712,-122.143 +20141009,4,1.75,1760,3600,1,7,880,880,1926,0,47.6889,-122.33 +20140518,4,2.5,2060,7475,1,8,1440,620,1985,0,47.7272,-122.105 +20150311,4,3.5,3270,15160,1,8,1660,1610,1997,0,47.7437,-122.287 +20140804,4,1.5,1280,7400,1,7,1280,0,1958,0,47.6023,-122.123 +20150312,4,1,1320,11212,1,6,1320,0,1914,0,47.3098,-122.209 +20141203,4,2.25,1570,499571,1,7,1570,0,1972,0,47.1808,-122.023 +20140925,3,1.5,1550,9126,1,7,1550,0,1957,0,47.2012,-122 +20140523,3,1,1800,5612,1,7,1200,600,1942,0,47.525,-122.378 +20150409,3,2,1610,7575,1,7,1110,500,1965,0,47.334,-122.3 +20140520,3,1.75,1140,9628,1,7,1140,0,1969,0,47.2933,-122.372 +20150408,4,2.25,3390,39356,1,8,1640,1750,1964,0,47.461,-121.992 +20150120,3,2.5,2510,5544,2,7,2510,0,2001,0,47.6903,-122.042 +20141104,4,1.75,1440,6144,1,6,720,720,1947,0,47.5257,-122.357 +20140729,4,2.5,3400,6742,2,9,3400,0,2004,0,47.7067,-122.129 +20140527,2,2,1880,5400,1.5,8,1880,0,1902,0,47.6238,-122.311 +20150326,3,2.25,1654,8479,2,7,1654,0,1995,0,47.3627,-122.037 +20140805,3,1,1220,3400,1,7,1060,160,1927,0,47.6775,-122.363 +20140909,4,2.5,3110,11422,2,9,3110,0,1989,0,47.6833,-122.271 +20141201,3,1,980,9903,1,7,980,0,1966,0,47.7746,-122.239 +20150415,3,1,1780,7470,1,7,1050,730,1960,0,47.5123,-122.337 +20140610,4,1,1150,8184,1.5,6,1150,0,1947,0,47.7431,-122.319 +20141105,4,3.25,4030,57499,2,9,4030,0,2002,0,47.6617,-122.026 +20141124,4,2.5,3060,6826,2,9,3060,0,2004,0,47.7006,-122.112 +20140929,4,1,1560,8450,1.5,6,1560,0,1954,0,47.4552,-122.354 +20140902,5,1,1690,3240,1.5,7,1690,0,1914,0,47.6746,-122.325 +20141010,4,2.25,3200,53357,2,9,3200,0,1972,0,47.755,-122.035 +20141114,6,2,1870,6969,1,7,1870,0,1968,0,47.5342,-122.036 +20140612,4,3.25,3960,7012,2,10,3960,0,2005,0,47.5854,-122.08 +20150112,4,2.25,2390,12292,1,9,2390,0,1962,0,47.5528,-122.221 +20150501,3,2.5,2260,251460,1.5,10,2260,0,1995,0,47.4096,-122.449 +20140912,3,1,1150,7080,1,7,1150,0,1952,0,47.7106,-122.288 +20140922,3,1,950,8450,1,7,950,0,1962,0,47.6884,-122.186 +20150326,3,2.5,1400,4800,1,7,1200,200,1921,0,47.6865,-122.379 +20140604,3,1,1170,11000,1,6,1170,0,1980,0,47.7346,-121.983 +20150430,4,2,2590,7220,2,10,2590,0,1930,0,47.647,-122.41 +20150303,3,1.75,1290,10117,1,7,1290,0,1984,0,47.7598,-122.146 +20150401,3,2.5,2130,3545,3,9,2130,0,1990,0,47.6389,-122.349 +20150508,4,2.5,1780,2992,2,7,1780,0,2003,0,47.7633,-122.149 +20140731,4,2.5,2080,2999,2,8,2080,0,1998,0,47.4909,-122.157 +20150408,3,2.5,2260,5500,1.5,7,1280,980,1910,0,47.681,-122.388 +20140730,3,4,2550,3900,2,8,2050,500,1940,2003,47.6415,-122.392 +20140814,4,2.5,2040,7800,2,7,2040,0,2003,0,47.473,-122.293 +20150317,4,2.75,2640,5000,2,9,1840,800,1943,2004,47.6619,-122.275 +20140604,3,2,1990,3990,1,7,1130,860,1912,0,47.6572,-122.333 +20141223,3,2.75,1840,2060,2,10,1700,140,2013,0,47.53,-122.073 +20140623,2,0.75,1020,1350,2,7,1020,0,2009,0,47.5944,-122.299 +20141117,4,1.75,2630,11213,1,8,1430,1200,1948,0,47.7158,-122.366 +20141113,3,2.5,2380,2500,3,9,2380,0,1988,0,47.5734,-122.375 +20150316,4,3.5,3920,11086,2,10,3920,0,1999,0,47.5416,-121.869 +20140730,4,2.5,3240,35083,2,9,3240,0,1978,0,47.6337,-122.154 +20150313,4,2.25,2130,5337,2,7,2130,0,2001,0,47.7237,-121.959 +20150126,3,1.5,1660,6000,1.5,7,1660,0,1937,0,47.6409,-122.401 +20150430,4,3.25,3380,7500,2,7,2420,960,1990,0,47.4092,-122.33 +20141120,2,2.25,1390,916,2,8,1165,225,2007,0,47.6168,-122.314 +20150430,3,2.5,2390,6263,2,9,2390,0,2003,0,47.7379,-122.248 +20140617,3,2.5,1413,3600,2,8,1413,0,2011,0,47.4222,-122.193 +20150223,3,2.5,2050,4976,2,8,2050,0,1994,0,47.5689,-121.995 +20150225,4,1,1040,4420,1.5,6,1040,0,1944,0,47.6945,-122.368 +20140513,3,3.25,3610,59677,2,10,2440,1170,2003,0,47.5464,-122.088 +20140505,3,1.75,1560,5520,1,6,780,780,1944,0,47.6515,-122.399 +20150507,4,1.5,2060,4000,1.5,7,1580,480,1920,1990,47.6857,-122.353 +20150130,2,1,840,5551,1,6,840,0,1952,0,47.5354,-122.28 +20140929,4,2.5,2540,6688,2,9,2540,0,2002,0,47.3314,-122.18 +20140522,2,1,940,8532,1,7,940,0,1959,0,47.4814,-122.343 +20140701,3,2.5,2530,13446,2,9,2530,0,1993,0,47.7345,-121.961 +20140701,5,2.25,3740,32481,1.5,8,2240,1500,1958,0,47.3965,-122.314 +20140918,3,1,1380,7015,1.5,7,1380,0,1925,0,47.6987,-122.36 +20140911,4,1,1960,94525,1.5,6,1960,0,1979,0,47.5418,-121.962 +20140530,3,1.75,1920,5405,1,7,960,960,1947,0,47.5583,-122.38 +20150326,5,3,2530,5105,1,8,1520,1010,2005,0,47.7546,-122.341 +20150423,3,3.5,2440,3502,2,7,1970,470,2000,0,47.589,-122.165 +20140528,3,1,1160,11776,1,7,1160,0,1968,0,47.7427,-122.074 +20150220,4,3,2370,8154,1,7,1380,990,1977,0,47.7258,-122.306 +20150408,3,1,1310,9554,1,7,960,350,1962,0,47.2949,-122.285 +20140925,4,3.5,3680,2242,2.5,9,2670,1010,1930,2007,47.6192,-122.307 +20141105,3,2.5,2240,3691,2,7,2240,0,2003,0,47.3364,-122.169 +20150311,3,1,990,9145,1.5,6,990,0,1939,0,47.5022,-122.36 +20141103,3,2.25,1260,3000,2,7,1260,0,2003,0,47.5454,-121.997 +20150305,3,1.75,1480,8667,1,7,740,740,1954,0,47.5718,-122.136 +20140612,4,2.5,3200,7500,1.5,8,1860,1340,1948,0,47.6826,-122.274 +20140527,4,2.5,1720,9600,1,7,1120,600,1961,0,47.2917,-122.188 +20140512,2,2.5,1480,1369,3,7,1480,0,2009,0,47.676,-122.121 +20150410,3,1.75,2620,8280,1,7,1330,1290,1948,0,47.7235,-122.359 +20150428,4,2.75,1860,7500,1,8,1220,640,1967,0,47.5398,-122.173 +20150303,5,3.5,3630,8100,2,10,3630,0,2008,0,47.5951,-122.2 +20150210,3,2.5,1770,1714,3,8,1770,0,2012,0,47.6532,-122.348 +20150428,2,1,740,5200,1,5,740,0,1952,0,47.4934,-122.173 +20150105,4,3.75,3890,22000,2,10,3890,0,2007,0,47.5052,-121.906 +20140612,4,3.25,2420,4000,1.5,9,1870,550,1911,0,47.6567,-122.325 +20150429,0,0,2460,8049,2,8,2460,0,1990,0,47.4095,-122.168 +20150311,2,1,1240,12092,1,6,960,280,1922,1984,47.4957,-122.352 +20150304,4,1,1220,7980,1.5,6,1220,0,1944,0,47.4924,-122.237 +20140804,2,1,1460,4200,1,6,880,580,1914,0,47.6774,-122.361 +20150505,1,0.75,760,5746,1,5,760,0,1915,0,47.3046,-122.215 +20140826,4,2.5,3370,9629,2,10,3370,0,1999,0,47.5896,-121.978 +20141209,4,2.5,2720,16454,1,9,1870,850,1963,0,47.5489,-122.216 +20140909,4,2.5,2740,9959,2,9,2740,0,1989,0,47.5672,-122.011 +20150211,3,1,1200,10080,1,7,1200,0,1969,0,47.3261,-122.135 +20140604,1,1,790,13062,1,6,790,0,1942,0,47.4919,-122.311 +20140926,4,2.25,1800,2752,2,8,1800,0,2014,0,47.5167,-122.346 +20150125,3,2.5,1780,4077,2,8,1780,0,2011,0,47.3568,-122.056 +20140924,3,1,1220,8329,1,6,1220,0,1946,0,47.6982,-122.298 +20150409,2,1.5,1300,6120,1,6,820,480,1945,0,47.5088,-122.338 +20140709,3,2.5,1610,7223,2,7,1610,0,1994,0,47.3661,-122.173 +20141002,4,2.25,2670,14255,1,8,1610,1060,1975,0,47.5623,-122.175 +20141016,2,1,1160,8504,1,7,1160,0,1949,0,47.7364,-122.295 +20150407,3,2.5,2420,4750,2,8,2420,0,2003,0,47.3663,-122.122 +20140805,5,3.25,3030,7410,2,8,2150,880,2014,0,47.553,-122.354 +20140825,2,2,1600,5969,1,7,800,800,1950,0,47.5691,-122.394 +20150218,3,2.25,1810,6750,1,7,1280,530,1978,0,47.2976,-122.377 +20141006,5,3,2270,6664,1,7,1340,930,1995,0,47.7191,-122.315 +20141215,3,2,1360,2500,1,7,730,630,1986,0,47.6753,-122.363 +20141121,3,2.5,2110,7434,2,7,2110,0,1978,0,47.3935,-122.169 +20140729,3,3.75,6400,76665,1,10,3810,2590,1966,0,47.7313,-122.37 +20140624,2,1.5,1200,1259,2,8,1000,200,2015,0,47.6001,-122.298 +20141211,3,2.25,2680,41804,1,9,2680,0,1989,0,47.4828,-121.73 +20140923,2,1.5,1280,8710,1,7,1280,0,1967,0,47.4472,-122.16 +20150317,4,2.5,2201,9542,2,8,2201,0,2006,0,47.4002,-122.317 +20150312,4,1.75,1450,10074,1,7,1450,0,1966,0,47.4546,-122.182 +20141222,4,3.25,4140,46173,2,9,4140,0,2007,0,47.7647,-122.213 +20140527,3,3.5,1820,1501,2,8,1430,390,2014,0,47.596,-122.298 +20140508,3,2.5,2310,4729,2,8,2310,0,2011,0,47.7734,-122.237 +20140819,4,2,1820,7102,1,7,1220,600,1950,0,47.7447,-122.324 +20150223,3,1,1080,7000,1,6,1080,0,1916,0,47.7637,-122.351 +20150325,3,1,1230,9660,1,7,1230,0,1968,0,47.6829,-122.06 +20140709,3,1.5,1550,4980,1,7,1080,470,1978,0,47.7035,-122.34 +20140822,4,2.5,2320,11259,2,9,2320,0,1982,0,47.6443,-122.194 +20140616,3,2.25,2670,7500,1,7,1640,1030,1966,0,47.4608,-122.354 +20150423,4,2.5,3800,22029,2,9,3800,0,1993,0,47.6734,-122.026 +20140602,3,2.25,1410,1290,2,7,1290,120,2004,0,47.5345,-122.069 +20140729,3,2.5,3240,33661,2,8,3240,0,2001,0,47.4785,-122.095 +20140612,2,1,1510,4032,1.5,8,1310,200,1935,0,47.6371,-122.393 +20140815,5,5.5,6640,40014,2,12,6350,290,2004,0,47.7493,-122.28 +20150108,3,2.5,2190,2658,2,9,2190,0,1979,0,47.6528,-122.203 +20150109,3,1,1030,24750,1,5,1030,0,1943,0,47.3343,-122.362 +20140818,3,2.25,1250,871,3,8,1250,0,2007,0,47.6907,-122.343 +20140701,3,2.25,2880,9750,2,10,2880,0,1989,0,47.5575,-122.119 +20140521,3,1,1450,4000,1,8,950,500,1948,0,47.5554,-122.266 +20140624,4,1.75,1450,8450,1,7,1450,0,1960,0,47.5289,-122.028 +20141015,4,2.5,2150,3721,2,8,2150,0,2006,0,47.3363,-122.217 +20150108,4,3,3680,35736,1.5,8,2320,1360,1970,0,47.4703,-122.015 +20140730,4,2.5,2120,3720,2,8,2120,0,2004,0,47.5526,-121.994 +20140731,3,2.5,3410,13809,1,10,2450,960,1973,0,47.3424,-122.326 +20150401,3,1,1430,7599,1.5,6,1010,420,1930,0,47.4783,-122.265 +20140711,5,4.5,4300,12250,2,10,4300,0,2004,0,47.5557,-122.027 +20140505,4,2.5,2730,10281,2,9,2730,0,1996,0,47.6227,-122.029 +20150219,3,1,1050,6240,1,5,1050,0,1948,0,47.4933,-122.338 +20140711,3,2.5,1470,1256,2,8,930,540,2006,0,47.6033,-122.309 +20140718,3,1.5,1320,7695,1,7,1320,0,1959,0,47.4908,-122.181 +20150306,3,2.5,1770,2677,2,7,1770,0,2005,0,47.4339,-122.194 +20150409,2,1.5,1680,17400,1.5,7,1680,0,1991,0,47.3836,-122.006 +20140922,3,1.75,1410,15210,1,7,1410,0,1950,2014,47.4181,-122.339 +20141110,3,1,1130,4100,1,7,990,140,1941,0,47.6856,-122.385 +20150327,3,2.5,2530,623779,1,8,2530,0,1980,0,47.4188,-121.949 +20141001,4,3.25,2470,4760,1.5,9,1890,580,1906,0,47.6331,-122.31 +20141205,3,3.25,3050,12700,2,8,2240,810,1990,0,47.7445,-122.214 +20140515,4,1.75,1880,7303,1,7,1010,870,1976,0,47.7129,-122.203 +20140623,3,2.25,1300,907,2,8,1000,300,2006,0,47.6371,-122.327 +20150224,3,1.75,920,3600,1,6,820,100,1904,0,47.6386,-122.365 +20140611,2,1,710,1131,2,7,710,0,1943,0,47.6413,-122.329 +20140707,3,1.5,1740,4200,1.5,7,1640,100,1920,0,47.6782,-122.361 +20140710,4,3.5,3310,21050,2,9,2400,910,1992,0,47.5197,-122.041 +20140916,4,2.5,1710,9627,1,9,1440,270,1976,2014,47.559,-122.164 +20150218,4,3,1900,7194,2,7,1900,0,1988,0,47.3768,-122.117 +20150130,3,2,1840,40438,2,7,1840,0,1994,0,47.4853,-121.709 +20140610,3,2.75,2340,16500,1,8,1500,840,1972,0,47.5952,-122.051 +20140822,3,2.5,1650,5683,2,7,1650,0,2003,0,47.683,-122.035 +20150203,5,3.5,3370,16846,2,9,2650,720,1998,0,47.5584,-122.089 +20140724,2,1,990,3000,1,6,990,0,1918,0,47.6839,-122.345 +20150128,3,1,1670,5200,1,7,1030,640,1977,0,47.3659,-122.092 +20141014,3,2.25,1360,9600,2,7,1360,0,1992,0,47.4687,-121.749 +20140715,3,2,2380,17950,2,8,2110,270,1934,0,47.7591,-122.28 +20141110,2,1,980,4108,1,7,980,0,1947,0,47.687,-122.381 +20140508,2,1.75,2200,89298,1,7,1100,1100,1973,0,47.4633,-121.976 +20150403,6,3.75,2740,6924,1,7,1640,1100,1962,0,47.5816,-122.296 +20140709,3,1.5,1800,12196,1,7,1800,0,1966,0,47.333,-122.345 +20140718,3,2.25,2450,49658,1,7,1770,680,1978,0,47.486,-121.726 +20140617,3,1.75,1700,7532,1,7,1700,0,1987,0,47.355,-122.176 +20141024,3,2.25,1380,1621,2,8,1140,240,2007,0,47.678,-122.375 +20141202,3,1.75,1710,6400,1,7,1240,470,1976,0,47.3036,-122.377 +20140814,6,2,2350,6554,2,8,2000,350,1905,0,47.5115,-122.256 +20140617,3,2.75,2750,18029,1,9,1810,940,1978,0,47.5617,-122.134 +20140811,4,2.5,1870,8449,2,8,1870,0,1992,0,47.4435,-122.274 +20141119,4,2.5,2630,6100,2,8,2630,0,2004,0,47.7735,-122.167 +20140909,3,1.75,2500,6840,1,8,1300,1200,1957,0,47.7222,-122.32 +20140701,5,5.5,5190,12637,2,11,5190,0,2001,0,47.5424,-121.872 +20140915,5,3,3290,14134,1,7,1870,1420,2004,0,47.6708,-122.14 +20140712,3,1,950,8000,1,7,950,0,1968,0,47.7193,-122.184 +20140605,4,3.75,2810,10840,2,8,2070,740,1994,0,47.4861,-121.804 +20150227,3,1,1140,7316,1,6,1140,0,1959,0,47.527,-122.362 +20140716,2,1.5,1010,1309,2,7,860,150,2007,0,47.5659,-122.286 +20140917,4,3,2440,3600,1.5,8,1480,960,1929,0,47.6853,-122.331 +20141117,4,2.75,2760,5670,2,10,2760,0,2014,0,47.5819,-122.047 +20140722,4,3.5,3600,5697,2,9,2940,660,2014,0,47.5755,-122.071 +20140828,3,1.75,1020,5000,1,6,1020,0,1954,0,47.5332,-122.29 +20140701,3,2,1410,6413,1,7,910,500,1947,0,47.6826,-122.298 +20150302,3,1,1100,4080,1,7,900,200,1929,0,47.6872,-122.351 +20140829,4,2.5,2460,4425,2,8,2460,0,2006,0,47.7048,-122.109 +20150213,1,1,670,5750,1,7,670,0,1942,2011,47.5624,-122.394 +20140606,4,2,2230,9900,1.5,9,2230,0,1959,0,47.5979,-122.173 +20150305,3,1.5,1140,4875,1,6,1140,0,1970,0,47.3684,-122.08 +20150423,3,2.75,2780,4000,2,8,1960,820,1904,0,47.6565,-122.355 +20140605,2,1,970,3400,1,7,970,0,1924,0,47.6444,-122.357 +20140610,2,0.75,1392,43710,1.5,7,1392,0,1978,0,47.4491,-122.453 +20150209,4,2.25,3130,41382,2,9,3130,0,1986,0,47.6683,-122.034 +20150206,3,2.5,2160,3920,2,9,2160,0,2014,0,47.5762,-122.415 +20140822,3,1,1010,7500,1,7,1010,0,1975,0,47.6172,-122.061 +20150129,4,1,1220,5120,1.5,6,1220,0,1940,0,47.205,-121.996 +20150429,4,2.5,1980,6568,2,8,1980,0,2004,0,47.704,-122.101 +20140617,3,3.5,4360,6240,2,10,2960,1400,2008,0,47.6791,-122.354 +20140519,3,1.75,1610,12247,1,8,1610,0,1981,0,47.4476,-122.124 +20150408,4,2.25,2360,6260,2,7,2360,0,1998,0,47.3882,-122.053 +20141002,0,1,390,5900,1,4,390,0,1953,0,47.526,-122.261 +20140515,4,2.75,2550,7636,1,8,1440,1110,1986,0,47.6471,-122.06 +20150409,3,2.5,1480,2159,3,8,1480,0,2007,0,47.6533,-122.341 +20150304,2,1,910,7200,1,7,830,80,1936,0,47.5145,-122.39 +20140618,4,2.5,3170,8523,2,9,3170,0,2008,0,47.6854,-122.184 +20150305,4,1,2020,18150,1,7,2020,0,1955,0,47.739,-122.249 +20140821,3,2,1920,33630,1,8,1920,0,1992,0,47.4983,-122.167 +20141208,3,2.5,1860,5321,2,7,1860,0,2000,0,47.3848,-122.033 +20150501,4,4.5,5550,16065,2,9,3880,1670,2003,0,47.5455,-122.214 +20140505,4,1,1390,4240,1,7,1050,340,1924,0,47.6596,-122.338 +20150427,3,2.5,2880,11443,2,9,2880,0,1986,0,47.5633,-122.111 +20150429,5,3.75,2380,7268,1,8,1430,950,2008,0,47.5571,-122.357 +20140708,4,3.5,3370,3634,2,9,2750,620,2007,0,47.5519,-122.001 +20140710,3,1.75,1580,9187,1,8,1180,400,1993,0,47.3538,-122.047 +20140627,4,1,1390,18000,1,7,1390,0,1955,2013,47.3885,-122.284 +20150511,3,2.5,1930,64904,1,8,1930,0,1988,0,47.346,-122.157 +20140806,2,3.25,1570,2031,2,8,1310,260,2006,0,47.548,-122.375 +20140708,4,2.5,2250,3916,2,8,2250,0,2014,0,47.3413,-122.18 +20150105,4,2.25,1810,7601,1,7,1080,730,1986,0,47.2857,-122.358 +20150225,6,2.75,3360,84506,1,7,2040,1320,1962,0,47.715,-122.121 +20140922,3,2.5,1950,9618,2,7,1950,0,1992,0,47.4068,-122.18 +20141217,2,1,1220,75794,1,7,1220,0,1963,0,47.4219,-122.007 +20140808,3,1.5,1470,11112,1,7,1470,0,1954,0,47.7462,-122.294 +20141126,4,2.25,2200,8384,1,7,1250,950,1959,0,47.753,-122.317 +20140916,3,1,1570,9136,1,7,1570,0,1953,0,47.7688,-122.337 +20140531,4,2.5,2550,6256,2,9,2550,0,1992,0,47.7742,-122.166 +20140801,4,1.75,2430,5481,1,8,1430,1000,1953,0,47.5569,-122.298 +20141113,4,3,2320,7200,2,7,2320,0,1976,0,47.7703,-122.312 +20141009,3,1.75,1720,5956,2,8,1720,0,1981,0,47.6875,-122.202 +20141219,3,2.75,2070,54557,2,8,2070,0,1996,0,47.4659,-122.116 +20141110,4,2,2410,4680,2,9,2410,0,1974,0,47.6234,-122.113 +20141009,3,2.5,1820,7500,2,8,1820,0,1985,0,47.7155,-122.104 +20140709,4,3.5,3360,9767,2,9,2450,910,1990,0,47.3047,-122.347 +20140609,4,2.75,1980,11443,1,7,1980,0,1952,0,47.7707,-122.273 +20150422,3,1,1830,4400,1.5,8,1720,110,1930,0,47.6052,-122.3 +20150417,4,2.5,3840,12151,2,10,3840,0,1998,0,47.5953,-121.986 +20141008,3,2.25,3440,10628,2,10,3440,0,1985,0,47.5647,-122.108 +20140806,4,1.75,2340,5940,1,8,1290,1050,1953,0,47.6789,-122.281 +20141210,6,3,2650,12870,1,7,2650,0,1977,0,47.2069,-121.989 +20150121,4,2,1490,13736,1,6,1490,0,1942,0,47.712,-122.281 +20150430,4,2.5,3550,10968,2,9,3550,0,2006,0,47.5431,-121.886 +20140506,3,1.5,1410,9647,1,8,1410,0,1961,0,47.7608,-122.361 +20141113,4,2.5,3360,13636,2,10,3360,0,1987,0,47.6373,-122.042 +20150227,4,2.5,2270,8391,2,8,2270,0,1988,0,47.574,-122.013 +20140826,5,2.5,2080,8347,1,7,1460,620,1975,0,47.7334,-122.168 +20150326,3,3,1460,1200,3,8,1460,0,2006,0,47.7,-122.367 +20150407,3,3.25,5480,57990,2,11,5480,0,1991,0,47.4558,-122.371 +20150323,5,3.5,3890,13261,2,9,2870,1020,1984,0,47.7246,-122.284 +20141125,3,1.75,1560,7424,1,8,1560,0,1940,0,47.6981,-122.374 +20140918,4,2.25,4250,16940,1,9,2380,1870,1974,0,47.5453,-122.234 +20140624,3,2.25,2400,5000,1.5,7,1440,960,1926,0,47.6897,-122.393 +20150421,4,2.25,3180,13653,2,9,3180,0,1978,0,47.6316,-122.05 +20140512,2,1,910,4500,1.5,7,910,0,1906,0,47.5633,-122.289 +20140509,4,2.25,1930,7452,1,7,1430,500,1984,0,47.4098,-122.189 +20140723,4,2,2530,15520,1,8,2220,310,1964,0,47.613,-122.167 +20150109,2,1.5,1170,5248,1,6,1170,0,1941,0,47.5318,-122.374 +20140616,3,2.5,1212,1174,3,7,1212,0,2004,0,47.7145,-122.311 +20141212,3,2.5,1676,18778,2,7,1676,0,1997,0,47.6521,-121.905 +20150331,2,1,1150,5664,1,7,870,280,1948,0,47.6894,-122.284 +20141202,4,2.5,2500,50595,2,9,2500,0,1997,0,47.4736,-121.731 +20140812,4,2.25,2190,9020,2,8,2190,0,1978,0,47.3742,-122.284 +20150421,5,2,2500,7804,1.5,7,1570,930,1921,0,47.5031,-122.348 +20140612,3,3.25,1470,1235,2,7,1180,290,2008,0,47.5537,-122.313 +20140604,3,2.5,1780,1487,3,8,1600,180,2006,0,47.6539,-122.351 +20140905,4,1.75,1680,6834,1.5,7,1680,0,1948,0,47.716,-122.307 +20141204,4,2.5,2690,6099,2,9,2690,0,1998,0,47.3314,-122.171 +20140909,3,1.75,2910,37461,1,7,1530,1380,1967,0,47.7015,-122.164 +20140728,4,3.5,3217,4000,2,8,2587,630,2008,0,47.4483,-122.203 +20150108,3,2.5,2170,4517,2,8,2170,0,2002,0,47.4819,-122.14 +20140721,4,2.5,3320,8325,2.5,10,3320,0,1905,0,47.6263,-122.314 +20140626,3,3.25,3740,136915,2.5,11,3100,640,1990,0,47.4549,-122.363 +20140718,2,2,1130,1148,2,9,800,330,2007,0,47.6023,-122.314 +20140619,3,1.75,1840,5000,1,7,920,920,1910,0,47.6808,-122.376 +20150327,2,1,940,4264,1,7,940,0,1949,0,47.5314,-122.378 +20140902,2,2.5,2390,6928,2,8,1810,580,1949,1982,47.5101,-122.391 +20140828,4,1.75,1940,8990,1,8,1560,380,1956,0,47.7021,-122.241 +20141219,3,2.5,2250,11632,2,8,2250,0,1988,0,47.5272,-122.169 +20150107,3,1,1310,18135,1,7,1310,0,1948,0,47.6065,-122.113 +20140701,4,1.75,1430,4096,2,7,1430,0,1900,0,47.604,-122.306 +20150310,3,2.5,2030,7549,1,8,2030,0,1988,0,47.6187,-122.044 +20150302,4,2.5,2240,5624,1,7,1520,720,1961,0,47.5574,-122.308 +20140523,3,1.75,1120,5500,1.5,7,1120,0,1925,0,47.5445,-122.391 +20141028,5,3,2920,2808,2,8,2140,780,1960,1992,47.654,-122.342 +20141222,3,1.75,1370,10866,1,6,1370,0,1945,0,47.6774,-122.164 +20150116,4,2.5,3620,17133,1,10,2220,1400,1993,0,47.5604,-122.027 +20140820,2,1,820,5040,1,7,820,0,1953,0,47.6498,-122.388 +20150320,3,2.25,1740,9488,1,8,1180,560,1977,0,47.5339,-122.174 +20140930,3,2.5,1620,1171,3,8,1470,150,2008,0,47.6681,-122.355 +20140910,2,1,1000,6500,1,7,1000,0,1918,0,47.5474,-122.388 +20140612,3,3.5,1240,1666,2,7,1000,240,2008,0,47.5496,-122.388 +20140512,2,1.75,2040,28593,1.5,7,2040,0,1919,1990,47.3979,-122.465 +20140609,3,1.75,1710,10800,1,7,1710,0,1958,0,47.7391,-122.241 +20141002,2,2.25,1320,1034,3,7,1320,0,1996,0,47.7039,-122.344 +20150410,3,0.75,1240,7200,1,7,1240,0,1947,0,47.7298,-122.342 +20140905,6,3,3030,31920,1,8,1670,1360,1980,0,47.575,-122.033 +20140805,5,3,2320,7229,1,8,1370,950,1986,0,47.697,-122.097 +20140821,4,2.25,1800,2752,2,8,1800,0,2014,0,47.5165,-122.346 +20150320,4,2.75,3230,12651,2,8,3230,0,2002,0,47.3157,-122.251 +20140828,3,3,1520,1884,3,8,1520,0,2009,0,47.7176,-122.284 +20150217,4,3.5,3890,3600,2,9,2860,1030,2005,0,47.6342,-122.282 +20141202,2,1,720,3255,1,6,720,0,1905,0,47.6823,-122.348 +20150409,3,2.5,1720,4120,2,7,1720,0,1999,0,47.4319,-122.328 +20140610,2,1.5,1010,7719,2,7,1010,0,1981,0,47.5128,-122.189 +20150202,4,2.5,2930,4875,2,9,2930,0,2014,0,47.3421,-122.179 +20141023,4,2,1820,8400,1,7,1300,520,1956,0,47.7615,-122.329 +20150424,3,2,1300,6000,1,7,1300,0,1943,0,47.5482,-122.392 +20140509,4,1.5,1470,70800,1,7,1470,0,1976,0,47.3458,-121.948 +20140924,5,4.5,4440,9784,2,10,4440,0,2012,0,47.4702,-122.275 +20141010,2,1.75,2510,19141,2,9,2510,0,1977,0,47.3103,-122.199 +20140701,4,1.75,1700,5846,1,8,1700,0,1957,0,47.6539,-122.408 +20140523,2,1,580,7500,1,5,580,0,1943,0,47.4852,-122.251 +20140512,4,3.25,3270,5187,2,9,3110,160,2014,0,47.6966,-122.133 +20140922,4,2.25,1890,8549,1,8,1890,0,1967,0,47.6328,-122.117 +20150422,5,2.75,2620,5500,1.5,7,1710,910,1911,0,47.6806,-122.388 +20150213,3,1.75,1970,10548,1,8,1300,670,1973,0,47.6669,-122.179 +20140528,4,2,1480,3132,1,6,740,740,1910,0,47.55,-122.312 +20140929,2,1,1030,5000,1,6,1030,0,1917,0,47.6585,-122.363 +20150406,4,2.5,2510,7245,2,9,2510,0,2007,0,47.5096,-122.363 +20150310,3,2.5,1480,1386,3,8,1480,0,2005,0,47.5468,-121.998 +20150410,5,4,3460,5400,2,10,2830,630,2012,0,47.5201,-122.204 +20141022,4,3,1820,3120,1,7,1000,820,1997,0,47.5468,-122.274 +20140708,4,1.75,2100,11942,1,7,1030,1070,1964,0,47.55,-122.356 +20141016,2,1,950,15996,1,7,950,0,1946,1995,47.4987,-121.787 +20141222,3,1.5,1380,4290,1,7,1080,300,1955,0,47.674,-122.379 +20140604,4,1.75,2200,7475,1,7,1100,1100,1955,0,47.543,-122.28 +20140516,4,2.5,2790,7956,2,9,2790,0,2005,0,47.3681,-122.31 +20150219,3,2.5,1310,1294,2,8,1180,130,2008,0,47.5773,-122.409 +20141208,4,3,2860,10292,1,8,2860,0,1953,1999,47.6286,-122.206 +20150505,5,4.5,4000,6713,2,9,4000,0,2015,0,47.5254,-121.886 +20150217,2,1.75,1210,9750,1,7,1210,0,1984,0,47.3438,-122.037 +20140617,4,1,1120,7104,1.5,7,1120,0,1946,0,47.7055,-122.372 +20150313,4,2.75,3600,5040,2,9,2610,990,2004,0,47.6487,-122.388 +20150311,2,1,1250,3708,1.5,7,1250,0,1926,0,47.685,-122.363 +20140711,3,1.75,1140,9800,1,7,1140,0,1968,0,47.3063,-122.27 +20150428,3,1,1160,7854,1,7,1160,0,1960,0,47.7304,-122.308 +20141003,4,2.5,2420,4500,2,7,2420,0,2001,0,47.6874,-122.037 +20150403,2,2.5,2305,5580,1,8,2305,0,2007,0,47.7203,-122.024 +20140909,5,2.75,3360,9200,2,9,3360,0,2014,0,47.7754,-122.173 +20140822,5,2.75,1990,3750,1.5,7,1990,0,1913,0,47.6733,-122.358 +20140826,3,2.5,1750,4797,2,7,1750,0,1991,0,47.6954,-122.199 +20150415,4,3,3010,6139,2,8,2560,450,1950,1972,47.6799,-122.268 +20141016,3,1,1360,3737,1.5,6,1360,0,1910,0,47.6751,-122.362 +20140911,3,2.5,2120,6840,1,7,1220,900,1984,0,47.278,-122.145 +20140905,2,2.25,860,696,2,9,860,0,2009,0,47.5663,-122.29 +20140818,3,2,1840,8580,1,8,1840,0,1990,0,47.4626,-122.132 +20140717,4,3.5,2720,6781,2,8,2100,620,1999,0,47.4612,-122.215 +20140528,3,2.5,2400,9701,1,9,2400,0,1990,0,47.3081,-122.392 +20140825,3,2,2520,3959,1,8,1270,1250,1931,0,47.6693,-122.289 +20140715,3,2.25,3170,5000,2,10,2230,940,1975,0,47.6349,-122.318 +20141218,3,2.5,4040,8653,2,9,2900,1140,2006,0,47.7378,-121.975 +20141018,4,3.5,2980,2147,2.5,10,2490,490,2006,0,47.5463,-121.995 +20150412,2,1,990,45528,1,7,990,0,1992,0,47.5013,-122.463 +20150414,1,1.25,1810,5070,1.5,8,1230,580,1967,0,47.5814,-122.081 +20140701,3,2.5,1450,1053,2,8,940,510,2008,0,47.6754,-122.374 +20140731,4,3.5,3080,5250,2,9,3080,0,2003,0,47.5992,-121.972 +20150410,5,1,1700,11727,1.5,7,1700,0,1954,0,47.686,-122.172 +20150205,2,1,930,7742,1,6,930,0,1933,0,47.507,-122.302 +20150508,2,1,1040,7200,1,6,1040,0,1955,0,47.6823,-122.203 +20150512,4,5,5310,16909,1,12,3090,2220,1992,0,47.5515,-122.113 +20141119,2,2.5,1700,2513,2,8,1700,0,2009,0,47.5163,-121.878 +20141219,2,2.25,1460,1623,2,8,1260,200,2005,0,47.6764,-122.301 +20150227,4,2.75,3370,7634,1,8,2110,1260,1977,0,47.5259,-122.204 +20141014,3,2.25,2270,32112,1,8,1740,530,1980,0,47.3451,-122.094 +20150209,3,1.75,2380,10450,1,8,1400,980,1977,0,47.6409,-122.111 +20140819,3,2.5,1740,5267,2,7,1740,0,1999,0,47.3777,-122.023 +20140617,4,2.5,2570,6251,2,9,2570,0,2000,0,47.593,-122.197 +20150311,3,1.5,1390,8300,1,7,1390,0,1974,0,47.7383,-121.983 +20141112,3,2,1340,5670,2,6,1340,0,1994,0,47.4498,-122.194 +20140613,3,1.75,1760,12874,1,7,1230,530,1967,0,47.5906,-122.167 +20140505,2,1.75,2110,9519,1,7,2110,0,1948,0,47.7504,-122.306 +20140916,4,2,1350,7255,1,7,1350,0,1959,0,47.7287,-122.31 +20140915,3,2.5,1690,17383,2,7,1690,0,2003,0,47.3691,-122.031 +20140508,4,2.5,2660,5500,2,9,2660,0,2003,0,47.5439,-121.996 +20140728,4,2,2970,52567,2,8,2970,0,1924,1985,47.7333,-122.128 +20140523,3,1,1080,10500,1,7,1080,0,1967,0,47.32,-122.278 +20150401,3,1.75,1700,8534,1,7,1700,0,1953,0,47.6276,-122.205 +20140508,3,1.75,2430,12757,1,8,1340,1090,1952,0,47.6201,-122.209 +20140520,4,2.25,3500,13875,1,9,1830,1670,1938,0,47.5083,-122.388 +20141125,3,1.5,1540,8110,1,7,1190,350,1959,0,47.7329,-122.291 +20140617,3,2,1380,3600,3,8,1380,0,2015,0,47.6074,-122.305 +20140630,3,2,1440,9220,1,7,1440,0,1965,0,47.3702,-122.317 +20140816,3,1,1330,5850,1,7,930,400,1954,0,47.5498,-122.298 +20141114,4,3,3180,12070,2,9,3180,0,1976,0,47.6371,-122.058 +20141118,3,2,2390,8025,2,7,2390,0,1921,0,47.6707,-122.288 +20140616,5,2.5,2640,7096,2,7,2640,0,2003,0,47.6827,-122.038 +20150309,3,1.75,1780,9660,1,7,1780,0,1962,0,47.7171,-122.193 +20141016,3,1,1560,8232,1,7,1560,0,1952,0,47.623,-122.205 +20140923,4,1.75,2140,8162,1,7,1420,720,1968,0,47.3096,-122.377 +20141210,3,2.25,1540,5449,1,7,1180,360,1989,0,47.29,-122.358 +20140519,3,1.75,2200,7706,2,7,2200,0,1908,1988,47.3878,-122.326 +20150413,3,1.75,1480,2200,2,7,1480,0,1995,0,47.6969,-122.35 +20140530,3,1.75,2180,10230,1,7,1090,1090,1961,0,47.5158,-122.281 +20141007,4,2.75,2390,9300,1,8,1430,960,1979,0,47.6035,-122.206 +20150326,4,2.5,2400,7270,2,8,2400,0,1993,0,47.2697,-122.312 +20140711,3,1.5,1820,8585,1,7,1820,0,1962,0,47.4479,-122.213 +20140812,3,1,1660,11200,1,7,1660,0,1957,0,47.5121,-122.168 +20150313,3,1,1200,15960,1.5,6,1200,0,1945,0,47.7163,-122.299 +20140605,3,3.5,1690,1432,2,7,1360,330,2008,0,47.6513,-122.4 +20140523,4,2.5,1810,39639,1,7,1230,580,1970,0,47.3472,-122.11 +20150330,4,2.5,1750,6397,2,7,1750,0,1988,0,47.3082,-122.358 +20150414,3,3,2490,27702,2,10,2490,0,2000,0,47.5596,-122.403 +20141125,4,4.5,2690,7350,1.5,7,2690,0,1949,0,47.7062,-122.311 +20141117,3,1.75,1610,3478,1.5,7,1060,550,1929,0,47.6774,-122.372 +20140522,3,2.75,2890,12130,2,10,2830,60,1987,0,47.6505,-122.203 +20150407,4,2.5,2700,17853,2,9,2700,0,1960,0,47.6463,-122.219 +20141123,2,0.75,900,9600,1,6,900,0,1941,0,47.4604,-122.339 +20141028,4,4,2790,16117,2,9,2790,0,1999,0,47.6033,-122.155 +20140902,4,1,1220,7980,1.5,6,1220,0,1944,0,47.4924,-122.237 +20141112,4,1.75,1920,3600,2,8,1920,0,1907,0,47.6382,-122.368 +20140530,4,2.25,1820,20349,1,8,1340,480,1977,0,47.7415,-122.096 +20150310,3,1.5,1140,15890,1,7,840,300,1985,0,47.4752,-121.757 +20150514,4,1.75,1980,5850,1,8,1380,600,1960,0,47.5607,-122.391 +20150427,3,2.5,1572,4000,2,8,1572,0,2013,0,47.2615,-122.198 +20140903,3,2.5,1690,3827,2,7,1690,0,2005,0,47.6768,-122.029 +20140521,3,2.25,1800,10500,2,7,1800,0,1995,0,47.3879,-122.032 +20150327,3,1.75,1540,8100,1,7,940,600,1947,0,47.749,-122.351 +20141014,3,1.75,1710,5000,1,7,1360,350,1918,0,47.5492,-122.389 +20141218,3,1.5,1600,10440,1,7,1600,0,1954,0,47.7109,-122.311 +20140604,3,2.25,1250,7500,1,7,1250,0,1942,0,47.5123,-122.373 +20140923,3,1.75,1530,14087,1,7,1070,460,1979,0,47.3146,-122.043 +20140718,4,2.5,2740,11975,2,8,2740,0,1991,0,47.6315,-122.028 +20140805,3,1.75,1080,9262,1,7,1080,0,1968,0,47.4883,-122.248 +20140919,3,1.5,1200,15606,1,7,1200,0,1985,0,47.4752,-121.755 +20140916,2,2,1350,4225,1,8,1350,0,2003,0,47.7106,-122.03 +20150511,2,2.5,1680,977,3,9,1680,0,2009,0,47.632,-122.361 +20150406,4,2.25,3230,9935,2,8,3230,0,1986,0,47.7685,-122.257 +20140603,6,1.5,2550,33740,1,8,1750,800,1958,0,47.3222,-122.362 +20150424,3,1.75,1210,7350,1,7,1210,0,1977,0,47.7,-122.172 +20140929,4,2.5,2390,9600,2,7,2390,0,1996,0,47.3289,-122.001 +20150511,2,1,1050,7500,1.5,6,1050,0,1910,0,47.5577,-122.399 +20140808,3,1,1010,7200,1,6,1010,0,1948,0,47.7601,-122.307 +20141022,3,1,1160,8950,1,7,1160,0,1968,0,47.7499,-122.338 +20141125,2,1,720,9520,1,6,720,0,1947,0,47.7678,-122.316 +20140520,3,2.5,2090,4700,2,8,2090,0,2002,0,47.3724,-122.104 +20140822,3,1,1000,3844,1,7,900,100,1928,0,47.7031,-122.349 +20140702,3,1.75,2680,8625,1,8,1590,1090,1974,0,47.5316,-122.056 +20140527,4,2.5,2920,7200,1,8,1470,1450,1921,2006,47.5947,-122.288 +20140916,3,2.5,1970,9153,2,8,1970,0,2007,0,47.7698,-122.268 +20141103,2,1,790,7128,1,6,790,0,1944,0,47.4873,-122.324 +20140919,4,3.5,3260,110579,2,10,3260,0,1997,0,47.6436,-121.997 +20140709,3,1,1450,7200,1,7,1010,440,1969,0,47.7311,-122.199 +20150505,5,3,3640,28531,2,10,3640,0,1996,0,47.5502,-122.13 +20140616,4,2,1580,9581,1,7,1580,0,1953,0,47.692,-122.165 +20140725,3,2,1620,5101,1,7,590,1030,2006,0,47.5448,-122.288 +20141117,4,1,1460,4600,1,6,780,680,1946,0,47.566,-122.38 +20140826,5,2,2130,8412,1,7,1440,690,1946,2000,47.7403,-122.318 +20140906,2,1.5,1110,1200,3,8,1110,0,2000,0,47.6931,-122.342 +20150327,3,2,1430,7905,1,7,1430,0,1988,0,47.2757,-122.145 +20140611,3,1.75,1570,4875,1,7,1310,260,1977,0,47.3621,-122.094 +20141204,4,1.75,2160,7700,2,8,2160,0,1977,0,47.6976,-122.169 +20141103,4,1.75,2290,4400,1,7,1290,1000,1959,0,47.5698,-122.375 +20140819,4,2.5,2810,10433,2,8,2810,0,2001,0,47.1895,-122.015 +20140624,3,2.25,1430,2003,2,8,980,450,1996,0,47.5908,-122.292 +20140812,4,2.75,1790,47250,1,7,1220,570,1987,0,47.5302,-121.746 +20141121,4,2.25,1600,15312,1,7,1080,520,1979,0,47.4629,-121.743 +20140818,3,1,1240,4080,1,7,1240,0,1925,0,47.667,-122.333 +20150202,3,2,1790,7212,1,8,1790,0,1998,0,47.3898,-122.154 +20150430,3,2.5,3970,263538,1.5,9,3970,0,1991,0,47.6067,-121.952 +20140503,2,1,900,5000,1,7,900,0,1944,0,47.6883,-122.395 +20140820,3,3.5,3080,6495,2,11,2530,550,1996,2006,47.6321,-122.393 +20141212,4,2.5,2340,8955,2,9,2340,0,1990,0,47.6283,-122.026 +20140804,4,2.5,2310,5573,2,9,2310,0,2003,0,47.5197,-122.2 +20140731,3,2.25,1600,7620,1,7,1280,320,1987,0,47.774,-122.208 +20140806,4,2.5,1800,8432,1,7,1200,600,1960,0,47.7463,-122.336 +20141003,3,1.5,2040,3960,2,8,2040,0,1928,0,47.6658,-122.355 +20150320,3,2.25,2600,15000,2,9,2600,0,1978,0,47.3719,-122.056 +20140825,4,1.5,1930,15000,1,7,1930,0,1946,0,47.3864,-122.312 +20141121,4,2.5,2130,3420,1.5,7,1730,400,1916,0,47.649,-122.336 +20150415,4,3,4270,85643,2,11,4270,0,1991,0,47.7711,-122.048 +20140814,5,4,2710,2800,3,10,2380,330,1974,2008,47.6346,-122.364 +20140624,3,2,1300,14350,1,7,1300,0,1955,2013,47.5736,-122.152 +20140912,4,2.5,2040,5770,2,7,2040,0,1994,0,47.3522,-122.059 +20140520,3,2,1490,7770,1,7,1490,0,1990,0,47.3686,-122.09 +20141120,4,2.5,2380,7792,2,8,2380,0,1993,0,47.3273,-122.173 +20140710,3,2,1880,9659,1,8,1180,700,1951,0,47.7497,-122.284 +20150105,2,1,920,5029,1,7,920,0,1938,0,47.6726,-122.265 +20150429,3,1.75,1340,2805,1.5,7,1340,0,1919,0,47.5922,-122.297 +20150324,4,1,1750,12528,1,7,1750,0,1967,0,47.743,-122.097 +20141124,3,2,1990,3000,1.5,7,1230,760,1908,1970,47.6272,-122.29 +20141201,3,1,1060,10228,1,7,1060,0,1948,0,47.7481,-122.3 +20141203,4,2.5,2600,8921,2,8,2600,0,1991,0,47.4423,-122.178 +20140609,3,2.5,2670,47480,2,9,2670,0,1981,0,47.7443,-122.114 +20141110,3,2.25,1520,14080,2,7,1520,0,1984,0,47.6273,-122.059 +20150112,4,1.5,1740,12728,1,7,1180,560,1964,0,47.2808,-122.3 +20141016,3,1.5,2110,5195,1,7,1210,900,1959,0,47.5283,-122.286 +20140508,2,1.5,980,5000,2,7,980,0,1922,2003,47.7076,-121.359 +20140610,2,2.25,1060,1208,2,8,940,120,2005,0,47.6371,-122.327 +20140603,3,1.75,2250,26337,1,8,2250,0,1980,0,47.3032,-122.123 +20140922,3,1,1480,5670,1,6,780,700,1944,0,47.5175,-122.36 +20150412,3,2.25,1960,17126,1,8,1400,560,1966,0,47.4436,-122.21 +20150330,3,1.75,1820,9875,1,8,1820,0,1966,0,47.6243,-122.094 +20140604,5,3.25,3410,9088,2,9,2760,650,1912,0,47.6285,-122.361 +20141022,2,1.75,1400,2500,1,7,710,690,1916,0,47.5628,-122.391 +20150126,3,1,1900,14400,1,7,1300,600,1954,0,47.4147,-122.337 +20140807,2,0.75,840,49658,1,6,840,0,1948,0,47.4727,-122.292 +20141205,4,3.25,4060,20822,2,10,4060,0,1991,0,47.7213,-122.055 +20141226,4,2.25,1900,9600,1,7,1900,0,1967,0,47.4208,-122.2 +20140808,3,1.75,1350,9793,1,7,1350,0,1968,0,47.1981,-122.003 +20150225,3,1.75,1880,108900,1,7,1880,0,1978,0,47.5913,-122.01 +20150305,3,1.75,1320,35100,1,7,1320,0,1990,0,47.312,-122.129 +20150212,3,1.75,1200,5478,1,6,1200,0,1955,0,47.4959,-122.174 +20140620,7,5.5,6630,13782,2,10,4930,1700,2004,0,47.5399,-122.118 +20150506,4,2,1720,5413,2,7,1470,250,1938,1980,47.6929,-122.321 +20150129,4,2.5,2420,18480,1,9,2420,0,1967,0,47.6214,-122.227 +20150416,4,2.25,2420,11120,1,8,1620,800,1952,0,47.4954,-122.366 +20150219,3,1.75,1560,5950,1,6,780,780,1944,0,47.719,-122.307 +20150330,4,2,2340,10507,1.5,6,2340,0,1959,0,47.3578,-122.178 +20140519,5,2.75,2190,12687,1,7,1370,820,1978,0,47.7762,-122.257 +20141121,4,4.5,4510,12873,2,12,4510,0,1998,0,47.6491,-122.201 +20150327,5,3.5,3480,12821,2,10,2890,590,2004,0,47.2641,-122.215 +20150429,3,1,1130,8100,1.5,6,1130,0,1934,0,47.4935,-122.306 +20150213,4,1.75,2000,25700,1,7,1150,850,1958,0,47.32,-122.362 +20140613,3,2.5,1580,6065,2,8,1580,0,1985,0,47.5692,-122.021 +20140825,4,2,1720,6099,1,7,860,860,1949,0,47.6765,-122.287 +20140804,4,2.5,2150,5000,2,8,2150,0,2001,0,47.6962,-122.314 +20141217,4,2.5,2510,3479,2,8,2510,0,2007,0,47.6981,-122.099 +20140521,4,3.25,3810,8519,1,10,2680,1130,2007,0,47.699,-122.207 +20150122,2,1,1240,9900,1,7,940,300,1950,0,47.4862,-122.326 +20150312,5,2.75,2600,8160,2,8,2600,0,2015,0,47.7348,-122.34 +20150401,4,2,2190,8402,2,6,2190,0,1928,0,47.6944,-122.175 +20140822,4,2.5,2010,12085,2,8,2010,0,1986,0,47.3406,-122.057 +20140806,3,2.5,1880,4200,2,7,1880,0,2007,0,47.366,-122.017 +20150427,3,1.75,1450,61419,1,8,1450,0,1976,0,47.3343,-122.16 +20141021,4,2.75,2200,9676,1,8,1500,700,1979,0,47.7713,-122.259 +20141125,3,1.75,1760,11371,1,8,1760,0,1959,0,47.7616,-122.273 +20150506,4,2.25,2050,7201,2,8,2050,0,1994,0,47.7003,-122.165 +20150217,5,2.75,3230,13572,1,8,1880,1350,1965,0,47.4393,-122.347 +20150209,3,3.5,3110,14872,1,10,3110,0,2003,0,47.6178,-122.209 +20140619,3,2.5,1610,4611,2,8,1610,0,1996,0,47.5678,-122.004 +20140623,3,1.75,1800,6000,1,7,900,900,1905,0,47.6867,-122.349 +20141110,3,2.5,2770,8820,1,7,1900,870,1980,2004,47.3685,-122.048 +20141007,3,2,2005,7000,1,7,1605,400,1980,0,47.6039,-122.298 +20150421,3,1.5,1280,3640,2,6,1280,0,1983,0,47.334,-122.214 +20141210,3,2.25,2150,21235,1,8,1590,560,1959,0,47.4336,-122.339 +20140514,4,1.75,2010,8625,1,7,1340,670,1957,0,47.7496,-122.355 +20140512,3,1,990,8012,1,7,990,0,1966,0,47.4557,-122.181 +20140915,3,1,1060,12690,1,7,1060,0,1969,0,47.6736,-122.167 +20140630,2,2,1090,934,3,8,1090,0,2008,0,47.6341,-122.342 +20141010,4,2,2490,339332,1,8,2490,0,2002,0,47.2725,-121.929 +20140516,3,2.5,2170,5000,2,9,2170,0,2003,0,47.5458,-121.996 +20150413,4,2.25,2250,3600,2,9,2010,240,1912,1994,47.643,-122.37 +20140902,4,2,2380,10800,2,8,2380,0,1925,0,47.5682,-122.275 +20140702,3,3,2470,7410,2,8,1860,610,1977,0,47.6937,-122.392 +20140606,3,2.5,1480,1961,2,8,1480,0,2005,0,47.5478,-122 +20140617,3,2.5,2970,21907,2,9,2970,0,1998,2006,47.4741,-122.099 +20140828,3,2.5,1650,2802,2,7,1650,0,2004,0,47.4328,-122.196 +20140627,4,2.25,3190,11597,2,10,2300,890,1984,0,47.6323,-122.039 +20140604,2,1,1500,18540,1,8,1500,0,1950,0,47.4727,-122.281 +20141028,4,3,3520,128502,2,10,3520,0,1981,0,47.7448,-122.117 +20150319,4,2,1350,942,3,7,1350,0,2008,0,47.5394,-122.026 +20150316,3,2,1660,7958,1,7,1130,530,1983,0,47.3187,-122.171 +20140814,3,1,1120,10665,1,6,1120,0,1961,0,47.2886,-122.274 +20150224,4,1.75,2180,9726,1,9,2180,0,1966,0,47.5359,-122.233 +20140527,4,2.5,1982,6406,2,8,1982,0,2004,0,47.3636,-122.192 +20141223,3,2.25,1440,6443,2,7,1440,0,1995,0,47.7471,-121.979 +20140717,3,2.25,2260,13209,1,9,2260,0,1977,0,47.6385,-122.167 +20140915,3,2.5,1580,1487,3,9,1580,0,2009,0,47.6276,-122.359 +20140905,3,3,1330,1379,2,8,1120,210,2005,0,47.6126,-122.313 +20141202,2,1,1180,9261,1,7,940,240,1957,0,47.5492,-122.274 +20140605,4,2.75,2440,15349,2,7,2440,0,1957,0,47.4117,-122.333 +20150205,2,1.75,1980,8550,1,7,990,990,1981,0,47.6989,-122.369 +20150318,4,2.5,3120,7448,2,9,3120,0,1998,0,47.3645,-122.126 +20141118,3,1.75,1600,7711,1,7,1600,0,1999,0,47.284,-122.202 +20150422,4,3,2793,5703,2,9,2793,0,2009,0,47.3682,-122.178 +20140710,3,2,1440,5457,2,7,1440,0,1986,0,47.3784,-122.046 +20141203,5,2.75,2470,19200,1,8,1250,1220,1977,0,47.4496,-122.083 +20150115,3,1,1000,10560,1,7,1000,0,1955,0,47.3217,-122.317 +20140624,4,2.25,2420,10200,2,9,2420,0,1973,0,47.5336,-122.225 +20150217,3,1,1910,8710,1,7,1080,830,1954,0,47.5038,-122.3 +20140907,4,1,1790,8400,1,7,1260,530,1954,0,47.7627,-122.353 +20140926,5,3.5,3580,21343,1.5,8,2140,1440,1937,0,47.7646,-122.302 +20141223,3,1.75,2410,51763,1,8,1410,1000,1981,0,47.7429,-122.056 +20141208,3,1,780,3540,1,6,780,0,1920,0,47.565,-122.291 +20141024,3,2,2110,5800,1.5,7,1990,120,1927,0,47.6645,-122.342 +20140912,2,1.5,1070,937,3,8,1070,0,2003,0,47.6761,-122.3 +20141209,4,2.5,1790,5257,2,7,1790,0,1996,0,47.3849,-122.204 +20140523,4,3,4060,35621,1,9,2030,2030,1989,0,47.3059,-122.108 +20150225,3,1,1250,23680,1,7,1250,0,1967,0,47.475,-122.11 +20140623,3,2.25,1520,1245,3,8,1520,0,2004,0,47.6907,-122.34 +20140527,5,3,2840,7199,1,7,1710,1130,2003,0,47.5065,-122.275 +20150501,3,2.5,1540,7739,2,7,1540,0,1986,0,47.3511,-122.169 +20140723,4,2.5,1840,15496,2,8,1840,0,1991,0,47.4683,-122.07 +20150326,4,1,2220,3588,1.5,7,1470,750,1927,0,47.6854,-122.308 +20150428,4,2.5,2620,4400,2,9,2620,0,2004,0,47.5524,-121.991 +20140702,2,1,2160,12960,1,7,1360,800,1968,0,47.4702,-122.261 +20140623,4,2.5,3220,7875,1.5,8,3220,0,1966,0,47.626,-122.12 +20141202,2,2,1370,3827,1,7,1020,350,1952,0,47.652,-122.404 +20150320,3,2.25,1340,873,3,8,1340,0,2009,0,47.7325,-122.343 +20150305,2,1,1380,5484,1,8,1030,350,1947,0,47.6382,-122.399 +20150305,5,4,3310,8400,2,10,3310,0,2000,0,47.6914,-122.214 +20141202,4,2.5,3540,18168,2,10,3540,0,1996,0,47.5441,-122.131 +20150429,4,2.5,3240,7621,2,9,3240,0,2003,0,47.5641,-122.032 +20140916,4,2.75,2240,8937,1,8,1460,780,1976,0,47.6495,-122.194 +20140609,4,2.5,2030,3905,1.5,7,1630,400,1926,0,47.6547,-122.34 +20141022,2,0.75,780,55764,1,4,780,0,1945,0,47.442,-122.105 +20141105,3,2.25,3440,44374,2,10,2190,1250,1979,0,47.547,-122.111 +20140813,4,2.5,3070,8250,1,8,2100,970,1958,0,47.5935,-122.172 +20150320,6,2.25,2930,4320,2,9,2130,800,1913,0,47.6295,-122.306 +20141020,4,2.5,2550,5835,2,8,2550,0,1998,0,47.5373,-121.87 +20150420,4,1.75,1620,7560,1,7,1380,240,1947,0,47.6981,-122.4 +20141111,4,2.5,3370,4934,2,9,3370,0,2014,0,47.3562,-122.022 +20141029,3,3,2290,15600,1,8,1420,870,1948,1990,47.3558,-122.29 +20140806,3,2,1290,1213,3,8,1290,0,2001,0,47.6609,-122.344 +20141222,3,2.5,1720,5940,1,8,1000,720,1977,0,47.6631,-122.129 +20140903,3,1.75,1990,5600,1,8,1330,660,1941,0,47.65,-122.415 +20140523,4,2,1590,6750,1,7,1590,0,1951,0,47.6406,-122.317 +20150414,4,2.5,3010,9323,2,10,3010,0,1992,0,47.578,-122.053 +20140513,4,2.5,3490,7494,2,11,3490,0,2000,0,47.559,-122.127 +20150311,2,1,850,6213,1,6,750,100,1916,0,47.5282,-122.384 +20140514,4,2.5,2470,33305,2,9,2470,0,1993,0,47.6303,-121.99 +20140930,4,1.75,2020,6000,1,7,1620,400,1959,0,47.577,-122.302 +20141224,3,1.75,1340,9975,1,7,1340,0,1961,0,47.7012,-122.169 +20150409,4,1.75,1650,7088,1,8,1650,0,1973,0,47.5688,-122.087 +20150311,3,1.75,1260,12750,1,7,1260,0,1979,0,47.7289,-122.233 +20150501,4,2,2160,4800,2,7,1290,870,1929,0,47.4777,-122.212 +20141112,4,2.5,1790,4358,2,7,1790,0,1993,0,47.3994,-122.204 +20140519,4,3.25,5010,34460,2,12,5010,0,1988,0,47.5469,-122.127 +20140918,4,1.5,1910,5000,1.5,7,1610,300,1912,0,47.6597,-122.29 +20150210,3,1.75,1910,5753,1,8,1110,800,1941,0,47.6898,-122.327 +20150115,7,4.75,5370,10800,1.5,8,5370,0,1967,0,47.538,-122.223 +20150430,4,2.5,2470,5074,2,8,2470,0,2004,0,47.3457,-122.041 +20141209,3,2,1170,6750,1,7,800,370,1947,0,47.6752,-122.281 +20140521,3,2.5,4460,26027,2,12,4460,0,1992,0,47.6573,-122.173 +20140929,3,2,2360,6145,1,8,2360,0,2011,0,47.3564,-122.198 +20150406,5,3.25,5600,107157,2,10,3440,2160,1988,0,47.7341,-122.102 +20150421,4,2.25,2040,9565,1,8,1400,640,1959,0,47.7356,-122.335 +20150506,3,1,1470,7680,1,7,1220,250,1946,0,47.5276,-122.359 +20141016,2,1.75,1120,758,2,7,1120,0,2012,0,47.5325,-122.072 +20141104,4,2.5,3250,4500,2,8,3250,0,2008,0,47.4944,-122.15 +20150408,4,1,1010,7200,1.5,6,1010,0,1947,0,47.742,-122.325 +20140801,4,1.5,1100,11824,1,7,1100,0,1954,0,47.5704,-122.141 +20141010,2,1,910,9000,1,6,910,0,1983,0,47.4463,-121.771 +20150218,3,2.5,2200,4240,2,7,2200,0,2003,0,47.3715,-122.127 +20141006,4,2,1940,5000,1,7,980,960,1910,0,47.6719,-122.369 +20140804,4,2,1820,7626,1,7,990,830,1941,0,47.6878,-122.342 +20140520,4,1.75,1940,6909,1,7,970,970,1941,0,47.7108,-122.352 +20140917,3,1.5,1690,6010,1,7,1230,460,1946,0,47.6955,-122.291 +20140507,5,1.75,3000,6000,1,7,1500,1500,1958,0,47.492,-122.225 +20141113,3,2.25,1710,1193,2,9,1140,570,2014,0,47.6173,-122.31 +20140722,3,1.75,1300,7770,1,7,1300,0,1967,0,47.7347,-122.192 +20140811,3,2.5,2610,5845,2,8,2610,0,2005,0,47.4821,-122.142 +20150409,4,2.5,3510,13100,2,10,3510,0,1966,0,47.5306,-122.227 +20141002,4,2.5,2520,7731,2,9,2520,0,1994,0,47.7709,-122.297 +20150415,4,1,1140,6250,1.5,6,1140,0,1958,0,47.5433,-122.375 +20150410,3,2.5,2190,3600,2,9,2190,0,2003,0,47.5506,-121.993 +20150410,5,1.75,2330,6000,1.5,8,2080,250,1937,0,47.6461,-122.392 +20150213,4,3,2580,9601,2,7,2130,450,1992,0,47.3726,-122.433 +20140806,3,1,1370,8162,1.5,6,1370,0,1949,0,47.7263,-122.289 +20141209,4,2.25,2390,11250,2,9,2390,0,1988,0,47.3305,-122.371 +20141014,4,1,1340,5800,1.5,7,1340,0,1914,0,47.5658,-122.389 +20140929,4,5.5,6930,45100,1,11,4310,2620,1950,1991,47.5547,-122.144 +20141020,4,1.75,1510,5500,1.5,7,1510,0,1920,0,47.535,-122.359 +20150406,4,2.25,3040,10283,1,8,1430,1610,1984,0,47.6268,-122.038 +20140923,2,1,790,7275,1,6,790,0,1944,0,47.4771,-122.174 +20150406,4,2.5,3230,40319,2,10,3230,0,1987,0,47.4856,-122.069 +20150416,3,2,2500,30056,1,8,1840,660,1954,0,47.4468,-122.337 +20140521,4,2.5,2630,48706,2,8,2630,0,1986,0,47.775,-122.125 +20140909,3,1,1990,7173,1,7,1990,0,1972,0,47.7116,-122.213 +20150218,4,2.5,3350,6605,2,8,2670,680,1990,0,47.7498,-122.181 +20140716,5,3.25,4475,6642,2,9,4475,0,2014,0,47.6849,-122.018 +20150320,3,2,1750,9000,1.5,5,1750,0,1936,0,47.7489,-122.35 +20140611,2,1,860,3874,1,6,860,0,1931,0,47.4836,-122.204 +20140731,3,1.5,1480,10588,1,7,1480,0,1957,0,47.2872,-122.212 +20140618,3,3,3450,16200,2,10,3450,0,1983,0,47.6319,-122.041 +20140509,4,2.5,2600,11951,2,10,2600,0,1988,0,47.3053,-122.34 +20141023,4,1,1360,5814,1.5,6,1360,0,1900,0,47.6038,-122.314 +20140926,3,2,1310,7000,1,7,1310,0,1979,0,47.303,-122.383 +20150501,3,1.75,2390,9000,1,8,1500,890,1975,0,47.6809,-122.113 +20150408,3,1.75,1590,7535,1.5,6,1590,0,1909,0,47.3769,-122.234 +20150301,3,1.75,1640,3400,1,7,930,710,1926,0,47.6694,-122.3 +20140804,3,2.5,1920,3867,2,8,1920,0,2005,0,47.5538,-121.994 +20141020,4,2.75,2220,8450,1,7,1260,960,1983,0,47.4804,-122.157 +20150219,4,2.5,2440,11700,1,8,1480,960,1961,0,47.5606,-122.184 +20140508,2,1,720,5040,1,6,720,0,1955,0,47.5267,-122.36 +20150314,3,1,1020,8484,1,6,1020,0,1949,0,47.7719,-122.31 +20150513,2,1,800,9450,1,6,800,0,1958,0,47.4563,-122.184 +20141217,4,1.75,2230,9625,1,8,1180,1050,1955,0,47.508,-122.244 +20140625,2,2.5,1590,1845,2,9,1590,0,1997,0,47.6897,-122.175 +20140812,4,2.5,3140,94525,2,8,2280,860,1977,0,47.4155,-122.163 +20140920,3,2.5,2410,4656,2,7,2410,0,2009,0,47.5203,-121.874 +20150116,4,2.25,3240,11131,1,9,2080,1160,1953,0,47.6182,-122.215 +20150224,3,2.5,2080,12032,2,8,2080,0,1978,0,47.7455,-122.073 +20141223,4,0.75,1960,8277,1,7,1320,640,1923,1986,47.3648,-122.325 +20150105,5,2.75,2990,6768,2,9,2990,0,2014,0,47.5462,-122.182 +20150311,4,2,2530,10800,1,8,1350,1180,1954,0,47.5705,-122.225 +20140625,3,2.5,1860,3730,2,8,1860,0,2012,0,47.7442,-121.984 +20141214,2,1,1140,8340,1,7,1140,0,1948,0,47.7448,-122.3 +20150225,4,2.5,2410,4708,2,8,2410,0,2002,0,47.3229,-122.182 +20150107,3,2.5,2100,15120,1,8,2100,0,1953,0,47.6201,-122.222 +20141111,3,1.75,1430,11761,1,8,1430,0,1964,0,47.6686,-122.157 +20140520,4,3.5,3070,4684,2,10,2190,880,2009,0,47.5316,-122.076 +20140926,5,2.75,1940,5000,2,7,1940,0,1951,0,47.6704,-122.362 +20150504,2,2.5,1570,2399,2,7,1180,390,2009,0,47.5488,-122.364 +20150309,3,2.25,1480,97138,1.5,7,1480,0,1984,0,47.3317,-121.927 +20140919,2,1,2240,7200,1,7,1120,1120,1940,0,47.5631,-122.271 +20140903,3,1.5,1480,13457,1,7,1480,0,1959,0,47.5914,-122.136 +20140910,4,2.5,2660,35010,2,9,2660,0,1993,0,47.4816,-121.714 +20140603,4,2.5,1960,14242,1,8,1290,670,1958,0,47.4947,-122.369 +20150326,2,2,1300,2983,1,8,1300,0,2006,0,47.703,-122.015 +20140708,5,4,7320,217800,2,11,7320,0,1992,0,47.4473,-122.086 +20150503,2,1,1070,3000,1,7,870,200,1926,0,47.6828,-122.353 +20141219,3,2,2080,7020,1,7,1040,1040,1951,0,47.6768,-122.285 +20140922,2,1,700,5940,1,7,700,0,1948,0,47.7289,-122.337 +20141217,4,2.5,2230,8560,2,8,2230,0,2002,0,47.4877,-122.143 +20140609,3,2,1310,2550,1,7,780,530,1986,0,47.6911,-122.35 +20150428,4,2.5,2050,2772,2,8,2050,0,2013,0,47.5431,-122.011 +20141006,2,1.5,1870,12960,1.5,6,1350,520,1926,0,47.5234,-122.288 +20150501,1,1,660,2600,1,6,660,0,1919,0,47.5723,-122.304 +20140731,3,2.5,2010,9725,2,8,2010,0,1987,0,47.568,-122.018 +20140514,3,1.75,1400,3825,1.5,6,1100,300,1904,0,47.6793,-122.393 +20150218,3,2.5,2260,8120,2,8,2260,0,2004,0,47.2924,-122.357 +20150430,2,1,810,6827,1,6,810,0,1944,0,47.5495,-122.357 +20140619,3,2.5,1940,9000,1,7,970,970,1948,0,47.6933,-122.393 +20150304,3,2.25,2290,7350,2,8,2290,0,1988,0,47.429,-122.162 +20140611,3,2.5,2456,7566,2,8,2456,0,2012,0,47.297,-122.351 +20150130,6,3,2480,9720,2,8,2480,0,1972,0,47.6127,-122.145 +20150504,3,2.25,2470,5650,1,7,1550,920,1973,0,47.5072,-122.252 +20140605,5,2.5,2920,5568,2,8,2320,600,1906,0,47.6265,-122.312 +20150113,3,2.5,2150,4332,2,8,2150,0,2013,0,47.7373,-121.969 +20140922,3,2.25,1640,7200,2,8,1640,0,1985,0,47.5948,-122.153 +20140701,3,2.75,3890,7216,2,8,3260,630,1967,2010,47.5445,-122.266 +20140605,4,1.75,2000,6032,1,7,1300,700,1959,0,47.5132,-122.389 +20141029,4,3.25,2290,4785,2,9,2290,0,2007,0,47.3833,-122.037 +20150217,3,2.5,3120,12406,2,9,1940,1180,1983,0,47.5507,-122.141 +20150507,4,2.75,2460,8643,2,9,2460,0,2011,0,47.4828,-122.133 +20140711,2,1,890,6430,1,6,890,0,1935,1997,47.2003,-121.996 +20141201,4,3.5,3290,20107,2,10,2220,1070,1990,0,47.355,-122.319 +20141014,4,1.75,2660,3520,2,8,2080,580,1917,0,47.6743,-122.308 +20140609,3,2.25,1890,7200,1,7,1230,660,1973,0,47.7156,-122.317 +20140826,2,1,910,6000,1,6,910,0,1943,0,47.5253,-122.266 +20140513,4,2.5,3560,11119,1,10,2290,1270,1986,0,47.6456,-122.19 +20150107,3,2,1810,2159,1,7,1010,800,1922,0,47.6273,-122.345 +20140610,4,2.5,3020,8302,2,10,3020,0,1994,0,47.363,-122.127 +20140701,3,1.75,1400,9546,1,7,1400,0,1984,0,47.3179,-122.331 +20140515,3,1.75,1490,6930,1,7,1490,0,1990,0,47.3682,-122.179 +20140924,2,1.5,1660,4000,1,7,1000,660,1950,0,47.6832,-122.304 +20140729,4,3.5,3760,57063,2,9,2950,810,1998,0,47.6328,-121.964 +20141028,3,2.25,2370,10890,2,7,2370,0,1980,0,47.5827,-122.197 +20150411,3,1.75,1530,825,3,8,1530,0,2015,0,47.5929,-122.308 +20150406,4,1.75,2230,6838,1,7,1320,910,1985,0,47.5742,-122.118 +20140929,3,3.5,2100,2479,2,9,1450,650,2011,0,47.562,-122.292 +20140917,3,1,1250,8450,1,7,1250,0,1954,0,47.503,-122.364 +20141105,4,1.75,1560,9000,1,7,1560,0,1969,0,47.6707,-122.149 +20150413,3,2,1500,5200,1,7,1060,440,1977,0,47.3653,-122.09 +20150227,4,2,1440,10920,1,5,1440,0,1943,0,47.5049,-122.18 +20150223,4,2,1880,7500,1,6,980,900,1946,0,47.495,-122.266 +20140725,3,4.25,5150,7800,2.5,11,4170,980,1954,0,47.6288,-122.282 +20140701,3,1,1640,12855,1.5,6,1500,140,1920,0,47.6169,-122.212 +20141117,2,1,1630,7680,1,7,830,800,1947,0,47.7092,-122.291 +20140520,4,3,2800,9764,2,8,2800,0,2002,0,47.3543,-122.012 +20140725,2,1,1120,7500,1,7,1120,0,1971,0,47.619,-122.096 +20150309,3,1.5,1200,1848,2,8,1200,0,1966,0,47.4658,-122.191 +20140916,3,2.5,3020,50800,1,8,1510,1510,1968,0,47.5529,-122.026 +20141125,5,3.5,3420,4216,2,9,2520,900,2008,0,47.6799,-122.304 +20141104,4,1.75,2160,7417,1,7,1360,800,1983,0,47.5122,-122.181 +20150226,5,3,2230,6551,1,7,1330,900,2014,0,47.487,-122.32 +20140529,3,1.75,1950,52256,1,8,1950,0,1985,0,47.3133,-122.078 +20150421,3,1.5,1420,7480,1,7,1420,0,1963,0,47.4651,-122.184 +20150424,4,2.5,2680,4548,2,8,2680,0,2009,0,47.7073,-122.114 +20141211,3,1,1150,9048,1,7,1150,0,1922,0,47.6755,-122.177 +20150108,5,2.75,3380,8179,2,9,3380,0,2011,0,47.4827,-122.135 +20141113,4,2.25,2550,12918,2,9,2550,0,1987,0,47.5623,-122.109 +20140827,4,2.75,3640,231739,1.5,10,3640,0,1999,0,47.5078,-122.018 +20140723,4,2.75,3020,7203,2,9,3020,0,2014,0,47.6948,-122.178 +20140926,3,3,4610,8400,2,8,2790,1820,1947,1999,47.5854,-122.292 +20140621,3,2.5,2200,20000,1,7,1400,800,1952,0,47.5809,-122.191 +20140623,4,1.5,1720,6417,1,7,1720,0,1953,0,47.7268,-122.311 +20140715,3,2,1130,9879,2,6,1130,0,1996,0,47.635,-121.964 +20150403,3,1.5,1170,9848,1,7,1170,0,1963,0,47.7612,-122.234 +20140929,3,2.25,1690,7245,1,7,1160,530,1973,0,47.3505,-122.305 +20140506,4,2.5,3880,14550,2,10,3880,0,1987,0,47.6378,-122.04 +20140529,4,1.5,1390,7200,1,7,1140,250,1965,0,47.7224,-122.332 +20141219,3,1,1770,12458,1,7,1770,0,1957,0,47.7715,-122.27 +20150416,4,2.5,3710,15935,1,10,2130,1580,2005,0,47.3528,-122.267 +20140514,3,2.5,1690,1618,2,8,1150,540,2014,0,47.5518,-121.998 +20140527,3,1.75,1650,12940,1,7,1650,0,1961,0,47.7629,-122.268 +20140715,3,2.5,1930,7266,2,8,1930,0,2005,0,47.7191,-122.309 +20140805,4,2.25,2490,10720,1,7,1400,1090,1979,0,47.6137,-122.06 +20141209,5,3.5,3700,8504,2,8,2750,950,1950,2014,47.669,-122.275 +20150505,4,2.5,1770,8155,1.5,6,1770,0,1970,1993,47.719,-122.173 +20150416,4,2.5,2100,7208,2,8,2100,0,1974,0,47.4478,-122.128 +20140912,2,2,1090,1357,2,7,1090,0,1990,0,47.7526,-122.244 +20140627,4,2.75,2300,37533,1,8,1550,750,1979,0,47.3714,-122.431 +20150421,4,1.75,1900,8800,1,8,1140,760,1975,0,47.6579,-122.197 +20150410,4,3.25,4860,181319,2.5,9,4860,0,1993,0,47.6179,-122.005 +20141016,3,2.5,2490,18525,2,8,2490,0,1995,0,47.2119,-122.001 +20141001,3,1,1010,6000,1.5,7,1010,0,1919,1977,47.6438,-122.357 +20140707,3,1,1390,6000,1,5,1390,0,1954,0,47.4977,-122.175 +20150227,4,1.75,1760,6000,1,7,880,880,1946,0,47.6508,-122.373 +20141014,3,1,1010,14948,1,6,1010,0,1969,0,47.4772,-122.144 +20141120,3,1.5,1280,4031,2,6,1280,0,1985,0,47.3342,-122.215 +20150327,6,2.75,3280,16449,1,7,1910,1370,1963,0,47.5914,-122.134 +20140905,4,2.5,1850,9136,2,8,1850,0,1997,0,47.4943,-122.157 +20150423,4,2.5,2700,25870,2,8,2700,0,1992,0,47.6934,-122.161 +20140915,3,1.75,1980,9800,1,7,1980,0,1991,0,47.3745,-122.224 +20150209,3,1.5,1700,9579,1,7,1100,600,1962,0,47.3209,-122.338 +20150128,4,2,1450,8940,1,7,1450,0,1962,0,47.7304,-122.24 +20150306,3,2.5,2010,2261,2,8,1390,620,2014,0,47.5514,-121.998 +20140731,3,2,1810,12420,1,7,1810,0,1957,0,47.5888,-122.127 +20150123,3,2.5,1820,7242,1,7,1220,600,1959,0,47.4318,-122.292 +20150224,3,1,1390,6160,1,7,1390,0,1949,0,47.7289,-122.338 +20140722,4,1,3390,4500,1.5,8,2190,1200,1924,2014,47.5824,-122.293 +20140710,3,2.5,1490,8102,2,7,1490,0,1990,0,47.3712,-122.092 +20140605,3,1.75,2340,4206,1,7,1170,1170,1917,0,47.5759,-122.288 +20140808,3,2.5,1660,1458,3,9,1660,0,2014,0,47.5876,-122.309 +20150116,3,2.5,1820,16300,1,7,1220,600,1955,0,47.4582,-122.365 +20141205,4,3,2250,12142,2,8,2250,0,1986,0,47.4338,-122.16 +20150206,4,2.5,1560,7800,2,7,1560,0,1997,0,47.514,-122.316 +20150205,4,2.75,3250,5500,2,9,3250,0,2007,0,47.5398,-121.997 +20141215,3,1.75,1740,10000,1,7,1740,0,1976,2009,47.617,-122.058 +20140807,4,2.5,2520,3980,2,8,2520,0,2005,0,47.5401,-122.07 +20141215,4,2.25,1740,10875,1,8,1740,0,1967,0,47.5132,-122.157 +20140602,3,1.75,2770,39927,1,8,1580,1190,1978,0,47.4669,-122.003 +20150421,4,2.25,1860,3766,2,8,1860,0,1995,0,47.5699,-122.006 +20150508,3,2.5,2080,3920,2,8,2080,0,2010,0,47.5412,-122.286 +20140731,4,2.5,2250,11349,2,8,2250,0,1991,0,47.7111,-122.239 +20140811,3,2.25,1870,7200,1,7,1390,480,1975,0,47.734,-122.174 +20150113,3,1.75,1160,5850,1,6,1160,0,1918,0,47.5064,-122.356 +20140515,3,1,1230,10350,1,7,1230,0,1957,0,47.428,-122.199 +20150430,5,3.5,3450,19080,2,9,3450,0,2001,0,47.2123,-122.005 +20140629,4,2.75,2950,15540,1,8,2120,830,1974,0,47.3845,-122.152 +20140910,5,2,1910,5508,1,7,1020,890,1968,0,47.7074,-122.349 +20150423,5,3.5,4060,8309,2,9,2960,1100,2001,0,47.757,-122.228 +20141212,5,4.25,4420,13497,2,11,3510,910,2000,0,47.5262,-122.143 +20140930,3,2.25,2110,13300,2,8,2110,0,1985,0,47.3725,-122.06 +20150422,5,2.5,1690,2402,1.5,7,990,700,1930,0,47.6903,-122.38 +20150422,5,2.5,2500,11900,1,7,1400,1100,1963,0,47.5915,-122.132 +20140603,3,1.75,1620,4200,1,7,830,790,1945,0,47.6743,-122.285 +20150302,3,1,1260,7980,1,7,1260,0,1951,0,47.7013,-122.373 +20141201,2,1.75,1820,8409,1,6,910,910,1948,0,47.7538,-122.327 +20140715,2,1,1110,5413,1,6,890,220,1937,0,47.6925,-122.32 +20141209,4,3.25,4290,12103,1,11,2690,1600,1997,0,47.5503,-122.102 +20150220,3,2,1108,1128,3,7,1108,0,2009,0,47.6961,-122.318 +20141212,3,1.75,1840,7200,1,7,1220,620,1968,0,47.456,-122.209 +20150226,3,1.75,1780,5175,1,7,990,790,1927,0,47.5696,-122.386 +20150326,4,2.25,3410,57063,2,8,2410,1000,1978,0,47.505,-122.11 +20140701,3,2,1190,4072,1.5,6,1190,0,1907,0,47.5276,-122.274 +20150414,3,2.5,2280,2296,3,9,1890,390,2013,0,47.6256,-122.299 +20150310,4,2.5,2230,14694,1,7,1180,1050,1981,0,47.6305,-122.034 +20140702,2,1,1010,11919,1,6,1010,0,1947,0,47.7461,-122.322 +20140917,6,3.25,3560,107362,1.5,8,2760,800,1963,0,47.6356,-122.15 +20141212,4,3.5,3640,6049,2,9,3640,0,2014,0,47.7049,-122.125 +20150317,4,2.5,2660,3672,2,8,1800,860,1910,0,47.6609,-122.324 +20141222,4,2.25,2180,8000,1,9,1630,550,1975,0,47.317,-122.378 +20140825,4,2.5,2300,10880,1,7,1190,1110,1961,0,47.7341,-122.242 +20150317,3,1,1060,6000,1,8,1060,0,1954,0,47.5427,-122.275 +20141022,3,1.5,1240,9405,1,7,1240,0,1966,0,47.3727,-122.162 +20141209,4,2.75,1960,48787,1.5,9,1960,0,1983,0,47.7484,-122.111 +20141216,3,1.75,2080,9162,1,7,1370,710,1960,0,47.5846,-122.168 +20141208,4,2.25,2360,2500,2,8,1520,840,2001,0,47.6771,-122.358 +20150504,3,2.5,1810,3930,2,8,1810,0,2008,0,47.7169,-122.02 +20150402,2,2.5,2330,3000,2,8,2330,0,1915,1994,47.5953,-122.294 +20141217,3,1,1010,14510,1,7,1010,0,1974,0,47.3437,-122.078 +20140530,5,2.75,2220,4000,1,7,1230,990,1973,0,47.5754,-122.305 +20140819,3,1.75,2520,5043,1,8,1260,1260,1957,0,47.5339,-122.372 +20150128,5,1.75,1570,3000,2,7,1570,0,1908,0,47.6677,-122.316 +20140714,2,1,820,5700,1,5,820,0,1942,0,47.4915,-122.184 +20140612,3,1,1050,5664,1,7,910,140,1947,0,47.6897,-122.285 +20141219,3,1.75,2040,42693,1,10,2040,0,1980,0,47.6479,-122.12 +20140902,3,2.5,1520,2550,2,7,1520,0,2005,0,47.5245,-122.33 +20140811,4,2.5,2490,5647,2,8,2490,0,2014,0,47.7043,-122.114 +20140611,3,2.5,1420,2581,3,7,1420,0,2004,0,47.7027,-122.357 +20140917,3,1.5,1590,7080,1,8,1310,280,1952,0,47.5244,-122.386 +20140916,2,0.75,1040,4000,1,7,930,110,1909,0,47.6489,-122.372 +20140828,2,1,610,4000,1,6,610,0,1918,0,47.5469,-122.391 +20140625,3,2.5,1150,887,3,7,1150,0,2007,0,47.7072,-122.356 +20150501,4,2.25,2320,13114,2,8,2320,0,1967,0,47.5762,-122.239 +20140617,3,1.75,2960,12420,1,8,1480,1480,1952,0,47.5739,-122.406 +20140519,2,1,930,4743,1,5,930,0,1942,0,47.4966,-122.187 +20140706,3,1.75,1480,7700,1,8,1480,0,1975,0,47.7225,-122.202 +20140611,5,3,2510,4125,1.5,8,1590,920,1925,0,47.5968,-122.29 +20150224,4,2,1220,9100,1.5,7,1220,0,1970,0,47.2964,-122.376 +20150206,5,3.5,4150,13232,2,11,4150,0,2006,0,47.3417,-122.182 +20150504,4,2.5,2480,176418,1.5,8,2480,0,1927,0,47.1941,-122.038 +20150126,3,1,1300,12600,1,7,1300,0,1969,0,47.7422,-122.1 +20140702,5,1,1590,6700,1.5,6,1090,500,1942,0,47.5075,-122.35 +20140728,6,2.5,2800,10490,1,7,1400,1400,1968,0,47.7735,-122.378 +20150317,4,2.5,1847,8000,2,7,1847,0,2008,0,47.2874,-122.257 +20140729,4,2.5,3220,8256,2,8,2610,610,2006,0,47.495,-122.155 +20140811,3,2.25,1450,7562,2,7,1450,0,1994,0,47.5038,-122.189 +20141114,3,1.75,1340,13241,1,7,1340,0,1985,0,47.7268,-122.213 +20141210,3,1,1590,4600,1.5,7,1290,300,1926,0,47.6807,-122.399 +20141112,2,1.5,1160,8060,1,7,1160,0,1950,0,47.5146,-122.386 +20140826,4,2.5,2730,10753,2,9,2730,0,1991,0,47.5414,-122.133 +20150427,5,1.75,2840,12870,2,7,2840,0,1925,0,47.4961,-122.235 +20140708,3,2.75,3176,13391,2,9,2726,450,1985,0,47.3429,-122.33 +20140926,3,2.5,1700,6200,2,8,1700,0,1997,0,47.2621,-122.221 +20140924,3,1,1210,33919,1,7,1210,0,1954,0,47.4375,-122.184 +20140612,3,3,2340,2970,2,8,2160,180,1925,0,47.6868,-122.348 +20150406,3,1.75,1170,11960,1,7,1170,0,1969,0,47.3279,-122.136 +20140822,2,1,1010,7500,1,7,1010,0,1941,0,47.5283,-122.32 +20140616,3,2.25,1420,1282,3,8,1420,0,2006,0,47.6533,-122.346 +20140922,3,2.5,1880,5502,2,8,1880,0,1988,0,47.5737,-122.018 +20141106,4,4.25,5550,12968,2,11,5550,0,2005,0,47.5305,-122.135 +20150202,3,1.5,1200,7236,1,7,1200,0,1975,0,47.739,-122.194 +20140924,4,2,1720,6413,1,7,860,860,1950,0,47.5734,-122.395 +20150210,3,2.5,2320,9610,1,9,1730,590,1990,0,47.7394,-122.204 +20141121,3,2.5,2100,6021,2,7,2100,0,1992,0,47.2917,-122.375 +20150424,3,2,1230,3405,1,7,1230,0,2010,0,47.438,-122.179 +20140608,5,3,2870,4369,2,8,2090,780,2007,0,47.7449,-122.192 +20141013,3,1.75,1250,17493,1,7,1250,0,1972,0,47.7613,-122.274 +20140813,4,2.5,2450,7700,1,8,1250,1200,1958,0,47.5731,-122.212 +20150505,4,2.5,2110,5306,2,8,2110,0,2012,0,47.356,-122.057 +20141017,4,3.5,4010,9654,2,10,4010,0,2007,0,47.5891,-122.2 +20140626,5,2,2080,16117,1,7,1740,340,1959,0,47.3424,-122.289 +20140613,4,2.5,2220,5338,2,7,2220,0,2001,0,47.4887,-122.15 +20140827,3,1,1140,8144,1,7,1140,0,1956,0,47.7464,-122.317 +20150319,4,2.5,3750,218506,2,10,3750,0,1991,0,47.3045,-122.103 +20150428,3,2.75,2260,4000,2,8,1540,720,1956,0,47.6435,-122.353 +20140902,2,1,840,5400,1,7,840,0,1948,0,47.5489,-122.271 +20141202,3,1.75,1740,29597,1,7,1740,0,1965,0,47.481,-122.115 +20150415,4,2.75,2720,4000,1.5,8,1840,880,1928,0,47.6797,-122.359 +20140716,2,1,930,7740,1,5,930,0,1932,0,47.4611,-122.324 +20140710,6,2.75,2980,5000,1.5,7,2480,500,1916,0,47.6684,-122.331 +20150309,4,1.75,1960,8400,1,8,1960,0,1967,0,47.3111,-122.379 +20140805,4,1.75,2160,39430,1,8,1660,500,1974,0,47.6378,-122.185 +20150219,3,2.25,2400,12350,1,8,1420,980,1968,0,47.6533,-122.192 +20140820,4,1.75,1250,8840,1,7,910,340,1979,0,47.4138,-122.317 +20141210,3,2,1770,14400,1,8,1770,0,1959,0,47.415,-122.337 +20150309,4,2.25,2730,7506,2,8,2730,0,1987,0,47.4627,-122.152 +20140821,3,1,1660,6992,1,7,1260,400,1952,0,47.7576,-122.318 +20150324,3,2.75,3450,5350,1.5,9,2590,860,1925,0,47.6389,-122.407 +20140926,4,2.5,2070,6175,2,8,2070,0,1993,0,47.3262,-122.174 +20150326,3,1,1290,12415,1.5,6,1290,0,1908,0,47.3719,-122.461 +20150420,3,2,1490,9000,1,8,1490,0,1977,0,47.5455,-122.184 +20150213,2,2.5,1410,1281,2,8,1090,320,2008,0,47.5659,-122.37 +20140905,4,2.5,3420,183387,2,10,3420,0,2000,0,47.633,-121.972 +20140805,3,2,1710,7920,1,8,1260,450,1968,0,47.3473,-122.305 +20141114,4,2,2200,3060,1,7,1100,1100,1908,2000,47.565,-122.284 +20150422,2,1,760,6000,1,6,760,0,1942,0,47.646,-122.384 +20150204,6,3.25,4440,17424,1,9,2220,2220,1959,0,47.5791,-122.23 +20150403,3,1,1500,10730,1,7,1000,500,1977,0,47.6385,-121.966 +20140909,3,2,1700,6498,1,7,1700,0,1986,0,47.3781,-122.044 +20140829,3,1.75,1560,7500,1,8,1560,0,1966,0,47.489,-122.18 +20140912,3,3,2640,5978,2,9,2640,0,2012,0,47.4759,-121.735 +20140902,4,3.5,3150,6175,2,9,3150,0,2001,0,47.5966,-122.017 +20141015,4,1.75,1920,7986,1,7,960,960,1952,0,47.7209,-122.318 +20140728,4,3.5,5860,7200,2,10,3690,2170,1907,0,47.6287,-122.287 +20150506,3,1.75,1890,5000,1,7,1890,0,2003,0,47.3357,-122.175 +20150417,4,4,4360,8175,2.5,10,3940,420,2007,0,47.5724,-122.104 +20141222,3,1,980,7606,1,7,980,0,1954,0,47.4356,-122.29 +20141120,3,2.75,2770,3809,1.5,7,1770,1000,1925,0,47.5747,-122.304 +20140623,2,1.5,940,1768,2,7,940,0,2009,0,47.5925,-122.295 +20150312,3,2.25,1760,10350,1,7,1330,430,1979,0,47.6605,-122.188 +20150223,4,3.5,3840,4000,2,8,2640,1200,2001,0,47.6642,-122.291 +20140925,3,2.5,3570,35271,2,9,3570,0,1997,0,47.4782,-122.035 +20140812,4,2.25,2050,8372,2,8,2050,0,1984,0,47.7234,-122.107 +20150206,3,1.75,1270,4815,1.5,6,980,290,1922,0,47.5495,-122.31 +20140922,3,2.25,1900,3800,2,7,1900,0,2006,0,47.4866,-122.16 +20140926,3,1,1060,7350,1,7,1060,0,1959,0,47.3809,-122.287 +20140709,4,2.5,3020,7465,2,9,3020,0,2004,0,47.5982,-121.98 +20141204,4,2,2070,10800,2,7,2070,0,1982,0,47.7264,-122.237 +20140611,3,2.5,2880,13500,1,8,1520,1360,1950,0,47.6281,-122.216 +20150303,5,2.25,2730,6000,1.5,8,2130,600,1927,0,47.6571,-122.281 +20150224,2,1,1170,4750,1,6,1170,0,1903,0,47.6729,-122.378 +20141222,3,2.5,1660,1344,3,8,1660,0,2008,0,47.644,-122.327 +20150417,2,2.5,2320,9311,1,8,2320,0,2007,0,47.7226,-122.03 +20150504,3,2.5,2090,3821,2,7,2090,0,2008,0,47.3655,-122.017 +20140620,3,2.25,2060,9552,1,9,1610,450,1975,0,47.5402,-122.231 +20150310,3,1.75,1440,16819,1.5,6,1440,0,1925,0,47.3318,-122.373 +20141014,3,3,1740,3700,1,7,1740,0,1982,0,47.6102,-122.309 +20141206,2,1,1140,3834,1.5,6,1140,0,1911,0,47.5642,-122.378 +20141119,3,2.5,1650,6675,1,8,1290,360,1990,0,47.2899,-122.372 +20141020,3,2.25,1610,11920,1,7,1110,500,1968,0,47.3683,-122.279 +20150326,3,2.5,2660,1967,3,9,1870,790,2007,0,47.6264,-122.363 +20141002,3,2.5,3370,14402,2,9,3370,0,2004,0,47.5008,-121.776 +20150223,3,3,2290,1407,2.5,8,1890,400,2014,0,47.5446,-122.017 +20140811,3,1.75,1440,4000,1,7,1050,390,1979,0,47.5329,-122.354 +20140606,4,2.75,2880,5750,1.5,9,1710,1170,1928,0,47.5874,-122.387 +20140818,3,2.25,1650,7313,1,7,1220,430,1975,0,47.7375,-122.194 +20140729,3,1,902,10464,1,7,902,0,1965,0,47.363,-122.308 +20150305,4,2.5,2669,5385,2,9,2669,0,2014,0,47.3262,-122.165 +20140714,3,2.5,1520,8720,1,7,1080,440,1981,0,47.4267,-122.157 +20140820,3,1.75,1650,10250,1,8,1650,0,1963,0,47.6118,-122.169 +20140617,4,2.5,1800,8100,2,7,1800,0,1998,0,47.3611,-122.047 +20141215,4,2.75,2400,3844,1,7,1200,1200,1974,0,47.7027,-122.347 +20141031,4,2.5,2020,32710,1,7,1070,950,1941,0,47.4969,-122.33 +20140728,3,1,1530,2370,2,8,1530,0,1901,0,47.6108,-122.303 +20141006,2,1,1150,15000,1,6,1060,90,1930,2013,47.4935,-122.316 +20140717,3,2.5,1910,3427,2,8,1910,0,2001,0,47.6324,-122.11 +20150420,4,1,980,3000,1.5,7,980,0,1914,0,47.5892,-122.312 +20140708,3,2.5,3480,7800,1,7,1750,1730,1941,1998,47.7047,-122.378 +20140721,3,2,1450,11204,1,7,1450,0,2003,0,47.2639,-122.252 +20140825,2,1.5,1170,1079,3,7,1170,0,2003,0,47.6607,-122.333 +20150505,4,3.25,3960,16224,2,12,3100,860,1938,0,47.6701,-122.259 +20150505,3,1,1270,16800,1,7,1270,0,1957,0,47.4599,-122.276 +20150302,3,2.25,1620,6000,1,7,1280,340,1998,0,47.2835,-122.2 +20141204,4,1.5,1810,3400,2,8,1810,0,1926,0,47.6264,-122.302 +20141107,4,3.5,4270,12305,2,10,4270,0,1994,0,47.5489,-122.118 +20141124,3,2,2080,12094,2,8,2080,0,1982,0,47.7035,-122.164 +20140611,4,2.5,2090,9702,1,7,1320,770,1965,0,47.7467,-122.339 +20140902,3,1,1120,7500,1,7,1120,0,1965,0,47.5112,-122.359 +20150211,6,3,2620,4350,1,7,1760,860,1957,0,47.678,-122.373 +20140623,4,1.75,2120,7420,1,7,1060,1060,1956,0,47.6019,-122.13 +20140611,5,2,1910,7200,1,6,1110,800,1951,0,47.4975,-122.261 +20140521,3,1.5,1780,23819,1,7,1780,0,1953,0,47.4912,-122.312 +20140819,3,2.25,1740,11040,2,8,1740,0,1980,0,47.7376,-122.242 +20140718,4,2.25,1930,3500,1.5,8,1540,390,1916,0,47.6167,-122.29 +20140822,2,1,1250,5650,2,7,1250,0,1943,0,47.5495,-122.377 +20150402,3,1.5,1440,12040,1,7,1440,0,1959,0,47.3715,-122.16 +20140513,6,3,2890,2370,2.5,7,2290,600,1906,0,47.6227,-122.323 +20140908,3,1,1010,6300,1,7,1010,0,1957,0,47.7304,-122.352 +20141219,3,2.5,1670,7740,1,7,1130,540,1974,0,47.5222,-122.37 +20150320,2,1,720,4125,1,6,720,0,1943,0,47.5245,-122.354 +20140508,4,2.5,2020,6236,2,7,2020,0,2002,0,47.2796,-122.247 +20150302,3,1,1420,8160,1,7,970,450,1947,0,47.7164,-122.306 +20140618,2,1,790,11234,1,6,790,0,1942,0,47.4413,-122.349 +20150312,4,1,1660,6075,1.5,7,1660,0,1915,0,47.6755,-122.403 +20140505,2,2.5,2220,4000,2,9,2220,0,2000,0,47.6364,-122.28 +20150122,4,1,1300,8400,1.5,7,1300,0,1953,0,47.7612,-122.332 +20150414,3,1.75,2070,96703,1,7,2070,0,1999,0,47.2853,-122.008 +20141017,2,1,1100,3500,1,7,1100,0,1908,0,47.6741,-122.323 +20150202,4,1.75,2220,7230,1,8,1280,940,1950,0,47.7065,-122.279 +20150324,3,1,1120,10032,1,7,1120,0,1962,0,47.7182,-122.194 +20150513,5,3,3830,8480,2,9,2630,1200,1905,1994,47.6166,-122.287 +20140903,3,1.75,1360,10742,1,7,960,400,1971,0,47.4351,-122.173 +20140512,4,2.5,3110,6142,2,9,3110,0,2004,0,47.701,-122.111 +20140914,4,1.75,1900,7313,1,7,1900,0,1973,0,47.7311,-122.232 +20140522,5,2.5,2760,6000,2,8,2760,0,2006,0,47.5289,-122.321 +20140623,4,1.5,1150,9360,1.5,6,1150,0,1970,0,47.7197,-122.173 +20150220,4,3.5,3290,5559,1.5,8,2290,1000,1906,2004,47.6788,-122.346 +20150122,4,1.75,2050,8913,1,7,1330,720,1968,0,47.6735,-122.151 +20140806,3,1,1280,5100,1,7,1280,0,1948,0,47.5259,-122.38 +20141119,2,1,680,8640,1,5,680,0,1951,0,47.4559,-122.289 +20140828,3,1.5,910,5120,1,6,910,0,1973,0,47.5238,-122.356 +20141202,4,1.75,2280,3680,1.5,7,1470,810,1926,0,47.6754,-122.3 +20140904,3,2,1520,5040,2,7,1520,0,1977,2006,47.777,-122.362 +20140616,3,1.75,1890,32340,1.5,8,1890,0,1976,0,47.4137,-122.439 +20140512,3,2.5,2920,34527,1,9,1800,1120,1954,1983,47.5799,-122.4 +20140814,4,2.5,1990,3980,2,7,1990,0,2002,0,47.4445,-122.17 +20140924,3,1.5,2390,32109,1,7,2390,0,1975,2007,47.3028,-122.102 +20140910,2,1,840,7870,1,6,840,0,1949,0,47.7389,-122.326 +20140807,3,1,1700,7700,1,7,1120,580,1960,0,47.5114,-122.318 +20140508,4,1.75,2000,6120,1,7,1100,900,1965,0,47.5035,-122.258 +20141215,3,2,1150,6000,1,7,1150,0,1956,0,47.498,-122.263 +20140918,3,1.75,2020,10031,1,7,1370,650,1952,0,47.7487,-122.319 +20141215,2,1,1200,8750,1,6,1200,0,1948,0,47.7548,-122.327 +20150311,5,2.75,2980,9838,1,7,1710,1270,1968,0,47.3807,-122.222 +20141010,3,1.75,2600,15064,1,8,1700,900,1967,0,47.64,-122.204 +20140716,3,2.25,1550,1469,3,8,1550,0,2004,0,47.6911,-122.341 +20140617,4,3.5,4170,9748,2,11,4170,0,2004,0,47.528,-122.132 +20141117,4,1.75,1920,6000,1,7,960,960,1954,0,47.7137,-122.315 +20140627,3,3,2630,4896,2,9,2630,0,2006,0,47.6932,-122.133 +20150417,3,1.75,1410,1988,2,8,1410,0,2014,0,47.5171,-122.347 +20141023,2,1,850,2700,1,6,850,0,1924,0,47.6684,-122.316 +20150420,3,1.5,2390,23522,1,7,1890,500,1938,1968,47.4754,-122.09 +20150403,3,1,1740,4400,1.5,7,1740,0,1924,0,47.6059,-122.3 +20141209,5,3,2140,5937,1,7,1280,860,1978,0,47.5459,-122.27 +20140730,5,3.5,7350,12231,2,11,4750,2600,2001,0,47.5373,-121.865 +20140522,4,2.25,1720,8300,1,8,1720,0,1973,0,47.3192,-122.385 +20150411,3,2.25,2680,98445,1,8,2680,0,1962,0,47.5015,-122.108 +20141209,4,2.5,2980,8770,2,10,2980,0,1990,0,47.5814,-122.029 +20150413,4,2.5,2450,6941,2,7,2450,0,2006,0,47.4006,-122.162 +20140610,3,1.5,1290,1286,3,7,1290,0,2000,0,47.6617,-122.349 +20140918,3,2.5,1980,17342,2,10,1580,400,1984,0,47.4551,-122.373 +20150402,2,1.5,1230,1516,3,8,1230,0,2000,0,47.7265,-122.314 +20150416,4,2.25,3490,8400,1.5,8,3490,0,1976,0,47.4513,-122.128 +20140625,5,3.25,4500,9648,2,8,3000,1500,1968,0,47.7262,-122.282 +20150505,3,2,1540,6000,1,6,1540,0,1953,0,47.7372,-122.307 +20150430,3,2.5,3590,8400,1,9,2950,640,1958,2007,47.595,-122.173 +20141030,2,1,2180,9300,1,7,1090,1090,1947,0,47.7032,-122.371 +20150127,4,3.5,2540,5808,2,8,1820,720,1910,1986,47.6857,-122.376 +20140911,4,2.5,3380,27589,2,10,3380,0,1966,0,47.6292,-122.225 +20140908,3,1.75,2580,40392,1,9,1390,1190,1986,0,47.7637,-122.134 +20140701,2,1,820,4320,1,5,820,0,1937,0,47.514,-122.359 +20150213,4,4,3970,7314,2,9,3970,0,2014,0,47.6173,-122.056 +20141116,4,2.5,2500,5264,2,7,2500,0,2003,0,47.3853,-122.028 +20150424,5,2.5,3050,13212,1,8,1590,1460,1975,0,47.5596,-122.142 +20140529,4,3.25,4430,21000,2,10,4430,0,1952,2007,47.6398,-122.237 +20150428,4,2.75,1300,9638,1,7,1300,0,1983,0,47.3683,-122.109 +20150202,6,3,2790,4550,2.5,8,2790,0,1907,0,47.627,-122.361 +20140725,4,2.5,3910,22710,1.5,8,3910,0,1908,2003,47.6295,-122.217 +20140826,4,2.5,3490,9030,1.5,8,3490,0,1969,0,47.3198,-122.386 +20140926,4,2.5,2630,6247,2,8,2630,0,1992,0,47.5662,-122 +20141121,5,2.5,2000,3600,1,6,1150,850,1987,0,47.5971,-122.295 +20140623,3,2,1820,5000,1.5,8,1720,100,1941,0,47.5845,-122.395 +20141028,3,1.75,1730,7200,1.5,6,1730,0,1944,0,47.3774,-122.236 +20140520,3,2,2020,8118,1,7,1020,1000,1963,0,47.5866,-122.118 +20141008,3,1.75,2140,13286,1,8,1220,920,1964,0,47.5722,-122.128 +20141001,4,2.5,3340,34238,1,8,2060,1280,1977,0,47.7654,-122.076 +20141016,2,1.75,910,2693,1,6,910,0,2003,0,47.3493,-122.025 +20150402,5,2.25,2640,14959,1,7,1770,870,1929,0,47.6191,-122.234 +20141022,3,1,940,7200,1,7,940,0,1954,0,47.2979,-122.223 +20150128,4,4.5,3420,7440,3,9,3420,0,2014,0,47.6875,-122.33 +20150316,4,2.5,2200,5893,2,7,2200,0,2008,0,47.3333,-122.055 +20140606,3,2.5,2400,6975,2,9,2400,0,1993,0,47.534,-122.179 +20150325,3,2.25,1670,6414,1,8,1670,0,1961,0,47.6921,-122.386 +20141125,4,2.5,2000,4700,1.5,7,1220,780,1944,0,47.6902,-122.368 +20150219,1,0.75,470,15000,1,4,470,0,1947,0,47.6554,-121.908 +20140924,4,2.5,2090,7241,1,7,1140,950,2001,0,47.726,-122.221 +20140813,3,2.5,1900,3366,2,9,1900,0,1996,0,47.6679,-122.184 +20140630,4,3.25,3530,8589,2,10,3530,0,2007,0,47.6975,-122.195 +20140924,3,1.75,1790,5120,1,6,940,850,1949,0,47.5277,-122.355 +20141020,3,2.5,2250,8076,2,8,2250,0,1995,0,47.3667,-122.041 +20140626,4,2.5,1940,10200,1,8,1140,800,1977,0,47.4157,-122.161 +20150408,4,2.5,1970,5190,2,7,1970,0,2002,0,47.515,-122.164 +20150310,3,1.75,2030,10089,1,8,1330,700,1976,0,47.5217,-122.05 +20140808,3,2.5,1350,886,3,8,1270,80,2006,0,47.5491,-122.387 +20140826,3,1,1790,11884,1,7,1790,0,1951,0,47.3887,-122.22 +20140812,3,1,1100,8138,1,7,1100,0,1949,0,47.7393,-122.325 +20150420,4,2,2220,8229,1.5,7,2220,0,1958,0,47.3722,-122.22 +20140707,3,2.5,1720,3012,2,9,1720,0,2011,0,47.7312,-122.334 +20140917,5,2.5,3040,9570,1,8,1640,1400,1966,0,47.5651,-122.164 +20141205,3,1.75,2020,8531,1,7,2020,0,1965,0,47.7691,-122.199 +20140919,4,2.75,3080,6731,2,9,3080,0,2003,0,47.4522,-122.118 +20140708,4,2.25,1900,7200,1,8,1370,530,1977,0,47.5033,-122.372 +20140707,2,1,1500,6685,1,7,1190,310,1926,0,47.7186,-122.354 +20140710,3,1.75,3140,8571,1,8,1670,1470,1985,0,47.3074,-122.337 +20140626,3,3.5,1590,1102,3,8,1590,0,2010,0,47.6824,-122.347 +20140616,3,2.25,1200,1400,3,8,1200,0,2005,0,47.7046,-122.357 +20140901,3,2.25,2580,11060,1,8,2580,0,1964,0,47.6113,-122.164 +20150317,5,3.5,4495,10079,2,9,3580,915,2013,0,47.7339,-122.209 +20150202,3,1,1510,8800,1,7,1010,500,1963,0,47.329,-122.33 +20140528,4,2.5,2360,4367,2,8,2360,0,2003,0,47.7731,-122.167 +20150202,3,1.25,1510,13737,1,6,810,700,1961,0,47.7289,-122.283 +20150410,3,2.5,2240,7500,2,8,2240,0,1985,0,47.265,-122.22 +20141110,2,1.75,1020,10346,1,6,1020,0,1983,0,47.1958,-122.002 +20140924,3,1.75,1650,8400,1,8,1470,180,1959,0,47.5766,-122.236 +20140619,4,2.5,2400,7693,2,8,2400,0,2003,0,47.4881,-122.142 +20140701,2,1,900,13531,1,6,900,0,1979,0,47.2616,-122.251 +20140709,6,3.75,4000,6015,2,10,3080,920,2004,0,47.453,-122.118 +20150413,4,1.5,1130,5200,1,6,1130,0,1968,0,47.3616,-122.089 +20140606,3,2.5,2030,2805,2,8,1720,310,2001,0,47.5305,-122.047 +20141002,4,1.75,1680,15084,1,7,840,840,1979,0,47.6895,-121.912 +20140821,4,2.5,1860,6325,2,7,1860,0,1991,0,47.3492,-122.03 +20150217,5,2.5,2840,9425,1,7,1590,1250,1962,0,47.7609,-122.297 +20140529,2,1,1260,5000,1,7,1040,220,1951,0,47.6782,-122.397 +20140519,4,3.5,3410,10769,2,10,3410,0,2008,0,47.6081,-122.198 +20140915,4,2.25,1740,9613,2,8,1740,0,1989,0,47.463,-122.125 +20140625,3,1,1050,8498,1,7,1050,0,1958,0,47.4038,-122.203 +20141113,3,2,1270,7198,1.5,7,1270,0,1916,2013,47.2086,-121.996 +20140811,3,2.25,2350,6000,1,7,1020,1330,1948,0,47.6809,-122.305 +20140723,3,2.5,3450,8000,3,8,2970,480,1927,1975,47.5605,-122.402 +20150120,2,2.5,980,1010,3,8,980,0,2008,0,47.6844,-122.387 +20140815,3,1.75,1700,5750,1.5,7,1450,250,1925,0,47.5643,-122.38 +20150427,3,1,2320,6750,1,7,1160,1160,1960,0,47.5327,-122.276 +20140819,3,1.75,1310,9761,1,7,1310,0,1967,0,47.721,-122.228 +20141216,3,2,2290,9450,1,9,1670,620,1979,0,47.5692,-122.1 +20150217,4,1.5,1820,17918,1,8,1190,630,1962,0,47.521,-122.179 +20140602,5,3.25,3160,13238,2,8,3160,0,1972,0,47.5373,-122.224 +20140908,1,1,720,5196,1,7,720,0,1911,0,47.6928,-122.337 +20140603,4,2.5,2870,12648,2,9,2870,0,1986,0,47.5632,-122.017 +20140912,3,1.75,1920,43560,1,7,1340,580,1962,0,47.6052,-122.044 +20140829,4,1.75,1630,8000,1,7,1630,0,1959,0,47.3948,-122.201 +20150408,3,1.75,1580,19998,1,7,1580,0,1968,0,47.3299,-122.046 +20140616,3,1,1100,8536,1,7,1100,0,1957,0,47.5162,-122.261 +20141209,4,2.25,2840,20242,1,8,2240,600,1972,0,47.639,-122.216 +20140826,4,2.5,2470,5954,2,8,2470,0,2013,0,47.7685,-122.236 +20140821,4,3,2120,5520,1.5,8,1420,700,1985,0,47.7085,-122.286 +20150325,3,1,990,8528,1,6,990,0,1966,0,47.3066,-122.371 +20141009,3,2.25,1270,2790,1,7,990,280,1970,0,47.6581,-122.396 +20140616,3,1.5,2040,6000,1,7,1340,700,1957,0,47.5218,-122.286 +20140801,3,2.5,1940,7415,2,8,1940,0,1965,0,47.542,-122.176 +20141031,4,2,1460,7254,1,6,1460,0,1959,0,47.5056,-122.254 +20140808,2,1,700,5200,1,5,700,0,1952,0,47.4924,-122.174 +20140728,3,1,1460,10914,1,7,1460,0,1959,0,47.4511,-122.173 +20140807,2,1,790,14200,1,7,790,0,1951,0,47.459,-122.285 +20150115,3,1.5,1660,3190,1.5,7,1660,0,1919,0,47.6368,-122.351 +20140620,5,2.75,3260,11700,1,8,1630,1630,1964,0,47.6169,-122.104 +20141118,4,1.75,1940,13370,1,8,1940,0,1974,0,47.3215,-122.369 +20141006,3,1.5,1460,8505,1,7,1460,0,1955,0,47.4402,-122.195 +20141023,4,2.5,3690,13609,2,10,3690,0,1996,0,47.5872,-121.972 +20140522,2,1,1060,1600,2,7,1060,0,1979,0,47.5888,-122.294 +20140902,2,1,930,3750,1,7,930,0,1909,0,47.6733,-122.296 +20150429,3,2.25,2610,3357,2,7,1980,630,1926,0,47.638,-122.306 +20141210,3,1.75,1720,9342,1,7,1140,580,1981,0,47.3177,-122.182 +20140522,4,2.5,2600,17388,2,9,2600,0,1996,0,47.5283,-122.146 +20150504,2,1,710,1164794,1,5,710,0,1915,0,47.6888,-121.909 +20150323,2,1,1060,6120,1,7,1060,0,1908,0,47.6739,-122.329 +20150421,2,1.5,1090,847,3,8,1090,0,2009,0,47.7235,-122.352 +20140813,2,1,880,4000,1,6,880,0,1916,0,47.5331,-122.352 +20141112,4,2.25,3010,9800,2,9,3010,0,1973,0,47.5336,-122.223 +20140525,3,3,2980,28000,1,10,1820,1160,1981,0,47.7318,-122.139 +20140604,6,2.75,2630,16411,1,8,1650,980,1974,0,47.6309,-122.093 +20140922,3,1.75,1490,3800,1,6,700,790,1913,0,47.5554,-122.27 +20140924,2,2,1300,3865,1,8,1300,0,2006,0,47.7193,-122.024 +20140710,2,2.5,1500,3608,2,8,1500,0,2005,0,47.5472,-121.994 +20140530,4,3,2840,4120,1.5,8,2060,780,1931,0,47.5683,-122.283 +20141016,5,2.5,1660,4000,1.5,8,1660,0,1929,0,47.6452,-122.352 +20141020,4,1.75,1700,40973,1,8,1700,0,1961,0,47.3439,-122.198 +20141009,5,3,2020,5917,1,7,1220,800,1993,0,47.5482,-122.294 +20140512,4,1.75,2120,4650,1,7,1190,930,1951,0,47.6964,-122.4 +20150413,4,1.75,1680,19405,1,7,1560,120,1959,0,47.4552,-122.202 +20141015,4,2.5,2770,7800,2,10,2770,0,1999,0,47.684,-122.205 +20141202,3,1,1520,8450,1,6,1120,400,1961,0,47.328,-122.337 +20140616,3,1.75,1150,9600,1,7,1150,0,1979,0,47.4434,-121.774 +20140523,4,1,1450,8960,1,6,1450,0,1943,0,47.4972,-122.348 +20141223,3,1.5,1200,8404,1,7,1200,0,1964,0,47.4482,-122.269 +20150120,2,1,780,6380,1,6,780,0,1947,0,47.5423,-122.351 +20140801,3,2.5,3420,79279,2,11,3420,0,1990,0,47.7225,-122.126 +20141211,3,2.5,2160,1250,3,8,1830,330,2010,0,47.6515,-122.375 +20150501,2,1.75,1350,4023,1,7,1350,0,2005,0,47.3493,-122.023 +20150420,3,1.75,1370,1921,3,8,1370,0,2007,0,47.6595,-122.351 +20141204,4,3.25,4010,13797,2,11,4010,0,2003,0,47.5229,-122.152 +20150316,3,2.25,1800,15903,1,8,1340,460,1986,0,47.3813,-122.043 +20140909,7,4,3150,7800,2,8,3150,0,2013,0,47.5259,-122.279 +20150313,3,1,1350,165092,1,6,1350,0,1925,0,47.2217,-122.063 +20150224,3,1.5,1430,5200,1,7,1250,180,1940,0,47.6988,-122.387 +20150402,3,1.5,1180,1231,3,7,1180,0,2008,0,47.6845,-122.315 +20141104,4,2.5,3370,5000,2,9,3370,0,2006,0,47.541,-121.998 +20140605,3,2.5,1480,14250,2,7,1480,0,1996,0,47.6595,-122.186 +20150504,3,2.5,2780,275033,1,10,2780,0,2006,0,47.4496,-121.766 +20150408,3,3,2230,12968,2,9,2230,0,1990,0,47.6271,-122.197 +20150306,4,2.5,2950,43560,1,9,2550,400,1951,0,47.5988,-122.207 +20150316,3,1.5,2220,4830,2,9,1790,430,1928,2010,47.5825,-122.4 +20140827,4,2.25,2390,40510,1,8,2390,0,1969,0,47.7566,-122.113 +20140730,3,1,1370,6001,1,7,1230,140,1944,0,47.5646,-122.317 +20150113,3,1.5,1240,9196,1,8,1240,0,1968,0,47.7562,-122.094 +20140624,4,3,3580,35261,1.5,10,3580,0,1985,0,47.7577,-122.134 +20141215,3,1.75,1520,5618,1,7,1170,350,1953,0,47.68,-122.284 +20150303,3,2.25,1490,4539,2,7,1490,0,2009,0,47.7607,-122.233 +20140506,6,3,3470,117612,1.5,7,3470,0,1924,0,47.7663,-122.234 +20140602,3,2.5,2240,6396,2,7,2240,0,2002,0,47.5356,-121.881 +20140925,3,2.5,1520,3003,2,7,1520,0,2009,0,47.4876,-122.153 +20150109,3,2.5,2260,5100,2,8,2260,0,2007,0,47.7341,-121.968 +20150423,3,2,1550,4000,1,7,940,610,1955,0,47.6379,-122.387 +20150406,4,1.5,1790,4080,1.5,7,1790,0,1928,0,47.5749,-122.291 +20150218,3,2.5,2000,22000,2,8,2000,0,1979,0,47.59,-122.081 +20150505,2,1.5,1190,1361,2,8,1190,0,2007,0,47.6161,-122.302 +20141028,3,1,1250,7320,1,7,1250,0,1968,0,47.5074,-122.163 +20140825,3,2.25,1570,7475,1,7,1200,370,1983,0,47.7223,-122.174 +20141212,4,3.25,1790,2460,2,7,1100,690,2000,0,47.534,-122.346 +20141010,2,1.75,1320,3420,1,7,1080,240,1955,0,47.6639,-122.399 +20150512,2,1.5,1090,4013,1.5,7,1090,0,1900,0,47.6652,-122.338 +20141121,3,1,1000,6947,1,7,1000,0,1947,0,47.7142,-122.319 +20141106,4,2,2280,39848,2,8,2280,0,1991,0,47.5003,-122.465 +20140630,2,1,970,5750,1,6,970,0,1932,0,47.5518,-122.37 +20150504,2,1,820,5100,1,6,820,0,1953,0,47.5156,-122.262 +20140507,3,2.5,2680,327135,2,8,2680,0,1995,0,47.3783,-122.003 +20140711,2,1,1470,81021,1,6,1470,0,1949,0,47.4771,-122.03 +20140925,3,1.5,1200,8560,1,7,1200,0,1975,0,47.7392,-122.194 +20140708,3,2,1860,217800,2,8,1860,0,1998,0,47.5157,-122.107 +20140909,3,1.75,1140,8558,1,7,1140,0,1982,0,47.7027,-122.198 +20141203,2,1,1140,15624,1,6,1140,0,1909,0,47.7673,-122.367 +20141017,4,2.5,3140,22100,1,8,1820,1320,1960,0,47.319,-122.362 +20140909,4,2,1590,5400,1,7,990,600,1900,0,47.637,-122.367 +20140906,2,1,630,6000,1,6,630,0,1943,2005,47.4973,-122.221 +20141031,5,2.75,2510,28185,1,7,1600,910,1963,0,47.7719,-122.282 +20150217,3,2.25,1220,2980,2,7,1220,0,1986,0,47.7151,-122.203 +20140829,3,1.75,1540,8885,1,7,1440,100,1980,0,47.4031,-122.201 +20140717,4,2,1950,8040,1,7,1950,0,1961,0,47.7074,-122.29 +20140612,4,1.75,1200,7680,1,7,1200,0,1968,0,47.3138,-122.192 +20150506,4,1.5,1100,9600,1,6,1100,0,1960,0,47.7,-122.175 +20150512,4,2.5,1470,1612,2,7,980,490,2003,0,47.5275,-122.271 +20140923,3,2,1810,7209,1,7,1240,570,1978,0,47.3656,-122.278 +20150223,3,2,2250,7757,1,8,2250,0,1992,0,47.2684,-122.308 +20140630,3,1,950,9400,1,7,950,0,1954,0,47.5746,-122.136 +20150317,3,2.25,2140,9990,1,8,2140,0,1962,0,47.3484,-122.298 +20140814,3,3.25,4160,35153,3,12,3690,470,2001,0,47.5749,-122.214 +20140603,3,3.25,1530,1602,2,8,1140,390,2013,0,47.5555,-122.362 +20140805,3,2.5,2380,19860,2,8,2380,0,1995,0,47.5255,-122.173 +20140610,3,2.25,1620,4500,2,8,1620,0,1926,0,47.643,-122.361 +20150107,4,2,1810,4400,2,8,1700,110,1909,0,47.6132,-122.292 +20140630,3,2,1890,29185,1,7,1470,420,1949,2013,47.5621,-122.168 +20150105,4,3.25,3920,881654,3,11,3920,0,2002,0,47.5385,-121.896 +20141201,3,2.75,2590,12063,2,10,2590,0,1993,0,47.5527,-122.12 +20150209,2,1,710,5120,1,6,710,0,1918,0,47.5224,-122.357 +20140721,3,2.5,1740,6992,2,7,1740,0,1990,0,47.3574,-122.158 +20150409,3,3.5,1340,1168,2,8,1080,260,2002,0,47.711,-122.356 +20150202,3,1.75,1690,48096,1,7,1690,0,1973,0,47.6745,-122.061 +20150316,4,2.5,2490,6537,2,8,2490,0,2013,0,47.5185,-121.884 +20140902,4,3.5,3290,8059,2,9,3290,0,2012,0,47.5573,-122.02 +20141028,3,1,1570,2280,2,7,1570,0,1922,0,47.6413,-122.364 +20140514,3,2.5,3030,30007,1.5,10,3030,0,1992,0,47.743,-122.036 +20141211,3,2,1470,4640,1.5,7,1470,0,1926,0,47.6398,-122.393 +20150415,3,2.25,1960,10139,2,8,1960,0,1984,0,47.6481,-122.061 +20150204,4,2.75,2500,11659,1,9,1490,1010,1979,0,47.3381,-122.332 +20140820,3,1.5,1120,8366,1,7,1120,0,1968,0,47.3632,-122.11 +20150102,2,1,800,5150,1,6,800,0,1949,0,47.5525,-122.274 +20150420,3,2.25,1710,7134,1,7,1130,580,1979,0,47.3911,-122.191 +20140730,4,1.75,1820,13600,1.5,7,1120,700,1959,0,47.3743,-122.295 +20141216,4,1.75,2040,6000,1,7,1020,1020,1943,0,47.5507,-122.383 +20140717,4,3.25,3190,11774,2,8,2610,580,1956,1991,47.5033,-122.225 +20140711,3,2.25,1900,7225,1,8,1220,680,1970,0,47.6394,-122.113 +20150121,2,1,1080,6052,1,6,1080,0,1908,0,47.3857,-122.215 +20140815,4,3.5,3700,13175,2,11,3700,0,1989,0,47.5471,-122.133 +20140904,4,1.75,1550,7350,1.5,8,1550,0,1958,0,47.5795,-122.235 +20150330,4,2.25,2230,6000,1.5,8,1810,420,1928,0,47.6464,-122.391 +20150120,3,2.75,1700,3264,1,7,1060,640,1919,0,47.6767,-122.311 +20150306,4,2.5,2620,11200,1,8,1770,850,1962,0,47.5876,-122.193 +20140701,5,3.25,3130,12087,2,8,2180,950,1975,0,47.5336,-122.052 +20140912,2,2,1300,4659,1,8,1300,0,2005,0,47.7132,-122.033 +20140602,2,1,1210,4800,1,8,1060,150,1950,0,47.5625,-122.316 +20150401,5,3.25,3950,11438,2,10,3430,520,2006,0,47.6898,-122.189 +20150109,4,2.5,3270,9650,1,9,2320,950,1971,0,47.409,-122.333 +20150105,3,1.75,1700,6120,1,7,1700,0,1952,0,47.5807,-122.397 +20150429,2,2.5,1310,2915,2,8,1310,0,1999,0,47.4911,-122.154 +20140515,3,1,1330,20562,1.5,5,1330,0,1959,0,47.4807,-121.775 +20140709,5,2.5,2850,209523,1,7,1930,920,1925,1968,47.3939,-122.089 +20150106,4,2.5,3120,5137,2,7,3120,0,2003,0,47.6842,-122.04 +20150402,3,2.5,2340,10005,1,8,1460,880,1978,0,47.4431,-122.133 +20140731,5,2,2270,8652,1,7,1150,1120,1965,0,47.6692,-122.151 +20150209,3,3,2830,6041,2,8,1840,990,1915,0,47.5694,-122.283 +20150114,3,1,1450,8100,1,6,1450,0,1952,0,47.7027,-122.289 +20140618,4,2.5,2570,9000,1,8,1590,980,1979,0,47.2986,-122.372 +20140813,4,2.25,2080,7526,1,7,1280,800,1985,0,47.3762,-122.183 +20150224,3,2.25,1780,3665,2,8,1780,0,2004,0,47.5495,-121.997 +20150127,3,1.75,1480,7500,1,7,1480,0,1968,0,47.4629,-122.187 +20140626,2,1.75,840,3340,1,6,700,140,1912,0,47.6692,-122.359 +20141226,4,2,2330,7778,1,7,1230,1100,1961,0,47.7109,-122.323 +20140825,5,3.5,3150,4120,2,8,2460,690,1911,2007,47.6754,-122.315 +20140721,4,2.5,3260,10032,1,8,1960,1300,1978,0,47.7203,-122.323 +20150430,3,2.75,1990,31200,1,8,1990,0,1986,0,47.5544,-122.035 +20141023,3,2.5,1650,4218,2,8,1650,0,2000,0,47.5998,-122.016 +20140512,2,1,1220,2500,1,6,770,450,1910,0,47.5727,-122.372 +20140924,4,3.5,3650,57538,2,10,3650,0,1996,0,47.7711,-122.041 +20140721,3,2,1840,14985,1,7,1840,0,1968,0,47.6916,-122.158 +20140911,4,1,1120,8763,1,6,1120,0,1971,0,47.508,-122.358 +20141030,3,1.75,2500,8289,1,7,1250,1250,1958,0,47.4973,-122.177 +20141104,3,1.75,1420,1361,2,7,960,460,2014,0,47.5684,-122.314 +20140828,5,2.5,2750,5589,1.5,9,1840,910,1910,0,47.6364,-122.3 +20141008,4,2.5,3230,7187,2,9,3230,0,2008,0,47.4995,-122.15 +20140718,3,2,2064,46173,2,7,2064,0,1903,0,47.4469,-122.455 +20150413,3,1.75,1580,9719,1,7,1580,0,1962,0,47.5396,-122.18 +20140522,3,1.5,2320,7500,1,7,2320,0,1976,0,47.7413,-121.979 +20140916,5,3.25,3710,34200,2,8,2510,1200,1986,0,47.6101,-122.047 +20141208,3,1.75,1320,6600,1,7,1320,0,1988,0,47.4838,-122.33 +20141114,1,1,460,4120,1,4,460,0,1937,0,47.4868,-122.199 +20140512,4,2.5,2550,10000,1,8,1290,1260,1964,0,47.6208,-122.141 +20140812,4,2.5,2470,6116,1,7,1420,1050,1985,0,47.3792,-122.047 +20141106,4,3.5,3740,41458,2,11,3740,0,2000,0,47.7375,-122.139 +20141222,2,2.25,1150,711,2,7,1150,0,2013,0,47.5323,-122.07 +20150309,3,2.25,1550,1919,3,8,1550,0,2003,0,47.6729,-122.379 +20140717,3,1.75,1480,7475,1.5,8,1480,0,1943,0,47.6732,-122.272 +20141103,3,2.25,1570,1680,3,8,1570,0,2014,0,47.6585,-122.348 +20150218,2,1.5,2060,7713,1.5,7,2060,0,1930,0,47.3722,-122.185 +20150123,4,4,3200,7708,2,10,3200,0,2004,0,47.5816,-121.97 +20140707,4,2.75,2330,3920,2,9,2330,0,2005,0,47.5525,-121.99 +20150421,4,3.5,5050,9520,2,11,3610,1440,2007,0,47.6364,-122.209 +20140721,3,2.5,2020,5613,2,7,2020,0,2003,0,47.6835,-122.035 +20150429,4,2.5,3450,33460,2,9,3450,0,1997,0,47.7673,-122.1 +20141113,2,1,770,8150,1,6,770,0,1951,0,47.5324,-122.275 +20150327,3,2.5,1330,2180,3,8,1330,0,2014,0,47.6987,-122.365 +20141009,3,2.25,1730,13040,1,8,1290,440,1988,0,47.6809,-122.119 +20150303,3,2,1590,5200,1,7,1320,270,1939,0,47.6864,-122.341 +20140818,3,2.5,2580,7500,2,9,2580,0,1991,0,47.5577,-122.396 +20141230,4,2.75,1950,6930,1,7,1250,700,1960,0,47.616,-122.113 +20140813,4,2.25,2400,7738,1.5,8,2400,0,1964,0,47.4562,-122.33 +20150209,3,2.5,2710,5733,2,7,2710,0,2003,0,47.3357,-122.171 +20140701,4,2.75,3990,6637,2,9,3990,0,2003,0,47.6835,-122.045 +20141211,4,1.75,1950,7139,1,7,1150,800,1957,0,47.5121,-122.248 +20150224,3,2.75,2780,7200,1.5,8,1870,910,1913,0,47.5632,-122.27 +20140620,4,2.5,2090,10306,2,10,2090,0,1986,0,47.6304,-122.051 +20150210,4,4,2630,59586,1,7,1470,1160,1963,0,47.4496,-122.209 +20140902,3,1,1540,7740,1,7,1540,0,1909,0,47.522,-122.375 +20140725,4,1,1080,26114,1.5,5,1080,0,1900,0,47.3834,-122.215 +20141122,3,1.75,1540,6273,1,6,770,770,1951,0,47.5305,-122.277 +20150203,3,2.25,1358,1196,3,7,1358,0,2007,0,47.7052,-122.346 +20150121,4,3.5,3130,4500,2,9,2060,1070,2014,0,47.677,-122.33 +20141113,3,2.5,1240,1115,3,8,1240,0,2003,0,47.6985,-122.34 +20140702,3,2.25,1520,7199,2,7,1520,0,1992,0,47.3492,-122.034 +20140916,4,1.75,2620,11041,1.5,9,2620,0,1962,0,47.5975,-122.174 +20150506,4,1.75,3130,18253,2,7,3130,0,1978,0,47.7402,-122.348 +20150323,2,1,1000,4950,1,7,800,200,1948,0,47.5671,-122.394 +20140709,2,1.75,1350,4614,1,8,1350,0,2008,0,47.7091,-122.015 +20140604,3,1.75,2090,4725,2,7,1610,480,1947,2013,47.657,-122.394 +20140702,4,2.5,2040,7260,2,7,2040,0,1963,0,47.7399,-122.332 +20140810,3,2.5,2150,11672,2,8,2150,0,2004,0,47.3515,-122.006 +20141013,2,1,1240,5000,1,7,1000,240,1920,0,47.6634,-122.351 +20140505,3,1.75,1490,10125,1,7,1490,0,1962,0,47.3075,-122.284 +20150304,3,1.75,1900,5000,1,7,950,950,1925,0,47.5677,-122.363 +20140613,4,2.25,2770,13500,2,8,2770,0,1974,0,47.543,-122.231 +20150424,3,2.25,3330,20053,2,9,3330,0,1968,1998,47.6395,-122.214 +20141104,3,2.5,2990,32239,2,8,2990,0,1978,0,47.7718,-122.095 +20140812,4,4.5,4240,13162,2,10,4240,0,2004,0,47.6193,-122.229 +20150421,5,4,4440,9270,1,10,2220,2220,1968,0,47.5708,-122.212 +20150123,4,2.5,2370,15336,2,8,2370,0,1995,0,47.5633,-121.901 +20150227,2,1,860,5265,1,6,860,0,1931,0,47.5048,-122.272 +20150120,4,2.5,2070,3808,2,8,2070,0,2003,0,47.4498,-122.12 +20150327,3,1.5,1140,4800,1.5,7,1140,0,1915,0,47.6368,-122.354 +20150423,3,2.25,1800,9010,1,7,1300,500,1975,0,47.7722,-122.312 +20140519,2,2,1420,9191,1.5,7,1420,0,1928,0,47.6979,-122.32 +20140521,2,0.75,850,7710,1,6,550,300,1909,0,47.5588,-122.301 +20141007,2,2,1930,5520,1,8,1930,0,2006,0,47.7191,-122.022 +20141107,3,1,1760,3000,1.5,6,1760,0,1900,0,47.6598,-122.348 +20140924,4,3.5,3845,8400,2,10,3845,0,2013,0,47.6354,-122.198 +20141118,3,2.5,1430,1250,3,7,1430,0,2007,0,47.6904,-122.342 +20150115,2,1,850,16400,1,6,850,0,1923,0,47.4889,-122.299 +20141007,3,2.5,2920,8113,2,8,2920,0,1950,2010,47.5814,-122.196 +20141216,2,1,910,4800,1,7,910,0,1923,0,47.5536,-122.377 +20140626,4,3.5,3320,19850,1,10,2040,1280,1977,0,47.527,-122.228 +20150318,3,1,890,4810,1,6,890,0,1910,0,47.5153,-122.266 +20140527,4,2.5,1630,4473,2,7,1630,0,2003,0,47.3546,-122.015 +20150120,3,2.5,1490,4078,2,8,1490,0,1998,0,47.4915,-122.155 +20140513,4,1.5,2180,22870,1,6,1280,900,1954,1975,47.3187,-122.081 +20141203,4,4.25,6410,43838,2.5,12,5610,800,1906,0,47.5703,-122.28 +20141208,2,1,880,5111,1,6,880,0,1931,0,47.6997,-122.314 +20140904,3,1.75,1310,7811,1,7,1310,0,1976,0,47.7319,-122.167 +20141219,3,1.5,1580,10100,1,7,1580,0,1961,0,47.4423,-122.193 +20150305,4,1,1340,7920,1,7,1340,0,1970,0,47.2845,-122.267 +20140528,2,1.75,2050,11900,1,8,2050,0,1950,0,47.6209,-122.219 +20150306,3,2.5,3370,167706,1,10,3370,0,2000,0,47.4379,-122.022 +20141013,1,1,900,7500,1,5,900,0,1946,1987,47.7553,-122.283 +20140820,3,2.5,1590,1937,2.5,8,1590,0,2004,0,47.5903,-122.388 +20150329,3,1.75,1190,6000,1,7,1190,0,1952,2015,47.5026,-122.236 +20150222,3,2.25,1310,915,2,7,1060,250,2007,0,47.5738,-122.293 +20150305,4,3.5,3180,12528,2,9,2060,1120,1979,0,47.7058,-122.379 +20150210,4,1.75,1570,3250,1.5,8,1570,0,1928,0,47.5405,-122.393 +20140521,3,1,1150,3000,1,6,1150,0,1906,0,47.6867,-122.345 +20140911,2,1,960,4000,1,6,960,0,1918,0,47.5554,-122.267 +20140911,3,4.25,5510,35000,2,13,4910,600,1997,0,47.7296,-122.37 +20150304,2,1,1250,4320,1,7,850,400,1911,0,47.6549,-122.352 +20140723,3,1,1130,8201,1,6,1130,0,1948,0,47.7359,-122.306 +20140812,3,2.5,2250,4134,2,9,2250,0,2004,0,47.6651,-122.084 +20140818,1,1.5,1200,44866,1.5,7,1200,0,1983,0,47.7205,-121.93 +20140506,4,3.25,3569,8327,2,10,3569,0,2013,0,47.4595,-122.208 +20140617,4,4.25,3010,4887,2,10,1940,1070,1951,1996,47.6933,-122.272 +20140520,4,3.5,4380,74052,1,11,4380,0,2001,0,47.6587,-122.009 +20150427,3,1,1140,8180,1,7,1140,0,1959,0,47.5851,-122.172 +20150424,3,2.5,3750,7821,2,9,3750,0,2001,0,47.6325,-122.064 +20150112,4,3.5,2370,3302,2,8,1610,760,1926,2014,47.684,-122.341 +20150406,5,1,1840,6710,1.5,7,1840,0,1920,0,47.5686,-122.378 +20150316,4,2.25,2510,9800,2,9,2510,0,1978,0,47.753,-122.145 +20140715,3,1.75,1790,7485,1,8,1330,460,1979,0,47.3118,-122.34 +20150409,3,2.25,1880,11556,2,8,1880,0,1987,0,47.6283,-122.032 +20141028,3,1.75,1330,5000,2,7,1210,120,1909,0,47.5724,-122.384 +20140918,3,2.75,1430,1521,2,9,1130,300,2009,0,47.6353,-122.371 +20150325,3,1.75,1330,6743,1,8,1330,0,1958,2002,47.7012,-122.286 +20150211,3,1.5,1910,21374,1,8,1910,0,1955,0,47.6453,-122.214 +20140708,4,2.25,2060,7283,1,8,1220,840,1963,2013,47.7435,-122.317 +20150310,3,1.75,1650,7700,1,8,1650,0,1977,0,47.3155,-122.365 +20150511,3,1,1250,10723,1,7,1250,0,1961,0,47.4894,-122.135 +20141117,3,2.5,2180,4533,2,7,2180,0,2010,0,47.754,-122.215 +20141203,4,2,1720,2410,1,7,970,750,1930,2006,47.5252,-122.361 +20140717,3,1.75,1300,6318,1,7,1300,0,1980,0,47.2752,-122.251 +20140826,3,1.75,1520,9600,1,8,1520,0,1966,0,47.3263,-122.365 +20150416,2,2.5,1730,1037,3.5,8,1730,0,2008,0,47.5594,-122.285 +20141105,4,2.75,2070,10125,1,7,1390,680,1962,0,47.5697,-122.219 +20140909,4,2.5,2710,6937,2,7,2710,0,2009,0,47.5153,-121.871 +20140813,3,1.75,2100,15480,1,7,2100,0,1983,0,47.2924,-122.271 +20140926,3,2.5,2820,10208,1,8,1410,1410,1954,0,47.7609,-122.26 +20140625,4,4.5,4225,284011,2,11,4225,0,1985,0,47.6118,-122.024 +20140806,3,2,1640,4802,1,8,1640,0,2010,0,47.3538,-122.021 +20140612,3,1.75,2110,11250,1,8,2110,0,1961,0,47.5402,-122.216 +20140515,3,2.5,1700,7496,2,8,1700,0,1994,0,47.432,-122.189 +20141110,4,2.5,2040,5508,2,8,2040,0,1996,0,47.5719,-122.007 +20150428,3,1.75,1800,9314,2,8,1800,0,1979,0,47.7762,-122.198 +20140829,3,2,2710,5000,2,6,2710,0,1951,0,47.5188,-122.373 +20141021,4,2.5,2990,6145,2,8,2990,0,2003,0,47.2612,-122.294 +20140822,3,1,1640,26127,2,6,1640,0,1975,0,47.7656,-121.905 +20140909,3,1.75,1570,6975,1,7,1040,530,1979,0,47.5137,-122.37 +20150414,4,2.5,1940,3200,2,8,1940,0,2004,0,47.4583,-122.118 +20150204,4,2.5,3220,18618,2,10,3220,0,1991,0,47.5326,-122.181 +20140923,3,1.5,1270,7128,1,6,1270,0,1954,0,47.422,-122.321 +20150501,3,2.5,1580,4698,2,7,1580,0,1998,0,47.3539,-122.025 +20140925,4,2.5,2280,9827,2,8,2280,0,1995,0,47.6883,-122.168 +20140530,4,2.5,2280,7200,2,8,2280,0,1994,0,47.3829,-122.207 +20141020,3,2,1830,17321,1,7,1100,730,1948,0,47.5072,-122.272 +20140728,3,2.5,2200,34680,2,9,2200,0,1985,0,47.3139,-122.116 +20141223,3,2,2200,21890,1,8,1200,1000,1961,0,47.7584,-122.271 +20150120,3,1.75,1670,5100,1,7,990,680,1954,0,47.5898,-122.291 +20141022,3,2.5,1320,1780,2,7,880,440,2005,0,47.528,-122.269 +20150206,4,2,1510,3240,1,7,870,640,1901,0,47.5972,-122.296 +20140713,3,1.75,1720,13104,1,7,1720,0,1962,0,47.4709,-122.26 +20140729,4,2.5,1850,5880,2,8,1850,0,1998,0,47.3322,-122.173 +20141215,3,3.5,2600,11920,2,8,2600,0,1969,0,47.582,-122.194 +20140718,3,2.25,3130,65775,2,8,3130,0,1978,0,47.5462,-122.085 +20150128,3,2.5,1610,3848,2,8,1610,0,2006,0,47.4497,-122.188 +20140521,2,1,970,13700,1,6,970,0,1949,0,47.515,-122.362 +20140804,3,2.5,2060,4742,2,8,2060,0,2014,0,47.3706,-122.017 +20150126,6,2.75,2730,5000,1,8,1780,950,1962,0,47.6751,-122.38 +20150408,3,2.5,2040,11211,2,8,2040,0,2000,0,47.4867,-122.223 +20141023,2,1,1240,8100,1.5,7,1240,0,1925,0,47.7326,-122.288 +20150202,5,2,2150,4500,1.5,8,2150,0,1938,0,47.5582,-122.388 +20141124,3,2.25,1280,1517,2,8,1080,200,2008,0,47.6651,-122.368 +20150407,3,1.75,2080,5200,1,7,1040,1040,1974,0,47.4738,-122.35 +20150107,4,2.75,2240,8162,2,7,1380,860,1946,0,47.7427,-122.34 +20140729,2,2.5,1860,6359,2,7,1860,0,2003,0,47.3847,-122.029 +20150227,3,2,1010,7896,1,7,1010,0,1984,0,47.4046,-122.181 +20140626,3,1,1090,6710,1.5,5,1090,0,1912,0,47.3066,-122.217 +20140725,4,2.5,2770,9751,2,8,2770,0,1989,0,47.3739,-122.126 +20140723,4,2.5,1860,8117,1,8,1460,400,1966,0,47.6228,-122.104 +20140709,4,2.5,1980,6660,2,7,1980,0,1974,0,47.7158,-122.167 +20150427,4,3.5,2780,3100,2,8,2120,660,2014,0,47.6886,-122.364 +20150403,4,2.25,2940,5735,1,9,1470,1470,1957,0,47.6381,-122.304 +20150429,3,1.75,1740,8800,1,7,1140,600,1978,0,47.2968,-122.372 +20140716,3,2.5,1630,2640,2,8,1630,0,1919,0,47.6452,-122.371 +20141030,2,2.5,1700,6635,2,8,1700,0,1976,0,47.6655,-122.13 +20150130,4,2.5,2960,223462,2,10,2960,0,2001,0,47.3646,-122.211 +20141209,3,1.75,1150,17585,1,7,1150,0,1964,0,47.6503,-121.908 +20140929,4,2.25,2590,8190,2,8,2590,0,1980,0,47.5619,-122.125 +20150325,3,1.75,1520,7700,1,7,820,700,1969,0,47.7226,-122.219 +20140718,3,2.5,3160,13603,2,8,3160,0,2003,0,47.7443,-121.977 +20141224,4,2,3100,8000,1.5,7,2040,1060,1939,0,47.6852,-122.329 +20140626,4,3.5,3190,5040,2,10,2160,1030,2003,0,47.5928,-122.29 +20150203,4,2.75,2210,8430,2,9,2210,0,1999,0,47.5994,-122.017 +20140519,2,2.25,1260,1240,3,8,1260,0,2004,0,47.6531,-122.352 +20140721,4,2.5,2440,7322,2,9,2440,0,1991,0,47.5357,-122.179 +20140922,3,2.5,1560,10608,2,7,1560,0,1994,0,47.3572,-122.161 +20140609,3,1.75,2240,8153,1,7,1120,1120,1948,0,47.7303,-122.329 +20150224,3,1,1500,12616,1,7,1500,0,1967,0,47.7415,-122.101 +20141114,3,2.5,1870,3485,2,8,1870,0,2001,0,47.5493,-122.004 +20140821,3,2.5,2070,5013,2,8,2070,0,1987,0,47.3202,-122.395 +20141016,3,3.5,2620,11148,2,9,2060,560,1977,0,47.5845,-122.115 +20141107,4,2.5,3270,9578,2,9,3270,0,1993,0,47.5373,-122.051 +20140825,4,1.75,3730,16980,1,7,2150,1580,1974,0,47.1775,-122.022 +20140620,1,1,800,16306,1,6,680,120,1931,0,47.4916,-122.308 +20140807,4,1,1450,6820,1.5,6,1450,0,1947,0,47.7061,-122.347 +20150422,2,1,1310,6600,1,6,1310,0,1942,0,47.4834,-122.332 +20141113,3,1,950,3621,1,6,950,0,1947,0,47.575,-122.289 +20150409,3,1,800,3060,1.5,6,800,0,1903,0,47.6769,-122.389 +20140814,3,2,3120,42247,1,7,2150,970,1980,0,47.3925,-122.137 +20140702,4,2,2430,8960,1,7,1430,1000,1960,0,47.4979,-122.232 +20140521,3,2.25,2230,9053,2,9,2230,0,1987,0,47.6594,-122.144 +20150309,4,3,2620,35124,2,9,2620,0,1987,0,47.3067,-122.116 +20150213,3,1.75,1730,6130,1,7,1480,250,1941,0,47.6978,-122.316 +20140829,4,3.5,4860,23885,2,12,4860,0,1996,0,47.6172,-122.23 +20140713,4,2.25,2030,8764,2,8,2030,0,1983,0,47.7214,-122.11 +20140527,4,3.25,2510,5311,2,9,2510,0,2009,0,47.5028,-122.17 +20140520,2,2.25,1230,1280,2,8,960,270,2012,0,47.5942,-122.298 +20141209,4,1.5,1710,4600,1.5,7,1710,0,1924,0,47.6847,-122.318 +20140801,3,1.75,2000,7480,1,8,1320,680,1972,0,47.7734,-122.359 +20140527,2,1,1040,5527,1,7,1040,0,1951,0,47.6774,-122.284 +20140620,2,2.5,2770,7781,2,8,2770,0,2006,0,47.7072,-122.017 +20140722,3,2.75,1830,3200,2,8,1830,0,1991,0,47.7155,-122.218 +20140513,4,1.75,2090,8164,1,8,1070,1020,1963,0,47.6715,-122.155 +20150205,3,1,1050,6002,1,7,840,210,1941,0,47.6988,-122.316 +20150113,2,1.5,1020,1146,3,7,1020,0,2001,0,47.6774,-122.325 +20140826,2,1,2150,4500,1.5,7,1260,890,1917,0,47.5158,-122.267 +20140507,4,3,1830,9548,2,7,1830,0,1991,0,47.7379,-122.224 +20140624,3,1.75,1520,6380,1,7,790,730,1948,0,47.695,-122.304 +20150409,2,1,1129,3840,1,7,1129,0,1953,0,47.5313,-122.351 +20140602,4,2.5,2710,5500,2,9,2710,0,1999,0,47.6027,-122.023 +20140628,4,2.5,3130,40918,2,9,3130,0,1994,0,47.4761,-121.723 +20140619,3,2.75,2020,10744,1,7,1270,750,1954,0,47.4403,-122.343 +20141230,4,2,1800,13551,1,7,1800,0,1974,0,47.4721,-122.128 +20140605,3,2,1750,9750,1,7,1350,400,1961,0,47.398,-122.299 +20150423,2,1.75,1290,6600,1,7,870,420,1951,0,47.531,-122.39 +20140530,3,2.5,1860,3690,2,7,1860,0,2000,0,47.776,-122.239 +20140619,2,1,1260,4377,1,7,1260,0,1947,0,47.6988,-122.354 +20150317,3,1.5,1570,12412,1,8,1570,0,1954,0,47.438,-122.349 +20150226,3,2.25,1470,8682,1,7,1160,310,1985,0,47.2729,-122.299 +20140626,4,2.75,1750,5080,1.5,8,1750,0,1903,0,47.6143,-122.305 +20150216,2,1.5,830,1241,2,7,830,0,2005,0,47.6363,-122.368 +20140922,4,2.75,2610,4400,1,8,1260,1350,1920,0,47.6158,-122.293 +20140731,3,3,2480,14141,1,8,1500,980,1994,0,47.3778,-122.033 +20141010,5,2,2110,7919,1,7,1110,1000,1966,0,47.5164,-122.267 +20150325,2,1,1200,6278,1,7,1080,120,1942,0,47.7001,-122.351 +20140827,4,2,2100,12620,1,7,2100,0,1972,0,47.7239,-122.173 +20150423,3,2,1210,14499,1,7,1210,0,1984,0,47.4705,-121.754 +20140731,3,2,1890,14040,2,7,1890,0,1994,0,47.7277,-121.962 +20140814,3,1,1460,10200,1,7,1460,0,1957,0,47.4238,-122.197 +20150505,3,1,900,9600,1,7,900,0,1970,0,47.7423,-122.173 +20150318,4,2.25,2200,6967,2,8,2200,0,1986,0,47.7355,-122.202 +20141029,2,1,1140,101529,1.5,6,1140,0,1932,0,47.2592,-122.228 +20150429,4,1.75,2190,11625,1,8,2020,170,1956,0,47.4979,-122.363 +20141229,3,3.5,1320,1161,3,8,1320,0,2010,0,47.7162,-122.294 +20141027,3,1.75,1170,4000,1,6,720,450,1943,2013,47.5306,-122.354 +20150404,4,1.75,2260,41236,1,8,1690,570,1962,0,47.5528,-122.034 +20150327,3,1.5,1220,8400,1,7,1220,0,1962,0,47.5467,-122.173 +20140925,3,2.5,1880,6818,2,8,1880,0,1993,0,47.4206,-122.183 +20140708,4,3.5,5270,53428,2,10,3440,1830,2004,0,47.4358,-122.085 +20150429,4,2.5,2450,8932,2,8,2450,0,1990,0,47.3093,-122.345 +20141024,4,2.5,2620,19864,2,8,2620,0,1984,0,47.7014,-122.122 +20150421,3,1.75,1460,4692,1,7,1460,0,1988,0,47.472,-122.192 +20140909,4,3.5,3420,33106,2,9,3420,0,2004,0,47.3554,-121.986 +20141017,4,1.75,2380,5700,2,7,1820,560,1946,0,47.6656,-122.271 +20150304,3,1,1500,6240,1,7,1500,0,1953,0,47.7281,-122.311 +20140610,2,1,710,1157,2,7,710,0,1943,0,47.6413,-122.329 +20141023,1,1,1120,17332,1,7,1120,0,1988,0,47.2972,-122.267 +20140819,2,1.5,1750,19709,1.5,8,1440,310,1978,0,47.3351,-122.044 +20140918,4,2.25,2350,12540,2,8,2350,0,1968,0,47.7732,-122.382 +20150415,2,1,1030,4188,1,8,1030,0,1981,0,47.3738,-122.057 +20140808,6,1.75,1820,6250,1,7,1130,690,1954,0,47.579,-122.39 +20150326,4,2,2220,3760,1.5,7,1370,850,1929,0,47.6876,-122.368 +20141024,3,1.75,1560,6000,1,6,780,780,1944,0,47.6501,-122.384 +20140826,3,1,1590,8160,1,7,1090,500,1954,0,47.4013,-122.321 +20141117,3,2.5,2830,5831,2,9,2830,0,2010,0,47.7744,-122.224 +20150220,3,1.5,1900,9630,1,8,1900,0,1967,0,47.3352,-122.344 +20150501,2,1,770,6731,1,6,770,0,1943,0,47.7505,-122.312 +20150407,4,2.5,3110,5048,2,8,3110,0,2002,0,47.3782,-122.125 +20140610,4,2.75,1940,6555,2,8,1940,0,1990,0,47.3701,-122.041 +20150224,3,2.25,1880,7488,2,8,1880,0,1980,0,47.3631,-122.277 +20140815,3,1.75,1740,3060,1,8,950,790,1930,2014,47.6816,-122.31 +20140627,3,3,1670,4440,1,7,1670,0,2014,0,47.1948,-121.975 +20141125,4,2.25,1840,7575,1,7,1390,450,1973,0,47.7328,-122.198 +20140731,3,1.5,1280,4366,2,6,1280,0,1985,0,47.335,-122.215 +20141107,3,1.5,720,7450,1,5,720,0,1924,0,47.584,-122.375 +20141125,4,2.75,2360,7716,1,7,1390,970,1978,0,47.7301,-122.223 +20141119,3,1,1470,8200,1,7,1040,430,1953,0,47.7347,-122.302 +20140527,3,2.5,1658,2700,2,8,1658,0,2014,0,47.3667,-122.307 +20140910,3,3,1730,1902,3,8,1730,0,2014,0,47.6944,-122.377 +20140918,2,1,1210,3090,1,6,860,350,1926,0,47.5532,-122.277 +20141001,3,1.75,1660,4800,2,7,1660,0,1906,2014,47.6296,-122.308 +20140612,4,2.25,2300,4600,1.5,7,1340,960,1904,0,47.5895,-122.311 +20140819,3,1.5,1470,18459,2,6,1470,0,1916,0,47.3302,-122.36 +20141029,4,3.5,4440,8125,2,10,3140,1300,1922,0,47.5744,-122.283 +20150226,3,2.5,2740,7980,2,7,2740,0,1964,0,47.473,-122.3 +20150127,3,3,3450,16740,1,9,1960,1490,1949,1993,47.7067,-122.38 +20150413,6,2.5,2820,8600,1,8,1430,1390,1967,0,47.565,-122.144 +20150219,4,2.5,3080,13870,2,9,3080,0,1981,0,47.6197,-122.149 +20140912,3,2.5,2780,32880,1,9,2780,0,1993,0,47.4798,-121.727 +20140505,2,1,1200,8063,1,6,1200,0,1958,0,47.4204,-122.324 +20140721,4,2,1540,7575,1,7,1040,500,1978,0,47.3664,-122.279 +20140806,6,2.25,2930,15949,1,8,1730,1200,1965,0,47.7188,-122.185 +20140611,5,2.75,3240,6863,2,10,3240,0,2013,0,47.5033,-122.193 +20140729,4,2.5,2600,4506,2,9,2600,0,2005,0,47.5146,-122.188 +20150319,3,2.5,1670,2575,2,8,1670,0,2000,0,47.531,-122.047 +20150224,4,1.75,2040,53578,1,7,1160,880,1959,0,47.3844,-122 +20150120,6,3,3870,43787,2,8,2700,1170,1976,0,47.7642,-122.098 +20140709,3,1,990,4440,1,6,990,0,1943,0,47.522,-122.354 +20140820,3,1.5,1750,12632,1,7,1750,0,1952,0,47.6736,-122.176 +20140603,5,2.75,3040,10257,2,10,3040,0,1993,0,47.5531,-122.119 +20140925,3,1,1280,4875,1,6,1280,0,1969,0,47.3686,-122.081 +20150102,3,2.5,1570,5113,1,7,1090,480,1996,0,47.3327,-122.29 +20150317,3,1.5,1450,7316,1,7,1450,0,1961,0,47.7725,-122.349 +20140630,3,3,3790,5001,2,10,2810,980,1989,0,47.6035,-122.285 +20150407,3,2.5,1425,1179,3,8,1425,0,2008,0,47.6963,-122.318 +20140522,4,5.5,5060,10320,2,11,5060,0,2008,0,47.6245,-122.21 +20140610,4,2,2180,3870,1,7,1020,1160,1900,0,47.6089,-122.303 +20150303,5,1.75,2110,5000,1.5,7,1250,860,1946,0,47.6745,-122.287 +20140916,4,1,1030,5750,1,7,1030,0,1971,0,47.553,-122.37 +20141113,2,2.25,1630,1686,2,10,1330,300,2014,0,47.6113,-122.314 +20140610,3,1.75,1420,7650,1,7,1100,320,1984,0,47.4892,-122.182 +20140624,2,1.5,1580,3680,1,8,1280,300,1941,0,47.5762,-122.377 +20140813,4,2.5,2927,6000,2,7,2927,0,2011,0,47.3737,-122.16 +20140915,3,1,1210,9473,1,7,1210,0,1955,0,47.5637,-122.139 +20150416,3,2.25,2080,9740,2,8,2080,0,1988,0,47.261,-122.219 +20140723,4,3,2480,9238,1,7,2050,430,1913,0,47.4701,-122.364 +20140609,5,1.5,2520,5753,1.5,7,1510,1010,1928,0,47.2058,-121.997 +20140606,2,1,1730,9610,1,7,1380,350,1962,0,47.2956,-122.285 +20141112,3,2.25,1790,11393,1,8,1790,0,1978,0,47.6297,-122.099 +20141103,4,2.5,2670,5974,2,8,2670,0,1999,0,47.7122,-122.231 +20140725,4,1.75,2250,8580,1,7,1330,920,1958,0,47.7633,-122.199 +20150501,4,4,5040,17208,1,10,2870,2170,1976,0,47.5701,-122.188 +20140625,2,1,2060,8398,1,7,1260,800,1962,0,47.509,-122.324 +20141122,3,2.25,2750,6203,1,7,1620,1130,1959,0,47.6163,-122.068 +20150202,4,2.25,2400,13430,1,9,2400,0,1964,0,47.5987,-122.178 +20150126,5,3,2750,3800,1.5,7,1750,1000,1926,0,47.6845,-122.313 +20140716,5,2.25,2500,8621,1.5,7,2500,0,1968,0,47.7379,-122.185 +20141015,3,1.75,1220,7370,1,7,1220,0,1964,0,47.6334,-122.12 +20140806,4,2.5,2390,5021,2,7,2390,0,2002,0,47.5353,-121.879 +20141217,2,1,830,6030,1,6,830,0,1925,0,47.6994,-122.347 +20150401,3,1,1530,19007,1,8,1290,240,1949,0,47.4508,-122.352 +20150421,3,2.5,2180,7169,2,8,2180,0,1990,0,47.5714,-122.002 +20141021,4,2.5,3180,13118,2,11,3180,0,1986,0,47.5382,-122.23 +20140617,3,3.25,4340,4947,2,11,3060,1280,1993,0,47.6709,-122.406 +20140917,3,1,1160,3700,1.5,7,1160,0,1909,0,47.5651,-122.359 +20150306,3,3.5,1710,2096,2,8,1290,420,2008,0,47.6055,-122.305 +20141202,5,2.5,2720,5000,1.5,7,1530,1190,1939,0,47.6827,-122.376 +20150326,2,1,760,7272,1,7,760,0,1980,0,47.3205,-122.33 +20141001,3,1.75,2080,3000,1,7,1040,1040,1925,0,47.6853,-122.35 +20140714,4,4,5320,20041,2,11,5320,0,2003,0,47.5852,-121.966 +20140617,3,2.25,2110,7665,1,7,1360,750,1973,0,47.3082,-122.372 +20140915,3,1.75,1920,4000,1,7,1070,850,1950,0,47.6392,-122.318 +20140731,3,1,1410,8250,1,7,1410,0,1954,0,47.7621,-122.36 +20141126,4,2.5,2520,13156,1,8,1520,1000,1979,0,47.6558,-122.135 +20141205,4,1.75,1570,9670,1,7,1170,400,1959,0,47.7432,-122.248 +20150512,4,2.25,1940,8270,2,7,1940,0,1962,0,47.7567,-122.333 +20140825,3,1.75,1750,3250,1.5,7,1230,520,1929,0,47.6807,-122.366 +20141017,3,2.5,1990,3614,2,7,1990,0,2005,0,47.36,-122.039 +20150413,5,2.75,2520,18625,1,8,1660,860,1959,0,47.6409,-122.207 +20150507,2,1,920,10000,1,7,920,0,1981,0,47.6938,-122.21 +20150331,3,1.5,2230,8558,2,8,2230,0,1960,0,47.5833,-122.219 +20141205,5,2.25,3580,16789,2,9,3580,0,1966,0,47.5364,-122.239 +20140820,3,2,1010,5973,1,6,1010,0,1942,0,47.6652,-122.202 +20140812,4,2.5,1960,3543,2,7,1960,0,2004,0,47.4849,-122.184 +20141219,4,2.5,2940,14071,2,9,2940,0,1986,0,47.5627,-122.018 +20140929,4,1,1640,8467,1,6,1220,420,1943,0,47.4894,-122.188 +20140811,4,2.5,2692,8392,2,9,2692,0,2014,0,47.3519,-122.197 +20140617,3,1,1140,8366,1,6,1140,0,1943,0,47.4768,-122.177 +20140808,4,2.25,2880,8882,2,8,2480,400,1965,0,47.6999,-122.284 +20150128,3,1,900,8100,1,6,900,0,1959,0,47.2866,-122.221 +20150210,3,3,4020,435600,1.5,10,4020,0,1999,0,47.4418,-121.731 +20140724,3,1.75,1260,11775,1,6,1260,0,1942,0,47.5501,-122.296 +20140513,4,1.5,2740,4000,2,9,1930,810,1905,0,47.6343,-122.352 +20141106,5,2.5,3890,27311,2,10,3890,0,1950,1990,47.7291,-122.363 +20140513,3,2.5,1740,13750,2,9,1740,0,1975,0,47.6264,-122.092 +20150424,5,3.25,3860,9387,2,9,3860,0,2006,0,47.538,-121.858 +20150401,5,2,2360,19899,1,7,2360,0,1968,0,47.3299,-122.046 +20150402,4,1.75,1790,8372,1,8,1340,450,1976,0,47.6605,-122.189 +20140821,2,2.25,2130,5920,1,8,1830,300,1950,0,47.6792,-122.275 +20140618,5,3.5,3260,58806,2,8,3260,0,1969,0,47.3703,-122.159 +20140925,4,2.25,3220,7700,2,8,3220,0,1976,0,47.3188,-122.38 +20150406,2,1,710,6732,1,6,710,0,1942,0,47.5151,-122.372 +20150409,5,2.5,2260,7040,2,8,2260,0,1999,0,47.352,-122.038 +20140706,2,1.75,1990,4000,1,7,1090,900,1952,0,47.6889,-122.342 +20141201,3,1.5,2220,8994,1,8,1110,1110,1962,0,47.5473,-122.172 +20141029,5,3,3730,5500,1.5,7,2160,1570,1927,0,47.6507,-122.32 +20141103,3,1.75,1120,98445,1.5,7,1120,0,1917,0,47.1853,-122.017 +20140530,7,4.5,4290,37607,1.5,10,4290,0,1982,0,47.4812,-122.033 +20150323,3,2.5,2460,12600,1,8,1810,650,1970,0,47.473,-122.118 +20140626,3,1.75,2450,2691,2,8,1750,700,1915,0,47.6386,-122.36 +20150424,2,1,1680,9250,1,7,860,820,1969,0,47.7618,-122.162 +20150408,2,1.75,1290,1624,2,8,1290,0,2014,0,47.5171,-122.347 +20150417,3,1.5,1300,7907,1,7,900,400,1970,0,47.3737,-122.224 +20150304,3,1.75,1090,4500,1.5,8,1090,0,1929,0,47.5157,-122.256 +20141114,3,1.75,1300,9600,1,7,1300,0,1969,0,47.6388,-122.103 +20140829,4,2.75,3630,15405,1,8,1850,1780,1968,0,47.566,-122.225 +20150422,3,2,2560,6800,1,8,1380,1180,1952,0,47.5506,-122.395 +20150422,3,1.75,1070,6315,1,7,1070,0,1992,0,47.2803,-122.356 +20150505,4,2.5,3650,7090,2,10,3650,0,2008,0,47.606,-122.052 +20150326,3,1,1090,7400,1,7,1090,0,1962,0,47.2923,-122.19 +20150211,3,1.75,1260,3604,1,7,1260,0,2012,0,47.3612,-122.103 +20140902,5,3,1980,3868,1,7,1220,760,1990,0,47.5173,-122.275 +20141217,4,2.25,2900,9680,2,7,1990,910,1947,0,47.7037,-122.308 +20140820,4,2.5,2840,4750,2,9,2840,0,2002,0,47.4511,-122.121 +20141021,3,1,1230,7020,1,7,1090,140,1924,0,47.5719,-122.39 +20140626,6,3.5,3600,6875,2,8,2740,860,2004,0,47.5401,-121.879 +20140702,3,1.75,1540,3000,1,7,770,770,1920,0,47.6769,-122.36 +20140529,3,3.25,1730,1229,2,9,1320,410,2008,0,47.6374,-122.369 +20150317,3,2.5,2830,4334,3,10,2830,0,2006,0,47.6318,-122.071 +20141110,4,2.5,3040,35201,2,10,3040,0,1987,0,47.4872,-122.066 +20141201,4,2.75,2660,9547,1,8,1930,730,1968,2006,47.616,-122.218 +20140812,3,2,1670,13775,1,8,1670,0,1968,0,47.4873,-121.783 +20140725,3,2.5,1420,814,2,8,1140,280,2008,0,47.5429,-122.387 +20140919,4,1.75,2100,7135,1,7,1050,1050,1955,0,47.5353,-122.349 +20150310,3,2.5,2000,30605,2,8,2000,0,1989,0,47.3442,-122.062 +20141027,2,1,1570,125452,1,7,1570,0,1953,0,47.2077,-122.016 +20150421,2,1.5,1070,1236,2,8,1000,70,2005,0,47.5619,-122.382 +20141024,4,3.25,4350,7090,2,8,2870,1480,1999,0,47.3747,-122.156 +20150513,2,2,1130,5500,1,6,1130,0,1941,0,47.3839,-122.225 +20150127,3,2.5,1890,3880,1.5,8,1460,430,1915,0,47.6642,-122.362 +20141007,2,1,760,4000,1,6,760,0,1950,0,47.5466,-122.304 +20140825,3,1.5,1800,9216,1,7,1800,0,1950,0,47.2739,-122.249 +20141020,3,2.25,1880,100623,1.5,8,1880,0,1987,2007,47.5342,-121.883 +20140521,4,1,1310,5200,1.5,6,1160,150,1945,0,47.5384,-122.37 +20150309,4,2,1970,7451,1,8,1350,620,1962,0,47.765,-122.335 +20140710,3,2,2320,10960,1,7,1510,810,1956,0,47.6157,-122.174 +20140804,3,2.5,1320,1310,3,8,1320,0,2006,0,47.6719,-122.38 +20141009,4,1.75,1780,5000,1,7,890,890,1903,0,47.5329,-122.292 +20150210,4,2.75,2950,5803,2,9,2950,0,2007,0,47.7368,-122.231 +20150408,2,1.5,1300,1229,2,8,1160,140,2000,0,47.6727,-122.375 +20140605,4,2.5,2700,5150,2,9,2700,0,2007,0,47.5071,-122.148 +20150105,4,3.25,2840,54400,1,8,2840,0,1984,0,47.6707,-122.045 +20141222,5,3.5,3180,40946,1,7,1690,1490,1968,0,47.5833,-122.073 +20150429,2,1.75,1280,7110,1,7,1000,280,1955,0,47.5569,-122.273 +20150319,2,2,1070,649,2,9,720,350,2008,0,47.5213,-122.357 +20150121,3,2.25,1860,8378,2,7,1860,0,1995,0,47.3875,-122.032 +20140522,4,2.5,3030,12590,1.5,10,3030,0,1988,0,47.5806,-122.193 +20140527,2,1,910,6490,1,7,910,0,1942,0,47.6892,-122.306 +20141014,4,1.75,2410,6000,1.5,8,2410,0,1911,0,47.6369,-122.355 +20141212,4,2,1480,6324,1,7,1480,0,1943,0,47.6147,-122.302 +20140624,3,2.75,1310,7300,1,7,1310,0,1957,0,47.6016,-122.123 +20140909,3,2.5,2130,5205,2,8,2130,0,2013,0,47.4832,-121.774 +20140612,4,2.5,3000,7500,2,9,3000,0,1937,1994,47.6571,-122.277 +20140604,4,3,4410,5104,2,9,3400,1010,2006,0,47.5392,-121.861 +20140723,3,2.25,1830,25641,2,8,1830,0,1989,0,47.4786,-122.112 +20140728,4,2.5,2710,8127,2,8,2710,0,1994,0,47.379,-122.032 +20141216,5,4,4660,9900,2,9,2600,2060,1979,0,47.5135,-122.2 +20150205,3,2.25,1560,35026,1,7,1290,270,1985,0,47.3023,-122.069 +20141218,3,1.5,2400,8215,1,7,1200,1200,1961,0,47.5001,-122.338 +20140618,4,2.5,2020,5501,2,7,2020,0,2010,0,47.4937,-122.15 +20150311,4,2.25,1790,13200,1,7,1220,570,1979,0,47.4672,-122.185 +20150311,3,3,1740,1100,3,8,1740,0,2007,0,47.67,-122.391 +20140618,5,3.5,3450,28324,1,8,2350,1100,1972,0,47.6991,-122.196 +20140818,2,1,1480,4080,1,7,1050,430,1949,0,47.6842,-122.393 +20150319,4,2.5,2910,20067,2,9,2910,0,2001,0,47.4714,-122.273 +20140627,2,1,1320,8380,1,7,1320,0,1953,0,47.705,-122.367 +20141224,3,1,1270,7400,1,7,1270,0,1956,0,47.4831,-122.191 +20150414,3,1,1170,9000,1,6,1170,0,1918,0,47.2109,-121.987 +20140707,3,2.5,1910,2091,2,8,1910,0,2014,0,47.5445,-122.013 +20140620,3,1.75,1780,8085,1,7,1210,570,1976,0,47.7357,-122.197 +20140502,2,1,800,4850,1,7,800,0,1944,0,47.6639,-122.364 +20150212,3,1.75,1460,10128,1,8,1460,0,1968,2000,47.6709,-122.167 +20140513,3,2.5,2010,14298,2,7,2010,0,1977,0,47.5069,-122.472 +20140919,4,2.5,2220,6800,2,7,2220,0,2002,0,47.49,-122.15 +20150303,3,2,1330,35060,1,7,1330,0,1989,0,47.3128,-122.13 +20140820,4,3,3680,7105,2,10,2890,790,2008,0,47.6956,-122.311 +20140918,3,2.25,1460,1353,2,8,1050,410,2012,0,47.5774,-122.412 +20150226,3,1.75,1750,9623,1,7,1150,600,1962,0,47.3997,-122.313 +20140728,3,1.75,1930,7200,1.5,6,1930,0,1929,0,47.5263,-121.809 +20140507,3,3,2270,5175,2,9,2130,140,2002,0,47.516,-122.203 +20150312,3,1,1270,4000,1,7,1120,150,1954,0,47.5293,-122.354 +20150506,3,2.5,1380,1547,3,8,1380,0,2000,0,47.6908,-122.341 +20140717,3,2.5,1650,3031,2,7,1650,0,2003,0,47.682,-122.034 +20140602,4,2.75,3270,12880,2,9,3270,0,2014,0,47.6679,-122.172 +20140507,5,2.5,2420,8560,1,7,1620,800,1978,0,47.532,-122.285 +20150316,2,1,920,9000,1,6,920,0,1954,0,47.6831,-122.189 +20150305,3,2.5,2100,5112,2,8,2100,0,1999,0,47.5338,-121.867 +20141117,0,2.5,2290,8319,2,8,2290,0,1985,0,47.3473,-122.151 +20140714,5,2.5,2990,7500,1,9,1800,1190,1972,0,47.7707,-122.369 +20150429,3,2.75,3580,14217,2,10,2210,1370,1989,0,47.3244,-122.379 +20150209,2,1.5,1530,1012,2,8,1200,330,2005,0,47.602,-122.306 +20150323,4,2.5,3230,256132,2,9,3230,0,2006,0,47.6544,-121.998 +20140808,4,2.75,2810,10300,1,9,1810,1000,1978,0,47.5626,-122.149 +20140811,3,1.75,1650,1180,3,8,1650,0,2014,0,47.6636,-122.319 +20141010,3,1.5,1620,7500,1,8,1620,0,1949,0,47.7014,-122.381 +20140513,4,2.5,3000,5548,2,9,3000,0,2006,0,47.5399,-122.188 +20140506,4,2,1520,7983,1,7,1520,0,1967,0,47.7357,-122.193 +20140506,5,5,4490,10279,2,10,3930,560,2013,0,47.5974,-122.202 +20140929,4,4.75,3700,11000,1,7,1840,1860,1962,0,47.768,-122.251 +20150318,6,4.5,4520,40164,2,9,3580,940,1953,2008,47.407,-122.216 +20141014,3,2,1130,7200,1,6,1130,0,1944,0,47.4779,-122.342 +20140808,4,1.75,2430,9747,1,8,1780,650,1974,0,47.7687,-122.276 +20140819,4,2.5,3190,14565,2,11,3190,0,1990,0,47.713,-122.072 +20140609,3,2.5,2850,10474,1,8,1730,1120,1954,0,47.6218,-122.209 +20140616,3,1,1770,5720,1.5,7,1140,630,1926,0,47.5546,-122.377 +20141113,4,2.75,3820,26300,2,9,2850,970,2014,0,47.7618,-122.261 +20141201,5,2.5,2540,5100,2,7,2540,0,2014,0,47.5123,-122.316 +20140825,3,2.25,2180,9865,1,8,1660,520,1966,0,47.5358,-122.235 +20140612,2,1.5,1070,1200,2,7,1070,0,1999,0,47.697,-122.347 +20140923,5,2.75,2920,6327,2,8,2920,0,2007,0,47.4935,-122.145 +20140605,3,1.5,1890,9450,1,7,1090,800,1957,0,47.4829,-122.341 +20140925,3,2,1820,1358,3,9,1820,0,2014,0,47.5433,-122.376 +20140912,4,2.25,2200,6900,2,8,2200,0,1975,0,47.7682,-122.261 +20140724,5,2.75,3000,25175,1,7,1500,1500,1961,0,47.497,-122.088 +20141119,3,2,1400,9177,1,7,1400,0,1974,0,47.3415,-122.272 +20140624,4,2.75,2520,14021,2,9,2520,0,1999,0,47.7344,-121.957 +20140929,4,2.5,3284,6516,2,8,3284,0,2014,0,47.3393,-122.181 +20140813,3,2.5,1950,7263,2,7,1950,0,2007,0,47.5194,-121.869 +20141017,3,1,1000,4171,1,7,1000,0,1985,0,47.6834,-122.097 +20140715,2,2,1440,213008,2,7,1440,0,1990,0,47.3604,-122.457 +20140711,4,2.5,2090,6906,2,8,2090,0,1992,0,47.5718,-121.996 +20141010,5,2.5,2310,8303,1,7,1300,1010,1975,0,47.7212,-122.211 +20141126,2,2.5,2390,7489,1,8,2390,0,2007,0,47.7243,-122.032 +20141027,5,4.5,4230,9701,2,10,4230,0,1999,0,47.5444,-122.131 +20140723,3,2.5,1790,6371,2,8,1790,0,1998,0,47.3291,-122.168 +20140923,4,2.75,2300,18360,1,7,1560,740,1979,0,47.4518,-122.16 +20141002,3,1.75,2120,9350,1,7,1280,840,1979,0,47.7562,-122.145 +20140521,3,2.25,2020,3600,2,8,2020,0,1998,0,47.6678,-122.165 +20140626,3,1.75,1440,11787,1,8,1440,0,1983,0,47.6276,-122.033 +20140806,3,1,1630,6009,1,8,1630,0,1954,0,47.693,-122.383 +20150317,5,2.5,2000,3600,1,6,1150,850,1987,0,47.5971,-122.295 +20141201,4,1.75,1730,9520,1,7,1730,0,1971,0,47.4756,-122.157 +20150108,5,2,1880,4179,1,7,940,940,1952,2000,47.5536,-122.283 +20140619,4,2.25,2370,6000,1,8,1440,930,1959,0,47.7023,-122.388 +20150313,3,2.75,3610,107386,1.5,8,3130,480,1918,1962,47.3351,-122.362 +20150129,2,1,720,5880,1,6,720,0,1940,0,47.5056,-122.27 +20150218,3,1.5,1210,5200,1,6,1210,0,1969,0,47.3615,-122.087 +20141117,4,2.75,2560,6900,1,8,1480,1080,1959,0,47.686,-122.297 +20140902,4,2.5,1780,3600,2,7,1780,0,2006,0,47.3665,-122.017 +20141002,3,2.5,1570,2865,2,7,1570,0,2003,0,47.5412,-122.288 +20141014,4,2.5,1914,3272,2,8,1914,0,2009,0,47.4297,-122.189 +20141110,2,1,780,1133,2,7,780,0,2009,0,47.5924,-122.295 +20150410,3,2.5,2380,9719,2,8,2380,0,2001,0,47.2932,-122.283 +20140811,3,1,1370,56628,1,7,1370,0,1942,0,47.3058,-122.306 +20150317,3,2.5,2190,5071,2,8,2190,0,2004,0,47.3506,-122.04 +20150210,4,2.5,3250,48037,1,8,2030,1220,1985,0,47.6326,-122.07 +20141017,3,2.5,2080,167270,1,7,2080,0,2000,0,47.4032,-121.963 +20150427,3,2.5,1710,6773,2,8,1710,0,1993,0,47.2635,-122.312 +20150312,3,1.75,1400,8640,1,7,1400,0,1962,0,47.7659,-122.204 +20141205,4,1.75,1750,18810,1,7,1220,530,1977,0,47.4719,-122.074 +20150429,3,1,1160,9375,1,7,1160,0,1967,0,47.7419,-122.073 +20140805,3,2.5,2070,3599,2,8,2070,0,1999,0,47.6679,-122.165 +20140904,2,1.75,1030,1066,2,7,765,265,2006,0,47.5394,-122.387 +20140730,5,1.75,1830,47916,1.5,6,1830,0,1948,0,47.4881,-121.777 +20141104,6,3.25,3140,14923,2,10,3140,0,1991,0,47.5411,-122.133 +20140911,5,3,2930,5500,1,7,1750,1180,1951,0,47.5572,-122.281 +20140520,4,1.75,2180,28710,1,8,1180,1000,1950,0,47.405,-122.288 +20150430,3,1,990,8840,1,6,990,0,1966,0,47.3074,-122.371 +20140912,4,2.75,2640,4000,2,8,1730,910,1925,0,47.6727,-122.297 +20150310,5,2.5,2960,9877,1,7,1480,1480,1960,0,47.5866,-122.171 +20150129,3,2.25,1510,6000,1,7,1150,360,1993,0,47.3484,-122.036 +20141203,3,1.75,2150,2527,2,8,1400,750,1906,0,47.6629,-122.329 +20140627,5,1,1170,6757,1,6,800,370,1944,0,47.7332,-122.304 +20140627,2,1.5,1520,8040,1,7,1520,0,1951,0,47.7131,-122.306 +20140516,3,1,1250,4800,1,7,1250,0,1951,0,47.5517,-122.381 +20150324,3,2.5,2000,7205,2,8,2000,0,1998,0,47.3499,-122.302 +20150313,3,1,970,8378,1,6,970,0,1962,0,47.3078,-122.365 +20140520,5,3.5,2800,5120,2.5,9,2800,0,1903,2005,47.6059,-122.31 +20150121,4,2.5,2640,8055,2,9,2640,0,2004,0,47.315,-122.193 +20140916,3,2,1860,7232,1,7,1320,540,1985,0,47.7165,-122.319 +20140811,3,1,1660,5100,1,7,1260,400,1957,0,47.5323,-122.383 +20150428,2,1,1570,5000,1.5,8,1570,0,1924,0,47.5955,-122.294 +20150224,3,1.5,1970,10080,1,7,1970,0,1966,0,47.4703,-122.276 +20141014,2,1,700,6000,1,6,700,0,1943,0,47.4671,-122.212 +20150113,3,2.25,1440,15661,1,8,1180,260,1988,0,47.6225,-122.038 +20150402,5,2.75,3330,12408,1,10,1740,1590,1976,0,47.6318,-122.058 +20141103,3,1,1780,5236,1.5,6,1050,730,1944,0,47.5119,-122.386 +20141124,4,2.5,2580,4818,2,8,2580,0,2005,0,47.3607,-122.038 +20140509,2,1,1840,3300,1.5,6,1130,710,1910,0,47.6757,-122.362 +20141209,3,2.25,2570,7242,2,7,2170,400,1951,1991,47.721,-122.319 +20150203,3,1,1020,6120,1,7,1020,0,1967,0,47.278,-122.205 +20150310,3,1.75,1650,9500,1,8,1650,0,1967,0,47.631,-122.098 +20141205,3,1.75,1800,7763,1,6,1470,330,1984,0,47.3766,-122.184 +20140620,4,2.5,3290,6628,2,9,3290,0,2003,0,47.5994,-121.975 +20141120,4,2.5,2470,385506,2,7,2470,0,1991,0,47.2396,-121.993 +20150414,2,1.75,2130,6574,1,8,1500,630,1946,0,47.6529,-122.411 +20140515,4,3.25,2740,7266,2,9,2060,680,2003,0,47.5346,-122.066 +20140606,2,2,1405,1073,2,8,1140,265,2007,0,47.612,-122.295 +20140626,3,1.75,3320,478288,1.5,8,2260,1060,1933,1982,47.2407,-121.953 +20140506,3,1,1050,6874,1,6,1050,0,1954,0,47.762,-122.355 +20140708,2,2,1570,4665,1,8,1570,0,2006,0,47.709,-122.017 +20150428,3,2.25,1850,12000,1,7,1300,550,1977,0,47.7408,-122.101 +20140712,4,2.5,2900,23488,2,9,2900,0,1992,0,47.6726,-122.03 +20150429,2,1,1290,2482,2,7,1290,0,2008,0,47.6972,-122.025 +20150402,4,3.5,2770,24140,2,8,2770,0,1967,0,47.6585,-122.186 +20141013,4,2,1400,7632,1.5,6,1400,0,1930,0,47.4625,-122.345 +20140730,4,3.5,4080,14450,2,12,3210,870,1998,0,47.5519,-122.106 +20140505,2,3,1410,1240,2,8,1140,270,2006,0,47.5221,-122.39 +20140724,3,2.5,2040,4348,2,8,2040,0,2006,0,47.3517,-121.999 +20141204,3,4,1390,1569,2,9,1150,240,2006,0,47.671,-122.269 +20150424,2,1,1000,6000,1,6,1000,0,1951,0,47.5208,-122.372 +20141218,3,2.5,2360,8093,2,8,2360,0,1995,0,47.3257,-122.17 +20150326,3,1,1250,17380,1,7,1250,0,1970,0,47.7502,-122.108 +20141220,4,2.75,2240,7200,1,7,1140,1100,1967,0,47.3357,-122.275 +20140725,4,3.5,4670,6000,2,11,3820,850,2007,0,47.5414,-121.994 +20140915,3,3.25,2950,4446,2,9,2450,500,2001,0,47.5852,-122.391 +20141211,4,2.75,3190,8737,2,9,3190,0,2006,0,47.523,-121.877 +20150408,4,2,2350,4815,1.5,7,1450,900,1914,0,47.6681,-122.338 +20150505,5,3,2320,8400,1,7,1510,810,1963,0,47.557,-122.365 +20150407,4,3.25,3410,34939,2,9,2470,940,1992,0,47.459,-122.003 +20150505,2,1,1020,8102,1,7,1020,0,1956,0,47.5135,-122.193 +20141103,4,2.5,1320,7000,1,7,1320,0,1956,0,47.6007,-122.127 +20140820,4,2.5,3000,8584,2,7,3000,0,2003,0,47.369,-122.032 +20150317,3,2.5,1608,4818,2,8,1608,0,2012,0,47.2583,-122.203 +20140527,3,3.75,3250,5797,2,8,2370,880,1951,0,47.6481,-122.405 +20150403,3,2.75,1370,1193,3,8,1370,0,2003,0,47.67,-122.392 +20150409,3,1.75,1220,7447,1,7,1220,0,1964,0,47.6886,-122.211 +20150211,3,2.5,2329,5720,2,8,2329,0,2010,0,47.362,-122.2 +20150428,4,1.75,1320,4978,1,7,940,380,1942,0,47.5266,-122.379 +20140902,4,3.25,3890,25470,2,10,3030,860,1923,0,47.6608,-122.269 +20150324,3,1.5,1160,10125,1,7,1160,0,1959,0,47.4919,-122.151 +20141107,3,1,1540,37950,1,7,1090,450,1959,0,47.3259,-122.289 +20140612,4,2,2710,4750,1,7,1460,1250,1919,0,47.6756,-122.305 +20140910,4,2.5,1900,9428,2,8,1900,0,1978,0,47.7628,-122.244 +20150408,3,2.75,3070,10739,2,10,2440,630,1987,0,47.6444,-122.191 +20141003,4,3.5,3560,6562,2,10,3560,0,2014,0,47.5929,-121.974 +20141210,4,2.5,3320,38043,2,9,3320,0,1997,0,47.6504,-122.004 +20140922,4,2.5,2140,7754,2,8,2140,0,1996,0,47.7173,-122.338 +20141001,3,1.75,1750,5200,1,8,1750,0,1956,0,47.6995,-122.383 +20141230,3,1.75,1490,10344,1,7,1490,0,1985,0,47.7517,-122.326 +20140924,1,1,530,13679,1,6,530,0,1949,0,47.6422,-121.954 +20150126,3,2.75,3280,10558,1,9,2040,1240,1979,0,47.5606,-122.133 +20140815,2,1,1260,5800,1,7,1260,0,1939,0,47.6501,-122.409 +20150504,4,2,1400,4690,1.5,7,1400,0,1945,0,47.6826,-122.378 +20150421,4,2.75,3120,7898,1,8,1560,1560,1963,0,47.7165,-122.259 +20140518,5,2.5,1970,8605,2,7,1970,0,1994,0,47.1944,-122.013 +20150429,3,2.5,1780,7848,1,7,1320,460,1978,0,47.3608,-122.056 +20140801,4,2.25,2380,35008,1,8,2380,0,1977,0,47.5834,-122.001 +20150318,2,1,950,6350,1,7,950,0,1951,0,47.528,-122.352 +20150417,5,2.75,3020,9187,2,9,3020,0,2007,0,47.6806,-122.167 +20140602,3,1.75,2160,6272,1,8,1390,770,1960,0,47.6777,-122.306 +20141126,3,1,1390,2640,1.5,7,1230,160,1903,0,47.6078,-122.307 +20140529,4,1,1600,4300,1.5,7,1600,0,1916,0,47.6648,-122.343 +20140808,3,2.25,1860,9210,2,7,1860,0,1994,0,47.3864,-122.03 +20140801,4,2.5,2790,74495,2,9,2790,0,1997,0,47.6628,-122.056 +20150203,4,2.5,2090,8325,1,7,1470,620,1983,0,47.4888,-122.184 +20140526,3,2,2130,35169,1,8,2130,0,1989,0,47.7489,-122.123 +20150105,4,2.75,1930,13041,1,8,1180,750,1980,0,47.7502,-122.085 +20141006,4,1,1750,9600,1.5,7,1750,0,1954,0,47.5759,-122.137 +20140608,4,2.5,1780,4169,2,8,1780,0,1994,0,47.5695,-122.006 +20140514,2,2,2370,217800,1.5,7,1600,770,1992,0,47.5007,-122.088 +20140827,3,2.5,2550,6240,1,8,1750,800,1957,0,47.6992,-122.387 +20150312,4,2.5,3238,9112,1,8,1678,1560,1979,0,47.4005,-122.311 +20140905,3,1.75,1410,16105,1,7,1410,0,1982,0,47.6927,-121.913 +20150414,4,2.5,2040,21781,2,8,2040,0,1994,0,47.6458,-121.904 +20140724,3,2.5,1990,12866,2,7,1990,0,1986,0,47.7477,-122.17 +20150218,3,2.5,1920,4534,2,8,1920,0,1986,0,47.7144,-122.204 +20140805,4,2.5,2990,9374,2,9,2990,0,2003,0,47.6287,-122.024 +20140630,2,1.5,1068,1758,2,7,1068,0,1990,0,47.7527,-122.244 +20140610,4,2.5,2009,5000,2,8,2009,0,2014,0,47.2577,-122.198 +20150427,3,3.25,2460,4182,2,8,2100,360,1910,0,47.6782,-122.311 +20140811,3,1.75,1390,9000,1,7,1390,0,1978,0,47.4469,-121.772 +20140513,5,4,4430,9000,2,10,4430,0,2013,0,47.6168,-122.216 +20140514,3,2,1570,5706,1,7,1570,0,1998,0,47.3156,-122.188 +20141008,4,2.5,2329,9436,2,9,2329,0,1995,0,47.7366,-122.204 +20140521,4,2,1660,6150,1,6,850,810,1945,0,47.5371,-122.368 +20141106,3,1.75,1400,8364,1,7,1400,0,1958,0,47.4918,-122.178 +20140827,3,2,1250,1306,3,7,1250,0,2001,0,47.6705,-122.39 +20150403,4,1,1370,7140,2,6,1370,0,1942,0,47.512,-122.376 +20140610,4,2.5,3700,21755,1,11,2620,1080,1988,0,47.5662,-122.108 +20140806,3,1.75,1600,8400,1,8,1600,0,1963,0,47.5479,-122.179 +20140711,4,2.25,2560,8927,1,7,1790,770,1976,0,47.34,-122.271 +20140702,4,3,3550,12327,1.5,10,2180,1370,1990,0,47.7533,-122.205 +20140701,3,2.5,1530,3210,1.5,7,1010,520,1928,0,47.6913,-122.393 +20150218,3,2.5,2410,11900,1,9,1600,810,1989,0,47.3384,-122.34 +20140616,5,3,1940,6355,1,8,1200,740,2007,0,47.498,-122.322 +20140530,4,2,2340,50233,1,7,1170,1170,1966,0,47.5905,-122.022 +20140708,2,1,1020,7920,1,6,1020,0,1939,0,47.5558,-122.31 +20150113,3,2.25,1580,6561,1,8,1200,380,1981,0,47.4394,-122.14 +20140731,3,2,1460,5715,1,7,1460,0,1957,2014,47.54,-122.276 +20140711,4,3.5,4410,12426,2,12,3420,990,1996,0,47.5518,-122.107 +20141029,3,1.5,3430,264844,1,7,2230,1200,1988,0,47.4476,-121.723 +20141118,4,2.25,2380,4876,2,9,2240,140,1948,0,47.6822,-122.4 +20141001,3,1.5,1860,8505,1,7,1860,0,1967,0,47.3106,-122.365 +20141211,3,1.75,1880,30346,1,8,1880,0,1988,0,47.3515,-122.291 +20150122,3,1.5,1400,9087,1,7,1400,0,1954,0,47.7711,-122.34 +20141007,3,1.5,960,4600,1,6,960,0,1944,0,47.6937,-122.213 +20150507,2,1,900,6656,1,7,900,0,1940,0,47.5467,-122.377 +20140715,3,2.5,2620,11056,2,9,2620,0,1988,0,47.7378,-122.218 +20141203,3,1.75,1440,9065,1,8,1440,0,1972,0,47.7163,-122.333 +20140917,2,1.75,1800,224769,1,7,1420,380,1950,2008,47.4327,-122.06 +20140731,4,2.5,2960,37430,2,9,2960,0,1990,0,47.3988,-122.023 +20140829,3,1.75,1260,10488,1,7,1110,150,1952,0,47.5417,-122.357 +20150408,3,2,1680,4886,2,7,1180,500,1940,0,47.5536,-122.286 +20150126,3,2.5,1020,2040,2,7,720,300,2004,0,47.5294,-122.361 +20150512,3,2.5,2720,62310,1,8,2040,680,1985,0,47.4168,-122.074 +20150217,3,2.5,2240,6000,2,8,2240,0,2003,0,47.4837,-122.138 +20140728,4,4.5,3890,5906,2,11,3060,830,2004,0,47.5426,-121.995 +20140601,5,3,3640,8239,2,10,2540,1100,1982,0,47.5842,-122.111 +20150130,5,5.75,7730,230868,2,12,6660,1070,2004,0,47.7615,-122.084 +20150411,5,2.5,1630,20750,1,7,1100,530,1975,0,47.3657,-122.113 +20140616,4,3.5,2840,4637,3,8,2840,0,2008,0,47.7033,-122.321 +20141216,4,2.25,2680,4673,2,7,2680,0,1999,0,47.7539,-122.219 +20141201,4,4,5635,9695,2,10,4360,1275,2011,0,47.3389,-122.334 +20140521,3,2.5,1990,8991,1,7,1570,420,1969,0,47.3939,-122.164 +20140918,5,3.5,3760,4857,2,9,2820,940,2004,0,47.7398,-122.167 +20140516,5,4.25,6490,10862,2,11,3940,2550,1991,0,47.5728,-122.205 +20140912,3,2.5,3300,11570,2,9,3300,0,1994,0,47.5599,-122.121 +20141013,4,2,1760,5307,1.5,7,1170,590,1948,0,47.6714,-122.28 +20140627,3,1.75,1010,9600,1,7,1010,0,1969,0,47.3828,-122.09 +20150423,4,3.25,4130,11444,2,11,4130,0,2001,0,47.5208,-122.15 +20140730,1,1,1020,6871,1,6,1020,0,1937,1946,47.5051,-122.338 +20140718,4,2.25,2510,4090,2,8,1840,670,2012,0,47.7345,-121.967 +20141013,4,2.5,3118,7866,2,9,3118,0,2014,0,47.2931,-122.264 +20150415,2,1.5,1120,1201,3,8,1120,0,1999,0,47.6524,-122.353 +20141230,4,1,1540,7350,1,6,770,770,1969,0,47.3318,-122.34 +20141013,3,1,1120,9656,1,7,1120,0,1955,0,47.567,-122.139 +20140805,4,2.5,2620,9525,2.5,9,2620,0,1974,0,47.5631,-122.219 +20141211,5,2.75,2530,7601,1,7,1520,1010,1992,0,47.4683,-122.263 +20141120,3,1.75,1880,9360,1,7,940,940,1941,0,47.7131,-122.283 +20150413,3,2.5,2290,6302,2,9,2290,0,1997,0,47.435,-122.107 +20150414,3,2,1390,7120,1,7,1390,0,1988,0,47.3786,-122.179 +20140723,4,2,1410,4480,1.5,8,1410,0,1927,0,47.6385,-122.344 +20140612,2,1,1430,3000,1.5,7,1300,130,1929,0,47.6415,-122.303 +20140827,3,2.5,1590,3381,2,7,1590,0,2000,0,47.7344,-121.986 +20150408,4,1.75,1260,3880,1,7,860,400,1918,0,47.687,-122.391 +20140703,4,2.5,3150,4203,2,9,3150,0,2002,0,47.688,-122.164 +20150217,3,1.75,1660,8303,1,7,1380,280,1974,0,47.4366,-122.171 +20140721,2,1,1030,9192,1,6,1030,0,1959,0,47.4565,-122.181 +20141212,4,2.75,2080,9600,1,8,1240,840,1979,0,47.7149,-122.235 +20150408,4,2.25,2570,11070,2,8,2570,0,1966,0,47.4507,-122.152 +20150213,3,1.75,1480,9603,1,7,1480,0,1952,0,47.5915,-122.202 +20140606,4,2.5,4150,8436,2,10,4150,0,2014,0,47.5802,-122.039 +20140703,4,2.5,2980,16263,2,9,2980,0,1989,0,47.5457,-122.153 +20141111,3,2,1670,11337,1,7,1670,0,1959,0,47.6602,-122.188 +20140716,3,2.5,1350,874,3,8,1270,80,2006,0,47.549,-122.387 +20150323,4,2.25,2100,12172,1,9,2100,0,1961,0,47.5458,-122.227 +20140917,2,0.75,1060,48292,1,6,560,500,1947,0,47.4285,-122.511 +20140626,3,2.75,2590,12063,2,10,2590,0,1993,0,47.5527,-122.12 +20140528,2,1,780,6685,1,5,780,0,1948,0,47.305,-122.215 +20140820,4,2.5,2650,9990,2,10,2650,0,1990,0,47.5605,-122.016 +20140826,4,3,3600,9687,2,9,3600,0,1959,1995,47.6257,-122.208 +20140812,2,1,1450,7098,1,7,1450,0,1924,0,47.63,-122.349 +20150313,2,1,860,10500,1,6,860,0,1943,0,47.5662,-121.886 +20150129,3,1,1060,10350,1,7,1060,0,1980,0,47.365,-122.028 +20150330,3,2.5,2060,10650,1,8,1050,1010,1976,0,47.5627,-122.137 +20141202,4,2.5,2240,7245,1,7,1140,1100,1972,0,47.7161,-122.17 +20141027,3,1.75,1460,7884,1,8,1460,0,1975,0,47.4457,-122.128 +20140805,3,1.75,1530,7650,1,8,1530,0,1977,0,47.4435,-122.128 +20140507,3,2.25,1630,12295,2,7,1630,0,1985,0,47.4279,-122.161 +20150324,4,3,3320,5760,2,9,2120,1200,1954,2007,47.6474,-122.389 +20140807,4,1,1900,8505,1,7,1200,700,1956,0,47.4406,-122.196 +20150407,4,3,3130,12381,2,9,3130,0,1995,0,47.5599,-122.118 +20150213,3,1,1200,5650,1.5,7,1200,0,1928,0,47.5065,-122.249 +20141121,5,2.75,2830,11795,1,7,1710,1120,1960,0,47.5828,-122.118 +20141201,3,2.75,2020,9505,1,7,1260,760,1969,0,47.7399,-122.197 +20150327,4,2.5,2900,10500,1,8,1450,1450,1963,0,47.5838,-122.246 +20150401,3,1,900,37800,1,5,700,200,1923,0,47.7146,-122.234 +20141007,2,1,1620,9855,1,8,1320,300,1948,0,47.5264,-122.384 +20140529,4,2.5,2040,22653,2,7,2040,0,2011,0,47.4991,-122.299 +20150307,2,1,900,4500,1,7,900,0,1951,0,47.5273,-122.265 +20150330,5,2,2000,3000,1.5,6,1200,800,1931,0,47.6028,-122.298 +20141223,3,1.5,1072,4339,2,7,1072,0,2009,0,47.386,-122.162 +20150116,3,3.25,2320,6744,2,9,1930,390,2014,0,47.7132,-122.293 +20150112,5,4,6300,16065,2,12,4360,1940,2004,0,47.5922,-122.207 +20140613,3,1,1460,7200,1,7,1260,200,1906,0,47.6875,-122.336 +20141002,1,1,500,7440,1,5,500,0,1928,0,47.5252,-122.362 +20150223,4,2,2260,10800,1,9,2260,0,1978,0,47.6124,-122.153 +20150102,3,1.75,1330,9917,1,7,1040,290,1981,0,47.4478,-122.161 +20141014,4,3,2550,3784,1.5,8,1750,800,1900,0,47.6559,-122.338 +20150314,4,2,2010,7312,1,7,2010,0,1976,0,47.2785,-122.213 +20140729,4,2.75,2690,9240,2,8,2690,0,1998,0,47.1896,-122.014 +20150302,4,2.25,3070,13720,2,9,3070,0,1978,0,47.6133,-122.152 +20150312,4,3.5,3790,90169,2,11,3790,0,1998,0,47.6587,-122.022 +20150304,5,3.75,6810,7500,2.5,13,6110,700,1922,0,47.6285,-122.322 +20140627,4,3,2530,10000,2,7,2530,0,2013,0,47.431,-122.335 +20141107,3,2,2100,72745,1,9,2100,0,1995,0,47.7479,-122.062 +20140827,4,1,1360,5900,1.5,7,1360,0,1949,0,47.7512,-122.318 +20150428,5,2,2260,11970,1,7,1250,1010,1962,0,47.3896,-122.218 +20150320,3,2.5,2680,4990,1,8,1440,1240,1951,0,47.6538,-122.393 +20140902,3,2,1880,3000,1,8,1040,840,1931,0,47.6418,-122.351 +20141216,3,2.25,1920,9672,2,8,1920,0,1984,0,47.6233,-122.046 +20140502,4,1.75,1560,8700,1,7,1560,0,1967,0,47.7274,-122.181 +20140514,4,2.5,2240,14667,2,9,2240,0,1989,0,47.5276,-122.161 +20150505,3,1,1070,3713,1,6,1070,0,1917,0,47.5683,-122.285 +20150409,4,2.5,2610,7333,2,8,2610,0,1988,0,47.2721,-122.293 +20150303,3,2.5,1480,4729,2,7,1480,0,2004,0,47.6794,-122.034 +20141201,3,1.75,1530,9800,1,8,1530,0,1958,0,47.7655,-122.336 +20150415,3,2.5,2180,5496,2,8,2180,0,1994,0,47.5723,-122.007 +20140625,5,2.5,2700,16570,1,8,1750,950,1967,0,47.6144,-122.167 +20140828,3,2,1610,14046,2,7,1610,0,1933,1988,47.7704,-122.264 +20150328,2,1.5,980,853,2,7,820,160,2009,0,47.5925,-122.295 +20150129,3,1,1020,7650,1,6,1020,0,1919,0,47.6795,-122.202 +20140905,3,2,1500,2506,1,7,870,630,2003,0,47.5962,-122.301 +20140602,5,2.5,3020,21441,1,8,1510,1510,1978,0,47.3392,-122.131 +20141009,4,2.5,1910,8058,2,8,1910,0,1992,0,47.3891,-122.172 +20141016,3,1.75,710,5050,1,6,710,0,1950,0,47.5194,-122.375 +20141014,3,1.75,2480,4000,1,8,1240,1240,1948,2014,47.615,-122.288 +20140903,2,1.75,2470,4600,1,7,1140,1330,1916,0,47.5599,-122.378 +20140513,3,1.75,1680,2400,1,7,870,810,1922,0,47.6155,-122.3 +20140502,4,2.25,2160,8119,1,8,1080,1080,1966,0,47.5443,-122.177 +20141028,2,2.25,1290,2436,2,7,1290,0,1984,0,47.6803,-122.156 +20140611,4,2.5,2300,19250,1,7,2300,0,1955,0,47.4793,-121.776 +20141010,3,2.5,2830,56628,2,11,2830,0,2001,0,47.7409,-122.198 +20140818,3,1.75,1550,7410,1.5,7,1550,0,1944,0,47.4951,-122.237 +20150414,3,2.5,1780,1729,2,8,1080,700,2008,0,47.6594,-122.355 +20150126,2,2,1200,7131,1,8,1200,0,2006,0,47.7199,-122.022 +20140513,7,4,3440,8100,2,7,3440,0,1970,0,47.6981,-122.349 +20140826,3,1,1010,10800,1,7,1010,0,1972,0,47.4483,-121.773 +20150409,2,1.75,1800,7191,1,7,990,810,1952,0,47.4828,-122.191 +20140605,3,1.75,960,8106,1,7,960,0,1962,0,47.6737,-122.156 +20141226,3,1.75,1470,8645,1,6,1470,0,1949,0,47.7524,-122.323 +20140703,4,3.5,4370,10860,2,11,4370,0,2008,0,47.5066,-122.148 +20140915,2,1.75,2230,6930,1,8,1530,700,1947,0,47.6705,-122.277 +20140905,3,2.25,1810,11800,1,7,1240,570,1977,0,47.4997,-122.231 +20150303,4,1.5,3160,19745,1.5,6,1840,1320,1968,0,47.3103,-122.006 +20150309,3,2,1360,8752,1,6,1360,0,1942,0,47.6879,-122.208 +20150401,4,2.5,2770,9798,2,9,2770,0,1986,0,47.562,-122.081 +20140728,4,2.75,1830,3420,2,8,1830,0,2012,0,47.366,-122.308 +20150513,2,1,930,4000,1,6,730,200,1943,0,47.5321,-122.323 +20140520,3,1,1320,8625,1,7,1320,0,1957,0,47.4902,-122.179 +20140911,6,2.75,4460,6952,2.5,10,3460,1000,1930,0,47.6626,-122.269 +20141017,3,2.5,2440,71002,1,9,2440,0,1996,0,47.2689,-122.01 +20150319,5,2.75,2980,8500,1,8,1540,1440,1982,0,47.3641,-122.278 +20141016,4,1,1440,7215,1.5,7,1440,0,1969,0,47.7133,-122.212 +20141017,2,1,1120,3220,1,7,1120,0,1923,0,47.6588,-122.344 +20140520,4,2.25,1870,9680,1,7,1170,700,1959,0,47.7157,-122.234 +20140502,3,2.5,2600,4750,1,9,1700,900,1951,0,47.6833,-122.4 +20140527,3,3,2520,2152,1.5,8,1560,960,1925,2006,47.6363,-122.371 +20141114,5,2.75,2910,13332,2,8,2910,0,1940,1991,47.4977,-122.359 +20140820,3,2,1360,3090,2,8,1360,0,1990,0,47.6838,-122.353 +20140729,3,2.5,2110,3870,2,9,2110,0,2004,0,47.5513,-121.994 +20141105,3,1,860,10426,1,6,860,0,1954,0,47.4987,-122.341 +20150203,3,2.5,2470,4948,2,8,2470,0,2003,0,47.3438,-122.039 +20140721,2,1,700,7303,1,5,700,0,1953,0,47.4934,-122.166 +20140528,4,2.5,3150,7277,2,9,3150,0,2006,0,47.5159,-122.202 +20140609,3,1.75,1760,10780,1,8,1760,0,1977,0,47.5938,-122.154 +20141119,4,2.5,2300,7314,1,8,1420,880,1979,0,47.7671,-122.33 +20140611,4,2.75,2414,7693,2,8,2414,0,2006,0,47.3046,-122.222 +20140707,4,2.5,2286,8269,2,8,2286,0,2002,0,47.5174,-122.194 +20150223,5,1.75,1580,5292,1,6,980,600,1913,0,47.5677,-122.29 +20141023,3,1.75,1660,8160,1,7,1660,0,1951,0,47.4608,-122.358 +20140611,1,1.75,750,20339,1,4,550,200,1946,0,47.4756,-122.09 +20140728,4,1,1370,41194,1.5,5,1370,0,1900,0,47.2716,-122.144 +20140827,4,3.5,2980,3000,2,9,2340,640,2008,0,47.6768,-122.326 +20140903,2,2,1510,5133,1.5,7,1510,0,1939,0,47.6415,-122.401 +20140603,3,1.5,1660,8797,1,7,1660,0,1956,0,47.5892,-122.202 +20141201,3,1.75,1740,8560,1,8,1500,240,1948,0,47.6475,-122.409 +20140721,2,1,1650,5106,1,7,1090,560,1960,0,47.6992,-122.309 +20140627,2,0.75,840,40642,1,6,840,0,1937,0,47.404,-122.447 +20141214,4,2.5,2060,7720,2,8,2060,0,1995,0,47.2956,-122.374 +20150402,3,1.75,2050,9045,2,6,2050,0,1959,0,47.4572,-122.18 +20140613,3,2,1910,5040,1.5,8,1910,0,1971,0,47.6312,-122.061 +20140529,4,2.5,2440,22594,2,8,2440,0,1996,0,47.6333,-121.97 +20141209,2,1,900,5512,1,7,900,0,1947,0,47.6877,-122.289 +20140729,4,2.75,3130,21810,2,10,3130,0,1993,0,47.7083,-122.073 +20150109,6,5,3028,18055,2,7,3028,0,2005,0,47.3651,-122.197 +20140715,4,1.75,1970,12409,1,7,1220,750,1968,0,47.7489,-122.236 +20140520,4,2.75,2050,3960,1,7,1180,870,1986,0,47.5808,-122.394 +20140521,3,1.75,1390,10905,1,6,860,530,1957,0,47.5517,-122.36 +20150128,4,2.5,2410,6440,1,8,1550,860,1974,0,47.7153,-122.191 +20140818,3,1,1500,5605,1,6,750,750,1942,0,47.5456,-122.359 +20141118,3,2,1660,11135,1,8,1660,0,1971,0,47.4897,-121.787 +20150225,5,2.25,1820,10500,1,7,1080,740,1979,0,47.4058,-122.177 +20140814,10,5.25,4590,10920,1,9,2500,2090,2008,0,47.5861,-122.113 +20140725,4,2.5,3420,6233,2,9,3420,0,2006,0,47.5416,-121.998 +20150226,3,2.5,1800,3980,2,7,1800,0,2006,0,47.4006,-122.162 +20150416,4,2.5,3430,7200,2,9,3430,0,2014,0,47.6842,-122.196 +20141222,3,2.5,1870,1436,2,7,1870,0,2004,0,47.4899,-122.166 +20141205,3,2.5,2130,219978,2,8,2130,0,1986,0,47.7754,-122.032 +20140813,4,2.5,2280,8798,2,8,2280,0,1987,0,47.7471,-122.247 +20140825,4,2.25,2360,8616,2,8,2360,0,1974,0,47.6495,-122.198 +20140814,4,2.25,1960,9021,2,8,1960,0,1973,0,47.6349,-122.096 +20150324,2,1,1350,3880,1,6,950,400,1927,0,47.6842,-122.344 +20140908,3,1.75,1440,7198,1,7,990,450,1981,0,47.4333,-122.194 +20150507,2,1,2140,6000,1,7,1070,1070,1946,0,47.651,-122.399 +20140702,4,2.5,2050,5787,2,7,2050,0,2002,0,47.3527,-122.315 +20140814,4,1.5,1940,6386,1,7,1140,800,1954,0,47.5533,-122.285 +20150423,3,2.5,2283,3996,2,8,2283,0,2008,0,47.4221,-122.192 +20150505,2,1,1070,6000,1,5,1070,0,1922,0,47.495,-122.227 +20141029,4,2.25,2200,7200,1,8,1220,980,1958,0,47.5818,-122.296 +20141106,3,2,1590,10229,1,7,1590,0,1966,0,47.7239,-122.227 +20150409,4,1.75,1550,6000,1,7,1550,0,1944,0,47.6567,-122.399 +20150304,3,1,1490,15850,1,7,1490,0,1946,0,47.7411,-122.347 +20150304,3,1,1280,3870,1,7,640,640,1945,0,47.6163,-122.294 +20141119,4,2,1820,5001,2,7,1820,0,1947,2002,47.6438,-122.373 +20141222,3,1.5,1390,11340,1,7,1390,0,1963,0,47.3984,-122.186 +20140722,3,2,1690,10062,1,7,940,750,1928,0,47.5102,-122.241 +20140606,4,2,1470,8395,1,7,1470,0,1965,0,47.631,-122.117 +20150506,3,2.5,2026,7611,2,8,2026,0,2010,0,47.3733,-122.162 +20150423,3,3.25,1560,1345,2,8,1260,300,2009,0,47.5637,-122.375 +20150402,4,1.5,1980,3240,1.5,8,1780,200,1930,0,47.584,-122.294 +20141006,6,3.75,4090,49542,2,9,3100,990,1984,0,47.6408,-122.153 +20140603,4,2.5,2961,12146,2,9,2961,0,1998,0,47.5839,-122.052 +20140724,3,1,1360,20000,1,7,1360,0,1953,0,47.2861,-122.253 +20140620,4,2.75,3730,8014,2,10,3730,0,2012,0,47.6036,-122.059 +20150310,2,1,890,6095,1,7,890,0,1947,0,47.6823,-122.298 +20140821,3,1,1680,8910,1,7,1680,0,1940,0,47.7011,-122.375 +20150331,4,1,1100,7110,1,7,880,220,1907,0,47.3858,-122.227 +20140819,3,1.5,2050,6384,1,7,1350,700,1958,0,47.5325,-122.378 +20141021,2,2.5,1170,1394,2,8,1170,0,2001,0,47.6131,-122.297 +20150123,4,2.5,3120,8792,2,9,3120,0,1992,0,47.5699,-121.993 +20140822,3,1.5,1440,8370,1,7,1440,0,1977,0,47.5418,-122.275 +20140709,4,1,1440,3600,1.5,7,1440,0,1924,0,47.5694,-122.385 +20140801,3,2,1710,5200,1,7,1030,680,1977,0,47.3651,-122.094 +20150120,3,3,1530,2132,2,8,1530,0,1993,0,47.3746,-122.056 +20141117,3,1,980,9135,1,7,980,0,1955,0,47.3496,-122.289 +20140721,3,1.75,2050,6720,1,7,1050,1000,1939,0,47.5058,-122.235 +20140612,3,3.5,3950,111078,1.5,9,2460,1490,1989,0,47.697,-122.072 +20140714,4,2.25,2210,11700,2,8,2210,0,1967,0,47.3648,-122.284 +20140723,4,2.5,2460,4166,2,9,2460,0,2003,0,47.7072,-122.232 +20140613,3,1.75,1900,8540,1,6,950,950,1980,0,47.4868,-122.303 +20150116,4,1.5,2820,4000,2,7,2820,0,1911,0,47.6638,-122.348 +20140618,4,4.25,4850,12445,2,10,3850,1000,1989,0,47.7011,-122.244 +20140509,4,2.25,2470,7447,2,8,2470,0,1984,0,47.7514,-122.286 +20140919,4,2.5,2640,5595,2,8,2640,0,2011,0,47.3551,-122.054 +20141223,5,2.5,2406,7093,2,8,2406,0,2006,0,47.2615,-122.252 +20141031,3,2.5,2480,6031,2,8,2480,0,2001,0,47.772,-122.297 +20140818,3,2.5,2420,7423,2,8,2420,0,1990,0,47.3199,-122.186 +20141008,3,2.25,2160,7500,2,10,2160,0,1982,0,47.6232,-122.299 +20140828,2,2,1360,3300,2,6,1360,0,2004,0,47.3489,-122.022 +20150415,4,2,1650,7552,1,7,860,790,1977,0,47.7765,-122.324 +20141007,3,2.5,2860,4500,2,8,1980,880,1915,0,47.6463,-122.371 +20150306,4,1.75,2170,5750,1,7,1370,800,1975,0,47.5668,-122.383 +20140628,2,1.75,1910,3376,2,8,1910,0,1980,0,47.3733,-122.057 +20140611,4,2.75,4140,24190,2,11,4140,0,2002,0,47.3062,-122.15 +20140609,3,1.75,1380,3402,1.5,7,1380,0,1900,2000,47.6109,-122.302 +20150128,4,4,3860,67953,2,12,3860,0,1927,0,47.7469,-122.378 +20150402,3,2.25,1700,9008,1,8,1340,360,1985,0,47.7161,-122.317 +20150313,6,1.75,2400,7500,1.5,7,1400,1000,1975,0,47.7661,-122.313 +20140814,2,0.75,520,6862,1,4,520,0,1924,1980,47.326,-122.037 +20150217,2,1.75,1720,3000,1,7,860,860,1925,0,47.686,-122.351 +20150325,4,1.75,2360,6000,1,7,1280,1080,1955,0,47.6465,-122.357 +20140604,3,1,1050,4160,1,7,1050,0,1925,0,47.6756,-122.3 +20140827,3,1.75,1260,7500,1,6,840,420,1947,0,47.772,-122.323 +20150317,3,2.5,2170,8140,2,9,2170,0,1994,0,47.385,-122.169 +20141113,2,2,990,5416,1,6,990,0,1935,0,47.604,-122.311 +20141223,3,1,920,8400,1,7,920,0,1963,0,47.3771,-122.287 +20141105,3,2.5,2430,7049,2,8,2430,0,2007,0,47.5399,-122.352 +20150213,4,1.75,2520,7200,1,7,1260,1260,1955,0,47.4835,-122.192 +20141020,4,3.5,3010,174240,2,9,3010,0,2004,0,47.4775,-121.691 +20140507,5,4.5,4270,8076,2,11,3400,870,2007,0,47.699,-122.206 +20140919,3,2.5,2180,4226,2,8,2180,0,2004,0,47.7733,-122.226 +20150320,5,1.75,2344,4800,1.5,7,1544,800,1921,0,47.6537,-122.335 +20140805,3,1,2020,4120,1.5,7,1520,500,1929,0,47.5514,-122.271 +20150430,4,2.5,2240,6920,1,8,1380,860,1974,0,47.5011,-122.375 +20141204,4,2.75,4030,10240,2,8,3310,720,1943,1994,47.7168,-122.365 +20140730,3,1,1450,3350,1.5,7,1450,0,1919,0,47.5607,-122.378 +20150427,4,2.5,3920,41206,2,10,3920,0,1988,0,47.7325,-122.132 +20141118,5,2.5,3370,4850,2,9,3370,0,2007,0,47.5078,-122.169 +20150116,4,3.5,3990,23544,1,10,2300,1690,1999,0,47.3245,-122.38 +20140708,4,3.75,4740,126759,2,10,4740,0,1991,0,47.4449,-121.979 +20150422,2,1,830,4000,1,6,830,0,1947,0,47.6909,-122.381 +20140904,3,2,1310,7332,1,7,1310,0,1987,0,47.3597,-122.051 +20150506,2,1.5,1170,1250,3,8,1170,0,2000,0,47.6719,-122.38 +20150430,3,1.75,1290,8688,1,7,1290,0,1980,0,47.3655,-122.08 +20141020,5,2.25,2520,11700,2,9,2520,0,1977,0,47.6322,-122.053 +20140721,4,2.5,2410,7846,2,8,2410,0,1992,0,47.2641,-122.312 +20140516,3,2,2050,3933,1,8,1180,870,1926,2001,47.6436,-122.303 +20141031,3,2,1820,4480,1,7,1120,700,1923,0,47.6717,-122.295 +20140715,3,2.25,1780,8784,1,7,1230,550,1977,0,47.701,-122.172 +20141028,2,1,1460,6000,1,7,1260,200,1925,0,47.7009,-122.317 +20140811,6,2.75,2890,7500,1,8,1830,1060,1976,0,47.7099,-122.23 +20150327,3,1.5,1410,8415,1,7,780,630,1982,0,47.2914,-122.368 +20150430,3,1,1150,8924,1,6,1150,0,1943,0,47.3865,-122.217 +20140819,4,2.5,2650,6240,2,8,2650,0,2013,0,47.6885,-122.021 +20140618,3,2.25,1584,2800,2,7,1584,0,2012,0,47.3454,-122.214 +20141010,3,1.75,2030,217800,1,8,2030,0,1977,0,47.2618,-122.12 +20150121,5,2.5,2450,5047,2,8,2450,0,2007,0,47.7724,-122.168 +20150209,4,1.75,1500,1856,1,7,750,750,1901,0,47.5917,-122.296 +20141105,3,2.75,3340,12690,1,10,2550,790,1956,1988,47.6665,-122.27 +20141208,5,2,3920,5250,1.5,7,2560,1360,1910,0,47.5798,-122.294 +20140603,4,2.5,1830,5175,2,7,1830,0,2003,0,47.3565,-122.016 +20141013,2,1.5,1710,4189,1,7,1160,550,1951,0,47.5286,-122.383 +20141220,2,1,1210,4895,1,6,710,500,1951,0,47.5202,-122.373 +20140821,2,1,930,3447,1,8,930,0,1978,0,47.3822,-122.318 +20140822,5,2,2880,12000,2,8,2880,0,1921,0,47.5861,-122.295 +20140825,3,1.75,1480,8009,1,7,980,500,1980,0,47.3657,-122.28 +20141223,4,3.5,2710,5722,2,8,2040,670,1997,0,47.5591,-122.302 +20140626,4,1.5,1600,9289,1,7,1600,0,1959,0,47.3107,-122.212 +20140903,2,1,1010,4050,1,7,1010,0,1950,0,47.5838,-122.382 +20140602,3,2.25,2130,8721,1,8,1570,560,1987,0,47.4202,-122.204 +20150325,4,1,2200,12137,1,8,1640,560,1956,0,47.7473,-122.261 +20150427,3,1,1240,4000,1.5,8,1240,0,1928,2000,47.5467,-122.359 +20150409,3,1,950,8400,1,7,950,0,1958,0,47.5104,-122.166 +20150225,2,1.75,1760,5000,1,7,940,820,1927,0,47.682,-122.372 +20141204,2,2,1615,4590,1.5,8,1615,0,1906,0,47.6886,-122.348 +20140717,3,3,1430,1249,3,8,1430,0,2003,0,47.6971,-122.34 +20150427,4,3.75,4040,14212,2,11,4040,0,2002,0,47.5189,-122.147 +20150504,5,1.75,3250,13702,1,8,1650,1600,1965,0,47.4883,-122.225 +20141030,3,2.5,2530,8669,2,9,2530,0,1990,0,47.3073,-122.395 +20150414,3,2.5,2380,5017,2,9,2380,0,2003,0,47.6297,-122.021 +20141223,3,1.75,2092,250905,1,7,2092,0,1981,0,47.2664,-122.027 +20140919,3,2.5,1260,1125,3,8,1260,0,2002,0,47.6706,-122.381 +20140521,3,2.5,2420,49928,2,8,1860,560,1985,0,47.463,-122.008 +20150224,3,3.5,4110,15720,1,10,2230,1880,2000,0,47.6996,-122.229 +20140514,4,2.75,1680,11180,1,7,1680,0,1966,0,47.6557,-122.127 +20141003,3,2.25,1500,7482,1,7,1210,290,1968,0,47.4619,-122.187 +20140923,3,1,1720,16552,1,7,1720,0,1971,0,47.4772,-122.153 +20140918,1,0,690,23244,1,7,690,0,1948,0,47.6429,-121.955 +20140814,3,1.75,2200,11520,1,7,2200,0,1952,0,47.7659,-122.341 +20150115,5,2.75,3230,6500,2,9,3230,0,2014,0,47.6237,-122.023 +20150401,4,1.5,1840,7076,1.5,7,1840,0,1957,0,47.5185,-122.345 +20141113,4,4.5,3130,5126,3,10,2450,680,2014,0,47.6239,-122.29 +20150127,4,3.5,3695,6556,2,9,3695,0,2014,0,47.683,-122.015 +20150414,2,1,980,3663,1,7,980,0,1909,0,47.6645,-122.288 +20150123,3,1,1460,5825,1,5,1260,200,1942,0,47.4958,-122.191 +20140523,3,1,1920,6862,1,7,1120,800,1952,0,47.5193,-122.274 +20150226,4,1.75,2000,7350,1,7,1100,900,1963,0,47.3428,-122.303 +20140530,6,2.75,5700,20000,1,10,2850,2850,1977,0,47.5601,-122.16 +20141112,3,2,1880,3048,2,7,1880,0,1902,0,47.6031,-122.303 +20141111,2,2,1120,780,2,8,760,360,2004,0,47.5788,-122.41 +20141019,3,2,1470,1656,2,8,1310,160,2003,0,47.5653,-122.369 +20141211,3,2,2070,9000,1,7,1450,620,1969,0,47.3085,-122.376 +20140721,3,1.5,1560,10489,1,7,1560,0,1961,0,47.2048,-121.999 +20150429,3,1,1150,18200,1,7,1150,0,1959,0,47.4262,-122.187 +20140710,3,2.25,1420,3433,2,7,1420,0,1981,0,47.7245,-122.163 +20141001,3,2.5,1460,7936,2,7,1460,0,1995,0,47.3673,-122.017 +20141020,3,1,1330,3740,1.5,6,1330,0,1903,0,47.5502,-122.274 +20141212,2,1,1300,11400,1,7,1300,0,1961,0,47.3459,-122.299 +20140728,3,2.5,2920,5629,1,8,1460,1460,1955,0,47.642,-122.405 +20140929,3,1.75,1670,6034,1,7,990,680,1957,0,47.5209,-122.286 +20141111,4,2,1970,6480,1.5,7,1130,840,1920,0,47.5511,-122.312 +20150319,3,1.75,1100,7373,1,7,1100,0,1968,0,47.3124,-122.183 +20150226,2,1,1150,6000,1,7,710,440,1921,0,47.6841,-122.213 +20140609,3,1.5,1150,8686,1,7,1150,0,1963,0,47.4417,-122.194 +20141107,3,1.5,2710,47419,1.5,7,2170,540,1980,0,47.6522,-121.966 +20140708,4,2.5,2530,8169,2,8,2530,0,1993,0,47.2634,-122.312 +20140923,3,2.5,1910,5600,2,8,1910,0,1989,0,47.5752,-122.009 +20140916,3,1,1190,9199,1,7,1190,0,1955,0,47.4258,-122.322 +20140717,4,2.5,2550,7200,2,7,2550,0,2003,0,47.4793,-122.18 +20150429,3,2.25,2530,12042,2,8,2530,0,1989,0,47.3742,-122.125 +20150225,3,1.5,1300,7600,1,7,1300,0,1963,0,47.2083,-122.005 +20150127,4,2.75,2960,5040,2,9,2210,750,1952,1993,47.5747,-122.408 +20140710,5,2.25,3480,9200,2,8,3480,0,1979,0,47.5585,-122.153 +20141101,4,2.5,2990,5342,2,8,2990,0,2004,0,47.6124,-122.009 +20141215,4,1.75,2520,15205,1,7,2040,480,1954,0,47.7642,-122.264 +20140508,3,2.5,2920,3942,3,10,2920,0,2008,0,47.531,-122.204 +20150402,3,1.75,1000,14061,1,7,1000,0,1967,0,47.7417,-122.093 +20141030,3,1.75,2020,11050,1,8,1320,700,1969,0,47.4706,-122.119 +20140520,4,1,1210,3760,1.5,6,1210,0,1900,0,47.6872,-122.344 +20141119,3,2.25,2180,9246,2,9,2180,0,1984,0,47.6215,-122.031 +20140923,3,2.25,1840,9929,1,7,1200,640,1987,0,47.7408,-122.236 +20141001,2,1,760,6141,1,6,760,0,1920,0,47.5469,-122.277 +20141022,3,2.5,2588,5701,2,8,2588,0,2008,0,47.3449,-122.151 +20140825,3,1.5,1630,22764,1,7,1630,0,1970,0,47.3611,-122.293 +20150423,2,1.75,1660,11747,1,7,830,830,1981,0,47.7661,-122.306 +20140613,3,2.5,2300,3060,1.5,8,1510,790,1930,2002,47.6827,-122.31 +20150107,4,2.5,3000,6892,2,8,3000,0,2005,0,47.7623,-122.165 +20140702,4,3,1940,8170,1,7,1940,0,1948,0,47.7381,-122.302 +20140715,3,1,1510,17040,1,6,1510,0,1975,0,47.2649,-122.285 +20141019,3,1.75,2930,266587,2,8,2440,490,1995,0,47.6991,-121.947 +20150105,3,2,1260,5612,1,7,1260,0,1972,0,47.7362,-122.179 +20140507,3,2,1610,4160,1,7,1010,600,1917,0,47.5421,-122.388 +20150414,2,1.75,1670,10725,1,7,1670,0,1965,0,47.4893,-122.229 +20141219,3,1.5,1890,4400,1.5,7,1890,0,1919,0,47.6662,-122.326 +20150213,3,2.5,2070,25710,1,6,2070,0,1917,0,47.2032,-121.964 +20150506,3,1.75,1350,5850,1,7,1050,300,1973,0,47.4225,-122.328 +20140613,3,1.75,1180,13927,1,7,1180,0,1962,0,47.4818,-122.094 +20140715,3,1,1210,9730,1,7,1210,0,1953,0,47.762,-122.355 +20150422,4,2.25,1550,7579,2,8,1550,0,1993,0,47.354,-122.047 +20140520,4,2.25,2260,41984,1,9,2260,0,1967,0,47.6622,-122.171 +20140710,3,1,920,4875,1,7,920,0,1978,0,47.3623,-122.09 +20150127,3,1,960,10181,1,7,960,0,1961,0,47.7231,-122.229 +20140827,3,2.25,2100,7335,2,8,2100,0,1983,0,47.647,-122.061 +20141023,2,1,990,4332,1,7,990,0,1909,0,47.6528,-122.331 +20140715,4,2.5,1840,13493,2,7,1840,0,1994,0,47.2649,-122.242 +20150210,4,2.25,2210,14073,1,8,1630,580,1978,0,47.4774,-122.142 +20140601,4,2,2630,16475,2,8,2630,0,1953,0,47.639,-122.219 +20140723,5,2.5,2840,15598,1,8,1470,1370,1975,0,47.4693,-122.117 +20140502,3,1.75,2330,14892,1,8,1970,360,1980,0,47.6267,-122.046 +20150513,3,2.25,1820,15000,1,7,1480,340,1978,0,47.7401,-122.249 +20150126,3,1.75,1310,5000,2,7,1310,0,1901,0,47.6722,-122.379 +20150511,5,3.75,5020,8694,2,12,3970,1050,2007,0,47.6146,-122.213 +20150217,3,2.25,2240,9314,2,9,2240,0,1984,0,47.6216,-122.032 +20141029,5,4,4180,7232,2,9,4180,0,2014,0,47.7049,-122.125 +20150402,3,1,1250,9427,1,6,1250,0,1931,0,47.7254,-122.175 +20140812,4,2.5,2300,7707,2,8,2300,0,2004,0,47.3497,-122.044 +20150225,4,3.5,3640,4983,2,9,2790,850,2014,0,47.5619,-122.027 +20150331,2,2,1200,3900,1,8,1200,0,2006,0,47.72,-122.024 +20150326,4,2.5,2155,8140,2,8,2155,0,1996,0,47.4204,-122.201 +20150304,4,2,1490,4054,1.5,7,1490,0,1926,0,47.6744,-122.301 +20150312,2,1,1380,9251,1,7,1380,0,1940,0,47.7486,-122.249 +20140620,3,2.25,1790,10209,1,7,1290,500,1967,0,47.7492,-122.086 +20140611,4,2.5,2180,7203,2,8,2180,0,1989,0,47.5119,-122.151 +20140523,1,0.75,820,59677,1,5,820,0,1999,0,47.5316,-121.764 +20141208,4,1.75,1810,21650,2,7,1810,0,1961,0,47.7358,-122.076 +20150320,3,2.5,1470,3971,2,7,1470,0,2003,0,47.6816,-122.035 +20141202,3,2.75,2870,6600,2,8,2870,0,1984,0,47.5745,-122.113 +20140605,4,2,2660,3900,1.5,7,1480,1180,1923,0,47.6398,-122.306 +20140918,3,2.5,3260,91911,2,9,3260,0,1984,0,47.737,-122.074 +20141104,3,1,1380,7575,1,7,1380,0,1963,0,47.5139,-122.187 +20140709,3,2.5,2630,5827,2,8,2630,0,2001,0,47.688,-122.038 +20140717,5,2,1860,9000,2,7,1860,0,1980,0,47.4484,-121.772 +20141218,3,1,870,8040,1,7,870,0,1953,0,47.7048,-122.368 +20140523,3,1.5,1110,9762,1,7,1110,0,1963,0,47.676,-122.15 +20140801,2,2,1370,4866,1,8,1370,0,2005,0,47.704,-122.012 +20140513,3,3.5,2876,5086,2,8,2360,516,2007,0,47.7511,-122.173 +20140720,4,2.5,2990,12788,2,10,2990,0,1988,0,47.5601,-122.037 +20150330,4,1.75,2310,9002,1,7,1780,530,1970,0,47.731,-122.166 +20150507,4,2.25,2590,36256,2,8,2590,0,1978,0,47.769,-122.094 +20150205,3,2.5,1950,4197,2,7,1950,0,2013,0,47.3613,-122.081 +20140617,5,1,1710,9100,1.5,7,1320,390,1926,0,47.5379,-122.378 +20140714,4,2.5,2200,6018,2,8,2200,0,2010,0,47.7338,-121.966 +20141216,5,3.5,2920,3000,2,9,2260,660,2014,0,47.6846,-122.349 +20150115,3,2.5,1350,874,3,8,1270,80,2006,0,47.5491,-122.387 +20150218,3,2,1960,6450,1,7,1000,960,1977,0,47.3972,-122.029 +20150317,5,3.5,4090,290980,1,11,2920,1170,2002,0,47.7161,-122.219 +20140715,5,1.75,2760,18112,1,8,1510,1250,1968,0,47.7363,-122.298 +20150424,2,1,1060,5754,1,6,1060,0,1917,0,47.6931,-122.372 +20150304,2,1.5,1110,3600,1,7,1110,0,1904,0,47.6382,-122.359 +20140813,3,1.75,1780,7567,1,7,1290,490,1980,0,47.7314,-122.225 +20140508,4,1.5,2130,8800,1,7,1100,1030,1962,0,47.383,-122.288 +20141216,3,2.25,1370,1533,3,8,1370,0,2009,0,47.7326,-122.343 +20150416,3,2.5,1780,1647,2,8,1080,700,2008,0,47.6597,-122.355 +20150402,2,2.75,2820,11770,2,7,1630,1190,1947,0,47.5102,-122.324 +20140606,4,3,2720,3800,2,8,1800,920,1919,0,47.6756,-122.306 +20141009,4,2.75,2790,6600,2,9,2790,0,2000,0,47.4362,-122.109 +20150127,3,2,2290,16258,1,8,2290,0,1960,0,47.4672,-122.165 +20150504,3,2,2020,10584,1,10,2020,0,1994,0,47.5851,-122.028 +20140604,3,1,910,4500,1,7,910,0,1948,0,47.6828,-122.395 +20141020,2,1,750,6720,1,6,750,0,1916,0,47.552,-122.31 +20140506,3,2,1420,4080,1.5,7,1420,0,1905,2013,47.6872,-122.349 +20140509,4,2.25,2130,8078,1,7,1380,750,1977,0,47.4482,-122.209 +20140507,3,2.5,1600,4271,2,7,1600,0,2000,0,47.3303,-122.269 +20140725,3,1.5,1580,5000,1,8,1290,290,1939,0,47.687,-122.386 +20140819,3,1.75,1720,5280,1,8,900,820,1943,0,47.6493,-122.401 +20141218,3,2.5,2490,21937,2,8,2490,0,1993,0,47.6442,-121.898 +20150427,3,2.5,2050,8172,2,8,2050,0,2002,0,47.4808,-122.28 +20140508,3,1.75,1390,7399,1,7,1390,0,1975,0,47.4183,-122.182 +20141120,3,1.75,1470,7350,1,8,1470,0,1963,0,47.6687,-122.154 +20140902,4,3,2240,5580,2,7,1830,410,1949,0,47.5598,-122.27 +20150217,3,1.5,1330,12500,1,7,1330,0,1966,0,47.5263,-122.051 +20150421,3,1,840,4495,1,6,840,0,1921,0,47.496,-122.349 +20140801,3,1.75,1850,8823,1,8,1370,480,1973,0,47.6379,-122.112 +20140715,3,2.75,1950,12240,1,7,1250,700,1956,0,47.7401,-122.258 +20141210,5,1,1340,11198,1.5,8,1340,0,1934,0,47.736,-122.295 +20140603,3,2,1360,5120,1.5,6,910,450,1924,0,47.5587,-122.393 +20141013,4,2.5,2632,4117,2,8,2632,0,2013,0,47.3428,-122.278 +20150430,3,1.5,1210,5200,1,6,1210,0,1969,0,47.3615,-122.087 +20141110,4,2.5,2640,3899,2,7,2640,0,2000,0,47.754,-122.217 +20150511,4,2.5,3340,5314,2,10,3340,0,2010,0,47.5167,-121.885 +20150507,3,2.25,1552,3677,2,7,1552,0,2012,0,47.3205,-122.178 +20140630,3,2.5,1760,8584,1.5,7,1760,0,1937,0,47.4612,-122.325 +20140512,2,1.5,830,1333,2,7,830,0,2005,0,47.5506,-122.381 +20150318,3,2.5,3800,13071,2,10,2730,1070,1994,0,47.3076,-122.397 +20140519,5,1.75,3290,11900,1.5,8,3290,0,1973,0,47.6626,-122.141 +20140813,4,4.5,3180,4606,2,9,1990,1190,1929,0,47.6402,-122.405 +20150408,4,2.5,2070,11286,2,8,2070,0,1996,0,47.5284,-122.173 +20150427,3,2,1150,700,2,7,800,350,2000,0,47.5552,-122.381 +20141014,3,1,860,6380,1.5,7,860,0,1927,0,47.6942,-122.315 +20140715,4,2.5,2550,56628,2,9,2550,0,2001,0,47.4913,-122.081 +20140805,3,1.75,1490,7150,1,6,1490,0,1967,0,47.5015,-122.124 +20150421,4,2.5,2700,9700,1,8,1670,1030,1978,0,47.7752,-122.198 +20141103,4,2.5,2860,9159,1,8,1530,1330,1989,0,47.6923,-122.2 +20150509,4,1.5,1440,3200,1,7,960,480,1960,0,47.5269,-122.383 +20140620,5,3,3110,12429,1,8,1790,1320,1977,0,47.7463,-122.213 +20140527,4,4.25,1960,3565,2,7,1960,0,1940,2003,47.5849,-122.384 +20140917,2,2.75,1590,20917,1.5,5,1590,0,1920,0,47.2786,-122.25 +20141023,5,3.25,3030,20446,2,9,2130,900,1976,0,47.6133,-122.106 +20140904,4,2.5,2710,9248,2,7,2710,0,2011,0,47.5164,-121.875 +20140903,2,1,720,7250,1,5,720,0,1943,0,47.5267,-122.032 +20150120,3,2.5,2250,9608,2,8,2250,0,1994,0,47.4865,-121.802 +20141015,5,3.75,4470,8088,2,11,4470,0,2008,0,47.6321,-122.2 +20150407,3,1.75,2070,5000,1.5,8,2070,0,1920,0,47.5828,-122.291 +20150114,3,2.25,2300,35287,2,8,2300,0,1977,0,47.2477,-121.937 +20140616,4,2.75,2280,15347,1,7,2280,0,1960,0,47.5218,-122.164 +20140516,3,2.5,1870,5874,2,7,1870,0,2005,0,47.3992,-122.163 +20150512,2,1.5,1030,2850,2,7,1030,0,1995,0,47.3845,-122.039 +20140912,2,1.5,901,1245,3,7,901,0,2001,0,47.6774,-122.325 +20140807,2,2.5,2280,6230,1,8,2280,0,2005,0,47.7065,-122.013 +20140918,3,2.5,4570,10615,2,12,4570,0,1991,0,47.5533,-122.097 +20140717,2,1.75,1550,6000,1,7,1550,0,1920,0,47.6712,-122.409 +20150502,4,2.5,3200,6691,2,7,3200,0,2002,0,47.367,-122.031 +20141208,5,3.25,3060,11778,2,8,3060,0,2004,0,47.7212,-122.222 +20140522,3,1.5,1360,885,3,8,1360,0,2008,0,47.6961,-122.349 +20141109,3,2.5,2470,9226,2,9,2470,0,1991,0,47.7439,-122.17 +20140521,3,2.25,1445,1471,2,7,1300,145,2003,0,47.5342,-122.072 +20140911,3,2.5,2340,3630,2,9,2340,0,1998,0,47.6059,-122.307 +20150210,3,2,1920,5688,1,9,1920,0,2007,0,47.1952,-121.976 +20140627,3,1.75,1650,12349,1,7,1650,0,1957,0,47.442,-122.282 +20140711,3,1.75,1660,37642,1,7,1660,0,1991,0,47.2559,-122.007 +20150410,3,2.5,1600,6250,2,7,1600,0,1995,0,47.3675,-122.02 +20140718,3,2.5,1400,7508,2,7,1400,0,1987,0,47.7233,-122.167 +20150402,2,1.5,2340,13380,1,7,1280,1060,1954,0,47.5017,-122.377 +20140707,3,1.75,1880,10032,1,8,1880,0,1984,0,47.5527,-122.16 +20140807,3,2.5,2075,16200,2,8,2075,0,2002,0,47.4848,-121.698 +20140702,3,2,1110,7231,1,7,1110,0,1991,0,47.4036,-122.191 +20140709,3,2.5,2650,9380,1,8,1680,970,1975,0,47.7756,-122.273 +20141229,3,1.75,1320,6530,1,7,1320,0,1989,0,47.2871,-122.354 +20141121,3,3.5,2630,4713,2,9,2030,600,2008,0,47.5473,-122.016 +20150421,4,2.5,3350,4501,2,9,2640,710,2002,0,47.688,-122.379 +20141114,5,2.75,2990,7200,2,8,2990,0,1997,0,47.4955,-122.16 +20150317,6,3.75,2770,5000,1,8,1870,900,1969,0,47.669,-122.365 +20150420,3,1.75,2170,4000,1,7,1110,1060,1925,0,47.6546,-122.337 +20140822,2,1.5,1210,1232,3,8,1210,0,2007,0,47.6712,-122.39 +20140822,3,2.5,1640,7668,2,7,1640,0,1991,0,47.3505,-122.027 +20140626,5,1.75,1940,6654,1.5,7,1940,0,1953,0,47.4663,-122.359 +20140922,4,2.5,3620,42580,2,10,3620,0,1984,0,47.7204,-122.115 +20140716,3,2.5,1730,3000,2,8,1730,0,1996,0,47.6532,-122.34 +20150507,4,2,2490,4700,1,7,1690,800,1952,0,47.5254,-122.392 +20140623,3,3.25,1630,1677,3,8,1630,0,2007,0,47.7048,-122.353 +20141118,2,1,620,4760,1,6,620,0,1941,0,47.5292,-122.376 +20140714,4,2.75,2840,8800,2,9,2840,0,2008,0,47.7029,-122.171 +20140625,3,1.75,1500,13430,1,7,1500,0,1977,0,47.7527,-122.082 +20140623,4,1.75,1700,20283,1.5,7,1340,360,1965,0,47.7694,-121.903 +20150225,4,2.5,2590,6394,2,8,2590,0,2003,0,47.7599,-122.233 +20141103,3,1,1250,7592,1,7,1250,0,1961,0,47.3604,-122.111 +20150318,3,1.75,1440,7800,1,7,1440,0,1958,0,47.5996,-122.12 +20150324,4,2.5,2570,6157,2,7,2570,0,2006,0,47.5389,-121.89 +20140930,3,2,1470,6950,1,6,1470,0,1932,0,47.7619,-122.343 +20141112,2,1.5,1010,3060,1,7,1010,0,1918,0,47.6897,-122.354 +20140516,3,2,1450,2400,1.5,8,1450,0,1900,2003,47.6726,-122.381 +20140724,4,2.5,2680,8062,1,7,1530,1150,1967,0,47.4132,-122.328 +20140624,5,2.5,2360,11375,1,7,1180,1180,1962,0,47.4875,-122.255 +20150427,4,2.5,2250,4119,2,8,2250,0,2001,0,47.5973,-122.034 +20150310,2,2.25,1800,2819,2,9,1800,0,1979,0,47.6104,-122.113 +20141119,4,2.5,3220,20251,1,10,3220,0,1969,0,47.5692,-122.192 +20140525,4,3.5,2630,3435,1.5,7,1640,990,1984,0,47.4355,-122.272 +20150126,3,1.75,1930,13350,1,8,1930,0,1967,0,47.3317,-122.365 +20140908,3,1.75,1530,5000,1,7,1020,510,1948,0,47.6806,-122.36 +20150123,5,2,2590,8610,1,7,1340,1250,1958,0,47.6112,-122.126 +20140710,4,2.5,1830,3868,2,7,1830,0,2007,0,47.5186,-122.276 +20140609,2,1,1140,5100,1,7,1140,0,1942,0,47.5323,-122.383 +20150217,5,1.5,2940,13425,1,8,1470,1470,1955,0,47.7632,-122.29 +20140627,3,3.25,2310,3075,2,8,1730,580,2005,0,47.5644,-122.383 +20141006,3,2,1320,7625,1,7,1320,0,1987,0,47.3635,-122.045 +20140626,3,2,1550,34175,1.5,7,1550,0,1999,0,47.4855,-121.698 +20140619,4,1.5,1220,9600,1,6,1220,0,1980,0,47.6462,-121.909 +20150310,4,2.25,3300,15375,1.5,8,2820,480,1933,1984,47.526,-122.225 +20141021,3,3.25,1570,2048,2,8,1290,280,2006,0,47.548,-122.375 +20150406,3,2,1410,4303,1.5,7,1410,0,1900,0,47.5541,-122.317 +20140605,4,3.75,4610,40202,1,10,2500,2110,1980,0,47.4599,-122 +20150319,3,1,1100,27008,1,6,960,140,1935,0,47.4963,-122.249 +20140610,4,2.75,2790,8853,2,8,2790,0,2013,0,47.4842,-121.772 +20141030,3,1.75,2080,11866,1,8,2080,0,1960,0,47.5872,-122.173 +20150323,3,2.25,1390,6004,2,8,1390,0,1993,0,47.3536,-122.047 +20140917,3,2.5,2830,3750,3,10,2830,0,2014,0,47.6799,-122.385 +20141027,4,1,1510,1501,1.5,7,1510,0,1906,0,47.6526,-122.342 +20140828,3,1.75,1410,4080,1.5,7,1410,0,1927,0,47.6695,-122.32 +20150330,3,1,1090,11292,1,7,1090,0,1952,0,47.7429,-122.358 +20140522,5,2.25,2000,7900,1,7,1300,700,1986,0,47.4291,-122.292 +20150506,2,1.5,1110,986,2,7,950,160,2009,0,47.5427,-122.272 +20140929,3,1,1120,10701,1,7,1120,0,1954,0,47.5544,-122.358 +20141117,3,2,1510,9153,1,7,1510,0,1974,0,47.3412,-122.273 +20140922,3,2.5,2000,8424,1,7,1300,700,1968,0,47.7089,-122.201 +20140721,3,2.5,3800,104979,2,8,3210,590,2005,0,47.4304,-121.841 +20140520,2,1,1730,6375,2,6,1730,0,1945,0,47.5357,-122.368 +20140613,4,2.5,1750,4779,2,7,1750,0,2009,0,47.7608,-122.232 +20150119,4,2.5,3260,6902,2,8,3260,0,2008,0,47.4829,-122.156 +20140611,4,2,2090,3610,1.5,7,1790,300,1927,0,47.6881,-122.313 +20150213,3,1,1270,7500,1,6,1270,0,1954,0,47.4214,-122.316 +20150326,4,2.25,2260,16188,1,10,2260,0,1984,0,47.5637,-122.112 +20140825,4,2,2140,6360,2,7,1840,300,1945,0,47.687,-122.286 +20140731,3,2,1340,2550,2,7,1340,0,1984,0,47.6793,-122.38 +20150113,4,4,5000,12941,3,12,5000,0,2002,0,47.55,-122.103 +20140529,4,2.75,2620,6707,2,9,2620,0,2000,0,47.5965,-122.038 +20150325,2,1,1790,15783,1,8,1360,430,1959,0,47.691,-122.387 +20150310,3,1.75,1130,5111,1,7,930,200,1942,0,47.6379,-122.4 +20141210,4,2.5,2750,6259,2,9,2750,0,2002,0,47.3304,-122.179 +20141222,3,2.25,1760,9621,2,7,1760,0,1995,0,47.7466,-121.979 +20150204,3,2.25,1780,9598,2,7,1780,0,1985,0,47.3718,-122.182 +20150421,4,3,1790,3600,1.5,8,1790,0,1901,0,47.6117,-122.313 +20140717,2,1,860,6120,1,7,860,0,1948,0,47.7503,-122.328 +20150428,4,2.5,3980,16304,1,10,2480,1500,1968,0,47.639,-122.21 +20150210,3,1.75,2570,13000,2,7,2570,0,1962,0,47.7705,-122.371 +20140610,3,3.25,1410,1246,3,8,1410,0,2005,0,47.6981,-122.34 +20150210,3,2.25,1580,1487,3,9,1580,0,2013,0,47.6514,-122.386 +20140807,3,2.25,1660,3478,1.5,7,1100,560,1929,0,47.6773,-122.372 +20140610,4,1,1200,7200,1.5,6,1200,0,1944,0,47.4951,-122.248 +20150326,3,1,1100,8680,1,6,1100,0,1962,0,47.3072,-122.363 +20141010,3,1.75,1660,5987,1,7,960,700,1982,0,47.5107,-122.381 +20150203,2,1.5,800,1196,2,8,800,0,2003,0,47.6972,-122.341 +20150406,3,1.75,1790,7123,1,7,1790,0,1913,1995,47.7429,-121.981 +20150316,3,1.5,1360,1167,3,8,1360,0,2008,0,47.6962,-122.349 +20150304,3,2.5,1980,9725,2,8,1980,0,1994,0,47.4856,-121.802 +20141027,6,3.25,4750,248600,2,8,4750,0,1947,0,47.1879,-121.973 +20141016,5,3,2710,8227,1,8,1910,800,1953,0,47.6505,-122.39 +20140724,3,2.5,1440,3800,2,7,1440,0,2005,0,47.3606,-122.039 +20140606,4,2.5,1990,2175,2,8,1680,310,2005,0,47.6696,-122.371 +20140818,3,1.75,1820,34800,1,6,1820,0,1967,0,47.4616,-121.98 +20140514,3,2.75,2580,5200,2,8,2580,0,2008,0,47.496,-122.151 +20150323,3,2.5,2790,21043,2,9,2790,0,1993,0,47.673,-122.03 +20140917,3,1,1850,5775,2,6,1740,110,1928,0,47.5446,-122.296 +20150504,3,2.75,1320,15236,1,7,880,440,1995,0,47.365,-122.184 +20140716,5,3,2460,7240,1,9,1840,620,1991,0,47.5486,-122.189 +20141118,3,1.5,1280,5525,1,7,1280,0,1962,0,47.7339,-122.336 +20140522,4,2.75,2410,6000,1,8,1410,1000,1950,0,47.6707,-122.399 +20141104,1,0,600,24501,1,3,600,0,1950,0,47.5316,-121.749 +20140925,4,2.5,3250,13360,2,9,3250,0,2014,0,47.3524,-122.198 +20141007,5,5,3960,94089,2,10,3960,0,1998,0,47.38,-122.011 +20140701,3,2.5,2390,1984,2,8,2220,170,2008,0,47.5405,-122.027 +20140811,3,2.25,2930,7005,3,9,2670,260,1999,0,47.6763,-122.404 +20150204,2,2,1930,5479,1,8,1930,0,2005,0,47.7054,-122.011 +20141113,2,2.5,1340,1240,2,8,1150,190,2008,0,47.6858,-122.102 +20141104,4,1.75,2100,4400,1.5,7,1720,380,1924,0,47.5299,-122.266 +20150306,4,2,1540,9279,1,7,1540,0,1955,0,47.5163,-122.268 +20140610,4,2.25,2560,9731,2,7,2560,0,1973,0,47.7261,-122.246 +20140923,3,1.5,1240,9125,1,7,1240,0,1967,0,47.4469,-122.155 +20150414,4,2,2760,21465,1,9,2120,640,1979,0,47.3818,-122.165 +20140911,3,2.25,1360,5111,1.5,7,1360,0,1934,0,47.6988,-122.313 +20140904,4,1.75,1770,9848,1,8,1370,400,1967,0,47.6208,-122.099 +20140924,3,2,1010,21340,1,8,1010,0,1980,0,47.6223,-122.043 +20140714,3,3,4560,16339,2,10,4040,520,2001,0,47.7024,-122.243 +20140707,6,3.5,3000,8401,1,8,1500,1500,1979,0,47.7226,-122.299 +20140821,5,2.5,4870,11800,2,10,3470,1400,1983,0,47.633,-122.041 +20150121,3,2.25,2940,6500,3,9,2940,0,2014,0,47.5482,-122.388 +20150122,4,1.75,1660,8160,1,8,1660,0,1974,0,47.4483,-122.129 +20150331,3,3.25,1690,1473,2,8,1380,310,2008,0,47.6397,-122.345 +20141006,3,1,1080,5250,1,7,1080,0,1947,0,47.7309,-122.336 +20141104,4,2,1980,10585,1.5,6,1980,0,1924,0,47.4836,-122.214 +20150225,4,2.25,2270,9464,1.5,7,1520,750,1940,0,47.5007,-122.359 +20140619,5,4.75,5990,10450,2,11,4050,1940,2002,0,47.5554,-122.077 +20140826,6,2.25,3140,10250,1,8,1570,1570,1959,0,47.6116,-122.169 +20140919,4,2.75,2840,4864,3,9,2840,0,2014,0,47.7103,-122.108 +20150410,4,2.25,2370,11310,1,8,1550,820,1968,0,47.7684,-122.289 +20150422,6,3,2400,9373,2,7,2400,0,1991,0,47.3262,-122.214 +20141220,4,2.25,2320,8760,1,8,1160,1160,1966,0,47.3627,-122.285 +20150224,3,2.5,2260,74297,2,9,2260,0,1992,0,47.2704,-122.013 +20140625,2,1,1120,5650,1,6,1120,0,1944,0,47.4979,-122.241 +20141030,3,2.25,2190,8834,1,7,1390,800,1987,0,47.2633,-122.244 +20140515,3,2.25,1590,7748,2,7,1590,0,1991,0,47.2857,-122.3 +20140711,5,2.25,3320,60984,2,9,3320,0,2000,0,47.4862,-121.718 +20140911,3,1,1210,8505,1.5,7,1210,0,1958,0,47.5389,-122.353 +20140617,3,2.5,2670,10481,2,9,2670,0,2003,0,47.6673,-122.176 +20140911,3,2.5,2290,14374,2,8,2290,0,1983,2012,47.5886,-122.074 +20150124,3,2.25,1870,4894,2,8,1750,120,1992,0,47.6943,-122.19 +20150218,3,2.25,1790,7700,1,7,1340,450,1976,0,47.7205,-122.168 +20141210,3,1.5,2120,4370,1.5,8,2120,0,1904,0,47.606,-122.307 +20140919,3,2.5,2440,4587,2,8,2440,0,2010,0,47.7073,-122.114 +20140630,3,1,1010,8800,1,7,1010,0,1954,0,47.5483,-122.278 +20140723,3,3,3290,80471,2,8,2330,960,1975,0,47.504,-122.464 +20150415,2,1,900,7620,1,7,900,0,1971,0,47.5268,-122.343 +20141002,3,1,900,4084,1.5,7,900,0,1910,0,47.684,-122.393 +20140612,3,1.75,1840,9697,1,7,1500,340,1985,0,47.3764,-122.179 +20141008,3,2.5,1770,3993,2,8,1770,0,1999,0,47.6027,-122.02 +20140925,3,2.5,3780,35273,1.5,10,3780,0,1986,0,47.7499,-122.119 +20141012,3,2.5,1630,7586,2,8,1630,0,1986,0,47.5689,-122.023 +20141016,4,2,1910,2874,1,7,1060,850,1910,0,47.6101,-122.295 +20140828,3,2.5,2000,6341,1,8,1040,960,1981,0,47.5639,-122.401 +20141015,4,1.75,2580,19607,1,8,1290,1290,1958,0,47.5067,-122.197 +20140701,3,3.5,2080,5100,2,8,2080,0,2004,0,47.35,-122.005 +20140805,5,2.5,2530,8564,2,8,2530,0,1976,0,47.5622,-122.153 +20140724,4,2.75,2290,3060,1.5,7,1550,740,1928,0,47.6793,-122.316 +20140715,4,2.5,2570,5520,2,9,2570,0,2000,0,47.6145,-122.027 +20140902,3,2.5,1553,1991,3,8,1553,0,2014,0,47.7049,-122.34 +20140522,4,1.75,2200,8100,1.5,6,1400,800,1942,0,47.4945,-122.303 +20140910,3,3,1720,70567,1,7,1720,0,1966,0,47.4936,-122.069 +20150317,3,1.5,1300,7313,1,7,1300,0,1968,0,47.4568,-122.21 +20150312,3,2,1020,889,2,7,720,300,2009,0,47.5434,-122.375 +20141218,4,2.5,2180,4000,2,8,2180,0,1920,2005,47.6186,-122.288 +20150323,1,1,670,1800,1,6,670,0,1905,0,47.654,-122.35 +20140703,3,1.75,1530,8000,2,7,1530,0,1978,0,47.6971,-122.13 +20141029,3,1.5,1610,13500,1,7,1060,550,1970,0,47.7674,-122.31 +20150417,4,2.75,2830,7334,2,8,2830,0,2005,0,47.4868,-122.141 +20150429,3,1.5,1240,9975,1,6,1240,0,1977,0,47.5667,-121.905 +20140801,3,1,1870,4984,1,7,1120,750,1955,0,47.5771,-122.391 +20150323,2,1,2360,105850,1,6,1180,1180,1947,0,47.2495,-121.97 +20140822,4,1.75,1930,3876,1.5,7,1450,480,1924,0,47.6604,-122.324 +20140602,3,1.5,1840,9990,2,8,1840,0,1961,0,47.7145,-122.369 +20140730,3,2.25,1800,11200,1,8,1270,530,1979,0,47.7072,-122.164 +20150106,3,1,1280,9775,1,6,1280,0,1964,0,47.3262,-122.334 +20140716,4,1.5,1860,12197,1,7,1860,0,1964,0,47.729,-122.235 +20150314,7,3.5,3890,8342,2,9,2840,1050,1968,0,47.7011,-122.392 +20140611,3,1.75,1730,8400,1,7,1400,330,1980,0,47.6792,-122.115 +20150428,3,2.25,1800,6875,1,8,1230,570,1974,0,47.6773,-122.11 +20140811,4,3.25,2850,4800,2.5,10,2700,150,1905,0,47.6292,-122.312 +20141229,5,2.5,2830,25958,1,8,1610,1220,1979,0,47.5896,-122.083 +20150304,3,1.75,1990,13000,2,9,1990,0,1980,0,47.7439,-122.262 +20140519,3,1,1290,189486,1,7,1290,0,1960,0,47.3356,-122.157 +20150323,4,2.5,2460,9296,2,9,2460,0,1978,0,47.6125,-122.152 +20150428,4,3.75,3250,10949,2,9,2940,310,1930,1989,47.639,-122.219 +20140925,4,2.25,2530,5200,1,8,1530,1000,1957,0,47.6985,-122.382 +20140923,4,1.5,1580,6360,1.5,7,1290,290,1945,0,47.6873,-122.286 +20141120,4,4,6330,13296,2,13,4900,1430,2000,0,47.6488,-122.201 +20141006,3,2.5,2400,12546,1,9,2400,0,1983,0,47.6317,-122.041 +20140729,4,2.5,2750,5767,2,9,2750,0,2005,0,47.3595,-122.038 +20140615,4,2.5,2700,9122,2,9,2700,0,1990,0,47.5771,-121.994 +20141212,4,1.75,1610,11305,1,7,1610,0,1968,0,47.727,-122.176 +20140522,3,2.5,2450,4332,2,8,2450,0,2010,0,47.6942,-122.016 +20141202,3,2.25,1640,1873,3,8,1640,0,2014,0,47.6196,-122.297 +20140718,3,2.5,1730,1301,3,9,1730,0,2011,0,47.653,-122.352 +20150107,4,2.5,2470,7780,2,8,2470,0,2002,0,47.3337,-122.191 +20150504,4,2.5,3060,27251,1.5,8,3060,0,2008,0,47.1967,-121.966 +20150409,2,1.75,2056,52333,1,7,1048,1008,1980,0,47.2592,-122.291 +20140714,3,1.75,2000,9760,1,8,1400,600,1978,0,47.4417,-122.134 +20141203,3,2.25,1850,2575,2,9,1850,0,2013,0,47.5525,-122.273 +20150225,3,1,1040,8925,1,6,1040,0,1961,0,47.3265,-122.335 +20150203,3,2.25,2180,11100,1,8,1700,480,1979,0,47.5162,-122.176 +20140724,4,3.75,4490,7623,2,10,3090,1400,1941,0,47.6315,-122.29 +20150213,4,2,1380,4048,1.5,7,1380,0,1906,0,47.6583,-122.344 +20140708,3,2.5,3180,12600,2,11,3180,0,1978,0,47.6366,-122.058 +20141125,2,1,1270,1399,3,7,1270,0,2000,0,47.5552,-122.381 +20140516,2,1,910,3600,1,7,910,0,1909,0,47.6341,-122.361 +20141112,3,2,2320,17688,1,8,2320,0,1952,1994,47.4519,-122.363 +20141120,4,3.25,4400,262666,2,11,4400,0,1988,0,47.5927,-122.064 +20150121,4,2.5,2740,9599,1,8,1820,920,1961,0,47.7728,-122.385 +20141231,4,2.5,2510,5936,2,9,2510,0,1998,0,47.5847,-122.032 +20140708,3,1.75,1570,16817,2,7,1570,0,1982,0,47.4716,-121.756 +20140506,3,2.5,2200,1970,2,9,1610,590,2008,0,47.6426,-122.327 +20140908,2,1,810,8494,1,6,810,0,1949,0,47.7389,-122.324 +20140506,3,2.25,1980,8000,1,9,1560,420,1974,0,47.3149,-122.378 +20141106,4,1,1390,3708,1.5,7,1390,0,1926,0,47.685,-122.363 +20140701,4,2.5,2300,6087,2,7,2300,0,2001,0,47.5125,-122.192 +20140723,4,2.75,3080,7242,2,9,3080,0,2014,0,47.6948,-122.178 +20140820,4,2.5,1790,6590,2,7,1790,0,2005,0,47.4829,-122.128 +20140624,3,1.5,1330,7600,1,7,1330,0,1968,0,47.3103,-122.366 +20150325,5,2.75,2380,7500,1,7,1300,1080,1984,0,47.5009,-122.235 +20141229,3,2.5,2620,9112,2,9,2620,0,1995,0,47.6972,-122.116 +20140522,4,2.25,3250,34293,2,9,3250,0,1983,0,47.3496,-122.094 +20141120,4,2.5,3030,10189,1,9,2380,650,2003,0,47.6367,-122.206 +20141022,4,2.5,2550,7555,2,8,2550,0,2001,0,47.2614,-122.29 +20150220,4,2.5,2820,33750,2,9,2820,0,1984,0,47.7387,-122.096 +20150331,3,1.75,1790,6775,1,8,1790,0,1951,0,47.5412,-122.377 +20140708,4,4,3010,7221,2,10,3010,0,2004,0,47.5833,-121.97 +20150313,2,1,860,4013,1,7,860,0,1925,0,47.6652,-122.338 +20150425,3,2.5,1850,4957,2,8,1850,0,1999,0,47.3311,-122.17 +20140523,2,1,1300,11867,1.5,6,1300,0,1975,0,47.3221,-121.903 +20141202,3,1,940,7913,1,6,940,0,1948,0,47.7657,-122.321 +20140513,2,1,790,2640,1,7,790,0,1973,0,47.7351,-122.178 +20140703,3,1.75,1570,8750,1,7,1570,0,1960,0,47.4425,-122.333 +20141014,4,3.5,3310,4684,2,9,2290,1020,2014,0,47.579,-122.389 +20141029,5,4.25,3350,3600,2,10,2260,1090,2014,0,47.6351,-122.364 +20140711,4,2,1790,7800,1,8,1790,0,1972,0,47.6266,-122.103 +20141107,3,1.75,1390,13200,2,7,1390,0,1979,0,47.4429,-121.771 +20150205,4,3.75,4160,35000,2,11,4160,0,1991,0,47.669,-122.067 +20150222,4,2.5,3181,5831,2,8,3181,0,2014,0,47.2716,-122.297 +20140515,3,2.5,2240,10800,2,8,2240,0,1996,0,47.7433,-122.229 +20140903,3,2.5,2360,4670,2,7,2360,0,1998,0,47.537,-121.871 +20141211,4,1.5,2010,7561,1.5,7,1890,120,1921,0,47.311,-122.227 +20150506,3,2.5,2370,4200,2,8,2370,0,2014,0,47.3699,-122.019 +20140721,4,3,2630,5772,2,9,2630,0,2006,0,47.6952,-122.133 +20140616,3,1.5,1230,8056,1,6,1230,0,1949,0,47.4878,-122.314 +20150417,3,1.75,1720,7200,1,7,1140,580,1977,0,47.6977,-122.132 +20140828,3,2,1870,8442,1.5,7,1060,810,1927,0,47.6964,-122.365 +20140827,3,2,1720,128066,1,7,1720,0,1994,0,47.4487,-121.981 +20140620,2,2,1680,5756,2,7,1680,0,1910,0,47.3065,-122.222 +20150224,4,2.75,2200,122403,1.5,7,2200,0,1971,0,47.6301,-121.911 +20150507,2,1,870,10492,1,7,870,0,1937,0,47.5467,-122.365 +20140820,3,1,1350,3090,1.5,6,1350,0,1914,0,47.682,-122.348 +20140507,4,2.75,2410,9549,1,7,1780,630,1956,0,47.6503,-122.197 +20150416,3,2.5,1300,1362,2,8,880,420,2008,0,47.5893,-122.317 +20150224,3,2.5,3020,12184,2,8,3020,0,2003,0,47.744,-121.976 +20140528,2,1,740,9003,1,5,740,0,1949,0,47.4217,-122.197 +20150504,4,2.5,2550,7349,2,9,2550,0,1989,0,47.3059,-122.349 +20140516,4,3.5,1850,6519,2,7,1130,720,1986,0,47.3087,-122.354 +20140518,3,2,1940,55756,1,9,1940,0,1954,0,47.5913,-122.149 +20140609,4,3.75,4060,19290,2,10,4060,0,2002,0,47.6051,-122.053 +20150409,4,2.5,2690,32780,2,9,2690,0,1998,0,47.6612,-121.955 +20150121,3,1.75,1230,1441,2,8,1010,220,2004,0,47.5626,-122.382 +20140521,3,2.25,2760,40946,2,10,2760,0,1978,0,47.6501,-122.164 +20140725,3,1.5,1390,2153,2,7,1390,0,2001,0,47.5506,-122.29 +20140701,3,2.5,1950,5689,2,7,1950,0,2009,0,47.5158,-121.873 +20140905,3,2.25,2010,7447,2,8,2010,0,1985,0,47.747,-122.248 +20140604,4,2.5,2460,5091,2,9,2460,0,2003,0,47.45,-122.121 +20140725,3,2,1790,8228,1,7,1390,400,1980,0,47.4658,-122.172 +20150305,2,1,1270,6000,1,7,1270,0,1939,0,47.6482,-122.393 +20150126,2,2.25,1040,1377,2,8,1040,0,2003,0,47.6692,-122.279 +20150311,2,1,890,4730,1,7,890,0,1941,0,47.6876,-122.341 +20140728,5,3,3070,5252,2,8,3070,0,2005,0,47.3666,-122.128 +20140826,2,0.75,1130,11429,1,7,1130,0,1956,0,47.4526,-122.284 +20150309,4,2.5,2820,5056,2,9,2820,0,2006,0,47.3591,-122.038 +20140604,3,2,1670,7757,1,8,1670,0,1992,0,47.3802,-122.207 +20140527,3,2.5,1750,1548,3,9,1750,0,2013,0,47.5532,-122.282 +20140716,3,1.75,1520,12282,1,8,1220,300,1978,0,47.7516,-122.299 +20150403,2,1,770,8149,1,6,770,0,1948,0,47.7467,-122.3 +20141021,4,2.25,1800,9350,1,8,1800,0,1969,0,47.2959,-122.191 +20150427,3,2.25,1830,11331,1,7,1250,580,1965,0,47.2899,-122.287 +20141023,5,2.5,3004,5700,2,9,3004,0,2006,0,47.3801,-122.185 +20150309,5,2.25,2720,8800,1,7,1500,1220,1958,0,47.5976,-122.118 +20150322,3,2,1840,3432,2,7,1840,0,2012,0,47.7368,-122.295 +20140801,3,1.75,1610,7392,1,7,1610,0,1964,0,47.3413,-122.28 +20150310,3,1,1150,12402,1,6,1150,0,1969,0,47.7422,-122.099 +20141222,3,2.75,1990,19991,1,7,1340,650,1977,0,47.7434,-122.106 +20141111,3,2.5,1790,6191,2,8,1790,0,1992,0,47.4102,-122.195 +20140610,4,3.5,3510,9364,2,10,3510,0,2001,0,47.54,-121.876 +20141009,4,2.75,3170,7634,2,10,3170,0,1992,0,47.5774,-122.054 +20150105,3,2.5,1680,7385,2,8,1680,0,1988,0,47.6194,-122.041 +20140528,4,2.75,3650,6982,2,9,2530,1120,1951,2003,47.6756,-122.275 +20150422,4,1.75,2320,5595,1,7,1510,810,1956,0,47.6397,-122.388 +20141112,3,1.75,1480,4050,1,7,870,610,1926,0,47.681,-122.304 +20140604,3,2,2260,11305,1,7,1130,1130,1986,0,47.4544,-122.204 +20150129,4,2.5,3600,203425,2,9,3400,200,1979,0,47.7597,-122.018 +20141208,2,2.25,1600,80400,2,7,1600,0,1978,0,47.4422,-122.505 +20150227,3,2,1240,12285,1,7,620,620,1939,1991,47.3219,-122.341 +20140827,3,2.5,2120,4512,2,8,2120,0,1988,0,47.75,-122.183 +20140718,3,1.5,1240,8528,1,7,1240,0,1967,0,47.4478,-122.157 +20150409,4,1.75,2860,48351,1,8,1710,1150,1978,0,47.7605,-122.085 +20150220,5,1.75,2360,8642,1.5,7,2060,300,1926,0,47.7617,-122.335 +20141229,4,2.5,2490,4751,2,7,2490,0,2001,0,47.4813,-122.188 +20150306,2,2.25,1420,1246,2,8,1420,0,2007,0,47.5394,-122.368 +20141201,5,3,2640,5096,2,10,2640,0,2009,0,47.6809,-122.288 +20140527,3,2.5,1440,7741,1,7,1000,440,1983,0,47.4042,-122.194 +20150331,3,2.5,2380,3332,2,9,2380,0,2014,0,47.7194,-122.199 +20140620,3,3.25,3240,8338,2,9,3240,0,2001,0,47.6321,-122.064 +20140731,6,4.5,2810,11214,1,8,2010,800,1958,0,47.4045,-122.197 +20150415,5,1.75,2780,7786,1,8,1390,1390,1966,0,47.6694,-122.157 +20140805,3,1.75,2000,8400,1.5,8,2000,0,1959,0,47.7535,-122.334 +20140820,3,1,1410,5120,1.5,6,1210,200,1925,0,47.5238,-122.355 +20140813,3,2,2360,5737,2,8,2360,0,2003,0,47.7633,-122.262 +20150413,3,2.25,1410,1340,2,8,1370,40,1967,0,47.6108,-122.113 +20141031,5,3.25,3540,5971,1,10,2000,1540,2005,0,47.6643,-122.202 +20140826,4,2.75,3140,7258,2,10,3140,0,2006,0,47.7064,-122.232 +20141017,4,2.75,3590,5625,2,10,3590,0,2012,0,47.6959,-122.133 +20150327,2,1,940,3800,1,7,940,0,1929,0,47.6798,-122.292 +20150401,3,2.25,1510,36224,2,8,1510,0,1991,0,47.4616,-121.711 +20140722,3,1.5,2240,13288,1,7,2240,0,1953,0,47.6762,-122.17 +20140721,3,3.25,1720,1330,2,8,1030,690,2004,0,47.62,-122.309 +20150225,2,1,1090,4128,1,7,1090,0,1948,0,47.696,-122.314 +20150428,3,1,1280,9630,1,7,1280,0,1968,0,47.7677,-122.163 +20150512,3,1,810,4600,1,6,810,0,1918,0,47.5712,-122.316 +20150311,4,2.5,2500,8434,2,8,2500,0,1988,0,47.6915,-122.101 +20140716,4,1.75,2390,23899,1,7,1750,640,1949,0,47.7557,-122.237 +20141126,4,3.5,3273,5115,2,8,2671,602,2014,0,47.4477,-122.204 +20150115,3,1.5,1060,9711,1,7,1060,0,1963,0,47.4095,-122.315 +20140725,4,1.75,1480,11200,1,7,1480,0,1969,0,47.5064,-122.141 +20150330,2,1,1250,5880,1,6,900,350,1948,0,47.6908,-122.391 +20150504,1,1,970,7639,1,5,570,400,1920,0,47.4655,-122.346 +20150311,4,2,1910,4225,1,6,910,1000,1919,0,47.3084,-122.234 +20150114,4,2.5,1670,8056,1,7,1170,500,1961,0,47.4884,-122.319 +20150202,3,2.5,1500,7350,1,7,1060,440,1979,0,47.3025,-122.382 +20141002,3,2.5,1660,4083,2,7,1660,0,2013,0,47.3595,-122.045 +20141114,4,2.5,3520,35991,2,10,3520,0,1992,0,47.7437,-122.035 +20141231,3,1.75,1820,3140,2,8,1820,0,1949,1990,47.5271,-122.384 +20141106,5,2,2440,3080,2,8,2440,0,1910,0,47.6242,-122.306 +20141110,3,1.5,1580,14040,1,7,1050,530,1980,0,47.2932,-122.267 +20140523,4,2.5,1960,9898,2,8,1960,0,2001,0,47.3834,-122.168 +20140821,4,2.5,3730,9847,2,10,3730,0,1997,0,47.587,-121.976 +20140918,3,2.5,2630,10131,2,9,2630,0,1989,0,47.7695,-122.259 +20150121,4,3,3810,217800,2,9,3810,0,2003,0,47.7696,-122.021 +20150218,5,2.25,3120,10400,2,8,3120,0,1980,0,47.3097,-122.34 +20140825,3,1.75,1900,8910,2,7,1900,0,1988,0,47.2769,-122.145 +20150115,4,2.5,1690,7260,1,7,1080,610,1979,0,47.3001,-122.368 +20141031,3,2.25,1520,7930,1,7,1160,360,1988,0,47.3605,-122.049 +20140922,4,2.5,1710,3500,2,7,1710,0,2014,0,47.3448,-122.217 +20150212,5,2,2300,7897,2.5,8,2300,0,1956,0,47.7556,-122.356 +20140624,2,1,970,5500,1,7,970,0,1956,0,47.556,-122.291 +20140626,2,1,930,7740,1,6,930,0,1924,0,47.7091,-122.292 +20150403,4,2.75,1800,7750,1,8,1400,400,1965,0,47.7776,-122.384 +20140809,3,3.25,1760,1778,3,8,1760,0,2008,0,47.7201,-122.301 +20140708,4,2.5,2250,11370,2,8,2250,0,1991,0,47.7115,-122.239 +20140721,3,2,1430,8919,1,7,1430,0,1992,0,47.2118,-121.983 +20150408,4,3.5,3990,11270,2,9,2930,1060,2007,0,47.488,-122.225 +20140627,3,2.5,1660,1545,2,9,1400,260,2002,0,47.6268,-122.353 +20150323,3,1,1810,13068,1,7,1360,450,1941,0,47.4482,-122.462 +20140708,3,1.5,1460,15000,1,7,1460,0,1966,0,47.3182,-122.271 +20140808,2,1,720,6321,1,6,720,0,1940,0,47.551,-122.289 +20140717,3,1.5,1360,2030,3,8,1360,0,2008,0,47.6961,-122.349 +20140819,3,2,1670,7056,1,7,1670,0,1958,0,47.3139,-122.212 +20140702,3,2.25,1320,1800,2,7,1320,0,1994,0,47.6081,-122.289 +20140521,3,2.25,1870,3230,2,7,1870,0,1997,0,47.4915,-122.167 +20140716,3,1,1160,10518,1,7,1160,0,1960,0,47.7343,-122.22 +20140922,3,2.5,2130,8022,2,8,2130,0,1985,0,47.7252,-122.106 +20141120,3,2,2090,15790,1,9,2090,0,1992,0,47.7296,-122.199 +20150226,5,2.5,2450,20805,2,9,2450,0,1963,0,47.6275,-122.227 +20150220,4,3.5,2710,2147,2,10,2220,490,2007,0,47.5468,-121.994 +20150206,4,2,1590,942,3,7,1590,0,2008,0,47.54,-122.026 +20150415,3,1,970,7700,1,7,970,0,1959,0,47.3793,-122.304 +20150423,3,2.25,2630,9705,2.5,8,2630,0,1987,0,47.6485,-122.121 +20140923,3,1,1640,13939,1,7,1040,600,1960,0,47.3947,-122.313 +20140807,5,2.75,2500,19783,1,8,2500,0,1959,0,47.5938,-122.174 +20141015,3,3.5,1480,1077,2,7,1300,180,2007,0,47.5421,-122.322 +20140602,4,1.75,1720,4240,1.5,7,1460,260,1925,0,47.579,-122.294 +20140707,6,3,4050,36171,2,8,2620,1430,1970,0,47.4708,-122.015 +20150331,3,1.5,980,7770,1,7,980,0,1968,0,47.6923,-122.201 +20140708,3,2.5,1810,4592,2,8,1810,0,1992,0,47.5764,-121.996 +20150326,4,2.5,4040,11350,2,10,3690,350,1984,0,47.559,-122.162 +20150225,2,1.5,1020,1049,3,8,1020,0,2008,0,47.68,-122.348 +20140915,4,3,2720,11740,1,9,2720,0,1957,0,47.5833,-122.242 +20140625,3,1.5,2330,11740,1,8,1330,1000,1954,0,47.7481,-122.292 +20141114,3,2.5,1780,7192,1,7,1250,530,1974,0,47.4093,-122.173 +20150312,3,1,1450,7930,1,6,1150,300,1923,0,47.5212,-122.371 +20141212,4,3.25,3860,7199,2,9,2870,990,2005,0,47.6855,-122.269 +20141014,2,1.5,1790,3760,1.5,8,1280,510,1928,0,47.6871,-122.373 +20150313,2,1,1070,5000,1,7,1070,0,1924,0,47.6631,-122.337 +20140728,2,1.75,1530,7020,1,7,1030,500,1942,0,47.6465,-122.395 +20150127,4,2.5,2250,6064,2,8,2250,0,2005,0,47.4956,-122.174 +20140621,4,2.25,2330,8994,2,8,2330,0,1986,0,47.7264,-122.104 +20140812,3,2.5,2060,7020,1,8,1460,600,1967,0,47.7575,-122.364 +20150504,4,1.75,1830,12540,1,8,1130,700,1958,0,47.3348,-122.324 +20150218,3,2,1760,4046,1,7,960,800,1931,0,47.6876,-122.381 +20150217,3,1,1000,10800,1,7,1000,0,1959,0,47.52,-122.03 +20140616,4,3.5,2690,6164,2,9,2690,0,2002,0,47.599,-121.973 +20141001,4,1.75,2340,5080,1,7,1170,1170,1924,0,47.6746,-122.32 +20141114,3,1.5,2140,3600,2,9,1900,240,1925,0,47.6337,-122.365 +20140825,3,2.5,2850,11535,1,8,1680,1170,1952,2008,47.748,-122.288 +20140506,3,2.25,1970,11088,1,8,1180,790,1967,0,47.7651,-122.277 +20141009,5,2.75,3080,5752,2,9,3080,0,2014,0,47.4922,-122.153 +20141203,3,1.5,1890,9000,1,7,1190,700,1959,0,47.4425,-122.272 +20140724,3,1,1610,5100,1.5,7,1010,600,1901,0,47.6765,-122.386 +20140804,5,3.5,3500,10794,2,10,3500,0,1996,0,47.5887,-121.974 +20140818,3,3.25,1370,1194,3,8,1370,0,2004,0,47.6718,-122.388 +20141211,3,1,1200,9322,1.5,7,1200,0,1954,0,47.3749,-122.225 +20140902,4,3.25,4110,14219,2,10,2570,1540,1979,0,47.7382,-122.264 +20140811,3,2.5,2160,7500,1,7,1430,730,1979,0,47.6188,-122.064 +20140609,4,1,1910,16320,1.5,6,1910,0,1934,0,47.5151,-122.366 +20150324,3,2.5,1620,2930,2,8,1620,0,2002,0,47.4491,-122.12 +20140516,4,2.5,2280,7568,2,7,2280,0,2001,0,47.5115,-122.194 +20141220,2,1,1360,9367,1,6,680,680,1924,0,47.7689,-122.315 +20150506,3,2,1050,18304,1,7,1050,0,1953,0,47.3206,-122.269 +20141212,5,2.75,2770,7620,1,7,1700,1070,1965,0,47.5188,-122.348 +20140630,4,3.75,4350,7965,2,10,4350,0,2013,0,47.6289,-122.205 +20141103,2,2,920,1201,2,8,800,120,2009,0,47.5926,-122.295 +20140623,3,1,1030,9834,1,7,1030,0,1969,0,47.7676,-122.164 +20141104,3,3.5,3940,11632,2,10,3940,0,2014,0,47.438,-122.344 +20141110,2,1.75,1620,113862,1.5,7,1620,0,1995,0,47.4821,-121.719 +20140603,3,2,2060,4040,1,8,1120,940,1947,0,47.6798,-122.352 +20140806,4,2.25,2520,4200,1.5,7,1510,1010,1909,0,47.5814,-122.312 +20140513,2,0.75,650,5360,1,5,650,0,1931,0,47.7281,-122.335 +20150108,3,2.25,1370,1007,3,8,1330,40,2009,0,47.6682,-122.361 +20150326,4,2.5,2210,5929,2,8,2210,0,2004,0,47.35,-122.139 +20150209,1,1,1080,5000,1.5,7,1080,0,1948,0,47.6603,-122.394 +20140528,3,1,800,2296,1,6,800,0,1908,0,47.6546,-122.356 +20140519,2,1,700,2334,1,7,700,0,1945,0,47.701,-122.39 +20141121,4,3.5,3020,12750,2,10,3020,0,1990,0,47.6524,-122.184 +20150323,4,2.5,2100,8220,1,8,1300,800,1975,0,47.6733,-122.145 +20150207,3,2,1440,3218,1,7,850,590,2008,0,47.5655,-122.36 +20150107,3,1.75,2140,4800,2,8,1690,450,1905,0,47.6311,-122.312 +20141217,3,1.5,900,8690,1.5,6,900,0,1941,0,47.5751,-122.393 +20150219,3,2.5,1070,1089,2,7,900,170,2009,0,47.5902,-122.387 +20150313,3,2.25,1580,8506,2,7,1580,0,1987,0,47.686,-122.185 +20140923,3,2.5,2400,9601,1,7,1390,1010,1977,0,47.7256,-122.211 +20150420,4,2,2310,5004,1,7,1430,880,1994,0,47.5471,-122.298 +20140710,3,2.25,1810,9845,1,8,1810,0,1959,1991,47.5505,-122.221 +20141008,3,2.5,1710,8998,2,8,1710,0,1982,0,47.7236,-122.11 +20140721,4,2.75,2760,18306,1,7,1630,1130,1978,0,47.7302,-122.215 +20140714,4,2.5,2510,35020,1,8,1610,900,1977,0,47.5834,-122.003 +20140716,5,2,1910,12264,1,7,1010,900,1963,0,47.601,-122.134 +20140702,4,1.75,1440,13296,1,8,1440,0,1967,0,47.634,-122.204 +20140917,4,1,1170,5400,1,6,1170,0,1953,0,47.492,-122.172 +20140522,2,1.75,2860,59612,1,8,1510,1350,1948,2003,47.3276,-122.389 +20140905,2,1,910,4662,1,6,910,0,1942,0,47.5232,-122.354 +20140507,7,5.75,3700,7647,2,8,3700,0,1948,1984,47.7393,-122.289 +20140612,4,2.5,3280,27441,2,9,3280,0,1996,0,47.6711,-122.012 +20140822,4,2.5,2790,8111,2,9,2480,310,2004,0,47.4492,-122.116 +20150304,3,2.5,2020,4861,2,7,2020,0,2005,0,47.4659,-122.144 +20150130,3,2.25,1990,4331,2,7,1990,0,1997,0,47.4917,-122.167 +20140707,3,2.75,2760,8476,1,8,1690,1070,1967,0,47.5402,-122.215 +20141121,3,3.5,4380,6350,2,8,2780,1600,1900,1999,47.6981,-122.368 +20140528,3,1.75,1610,6480,1,7,1610,0,1947,0,47.7137,-122.307 +20140927,4,3.5,2850,4416,1.5,7,2040,810,1926,0,47.6835,-122.342 +20140505,2,1,840,5510,1,7,840,0,1955,0,47.5247,-122.391 +20150217,3,2.5,2900,46609,2,9,2900,0,1987,0,47.7731,-122.086 +20140904,3,1.75,1260,11224,1,7,1260,0,1947,0,47.7444,-122.321 +20150427,2,2.25,1240,705,2,7,1150,90,2009,0,47.5321,-122.073 +20150416,4,2.5,2500,4750,2,8,2500,0,2003,0,47.3666,-122.122 +20140829,4,2.5,2340,52272,2,8,2340,0,1978,0,47.3468,-122.091 +20150310,4,3.25,2960,4296,2,9,2190,770,2007,0,47.6526,-122.372 +20140609,3,3.5,1500,1249,2,8,1240,260,2004,0,47.6727,-122.373 +20150114,5,2.25,3160,8065,2,8,3160,0,1977,0,47.5678,-122.089 +20141010,3,1,1250,10094,1,6,1250,0,1927,0,47.4987,-121.781 +20140520,4,3.5,3120,5086,2,9,2480,640,2008,0,47.6762,-122.288 +20141210,3,2.5,2760,6187,2,10,2760,0,2014,0,47.5821,-122.047 +20140811,3,2.5,3050,33920,1,8,3050,0,2004,0,47.7034,-122.072 +20140818,3,1.75,1850,14986,2,6,1850,0,1943,2005,47.4837,-122.148 +20141009,5,1,2590,4652,2,8,2310,280,1907,0,47.6038,-122.294 +20140828,3,2.5,2550,5100,2,9,2550,0,2014,0,47.6757,-122.326 +20140821,3,1.75,1960,5520,1,7,1080,880,1952,0,47.6535,-122.397 +20141201,2,1,910,4725,1,7,910,0,1949,0,47.676,-122.281 +20140516,5,1.5,3360,5402,2,9,3360,0,2014,0,47.6067,-122.053 +20140528,4,3.5,3910,8095,2,9,3130,780,2007,0,47.5588,-122.036 +20140910,4,1,1710,117176,1.5,6,1710,0,1942,0,47.4497,-122.212 +20140507,4,1.5,2310,13300,1,7,1890,420,1950,0,47.6232,-122.21 +20141216,3,2.5,2180,5000,1,8,1240,940,1977,0,47.5828,-122.396 +20141216,4,2.25,2070,8720,1,8,1360,710,1974,0,47.6678,-122.182 +20150415,4,5.5,6530,871200,2,11,6530,0,2008,0,47.664,-121.878 +20141106,4,2.5,2570,6466,2,9,2570,0,1999,0,47.3324,-122.17 +20140925,0,2.5,1810,5669,2,7,1810,0,2003,0,47.3493,-122.053 +20150225,5,3,3880,7180,2,7,3880,0,2004,0,47.4797,-122.179 +20150317,3,1,1090,6712,1,7,1090,0,1972,0,47.7155,-122.211 +20150505,3,2.5,2050,7205,2,8,2050,0,2000,0,47.3487,-122.304 +20140724,2,1.75,1000,5100,1,6,940,60,1906,0,47.6787,-122.391 +20150105,2,1.5,1370,159865,1,7,1370,0,1960,0,47.7592,-122.092 +20150305,3,2,1210,9926,1,7,1210,0,1954,2015,47.5731,-122.135 +20140806,2,1,1430,8157,1.5,7,1150,280,1944,0,47.7256,-122.361 +20140808,5,2.75,2630,10165,1,8,1690,940,1976,0,47.5196,-122.049 +20140603,4,2.5,2200,4000,2,8,1430,770,1908,0,47.6402,-122.37 +20150224,2,1.5,960,1000,2,8,920,40,2008,0,47.6489,-122.335 +20140925,5,2.75,2460,7830,1,9,1490,970,1955,0,47.6938,-122.31 +20141120,4,2.75,2910,7712,1,7,1600,1310,1998,0,47.2842,-122.198 +20141002,3,2.25,1260,2556,2,7,1260,0,2005,0,47.5482,-121.998 +20140909,4,2.5,3135,5811,2,9,3135,0,2005,0,47.3263,-122.18 +20141212,2,1,1040,4040,1,7,940,100,1928,0,47.6829,-122.393 +20150421,2,2,1750,2731,2,8,1750,0,2012,0,47.5169,-121.878 +20141208,4,4.5,5120,41327,2,10,3290,1830,2008,0,47.7009,-122.059 +20141106,2,2.5,2720,26761,2,7,2720,0,1990,0,47.4499,-122.376 +20140819,2,2.25,1460,1607,2,8,1460,0,2007,0,47.5395,-122.369 +20140715,5,3.25,2180,7200,2,7,2180,0,1982,0,47.7078,-122.234 +20150406,4,3,2680,15438,2,8,2680,0,1902,1956,47.6109,-122.226 +20140825,3,1.75,1440,7070,1,7,1440,0,1980,0,47.6947,-122.125 +20141111,3,3,2980,3730,2,9,2980,0,2005,0,47.5533,-121.995 +20140730,2,1,980,4120,1,7,830,150,1950,2014,47.6815,-122.291 +20141021,3,1.75,1140,9628,1,7,1140,0,1969,0,47.2933,-122.372 +20140520,3,2,2010,251341,2,8,1510,500,2003,0,47.7416,-121.91 +20140714,4,2.75,3030,21780,2,8,3030,0,1986,0,47.4481,-122.338 +20150409,5,3.25,3340,9075,2,8,2600,740,2005,0,47.5446,-121.88 +20150225,3,1,1260,6000,1,7,1260,0,1951,0,47.5058,-122.384 +20141222,5,2.5,2550,6405,2,7,2550,0,2008,0,47.5191,-121.869 +20140725,3,1,1190,6250,1,7,990,200,1954,0,47.5658,-122.292 +20150508,4,1.5,2120,46173,2,7,2120,0,1974,0,47.6503,-121.968 +20140708,3,1.75,1200,9085,1,7,1200,0,1968,0,47.2795,-122.353 +20140909,2,1.75,2330,10143,1,7,1220,1110,1953,0,47.4899,-122.359 +20150211,3,2.25,1570,7187,1,8,1170,400,1980,0,47.7604,-122.356 +20140620,4,2.5,1960,11600,1,6,980,980,1931,0,47.2898,-122.222 +20150204,4,2.5,2927,12171,2,10,2927,0,1998,0,47.5948,-121.983 +20141125,4,1.75,2700,6000,1,8,1450,1250,1953,0,47.6539,-122.395 +20140908,3,1,1200,7200,1,6,1200,0,1977,0,47.3746,-122.183 +20141204,3,2,1450,6081,1,7,1450,0,1969,0,47.7522,-122.278 +20150128,4,2.5,2590,6474,2,8,2590,0,2014,0,47.5164,-122.19 +20150223,5,3.5,3250,4800,2,9,2410,840,2010,0,47.5618,-122.362 +20141124,3,1.75,2080,5969,1,7,1080,1000,1971,0,47.5474,-122.295 +20150327,3,2.25,1590,9200,1,7,1110,480,1979,0,47.2917,-122.184 +20141124,3,2,2620,10107,1,7,2620,0,1982,0,47.4096,-122.329 +20150218,2,1,1160,6911,1,7,1160,0,1947,0,47.7149,-122.318 +20140623,4,2.5,3160,13194,2,10,3160,0,1965,0,47.5472,-122.233 +20140709,4,3.25,4280,47179,2,10,3050,1230,2002,0,47.3017,-122.127 +20140605,4,1.75,1560,31299,1,7,1560,0,1965,0,47.3384,-122.164 +20140530,4,1.75,2500,92347,1,8,1500,1000,1970,0,47.5345,-122.216 +20140701,4,2.75,2910,6334,2,8,2910,0,2013,0,47.4826,-121.771 +20140613,3,2.25,1410,1287,2,7,1290,120,2005,0,47.5344,-122.068 +20150303,4,2.5,2110,7291,2,7,2110,0,1977,0,47.6888,-122.201 +20150408,3,1.75,1500,7560,1,7,1500,0,1979,0,47.3467,-122.296 +20141218,2,1,1100,4000,1,7,1100,0,1906,0,47.6388,-122.35 +20140514,3,1,1290,5500,1,7,980,310,1951,0,47.5266,-122.392 +20140903,3,2.5,1620,5992,2,7,1620,0,2001,0,47.736,-121.965 +20140923,5,4,4390,6656,2,9,2930,1460,2008,0,47.648,-122.397 +20141222,3,2.5,1830,2517,2,8,1830,0,2005,0,47.4496,-122.189 +20140711,3,2.25,1790,9580,2,8,1790,0,1984,0,47.5541,-122.162 +20150428,2,2,1270,3881,1,6,610,660,1926,0,47.6694,-122.298 +20140602,4,2.5,3190,7869,2,9,3190,0,2001,0,47.5317,-121.866 +20140627,3,2.5,1060,1536,2,8,1060,0,2000,0,47.6907,-122.395 +20141010,4,2.75,2450,5376,1.5,7,1550,900,1920,0,47.6865,-122.396 +20141202,4,1,1460,7200,1.5,7,1460,0,1955,0,47.7602,-122.306 +20150109,2,1,880,1712,2,7,880,0,1945,0,47.6475,-122.397 +20140902,3,2.5,1770,3744,1.5,7,1270,500,1929,0,47.6807,-122.364 +20150427,4,2,1620,4600,2,7,1620,0,1909,0,47.5533,-122.307 +20150324,4,1,1680,5043,1.5,6,1680,0,1911,0,47.5354,-122.273 +20140708,4,2.75,3000,5470,2,8,3000,0,2005,0,47.3613,-122.038 +20140607,3,3,1730,2940,3,7,1730,0,1985,0,47.6911,-122.392 +20150422,1,1,680,6600,1,5,480,200,1916,0,47.6567,-122.392 +20140828,3,1.75,1720,10710,1,7,860,860,1957,0,47.5092,-122.362 +20141106,3,1.75,1930,5000,1,9,1230,700,1936,0,47.6582,-122.278 +20140821,4,1.75,1950,13440,1.5,6,1950,0,1931,0,47.5232,-121.821 +20140905,5,2.5,4150,96574,2,10,4150,0,1988,0,47.6664,-122.045 +20150306,5,2.25,1950,8086,1,7,1130,820,1980,0,47.3179,-122.331 +20150407,3,1,1270,7500,1,7,1270,0,1953,0,47.4921,-122.339 +20150323,3,1.5,1860,10379,1,7,1240,620,1963,0,47.3962,-122.309 +20150409,4,3.25,3030,7644,2,8,2830,200,2006,0,47.5457,-121.881 +20140630,4,2.25,2070,39446,1,8,1470,600,1977,0,47.7765,-122.276 +20150501,4,2.5,3140,32336,1.5,10,3140,0,1995,0,47.7412,-122.087 +20140922,3,1.75,1530,14633,1,7,1100,430,1977,0,47.6949,-122.119 +20140609,2,1,920,6600,1,6,920,0,1919,2003,47.5452,-122.27 +20141208,2,1,1170,8254,1,6,1170,0,1949,0,47.497,-122.346 +20140505,4,2.5,2370,6500,2,9,2370,0,1998,0,47.3328,-122.173 +20150401,3,1.75,1080,3200,1,7,880,200,1926,0,47.6503,-122.338 +20140715,3,2.5,2050,11690,2,9,2050,0,1989,0,47.5279,-122.161 +20140714,3,1,1030,3000,1,7,830,200,1924,0,47.6813,-122.317 +20141216,3,1.5,1500,10227,1,7,1000,500,1945,0,47.2043,-121.996 +20141023,3,2.5,1680,5000,2,8,1680,0,1987,0,47.3196,-122.395 +20141205,2,1,1480,5325,1,7,1120,360,1925,0,47.2079,-121.993 +20140804,5,2.5,4670,15857,2,11,4670,0,1998,0,47.63,-122.011 +20140626,4,2.75,2110,8751,1,7,1510,600,1962,0,47.7617,-122.215 +20140823,3,1.75,1670,9900,1,8,1670,0,1957,0,47.595,-122.172 +20141121,3,2.5,1450,4106,2,7,1450,0,2011,0,47.3655,-122.019 +20140729,4,2.25,2100,8290,2,8,2100,0,1978,0,47.5595,-122.129 +20140530,4,2.5,2310,5100,2,9,2310,0,2013,0,47.7039,-122.36 +20141103,2,1.75,1560,7575,1,8,1560,0,2002,0,47.3776,-122.228 +20150424,3,1,1270,6612,1.5,7,1270,0,1927,0,47.5433,-122.264 +20140620,4,2.75,3260,4900,2,9,3260,0,2013,0,47.4812,-122.123 +20140718,3,2.5,1870,4657,2,8,1870,0,2000,0,47.4615,-122.214 +20150421,3,2.5,2390,15084,2,8,2390,0,2000,0,47.3389,-122.048 +20140826,3,1.75,1330,9143,1,7,1330,0,1960,0,47.5538,-122.176 +20140820,4,2.75,3040,2415,2,8,3040,0,1966,0,47.5188,-122.256 +20140527,3,1,960,8100,1,7,960,0,1955,0,47.7766,-122.307 +20140828,4,2.75,3030,117378,1,8,1680,1350,1959,0,47.401,-122.135 +20140509,3,2.25,1352,1694,3,8,1352,0,2007,0,47.7265,-122.315 +20140915,3,3.5,1460,1021,2,8,1150,310,2006,0,47.6169,-122.309 +20150102,3,1,970,7854,1,7,970,0,1980,0,47.4899,-122.185 +20141106,4,1.75,1780,9794,1,7,1780,0,1967,0,47.7419,-122.073 +20150225,4,3,2550,5300,2,8,1720,830,1908,2013,47.6786,-122.367 +20150124,3,3,2990,30869,2,10,2990,0,1951,2003,47.7602,-122.278 +20140512,4,2.25,2540,228254,1,8,1450,1090,1990,0,47.719,-121.912 +20141119,3,1,1190,7000,1,7,1190,0,1943,0,47.6453,-122.403 +20150421,5,2.5,2520,27951,1.5,7,1890,630,1942,1970,47.7733,-122.318 +20140725,3,2.25,1560,6013,2,7,1560,0,1990,0,47.2862,-122.352 +20140628,4,4.25,3500,8750,1,9,2140,1360,1951,0,47.7222,-122.367 +20150213,2,2.25,2160,2578,3,8,2160,0,2005,0,47.6607,-122.354 +20140728,4,2.5,3090,7112,2,9,3090,0,2001,0,47.705,-122.118 +20140806,5,5,5000,32909,2,10,5000,0,2000,0,47.6012,-122.022 +20140603,3,1,1060,9600,1,6,1060,0,1962,0,47.2878,-122.358 +20140508,4,3.25,3820,24166,2,11,3310,510,1990,0,47.5263,-122.227 +20150102,3,2.5,1440,3840,2,7,1440,0,2001,0,47.6873,-122.043 +20141016,3,1,1520,9030,1,7,1520,0,1956,0,47.587,-122.134 +20141223,3,1.75,2050,11313,1,7,1520,530,1987,0,47.2837,-122.358 +20140506,3,1.5,1310,8160,1,7,1310,0,1950,0,47.7291,-122.339 +20140602,4,3.5,4370,8510,2,10,3610,760,2003,0,47.5876,-122.204 +20140911,4,3,2710,217800,2.5,9,2710,0,2006,0,47.2411,-121.932 +20141226,4,3,2490,5064,2,7,2490,0,2007,0,47.5139,-122.189 +20140917,5,3.25,3500,7254,2,8,2760,740,2005,0,47.5444,-121.881 +20150311,2,1,790,7095,1,6,790,0,1944,0,47.4928,-122.239 +20140519,5,3.25,4180,49222,2,8,2880,1300,1979,0,47.5488,-122.094 +20140714,3,2.5,3430,28718,1.5,10,3430,0,1984,0,47.6477,-122.183 +20150505,3,2.5,2400,5817,2,8,2400,0,1998,0,47.5371,-121.87 +20140505,3,3,1571,2017,3,8,1571,0,2008,0,47.7338,-122.309 +20140808,3,2.25,1860,7200,1,7,1240,620,1977,0,47.7332,-122.192 +20141028,3,2.25,1470,1703,2,8,1470,0,2005,0,47.5478,-121.999 +20150424,4,2.5,2500,10215,2,9,2500,0,1998,0,47.5912,-121.986 +20140804,4,2.5,3480,6262,2,9,3480,0,2003,0,47.6857,-122.045 +20140603,3,2.25,3800,33825,1,10,3330,470,1976,0,47.3797,-122.152 +20141114,3,1,940,7980,1,6,940,0,1961,0,47.5107,-122.345 +20150430,3,2.5,2650,12247,2,9,2650,0,2002,0,47.3185,-122.259 +20150427,4,1.75,1840,9250,1,7,980,860,1956,0,47.708,-122.337 +20150219,5,3,3620,12778,1,8,1900,1720,1964,0,47.5512,-122.191 +20140613,4,2.5,2540,6365,2,8,1870,670,2000,0,47.4608,-122.215 +20141009,3,2.5,4010,12105,1,11,2600,1410,1983,0,47.554,-122.151 +20140723,2,1.75,1060,4182,2,7,1060,0,1977,0,47.6787,-122.308 +20141031,4,2.75,2420,39704,1,9,2420,0,1985,0,47.4053,-122.03 +20140512,4,1.75,1940,4800,1,7,1030,910,1922,0,47.6054,-122.314 +20140714,3,1.75,1630,1500,3,8,1630,0,2014,0,47.6536,-122.354 +20140513,3,2.25,2350,10450,1,8,1390,960,1977,0,47.7433,-122.259 +20140623,3,2.5,2110,4118,2,8,2110,0,1989,0,47.3878,-122.153 +20140821,2,1.75,1960,6000,1,7,980,980,1904,0,47.6531,-122.401 +20140508,4,1.75,2480,9195,1,7,1390,1090,1950,0,47.584,-122.195 +20150311,2,2.5,1170,1811,2,8,1170,0,2001,0,47.6132,-122.297 +20150424,4,1.5,1810,7200,1,7,1810,0,1966,0,47.7207,-122.186 +20150224,3,1.75,1950,15037,1,7,1950,0,1989,0,47.6892,-121.913 +20140513,3,3.25,3190,5283,2,9,3190,0,2007,0,47.5534,-122.002 +20140818,4,3.25,2760,4104,2,8,1900,860,2014,0,47.5286,-122.187 +20141226,6,2.5,2590,10890,1,7,1340,1250,1970,0,47.4126,-122.165 +20141124,3,3,2430,10500,1,8,2150,280,1983,0,47.2579,-122.312 +20140715,4,1,1400,7242,1.5,7,1400,0,1959,0,47.4339,-122.291 +20140825,2,1,1390,3600,1,7,1010,380,1913,0,47.6422,-122.36 +20140729,4,1,1260,8505,1.5,7,1260,0,1951,0,47.7181,-122.371 +20150225,3,2.5,2130,12245,2,8,2130,0,1989,0,47.3406,-122.057 +20150224,3,2,1430,4200,1,7,830,600,1908,0,47.6462,-122.384 +20141106,2,1,1550,4600,1,7,1050,500,1941,0,47.686,-122.384 +20150325,2,2.5,2000,2500,3,8,1810,190,1994,0,47.5788,-122.396 +20140606,3,1.75,1470,6250,1,7,1070,400,1939,0,47.7394,-122.288 +20141104,3,1.75,1690,5080,1,7,1190,500,1976,0,47.5312,-122.348 +20140806,4,1,1520,9800,1.5,7,1520,0,1971,0,47.7303,-122.236 +20140505,5,2.5,3180,13806,2,10,3180,0,1990,0,47.652,-122.182 +20140701,3,2.75,2090,9620,1,8,1340,750,1987,0,47.2741,-122.337 +20141230,3,2,1460,11481,1,7,1170,290,1995,0,47.4493,-121.777 +20150325,3,1,1310,8514,1,7,1310,0,1953,0,47.7502,-122.353 +20150321,3,2,1300,3000,2,7,1300,0,1986,0,47.6728,-122.325 +20150122,3,1.75,2080,6554,1,7,1040,1040,1950,0,47.5135,-122.257 +20140701,3,2,2570,28500,1,9,1970,600,1983,0,47.7318,-122.138 +20140715,4,2.5,2500,7417,2,9,2500,0,1991,0,47.6251,-122.026 +20140924,3,1,760,3090,1,5,760,0,1903,0,47.5513,-122.275 +20140513,4,4.5,5030,11023,2,11,3250,1780,2008,0,47.5722,-122.236 +20140613,4,2.5,2050,5276,2,7,2050,0,2006,0,47.491,-122.15 +20141103,3,3.5,1650,1577,2,7,1100,550,2012,0,47.6302,-122.344 +20150316,3,1,940,5904,1,6,940,0,1947,0,47.699,-122.35 +20150327,3,2.5,1560,4800,2,7,1560,0,1974,0,47.2653,-122.285 +20150203,3,1,1420,8000,1,7,1420,0,1950,0,47.5169,-122.255 +20150505,4,2.5,2910,4356,3,8,2910,0,2010,0,47.6705,-122.146 +20141114,3,2.5,2010,17362,2,8,2010,0,1994,0,47.6904,-122.176 +20150409,4,2.5,2320,5375,2,7,2320,0,2006,0,47.5415,-121.883 +20140702,4,2.5,2120,4558,2,7,2120,0,2002,0,47.3795,-122.022 +20141001,4,2,1650,5974,1,7,860,790,1972,0,47.5008,-122.257 +20150417,5,3,2220,5185,2,7,2220,0,2003,0,47.543,-122.29 +20150501,4,2.5,3220,9328,2,8,3220,0,2006,0,47.7273,-121.958 +20140527,4,2.5,1850,50662,1,8,1430,420,1978,0,47.6535,-122.119 +20140519,3,2.25,1580,7941,2,7,1580,0,1986,0,47.2843,-122.357 +20150325,3,2.5,1970,3667,2,7,1970,0,2004,0,47.5321,-121.851 +20150204,3,2,1610,4364,2,8,1610,0,1996,0,47.5672,-122.004 +20141021,4,2.5,2180,5367,2,7,2180,0,2000,0,47.3775,-122.022 +20140714,2,1,710,14000,1,6,710,0,1953,0,47.4379,-122.337 +20150225,3,2,2410,13300,2,9,1840,570,1985,0,47.5632,-122.148 +20150331,5,3.25,3500,10457,2,11,3500,0,2001,0,47.5198,-122.157 +20150209,4,2,1560,8250,1,8,1320,240,1964,0,47.7565,-122.358 +20150507,3,1.75,1680,28046,1,8,1180,500,1948,0,47.7648,-122.37 +20140804,5,3.25,3480,6507,2,9,3480,0,2014,0,47.607,-122.053 +20140701,3,2,1240,11172,1,7,1000,240,1984,0,47.6364,-122.037 +20150527,4,2.25,3750,5000,2,8,2440,1310,1924,0,47.6747,-122.303 +20150221,3,2,1430,7125,1,7,1430,0,1984,0,47.6256,-122.059 +20141202,4,2.5,3190,9856,2,8,3190,0,1979,0,47.4445,-122.126 +20150422,5,2.75,2940,5225,2,8,2760,180,2010,0,47.6879,-122.107 +20140626,4,3.5,4040,50479,2,11,4040,0,1987,0,47.7196,-122.048 +20141023,3,2.25,1730,10030,1,8,1730,0,1985,0,47.3108,-122.345 +20150421,2,1,700,5559,1,6,700,0,1949,0,47.7492,-122.311 +20140819,3,1.75,1510,6597,1,6,950,560,1939,0,47.5938,-122.315 +20141008,4,2.25,2450,11960,1,10,2450,0,1979,0,47.6351,-122.06 +20140509,2,1,810,7980,1,6,810,0,1928,0,47.489,-122.337 +20141205,4,2.75,3410,5838,2,9,3410,0,2012,0,47.6931,-122.022 +20140603,4,2.25,3720,12384,1,8,1860,1860,1970,0,47.5836,-122.074 +20141114,5,2,1890,6050,2,7,1890,0,1944,0,47.5018,-122.242 +20150403,3,2.5,1970,3655,2,7,1970,0,2003,0,47.7453,-121.984 +20140610,3,2.5,1780,6771,1,7,1230,550,1990,0,47.5237,-122.353 +20150406,2,0.75,700,16828,1,6,700,0,1958,0,47.3009,-122.125 +20141014,3,1.75,1630,4000,1,7,1100,530,1968,0,47.5351,-122.353 +20140721,4,2.5,2280,9874,2,9,2280,0,1989,0,47.7099,-122.229 +20150423,3,1,1260,7250,1,7,960,300,1940,0,47.6947,-122.311 +20150416,4,1.5,1280,8000,1,6,1280,0,1960,0,47.4949,-122.255 +20140811,3,2.5,3430,48993,2,9,3430,0,2001,0,47.2609,-122.27 +20141006,3,1.75,2040,273556,1,7,2040,0,1997,0,47.4361,-122.469 +20140820,2,1,1260,7810,2,6,1260,0,1945,0,47.5003,-122.248 +20150218,4,2.5,3070,7830,2,11,1970,1100,2009,0,47.593,-122.291 +20150423,3,2.5,1650,2787,2,8,1650,0,2014,0,47.5336,-121.838 +20141110,5,4.5,6070,14731,2,11,6070,0,2004,0,47.5306,-122.134 +20140725,5,2,1600,4168,1.5,7,1600,0,1927,0,47.5297,-122.381 +20141010,3,1,1140,4560,1,6,770,370,1944,0,47.6889,-122.362 +20150224,3,1.75,1690,8901,1,7,1690,0,1986,0,47.3546,-122.176 +20150316,3,1.75,1520,9605,1,7,1520,0,1975,0,47.667,-122.142 +20150331,4,3.25,3330,17533,1,9,1750,1580,1969,0,47.652,-122.2 +20150310,5,2.5,2740,5460,2,8,2740,0,2005,0,47.4042,-122.204 +20141222,3,1.75,2300,12682,1,8,2300,0,1955,0,47.7588,-122.27 +20140708,4,2.25,2890,18226,3,10,2890,0,1984,0,47.5169,-122.209 +20140612,4,1.5,1130,7840,1,7,1130,0,1970,0,47.2986,-122.377 +20140703,3,2.5,2950,10254,2,9,2950,0,2006,0,47.4888,-122.14 +20140616,3,2.5,2110,3600,2,9,2110,0,2005,0,47.665,-122.082 +20140709,4,2.25,2380,17199,2,8,1530,850,1979,0,47.7668,-122.27 +20141024,3,2.5,1870,1058,3,8,1380,490,2007,0,47.6512,-122.345 +20141013,4,1.75,1760,7300,1,7,880,880,1956,0,47.6034,-122.125 +20150323,3,3.5,1660,2298,2,8,1260,400,2009,0,47.5809,-122.403 +20150512,3,1.75,2010,3090,1.5,7,1510,500,1926,0,47.682,-122.348 +20140808,3,2.5,2198,6222,2,8,2198,0,2010,0,47.3906,-122.304 +20140519,4,2.5,3430,64441,2,8,3430,0,2013,0,47.7694,-122.064 +20150504,4,2.5,1830,7308,2,7,1830,0,2002,0,47.3565,-122.015 +20140807,4,2.25,2460,40635,1,8,2460,0,1968,0,47.6627,-122.032 +20150417,4,2.25,2110,11155,2,9,2110,0,1975,0,47.6386,-122.058 +20140729,3,2,1260,1125,2,7,810,450,2011,0,47.5262,-122.361 +20150414,3,2.5,2300,9752,2,8,2300,0,1968,2003,47.5825,-122.076 +20150129,3,1.5,1140,8500,1,7,1140,0,1964,0,47.2093,-122.005 +20150403,4,2.25,1720,7803,1,8,1350,370,1955,0,47.5119,-122.337 +20150428,4,1.5,1310,137214,1.5,7,1310,0,1926,0,47.362,-122.316 +20141223,4,2.5,2190,7000,2,8,2190,0,1997,0,47.3718,-122.109 +20150305,3,1.5,1470,11599,1,7,1070,400,1967,0,47.3632,-122.188 +20150306,4,3,2350,9952,1,9,1650,700,1989,0,47.4194,-122.211 +20140929,3,2,1640,4875,1,7,1040,600,1977,0,47.3661,-122.094 +20150423,4,2.5,2680,11998,1,8,1510,1170,1960,0,47.337,-122.321 +20140919,3,1,1290,8470,1,7,970,320,1966,0,47.3054,-122.371 +20140619,4,4.5,4750,13912,2,10,3600,1150,2005,0,47.5332,-122.265 +20150202,2,1.5,1000,1188,3,8,1000,0,2005,0,47.6823,-122.327 +20150323,4,3.5,2700,443440,1.5,8,2700,0,1948,1997,47.333,-122.098 +20140614,3,1.75,1430,8865,1,7,1430,0,1950,0,47.7331,-122.299 +20140707,3,2.5,3030,9053,2,8,3030,0,2009,0,47.4945,-122.149 +20140623,3,2,1200,5029,1,6,880,320,1937,0,47.6936,-122.294 +20140710,2,1,840,3840,1,7,840,0,1926,0,47.684,-122.378 +20140818,4,3,1680,6003,1,7,1150,530,1997,0,47.2885,-122.218 +20140528,3,1.75,1580,7416,1,7,1150,430,1967,0,47.6056,-122.173 +20140916,3,1.75,1850,16863,1,7,1280,570,1980,0,47.7166,-122.225 +20150330,1,1,700,2550,1,6,700,0,1954,0,47.6783,-122.383 +20140731,3,2.5,2000,7414,2,7,2000,0,1993,0,47.3508,-122.057 +20150421,4,2,2260,7680,1,7,1130,1130,1947,0,47.7193,-122.361 +20140925,3,3,3460,13129,2,9,2560,900,1988,0,47.7315,-122.058 +20141022,4,3.5,3850,8100,2,11,2430,1420,1995,0,47.6855,-122.19 +20150324,3,1.75,2570,14033,1,8,2570,0,1953,0,47.4335,-122.338 +20150428,4,2.5,2190,8100,1,8,1250,940,1978,0,47.3131,-122.392 +20140529,4,2.75,2320,4344,2,8,2320,0,2012,0,47.4862,-122.163 +20150421,3,2.5,1710,7230,2,7,1710,0,1996,0,47.2778,-122.298 +20140613,3,1,1270,6405,1.5,6,1270,0,1944,0,47.4959,-122.241 +20141010,5,1.75,2660,10637,1.5,7,1670,990,1922,0,47.6945,-122.292 +20140616,2,1.5,1090,4000,1,8,970,120,1951,0,47.5798,-122.393 +20140710,4,3.5,3840,85728,2,11,3840,0,1998,0,47.615,-121.954 +20141014,3,2.25,1650,7739,1,8,1290,360,1986,0,47.3532,-122.304 +20140702,4,2.5,2105,6093,2,8,2105,0,2003,0,47.3531,-122.147 +20141008,4,1.75,1640,1480,1,7,820,820,1912,0,47.6684,-122.314 +20141023,3,3.25,1570,1777,2,8,1260,310,2007,0,47.6655,-122.369 +20150326,4,2.5,2820,5612,2,9,2820,0,2007,0,47.7477,-122.236 +20150427,3,2.25,1370,5000,2,7,1370,0,1990,0,47.7372,-121.981 +20140823,4,2.5,2245,4301,2,8,2245,0,2014,0,47.3555,-122.063 +20141106,3,2,1430,14250,1,7,1430,0,1953,0,47.701,-122.199 +20150420,2,1.5,1008,26487,1,6,1008,0,1943,2002,47.3853,-122.479 +20141231,3,3.25,3450,15586,2,11,2690,760,1989,0,47.4294,-122.343 +20141101,3,1.75,2090,6258,1,7,1390,700,1956,0,47.5503,-122.301 +20141031,4,2.5,2570,4480,1.5,8,1580,990,1927,0,47.6701,-122.291 +20140528,4,2.5,2990,5669,2,8,2990,0,2003,0,47.6119,-122.011 +20150109,4,2.25,2840,31720,1,8,1780,1060,1958,0,47.7505,-122.375 +20150429,4,3,3570,10273,1.5,9,2630,940,1935,2007,47.6394,-122.077 +20140924,3,1,1080,6250,1,5,1080,0,1950,0,47.5045,-122.33 +20140623,3,1,1530,389126,1.5,7,1530,0,1919,0,47.1776,-122.011 +20140606,4,1,1550,7740,1.5,6,1550,0,1954,0,47.5222,-122.375 +20141015,3,1,1350,7560,1,7,950,400,1959,0,47.3784,-122.303 +20141007,5,3.5,5050,16500,2,11,5050,0,2001,0,47.5863,-121.967 +20140908,2,1,1530,6450,1,7,1530,0,1920,0,47.6833,-122.398 +20140626,4,1.75,1720,6975,1,8,1420,300,1975,0,47.6506,-122.121 +20150501,4,3.75,3730,17000,2,10,2820,910,1986,0,47.5355,-122.242 +20141208,4,2.25,2020,85813,2,7,2020,0,1995,0,47.483,-122.026 +20140507,3,1.75,1870,12381,1,8,1870,0,1957,0,47.3358,-122.32 +20150219,3,3.25,1720,1587,2.5,9,1410,310,2004,0,47.6187,-122.299 +20150326,3,2.5,2330,3995,2,9,2330,0,2006,0,47.5542,-122.001 +20150504,3,1.5,1240,8410,1,6,1240,0,1948,0,47.753,-122.328 +20150417,5,2.5,2500,9248,1,8,1300,1200,1966,0,47.5415,-122.18 +20140902,3,1.5,1680,13751,1,7,1680,0,1951,0,47.5716,-122.227 +20140617,3,2,1380,4800,1,7,1380,0,1948,0,47.651,-122.369 +20141124,3,1,1290,12231,1,7,1290,0,1976,0,47.7404,-122.11 +20150318,3,1.5,1400,7550,1,7,1400,0,1953,0,47.7566,-122.337 +20140818,3,2.5,3300,11525,1,8,1650,1650,1961,0,47.4113,-122.315 +20150324,3,2.5,2400,6182,2,8,2400,0,1998,0,47.5363,-121.87 +20141223,4,2.5,2820,15233,1,9,1820,1000,1972,0,47.3426,-122.321 +20141215,3,2.5,1700,6000,2,8,1700,0,1997,0,47.2615,-122.221 +20150413,3,1,1830,12036,1,7,1550,280,1977,0,47.3126,-122.043 +20140806,2,1.75,1860,5940,1,8,1020,840,1956,0,47.5751,-122.407 +20140909,3,1.75,1760,5355,1,7,1160,600,1956,0,47.5368,-122.267 +20141204,3,1.75,1420,6980,1,7,820,600,1980,0,47.2873,-122.367 +20140826,5,2.25,1980,13132,1,7,1260,720,1962,0,47.3984,-122.301 +20140603,2,1,1170,10621,1,7,1170,0,1963,0,47.497,-121.78 +20141222,3,2,1460,6250,1.5,7,1460,0,1912,0,47.6693,-122.333 +20140723,4,2.25,3920,7200,2,10,3120,800,1928,0,47.5731,-122.284 +20150330,4,2.5,2680,5539,2,8,2680,0,2013,0,47.4759,-121.734 +20150402,2,1,840,7020,1.5,7,840,0,1943,0,47.5513,-122.394 +20150213,4,2.5,1950,5602,1,7,1120,830,1966,0,47.5437,-122.291 +20141125,3,1.5,2390,4000,1.5,9,1690,700,1936,0,47.6604,-122.28 +20150502,4,3.5,2850,5577,2,8,1950,900,2014,0,47.5252,-122.192 +20140701,4,1.75,1420,5000,1.5,7,1420,0,1945,0,47.6771,-122.397 +20150316,3,2.5,3630,11019,1,9,2150,1480,1972,0,47.561,-122.226 +20141113,3,2.5,2090,8653,2,8,2090,0,1989,0,47.7498,-122.184 +20150123,4,2.75,3550,6558,2,9,3550,0,2013,0,47.7076,-122.115 +20150325,4,2.25,2170,8240,2,8,2170,0,1983,0,47.5634,-122.128 +20140702,3,1.75,1730,7416,1.5,7,1730,0,1954,0,47.76,-122.349 +20140512,5,3,4530,258746,1.5,9,3200,1330,2003,0,47.7702,-122.066 +20150507,3,1.5,1060,7488,1,7,1060,0,1977,0,47.5549,-122.356 +20140929,4,2.5,2820,8307,2,9,2820,0,1990,0,47.6253,-122.027 +20141013,3,3,1730,1755,3,8,1730,0,2014,0,47.6944,-122.377 +20141202,3,2.5,1960,3060,2,8,1960,0,2010,0,47.6764,-122.389 +20140731,2,1.5,1560,10807,1,7,1560,0,1949,0,47.4444,-122.509 +20141113,3,2.25,1990,6350,2,7,1990,0,1967,0,47.3822,-122.316 +20150320,3,1.75,1830,9620,1,8,1830,0,1978,0,47.3123,-122.389 +20140910,3,1,1170,6134,1,7,1170,0,1948,0,47.4941,-122.312 +20141208,4,3,2590,7213,2,8,2590,0,2001,0,47.2609,-122.289 +20141119,4,2.5,2100,3125,2,7,1400,700,1907,1993,47.6634,-122.358 +20150223,4,2,1390,745,3,7,1390,0,2008,0,47.5393,-122.026 +20141006,4,2.25,2810,25990,2,8,1860,950,1959,0,47.2993,-122.293 +20150128,4,2,2110,4140,2,9,1710,400,1925,2003,47.5836,-122.387 +20141120,3,3.5,2490,2722,2,8,2020,470,1999,0,47.5893,-122.165 +20150219,4,3.5,2910,5260,2,9,2910,0,2012,0,47.5168,-121.883 +20140917,3,2.5,1680,4584,2,7,1680,0,2003,0,47.4794,-122.182 +20150121,3,2.5,1600,7295,2,7,1600,0,1993,0,47.3904,-122.165 +20140819,2,1,750,5534,1,7,750,0,1947,0,47.7017,-122.36 +20140821,3,2.5,1740,1279,3,8,1740,0,2008,0,47.5891,-122.387 +20141211,5,3.25,2680,3011,2,9,1870,810,1910,2014,47.6115,-122.287 +20140616,4,3.5,3290,5414,2,9,2360,930,2006,0,47.7074,-122.219 +20140617,4,2,1450,8400,1.5,7,1450,0,1962,0,47.7285,-122.24 +20141103,3,2.25,2780,31510,2,8,2780,0,1979,0,47.67,-122.024 +20141202,3,1,970,7790,1,6,970,0,1967,0,47.3165,-122.325 +20140627,3,1,2710,19000,2,7,2710,0,1950,0,47.4462,-122.359 +20141118,3,2.5,2620,4558,2,7,2620,0,2010,0,47.1944,-121.974 +20140620,4,2.75,3150,7035,2,9,3150,0,2004,0,47.5979,-121.974 +20141031,2,1,840,8100,1,7,840,0,1948,0,47.7019,-122.366 +20150226,5,2,1900,6000,1.5,6,1900,0,1920,0,47.6831,-122.186 +20150217,4,2.75,1960,8937,1,7,980,980,1954,0,47.451,-122.278 +20150507,5,3.25,2920,6960,2,9,2120,800,1953,2008,47.6712,-122.272 +20150304,5,2.5,3450,35880,2,11,3450,0,1992,0,47.7173,-122.099 +20150127,4,2.25,2360,15860,1,9,2360,0,1977,0,47.6307,-122.051 +20140819,4,2.5,1850,6663,2,7,1850,0,1990,0,47.3618,-122.195 +20150326,5,3.5,3180,4628,2,10,2420,760,2001,0,47.6423,-122.394 +20140502,4,2.5,2730,12261,2,9,2730,0,1991,0,47.7419,-122.205 +20150224,2,1,870,5689,1,7,870,0,1948,0,47.6988,-122.351 +20140717,4,2.5,2470,4945,2,8,2470,0,2012,0,47.6898,-122.015 +20150427,3,2,1910,13505,1,8,1910,0,1955,0,47.7114,-122.23 +20140508,4,2.75,2280,2850,1.5,7,1540,740,1930,0,47.6871,-122.307 +20141125,2,1,700,3400,1,6,700,0,1946,0,47.6212,-122.296 +20150417,4,1.75,1990,23200,1,7,1990,0,1976,0,47.486,-122.129 +20140923,5,3.5,2770,9305,2,9,2770,0,1985,0,47.5628,-122.114 +20150213,5,2.75,2060,329903,1.5,7,2060,0,1989,0,47.1776,-121.944 +20140703,4,2.5,1890,6962,2,8,1890,0,1997,0,47.3328,-122.187 +20140626,4,2.75,3030,6625,2,8,3030,0,2011,0,47.4815,-122.152 +20141215,2,1,1860,3400,1,7,1010,850,1920,0,47.6714,-122.329 +20150429,3,2.5,2594,4455,2,8,2594,0,2012,0,47.3054,-122.276 +20140620,3,2.75,2470,10125,2,8,2470,0,1960,2012,47.5651,-122.223 +20140919,4,3.5,4083,68377,2,10,4083,0,2005,0,47.3114,-122.262 +20140626,5,2,2280,19000,1.5,6,2280,0,1924,0,47.4683,-122.359 +20140923,3,2.5,2210,8010,2,8,2210,0,1998,0,47.4845,-121.775 +20141224,4,2.5,2690,9551,2,9,2690,0,1992,0,47.4343,-122.156 +20141014,4,2.5,2963,5797,2,9,2963,0,2006,0,47.3831,-122.185 +20141108,5,3.75,3530,13260,2,10,3530,0,2013,0,47.5761,-122.205 +20150126,5,2.5,4340,9108,1,8,2170,2170,1979,0,47.5384,-122.276 +20150323,3,2.25,1820,9694,1,7,1240,580,1977,0,47.6157,-122.05 +20141223,2,1,1310,4000,1,6,1310,0,1913,0,47.6854,-122.329 +20150325,4,2.75,3340,5677,2,9,3340,0,2011,0,47.709,-122.118 +20150330,5,3.5,3990,5000,2,8,2910,1080,2004,0,47.54,-122.27 +20150327,3,2,1880,8494,1,7,1200,680,1968,0,47.6217,-122.192 +20140523,4,1.75,1830,9600,1,7,1010,820,1966,0,47.5728,-122.125 +20140619,3,2,2540,237402,1,9,2540,0,2007,0,47.2688,-122.024 +20150402,4,2.5,3330,8897,2,10,3330,0,2001,0,47.6484,-122.08 +20140725,3,2.25,1890,12236,1,8,1890,0,1978,0,47.6232,-122.047 +20140624,4,1.75,2330,5000,1.5,7,1510,820,1929,0,47.6823,-122.368 +20141216,4,2.25,2910,10189,2,9,2910,0,1988,0,47.5465,-122.155 +20150428,4,2.75,2420,11201,1,8,1420,1000,1948,1999,47.5459,-122.265 +20141006,4,2.5,3200,36276,2,9,3200,0,1993,0,47.6304,-121.994 +20150220,4,2,1540,17859,1,6,1540,0,1964,0,47.5326,-122.032 +20141022,3,2,2020,7260,1.5,7,1180,840,1926,0,47.5496,-122.311 +20140620,2,1,1020,5130,1,6,1020,0,1948,0,47.301,-122.226 +20150503,3,1.75,1630,9000,1,7,1630,0,1956,0,47.4521,-122.36 +20140502,3,2.25,1580,16215,1,7,1580,0,1978,0,47.5643,-121.897 +20140521,4,2,1790,2250,1,7,840,950,1909,0,47.6526,-122.345 +20140903,2,1,880,3200,1,7,880,0,1910,1970,47.6575,-122.402 +20141201,3,1,1220,8573,1,7,1220,0,1954,0,47.6088,-122.193 +20150123,4,2.25,2860,15054,1,8,1460,1400,1957,0,47.7655,-122.3 +20140506,4,2.25,2260,29930,2,8,1400,860,1977,0,47.5689,-122.126 +20150223,1,1,710,4000,1,6,610,100,1928,0,47.6562,-122.354 +20141110,4,1,1820,5400,1.5,8,1820,0,1923,2014,47.6476,-122.318 +20140912,3,1.75,2040,4000,2,7,1360,680,1924,0,47.6675,-122.289 +20140617,4,1.5,1550,3000,1.5,7,1350,200,1918,0,47.6604,-122.324 +20140619,3,1.75,1170,8740,1,7,1170,0,1968,0,47.6849,-122.117 +20150501,3,2.75,3510,92347,2,10,3510,0,1990,0,47.3735,-122.018 +20140916,4,1.75,1740,8800,1,8,1740,0,1965,0,47.6232,-122.142 +20141021,4,2.75,2540,4400,1.5,7,1630,910,1925,0,47.6832,-122.343 +20140926,4,1.75,1230,7890,1,7,1090,140,1950,0,47.5808,-122.189 +20150402,5,2.75,3090,12031,1,9,1600,1490,1968,0,47.5342,-122.226 +20140716,3,2.5,1330,816,3,8,1330,0,2004,0,47.6836,-122.387 +20140805,3,1.5,1190,20672,1.5,7,1190,0,1948,0,47.4459,-122.359 +20140514,2,1,830,4000,1,6,830,0,1955,0,47.6929,-122.379 +20140919,3,1,1150,7560,1,6,1150,0,1958,0,47.4613,-122.184 +20150424,3,1.75,2190,6450,1,8,1480,710,1957,0,47.5284,-122.391 +20141202,3,1,1660,4400,1.5,8,1460,200,1911,0,47.6362,-122.302 +20150320,2,2.5,3900,920423,2,12,3900,0,2009,0,47.5371,-121.756 +20150430,7,4,2960,2665,2,9,1950,1010,1927,2013,47.5835,-122.313 +20140801,4,1.75,2400,21196,1,8,1590,810,1956,0,47.4282,-122.347 +20141231,4,2.75,1580,3770,1,7,1080,500,2002,0,47.7368,-121.968 +20150403,3,1.5,1660,5665,1,7,920,740,1918,0,47.5391,-122.274 +20140506,4,1.75,1840,10720,1,7,960,880,1958,0,47.6074,-122.125 +20140918,3,2.5,2420,4725,2,8,2420,0,2014,0,47.371,-122.018 +20140516,4,2.5,3120,14300,2,9,3120,0,2003,0,47.5318,-122.055 +20150224,3,0.75,1030,12700,1,5,1030,0,1944,0,47.3877,-122.236 +20150129,3,1,1470,6122,1,8,1200,270,1948,0,47.6517,-122.406 +20150213,3,1,1010,6120,1,7,860,150,1940,0,47.6861,-122.296 +20140609,3,1,1590,13000,1.5,6,1590,0,1944,0,47.4789,-122.346 +20141114,2,2.5,1950,2457,3,8,1950,0,2009,0,47.5925,-122.302 +20140923,5,2.5,2300,28480,2,6,2300,0,1994,0,47.6403,-121.964 +20140514,4,1.75,1620,4980,1,7,860,760,1947,0,47.7025,-122.341 +20150305,4,2.5,2665,5868,2,9,2665,0,2006,0,47.3831,-122.185 +20150421,2,1.5,1860,5100,1,7,1060,800,1940,0,47.5573,-122.392 +20141231,4,2.5,3210,18901,2,10,3210,0,1993,0,47.709,-122.073 +20150420,3,3,3530,8345,2,10,3530,0,2006,0,47.7338,-122.234 +20140827,5,3,4350,37169,2,10,2950,1400,1972,0,47.6518,-122.16 +20150407,3,1.75,2090,8910,1,8,1230,860,1975,0,47.7149,-122.222 +20140624,6,2.75,2840,8346,1,8,1420,1420,1961,0,47.5518,-122.266 +20150427,4,1,1480,8321,1,7,1080,400,1953,0,47.7629,-122.318 +20141202,2,2,1200,3624,2,6,1200,0,2003,0,47.349,-122.025 +20140626,4,2.75,2880,4000,1.5,9,2100,780,1912,2000,47.5843,-122.293 +20150302,4,3.75,2870,4500,2,10,2510,360,2012,0,47.6291,-122.363 +20141105,3,2.5,3050,12558,2,10,3050,0,1997,0,47.6549,-122.089 +20140626,3,1.5,2450,12497,1,7,2450,0,1967,0,47.5317,-121.834 +20150403,5,1.75,1730,10368,1,7,1010,720,1963,0,47.5008,-122.162 +20140811,3,1.5,1320,4400,1,6,1320,0,1909,0,47.6231,-122.292 +20140526,3,1,1140,8800,1,7,1140,0,1972,0,47.2629,-122.275 +20140522,4,1.75,2740,8520,1,8,1370,1370,1954,0,47.5445,-122.263 +20150108,4,2,2780,11583,1,8,1190,1590,1955,0,47.7293,-122.284 +20150428,2,2,1540,9714,2,8,1540,0,2008,0,47.7628,-122.359 +20150218,2,2,1040,5796,1,6,1040,0,1921,0,47.7362,-122.29 +20141028,4,2.75,3300,4987,2,9,3300,0,2014,0,47.6175,-122.056 +20150123,3,1.5,2840,10182,1,8,1510,1330,1951,0,47.524,-122.2 +20141106,2,1,890,5000,1,6,890,0,1947,0,47.5526,-122.287 +20140515,4,3,3150,9130,2,9,3150,0,2001,0,47.5974,-122.017 +20150414,2,1,1000,4800,1,6,1000,0,1952,0,47.6926,-122.362 +20150301,3,1,1180,2250,1.5,7,1180,0,1902,0,47.6779,-122.377 +20141030,4,2.5,2540,5760,2,9,2540,0,2009,0,47.5405,-121.993 +20140801,3,3.5,2270,4088,2,8,1880,390,1996,0,47.5356,-122.384 +20140813,3,2,3120,9400,1,9,1820,1300,1978,0,47.5612,-122.15 +20140707,4,2,2530,5650,1.5,8,1910,620,1910,0,47.5778,-122.382 +20140916,2,1,680,6400,1,6,680,0,1943,0,47.5136,-122.316 +20150210,4,3.5,3790,6874,2.5,9,3790,0,2010,0,47.6956,-122.022 +20141218,3,3.5,3490,4000,2,9,2570,920,2009,0,47.6385,-122.281 +20140701,3,1,1150,6000,1.5,7,1150,0,1927,0,47.4963,-121.787 +20140507,3,1.5,1260,1270,2,7,1040,220,2005,0,47.7111,-122.331 +20141203,4,2.5,2920,6000,2,9,2920,0,2004,0,47.5333,-121.859 +20140702,4,1.75,2610,21600,1,8,2610,0,1966,0,47.6245,-122.227 +20140702,3,1,1580,7424,1,7,1010,570,1962,0,47.4607,-122.171 +20150417,2,2.5,1741,1439,2,8,1446,295,2007,0,47.7043,-122.209 +20150129,4,2.5,3600,21794,2,11,3600,0,1990,0,47.7121,-122.072 +20150327,3,1.75,2160,98445,2,8,2160,0,1978,0,47.35,-122.162 +20140623,3,3.25,1980,2850,3,7,1980,0,1987,0,47.6597,-122.331 +20140509,3,1.75,1390,8700,1,7,840,550,1912,0,47.4725,-122.202 +20140730,3,1.75,1480,7560,1,6,1100,380,1920,1985,47.6985,-122.364 +20150202,2,1,1131,1304,3,7,1131,0,2011,0,47.6912,-122.313 +20141230,4,2.25,1910,8005,1,8,1280,630,1960,0,47.7259,-122.298 +20150414,3,1,960,7218,1,7,960,0,1969,0,47.7278,-122.226 +20140825,3,1,1150,4681,1,7,1150,0,1955,0,47.7284,-122.336 +20140908,4,2.5,2120,9163,1,8,1450,670,1961,0,47.5551,-122.172 +20140812,2,1.5,1400,9031,1,7,960,440,1982,0,47.2915,-122.368 +20140626,4,3.25,3060,3898,2,10,2300,760,2014,0,47.5311,-122.073 +20140909,5,3,2200,6380,1,7,1440,760,1987,0,47.7033,-122.322 +20150424,3,2.5,1800,4357,2,8,1800,0,2013,0,47.5337,-121.841 +20140711,3,2.5,3190,6899,2,9,3190,0,2014,0,47.7153,-122.221 +20140924,2,1,810,8382,1,5,810,0,1942,0,47.5033,-122.358 +20150120,2,1,1040,4880,1,7,1040,0,1910,1975,47.6809,-122.311 +20150318,4,2,1830,10416,1,7,1370,460,1958,0,47.4878,-122.341 +20150112,4,2.5,2060,10125,2,7,1560,500,1979,0,47.764,-122.262 +20141126,2,1.5,1510,2001,2,8,1510,0,1985,0,47.6211,-122.153 +20141216,4,3.25,5080,27755,2,11,5080,0,2001,0,47.5423,-122.111 +20141030,4,2.5,2900,21074,2,11,2900,0,1986,0,47.6696,-122.416 +20140805,4,3.25,3180,194278,2,10,3180,0,2005,0,47.4711,-122.084 +20140617,3,2.25,1230,1238,2,8,1080,150,2009,0,47.6519,-122.384 +20140716,3,3,1660,1849,3,9,1660,0,2013,0,47.6649,-122.353 +20141124,4,2.25,2510,9963,1,9,2200,310,1967,0,47.5973,-122.177 +20140728,4,3.5,4120,7304,2,11,3070,1050,2006,0,47.681,-122.167 +20140702,4,2.5,3002,6042,2,8,3002,0,2004,0,47.4231,-122.186 +20140811,3,2.5,2010,3300,2,9,1610,400,2014,0,47.5573,-122.287 +20141003,4,2.25,2680,35218,2,8,2680,0,1986,0,47.4613,-121.997 +20140707,3,2.5,2370,4200,2,8,2370,0,2014,0,47.3706,-122.017 +20140820,3,2.25,2360,14950,1,9,2360,0,1978,0,47.3856,-122.158 +20150325,3,2.5,1370,7247,2,7,1370,0,1995,0,47.3767,-122.303 +20140916,1,1,710,4725,1,6,710,0,1939,0,47.7328,-122.34 +20140606,2,2,2280,6815,1,8,2280,0,2002,0,47.7103,-122.027 +20150218,3,2.25,1610,6655,2,7,1610,0,1985,0,47.4296,-122.161 +20140610,3,1.75,2050,11856,1,7,1460,590,1962,0,47.5735,-122.162 +20141218,4,2.5,1680,6655,2,7,1680,0,2001,0,47.3867,-122.191 +20141030,3,3,2840,206910,2,10,2840,0,1999,0,47.469,-122.063 +20140915,4,1.75,1550,9899,1,7,1550,0,1967,0,47.3583,-122.183 +20141020,3,1.75,2000,36000,1,6,2000,0,1946,1995,47.5217,-122.182 +20150428,3,1.75,1340,3850,1,7,1340,0,1960,0,47.7134,-122.292 +20140929,2,1,790,8100,1,6,790,0,1947,0,47.7159,-122.305 +20140624,4,2,1310,8454,1,7,1310,0,1953,0,47.7572,-122.318 +20140708,2,2.5,2290,3507,2,9,2290,0,2005,0,47.5545,-122.002 +20150112,4,1,2140,4217,1.5,6,1320,820,1925,0,47.5484,-122.287 +20150325,4,3.5,3720,8301,2,10,2880,840,2008,0,47.5885,-122.199 +20140722,3,1,840,9480,1,6,840,0,1960,0,47.3277,-122.341 +20150408,4,2.5,3420,9575,2,11,3420,0,1994,0,47.5527,-122.095 +20140522,3,2.75,2200,14925,1,6,1100,1100,1982,0,47.6606,-122.059 +20140717,4,2.25,1860,7980,1,8,1860,0,1966,0,47.4524,-122.15 +20150129,2,1,1020,7742,1,6,1020,0,1935,1978,47.499,-122.301 +20150429,3,2.5,1530,2890,2,7,1530,0,2001,0,47.5434,-122.293 +20140814,4,2,2100,8880,1,7,2100,0,1958,0,47.6115,-122.124 +20140725,3,2.5,1489,3266,2,7,1489,0,2014,0,47.3452,-122.217 +20140827,3,1,860,7632,1,6,860,0,1920,0,47.4623,-122.345 +20140603,2,1.5,1480,15641,1,7,1480,0,1940,0,47.5008,-122.366 +20140821,3,2,1640,15258,1,8,1640,0,1981,0,47.6301,-122.037 +20141017,2,2.5,2680,7625,1,9,2680,0,2002,0,47.7094,-122.024 +20140904,3,2.5,1820,1545,3,8,1640,180,1998,0,47.6523,-122.346 +20140805,3,2.5,1380,1021,2,8,1160,220,2008,0,47.6148,-122.309 +20140808,4,1.75,1940,7500,1,7,1720,220,1966,0,47.3736,-122.215 +20140731,5,4.25,4720,18741,2,11,3210,1510,2005,0,47.6347,-122.013 +20140812,4,1.75,1830,6000,1,7,930,900,1939,0,47.6536,-122.41 +20150411,3,1,990,10800,1,6,990,0,1959,0,47.293,-122.215 +20140513,3,1.75,1650,8254,1,7,1060,590,1951,0,47.7596,-122.304 +20150211,3,1.75,1270,8991,2,7,1270,0,1981,0,47.3563,-122.149 +20150408,4,3,2290,5105,2,8,2290,0,2012,0,47.7727,-122.237 +20150415,4,2.5,3130,21100,1,9,2530,600,1956,0,47.7598,-122.372 +20141216,4,1.5,1500,3075,2,7,1420,80,1929,0,47.6893,-122.35 +20140811,3,1.75,1550,4054,1.5,7,1550,0,1926,0,47.6743,-122.301 +20141001,3,1.5,1140,10300,1.5,6,1140,0,1967,0,47.4452,-121.77 +20140805,5,2.5,2600,4284,2,9,2600,0,2014,0,47.5409,-122.39 +20150422,3,2.25,1700,8100,1,7,1200,500,1980,0,47.3601,-122.046 +20150428,4,2.5,2568,5000,2,9,2568,0,2014,0,47.2596,-122.194 +20150422,3,1,1570,8316,1,7,1070,500,1962,0,47.3943,-122.198 +20150424,2,1,740,6300,1,6,740,0,1942,0,47.5158,-122.376 +20141028,2,1,930,3150,1,6,930,0,1918,0,47.6783,-122.298 +20140527,3,1,1270,4000,1.5,7,1270,0,1928,0,47.5695,-122.376 +20150305,6,4.5,5740,10312,2,11,3610,2130,2000,0,47.5533,-122.11 +20150411,5,4,2980,4500,1.5,7,2070,910,1921,0,47.6736,-122.323 +20150209,3,2,2240,5200,1,7,1630,610,1954,0,47.6191,-122.296 +20150226,5,2.5,2620,12763,1,7,1400,1220,1979,0,47.72,-122.213 +20141218,3,2.5,1800,9000,2,7,1800,0,1983,0,47.3186,-122.331 +20150126,4,1.5,2480,6383,1,7,1380,1100,1946,0,47.6445,-122.374 +20141105,4,2.5,2620,8960,1,7,1520,1100,1955,0,47.7642,-122.335 +20140616,4,2.5,1740,7500,1,7,1220,520,1976,0,47.6927,-122.124 +20150225,3,2,2510,5200,1,8,1470,1040,1925,0,47.5631,-122.366 +20140926,3,1,1180,7455,1,7,1180,0,1964,0,47.7276,-122.241 +20140513,3,1,1440,5000,2,7,1440,0,1910,0,47.6741,-122.354 +20140910,3,2.5,2080,8690,1,8,1430,650,1974,0,47.4424,-122.344 +20150314,3,2,2060,2900,1.5,8,1330,730,1931,0,47.5897,-122.292 +20150410,5,1.75,2110,8500,1,7,1100,1010,1962,0,47.7737,-122.35 +20141006,4,2.5,2350,8906,2,7,2350,0,1993,0,47.4205,-122.215 +20140908,4,2.25,3340,8000,2,8,3340,0,1973,0,47.317,-122.385 +20150212,5,4.25,4660,16200,2,11,4660,0,2005,0,47.6326,-122.216 +20140508,2,1.5,1110,957,2,8,930,180,2005,0,47.6319,-122.362 +20150330,4,2.5,1780,15000,2,7,1780,0,1993,0,47.4239,-122.153 +20150331,5,4.5,4140,7924,2,10,4140,0,2005,0,47.6102,-121.993 +20141120,4,1,1520,80150,1,5,1520,0,1948,0,47.4742,-121.769 +20140926,4,1,1010,6000,1,6,750,260,1925,0,47.5518,-122.383 +20140908,4,2.25,2120,53578,2,7,2120,0,1985,0,47.2041,-122.021 +20141206,4,2.25,2390,7350,2,8,2390,0,1990,0,47.2938,-122.348 +20140515,4,2.5,2710,5880,2,9,2710,0,1998,0,47.3314,-122.172 +20140612,3,2.5,1910,1501,2.5,8,1530,380,2007,0,47.6441,-122.385 +20150318,4,2.75,2310,7350,1,8,1670,640,1989,0,47.7505,-122.182 +20140917,3,2.75,3080,19635,1,7,1610,1470,1958,0,47.3841,-122.284 +20150408,4,3.25,3780,10099,1,11,2240,1540,2006,0,47.5508,-122.192 +20150424,3,2,1553,6550,1,7,1553,0,1900,2001,47.2056,-121.994 +20140826,3,1,880,7500,1,7,880,0,1978,0,47.3837,-122.307 +20140813,2,1.5,940,5000,1,7,810,130,1925,0,47.5375,-122.374 +20141117,4,3,2240,7035,2,7,2240,0,1942,1993,47.5124,-122.374 +20140811,4,3.5,3130,5000,3,10,3130,0,2014,0,47.5656,-122.403 +20150406,3,1,950,10080,1,7,950,0,1954,0,47.572,-122.139 +20141125,3,1,1620,10610,1,6,1620,0,1958,0,47.474,-122.125 +20150121,3,2.5,1640,5097,2,7,1640,0,1969,0,47.7522,-122.278 +20141020,3,1,1350,10000,1,7,1350,0,1954,0,47.5741,-122.133 +20141001,3,1,1370,5250,1,7,1070,300,1939,0,47.6421,-122.348 +20150422,3,1.5,1780,10196,1,7,1270,510,1967,0,47.3375,-122.291 +20150426,4,2.5,2650,4644,2,8,2650,0,2013,0,47.6945,-122.018 +20140814,4,3.5,3210,5000,3,9,3210,0,2014,0,47.5203,-122.393 +20150116,3,1,930,9900,1.5,5,930,0,1910,0,47.3745,-122.231 +20140714,3,2,1620,8400,1,7,1180,440,1968,0,47.6574,-122.128 +20150325,3,2.5,2095,3438,2,7,2095,0,2008,0,47.3523,-122.213 +20150428,3,2.5,2090,32718,2,7,1550,540,1919,1983,47.3338,-122.511 +20150305,3,2.5,2099,4275,2,7,2099,0,2010,0,47.3521,-122.211 +20140828,5,3.5,4330,11979,1,12,2090,2240,2008,0,47.6251,-122.218 +20140522,3,2.25,1280,959,3,8,1280,0,2005,0,47.6914,-122.343 +20140919,4,2.5,2910,8596,2,8,2910,0,2004,0,47.2596,-122.304 +20140709,4,2.25,3300,8365,3,9,3300,0,2014,0,47.5363,-122.377 +20140623,5,2.5,1740,8750,1,7,1740,0,1959,0,47.3904,-122.299 +20150512,3,2.25,1330,969,3,7,1330,0,2007,0,47.7177,-122.292 +20150304,3,1.5,2520,37616,1,8,2520,0,1955,0,47.4777,-121.763 +20140625,4,2.25,2000,3672,2,7,1650,350,1926,0,47.6769,-122.383 +20141222,5,2.25,3700,7207,1,8,1850,1850,1970,0,47.7736,-122.371 +20141202,4,2.5,4600,67369,2,10,4600,0,1990,0,47.6417,-121.992 +20150506,3,1.5,1630,82764,1,6,1630,0,1948,0,47.4743,-122.026 +20150414,2,1.75,1350,2653,2,7,1350,0,1986,0,47.6934,-122.184 +20140829,4,2.5,3361,5038,2,9,3361,0,2014,0,47.3269,-122.165 +20140811,3,2,1700,8160,1,7,1120,580,1961,0,47.74,-122.339 +20150106,3,1,890,5200,1,7,890,0,1957,0,47.559,-122.277 +20141224,3,2,1750,7000,1,8,1750,0,1993,0,47.3693,-122.041 +20150211,4,2.5,2150,8165,1,8,1430,720,1957,0,47.773,-122.371 +20140724,3,1,1440,5580,1.5,7,1440,0,1908,0,47.6898,-122.326 +20141007,4,2,1330,9188,1.5,7,1330,0,1928,2004,47.401,-122.319 +20140605,4,3.25,4160,35654,2,8,2760,1400,1973,0,47.4683,-122.008 +20141022,3,1.5,1640,8922,1,7,1640,0,1963,0,47.495,-122.342 +20150324,3,1,1280,3900,1,7,1280,0,1921,0,47.6545,-122.336 +20141114,4,2.75,2950,4560,2,7,1810,1140,1912,0,47.6525,-122.333 +20140812,3,1,1270,8000,1,6,1270,0,1959,0,47.6175,-122.118 +20150414,4,2.25,2660,7957,1,8,1750,910,1977,0,47.7351,-122.199 +20150225,3,2,2350,15021,1,8,1770,580,1976,0,47.6408,-122.219 +20150313,3,1.75,1470,6018,1,8,1470,0,1987,0,47.6171,-122.044 +20140728,3,1,1580,4000,2,8,1580,0,1905,0,47.6363,-122.32 +20141215,2,1,1520,3360,1,7,830,690,1927,0,47.6815,-122.382 +20140815,3,1.5,1350,7827,1,7,1350,0,1968,0,47.3786,-122.219 +20141118,3,1.5,1390,5040,1,7,1090,300,1947,0,47.6611,-122.282 +20140528,3,1.75,1300,7958,1,7,1300,0,1996,0,47.3162,-122.194 +20141224,2,2,1140,12000,1,6,1140,0,1943,0,47.5277,-122.031 +20140602,3,2.5,2230,5750,2,9,2230,0,2003,0,47.6938,-122.213 +20150326,4,2.25,2090,8941,2,7,2090,0,1975,0,47.4332,-122.167 +20140819,3,1.75,2000,12208,1,7,1140,860,1979,0,47.3752,-122.236 +20140911,3,2.25,2120,40518,1,8,2120,0,1967,0,47.5896,-122.009 +20150427,3,1.75,1350,4000,1.5,7,1350,0,1925,0,47.6581,-122.354 +20140723,3,2.25,1790,5794,1.5,7,1380,410,1985,0,47.7477,-122.171 +20140725,3,1.5,1370,9000,1,7,1370,0,1962,0,47.4973,-122.328 +20150413,6,6,7390,24829,2,12,5000,2390,1991,0,47.5631,-122.21 +20140721,4,2.25,2470,17008,2,8,2470,0,1979,0,47.5924,-122.048 +20141118,4,2.25,1970,7532,1,8,1390,580,1983,0,47.7219,-122.109 +20140722,4,2,1560,7569,1.5,7,1560,0,1966,0,47.4496,-122.155 +20140818,3,2.5,2040,10033,1,8,1420,620,1974,0,47.6375,-122.173 +20141024,5,1.5,2830,4000,2.5,8,2830,0,1918,0,47.5132,-122.262 +20141020,2,1,1300,12000,1,8,1300,0,1959,0,47.6366,-122.229 +20150325,4,2.25,3180,9600,2,10,3180,0,1984,0,47.6313,-122.045 +20141015,5,3.25,4410,58157,2,9,2330,2080,2001,0,47.4395,-122.111 +20140905,4,1.75,1520,9600,1,7,1000,520,1955,0,47.5763,-122.154 +20141001,2,1.5,1440,725,2,8,1100,340,2011,0,47.5607,-122.378 +20140930,3,1.75,1200,9266,1,7,1200,0,1960,0,47.314,-122.208 +20140808,3,2.5,1540,3237,2,7,1540,0,1999,0,47.5299,-121.878 +20141204,3,2.25,1750,12408,1,7,1150,600,1962,0,47.7509,-122.3 +20150413,5,2,1460,169448,1.5,6,1460,0,1910,0,47.3714,-122.177 +20140515,4,2.5,3310,5404,2,9,3310,0,2004,0,47.6635,-122.083 +20141202,3,1.5,1590,6750,1,7,1080,510,1976,0,47.73,-122.191 +20150410,4,2.5,2630,5379,2,8,2630,0,2004,0,47.4977,-122.163 +20140804,3,1.75,1430,6818,1,7,1430,0,1972,0,47.7271,-122.196 +20150303,3,2.5,1440,4473,2,7,1440,0,2003,0,47.6825,-122.036 +20150512,4,1.75,2250,16000,1,8,1450,800,1957,0,47.3303,-122.351 +20150305,3,2,2920,13650,1,8,1460,1460,1975,0,47.6652,-122.188 +20140708,3,1,910,10575,1,7,910,0,1968,0,47.2741,-122.301 +20150324,3,1.5,1090,7200,1,7,1090,0,1958,0,47.5817,-122.241 +20150417,3,1,1530,2400,1,7,890,640,1928,0,47.6543,-122.354 +20140519,5,1.75,1250,10530,1,7,1250,0,1966,0,47.6101,-122.138 +20140729,3,1.75,1720,8867,1,8,1320,400,1985,0,47.44,-122.136 +20140515,3,2,1640,9972,1,7,1640,0,1977,0,47.5812,-122.002 +20140922,4,2.5,2320,7379,2,8,2320,0,1987,0,47.3432,-122.316 +20141222,3,1.75,1010,8580,1,7,1010,0,1961,0,47.6703,-122.174 +20150318,3,1.75,1160,257875,1,7,1160,0,1980,0,47.4655,-122.072 +20140526,3,2.5,1780,4050,2,7,1780,0,2001,0,47.7346,-122.308 +20141029,3,2.25,2120,6710,1,7,1420,700,1959,0,47.7461,-122.324 +20140508,5,3.25,2800,3200,1.5,10,1910,890,1932,2002,47.6421,-122.35 +20141003,3,1.5,1310,7236,1,7,1170,140,1928,0,47.6944,-122.333 +20150429,4,1,2300,9583,1,6,1220,1080,1928,0,47.5671,-121.89 +20150203,3,1.75,1760,10349,1,8,1760,0,1957,0,47.6347,-122.173 +20140508,3,1.75,1310,9282,1,7,1310,0,1976,0,47.6844,-122.111 +20140717,4,2.25,2140,9377,2,8,2140,0,1986,0,47.2649,-122.218 +20150206,3,2.75,2690,10443,1,9,2690,0,2007,0,47.7185,-122.024 +20150102,3,1.75,1560,26099,1,8,1560,0,1973,0,47.5023,-122.467 +20141218,2,1.5,1650,7311,1,7,860,790,1978,0,47.7772,-122.357 +20141007,3,2,1930,12443,1,7,1930,0,1969,0,47.4906,-121.775 +20140827,3,2.5,2370,4200,2,8,2370,0,2014,0,47.3696,-122.018 +20141022,4,1.5,2040,6900,2,9,2040,0,1903,0,47.6188,-122.285 +20150311,3,1.75,1540,10545,2,6,1540,0,1978,0,47.4451,-121.763 +20150202,6,4.25,5860,13928,2,10,4150,1710,2013,0,47.5382,-122.114 +20140606,4,1.5,1320,14250,1,7,1320,0,1954,0,47.7016,-122.199 +20140804,5,1.75,2510,9750,1.5,8,2510,0,1969,0,47.6635,-122.149 +20141113,3,1.75,1660,8208,1,8,1660,0,1965,0,47.5919,-122.154 +20141120,4,2.75,3340,7230,2,9,3340,0,1996,0,47.549,-122.096 +20140905,3,2.5,1981,5700,2,8,1981,0,2010,0,47.3668,-122.178 +20141027,3,1,1310,9529,1,7,1310,0,1956,0,47.4105,-122.295 +20140714,2,1.75,1610,4104,1,7,950,660,1996,0,47.5565,-122.275 +20140827,3,2.25,1140,977,2,7,850,290,2008,0,47.5439,-122.375 +20140925,2,2,1540,6804,1,7,1020,520,1942,0,47.7044,-122.372 +20150410,3,1,1140,8528,1,7,1140,0,1967,0,47.2098,-122.004 +20140520,6,3,2880,3192,2,8,2180,700,1919,0,47.6506,-122.332 +20150407,3,2.25,1489,2800,2,7,1489,0,2012,0,47.3454,-122.214 +20141001,3,2.25,2750,219542,2,7,1870,880,1981,0,47.6367,-121.948 +20141020,4,1.5,1430,6380,1.5,9,1430,0,1930,0,47.7014,-122.313 +20150503,3,1,1010,7903,1,6,1010,0,1948,0,47.766,-122.32 +20140922,3,2.5,1900,5194,2,7,1900,0,2004,0,47.4391,-122.117 +20140718,2,1,840,7425,1,6,840,0,1952,0,47.4749,-122.339 +20140523,2,2.5,750,1430,2,8,750,0,2006,0,47.6093,-122.31 +20150121,3,2.25,1760,16418,1,7,1190,570,1990,0,47.6525,-121.985 +20140619,4,2.5,2610,8031,2,8,2610,0,1998,0,47.7717,-122.27 +20150205,3,1,1010,5864,1,7,1010,0,1915,0,47.5733,-122.381 +20140520,3,1,1090,9900,1,7,1090,0,1955,0,47.6755,-122.16 +20140620,3,2.5,1850,7777,2,8,1850,0,1989,0,47.6908,-122.169 +20141223,3,2.5,2200,7201,2,8,2200,0,1994,0,47.3821,-122.207 +20140717,3,1.75,2080,5687,1.5,8,2080,0,1924,0,47.5776,-122.289 +20140814,4,2.25,2270,10000,1,8,1720,550,1974,0,47.5599,-122.142 +20140508,3,1.75,1410,1197,3,8,1410,0,2012,0,47.6558,-122.348 +20141217,2,1,1290,3140,2,7,1290,0,2008,0,47.6971,-122.026 +20140507,5,2.75,2410,5003,1,7,1410,1000,2008,0,47.5298,-122.274 +20140812,5,3.5,2815,4900,2,9,2815,0,2011,0,47.3424,-122.179 +20140505,3,1.75,1920,9306,1,7,1000,920,1984,0,47.3319,-122.267 +20140509,3,2.5,1850,4597,2,8,1850,0,2003,0,47.3755,-122.136 +20141023,3,1.5,1630,2946,1.5,8,1630,0,1932,0,47.6865,-122.31 +20150309,3,2.5,1450,3850,2,7,1450,0,2004,0,47.5318,-121.85 +20150506,3,2,1900,9975,1,8,1500,400,1973,0,47.5307,-122.054 +20140620,3,3.25,2660,4000,2,9,2170,490,2003,0,47.6186,-122.288 +20140604,4,2.75,3790,10669,2,10,3790,0,1999,0,47.5976,-121.983 +20140822,2,1,1100,4160,1,7,1100,0,1919,0,47.6352,-122.352 +20150410,4,3.5,3920,19088,1,10,2240,1680,2005,0,47.576,-122.214 +20150123,4,3,2320,13068,2,8,2320,0,1998,0,47.3497,-122.317 +20150511,3,1.75,1950,8325,1,7,1950,0,1962,0,47.7685,-122.2 +20140821,2,1,750,4515,1,6,750,0,1942,0,47.5198,-122.351 +20150421,3,2.5,1740,5267,2,7,1740,0,1999,0,47.3777,-122.023 +20140919,3,1,1320,7155,1,6,1320,0,1961,0,47.2857,-122.22 +20140711,3,3.25,3700,2264,2,11,2280,1420,1998,0,47.6653,-122.205 +20140820,3,1,1570,10050,1,7,1570,0,1963,0,47.736,-122.231 +20150227,5,2.5,1720,10202,1.5,7,1720,0,1970,0,47.4572,-122.167 +20150501,3,2,1400,6380,1,7,700,700,1924,0,47.7015,-122.316 +20150128,3,2.5,2420,7500,1,8,1210,1210,1944,0,47.6949,-122.389 +20150130,4,1.5,1890,7540,1,7,1890,0,1967,0,47.7534,-122.318 +20150406,5,2.5,2350,14197,1,8,1220,1130,1962,0,47.6005,-122.204 +20140820,4,2.75,2470,7200,1,7,1350,1120,1940,0,47.5631,-122.317 +20140926,4,2.5,1950,3000,2,7,1950,0,2002,0,47.4977,-122.226 +20140820,3,1,2010,6000,1,7,1210,800,1967,0,47.5515,-122.298 +20140821,3,2.5,2730,11380,2,10,2730,0,1995,0,47.58,-122.057 +20140512,3,1,980,6380,1,7,760,220,1941,0,47.692,-122.308 +20140818,3,1.75,2360,4063,1,7,1180,1180,1940,0,47.6902,-122.382 +20150408,3,1,1660,8839,1,7,1660,0,1947,0,47.7485,-122.3 +20140818,3,1,1160,7491,1,6,1160,0,1917,0,47.7024,-122.359 +20150205,3,2.5,2140,2868,2,8,1770,370,2007,0,47.6668,-122.132 +20141201,2,1.5,1370,4102,2,7,1370,0,1987,0,47.6943,-122.184 +20141017,3,2.5,2980,18935,1.5,11,2980,0,1990,0,47.7133,-122.079 +20140610,3,2.5,3000,25341,2,9,3000,0,1995,0,47.6724,-122.013 +20150205,4,2.25,2220,15232,1,9,1690,530,1978,0,47.7449,-122.103 +20140827,2,1.75,1570,1207,3,9,1570,0,2007,0,47.6215,-122.201 +20140925,4,2.5,2480,4504,2,7,2480,0,2005,0,47.4998,-122.15 +20150219,3,1.5,1490,7800,1,7,1010,480,1963,0,47.3431,-122.304 +20141202,2,1,2100,4480,1,7,1400,700,1908,0,47.574,-122.372 +20140827,3,2.5,2260,4550,1.5,7,1380,880,1928,0,47.5714,-122.376 +20140923,3,2,1150,6249,1,7,1150,0,1952,2006,47.7489,-122.284 +20150123,3,1.5,1390,7417,1,7,1390,0,1967,0,47.3369,-122.275 +20141110,4,2.75,2580,8100,2,8,1780,800,1964,0,47.5387,-122.215 +20140710,5,3,2960,15152,2,9,2960,0,2004,0,47.6689,-122.179 +20141016,2,1,840,12750,1,6,840,0,1925,0,47.484,-122.211 +20141024,5,3,3690,10260,1,9,2070,1620,1967,0,47.5919,-122.176 +20140905,4,2.5,2200,5730,2,8,2200,0,2003,0,47.3482,-122.153 +20150108,3,1,1160,7912,1,7,1160,0,1956,0,47.7336,-122.306 +20140717,3,2.5,2170,5866,2,7,2170,0,2006,0,47.5403,-121.889 +20150303,2,2,1370,7920,1,8,950,420,1949,0,47.6589,-122.397 +20150327,4,1.75,1660,10757,1,7,1000,660,1980,0,47.5071,-122.194 +20140909,6,4,2700,7416,1,7,1350,1350,1969,0,47.5525,-122.3 +20140626,2,1.75,1950,10766,1,6,1160,790,1952,0,47.4504,-122.377 +20140718,3,1.75,1540,9154,1,8,1540,0,1983,0,47.6207,-122.042 +20150413,3,1,1520,10227,1,6,1520,0,1951,0,47.5872,-122.196 +20140626,3,2.5,2490,4000,2,8,1670,820,1918,0,47.6403,-122.35 +20140623,3,1.75,1230,9600,1,7,1230,0,1984,0,47.3675,-122.095 +20140722,3,2.5,1852,4000,2,7,1852,0,2014,0,47.3455,-122.21 +20140930,4,2.25,2380,5250,1,7,1410,970,1961,0,47.6164,-122.115 +20140624,4,1.5,1600,6180,1.5,6,1600,0,1946,0,47.5681,-122.285 +20141201,4,1.5,2720,37258,2,10,2720,0,1994,0,47.7402,-122.035 +20140515,4,2.5,2240,12032,1,9,2240,0,1983,0,47.6143,-122.017 +20150330,4,2.5,2090,4200,2,7,2090,0,2007,0,47.3659,-122.017 +20140527,2,2.25,1280,835,2,7,1080,200,2009,0,47.5592,-122.284 +20150323,3,1,1400,13975,1,6,1400,0,1956,0,47.4195,-122.33 +20150108,3,2.5,1580,2407,2,8,1580,0,2013,0,47.5455,-122.368 +20140623,4,2.5,3030,29163,2,10,3030,0,1998,0,47.6569,-122.02 +20140724,4,1.75,1950,4200,1,7,1040,910,1951,0,47.6755,-122.285 +20150413,2,1,1170,6000,1,6,1170,0,1948,0,47.5033,-122.331 +20140618,3,1.75,1050,6150,1.5,6,950,100,1928,0,47.5715,-122.394 +20150305,4,3,3350,199253,2,10,3350,0,2004,0,47.3602,-121.988 +20140912,4,3.5,1930,5400,1.5,7,1930,0,1920,0,47.5679,-122.409 +20150306,4,2.5,3260,26772,2,9,3260,0,2007,0,47.5115,-122.031 +20141028,4,2.5,2440,9727,2,9,2440,0,1987,0,47.6613,-122.132 +20150114,4,3.5,2770,8049,2,9,2770,0,2002,0,47.6469,-122.081 +20150224,4,2.25,1870,5371,2,7,1870,0,2009,0,47.3844,-122.036 +20140826,4,2.5,3230,5899,2,8,3230,0,2012,0,47.515,-121.869 +20140808,4,2.25,1890,3006,2,7,1890,0,2003,0,47.5461,-121.998 +20150107,5,2.5,2990,15085,2,9,2990,0,2007,0,47.746,-122.218 +20150428,4,2.25,1770,7778,2,7,1770,0,1998,0,47.4192,-122.201 +20140801,4,1.5,2040,10726,1,7,1380,660,1954,0,47.772,-122.358 +20140723,4,2.5,3170,4979,2,7,2570,600,1925,0,47.6655,-122.34 +20140828,3,2.5,2490,4244,2,9,2490,0,2005,0,47.3705,-122.131 +20150119,4,3.5,4030,1024068,2,10,4030,0,2006,0,47.4619,-121.744 +20150225,3,1.75,1520,12246,1,6,1520,0,1971,0,47.3434,-122.049 +20141031,3,2.25,1940,7482,1,7,1240,700,1964,0,47.6004,-122.195 +20140918,4,2.5,2640,4725,2,8,2640,0,2014,0,47.371,-122.017 +20141103,2,1,800,5220,1,6,800,0,1943,0,47.7037,-122.32 +20150319,4,2.5,2170,19785,2,8,2170,0,1992,0,47.4034,-122.167 +20141016,4,1.75,2410,8447,2,8,2060,350,1936,1980,47.6499,-122.088 +20140512,4,2.5,2670,13463,2,9,2670,0,1989,0,47.5627,-122.018 +20140520,3,2.25,1270,1213,2,8,1040,230,2005,0,47.6736,-122.375 +20140918,4,1,1680,4087,1.5,7,1680,0,1911,0,47.6667,-122.337 +20150212,2,1,1010,6000,1,6,1010,0,1944,0,47.771,-122.353 +20141229,3,2.5,1690,1200,2,8,1410,280,2014,0,47.5388,-122.367 +20140908,3,2.25,2780,6000,1,9,1670,1110,1948,0,47.6442,-122.406 +20140916,3,2.5,1980,4500,2,7,1980,0,2012,0,47.3671,-122.113 +20140602,3,2.5,2080,4828,2,8,2080,0,2002,0,47.3737,-122.132 +20140703,3,1.75,1630,1526,3,8,1630,0,2014,0,47.6536,-122.354 +20140826,3,2,1300,9334,1,7,1300,0,1981,0,47.4865,-122.238 +20140625,3,1,1970,22144,1,7,1970,0,1970,0,47.5234,-121.841 +20141029,3,2.5,2450,28185,2,9,2450,0,1990,0,47.4665,-122.122 +20150224,3,2.25,1670,3135,2,8,1220,450,2002,0,47.6478,-122.396 +20140721,2,1,680,2550,1,5,680,0,1901,0,47.6767,-122.388 +20150423,4,2.25,2620,98881,1,7,1820,800,1952,0,47.4662,-122.453 +20140722,4,3.5,3670,4960,2,9,2870,800,2005,0,47.7022,-122.374 +20140815,3,1,1170,8816,1,6,1170,0,1966,0,47.3059,-122.368 +20140911,4,2.5,1820,7930,2,7,1820,0,1989,0,47.359,-122.05 +20150225,3,1.75,1850,22767,1.5,6,1850,0,1908,0,47.6144,-122.067 +20150205,3,1,1020,4960,1.5,6,920,100,1926,0,47.5328,-122.275 +20150305,3,1,2050,4800,2,8,1950,100,1922,0,47.6315,-122.311 +20150304,3,1,1480,17360,1,8,1480,0,1954,0,47.5179,-122.387 +20150424,4,2,1930,5398,1,7,1430,500,1953,0,47.646,-122.363 +20140728,3,2,1090,7350,1,7,1090,0,1990,0,47.3687,-122.085 +20140722,3,1.75,1930,213008,1,7,1300,630,1980,0,47.6751,-121.993 +20140606,3,2,2260,9568,1,8,1780,480,1985,0,47.6457,-122.058 +20140912,5,4.25,6510,16471,2,11,3250,3260,1980,0,47.5758,-122.242 +20141106,3,1,1580,5250,1,7,1580,0,1954,0,47.4964,-122.168 +20140502,2,1,850,6174,1,7,850,0,1950,0,47.7352,-122.328 +20140924,3,1.5,1560,6774,1,6,1060,500,1927,0,47.7024,-122.35 +20141204,3,2.5,2970,11985,1,9,1770,1200,1995,0,47.6359,-122.052 +20140520,5,2.25,2890,12478,2,9,2890,0,1977,0,47.6295,-122.052 +20141015,5,3.25,5570,9600,2,9,3860,1710,1952,0,47.6708,-122.262 +20140722,2,2.5,1400,2958,2,8,1400,0,2007,0,47.5496,-122.373 +20150329,3,2.5,2600,23361,1.5,8,2150,450,1912,0,47.4997,-122.379 +20141119,3,3,3490,4500,2.5,9,3170,320,1924,0,47.6394,-122.321 +20150209,4,2,1470,10291,1,7,1470,0,1963,0,47.6316,-122.121 +20140530,3,2,2120,7560,1,9,2120,0,1991,0,47.435,-122.16 +20150327,3,1.75,1970,5100,1,7,1130,840,1908,1965,47.6831,-122.379 +20150114,3,2.75,1740,5639,1,7,1740,0,2010,0,47.1942,-121.977 +20140506,3,2.25,1640,14374,1,7,1140,500,1963,0,47.4476,-122.332 +20140609,2,1,800,5000,1,7,800,0,1906,0,47.6751,-122.372 +20140915,4,2.5,2080,8100,1,8,1220,860,1952,0,47.7228,-122.369 +20140715,5,1.75,2300,6720,2,7,2300,0,1905,0,47.528,-122.32 +20150114,3,2.25,1670,7606,2,7,1670,0,1990,0,47.1949,-121.982 +20140807,2,1,820,6550,1,7,820,0,1949,2012,47.5478,-122.381 +20150310,4,2.75,2460,9520,1,8,1680,780,1976,0,47.7021,-122.233 +20140930,3,2.75,2810,12813,2,8,2040,770,1988,0,47.6796,-122.114 +20150219,4,2,1220,7489,2,7,1220,0,1903,0,47.6133,-122.306 +20150417,3,2,1570,5250,1,7,1570,0,1998,0,47.3163,-122.188 +20141121,4,4,5050,202554,2,10,3260,1790,2000,0,47.5269,-121.922 +20141026,2,1,860,5160,1,7,860,0,1909,0,47.6823,-122.388 +20141218,3,1.75,1630,9403,1,7,1630,0,1983,0,47.757,-122.316 +20140912,3,2.5,1660,8125,1,7,1150,510,1999,0,47.4373,-122.333 +20150505,3,1.75,1420,8126,1,8,1420,0,1991,0,47.3871,-122.189 +20140814,6,3,3420,22421,1,9,2270,1150,1948,0,47.5508,-122.189 +20140715,3,2.5,2010,5399,2,7,2010,0,2006,0,47.3338,-122.052 +20140731,4,2,1940,6350,1,7,970,970,1951,0,47.6948,-122.357 +20150313,4,2,1480,11171,1.5,6,1480,0,1947,0,47.5849,-122.051 +20150428,3,2.25,2800,17300,1,8,1420,1380,1971,0,47.5716,-122.128 +20150414,4,2.5,2800,17279,1,7,1560,1240,1957,0,47.7596,-122.269 +20140804,3,1.75,1970,8200,1,7,1270,700,1964,0,47.4731,-122.327 +20150402,4,1.75,2040,5000,2,9,2040,0,1921,0,47.6279,-122.315 +20150306,4,1.75,1420,10300,2,7,1420,0,1950,2001,47.3121,-122.215 +20141103,2,2,1320,2040,3,7,1320,0,1997,0,47.7224,-122.291 +20150422,3,2.5,1730,4286,2,7,1730,0,1999,0,47.432,-122.329 +20150204,3,1,880,6050,1,6,880,0,1945,0,47.4995,-122.248 +20141203,4,2.5,2800,21370,2,8,2800,0,2003,0,47.776,-122.246 +20140605,3,2.5,1710,1664,2,8,1300,410,2003,0,47.6456,-122.383 +20141029,3,2,1730,6007,1,8,1730,0,2004,0,47.3573,-122.2 +20150213,4,2,1450,8175,1,7,1450,0,1967,0,47.3933,-122.195 +20150213,6,2.75,2040,8560,1,7,1100,940,1961,0,47.616,-122.115 +20140924,3,2,1460,2610,2,8,1460,0,1987,0,47.6864,-122.345 +20150112,3,1,1440,27505,1,8,1440,0,1951,0,47.7553,-122.37 +20150508,2,1,910,4191,1,6,910,0,1910,0,47.6929,-122.36 +20141105,3,2.5,2990,6725,2,9,2990,0,2003,0,47.4928,-122.142 +20140822,4,1,2590,18224,1.5,7,2000,590,1911,0,47.5318,-122.286 +20140806,2,2.5,2420,60984,2,7,2420,0,2007,0,47.5262,-121.943 +20141203,4,2.5,3670,315374,2,9,3670,0,1994,0,47.7421,-122.026 +20140924,2,2.25,1280,2574,2,7,1280,0,1992,0,47.5939,-122.302 +20150316,3,1.75,1600,2538,2,7,1600,0,1929,0,47.6447,-122.327 +20150331,3,1,1060,4650,1,7,910,150,1950,0,47.5784,-122.393 +20150424,5,2.75,1800,4500,2,7,1680,120,1939,0,47.6648,-122.358 +20141125,3,2.25,1620,12309,2,7,1620,0,1987,0,47.6188,-122.029 +20140716,4,1.75,1400,54014,1.5,7,1400,0,1935,0,47.4153,-122.184 +20150514,3,2,1410,44866,1,7,1410,0,1985,0,47.3273,-122.37 +20141007,3,1.75,1410,9315,1,7,1410,0,1960,0,47.3969,-122.198 +20140617,4,2.5,2470,3811,2,8,2470,0,1999,0,47.5362,-121.877 +20150403,4,2.5,2240,4800,2,8,2240,0,2014,0,47.2911,-122.266 +20140529,2,1,910,7000,1,7,910,0,1952,0,47.6999,-122.305 +20140506,3,2.5,2460,54885,2,8,2460,0,1980,0,47.4996,-122.146 +20140923,4,2.5,2410,7140,2,8,2410,0,1993,0,47.6329,-122.021 +20141218,2,0.75,1160,15029,1,6,870,290,1937,0,47.6929,-121.87 +20150319,3,3.25,2580,9825,1.5,9,1760,820,1978,0,47.5314,-122.054 +20140630,2,1.5,1190,3400,1,7,990,200,1919,0,47.6726,-122.32 +20140908,3,2.25,1750,8400,1,7,1350,400,1965,0,47.4571,-122.272 +20140827,3,2.25,2430,7614,1.5,8,1900,530,1979,0,47.5065,-122.191 +20141006,3,2,2360,118483,1,8,2360,0,1981,0,47.5595,-121.867 +20150508,3,2.25,1680,9766,2,7,1680,0,1989,0,47.7341,-121.981 +20150429,4,2.5,2240,9934,1,8,1490,750,1968,0,47.6147,-122.166 +20140825,2,1,960,5000,1,7,960,0,1900,0,47.6755,-122.367 +20150112,3,2.25,1960,44634,1,7,1130,830,1984,0,47.7769,-122.253 +20140620,4,2.5,2550,4770,2,8,2550,0,2005,0,47.3526,-122 +20150424,3,2.5,1714,3240,2,8,1714,0,2005,0,47.4288,-122.19 +20150508,2,1,910,5759,1,6,910,0,1951,0,47.7153,-122.284 +20140522,3,1.5,1660,4800,2,8,1660,0,1907,0,47.6352,-122.358 +20140818,3,1.75,1200,55321,1.5,7,1200,0,1977,0,47.3492,-121.935 +20140827,3,2.5,3080,8448,2,9,3080,0,2000,0,47.6469,-122.389 +20150324,3,1.75,2180,9220,1,7,1090,1090,1938,0,47.3547,-122.285 +20140908,4,2.5,3600,6055,2,9,3600,0,2014,0,47.7053,-122.126 +20150427,2,1,910,4000,1,7,910,0,1918,0,47.5427,-122.388 +20140623,3,2.5,2060,5750,1,7,1330,730,1976,0,47.5671,-122.391 +20140909,4,4.75,4790,25412,2,12,4790,0,1999,0,47.603,-122.012 +20150513,4,1.75,1640,7194,1.5,7,1480,160,1915,0,47.7649,-122.205 +20150506,4,2.75,2720,3840,2,8,1790,930,1920,2009,47.6624,-122.361 +20150106,6,2.5,2000,7650,1.5,7,1790,210,1960,0,47.3841,-122.288 +20140822,3,2.25,2930,6000,2,11,1920,1010,2000,0,47.6301,-122.301 +20150304,4,2.5,2210,7722,2,9,2210,0,1999,0,47.5992,-122.019 +20141117,4,2,1830,21183,1,7,1060,770,1966,0,47.4826,-122.128 +20140507,2,1,820,681,3,8,820,0,2006,0,47.6619,-122.352 +20140930,3,1.5,1430,8000,1,7,1430,0,1948,0,47.772,-122.322 +20140701,4,2.5,2590,8483,2,9,2590,0,1991,0,47.738,-122.221 +20150413,2,1,1050,8382,1,7,1050,0,1959,0,47.5627,-122.221 +20150109,3,2,1820,7750,1,8,1820,0,1992,0,47.3169,-122.352 +20150408,4,3,2150,8119,2,8,2150,0,1953,2004,47.6335,-122.236 +20150507,3,3,1390,1080,2,7,1140,250,2006,0,47.5325,-122.282 +20140804,3,1.75,1780,11096,1,7,1210,570,1979,0,47.617,-122.051 +20140519,3,1.75,1630,28600,1,8,1630,0,1967,0,47.7742,-122.14 +20140925,3,2.5,1930,5080,2,8,1930,0,1990,0,47.5694,-122.001 +20141219,3,1,1820,8142,1,7,1040,780,1961,0,47.505,-122.316 +20140912,5,4.25,4150,12015,2,10,4150,0,2014,0,47.5816,-122.021 +20140822,1,1,1220,12426,1,6,1220,0,1946,0,47.4047,-122.331 +20150225,3,1,1090,6771,1.5,7,1090,0,1929,0,47.5177,-122.353 +20140718,4,2.5,3691,11088,2,8,3691,0,2013,0,47.6122,-122.059 +20140917,4,2.5,2070,8127,1.5,9,1590,480,1924,2003,47.7316,-122.289 +20141226,4,1,1980,7015,1,7,1260,720,1973,0,47.7204,-122.18 +20150406,3,1.75,1320,7280,1,7,1320,0,1968,0,47.7229,-122.18 +20150427,4,1.75,1850,4388,2,8,1850,0,1941,0,47.6885,-122.381 +20150319,3,2.75,2390,21804,1,8,1450,940,1973,0,47.7339,-122.183 +20141113,6,2.75,2410,10763,1,7,1310,1100,1957,0,47.4429,-122.282 +20140604,3,2.5,2070,12708,2,8,2070,0,1996,0,47.5295,-122.18 +20140728,4,2,1990,29078,2,9,1990,0,1984,0,47.6471,-122.057 +20141026,4,3.25,2557,9480,2,7,2557,0,1948,1993,47.5449,-122.262 +20150223,4,2.5,2040,5000,1.5,7,1180,860,1924,0,47.6786,-122.36 +20140716,3,1,1120,10176,1,6,920,200,1905,0,47.5235,-122.277 +20150323,3,1.75,1390,11700,1,7,1390,0,1966,0,47.7002,-122.192 +20150202,4,2.5,3180,10105,2,9,3180,0,1986,0,47.5328,-122.226 +20140514,3,1.5,1830,8000,1,7,1830,0,1957,0,47.6017,-122.122 +20150404,3,2.5,2410,17424,1,7,1630,780,1978,0,47.3741,-122.218 +20140514,4,2,1630,9010,1,7,1050,580,1975,0,47.317,-122.196 +20140701,3,1.75,1110,9012,1,7,1110,0,1966,0,47.6563,-122.131 +20150219,2,1.75,1780,224769,1,8,1780,0,1976,0,47.4158,-122.002 +20140613,3,1.75,2350,20820,1,8,1800,550,1978,0,47.6095,-122.059 +20140904,3,2.5,2900,23550,1,10,1490,1410,1987,0,47.5708,-122.153 +20140617,3,1.75,1370,8719,1,7,1370,0,1982,0,47.3664,-122.087 +20150302,5,2.75,2890,22547,1,10,2150,740,1963,0,47.5476,-122.219 +20150406,3,2,1410,10577,1,7,1410,0,1994,0,47.3642,-122.187 +20150211,4,2.5,1900,4054,2,7,1900,0,2003,0,47.3767,-122.124 +20140919,4,2.5,2500,9654,1,8,1830,670,1979,0,47.3137,-122.343 +20140702,3,2.5,1900,7984,2,8,1900,0,1993,0,47.7433,-122.194 +20150414,3,1.75,1370,19550,1,7,1370,0,1978,2006,47.7002,-121.912 +20150406,3,2,1080,5077,1,7,1080,0,1985,0,47.6836,-122.095 +20141020,3,2.5,1630,5996,2,7,1630,0,1986,0,47.4738,-122.19 +20141217,3,1.75,2190,8500,1,9,2190,0,1957,0,47.64,-122.285 +20141014,2,1.5,830,1325,2,7,830,0,2005,0,47.5472,-122.384 +20140813,6,2.5,3300,13501,1,8,2060,1240,1980,0,47.5116,-122.163 +20150421,4,2.5,2180,6500,2,7,1410,770,1945,0,47.5365,-122.37 +20140818,3,2.25,2010,11817,2,8,2010,0,1986,0,47.5665,-122.023 +20140924,4,2.5,2970,34981,2,9,2970,0,1998,0,47.7365,-122.037 +20140709,3,2.5,2500,7394,2,9,2500,0,1990,0,47.7441,-122.173 +20140603,4,3.75,4130,12320,2,11,4130,0,2001,0,47.5194,-122.151 +20150430,3,2,2290,5001,1,7,1490,800,1960,0,47.6909,-122.339 +20150223,3,3,2400,7260,1,7,1440,960,1955,0,47.5045,-122.251 +20150225,3,1.75,1520,7500,1,8,1520,0,1985,0,47.2646,-122.219 +20140910,1,1,1230,3774,1,6,830,400,1924,0,47.6886,-122.354 +20150414,4,3.25,1946,17786,2,7,1946,0,1990,0,47.359,-122.452 +20140929,3,2.5,1427,4337,2,7,1427,0,2009,0,47.3857,-122.162 +20140505,2,1,1770,8640,1.5,6,1520,250,1949,0,47.6926,-122.363 +20140923,3,2.25,1770,10000,1,7,1340,430,1978,0,47.3814,-122.322 +20140725,4,1.5,1890,10707,1,7,1890,0,1962,0,47.428,-122.326 +20150323,4,1.5,1730,10396,1,7,1730,0,1964,0,47.4497,-122.168 +20150226,4,1,1380,7110,1.5,6,1380,0,1939,0,47.3846,-122.226 +20150317,5,1.5,1820,8712,1,7,1090,730,1960,0,47.3712,-122.289 +20150420,4,2.25,2240,5000,2,8,1770,470,1900,2014,47.6027,-122.295 +20140617,5,3.75,3870,8225,2,10,3870,0,1998,0,47.6078,-122.01 +20140929,5,2,1720,9972,1,8,1720,0,1951,0,47.6368,-122.218 +20141113,3,1,1510,4178,2,8,1510,0,1902,1979,47.6849,-122.335 +20140729,4,2.25,2510,31584,2,9,2510,0,1979,0,47.6153,-122.054 +20150126,5,3,2240,18265,2,8,2240,0,1963,0,47.5171,-122.029 +20150416,3,1.5,1200,11935,1,7,1200,0,1968,0,47.3434,-122.082 +20140728,3,1.75,1830,12500,1,7,1200,630,1947,0,47.5087,-122.25 +20150331,3,2.5,1620,79993,1,6,1620,0,1960,0,47.2138,-121.982 +20140814,4,3,3400,292723,2,10,3400,0,1998,0,47.4883,-121.725 +20150409,2,1,1000,4640,1,7,1000,0,1915,0,47.5659,-122.389 +20141124,3,1,960,8291,1,6,960,0,1950,0,47.5006,-122.334 +20140714,3,2,1770,7251,1,8,1770,0,1990,0,47.4087,-122.17 +20140827,3,2.5,2680,5497,2,9,2680,0,2001,0,47.7043,-122.128 +20140703,4,2.5,2230,8624,1,8,1430,800,1969,0,47.6623,-122.152 +20140904,4,2.5,1970,8545,2,8,1970,0,2004,0,47.4893,-122.138 +20140723,3,1.75,1260,7362,1,7,1260,0,1984,0,47.3602,-122.052 +20140721,3,2.5,2029,3906,2,9,2029,0,2014,0,47.341,-122.18 +20140822,3,2.5,4930,77536,2,9,3930,1000,1981,0,47.7634,-122.139 +20141029,4,1,1190,8875,1.5,7,1190,0,1946,0,47.7487,-122.303 +20140915,4,2.25,2260,8715,1,8,1530,730,1976,0,47.6237,-122.106 +20141229,4,2.75,2520,6964,1,7,1260,1260,1987,0,47.4038,-122.175 +20141204,2,1.5,1050,934,2,8,960,90,2007,0,47.6029,-122.309 +20141023,3,2.25,1450,1387,3,8,1450,0,2000,0,47.6765,-122.302 +20141231,3,2.5,2300,18540,1,8,1800,500,1961,0,47.7767,-122.369 +20140804,4,2.5,1850,5388,2,8,1850,0,2009,0,47.3494,-122.041 +20150505,4,1.75,2430,7559,1,8,1580,850,1981,0,47.7206,-122.11 +20140923,4,2,2090,4000,1,6,1060,1030,1907,0,47.5893,-122.299 +20140718,2,1.75,1270,7560,1.5,7,1270,0,1932,0,47.7083,-122.357 +20150102,3,1,940,3000,1.5,7,940,0,1903,0,47.6033,-122.3 +20141201,3,2,1790,7879,1.5,7,1790,0,1998,0,47.2634,-122.289 +20140801,3,2.75,2550,54014,2,8,1980,570,1967,0,47.7596,-122.117 +20141021,4,3.75,2130,34689,1.5,9,2130,0,1955,0,47.5489,-122.398 +20140721,3,1.75,2000,7111,1,7,1360,640,1956,0,47.7676,-122.373 +20140926,3,2.25,1410,7290,1,7,940,470,1980,0,47.5396,-122.274 +20150503,2,1,980,5000,1,7,980,0,1950,0,47.7518,-122.279 +20150421,3,1.75,1500,13891,1,7,1500,0,1951,0,47.5866,-122.175 +20140703,3,1.5,1380,4500,1,7,1380,0,1960,0,47.5866,-122.25 +20150304,1,1,620,5100,1,6,620,0,1954,0,47.5699,-122.287 +20140508,2,2,1550,435600,1.5,7,1550,0,1972,0,47.5145,-121.853 +20150303,4,2.5,3360,11637,2,11,3360,0,1990,0,47.3018,-122.342 +20140724,3,1,830,3386,1,6,830,0,1942,1989,47.7027,-122.355 +20140819,4,2.75,3100,10245,2,10,3100,0,1999,0,47.6858,-122.107 +20140609,4,3.25,4130,112521,2,11,4130,0,1978,0,47.6392,-122.165 +20141015,4,2.75,2530,13474,2,8,2530,0,1994,0,47.289,-122.344 +20141031,4,2.5,2620,10016,2,8,2620,0,1996,0,47.5295,-122.179 +20141209,3,2.5,3040,34670,2,10,3040,0,1983,0,47.7565,-122.129 +20140721,4,3.75,3320,8030,2,10,3320,0,2005,0,47.5818,-121.972 +20141111,3,2.5,3280,26413,1,11,2670,610,1985,0,47.6395,-122.05 +20141223,4,2.5,3630,8387,2,10,3630,0,1997,0,47.3623,-122.127 +20140822,4,2,1600,15044,1,7,1600,0,1972,0,47.72,-122.216 +20150102,3,2.5,2760,35171,2,9,2760,0,1990,0,47.465,-122.123 +20150223,3,2.5,1570,3143,2,7,1570,0,2001,0,47.7364,-121.969 +20150107,3,2.5,1830,7585,2,8,1830,0,1995,0,47.3893,-122.154 +20140611,3,2.5,3370,19585,2,7,3200,170,1951,0,47.7388,-122.339 +20141120,3,1.75,1430,10574,2,7,1430,0,1981,0,47.7668,-122.218 +20150422,3,2.5,3490,21064,1,10,2290,1200,1968,0,47.6092,-122.073 +20140711,7,2.75,2310,2400,1.5,6,2310,0,1915,0,47.6775,-122.39 +20140529,3,2.5,2930,6050,2,9,2930,0,2008,0,47.5151,-121.883 +20140610,3,1,1580,5000,1.5,7,1580,0,1926,0,47.684,-122.386 +20140822,3,2.5,1810,1658,3,8,1810,0,1998,0,47.6955,-122.376 +20150325,3,2.5,2630,4611,2,8,2630,0,2001,0,47.5322,-121.868 +20141203,3,2.5,2210,7000,2,8,2210,0,1985,0,47.4377,-122.132 +20150429,3,1.5,1010,10000,1,7,1010,0,1973,0,47.2881,-122.294 +20150318,4,2,1640,7200,1,7,1640,0,1963,0,47.7471,-122.324 +20141226,6,3,3300,4218,2,8,2200,1100,1970,0,47.6557,-122.344 +20140731,3,2,1630,10723,1,7,1630,0,1959,0,47.4898,-122.133 +20140716,3,1,1010,7200,1,7,1010,0,1968,0,47.7225,-122.179 +20140826,3,1.75,1630,5999,1.5,7,1630,0,1985,0,47.3816,-122.313 +20150122,4,2.75,2820,5000,1.5,8,2170,650,1927,0,47.6376,-122.394 +20141119,2,1,920,4400,1,7,920,0,1948,0,47.6903,-122.332 +20140630,4,2.5,3500,7048,2,9,3500,0,2005,0,47.6811,-122.025 +20140729,3,1,1200,7210,1,6,1200,0,1977,0,47.3729,-122.183 +20150123,2,1,900,5016,1,6,900,0,1948,0,47.542,-122.282 +20140513,4,2.25,2710,38180,2,8,2710,0,1977,0,47.77,-122.097 +20150423,3,1.75,1310,6960,1,7,1310,0,1974,0,47.2761,-122.153 +20141024,4,2.5,3700,12500,1,8,1920,1780,1973,0,47.5403,-122.168 +20150220,4,2,2060,6400,1,7,1170,890,1977,0,47.2924,-122.197 +20140708,5,2.5,2820,9375,1,8,1550,1270,1968,0,47.5707,-122.128 +20141008,3,2,1560,1020,3,8,1560,0,2014,0,47.605,-122.304 +20150331,5,2.25,1700,13500,1.5,7,1700,0,1962,0,47.4611,-122.067 +20140602,2,2.5,1175,1366,2,8,740,435,2005,0,47.6962,-122.342 +20150330,6,2.25,2950,11200,1,7,1700,1250,1970,0,47.7476,-122.087 +20140707,3,1,1100,8560,1,6,1100,0,1961,0,47.329,-122.338 +20150421,2,1,1550,38449,1,6,1550,0,1947,0,47.4315,-122.199 +20150330,3,1.75,1960,15681,1,7,1960,0,1967,0,47.3576,-122.277 +20150226,3,2.25,1420,6600,1,7,1160,260,1987,0,47.77,-122.265 +20140626,3,1,1210,9622,1,8,1210,0,1955,2009,47.5728,-122.179 +20141001,3,1.5,1600,4128,1.5,8,1250,350,1906,0,47.6122,-122.297 +20140504,3,2.5,2850,7130,2,10,1990,860,1980,0,47.603,-122.289 +20140822,3,2,2230,4800,1.5,7,1290,940,1915,0,47.645,-122.386 +20140903,3,2.25,2260,54014,1,7,1450,810,1962,0,47.7657,-122.131 +20141010,3,2.75,1900,16117,1,7,1900,0,1958,0,47.3144,-122.278 +20150424,4,2.5,3240,13044,2,9,3240,0,1984,0,47.5825,-122.242 +20150416,4,2.25,2620,17366,1,9,1430,1190,1984,0,47.584,-122.077 +20141021,4,2.5,2600,6015,2,8,2600,0,2004,0,47.5971,-122.031 +20140729,4,2.25,2420,59800,1,8,1350,1070,1985,0,47.6206,-122.056 +20141117,5,3.5,3330,3705,2,9,2610,720,2008,0,47.5567,-122.124 +20140804,4,2.5,3250,8970,2,10,3250,0,1994,0,47.5862,-122.037 +20141202,3,2.5,1260,900,2,7,940,320,2007,0,47.5621,-122.384 +20140902,4,2.75,2090,8400,1,8,1240,850,1976,0,47.6872,-122.123 +20140612,3,2.5,2570,3600,2.5,9,2570,0,2007,0,47.5412,-121.994 +20140624,4,2.25,2210,9371,2,8,2210,0,1968,0,47.3634,-122.279 +20140805,3,2.25,1980,8775,1,7,1290,690,1959,0,47.7753,-122.359 +20150331,2,1,1630,12059,1,7,1270,360,1947,0,47.7228,-122.314 +20141016,1,0.75,770,4600,1,6,770,0,1910,0,47.5565,-122.377 +20150506,2,2.5,1880,40575,1,9,1880,0,1987,0,47.5614,-121.899 +20141124,3,1,2020,8100,1,7,1170,850,1956,0,47.7136,-122.288 +20140916,3,1,1500,6600,1,6,1500,0,1970,0,47.4845,-122.33 +20150108,2,1,1050,6317,1.5,7,1050,0,1913,0,47.7364,-121.981 +20140925,4,2.5,2050,12500,1,7,1300,750,1965,0,47.42,-122.319 +20150508,3,1.75,1790,9813,2,7,1790,0,1949,0,47.749,-122.305 +20150108,2,2.5,2720,4913,1,8,1700,1020,1936,0,47.6384,-122.404 +20150130,3,1,940,10890,1,5,940,0,1909,0,47.2763,-122.257 +20150313,4,2.5,2870,6776,2,8,2870,0,2004,0,47.539,-121.878 +20141212,2,1,710,7120,1,6,710,0,1942,0,47.5122,-122.374 +20141210,2,2,1290,9041,1,7,950,340,1956,0,47.5346,-122.291 +20140905,3,3.25,3230,7639,2,10,3230,0,1999,0,47.6338,-122.063 +20140514,3,1.75,1600,6120,1.5,7,1600,0,1924,0,47.6847,-122.291 +20141015,4,1.75,2770,8521,1,7,1470,1300,1953,0,47.6255,-122.199 +20150413,2,1,1020,4002,1,7,1020,0,1953,0,47.5828,-122.395 +20140620,3,3.25,1530,1565,2,8,1280,250,2005,0,47.6179,-122.312 +20140731,3,1,970,4700,1,6,720,250,1943,0,47.5285,-122.354 +20150429,3,1,1300,11520,1,6,1300,0,1958,0,47.6829,-122.195 +20141210,1,2,3000,204732,2.5,8,3000,0,1979,0,47.6331,-121.945 +20150406,3,1.75,1830,2417,1,7,930,900,1919,0,47.5723,-122.309 +20141229,4,1.75,2250,8458,1,8,1450,800,1954,0,47.5235,-122.383 +20140822,3,1.75,2020,9718,1,8,2020,0,1956,0,47.574,-122.21 +20140626,3,1.75,1570,15330,1,7,1080,490,1956,0,47.4608,-122.34 +20140625,3,1,1250,6180,1.5,7,1250,0,1955,0,47.7474,-122.327 +20140905,4,2.5,2840,18001,2,9,2840,0,1994,0,47.7359,-121.962 +20141010,3,2.25,2380,6000,1,8,2040,340,1961,0,47.6955,-122.275 +20140825,3,2.25,2200,8375,2,8,2200,0,1988,0,47.2626,-122.218 +20150508,3,3,2450,211266,1.5,8,2450,0,2004,0,47.2215,-122.067 +20141105,4,2.5,4070,129808,2,10,4070,0,1998,0,47.4433,-122.016 +20140908,3,1,1010,8108,1,7,1010,0,1955,0,47.735,-122.309 +20141015,2,1,1270,9182,1.5,6,1270,0,1917,0,47.5365,-122.378 +20140731,3,2,1830,10873,1,8,1830,0,1989,0,47.3066,-122.394 +20140617,4,2.5,1660,9760,2,7,1660,0,1994,0,47.3635,-122.188 +20140626,5,3.5,2720,7598,2,8,1860,860,1993,0,47.6931,-122.283 +20150303,2,1,1160,17700,1,7,1160,0,1947,0,47.7244,-122.331 +20140915,3,2.5,2790,48994,2,9,2790,0,1984,0,47.3487,-122.088 +20140506,3,1.5,1420,8580,1,6,1420,0,1962,0,47.3076,-122.362 +20140622,4,2.5,2090,6023,2,8,2090,0,1990,0,47.5713,-121.997 +20141103,4,2.75,2850,7510,2,8,2850,0,2008,0,47.7097,-122.305 +20150407,3,2.25,1830,8276,1,8,1350,480,1989,0,47.6336,-122.025 +20140930,3,0.75,1040,42180,1,6,1040,0,1947,0,47.4518,-122.199 +20140619,4,2.5,3280,209088,2,10,3280,0,1994,0,47.6553,-122.023 +20141205,3,2.25,2230,10026,1,8,1430,800,1975,0,47.6647,-122.153 +20141016,4,3.5,2380,5809,2,7,1750,630,1995,0,47.5536,-122.359 +20150430,4,4.25,3720,5750,2,9,2960,760,2006,0,47.5632,-122.399 +20150326,4,2.75,4430,74358,2,10,4430,0,1990,0,47.6392,-121.988 +20140722,4,2.25,1500,5393,2,7,1500,0,1999,0,47.3378,-122.262 +20140509,3,2.5,1420,14850,1,7,1020,400,1963,0,47.3661,-122.29 +20150327,3,1.75,1590,7810,1,7,1590,0,1959,0,47.2932,-122.22 +20140808,3,2.25,3010,9600,2,8,2410,600,1978,0,47.7671,-122.263 +20141006,4,2.5,2440,10423,1,7,2440,0,1955,1993,47.725,-122.172 +20140904,3,2,1380,15426,1,7,1380,0,1968,0,47.5951,-122.036 +20140521,4,2.5,3240,3600,2,9,2060,1180,2008,0,47.6405,-122.356 +20141017,4,2,1710,5440,1,8,1030,680,1976,0,47.366,-122.093 +20140930,3,2.5,2120,4780,2,7,2120,0,2004,0,47.681,-122.032 +20141009,5,3.5,3600,9312,2,10,2680,920,2005,0,47.6582,-122.122 +20140728,3,1.75,1720,2218,1.5,7,1270,450,1931,2003,47.649,-122.335 +20141119,2,1,810,9882,1,6,810,0,1944,0,47.4925,-122.239 +20141117,3,1,1000,6020,1,6,1000,0,1944,0,47.4793,-122.346 +20140505,3,2.5,1880,7838,2,7,1880,0,1994,0,47.4439,-122.19 +20140730,3,1.75,1570,7500,1,7,1300,270,1953,0,47.4999,-122.368 +20140815,2,1,920,4000,1,7,920,0,1906,0,47.6711,-122.328 +20140513,5,2,2290,7125,1,7,1190,1100,1964,0,47.634,-122.119 +20141027,2,1,730,2600,1,6,730,0,1918,0,47.6751,-122.379 +20150318,3,2.5,2090,6294,2,9,2090,0,2004,0,47.686,-122.095 +20140910,4,2.5,2360,81892,1,8,2360,0,2000,0,47.369,-122.156 +20150430,2,1.5,1280,2096,2,7,1080,200,2007,0,47.5872,-122.308 +20140514,3,1.5,2360,6750,2,7,1930,430,1926,0,47.6923,-122.332 +20150219,3,2.5,1690,3026,2,7,1690,0,2002,0,47.6885,-122.043 +20140609,4,2.5,2350,63162,2,8,2350,0,1994,0,47.7545,-122.047 +20141210,3,2.5,2640,13775,1,8,1550,1090,1978,0,47.5875,-122.177 +20140916,3,2,1570,4625,1.5,8,1570,0,1927,0,47.68,-122.399 +20140514,4,2.75,2270,7375,1,7,1290,980,1973,0,47.7222,-122.168 +20141027,3,1.5,1690,9600,1,7,1210,480,1976,0,47.3857,-122.079 +20140723,3,1,940,8512,1,7,940,0,1967,0,47.7002,-122.191 +20141106,3,2.5,1920,9812,2,8,1920,0,2000,0,47.7633,-122.243 +20150422,3,1,1580,7560,1,7,1000,580,1976,0,47.3318,-122.277 +20141023,4,3,2120,13000,2,8,2120,0,1978,0,47.4745,-122.141 +20140612,4,2.5,2370,10858,2,9,2370,0,2003,0,47.6336,-122.192 +20141110,3,1,940,7811,1,6,940,0,1959,0,47.6195,-122.118 +20140522,3,2.25,1950,7221,1,8,1950,0,2006,0,47.431,-122.285 +20141209,4,2,2100,8160,1,7,1200,900,1959,0,47.5145,-122.365 +20140625,4,2,1570,9415,2,7,1570,0,1984,0,47.3168,-122.174 +20140610,2,1,1100,3598,1,7,1100,0,1926,0,47.5738,-122.313 +20150507,3,1.75,1770,10513,1,7,1400,370,1982,0,47.7726,-122.266 +20150506,5,6,7440,21540,2,12,5550,1890,2003,0,47.5692,-122.189 +20140530,2,1,940,4800,1,6,940,0,1911,1955,47.5756,-122.414 +20150219,3,2.25,1350,3582,2,8,1350,0,2010,0,47.4214,-122.191 +20140610,3,2.5,2510,6320,2,9,2510,0,1996,0,47.5868,-122.033 +20150406,2,2.5,1390,1132,2,8,1130,260,2006,0,47.6228,-122.319 +20150220,4,1.75,1900,10454,1,7,1180,720,1954,0,47.5933,-122.195 +20150506,3,1,1150,8848,1,7,1150,0,1968,0,47.3626,-122.111 +20140926,2,2.25,1620,1841,2,8,1540,80,2004,0,47.5483,-122.004 +20150324,3,1,1640,6180,1,7,1640,0,1946,0,47.5682,-122.284 +20150326,3,2.5,1830,7062,2,7,1830,0,1990,0,47.2895,-122.352 +20150304,3,2,2140,3600,2,8,1680,460,1911,1997,47.5846,-122.383 +20141106,4,3.5,3530,8126,2,10,3530,0,2007,0,47.6847,-122.2 +20150420,3,1,1210,7425,1,6,1210,0,1910,0,47.7125,-122.33 +20150116,3,1.75,1430,8412,1,7,1070,360,1928,0,47.7218,-122.299 +20150512,3,1.75,1350,9000,1,7,1350,0,1987,0,47.4487,-121.773 +20140819,4,2.5,2800,5368,2,8,2800,0,2003,0,47.6076,-122.053 +20140626,3,1.75,1260,9346,1,7,1260,0,1963,0,47.3713,-122.186 +20140811,2,1,900,6400,1,6,900,0,1940,0,47.5287,-122.281 +20140522,4,2.5,2350,8001,2,8,2350,0,1987,0,47.5478,-122.153 +20150420,3,2.5,2040,7605,2,8,2040,0,1996,0,47.4876,-121.779 +20140528,3,2,1660,8281,1,7,1660,0,1949,0,47.5568,-122.382 +20140923,4,1.5,1260,7248,1.5,7,1260,0,1955,0,47.433,-122.292 +20141124,3,2,1760,6600,1,7,1760,0,1998,0,47.3836,-122.184 +20150222,2,1,1760,5250,1,7,1000,760,1951,0,47.5577,-122.379 +20150313,4,1.75,2030,7350,1,8,2030,0,1966,0,47.6274,-122.094 +20141029,5,3,2370,6000,1.5,8,1340,1030,1926,2003,47.6645,-122.358 +20150218,3,1.75,1680,7455,1,8,1680,0,1968,0,47.3112,-122.378 +20150417,3,2.25,2060,10160,1,8,1340,720,1967,0,47.7712,-122.285 +20140723,3,2.25,1940,9100,1,8,1630,310,1966,0,47.3133,-122.364 +20141217,5,1.5,1980,7958,1.5,7,1980,0,1962,0,47.4571,-122.17 +20150407,3,1,1060,12000,1,7,1060,0,1952,0,47.7703,-122.35 +20150120,3,2.75,3060,13554,2,10,3060,0,1984,0,47.5609,-122.106 +20140805,4,1.75,1550,50094,1,6,1550,0,1967,0,47.2194,-122.059 +20140929,4,2.25,2610,7700,1,8,1700,910,1977,0,47.5659,-122.089 +20150210,3,2.25,1690,12662,1,7,1090,600,1982,0,47.4972,-122.264 +20141028,2,1,1060,5144,1,6,1060,0,1969,0,47.3613,-122.088 +20150120,4,3.25,1690,1321,2,8,1320,370,2014,0,47.678,-122.117 +20150407,4,1.75,2560,15000,1,7,1880,680,1974,0,47.5952,-122.053 +20150504,3,1,1140,10477,1,6,1140,0,1942,0,47.4874,-122.306 +20141106,3,2.5,2120,4500,2,7,2120,0,2000,0,47.5322,-121.88 +20140730,3,1.5,1250,7194,1,7,1250,0,1969,0,47.7298,-122.231 +20141020,4,2.75,2600,19275,1,8,1620,980,1978,0,47.5523,-122.162 +20150210,3,2.25,1860,1558,3,8,1860,0,2014,0,47.7006,-122.339 +20140814,4,3.5,3310,4850,2,9,3310,0,2010,0,47.6954,-122.022 +20150401,5,3.25,4320,32840,2,12,4320,0,1990,0,47.5461,-122.122 +20140506,4,2.5,2000,5684,2,8,2000,0,1996,0,47.7443,-122.22 +20140613,4,2.5,3770,35081,2,10,3770,0,1989,0,47.6908,-122.051 +20150128,4,2.5,1980,9757,2,7,1980,0,1995,0,47.3675,-122.019 +20140812,3,2.25,2130,12286,2,8,2130,0,1977,0,47.6471,-122.114 +20150407,3,2.25,1450,1619,2,8,1140,310,2006,0,47.6076,-122.304 +20150507,3,2.75,3230,9576,1.5,8,3230,0,1966,0,47.7307,-122.183 +20150309,3,1.75,1200,7360,1,7,1200,0,1978,0,47.6979,-122.13 +20140528,3,2.5,2190,10370,2,9,2190,0,1987,0,47.6218,-122.03 +20150319,4,2.25,1780,2684,2,7,1780,0,2002,0,47.7642,-122.149 +20140728,4,2.5,2750,9949,2,10,2750,0,1999,0,47.6595,-122.147 +20150326,3,2.5,2840,6854,2,9,2840,0,2002,0,47.6006,-121.978 +20140728,4,1.75,2510,7440,1,8,1290,1220,1962,0,47.3748,-122.276 +20141120,3,3,3730,383328,1.5,9,2230,1500,1990,0,47.4257,-122.03 +20140811,3,2.5,1580,2765,2,8,1580,0,2011,0,47.5444,-122.369 +20140630,4,2.5,2680,12215,1,9,1590,1090,1956,0,47.4396,-122.353 +20140714,6,2.75,3040,36721,1,9,1760,1280,1958,0,47.4488,-122.356 +20141003,3,2.5,2430,5000,2,8,2430,0,2001,0,47.3786,-122.127 +20141106,4,2.5,2689,5724,2,9,2689,0,2006,0,47.3799,-122.184 +20141222,4,3.5,4220,5817,2,9,2910,1310,2006,0,47.5392,-121.862 +20141124,3,2,1190,10299,1,7,1190,0,1994,0,47.314,-122 +20140820,3,3.5,3470,4171,3,9,3470,0,2008,0,47.711,-122.229 +20150331,2,1.5,1160,1118,2,8,1020,140,2007,0,47.6754,-122.375 +20140707,4,3.25,3990,9786,2,9,3990,0,2004,0,47.6784,-122.026 +20140507,4,2.5,2650,4316,1.5,8,1520,1130,1905,2013,47.5866,-122.389 +20141008,4,2.5,2701,5821,2,7,2701,0,2013,0,47.2873,-122.177 +20140820,4,2.5,4660,7157,2,9,3020,1640,2003,0,47.5352,-122.156 +20141112,4,2.5,3010,9000,2,8,3010,0,2008,0,47.4987,-122.147 +20150123,3,1.75,1780,4500,1,7,920,860,1922,0,47.6827,-122.362 +20140728,3,1,1180,7669,1,7,1180,0,1967,0,47.4479,-122.176 +20141021,3,2.25,2210,5742,1,8,1460,750,1951,0,47.6891,-122.318 +20150506,4,1,1710,6050,1.5,7,1410,300,1913,0,47.5569,-122.288 +20150323,5,3.25,3090,7069,2,9,3090,0,2012,0,47.5114,-122.196 +20141203,4,3,2150,64694,1,8,1450,700,1969,0,47.3268,-122.388 +20150430,5,2.75,2400,4900,2,8,2400,0,2011,0,47.355,-122.057 +20140722,4,2.25,2115,6234,2,7,2115,0,1998,0,47.285,-122.201 +20150325,3,3.5,3600,37982,2,8,3600,0,1996,0,47.6982,-121.917 +20140606,5,2.5,4600,19831,1,9,2300,2300,1956,2015,47.7608,-122.378 +20150326,4,2.5,1677,7209,2,7,1677,0,2011,0,47.2957,-122.357 +20140903,4,2.5,2160,9750,2,8,2160,0,1983,0,47.7438,-122.246 +20150130,3,1.75,1530,8503,1,7,1150,380,1983,0,47.6872,-122.185 +20140718,4,1.5,1460,8760,1,7,1460,0,1958,0,47.4698,-122.36 +20150210,4,3,1960,5160,1,7,1170,790,2001,0,47.5313,-122.36 +20150501,3,2.5,1220,1475,3,8,1220,0,2000,0,47.6909,-122.395 +20140628,4,2.5,2190,11500,1,8,1430,760,1972,0,47.5668,-122.147 +20150506,4,2.5,1920,7277,2,8,1920,0,1990,0,47.4058,-122.192 +20140911,4,2.5,2990,7928,2,9,2990,0,2011,0,47.3139,-122.024 +20150317,3,2.5,2588,5702,2,8,2588,0,2008,0,47.3453,-122.151 +20140828,3,1.75,1260,8400,1,7,1260,0,1954,0,47.4366,-122.335 +20150212,3,2,2110,9199,1,10,2110,0,1993,0,47.6496,-122.083 +20141014,3,2.5,2070,39768,2,8,2070,0,1988,0,47.7696,-122.036 +20141013,3,3,4380,6320,2,10,3580,800,1952,0,47.6452,-122.411 +20150320,3,2.25,1850,7800,2,9,1850,0,1974,0,47.3146,-122.379 +20141014,3,1.75,1580,9049,1,8,1580,0,1966,0,47.7776,-122.375 +20140724,5,2.75,2060,8906,1,7,1220,840,1978,0,47.5358,-122.289 +20150414,4,1,1480,12675,1.5,7,1480,0,1929,0,47.763,-122.342 +20140514,5,1.75,2220,6000,1.5,7,1420,800,1923,0,47.648,-122.384 +20141113,2,1,790,5024,1,7,790,0,1941,0,47.6833,-122.395 +20140916,2,1,810,4755,1,7,810,0,1980,0,47.5313,-122.28 +20150428,5,1.75,2740,9600,1,7,1370,1370,1945,0,47.5738,-122.315 +20150107,3,2.5,1820,5280,1,7,910,910,1949,0,47.6892,-122.375 +20150218,2,1.5,1643,14616,1,7,1643,0,1954,0,47.3973,-122.312 +20140729,4,2.25,3310,8540,1,9,1660,1650,1973,0,47.5603,-122.158 +20141002,5,3.25,5790,12739,2,10,4430,1360,2014,0,47.538,-122.114 +20150402,3,2,1730,6784,2.5,7,1730,0,1942,0,47.6462,-122.403 +20141016,4,2,2040,11850,1,7,1020,1020,1959,0,47.6891,-122.208 +20140922,4,1.75,1680,9966,1,7,1100,580,1977,0,47.3923,-122.311 +20150212,2,1,1122,9100,1,6,1122,0,1960,0,47.328,-122.341 +20150326,2,2,1250,1178,2,7,980,270,1996,0,47.5426,-122.387 +20140604,3,1.5,1810,29308,1,7,950,860,1983,0,47.3585,-122.067 +20150302,3,2.5,1700,7000,2,7,1700,0,1996,0,47.3798,-122.025 +20140825,4,2.5,2030,9825,1,8,1330,700,1985,0,47.6892,-122.3 +20140805,3,1,1330,45738,2,6,1330,0,1967,0,47.436,-122.185 +20140604,3,1,1010,5400,1,6,1010,0,1959,0,47.5746,-122.293 +20140606,3,2,1970,9600,1,7,1300,670,1967,0,47.2824,-122.301 +20140702,2,1.5,800,2119,2,7,800,0,2008,0,47.554,-122.362 +20150424,3,1,1410,8925,1,7,1410,0,1958,0,47.6782,-122.162 +20141219,3,1,1180,32214,1,7,1180,0,1952,0,47.3313,-122.198 +20140611,3,1.5,1270,1318,2,7,1080,190,2004,0,47.6526,-122.384 +20141003,4,2.5,1990,8034,2,10,1990,0,1989,0,47.561,-122.018 +20141105,3,1,1340,7260,1.5,6,1340,0,1944,0,47.4934,-122.237 +20141217,3,1,1180,13650,1,7,1180,0,1967,0,47.4551,-122.154 +20140721,4,2.5,2440,7491,2,10,2440,0,1988,0,47.561,-122.019 +20140926,3,1,1320,9520,1,7,990,330,1953,0,47.4857,-122.253 +20150407,4,1.5,1780,3120,1.5,8,1780,0,1926,0,47.5589,-122.264 +20140521,3,2,1470,1691,2,8,1000,470,2007,0,47.6743,-122.316 +20150123,3,1.75,2110,56192,1,7,1480,630,1978,0,47.7701,-122.138 +20140707,3,1,930,5160,1.5,6,930,0,1919,0,47.5256,-122.357 +20150423,3,1,1300,8184,2,6,1300,0,1947,0,47.7469,-122.319 +20150312,2,1.5,1030,798,3,8,1030,0,2008,0,47.6975,-122.34 +20141016,4,1.75,1420,5382,1,5,1040,380,1942,0,47.4946,-122.187 +20140716,3,2.5,1960,9686,1,8,1460,500,1989,0,47.6339,-122.026 +20140930,4,2.5,2540,11100,1,7,2540,0,1957,0,47.6317,-122.124 +20150422,4,2.25,2860,40284,2,10,2860,0,1983,0,47.7308,-122.115 +20140606,2,1.5,1490,4080,1,7,930,560,1956,0,47.5344,-122.381 +20140701,2,1,800,2280,1,6,800,0,1946,0,47.6588,-122.362 +20140716,3,2.5,1800,11034,2,8,1800,0,1987,0,47.7558,-122.142 +20150201,3,1,1410,7419,1,7,1050,360,1969,0,47.534,-122.173 +20150219,4,3,2430,11670,1,7,1330,1100,1978,0,47.7307,-122.228 +20140716,3,2.5,3090,13316,2,10,3090,0,1992,0,47.588,-122.079 +20150312,2,2.25,1610,1968,2,7,1610,0,1979,0,47.5184,-122.196 +20141205,3,3,1550,1608,2,8,1280,270,2001,0,47.6042,-122.303 +20150401,3,1.75,1340,63597,1,7,1340,0,1963,0,47.4379,-122.011 +20140722,2,1,1000,4179,1,5,1000,0,1914,0,47.297,-122.227 +20150326,5,2.25,1750,5000,1,8,960,790,1940,0,47.6589,-122.276 +20140512,3,1.5,2020,11358,1,6,1190,830,1956,0,47.6641,-122.185 +20140804,5,3.25,3360,6120,2,9,3360,0,2014,0,47.607,-122.053 +20140527,5,2.75,3390,5211,2,9,3390,0,2004,0,47.5977,-121.981 +20140806,4,2.5,2510,47044,2,9,2510,0,1987,0,47.7699,-122.085 +20140616,4,3,2360,6250,1,7,1460,900,1960,0,47.512,-122.249 +20150225,5,3.75,4360,8504,2,10,3530,830,2014,0,47.6936,-122.19 +20141209,4,3,1960,5000,1,7,1050,910,1965,0,47.5208,-122.393 +20140701,4,2.5,2701,4500,2,9,2701,0,2014,0,47.2586,-122.194 +20150219,4,2,2000,5000,1.5,7,2000,0,1925,0,47.5787,-122.293 +20140619,3,2.5,2480,6112,2,7,2480,0,2004,0,47.4387,-122.114 +20141229,5,3.25,5620,12672,2,11,4140,1480,1916,0,47.5786,-122.287 +20140603,3,2.25,1800,43647,1,8,1800,0,1976,0,47.7757,-122.132 +20140714,2,1.75,2140,5000,1,7,1000,1140,1930,1991,47.6284,-122.291 +20140516,3,1,1000,18513,1,6,1000,0,1940,0,47.5118,-122.348 +20140814,2,1,1070,4500,1,7,1070,0,1937,0,47.6802,-122.29 +20150422,4,1.75,1470,4236,1.5,7,1470,0,1946,0,47.6692,-122.399 +20140716,3,2.5,2670,5000,2,9,2000,670,1942,1995,47.5855,-122.292 +20150402,3,2.5,2710,6174,2,9,2710,0,1998,0,47.512,-122.174 +20141021,3,1,1070,4600,1,7,950,120,1930,0,47.5627,-122.383 +20140808,3,2.25,1430,1383,3,8,1430,0,2005,0,47.6917,-122.341 +20141016,4,2.25,1920,8259,2,8,1920,0,1979,0,47.5616,-122.088 +20150219,6,3,2880,6800,2,7,2880,0,1980,0,47.5873,-122.299 +20150225,3,1,1380,5864,1,7,790,590,1944,0,47.7049,-122.339 +20141126,4,3,1800,2500,2,7,1800,0,2000,0,47.5333,-122.294 +20140729,3,1.75,1570,10939,1,8,1200,370,1974,0,47.6389,-122.102 +20150317,2,1,820,8860,1,6,820,0,1950,0,47.452,-122.19 +20141129,4,2.5,3216,5902,2,9,3216,0,2014,0,47.3425,-122.179 +20140613,4,2.5,1930,8660,1,7,1120,810,1981,0,47.3261,-122.26 +20150424,3,2.5,1600,3073,3,8,1600,0,2009,0,47.5934,-122.298 +20140627,2,1,810,8424,1,6,810,0,1959,0,47.3286,-122.346 +20140808,4,2.5,2290,26720,2,8,2290,0,1977,0,47.7502,-122.374 +20140718,3,1.75,2330,6000,1.5,7,1630,700,1940,0,47.5765,-122.378 +20140923,6,4,3600,6224,2,9,2610,990,1945,2006,47.6531,-122.405 +20150205,3,1,1690,20063,1.5,7,1690,0,1913,0,47.3556,-122.294 +20140828,4,2.5,3030,30000,2,9,3030,0,1981,0,47.7468,-122.112 +20140716,4,2.5,2980,5000,2,10,2980,0,2006,0,47.5431,-121.997 +20140905,3,2.25,2100,205603,2,8,2100,0,1983,0,47.3668,-122.505 +20150203,3,2,1590,5009,2,6,1590,0,1985,0,47.7012,-122.322 +20140616,3,1.5,1510,8000,1,7,1510,0,1956,0,47.5865,-122.135 +20140516,2,1,2020,7200,1,7,1700,320,1947,0,47.506,-122.384 +20141118,3,1.25,2400,6653,3,11,2400,0,1992,0,47.6019,-122.29 +20140606,2,1.75,1740,5400,1,7,990,750,1946,0,47.6971,-122.282 +20150330,4,1.5,1580,8468,2,7,1580,0,1971,0,47.3336,-122.281 +20140923,3,1.5,1950,1963,3,8,1950,0,2002,0,47.6904,-122.397 +20141024,3,2.5,3090,67082,2,9,3090,0,1990,0,47.4032,-122.023 +20150309,2,2.75,2090,23962,2,8,2090,0,1988,0,47.4145,-122.44 +20140724,3,1,940,1948,1,6,940,0,1900,0,47.6733,-122.383 +20140916,3,1.75,1610,14182,1,7,1100,510,1978,0,47.3174,-122.18 +20150311,4,1.75,2360,4750,2,7,1660,700,1911,0,47.6729,-122.293 +20140827,3,2.5,3400,5119,2,8,2300,1100,2014,0,47.6843,-122.305 +20140506,4,2.75,3370,8103,1,9,1970,1400,1970,2014,47.5232,-122.383 +20140519,3,2.5,1690,1613,2,8,1150,540,2014,0,47.5518,-121.998 +20140918,5,3,2730,9519,1,8,1670,1060,2014,0,47.7504,-122.307 +20140603,3,1.75,1340,16480,1,7,1340,0,1968,0,47.364,-122.162 +20140522,2,1,820,10270,1,7,820,0,1954,0,47.5119,-122.329 +20140626,3,2,1660,3729,1,7,970,690,1922,0,47.5741,-122.414 +20141226,4,2.5,2650,5706,2,9,2650,0,2005,0,47.3515,-122.164 +20140613,6,3.75,3010,4360,2,9,2000,1010,2014,0,47.6873,-122.333 +20141006,3,2.5,1860,11122,2,8,1860,0,1994,0,47.5062,-122.151 +20140528,2,1,1080,4000,1,7,1080,0,1940,0,47.6902,-122.387 +20140701,4,3.5,3400,3850,2.5,10,2790,610,2008,0,47.6258,-122.302 +20140616,4,2.5,2120,9603,2,8,2120,0,1985,0,47.5348,-122.053 +20140722,3,1.75,2200,7200,1,8,1270,930,1962,0,47.3745,-122.276 +20141103,4,2.5,2190,6896,2,7,2190,0,2007,0,47.5191,-121.869 +20140627,4,2.5,2570,4865,2,8,2570,0,2005,0,47.3588,-122.038 +20140723,3,2.5,1540,7773,2,8,1540,0,1982,0,47.722,-122.194 +20141117,5,2,2040,6180,2,7,2040,0,1908,0,47.5503,-122.28 +20140601,4,1.75,2780,9900,2,10,2780,0,1978,0,47.6348,-122.06 +20150325,4,3.25,3440,4920,2,10,2520,920,2014,0,47.5727,-122.409 +20140924,3,2,1710,8910,1,7,1710,0,1953,0,47.7719,-122.338 +20140530,4,3.25,4240,25639,2,10,3550,690,1989,0,47.3241,-122.378 +20150409,4,2.75,2890,46609,2,9,2890,0,1981,0,47.7454,-122.061 +20141208,3,1.5,2210,6500,1,7,1030,1180,1912,0,47.5434,-122.388 +20140528,3,2,1650,6150,2,7,1650,0,1926,1993,47.5713,-122.394 +20140929,4,2.5,3650,8354,1,9,1830,1820,2000,0,47.6338,-122.072 +20141030,4,2.5,2790,5423,2,9,2790,0,1999,0,47.6085,-122.017 +20140910,3,1.75,2870,26500,1.5,8,2870,0,1948,1981,47.4485,-122.355 +20140820,4,2.5,2390,6775,2,7,2390,0,2003,0,47.4811,-122.182 +20150324,3,2,1979,8470,1,7,1329,650,1956,0,47.3912,-122.301 +20140510,3,2.5,2130,6969,2,7,2130,0,2003,0,47.3655,-122.027 +20150330,3,2.5,1410,2675,1,7,820,590,1985,0,47.6786,-122.371 +20141014,4,2.5,2350,3904,2.5,7,2350,0,1999,0,47.5305,-122.351 +20141209,4,2.25,2420,15482,2,8,2420,0,1925,1997,47.5907,-122.196 +20150220,3,1.75,1460,7226,1,7,1460,0,1993,0,47.3839,-122.321 +20140919,4,3.25,3520,5250,2,9,3520,0,2012,0,47.6869,-122.019 +20140822,4,2.5,2370,9135,1,8,1600,770,1967,0,47.5564,-122.177 +20141203,3,2,1060,1184,2,7,730,330,2006,0,47.5443,-122.385 +20140624,3,1,1000,8512,1,6,1000,0,1991,0,47.2151,-121.993 +20140513,2,2,1680,4950,1,8,1680,0,2006,0,47.7194,-122.022 +20140529,4,3.5,4730,13586,1.5,10,4270,460,1935,0,47.6319,-122.288 +20150309,3,2,1460,7930,1,7,1460,0,1989,0,47.359,-122.049 +20141023,3,1.5,1280,7742,1,7,1280,0,1973,0,47.3323,-122.276 +20141015,3,1.75,1130,7500,1.5,7,1130,0,1908,0,47.5254,-122.318 +20140724,3,2.25,1360,1236,2,8,1140,220,2006,0,47.6198,-122.299 +20140610,4,1,1740,11075,1.5,7,1740,0,1965,0,47.7458,-122.334 +20140926,3,2.75,2770,54707,1.5,8,2370,400,1938,0,47.7555,-122.289 +20150421,1,2.5,1980,7521,1,7,1180,800,1979,0,47.4343,-122.192 +20140716,4,1.75,1850,7350,1,7,1050,800,1965,0,47.3413,-122.277 +20140812,2,1,1070,6100,1,6,1070,0,1940,0,47.5698,-122.377 +20150416,2,1,1000,7615,1,6,1000,0,1943,0,47.49,-122.191 +20140519,4,2.5,2660,10452,2,9,2660,0,1993,0,47.6972,-122.104 +20140715,3,1.5,1800,4700,1,7,1200,600,1941,0,47.6858,-122.385 +20150106,3,1.75,1740,10800,1,7,1740,0,1959,0,47.7717,-122.351 +20140609,3,1.75,1640,13500,1,7,1110,530,1940,0,47.7164,-122.304 +20150226,3,1,1040,8910,1,6,1040,0,1943,0,47.5024,-122.32 +20150304,2,1.5,930,7400,1,7,830,100,1909,0,47.5691,-122.408 +20141210,3,1.5,1980,11214,1,7,1980,0,1959,0,47.4696,-122.298 +20150119,2,3,1570,1281,3,8,1570,0,2014,0,47.6741,-122.384 +20141124,3,1.5,1510,7642,1,7,1510,0,1959,0,47.5978,-122.116 +20140903,4,2.5,3110,6479,2,9,3110,0,2005,0,47.5408,-121.861 +20140730,4,1.75,2600,41041,1.5,8,2600,0,1965,0,47.6634,-122.172 +20141021,2,2.75,1465,972,2,7,1050,415,2006,0,47.621,-122.298 +20150127,4,2.5,2130,4496,2,7,2130,0,2004,0,47.3041,-122.28 +20140708,4,2.75,2250,3433,1.5,8,1500,750,1927,2013,47.6382,-122.307 +20140603,3,2.5,2370,11172,2,9,2370,0,1993,0,47.5345,-122.179 +20140512,4,2.5,2350,3150,1.5,8,1690,660,1910,0,47.6605,-122.335 +20141002,4,2.5,2150,5100,1.5,7,1290,860,1991,0,47.5338,-122.36 +20141201,3,1.75,1810,21138,1,7,1240,570,1977,0,47.4674,-122.178 +20140702,3,2,1660,15050,1,7,1260,400,1983,0,47.7203,-122.194 +20140508,3,2.5,1920,7229,2,8,1920,0,1993,0,47.2659,-122.31 +20140529,3,2.5,2620,21587,2,7,2620,0,1992,0,47.6384,-121.959 +20150306,3,1,920,4770,1,6,920,0,1969,0,47.3654,-122.082 +20140709,3,2.25,1390,1484,3,8,1390,0,2007,0,47.6912,-122.343 +20140811,3,2.5,2460,5400,1,8,1520,940,2001,0,47.5231,-122.202 +20140910,2,1,1140,10404,1,5,1140,0,1935,0,47.7497,-122.286 +20150424,3,2.5,1700,4125,2,7,1700,0,2004,0,47.5305,-121.854 +20150504,3,2.5,2170,5500,2,8,2170,0,2000,0,47.5975,-122.018 +20150409,3,1.75,1940,9000,1,7,1290,650,1965,0,47.4361,-122.189 +20150416,4,3.5,2780,9550,2,10,2530,250,1978,0,47.454,-122.373 +20140708,3,2.5,2538,4600,2,8,2538,0,2013,0,47.2584,-122.196 +20150410,4,2.5,2910,48351,1,8,1910,1000,1967,0,47.6495,-122.164 +20150212,4,3.75,4410,8112,3,11,3570,840,2003,0,47.5888,-122.392 +20140814,4,2.5,2310,7800,2,8,2310,0,2011,0,47.3737,-122.164 +20141211,3,2.25,2560,8040,1,8,1510,1050,1958,0,47.7124,-122.303 +20140715,2,1.75,1080,7242,2,7,1080,0,1984,0,47.7065,-122.235 +20150316,3,2.75,2290,5002,2,9,1950,340,1995,0,47.6811,-122.207 +20140723,3,1.75,2180,10221,1,7,1140,1040,1946,0,47.5885,-122.248 +20140929,4,2.5,2380,4913,2,8,2380,0,2006,0,47.3607,-122.038 +20140701,3,1,1090,10710,1,7,1090,0,1962,0,47.5,-122.169 +20150224,5,1.75,2060,10911,1,7,1360,700,1954,0,47.7767,-122.365 +20140925,3,1,960,8556,1,7,960,0,1971,0,47.7245,-122.22 +20141223,3,3.25,2660,17852,2.5,8,2660,0,2014,0,47.3077,-122.011 +20150217,4,2.25,1970,8941,2,7,1970,0,1973,0,47.7223,-122.172 +20150409,5,2.75,3180,9255,2,9,3180,0,2014,0,47.6232,-122.023 +20150401,3,1.5,1610,9964,1,7,1080,530,1977,0,47.6681,-122.143 +20140725,3,1,1060,9241,1,7,1060,0,1956,0,47.7465,-122.339 +20141121,3,1.75,1510,3600,1,8,1230,280,1910,0,47.6387,-122.363 +20140708,3,1,1070,8179,1,6,1070,0,1949,0,47.5015,-122.349 +20150409,4,2.5,2670,20894,2,9,2330,340,2002,0,47.7735,-122.281 +20140826,2,2,1390,12530,1,8,970,420,1959,0,47.7499,-122.29 +20150428,4,4,4620,130208,2,10,4620,0,2014,0,47.5885,-121.939 +20150512,5,1.75,1710,11900,1,7,1070,640,1958,0,47.506,-122.365 +20141215,3,2.25,2120,13644,2,9,1420,700,1973,0,47.5574,-122.214 +20150325,4,2.5,2360,9647,1,8,1530,830,1964,0,47.3367,-122.332 +20141215,4,2.5,3220,8379,2,10,3220,0,2004,0,47.7043,-122.192 +20150430,2,1,700,20130,1,6,700,0,1949,0,47.4752,-122.271 +20140528,4,2.25,2920,46355,2,9,2920,0,1998,0,47.569,-121.962 +20141208,3,1,1240,9198,1.5,7,1240,0,1959,0,47.37,-122.297 +20141118,2,2.5,1400,1262,2,8,1160,240,2008,0,47.5342,-122.349 +20141028,3,1.75,1400,18002,1,6,1400,0,1977,0,47.725,-121.967 +20150108,4,2.25,1780,10748,2,8,1780,0,1964,0,47.762,-122.11 +20150217,2,1,1070,5080,1,6,1070,0,1942,0,47.5224,-122.35 +20140722,6,4.5,3300,7480,2,8,3300,0,1980,0,47.6796,-122.104 +20141203,3,2.5,1810,7200,1,7,1310,500,1960,0,47.6885,-122.211 +20150402,2,2,1770,7607,1,8,1770,0,1987,0,47.4287,-122.163 +20140521,4,2.25,2750,6180,1,8,1500,1250,1948,0,47.5691,-122.284 +20140506,4,3,3100,15480,2,8,2400,700,1996,0,47.7466,-122.241 +20150422,3,4,4160,31796,2,11,4160,0,1989,0,47.6635,-122.017 +20140611,3,2.5,1990,3984,2,8,1990,0,2004,0,47.5914,-122.017 +20150313,3,2.25,2820,8100,1,7,1720,1100,1947,0,47.4944,-122.304 +20150109,2,1.5,870,747,2,8,800,70,2004,0,47.6967,-122.342 +20140930,3,2.5,2160,1912,2,9,1970,190,2014,0,47.5642,-122.292 +20141210,3,2.5,3820,35016,2,9,3820,0,1987,0,47.6496,-122.041 +20140623,3,1,1140,4200,2,7,1140,0,1904,0,47.6012,-122.296 +20150320,3,2.5,2653,4510,2,8,2653,0,2006,0,47.4145,-122.166 +20140917,3,2,1450,7300,1.5,7,1450,0,1955,0,47.7517,-122.342 +20140630,2,2,1860,10856,1,8,1260,600,1952,0,47.4989,-122.265 +20140508,4,2.5,3290,6465,2,9,3290,0,2002,0,47.5981,-121.976 +20140630,3,2.25,1370,1524,3,8,1370,0,2005,0,47.6982,-122.347 +20141031,3,2.5,1840,8250,1,8,1340,500,1958,0,47.7767,-122.378 +20141006,4,3.25,4250,12281,2,12,3020,1230,1996,0,47.5507,-122.113 +20140506,4,2.25,2810,23400,1,7,1710,1100,1958,0,47.395,-122.311 +20150331,4,2.25,2760,5200,2,7,1790,970,1910,2003,47.589,-122.313 +20150514,2,2.75,1370,1140,2,8,1080,290,2009,0,47.7052,-122.343 +20141107,4,2.5,1940,6887,2,7,1940,0,1990,0,47.2911,-122.353 +20141014,4,1.75,3220,7392,1,8,2010,1210,1959,0,47.7719,-122.361 +20140910,3,1,1020,5870,1,6,1020,0,1941,0,47.741,-122.314 +20140509,4,2.5,2660,4000,2,8,2660,0,2001,0,47.6876,-122.038 +20150319,2,1,700,5000,1,6,700,0,1952,0,47.4927,-122.172 +20150409,4,1.5,1180,8058,1,7,1180,0,1969,0,47.2966,-122.19 +20150304,2,1,1400,19570,1.5,6,1100,300,1929,0,47.4724,-122.271 +20150323,2,1,1150,11250,1,6,1150,0,1920,0,47.486,-122.264 +20140909,3,1,1530,15975,1,7,970,560,1952,0,47.4766,-122.326 +20150112,3,2.75,1920,7700,1,8,1320,600,1978,0,47.3213,-122.378 +20140627,3,1,1520,213444,1.5,8,1520,0,1988,0,47.5081,-122.093 +20140814,4,1.75,2320,9240,1,7,1160,1160,1959,2014,47.4909,-122.257 +20141029,3,1,1980,39150,1.5,6,1580,400,1932,0,47.3818,-122.225 +20140805,3,2.25,1960,2345,2,7,1750,210,2003,0,47.5419,-122.288 +20140719,3,2.5,2060,5115,2,9,2060,0,2014,0,47.3261,-122.163 +20140504,3,2.5,2200,7350,1,8,1570,630,1988,0,47.4395,-122.161 +20140910,3,1.75,1510,11120,1,8,1510,0,1984,0,47.5931,-122.158 +20140528,3,2.5,1970,23180,1,8,1100,870,1937,1998,47.5495,-122.398 +20150217,3,1.75,2180,6120,1,8,1380,800,1949,0,47.6501,-122.405 +20150325,3,2,2510,35255,1,9,2510,0,1994,0,47.4012,-122.025 +20150504,4,2.75,2230,50094,1,7,1330,900,1977,0,47.2576,-122.099 +20150425,3,1,1200,7810,1,7,1200,0,1967,0,47.3631,-122.05 +20141229,4,2.5,3230,7766,2,9,3230,0,2005,0,47.7069,-122.131 +20141022,3,2.25,2150,9900,1,8,1450,700,1977,0,47.6647,-122.149 +20140731,3,1.75,2100,9066,1,8,1440,660,1962,0,47.4294,-122.292 +20141117,3,2.25,3100,11985,1,7,1790,1310,1963,0,47.3825,-122.31 +20150317,2,2,1590,8000,1,7,910,680,1984,0,47.459,-122.205 +20150508,5,1.5,1840,8050,1.5,7,1840,0,1962,0,47.3668,-122.312 +20140623,5,3.5,3500,10155,2,10,2570,930,1996,0,47.5415,-122.133 +20141231,3,1,1160,10732,1,7,1160,0,1953,0,47.6391,-122.205 +20141010,3,2.5,1730,4408,2,8,1730,0,1996,0,47.5683,-122.005 +20140521,4,2.5,2360,5226,2,8,2360,0,2001,0,47.712,-122.229 +20140624,4,1.75,1760,6204,1,7,1180,580,1950,0,47.5045,-122.24 +20141111,4,2,2100,4500,1,7,1060,1040,1924,0,47.6699,-122.317 +20140627,2,1.75,1110,1773,2,8,1110,0,2014,0,47.5647,-122.293 +20141230,4,2,2380,4500,1.5,6,1470,910,1926,2014,47.5652,-122.281 +20140605,5,4.75,5180,17811,2,11,4070,1110,2001,0,47.5405,-121.868 +20150312,2,1,900,7500,1,5,900,0,1940,0,47.4177,-122.319 +20140721,3,2,1740,3600,1,7,990,750,1923,0,47.6448,-122.358 +20141015,2,1,860,5400,1,5,860,0,1953,0,47.492,-122.171 +20150428,3,2.5,2160,6288,2,8,2160,0,1996,0,47.7655,-122.35 +20140528,8,3.5,4440,6480,2,10,3140,1300,1959,0,47.631,-122.303 +20141121,4,1.75,1520,15398,1,7,1370,150,1960,0,47.5265,-122.05 +20150206,3,2.75,2170,2738,1.5,9,1550,620,1930,0,47.6389,-122.349 +20150414,4,2.5,2200,7719,2,8,2200,0,2000,0,47.3649,-122.194 +20140710,4,2.5,3340,8930,2,10,3340,0,1999,0,47.535,-121.867 +20140804,2,1,570,81893,1,6,570,0,1936,0,47.4433,-122.444 +20150130,3,2.5,1760,1755,3.5,8,1760,0,1998,0,47.6688,-122.279 +20141023,2,1,940,8997,1,7,940,0,1955,0,47.2005,-121.999 +20141204,3,1,1660,8800,1,7,960,700,1963,0,47.3212,-122.352 +20150406,2,1,770,6000,1,6,770,0,1953,0,47.6999,-122.364 +20140926,4,2.5,3890,34513,2,10,3890,0,1996,0,47.7749,-122.048 +20140519,4,3,2240,6000,1.5,8,1270,970,1914,0,47.6369,-122.35 +20141230,4,3.25,2850,4100,2,10,1820,1030,1908,2003,47.6147,-122.285 +20140714,3,1,1140,5395,1,7,1010,130,1909,0,47.6782,-122.306 +20140806,5,2.5,2510,83231,1,7,1260,1250,1975,0,47.4576,-121.984 +20150424,4,2.5,3430,35120,2,10,3430,0,1984,0,47.6484,-122.182 +20140605,3,2.25,1530,1245,2,9,1050,480,2014,0,47.6018,-122.297 +20140701,4,3.25,4350,112750,1,9,2200,2150,2006,0,47.5435,-121.966 +20150304,3,1,1220,6719,1,6,1220,0,1953,0,47.4187,-122.329 +20140826,2,1,1610,19965,1,7,1610,0,1952,0,47.5095,-122.313 +20141201,3,1,1130,9907,1,7,1130,0,1954,0,47.4362,-122.286 +20150304,2,0.75,900,3527,1,6,900,0,1939,0,47.5083,-122.336 +20140609,4,1.75,2220,6500,2,8,2220,0,1964,0,47.4519,-122.375 +20140523,4,2.5,1750,8476,1,7,1240,510,1983,0,47.4447,-122.137 +20141209,4,3.5,4060,9486,2,10,4060,0,2005,0,47.6634,-122.2 +20140710,4,1,1170,8147,1.5,6,1170,0,1959,0,47.7281,-122.289 +20150304,2,1,1510,19874,1,7,1510,0,1951,0,47.4924,-122.34 +20140709,4,2.25,2010,7688,1,8,1170,840,1979,0,47.3086,-122.396 +20140528,4,2.75,1680,9545,1,7,1080,600,1979,0,47.739,-122.243 +20150427,3,1.75,2540,8280,1,7,1270,1270,1949,0,47.7219,-122.358 +20141030,5,2.5,2820,14062,2,7,2380,440,1960,0,47.7081,-122.215 +20141007,5,5,5450,20412,2,11,5450,0,2014,0,47.6209,-122.237 +20150202,4,3,2010,7426,1,7,1090,920,1951,0,47.5042,-122.265 +20140611,5,2.75,2910,53898,1,7,1510,1400,1979,0,47.7201,-122.062 +20150427,4,3.5,4570,16219,2,11,4570,0,2002,0,47.5859,-121.968 +20150306,4,2.5,2080,9846,1,7,1240,840,1984,0,47.3338,-122.268 +20140611,4,2.5,2550,4500,2,7,2550,0,2009,0,47.4916,-122.153 +20140602,3,3,3740,39640,2,10,3740,0,1991,0,47.4036,-122.462 +20140603,2,1.75,1370,5125,1,6,1370,0,1944,0,47.6926,-122.346 +20140916,3,2.75,3070,5280,2,7,2360,710,1950,1986,47.4486,-122.353 +20150408,4,2,1930,3240,1.5,7,1930,0,1911,0,47.6156,-122.299 +20140516,3,3,1970,24318,1,8,1970,0,2010,0,47.7651,-122.246 +20141014,4,3.25,4190,10259,2,11,3150,1040,2000,0,47.6332,-122.066 +20150105,4,2.25,2140,8800,2,7,2140,0,1963,0,47.3655,-122.291 +20140918,4,2.25,1790,9920,1,7,1170,620,1969,0,47.5126,-122.149 +20140821,3,2,1500,2500,2,8,1500,0,2002,0,47.6748,-122.385 +20140624,5,4.75,6390,13180,2,10,4560,1830,1940,0,47.6312,-122.291 +20141029,5,3.5,3550,9600,2,9,2550,1000,1998,0,47.5484,-122.269 +20150501,3,2.25,1870,5876,2,7,1870,0,1986,0,47.3779,-122.045 +20141124,2,1,840,4200,1,5,840,0,1938,0,47.5292,-122.316 +20140826,5,2.5,2530,10190,1,7,1290,1240,1960,0,47.616,-122.115 +20140522,4,2,1580,8000,1,7,1040,540,1967,0,47.3467,-122.304 +20140703,4,2.5,2040,5523,2,7,2040,0,1999,0,47.432,-122.328 +20140703,3,2.25,1980,10115,1,8,1980,0,1959,0,47.6384,-122.174 +20140818,3,1,1050,7560,1,7,1050,0,1951,0,47.525,-122.371 +20140821,3,1,1300,8800,1,7,1300,0,1977,0,47.64,-121.966 +20140807,3,1.5,2560,4000,1.5,8,1660,900,1927,0,47.6384,-122.279 +20140612,4,2.25,2180,7297,2,8,2180,0,1984,0,47.6459,-122.058 +20150506,3,2.5,3000,8250,1,8,1760,1240,1963,0,47.6191,-122.112 +20141119,3,2,1540,7210,2,7,1540,0,1984,0,47.3128,-122.351 +20140522,6,4.5,6040,219542,2,11,4100,1940,1996,0,47.5622,-122.003 +20150222,5,4.5,4820,13165,2,11,3950,870,1990,0,47.7295,-122.057 +20140915,4,1.5,1790,3420,1,7,1020,770,1923,0,47.6489,-122.337 +20140709,4,3.5,3650,38546,2,9,2550,1100,1996,0,47.4776,-121.73 +20150203,4,2.25,2810,12607,2,10,2810,0,1985,0,47.4585,-122.13 +20140512,4,4.5,5420,101930,1,11,3890,1530,2001,0,47.6561,-122.005 +20150325,3,2.25,1530,1279,2,7,1116,414,2007,0,47.7035,-122.357 +20141209,2,2.5,2830,8630,2,10,2830,0,2001,0,47.6481,-122.081 +20150224,4,1.75,1520,14417,1,7,1520,0,1968,0,47.526,-121.809 +20150304,3,2.25,1890,9646,1,8,1890,0,1966,0,47.4838,-122.299 +20141229,5,1.5,1890,10880,1,7,1890,0,1962,0,47.7196,-122.197 +20141013,3,2.5,2210,9226,2,8,2210,0,1998,0,47.4849,-121.782 +20140521,4,2.75,2550,8632,1,8,1700,850,1972,0,47.6477,-122.197 +20140820,3,1,1240,4800,1,7,800,440,1951,0,47.6563,-122.353 +20150226,4,1,1180,13500,1.5,7,1180,0,1950,0,47.7165,-122.308 +20140909,2,1,1040,20524,1,6,1040,0,1949,1989,47.6981,-121.875 +20141120,4,2.25,1310,8400,1,7,1310,0,1966,0,47.7317,-122.181 +20141030,2,1,830,5720,1,6,830,0,1950,0,47.7339,-122.339 +20150125,3,2.5,1760,2320,2,8,1760,0,1994,0,47.5723,-122.376 +20141001,4,1,1860,8505,1,7,1860,0,1955,0,47.4406,-122.194 +20150105,3,1.75,1060,7875,1,7,1060,0,1986,0,47.2761,-122.152 +20141203,4,1.75,1760,5750,1,7,1070,690,1962,0,47.5521,-122.373 +20141215,2,2.5,1760,3710,1,8,1130,630,1988,0,47.7335,-122.16 +20141021,5,3,3070,8474,2,9,3070,0,2011,0,47.6852,-122.184 +20150413,2,1,690,6400,1,6,690,0,1943,0,47.5287,-122.367 +20150326,3,1.75,2080,7800,1,7,1220,860,1955,0,47.4536,-122.355 +20140530,3,2.5,2670,10082,1,10,2670,0,1987,0,47.6359,-122.045 +20140722,3,3,1560,2250,2,9,1560,0,2009,0,47.6929,-122.333 +20140604,2,1,770,8149,1,6,770,0,1948,0,47.7406,-122.302 +20140818,2,1,970,4800,1,6,970,0,1911,1940,47.5754,-122.414 +20150303,4,3.25,4386,12275,1,10,2356,2030,2006,0,47.3329,-122.2 +20140826,3,2.5,2370,6752,2,8,2370,0,1994,0,47.2703,-122.312 +20140612,5,4.25,4860,9453,1.5,10,3100,1760,1905,0,47.6196,-122.286 +20140919,2,1,720,5600,1,7,720,0,1920,0,47.5641,-122.391 +20140626,3,3,2410,7479,2,7,2410,0,1942,1988,47.7394,-122.288 +20150422,3,2.5,2520,3750,2,9,2520,0,1995,0,47.5671,-122.404 +20140812,3,1,1320,7076,1,7,1320,0,1959,0,47.6131,-122.123 +20140630,4,2.5,2340,11784,2,9,2340,0,1997,0,47.384,-122.149 +20150223,3,1.75,1780,11440,1,8,1350,430,1977,0,47.474,-122.139 +20140703,3,1.75,1830,7969,1,7,930,900,1950,2008,47.4667,-122.214 +20140709,3,1.75,1770,29004,1,8,1770,0,1959,0,47.3204,-122.364 +20150224,4,1.5,1410,10648,1,7,1410,0,1966,0,47.3736,-122.188 +20140908,5,3.5,3630,4911,2,9,2790,840,2014,0,47.718,-122.156 +20140923,3,3.25,1600,1298,3,8,1600,0,1999,0,47.6954,-122.375 +20140806,4,2.5,1594,7665,1,7,1088,506,1975,0,47.3262,-122.211 +20140730,3,2.25,1210,1250,3,8,1210,0,2014,0,47.6722,-122.384 +20140620,3,2.5,2440,4800,2,10,2440,0,2014,0,47.5595,-122.365 +20140507,3,2,1860,13374,1,8,1860,0,1985,0,47.5397,-122.054 +20141107,4,3.5,4700,10183,1,11,2660,2040,2002,0,47.6728,-122.189 +20150130,5,4.75,7880,24250,2,13,7880,0,1996,0,47.7334,-122.362 +20150423,3,2.25,2190,220414,1,7,1330,860,1976,0,47.5041,-122.102 +20140709,3,2.25,1920,8223,2,7,1920,0,1989,0,47.735,-122.201 +20141030,4,2.25,1710,7000,1,7,1040,670,1972,0,47.719,-122.217 +20140512,3,1.75,1560,8078,1.5,6,1560,0,1928,0,47.5779,-122.246 +20140812,3,1.5,1360,1488,2,7,1120,240,2003,0,47.6526,-122.384 +20140624,4,3.5,3190,31450,2,9,3190,0,2010,0,47.501,-121.902 +20141120,2,2.5,1560,1222,2,8,1080,480,2008,0,47.604,-122.307 +20140806,3,1.75,2300,43560,1,7,1350,950,1979,0,47.7716,-122.101 +20140916,2,1,790,7153,1,6,790,0,1944,0,47.4869,-122.324 +20140529,3,2.5,2080,9827,2,8,2080,0,1989,0,47.3058,-122.394 +20140709,4,1.5,1840,11367,1.5,7,1840,0,1950,0,47.7656,-122.358 +20150307,4,2.75,2400,19923,1,7,1320,1080,1953,0,47.3616,-122.144 +20141106,4,1.75,1820,14319,1,7,1820,0,1969,0,47.4757,-122.148 +20140808,3,2.25,1470,16728,1,7,1350,120,1959,0,47.4968,-122.302 +20150416,4,2.5,2670,8279,2,7,2670,0,1999,0,47.4292,-122.328 +20140717,5,4,2900,9779,2,7,1950,950,1937,0,47.5003,-122.306 +20140708,3,1,1150,7314,1,7,1150,0,1960,0,47.6246,-122.113 +20140716,3,2.5,1940,10035,2,8,1940,0,1994,0,47.7438,-122.172 +20150304,5,3,2380,5000,2,7,2380,0,1909,0,47.6722,-122.389 +20140825,3,2.5,2270,5536,2,8,2270,0,2003,0,47.5389,-121.881 +20140722,4,1.5,1850,6125,1.5,6,1110,740,1945,0,47.5352,-122.37 +20140730,4,3.5,3230,7200,1,10,1640,1590,2000,0,47.6838,-122.212 +20150213,3,1,1020,7538,1,7,1020,0,1981,0,47.3587,-122.288 +20150401,4,3.5,4350,6000,2,10,2970,1380,1908,0,47.6277,-122.286 +20150205,2,1,1060,4228,1,7,860,200,1906,0,47.6231,-122.293 +20141015,3,3.25,4460,51177,2,9,4460,0,2005,0,47.3648,-122.143 +20141111,4,2.25,1950,7280,2,8,1950,0,1979,0,47.2957,-122.37 +20150401,3,1.75,1970,54450,1,8,1570,400,1980,0,47.5936,-122.012 +20140716,4,1.75,2140,49658,1,7,2140,0,1959,0,47.3583,-121.922 +20150210,4,2,1700,2350,1,6,850,850,1926,2014,47.6865,-122.366 +20140627,3,2.5,1720,6194,2,8,1720,0,1998,0,47.2624,-122.221 +20150330,3,1,1150,10132,1,7,1150,0,1970,0,47.3172,-122.372 +20141112,3,1,1700,8645,1,6,1700,0,1955,0,47.4899,-122.337 +20140611,4,2.5,2810,10986,2,10,2810,0,1997,0,47.5943,-121.981 +20140811,3,1,1220,20400,1,6,1220,0,1959,0,47.2063,-122.023 +20141001,5,2.5,2740,12413,2,7,2740,0,1990,0,47.4199,-122.183 +20150318,3,2.5,2605,2216,2,9,2090,515,1979,0,47.6529,-122.202 +20141202,3,2.5,1460,4961,1,8,1150,310,1988,0,47.6955,-122.183 +20141014,2,2,1300,6515,1,8,1300,0,2005,0,47.7078,-122.013 +20150311,2,1,1050,2699,1,7,1050,0,2005,0,47.5471,-121.996 +20140620,3,1,1150,7156,1,6,1150,0,1953,0,47.4864,-122.317 +20141231,3,1.5,1520,8519,1,7,1520,0,1954,0,47.7712,-122.339 +20140807,5,3.25,4610,10576,2,11,3310,1300,2006,0,47.5373,-122.07 +20150213,3,2.5,2330,9160,2,9,2330,0,1997,0,47.5467,-122.181 +20141217,2,1,900,57063,1,6,900,0,1938,0,47.4735,-121.786 +20141002,4,4.25,4480,5715,2,7,3680,800,2003,0,47.373,-122.179 +20150413,2,1.5,950,865,3,8,950,0,2006,0,47.6714,-122.382 +20140530,2,1,1890,5202,1.5,7,1890,0,1909,0,47.6786,-122.379 +20141212,3,2.5,2056,3564,2,7,2056,0,2014,0,47.338,-122.181 +20140703,5,3.25,2740,9629,1,7,1390,1350,1977,0,47.7645,-122.197 +20141218,4,1.75,1360,7700,1,7,1360,0,1966,0,47.4558,-122.177 +20140618,5,2.5,2220,9360,1,7,1110,1110,1968,0,47.4341,-122.169 +20140804,4,1.5,1360,6110,1,7,1010,350,1955,0,47.5755,-122.396 +20141229,5,3,2840,6240,2,9,2440,400,1905,0,47.6285,-122.309 +20150310,4,2,2120,6865,1,7,1060,1060,1954,0,47.7775,-122.337 +20140923,4,2.5,2470,7539,2,9,2470,0,2006,0,47.7407,-122.226 +20150421,5,3,2670,11761,1,7,1370,1300,1981,0,47.6895,-122.129 +20150512,2,1,830,5610,1,6,830,0,1922,0,47.5674,-122.367 +20141218,5,2.5,2530,4229,2,7,2530,0,2004,0,47.3531,-122.021 +20150223,3,2.25,1590,926,3,8,1590,0,2014,0,47.5402,-122.387 +20150325,4,2.25,3010,12202,1,9,3010,0,1959,0,47.6387,-122.174 +20150109,3,1,1270,8792,1,7,1270,0,1969,0,47.5351,-122.174 +20141207,3,1.75,1540,1044,3,8,1540,0,2014,0,47.6765,-122.32 +20140527,5,3,3480,15185,2,8,3480,0,1964,0,47.5757,-122.216 +20140714,3,1.5,2240,28750,1,8,1620,620,1956,0,47.7137,-122.254 +20140523,3,1,1670,4005,1.5,7,1170,500,1939,0,47.6878,-122.38 +20141020,4,2.25,2170,7007,1,8,1540,630,1974,0,47.672,-122.169 +20140818,2,1,940,5000,1,6,940,0,1951,0,47.5186,-122.374 +20141003,3,2.75,2660,10350,1,8,1330,1330,1971,0,47.5868,-122.116 +20140505,3,1.5,2160,9000,1,8,1400,760,1949,0,47.7241,-122.369 +20140619,3,3,3910,19023,2,11,3910,0,1985,0,47.6953,-121.914 +20140723,2,1,1560,4920,1,6,780,780,1947,0,47.7248,-122.325 +20140623,2,1,2550,21675,1,7,1610,940,1958,0,47.4013,-122.319 +20141217,3,1.75,1300,8976,1,7,1300,0,1967,0,47.3357,-122.305 +20150505,3,3,1530,9999,1,7,1150,380,1983,0,47.6869,-122.186 +20140731,3,2.25,1840,6750,1,7,1270,570,1980,0,47.4075,-122.172 +20140923,2,2,1560,4675,1,8,1560,0,2006,0,47.7086,-122.019 +20140604,2,1.75,1650,4000,1,7,950,700,1947,0,47.5622,-122.319 +20140902,3,2.5,2030,217805,1,9,2030,0,1999,0,47.3942,-122.515 +20140710,4,2,2090,6630,1,7,1070,1020,1974,0,47.5077,-122.268 +20140620,3,3.25,3050,18892,1,8,1650,1400,1962,0,47.3881,-122.326 +20150123,3,1,970,4800,1,6,970,0,1950,0,47.6212,-122.298 +20140930,3,1.5,1790,7526,1,7,1790,0,1953,2014,47.6387,-122.207 +20140618,2,2,1690,4500,1,8,1690,0,2004,0,47.7133,-122.031 +20141119,4,1.75,1980,8400,1,7,1330,650,1968,0,47.6721,-122.152 +20141205,2,3,1790,1709,2,7,1400,390,2001,0,47.5926,-122.296 +20140808,3,1,1610,7680,1,6,900,710,1956,0,47.6038,-122.303 +20140806,4,1.75,1840,5100,1,5,1840,0,1933,0,47.5209,-122.205 +20140714,3,2.25,2220,3707,2,8,1620,600,1919,0,47.617,-122.286 +20140627,5,1.75,2330,14322,1,7,1180,1150,1968,0,47.4768,-122.155 +20140828,3,1,1300,8266,1,7,1300,0,1953,0,47.6337,-122.199 +20140818,4,2.5,1530,8375,1,7,1020,510,1974,0,47.7174,-122.236 +20150401,5,3,2520,13001,2,8,2010,510,1973,0,47.6385,-122.114 +20150319,3,1.75,1880,8424,1,7,1380,500,1977,0,47.5116,-122.161 +20140826,3,1.5,1550,5034,2,7,1550,0,1922,0,47.7072,-122.36 +20141104,4,2.5,2090,6667,2,8,2090,0,1997,0,47.4648,-122.15 +20141009,3,1,1580,13912,1,8,1580,0,1955,0,47.7552,-122.276 +20140818,3,1.5,1070,5150,1,6,1070,0,1940,0,47.5335,-122.349 +20140516,2,1.5,1070,9643,1,7,1070,0,1985,0,47.3533,-122.166 +20140815,4,2,1980,7200,2,8,1700,280,1910,0,47.6318,-122.369 +20141009,1,1,730,5005,1,5,730,0,1945,0,47.6992,-122.364 +20150330,2,1,870,4280,1,6,870,0,1921,0,47.6697,-122.29 +20140701,3,1.75,1170,8239,1,7,1170,0,1981,0,47.3679,-122.088 +20140911,2,1,1070,6000,1,7,1070,0,1955,0,47.7307,-122.332 +20150114,3,2.25,2510,12013,2,8,2510,0,1988,0,47.3473,-122.314 +20150108,4,2,1570,9600,1,6,1570,0,1950,0,47.4965,-122.303 +20140603,5,2.5,2090,4698,2,7,2090,0,1998,0,47.3538,-122.025 +20140530,3,1.75,1050,5850,1,7,1050,0,1980,0,47.4574,-122.358 +20150316,3,1.75,1560,21000,1,7,1560,0,1954,0,47.4776,-122.337 +20150316,3,1,960,12527,1,7,960,0,1972,0,47.6891,-122.203 +20140708,2,1.75,1210,1032,2,8,1210,0,2014,0,47.5522,-121.999 +20141209,6,4,3180,6551,2,9,3180,0,2014,0,47.6236,-122.023 +20140702,3,2.5,2242,4500,2,8,2242,0,2014,0,47.2583,-122.198 +20141217,3,2.5,2870,5163,2,9,2870,0,2014,0,47.6935,-122.352 +20140820,3,1,1240,5750,1,6,1240,0,1948,0,47.564,-122.398 +20141122,4,1,800,8775,1,6,800,0,1943,0,47.48,-122.336 +20140702,3,1.5,1760,4000,2,8,1760,0,1922,0,47.6401,-122.32 +20150213,3,2,1770,8141,1,8,1770,0,1952,0,47.7232,-122.371 +20140605,3,2.5,1610,6176,2,7,1610,0,1994,0,47.3657,-122.173 +20141021,2,1,840,6654,1,7,840,0,1951,0,47.7319,-122.335 +20140723,2,1,890,5423,1,6,890,0,1946,0,47.6966,-122.368 +20140821,3,1.75,1995,18360,2,7,1995,0,1957,0,47.4129,-122.322 +20140521,4,2.75,2450,14803,2,9,2450,0,1988,0,47.5261,-122.162 +20150313,4,1,1460,18599,1.5,5,1460,0,1940,0,47.5006,-122.351 +20140521,5,3.75,5330,6000,2,10,3570,1760,2006,0,47.5401,-122.073 +20150327,3,1.75,2000,14733,1,8,2000,0,1958,0,47.6001,-122.178 +20140509,4,1,1430,8355,1.5,7,1430,0,1983,0,47.3178,-122.174 +20140918,5,3.25,4260,7861,2,10,4260,0,2005,0,47.611,-121.992 +20141201,2,1,1130,5413,1,7,880,250,1939,0,47.6971,-122.315 +20141014,4,2.5,2350,8182,2,8,2350,0,1997,0,47.3697,-122.106 +20141113,2,1.5,1040,83199,1,7,870,170,1965,0,47.4222,-122.443 +20150226,3,1,880,8976,1,6,880,0,1966,0,47.3056,-122.368 +20140708,2,1,800,7260,1,7,800,0,1953,0,47.5359,-122.367 +20140722,2,2,1480,804,3,8,1480,0,2008,0,47.602,-122.308 +20141027,3,1.75,1660,9900,2,8,1660,0,1978,0,47.6704,-122.184 +20141028,3,1.5,2310,3360,1.5,8,1790,520,1926,0,47.6431,-122.359 +20150319,3,1.75,1660,5750,1,7,1080,580,1909,0,47.5843,-122.385 +20141223,4,2.25,1960,10400,1,8,1220,740,1985,0,47.3199,-122.392 +20140708,3,2.75,2830,3496,2,8,2830,0,2012,0,47.5606,-122.011 +20140505,5,2,1840,9240,1,7,1540,300,1942,1958,47.7308,-122.34 +20141023,3,3.5,2690,104544,2,8,2690,0,1948,1990,47.7717,-122.112 +20150113,2,1,670,6300,1,6,670,0,1942,0,47.5145,-122.374 +20150501,3,1,1150,6480,1.5,5,1150,0,1946,0,47.2642,-122.258 +20150106,3,1,1230,9600,1,7,1230,0,1952,0,47.5553,-122.288 +20141103,2,1.5,790,1123,2,8,700,90,2003,0,47.651,-122.368 +20140904,3,2.25,1445,1087,2,7,1300,145,2005,0,47.5339,-122.067 +20140924,3,2.5,2360,4080,2,7,2360,0,2003,0,47.6825,-122.038 +20141121,4,2.5,2260,5172,2,9,2260,0,2004,0,47.7047,-122.128 +20140528,3,2.25,1840,5752,2,7,1840,0,2003,0,47.7042,-122.187 +20140508,2,1.5,1020,1060,3,8,1020,0,2008,0,47.6801,-122.348 +20150401,4,1.75,1860,9750,1,7,1460,400,1969,0,47.7097,-122.202 +20140908,3,2.5,1410,2500,2,7,1410,0,2006,0,47.5132,-122.358 +20140826,3,1.5,1390,9680,1,7,1390,0,1956,0,47.634,-122.125 +20141113,2,1,1040,5700,1,6,1040,0,1922,0,47.519,-122.26 +20150320,4,2.5,3130,5240,2,8,3130,0,2004,0,47.3446,-122.042 +20140515,3,2,1650,7352,1,7,1160,490,1979,0,47.4612,-122.169 +20150220,3,2.25,2120,3400,2,7,2120,0,2002,0,47.3364,-122.17 +20141118,3,1.5,1530,10827,1,8,1530,0,1955,0,47.6354,-122.234 +20150112,4,1.5,1840,9009,2,7,1840,0,1965,0,47.406,-122.318 +20150401,3,1.5,1120,6653,1,7,1120,0,1937,0,47.7321,-122.334 +20150121,3,1.75,2230,10403,1,8,1630,600,1968,0,47.4092,-122.295 +20150506,3,2.25,1490,9414,2,7,1490,0,1981,0,47.6844,-122.113 +20150224,3,1.5,2080,5000,1,7,1300,780,1963,0,47.5322,-122.29 +20150112,3,2,1250,8636,1,7,1250,0,1968,0,47.5066,-122.159 +20141209,4,2.5,2009,4800,2,8,2009,0,2012,0,47.2586,-122.2 +20150409,4,2.5,2950,4836,2,7,2950,0,2006,0,47.479,-122.129 +20150320,4,2.5,2502,8306,2,9,2502,0,2013,0,47.2953,-122.265 +20141113,5,2.75,2210,13500,1,7,1460,750,1963,0,47.4468,-122.282 +20141014,3,2.5,2510,12779,1.5,10,2510,0,1968,0,47.6982,-122.231 +20150413,3,2.5,1740,1280,3,8,1740,0,2008,0,47.589,-122.387 +20150206,3,1.75,1950,7260,1,8,1520,430,1957,0,47.7187,-122.33 +20141125,3,1,1630,16393,1,7,1630,0,1969,0,47.6576,-122.186 +20150429,3,2.5,1970,6291,2,7,1970,0,1998,0,47.3627,-122.073 +20140609,3,1.75,2210,16200,1,8,1390,820,1958,0,47.5924,-122.175 +20140917,3,2.5,2520,10223,2,10,2520,0,1988,0,47.631,-122.042 +20150210,3,1,1220,8119,1,7,1220,0,1955,0,47.6328,-122.236 +20141105,4,1.5,1690,11054,1,5,1690,0,1930,0,47.4667,-122.215 +20140821,4,2.5,2360,7350,1,7,1440,920,1965,0,47.3417,-122.277 +20150323,4,3.5,4120,12626,2,11,3970,150,2014,0,47.7089,-122.245 +20140723,3,1.75,1490,9844,1,7,1190,300,1959,0,47.7626,-122.297 +20140815,5,2.5,2010,3600,1.5,6,1510,500,1912,0,47.6522,-122.366 +20141112,3,2.5,1910,5125,2,9,1910,0,2006,0,47.5481,-121.995 +20150408,3,2.25,2440,9689,1,8,1830,610,1974,0,47.6141,-122.111 +20141117,3,1.5,1500,11616,1,7,1100,400,1980,0,47.4062,-122.174 +20150330,3,1.75,1940,8729,1,8,1460,480,1960,0,47.7027,-122.282 +20140707,4,1.75,1590,7920,2,7,1590,0,1960,0,47.7456,-122.336 +20140908,4,3,4040,19700,2,11,4040,0,1987,0,47.7205,-122.127 +20141121,4,1.75,2690,46609,1.5,7,2690,0,1940,0,47.4951,-122.352 +20140805,3,2.5,2100,213008,1,8,2100,0,1990,0,47.2984,-122.144 +20150116,3,2.5,3110,11727,2,9,3110,0,2002,0,47.5445,-121.871 +20150114,3,1.75,1760,6788,2,7,1760,0,1940,1960,47.7336,-122.284 +20140915,3,2,1300,5000,1,7,1300,0,1983,0,47.3837,-122.304 +20141009,4,2,2430,199940,1,8,1310,1120,1961,0,47.4116,-122.029 +20140724,4,2.75,2790,7803,2,8,2790,0,2013,0,47.4823,-121.772 +20141002,4,2.75,1830,7315,1,7,1250,580,1979,0,47.2989,-122.38 +20140507,4,2.5,2430,5203,2,8,2430,0,2003,0,47.7402,-122.317 +20150504,3,2.75,2910,3094,2,7,2010,900,1939,0,47.7071,-122.276 +20140814,3,2.25,1810,8158,1,8,1450,360,1984,0,47.6258,-122.038 +20150406,3,2.5,1600,4271,2,7,1600,0,2003,0,47.386,-122.036 +20141025,2,1,990,5000,1,7,990,0,1941,0,47.5666,-122.403 +20141010,2,2,1520,5010,1,7,1520,0,1999,0,47.6948,-122.364 +20140609,2,1.75,1610,158558,1.5,6,1610,0,1948,0,47.5319,-121.84 +20150418,3,1.75,1600,9579,1,8,1180,420,1977,0,47.7662,-122.159 +20150125,3,2.5,2140,10136,1,8,1320,820,1958,0,47.5602,-122.184 +20140618,5,1.75,2150,7171,1,7,1460,690,1970,0,47.3952,-122.176 +20140611,4,2.5,3280,6181,2,10,3280,0,2001,0,47.6484,-122.081 +20141201,3,1,1060,52272,1,7,1060,0,1960,0,47.36,-122.178 +20150505,3,2.5,1910,4941,2,8,1910,0,1999,0,47.5989,-122.016 +20150219,2,1.75,1220,8382,1,6,1220,0,1942,0,47.5033,-122.359 +20140726,2,1,900,4397,1,6,900,0,1918,0,47.4851,-122.205 +20140723,4,2.5,2580,3943,2,8,2580,0,2013,0,47.6853,-122.21 +20150417,3,1.75,1790,66250,1.5,7,1790,0,2003,0,47.7179,-121.403 +20140918,4,1.75,1650,8560,1,8,1650,0,1970,0,47.6652,-122.146 +20150409,3,2.5,2060,4730,2,8,2060,0,1994,0,47.6874,-122.178 +20140823,4,3,2190,12825,1,9,1520,670,1989,0,47.7107,-122.229 +20150430,3,2.5,1830,8133,1,8,1390,440,1996,0,47.7478,-122.247 +20141014,2,2.5,980,1021,3,8,980,0,2008,0,47.6844,-122.387 +20140805,3,1.5,1340,13560,1,7,1340,0,1968,0,47.741,-122.234 +20150211,3,1.75,1120,15210,1,7,1120,0,1976,0,47.3659,-122.113 +20150305,4,3.5,3070,4440,2,9,2030,1040,1922,2007,47.5732,-122.411 +20150512,4,2.5,2400,11640,1,8,1800,600,1968,0,47.4485,-122.139 +20141104,3,1.75,2200,8036,1,7,1270,930,1978,0,47.7763,-122.209 +20140515,3,2.5,1870,7344,1,8,1470,400,1980,0,47.7265,-122.206 +20150319,3,1.5,1170,11530,1,7,1170,0,1960,0,47.4211,-122.29 +20150409,4,2.5,4080,10295,2,10,4080,0,1998,0,47.5933,-121.982 +20141015,3,1.5,1280,16738,1.5,5,1280,0,1932,0,47.3895,-122.023 +20141024,3,1.75,1550,12956,1,7,1210,340,1988,0,47.4711,-121.752 +20140609,3,1.5,2070,5386,1,7,1140,930,1948,0,47.6896,-122.374 +20140715,4,2.5,3290,8147,2,10,3290,0,2003,0,47.7048,-122.107 +20150416,4,2.5,2560,7210,2,9,2560,0,2006,0,47.5535,-122.395 +20140922,3,2.5,1794,4769,2,7,1794,0,2005,0,47.3052,-122.283 +20150312,3,2,1800,43995,2,8,1800,0,1988,0,47.7585,-122.022 +20150407,3,2.25,1530,1840,2,8,1240,290,2008,0,47.587,-122.301 +20140724,5,2.5,2670,14455,2,9,2670,0,1958,0,47.7565,-122.284 +20140603,3,3,2340,5002,2,8,2340,0,2013,0,47.4831,-121.773 +20150320,4,2.75,2020,7357,1,7,1350,670,1986,0,47.7145,-122.225 +20141106,2,1,880,5750,1,6,880,0,1939,0,47.5642,-122.379 +20140812,4,2.25,2100,8050,2,8,2100,0,1978,0,47.4391,-122.193 +20150323,2,1,1220,10170,1,7,980,240,1948,0,47.7297,-122.327 +20150422,4,3,3130,2646,2.5,9,2290,840,1906,0,47.6272,-122.316 +20140502,3,1.75,2360,7291,1,8,1360,1000,1948,0,47.5274,-122.384 +20140613,4,2.5,2690,7947,2,8,2690,0,1993,0,47.4248,-122.153 +20140604,3,1.5,1650,9380,1,7,1130,520,1978,0,47.4525,-122.162 +20140623,3,1.75,1840,7412,1,7,1240,600,1976,0,47.3933,-122.188 +20141029,4,3.75,3320,8234,2,10,3320,0,2014,0,47.5963,-122.2 +20150327,6,3,2860,17853,1,8,1430,1430,1962,2015,47.546,-122.175 +20141020,3,2.5,1800,4763,2,7,1240,560,1985,0,47.646,-122.362 +20140610,4,4.5,3870,35889,2,10,2530,1340,2001,0,47.4677,-122.01 +20141028,3,1.75,1620,37913,2,7,1620,0,1953,1975,47.2875,-122.289 +20150505,4,2.25,1780,10416,1,7,1060,720,1963,0,47.4414,-122.189 +20140703,3,1.5,1520,9041,1,7,1520,0,1954,0,47.6158,-122.213 +20150429,4,2.5,2850,25993,2,9,2850,0,1989,0,47.5318,-122.17 +20140513,4,2.5,2210,4861,2,9,2210,0,2013,0,47.6959,-122.364 +20140701,5,5.5,7050,42840,1,13,4320,2730,1978,0,47.6229,-122.22 +20140826,2,1,860,9000,1,6,860,0,1942,0,47.4801,-122.315 +20141106,5,1.75,2290,7900,1,7,1190,1100,1965,0,47.7577,-122.358 +20141123,3,2.5,1690,4000,2,7,1690,0,2004,0,47.6788,-122.034 +20150306,4,2.5,2110,4178,2,7,2110,0,2013,0,47.3612,-122.081 +20141124,3,2.5,2430,5128,1,8,1270,1160,1978,0,47.5198,-122.389 +20150220,2,1.5,1010,825,3,7,1010,0,2007,0,47.7124,-122.301 +20141003,2,1,1390,7740,1,6,1390,0,1925,0,47.5232,-122.371 +20140717,5,2.5,2900,9799,1,8,1450,1450,1959,0,47.6255,-122.208 +20140722,3,2.25,2190,45738,1,8,2190,0,1990,0,47.7108,-122.12 +20141112,3,2.5,1940,14952,2,8,1940,0,1994,0,47.3777,-122.165 +20140709,3,2,2250,14274,1,8,1500,750,1964,0,47.5762,-122.217 +20150303,4,2.5,2190,4944,2,8,2190,0,1999,0,47.5341,-121.866 +20140714,3,1.75,1650,9600,1,7,1650,0,1977,0,47.5779,-122.044 +20141013,2,1,700,4000,1,6,700,0,1943,0,47.5487,-122.391 +20141212,4,3,3280,62726,1.5,7,3280,0,1979,0,47.7509,-122.056 +20140925,4,2.5,2820,15000,2,9,2820,0,1985,0,47.7255,-122.101 +20150406,2,1,740,6550,1,5,740,0,1946,0,47.4807,-122.332 +20140509,4,2.5,2840,4500,2,8,2840,0,2012,0,47.7678,-122.237 +20140902,5,2.75,3890,9130,2,9,3890,0,2004,0,47.5407,-121.86 +20150109,4,3.75,3280,6000,2,9,3280,0,2014,0,47.554,-122.19 +20140620,3,3,4910,43560,2,10,4000,910,1989,0,47.5911,-122.131 +20140528,4,3,2580,209523,2,8,2580,0,1984,0,47.6932,-122.006 +20140925,2,1,740,6380,1,6,740,0,1912,0,47.6929,-122.318 +20141201,4,2.25,2190,3850,2,7,2190,0,2006,0,47.4854,-122.16 +20141209,3,2.5,1880,5000,2,7,1880,0,2010,0,47.3359,-122.054 +20141110,4,3,3060,50002,1,8,2460,600,1957,0,47.6205,-122.096 +20150310,4,2.5,2980,5896,2,8,2980,0,2001,0,47.6872,-122.036 +20150107,4,2.25,1770,8505,2,8,1770,0,1986,0,47.6904,-122.102 +20150320,3,1,1500,2555,2,7,1500,0,1910,0,47.627,-122.353 +20140730,3,1.75,1330,10523,1,7,1000,330,1981,0,47.4605,-122.206 +20140528,2,1,800,6240,1,6,800,0,1954,0,47.7257,-122.296 +20150316,3,2.25,1640,1023,3,8,1640,0,2014,0,47.6636,-122.319 +20141020,5,3.25,3830,6507,2,9,3830,0,2014,0,47.6843,-122.016 +20140915,4,1,2520,5500,1.5,8,1820,700,1912,0,47.5785,-122.292 +20140911,4,2.5,2170,5257,2,7,2170,0,1989,0,47.6999,-122.305 +20140521,4,2.5,2160,8005,2,7,2160,0,1993,0,47.2668,-122.231 +20141009,5,2.5,2340,7200,1,7,1300,1040,1975,0,47.7206,-122.211 +20150422,3,3,3610,17483,2,8,3610,0,1954,0,47.4852,-122.357 +20140627,3,1,910,8789,1,7,910,0,1966,0,47.4345,-122.326 +20150411,3,3.25,2090,51212,1,8,1510,580,1989,0,47.3097,-122.099 +20140908,5,3.5,4180,17841,2,10,3160,1020,1990,0,47.5618,-122.037 +20140926,4,2.5,3030,13068,2,9,3030,0,1978,0,47.6313,-122.172 +20150309,3,1.75,1270,7875,1,7,1270,0,1980,0,47.3696,-122.17 +20150318,4,2.5,2100,7355,1,7,2100,0,1969,0,47.5078,-122.161 +20140919,3,1,1260,24550,1.5,7,1260,0,1937,0,47.5442,-122.396 +20150505,3,1.75,2390,6000,1,6,1240,1150,1908,0,47.5362,-122.268 +20150402,3,3.5,3240,23522,2,10,2130,1110,1992,0,47.3388,-122.033 +20150324,4,1.75,1960,4340,1,8,980,980,1912,0,47.6847,-122.37 +20150512,5,4.25,4050,18827,1,10,2150,1900,1979,0,47.5323,-122.237 +20141118,5,4.5,5220,67319,2,11,5220,0,2001,0,47.7666,-122.128 +20150318,3,2.25,1700,12615,1,7,1300,400,1990,0,47.6965,-122.197 +20140916,4,2.5,2980,9235,1,8,1690,1290,1977,0,47.5513,-122.162 +20140612,3,2.5,1970,7500,2,8,1970,0,1988,0,47.2658,-122.218 +20140808,4,2.5,2575,4725,2,8,2575,0,2011,0,47.3058,-122.277 +20141204,3,2.25,1240,1250,3,8,1240,0,2014,0,47.6748,-122.377 +20140612,5,4,4410,14380,2,11,4410,0,2006,0,47.6463,-122.121 +20150309,4,3.25,3160,8876,2,9,2460,700,1997,0,47.5153,-122.178 +20141202,3,2.5,1770,7336,2,7,1770,0,1996,0,47.3639,-122.185 +20150409,4,3,2210,4191,2,7,2210,0,2004,0,47.2959,-122.225 +20140625,3,2,1460,6377,1,7,1460,0,1995,0,47.3679,-122.02 +20141218,4,1.5,1570,6717,1,6,1570,0,1911,0,47.307,-122.217 +20140629,3,2,1610,15005,1,7,1610,0,1986,0,47.6886,-121.911 +20140505,3,2.5,1790,2700,2,8,1790,0,2010,0,47.564,-122.093 +20140722,3,1,1000,8018,1,7,1000,0,1969,0,47.7285,-122.198 +20150115,3,1,1430,15246,1,7,980,450,1961,0,47.4075,-122.214 +20150406,3,1,1200,9194,1,7,1200,0,1952,0,47.7362,-122.319 +20141022,5,2.75,2960,28300,1,9,2160,800,1959,0,47.7606,-122.37 +20140818,4,1.75,2020,9750,1,7,1100,920,1975,0,47.6192,-122.055 +20141003,4,2.75,3390,16153,1,7,1970,1420,1961,0,47.3954,-122.184 +20140725,4,2.75,2160,4205,1,7,1080,1080,1969,0,47.7081,-122.276 +20140909,3,1,1010,8800,1,7,1010,0,1968,0,47.2761,-122.208 +20140605,3,2.5,2370,12753,2,7,2370,0,2001,0,47.7359,-121.984 +20140819,4,2.75,3010,15750,1,8,1560,1450,1973,0,47.7336,-122.183 +20141224,4,2.5,2970,5722,2,9,2970,0,2005,0,47.6134,-122.042 +20140923,3,1,2130,3825,1.5,7,2130,0,1917,0,47.5506,-122.281 +20150414,3,1,1230,9440,1,7,1230,0,1978,0,47.4657,-121.747 +20150402,4,1,1020,42966,1.5,6,1020,0,1922,0,47.7617,-122.11 +20150319,4,2.75,2680,8500,1,9,1480,1200,1962,0,47.5634,-122.156 +20141210,3,2,1350,8587,1,7,1350,0,1998,0,47.2073,-122.012 +20150507,5,2,2400,9537,1,7,1210,1190,1959,0,47.5112,-122.186 +20140627,3,2.5,2610,35000,2,10,2610,0,1988,0,47.7377,-122.101 +20150512,4,2.5,2700,10160,2,9,2700,0,1988,0,47.5685,-122.012 +20141001,5,3.5,5170,7197,3,11,3520,1650,1998,0,47.7561,-122.271 +20140623,2,1,880,6413,1,7,880,0,1950,0,47.573,-122.395 +20141118,3,2.5,1800,5372,2,8,1800,0,1987,0,47.7188,-122.177 +20140505,2,2.5,1590,1426,2,8,1590,0,2014,0,47.5441,-122.013 +20140822,3,2.5,1370,4400,1,8,1370,0,1988,0,47.7139,-122.203 +20150115,6,2.75,3400,5000,2,8,2860,540,1977,0,47.6728,-122.362 +20140808,5,2.5,2630,8470,1.5,8,2630,0,1968,0,47.2863,-122.196 +20140904,3,1.5,1950,7620,1,7,1010,940,1956,0,47.4594,-122.346 +20140512,5,2.25,2180,7813,2,7,2180,0,1986,0,47.3651,-122.051 +20141015,3,2.5,1660,5550,2,7,1660,0,2002,0,47.375,-122.304 +20140702,3,2.25,1550,5511,2,8,1550,0,1987,0,47.6946,-122.185 +20140508,2,1,1270,3008,1,6,650,620,1923,0,47.5351,-122.279 +20140603,4,2.25,1790,7203,1,7,1110,680,1973,0,47.7709,-122.294 +20150224,6,1.75,2490,8732,1.5,8,2490,0,1966,0,47.7252,-122.187 +20140521,2,1.75,1330,7200,1,7,1330,0,1993,0,47.4467,-122.281 +20140623,3,2,1310,6738,1,7,1310,0,1990,0,47.3694,-122.083 +20140819,2,1,1480,6210,1,7,1080,400,1950,0,47.774,-122.351 +20140919,4,2.5,1914,3150,2,8,1914,0,2009,0,47.43,-122.188 +20140618,4,2.5,1820,6753,2,7,1820,0,1994,0,47.3845,-122.032 +20150417,3,1,1460,8400,1,7,1460,0,1958,0,47.4243,-122.198 +20141114,2,1,880,3300,1,7,880,0,1909,0,47.6566,-122.36 +20140725,5,1.75,1550,5225,1.5,7,1550,0,1941,0,47.554,-122.306 +20140909,3,1.5,1310,9273,1,7,1310,0,1968,0,47.3683,-122.147 +20140623,5,3,3190,7081,1,9,1890,1300,2013,0,47.509,-122.24 +20141017,3,2.5,1190,1290,3,8,1190,0,2008,0,47.6762,-122.378 +20150218,2,1,1650,9780,1,7,950,700,1943,0,47.6549,-122.394 +20140917,4,2.5,2810,11560,1,7,1740,1070,1962,0,47.5846,-122.12 +20141110,2,1.5,1160,1086,2,7,890,270,2006,0,47.768,-122.315 +20141016,3,3,1530,9997,1,6,1020,510,1992,0,47.2861,-122.252 +20140703,3,3.25,3620,4000,2,10,2730,890,2005,0,47.6393,-122.403 +20140612,2,1,970,5665,1,6,970,0,1908,0,47.5513,-122.273 +20141024,2,1,1380,5820,1,7,1380,0,1918,1976,47.6875,-122.392 +20140603,3,1.75,2220,132858,1,7,1110,1110,1988,0,47.4853,-122.034 +20141112,4,3,2940,5763,1,8,1640,1300,1955,0,47.5589,-122.295 +20141114,3,2.5,1680,8512,2,7,1680,0,1991,0,47.1952,-121.986 +20140527,3,2,1840,4750,1,7,1010,830,1951,0,47.6862,-122.395 +20141112,3,2,1570,6300,1,7,820,750,1953,2005,47.5565,-122.275 +20150325,4,2.5,2755,11612,2,8,2755,0,2001,0,47.7394,-121.965 +20141021,3,2.5,2849,9588,2,10,2849,0,2001,0,47.6487,-122.079 +20140623,3,2,2950,12196,2,7,2310,640,1918,0,47.4702,-122.365 +20150312,4,2,1560,8800,2,6,1560,0,1942,1967,47.4927,-122.312 +20150414,3,2,1270,10713,1,7,1270,0,1969,0,47.7247,-122.181 +20150305,6,3,2290,6344,2,7,2290,0,1980,0,47.565,-122.37 +20150326,4,3,2460,10401,1,7,1700,760,1947,0,47.7106,-122.285 +20140912,3,3,2130,5000,1.5,7,1570,560,1913,0,47.5451,-122.284 +20140722,3,1,1320,5750,1.5,7,1320,0,1913,0,47.5288,-122.325 +20141006,3,2.5,1995,1483,3,8,1760,235,2005,0,47.6025,-122.31 +20150423,4,2.5,2660,8887,1,8,1880,780,1967,0,47.439,-122.342 +20140822,4,1.75,1660,11664,1,6,1010,650,1952,0,47.4943,-122.331 +20150414,3,1.5,1130,7200,1,7,1130,0,1954,0,47.5041,-122.253 +20140925,4,1.75,1820,7700,1,7,1100,720,1955,0,47.7545,-122.357 +20150430,3,2.5,2060,7658,2,8,2060,0,2003,0,47.2923,-122.36 +20141219,3,1.5,1510,11200,1,8,1510,0,1960,0,47.3347,-122.325 +20150513,3,2.75,3370,13929,2,9,2650,720,1986,0,47.3411,-122.197 +20140819,3,1.75,1620,1325,2.5,9,1430,190,2005,0,47.6498,-122.321 +20150306,3,1.75,2220,22081,1.5,7,2220,0,1922,0,47.4693,-122.364 +20140520,4,3.5,4560,16643,1,12,2230,2330,1995,0,47.5521,-122.115 +20140905,3,2.75,2730,38869,1.5,9,1940,790,1963,2001,47.4857,-122.361 +20141004,1,1,580,1799,1,7,580,0,1908,2005,47.6829,-122.375 +20150123,4,3.25,1900,2631,2,9,1250,650,2014,0,47.5869,-122.311 +20141027,4,3.75,4420,9492,2,9,3420,1000,1962,2005,47.7211,-122.283 +20140904,5,2.25,2350,13000,1,7,2350,0,1961,0,47.4939,-122.256 +20140515,3,1,1400,7066,1,8,1400,0,1957,0,47.7127,-122.325 +20140827,4,3.5,3510,11200,2,11,3510,0,2001,0,47.5193,-122.15 +20140516,3,1.75,1560,4049,1.5,7,1000,560,1926,0,47.5666,-122.375 +20150501,3,1.75,2340,7724,1,10,2340,0,2010,0,47.4593,-122.134 +20150401,3,1.75,1410,2052,2,8,1410,0,2014,0,47.5171,-122.347 +20140808,4,2.5,2550,17209,2,9,2550,0,1996,0,47.4836,-122.136 +20150203,4,2.5,2170,11511,2,8,2170,0,1992,0,47.3886,-122.188 +20140820,2,1.75,1160,2500,2,7,1160,0,2008,0,47.6489,-121.911 +20140828,2,2.5,2380,6600,1,8,2380,0,2010,0,47.717,-122.02 +20140910,3,1,900,2550,1,6,900,0,1978,0,47.3036,-122.363 +20150421,3,1.75,1320,7840,1,8,1320,0,1966,0,47.6024,-122.143 +20140508,3,2.75,3010,1842,2,9,3010,0,2011,0,47.5836,-121.994 +20140609,4,2.5,2170,14024,2,8,2170,0,1992,0,47.7346,-121.97 +20140902,3,2.5,1480,9743,2,7,1480,0,1996,0,47.3293,-122.001 +20140925,3,1,860,9403,1,6,860,0,1942,1990,47.6815,-122.173 +20141110,3,1,980,12812,1,7,980,0,1956,0,47.4892,-122.306 +20150219,3,2,1650,6000,1,7,1650,0,1990,0,47.2904,-122.353 +20140822,3,1.5,1240,7733,1,6,790,450,1941,0,47.714,-122.283 +20150330,4,1.75,2390,17717,1,8,2390,0,1964,0,47.5755,-122.218 +20141020,5,5.25,8010,45517,2,12,5990,2020,1999,0,47.6767,-122.211 +20150128,2,1,1410,7000,1,7,1410,0,1968,0,47.4908,-122.223 +20150106,3,2,1740,41275,1,8,1740,0,1974,1989,47.4914,-121.763 +20140618,4,2.5,4270,43386,1,10,2680,1590,1991,0,47.6915,-122.053 +20150217,3,2.5,2620,4874,2,7,2620,0,1999,0,47.5328,-121.879 +20140702,4,2.5,2890,7798,2,9,2890,0,2005,0,47.5456,-122.129 +20140509,4,2,1650,6000,1,7,1000,650,1959,0,47.5834,-122.307 +20140922,2,3.25,3000,24004,1,10,2410,590,1952,0,47.611,-122.157 +20140712,3,2.5,1320,1683,2,8,1270,50,2004,0,47.5357,-122.365 +20140516,4,1,1530,7200,1.5,7,1400,130,1948,0,47.5015,-122.262 +20141229,3,2,2320,7800,1,7,1160,1160,1960,0,47.5141,-122.316 +20140502,3,2.25,1970,35100,2,9,1970,0,1977,0,47.4635,-121.991 +20141106,2,1,830,4500,1,6,830,0,1920,0,47.5248,-122.265 +20150324,3,2.5,2450,7051,1,8,1870,580,1990,0,47.5308,-122.171 +20150224,4,2,1700,6375,1,7,850,850,1950,0,47.6973,-122.295 +20140710,2,2.5,2410,102366,1,7,1940,470,1912,1989,47.5629,-121.918 +20140623,3,1,1150,8145,1,6,990,160,1932,0,47.7471,-122.317 +20141031,3,2.25,2290,9047,2,8,2290,0,1984,0,47.5545,-122.163 +20150309,3,1,1350,8700,1.5,6,1350,0,1942,0,47.4497,-122.289 +20150507,4,3.5,4640,13404,2,10,4640,0,2007,0,47.531,-122.134 +20141209,4,3,3280,4904,2,7,3280,0,2005,0,47.6802,-122.033 +20150513,3,2,1640,4218,1,7,910,730,1941,0,47.6546,-122.344 +20150303,3,1,1580,6000,1,7,1580,0,1947,0,47.5286,-122.032 +20141029,3,2.5,1350,187313,1,7,1350,0,1997,0,47.7369,-122.049 +20141205,3,2.25,2150,9250,2,8,2150,0,1984,0,47.7179,-122.113 +20150423,6,4,5310,12741,2,10,3600,1710,1967,0,47.5696,-122.213 +20140620,5,3,2630,3149,2,8,1670,960,2013,0,47.5065,-122.171 +20150409,5,1.75,1880,16617,1,7,960,920,1963,0,47.6003,-122.132 +20150422,4,2.5,2150,7670,1,7,1240,910,1976,0,47.3942,-122.189 +20150407,4,2.75,2310,14745,1,7,1410,900,1993,0,47.377,-122.31 +20150319,4,2.5,2400,7092,2,7,2400,0,1997,0,47.7522,-122.338 +20140609,3,2.5,1960,4400,2,7,1960,0,2006,0,47.5384,-121.889 +20140529,4,2,1670,12056,1,7,1670,0,1955,0,47.7418,-122.244 +20140814,4,1.75,2260,19500,1,8,1450,810,1971,0,47.6555,-122.086 +20140828,4,2.5,4090,11225,2,10,4090,0,2005,0,47.581,-121.971 +20140715,5,3,3850,9457,2,9,2910,940,1963,0,47.727,-122.362 +20140530,3,2,1560,7352,1,6,1560,0,1992,0,47.2804,-122.251 +20140707,3,2.5,1420,1237,3,8,1420,0,2014,0,47.674,-122.387 +20140813,2,2.5,1590,1679,2,8,1590,0,2012,0,47.5449,-122.011 +20140814,2,1,1130,3800,1,7,1130,0,1916,0,47.6862,-122.378 +20141007,2,1,770,6542,1,6,770,0,1948,0,47.747,-122.301 +20140603,3,2.75,2390,9313,1,8,1390,1000,1942,0,47.7209,-122.331 +20141114,3,2,1660,3600,1,7,1000,660,1939,2006,47.6789,-122.351 +20150402,3,1.5,1620,21929,2,7,1620,0,1990,0,47.767,-121.903 +20140708,4,2.5,2150,3143,2,7,2150,0,2010,0,47.5048,-122.154 +20150209,3,1,1610,7140,1,7,1080,530,1976,0,47.3943,-122.189 +20140523,4,1.5,1930,15531,2,7,1930,0,1979,0,47.345,-122.296 +20150422,4,2.5,2070,2992,2,8,2070,0,2002,0,47.4496,-122.12 +20150420,4,2.25,2580,8820,1,9,1620,960,1967,0,47.3122,-122.376 +20150305,2,1,700,8174,1,5,700,0,1941,0,47.5136,-122.349 +20140708,3,2,960,9380,1,6,960,0,1949,0,47.4852,-122.343 +20141006,4,1.75,2120,9706,1,7,1370,750,1965,0,47.4939,-122.297 +20150407,4,4.25,4883,26040,2,10,3859,1024,2006,0,47.263,-122.216 +20140612,3,2,1769,9300,1,7,1769,0,1955,2009,47.441,-122.342 +20150330,4,2.5,2310,5526,2,9,2310,0,2003,0,47.6299,-122.02 +20150428,4,2.5,2730,4526,2,7,2730,0,2009,0,47.491,-122.153 +20141023,3,2.25,2030,16200,2,8,2030,0,1984,0,47.5162,-122.057 +20150324,4,2.5,3140,12591,2,9,3140,0,1993,0,47.3826,-122.146 +20140605,3,3.5,3250,6000,2,10,2500,750,2001,0,47.5533,-122.391 +20150325,4,2.25,1930,8338,1,8,1930,0,1968,0,47.7026,-122.285 +20150420,5,2.75,3250,8100,2,8,3250,0,2014,0,47.7133,-122.311 +20140718,3,3,2100,2409,2,8,1660,440,2008,0,47.5973,-122.298 +20150330,3,1,980,9115,1,7,980,0,1968,0,47.3737,-122.312 +20140702,4,3.25,4040,18916,1,9,4040,0,1954,0,47.6155,-122.238 +20140523,5,3.25,3400,7452,2,10,3400,0,1999,0,47.6141,-122.136 +20140522,4,3.25,3440,35021,2,10,3440,0,1983,0,47.6476,-122.184 +20140924,4,1,2290,6300,1.5,7,2150,140,1921,0,47.5917,-122.29 +20140918,3,2.5,2860,8935,2,8,2860,0,2004,0,47.5336,-121.855 +20140729,3,2,2740,23505,2,10,2740,0,1988,0,47.319,-122.26 +20150106,4,1,1170,34925,1,6,1170,0,1942,0,47.5305,-121.841 +20140717,5,1.75,1798,11232,1,7,1798,0,1967,0,47.3266,-122.291 +20140619,6,2,1670,3000,1,7,900,770,1911,0,47.6637,-122.316 +20150317,2,1,620,6600,1,6,620,0,1963,0,47.4862,-122.33 +20150220,3,2.5,1950,13227,2,9,1950,0,1978,0,47.7217,-122.256 +20150211,4,2.25,1660,3200,2,7,1660,0,2011,0,47.3666,-122.019 +20140606,4,2,1880,14653,2,8,1880,0,1978,0,47.6959,-121.921 +20140908,3,1.5,1750,7000,2,8,1750,0,1983,0,47.3108,-122.346 +20141201,3,2.25,1200,2845,2,7,1200,0,1986,0,47.7151,-122.203 +20140602,3,1,960,6634,1,6,960,0,1952,0,47.7264,-122.31 +20150424,4,2.25,2860,11545,1,8,1430,1430,1966,0,47.588,-122.168 +20140922,4,2.25,2270,11997,1,7,1540,730,1959,0,47.4095,-122.296 +20150123,3,1,1520,2500,1.5,8,1520,0,1912,0,47.6347,-122.352 +20150102,4,3.5,3780,7769,2,9,3110,670,2001,0,47.691,-122.129 +20140922,4,2.75,4510,5000,2.5,8,3270,1240,1941,2000,47.6852,-122.4 +20141106,4,1.75,1530,8152,1,6,910,620,1948,0,47.7557,-122.328 +20141126,5,3.25,3230,5000,2,9,2350,880,2002,0,47.5202,-122.393 +20150425,3,2.5,2480,6180,2,9,2480,0,1999,0,47.4044,-122.208 +20140822,3,3,2090,7634,1,8,1450,640,2001,0,47.7408,-121.974 +20150422,3,2,1510,3760,1,7,930,580,1925,0,47.5425,-122.39 +20150327,2,1,1290,1289,2,7,1030,260,2005,0,47.6006,-122.305 +20140513,3,1.5,1270,5112,1,7,1270,0,1950,0,47.676,-122.288 +20140624,4,5,4550,18641,1,10,2600,1950,2002,0,47.6053,-122.077 +20140521,2,1,1030,4841,1,7,920,110,1939,0,47.686,-122.341 +20140818,2,1,1170,5150,1,6,980,190,1907,0,47.5503,-122.283 +20140818,3,1.75,1470,5000,1.5,7,1470,0,1900,0,47.6755,-122.369 +20140926,4,2.5,2570,22215,2,7,2570,0,1958,0,47.4833,-122.157 +20141022,3,2.25,1330,7200,1,7,900,430,1974,0,47.5102,-122.364 +20140611,4,2.5,3470,32109,2,10,3470,0,1995,0,47.7311,-122.036 +20150316,3,1,1480,8415,1,7,1080,400,1967,0,47.4585,-122.283 +20141007,5,2.25,2530,8250,2,7,2530,0,1961,0,47.6117,-122.134 +20150403,3,2.5,1300,1331,3,8,1300,0,2007,0,47.6607,-122.352 +20140618,4,2.5,2610,4595,2,8,2610,0,2008,0,47.7728,-122.235 +20141016,4,2.5,2830,8399,2,9,2830,0,1998,0,47.5851,-122.034 +20140610,3,1.75,1890,9100,2,7,1890,0,1952,0,47.7676,-122.339 +20140724,2,2.5,1320,1395,2,8,990,330,2014,0,47.6689,-122.362 +20140924,4,3,4180,35169,2,11,4180,0,1986,1998,47.4,-122.027 +20150505,1,1,1940,6300,1,8,1940,0,1963,0,47.5782,-122.4 +20140529,3,2.5,1360,1016,3,7,1310,50,2003,0,47.6774,-122.324 +20140903,3,1.75,2600,7668,1,8,1300,1300,1968,0,47.3402,-122.046 +20140703,4,2.5,2020,4350,2,9,1730,290,1943,0,47.6503,-122.41 +20150416,4,3.5,3200,6420,2,9,3200,0,2006,0,47.3545,-122.001 +20140924,4,2.5,2110,10100,1,8,2110,0,1968,2005,47.567,-122.151 +20150429,3,1,980,5600,1,6,980,0,1949,0,47.5308,-122.361 +20150331,4,1,1560,7980,1,7,1170,390,1939,0,47.5093,-122.387 +20150413,3,1.5,1710,4000,2,8,1710,0,1926,0,47.5714,-122.385 +20140822,3,2.25,1960,7414,1,7,1490,470,1984,0,47.2977,-122.374 +20140531,3,2.25,1760,1146,3,9,1760,0,2014,0,47.6073,-122.304 +20140603,3,1,1250,15603,1,7,1250,0,1959,0,47.5093,-122.172 +20140804,3,2.5,2050,4876,2,8,2050,0,2005,0,47.7746,-122.158 +20140820,3,2.5,1580,12250,2,8,1580,0,1993,0,47.3771,-122.315 +20140619,4,2.5,2640,8625,2,8,2640,0,1987,0,47.4598,-122.15 +20140618,3,2,2120,4080,2,7,2120,0,2003,0,47.682,-122.037 +20150325,3,1,1240,5250,1.5,6,1240,0,1904,0,47.4917,-122.206 +20140527,2,1,1180,9350,1,6,1180,0,1918,0,47.4889,-122.259 +20141015,1,1,580,7200,1,6,580,0,2000,0,47.5249,-122.373 +20140826,4,2.5,2890,15067,2,9,2890,0,2003,0,47.5666,-121.907 +20150427,3,1.5,1460,6480,1,7,980,480,1940,0,47.6962,-122.397 +20150408,3,1.75,1360,5850,1,7,1000,360,1938,0,47.5711,-122.391 +20141007,4,1.5,2430,4995,1.5,7,1730,700,1928,0,47.5782,-122.292 +20141118,4,2.25,2020,4960,2,7,1710,310,1938,0,47.6867,-122.369 +20140617,3,1.5,1270,20700,1,7,1150,120,1948,0,47.7576,-122.296 +20150422,4,2.5,2250,10696,2,8,2250,0,1996,0,47.5715,-122.128 +20150501,3,1.5,1430,11173,1,7,1430,0,1955,0,47.5734,-122.153 +20140801,4,2.25,1970,15743,1,7,1370,600,1962,0,47.7673,-122.202 +20141211,4,2.5,2400,7215,2,8,2400,0,1992,0,47.2944,-122.371 +20140610,3,2,2110,5150,1,6,1080,1030,1919,0,47.5521,-122.271 +20140711,4,2.5,3500,9198,2,9,3500,0,2004,0,47.6785,-122.025 +20150325,3,1,1150,8000,1.5,6,1150,0,1913,1957,47.2749,-122.252 +20141025,4,1.5,1580,6200,1,6,790,790,1944,0,47.4971,-122.24 +20150508,3,1,1190,5280,1,7,1190,0,1957,0,47.5131,-122.383 +20140925,3,2,1750,4990,1,7,950,800,1916,0,47.6667,-122.361 +20141021,4,3.25,4110,15488,2,11,4110,0,1995,0,47.5493,-122.117 +20140818,3,1,1170,7395,1,7,1170,0,1969,0,47.4627,-122.19 +20140707,3,2.25,1680,9090,1,7,1130,550,1959,0,47.6068,-122.13 +20140709,4,3.5,4440,10660,2,11,4440,0,2003,0,47.5294,-122.137 +20150331,4,2.5,2770,89298,2,8,2770,0,2004,0,47.6624,-122.01 +20150403,1,1,1160,5000,2,7,1160,0,2000,0,47.5883,-122.311 +20140912,3,1.5,1210,7560,1,7,1210,0,1941,0,47.5255,-122.374 +20150421,3,1.5,1280,4720,1,7,850,430,1941,0,47.5509,-122.377 +20150327,3,1,1040,8970,1,6,1040,0,1961,0,47.3283,-122.337 +20141023,3,1,1340,4000,1.5,7,1340,0,1927,0,47.6652,-122.288 +20140709,3,2.5,3010,7014,2,8,3010,0,2009,0,47.4949,-122.149 +20140919,4,2.5,2780,6737,2,9,2780,0,2002,0,47.5656,-122.122 +20140806,3,2.5,1330,1200,3,7,1330,0,2002,0,47.7034,-122.344 +20140717,3,3.25,1740,1693,2,8,1360,380,2007,0,47.558,-122.382 +20140701,4,2.5,2180,10140,1,7,1180,1000,1968,0,47.6822,-122.111 +20140806,2,1,800,5080,1,7,800,0,1938,0,47.6978,-122.314 +20140716,3,1.75,2040,12065,1,8,2040,0,1987,0,47.3756,-122.044 +20150420,5,2.75,3110,6621,2,9,3110,0,2006,0,47.543,-121.888 +20140924,3,1,1310,7000,1,7,1310,0,1958,0,47.6019,-122.123 +20150116,4,2.75,4020,18745,2,10,2830,1190,1989,0,47.6042,-122.21 +20150428,3,1.75,2110,15400,1,7,1380,730,1963,0,47.4861,-122.226 +20140620,5,2.5,2200,4080,1.5,7,1420,780,1916,0,47.6872,-122.35 +20141103,3,1,1070,8250,1,7,1070,0,1961,0,47.2899,-122.192 +20150203,3,1.75,1510,9720,1,7,1510,0,1948,1976,47.7728,-122.258 +20150107,2,1.75,1440,4660,1,8,1440,0,2008,0,47.7092,-122.015 +20150213,4,2.5,2230,5500,2,7,2230,0,1999,0,47.3533,-122.023 +20140911,3,2.5,1960,4709,2,7,1960,0,2003,0,47.5322,-121.871 +20150126,5,2.5,1970,12375,1,8,1570,400,1959,0,47.7412,-122.354 +20140512,5,1.75,3380,20021,1,8,1690,1690,1963,0,47.6395,-122.211 +20141105,3,1,1190,8820,1,6,1190,0,1959,0,47.4616,-122.184 +20140619,4,2.25,2060,10358,1,8,1320,740,1962,0,47.5478,-122.174 +20141118,3,1.75,2820,8879,1,7,1540,1280,1920,1957,47.5094,-122.376 +20150316,3,1.5,1730,9509,2,8,1270,460,1955,0,47.7067,-122.282 +20140904,3,1.75,1540,9450,1,6,1040,500,1919,0,47.6985,-122.348 +20140826,4,2.5,2900,4950,2,8,2900,0,2004,0,47.7717,-122.236 +20141212,3,1,1220,6000,1,7,1220,0,1961,0,47.2811,-122.214 +20141203,4,1,2180,10617,1.5,7,2180,0,1950,0,47.7522,-122.307 +20150421,5,2.75,3190,5857,2,9,3190,0,2004,0,47.4575,-122.119 +20140507,3,2.5,1600,7000,2,8,1600,0,1993,0,47.3534,-122.057 +20150312,4,1.5,1780,5100,1,7,1320,460,1953,0,47.6944,-122.288 +20140911,4,3.5,3380,8098,1,9,1690,1690,1952,0,47.6839,-122.19 +20150413,2,2.25,1100,1114,2,8,900,200,2009,0,47.6199,-122.304 +20140507,3,2.25,1660,8307,1,8,1660,0,1961,0,47.7575,-122.352 +20140926,4,2.5,2100,7366,2,8,2100,0,1997,0,47.3703,-122.107 +20140529,6,2.5,4410,14034,1,9,2350,2060,1965,0,47.3376,-122.324 +20140807,2,1.5,1340,1286,2,8,1190,150,2006,0,47.617,-122.309 +20150311,2,1,1100,7680,1,7,1100,0,1950,0,47.7439,-122.339 +20140519,4,1,1660,4690,1.5,7,1260,400,1945,0,47.6829,-122.378 +20141217,3,2.5,2470,7700,2,8,2470,0,1990,0,47.4096,-122.17 +20140609,2,2,1030,21712,1,6,1030,0,1938,0,47.4905,-122.331 +20150224,3,2.25,2210,7680,1,8,1730,480,1972,0,47.7729,-122.389 +20140919,3,2.5,1700,6698,2,7,1700,0,1997,0,47.3826,-122.028 +20140805,3,2.5,2440,5750,2,9,1980,460,2000,0,47.565,-122.381 +20150123,2,1,710,4800,1,6,710,0,1950,0,47.6212,-122.298 +20150126,5,3.25,3490,23400,1,8,1890,1600,1957,0,47.5701,-122.124 +20140915,3,2,1600,16530,1,7,1600,0,1967,0,47.5821,-122.016 +20140911,6,2.25,2450,25600,1,7,1340,1110,1957,0,47.6061,-122.117 +20140611,3,2.5,2210,7557,2,9,2210,0,1989,0,47.3079,-122.393 +20140528,3,2,2520,5400,1.5,8,1410,1110,1906,0,47.6365,-122.361 +20150408,3,2,1720,2000,1.5,8,1060,660,1910,2000,47.6384,-122.35 +20140807,3,1.75,1580,7875,1,7,1580,0,1979,0,47.1958,-122.003 +20150212,4,2.5,3170,5340,2,7,3170,0,2000,0,47.4911,-122.138 +20141203,3,2.25,1540,1005,3,8,1540,0,2008,0,47.6827,-122.346 +20150204,2,1,1140,23779,1.5,6,1140,0,1966,0,47.6948,-122.172 +20141114,3,1,1100,5400,1.5,7,1100,0,1908,0,47.6604,-122.396 +20140819,4,2.25,2160,8817,1,7,1460,700,1965,0,47.7595,-122.356 +20140618,5,2.75,2870,4461,1,7,1650,1220,1976,0,47.675,-122.39 +20141117,3,1,1040,9800,1,7,1040,0,1955,0,47.5765,-122.155 +20150427,3,1.75,1070,6110,1,7,1070,0,1968,0,47.3249,-122.207 +20150417,3,2.5,2120,7401,2,8,2120,0,1989,0,47.5781,-122.018 +20140908,3,2.5,2070,3986,2,8,2070,0,1999,0,47.5348,-121.877 +20140812,3,2.25,1400,3825,2,7,1400,0,2012,0,47.3596,-122.082 +20150121,4,1.75,1820,22043,2.5,7,1820,0,1918,0,47.7606,-122.28 +20150504,3,3,2780,6000,2,9,2780,0,2013,0,47.5184,-121.886 +20141017,3,2,1420,16000,1,7,1420,0,1966,0,47.478,-122.358 +20141104,5,2.75,2330,8000,1,7,1550,780,1972,0,47.6651,-122.144 +20140925,1,1,790,2400,1,7,790,0,1918,0,47.6178,-122.299 +20140702,6,4.5,3830,4800,3,9,3050,780,1919,2004,47.6404,-122.361 +20140801,4,2.5,1750,11381,1,7,1610,140,1947,0,47.7425,-122.321 +20140801,4,2.5,3140,7260,2,8,2200,940,2004,0,47.5664,-122.124 +20150512,5,2.25,1960,8592,1,8,1290,670,1958,0,47.6066,-122.192 +20150508,3,1.75,1500,6000,1,7,850,650,1940,0,47.6474,-122.402 +20150401,5,3.5,4380,14925,2,11,4380,0,2003,0,47.5848,-121.969 +20140818,3,1,1630,8308,1.5,7,1630,0,1948,0,47.5075,-122.378 +20140925,3,1,1350,14212,1,6,1350,0,1981,0,47.6606,-122.06 +20140926,4,2.5,3000,8645,2,8,3000,0,1985,0,47.7315,-122.224 +20140626,2,1,920,7569,1,6,920,0,1950,0,47.4951,-122.302 +20141016,5,1.75,2040,8996,1,7,1020,1020,1962,0,47.588,-122.118 +20140624,3,1.75,2300,35722,1,9,2300,0,1984,0,47.7455,-122.112 +20141028,3,2.25,1380,3015,2,7,1380,0,2009,0,47.6783,-122.157 +20141007,4,2.75,2910,9000,1,8,2130,780,1966,0,47.544,-122.176 +20140603,3,2,2140,4923,1,8,1070,1070,1928,0,47.6902,-122.339 +20140619,4,2.25,2150,20181,1,7,1090,1060,1963,0,47.7627,-122.245 +20150331,3,1,990,7590,1,6,990,0,1959,0,47.6228,-122.121 +20150123,3,1.75,1650,16200,1,7,1650,0,1976,0,47.3926,-122.168 +20150407,3,2.5,2520,10012,2,10,2520,0,1987,0,47.6295,-122.051 +20141201,6,3.5,3720,11690,2,10,3720,0,2003,0,47.5699,-122.226 +20150426,3,2.5,2660,206480,1,8,2660,0,1989,0,47.6042,-121.956 +20140705,3,2.5,1540,1326,3,8,1390,150,1995,0,47.6457,-122.374 +20141120,3,2,1650,11256,1,7,1250,400,1957,0,47.4707,-122.26 +20141024,3,1.75,1270,8470,1,7,1270,0,1960,0,47.4207,-122.29 +20150126,2,1,960,3235,1,7,960,0,1916,0,47.661,-122.344 +20140825,4,2.25,2430,7490,2,8,2430,0,1983,0,47.4406,-122.139 +20150217,1,0,670,43377,1,3,670,0,1966,0,47.2638,-121.906 +20141203,3,2.5,2320,5000,2,8,1620,700,1907,1993,47.6278,-122.292 +20150116,3,2.5,1690,3322,2,7,1690,0,2003,0,47.6824,-122.036 +20140716,3,1.75,1670,5375,1,7,1270,400,1952,0,47.6416,-122.397 +20150428,3,2.25,1560,9706,1,7,1560,0,1963,0,47.3191,-122.213 +20141118,5,3.25,3960,321908,2,9,2690,1270,1989,0,47.3984,-122.055 +20140722,3,1,1110,7000,1.5,7,1110,0,1955,0,47.754,-122.341 +20140611,3,1,1140,5500,1.5,6,1140,0,1908,0,47.6606,-122.395 +20150227,3,2.5,2910,10044,2,10,2910,0,1989,0,47.5845,-122.199 +20150323,3,1,1320,5000,1.5,7,1320,0,1912,0,47.5711,-122.386 +20140724,2,1,710,4000,1,6,710,0,1909,0,47.5535,-122.269 +20150107,3,2.25,1480,7200,1,7,1190,290,1975,0,47.3037,-122.375 +20140616,3,2.5,1700,3150,2,8,1700,0,2005,0,47.5505,-121.998 +20150507,4,2,2750,5527,2,8,2130,620,1901,1987,47.6513,-122.368 +20140603,4,2.5,3030,9687,2,8,2020,1010,1998,0,47.485,-121.799 +20140812,4,2.5,2780,6235,2,8,2780,0,2001,0,47.5976,-122.039 +20150318,2,1.75,1740,5100,1,6,580,1160,1915,0,47.5211,-122.33 +20150402,3,1.75,2060,3500,1,7,1030,1030,1951,0,47.5635,-122.282 +20140618,3,2.25,1490,1294,2,7,1220,270,2010,0,47.5569,-122.363 +20141113,3,1.5,1510,8360,1,7,1120,390,1960,0,47.6119,-122.133 +20141202,2,2.25,1230,1078,2,7,1160,70,2008,0,47.5324,-122.073 +20141210,3,2.75,2200,9600,1,8,1570,630,1977,0,47.3438,-122.323 +20140910,2,1,1510,3360,1,7,880,630,1924,0,47.6135,-122.297 +20140613,3,1.75,1640,7437,1,7,1090,550,1948,0,47.5324,-122.38 +20140527,3,1.75,1980,8100,1,7,1310,670,1949,0,47.7353,-122.331 +20141016,3,2.5,1610,3517,2,8,1610,0,2005,0,47.4496,-122.189 +20150318,3,2.5,1880,6047,2,8,1880,0,1993,0,47.3722,-122.044 +20150223,5,3,2680,9624,2,7,1870,810,1995,0,47.3279,-122.006 +20140922,3,2.25,1350,2839,2,7,1350,0,2003,0,47.6824,-122.036 +20140623,3,2.5,3310,5300,2,8,2440,870,2008,0,47.5178,-122.389 +20141014,4,2.5,2210,5077,1.5,8,1480,730,1912,0,47.5719,-122.377 +20140723,3,2.5,1630,1587,3,8,1630,0,2004,0,47.6693,-122.393 +20140707,3,1.5,1820,12686,1,7,1820,0,1952,0,47.5886,-122.195 +20150312,3,1,1110,4800,1.5,7,1110,0,1946,0,47.6857,-122.378 +20141231,3,2.5,1990,9995,2,7,1990,0,1996,0,47.383,-122.305 +20140910,3,3,1790,2003,2,7,1480,310,2006,0,47.5421,-122.321 +20140826,4,1.75,1850,5712,1,7,1850,0,1954,0,47.6966,-122.324 +20140905,2,1,1240,12092,1,6,960,280,1922,1984,47.4957,-122.352 +20150327,3,1.5,1180,11579,1,7,1180,0,1962,0,47.4502,-122.089 +20141111,4,2.75,1820,5400,1,7,1220,600,1988,0,47.5204,-122.205 +20140602,2,2.5,1380,1073,2,7,1140,240,2011,0,47.5462,-122.369 +20141103,3,2.5,2510,4106,2,9,2510,0,2003,0,47.5494,-121.994 +20150223,4,2.5,2310,5813,2,8,2310,0,2014,0,47.5107,-122.362 +20150420,4,3,1890,35280,1,9,1510,380,1979,0,47.7112,-122.099 +20140813,4,1.75,2000,5100,1,7,1130,870,1949,0,47.6798,-122.391 +20141021,3,3.25,1710,1960,2,8,1360,350,2004,0,47.5479,-122.003 +20150505,3,2.5,1470,1445,2,8,1160,310,2005,0,47.5468,-121.998 +20140922,3,2.25,1670,6600,2,7,1670,0,1990,0,47.3604,-122.089 +20140624,3,2,2540,4750,1.5,9,1840,700,1930,0,47.6838,-122.4 +20141020,4,2.5,4040,25752,2,10,4040,0,2000,0,47.4579,-122.068 +20150429,3,2.5,1770,3205,2,9,1770,0,2005,0,47.6658,-122.084 +20140602,2,1,990,4802,1,7,990,0,1947,0,47.6876,-122.395 +20141119,3,2.5,2100,9040,1,8,1700,400,1989,0,47.5329,-122.173 +20140626,5,3,4480,5000,2.5,12,3420,1060,1902,0,47.6275,-122.315 +20140625,3,1.5,1840,5000,1.5,7,1340,500,1915,0,47.6652,-122.362 +20150417,4,1.75,1870,8663,1,7,1870,0,1949,0,47.7366,-122.35 +20150401,4,2.5,1670,5116,2,8,1670,0,1999,0,47.7667,-122.33 +20140919,4,1.75,2570,12039,1,8,1910,660,1978,0,47.626,-122.048 +20140815,3,2,2090,5015,1.5,7,2090,0,1920,0,47.6378,-122.301 +20150123,4,3,1900,9077,2,7,1900,0,1954,2015,47.7684,-122.304 +20141113,2,1.5,980,1296,2,7,840,140,2001,0,47.7075,-122.336 +20140626,3,2,2460,41343,1,8,2460,0,1988,0,47.5142,-122.021 +20140910,5,2.75,2920,5250,1.5,7,1800,1120,1911,0,47.3072,-122.221 +20140603,3,2.25,1540,5338,1,7,770,770,1954,0,47.6942,-122.304 +20140507,2,2.25,2550,5663,1,10,1720,830,2011,0,47.5304,-122.202 +20140613,3,1.5,1210,5240,1,7,610,600,1983,0,47.5524,-122.356 +20140606,3,1.5,1730,40250,2,8,1730,0,1983,0,47.7499,-122.111 +20140718,5,3.25,3730,10626,1,10,3730,0,1963,0,47.624,-122.221 +20140805,3,2.5,2120,9307,2,9,2120,0,1984,0,47.5477,-122.141 +20140729,3,1.5,1980,4000,2,8,1980,0,1919,0,47.6364,-122.351 +20150425,3,1,1240,5200,1,6,1240,0,1969,0,47.3701,-122.079 +20140722,3,1,1320,11457,1,8,1320,0,1959,0,47.7738,-122.261 +20141119,3,2.25,2580,7434,1,7,1630,950,1963,0,47.7446,-122.332 +20140506,3,1.75,2130,6500,1,8,1170,960,1954,0,47.6424,-122.386 +20140912,3,2.5,2240,7565,2,8,2240,0,1999,0,47.3485,-122.301 +20141216,2,2.25,1610,1968,2,7,1610,0,1979,0,47.5184,-122.196 +20140717,4,3.25,4800,12727,2,10,4800,0,2011,0,47.5311,-122.134 +20140702,5,6.25,8020,21738,2,11,8020,0,2001,0,47.5675,-122.189 +20150112,4,2.5,2880,8061,2,9,2880,0,1988,0,47.439,-122.152 +20141217,4,2.75,4600,322188,1,10,2400,2200,1989,0,47.4626,-121.739 +20141013,3,1.75,1600,8156,1,7,1600,0,1948,0,47.7397,-122.3 +20150303,3,1.5,1480,9606,1,7,1100,380,1964,0,47.2978,-122.363 +20140717,4,2.5,2080,4080,1,7,1040,1040,1962,0,47.572,-122.29 +20141121,3,1.75,1210,6175,1,7,1210,0,1976,0,47.7291,-122.202 +20141007,2,1.75,1060,1202,2,7,760,300,2003,0,47.5426,-122.388 +20141006,3,2.5,1940,10800,1,8,1340,600,1979,0,47.7471,-122.075 +20140716,3,1,1350,7085,1,7,1350,0,1944,0,47.7318,-122.305 +20140811,5,3,2710,4200,2,7,1890,820,1919,2014,47.6754,-122.307 +20140714,3,1.75,1510,8250,1,8,1510,0,1962,0,47.6183,-122.113 +20140611,5,3.5,2100,5107,2,7,1410,690,1999,0,47.5108,-122.257 +20140916,4,1.75,2350,5946,1,8,1350,1000,1957,0,47.6879,-122.298 +20150224,3,2.5,1750,22357,2,8,1750,0,1994,0,47.4807,-121.779 +20141024,4,2.25,2850,7453,2,9,2850,0,1991,0,47.7439,-122.174 +20140721,3,1,1010,8848,1,7,1010,0,1968,0,47.2742,-122.299 +20150223,4,2.5,2120,15000,2,8,2120,0,1983,0,47.7159,-122.1 +20140612,3,1,1210,5750,1.5,7,1210,0,1910,0,47.5403,-122.391 +20141008,3,3.5,3350,5025,2,8,2670,680,2014,0,47.5699,-122.296 +20150422,2,1,1120,6141,1,7,900,220,1946,0,47.6924,-122.372 +20150107,3,1.5,2000,15265,1,8,1540,460,1967,0,47.387,-122.281 +20150424,2,1,1630,9255,1,7,1630,0,1941,0,47.7222,-122.332 +20150501,6,2.75,2980,20000,1,8,2130,850,1965,0,47.7599,-122.375 +20141120,4,2,2720,8819,2,8,2240,480,1976,0,47.338,-122.333 +20140527,4,3.25,4060,13000,2,11,4060,0,2000,0,47.581,-122.246 +20141224,2,1,1440,7130,1,7,1210,230,1948,0,47.6778,-122.267 +20140702,4,2,2090,10800,1,7,2090,0,1951,0,47.5759,-122.223 +20150429,5,2.5,2200,8500,1,7,1400,800,1971,0,47.3073,-122.006 +20150304,4,3.25,2840,4000,2,9,2330,510,2014,0,47.5529,-122.293 +20140902,2,1,770,8612,1,6,770,0,1953,0,47.7547,-122.323 +20150326,3,2.25,2770,57745,2,8,2770,0,1985,0,47.775,-122.124 +20141229,3,2,1540,10410,1,7,1540,0,1967,0,47.3662,-122.315 +20150130,3,1.75,1700,9840,1,8,1200,500,1976,0,47.5192,-122.046 +20140707,2,1,1190,4440,1,6,1190,0,1981,0,47.7135,-122.287 +20140924,3,2.5,2390,47480,2,9,2390,0,2007,0,47.4517,-122.084 +20150331,3,1,1250,8200,1,7,1250,0,1954,0,47.3255,-122.304 +20140724,3,1.75,1580,9705,1,7,1580,0,1977,0,47.3819,-122.09 +20140603,3,1.75,1970,10270,1,8,1970,0,1966,0,47.3619,-122.285 +20140729,4,2.5,3160,39960,1,10,3160,0,1980,0,47.6418,-122.157 +20140930,4,2.5,2980,8786,2,8,2980,0,2003,0,47.378,-122.03 +20141208,3,1.75,1890,10292,1,8,1890,0,1969,0,47.535,-122.234 +20140804,4,1.75,1580,9382,1,7,1080,500,1963,0,47.6353,-122.232 +20141203,2,1,990,3120,1,7,790,200,1907,0,47.68,-122.353 +20150218,3,1,1810,7200,1,7,1130,680,1954,0,47.7493,-122.351 +20141022,4,2.75,3160,7143,1.5,8,2100,1060,1933,0,47.6513,-122.406 +20141027,4,1,1920,6480,1.5,7,1920,0,1920,0,47.6897,-122.374 +20150312,3,1.75,1360,13320,1,7,1360,0,1985,0,47.4625,-122.069 +20140725,3,2.5,2270,7917,2,8,2270,0,1986,0,47.2643,-122.22 +20140605,3,2.5,1480,1485,2,8,1280,200,2007,0,47.6376,-122.326 +20141007,5,2.75,3000,9473,1,8,1500,1500,1966,0,47.6567,-122.13 +20140926,3,1,820,5150,1,6,820,0,1918,0,47.5514,-122.284 +20140930,5,1,1280,3876,1.5,7,1280,0,1923,0,47.6605,-122.324 +20140801,2,1.5,1840,9000,1,8,1340,500,1957,0,47.5281,-122.388 +20140826,4,1,1780,4000,1.5,7,1780,0,1922,0,47.6624,-122.354 +20140609,3,1.75,1230,7500,1,7,1230,0,1987,0,47.7316,-122.224 +20141031,3,3,1530,1568,3,8,1530,0,2012,0,47.6998,-122.367 +20141010,5,3.75,3360,6000,2,8,2640,720,1963,1999,47.558,-122.277 +20150121,3,2.75,1820,7517,1,9,1820,0,1997,0,47.5705,-122.406 +20140530,4,2.5,3150,13700,2,9,3150,0,1966,0,47.5309,-122.224 +20150305,3,1.75,1600,7232,1,8,1600,0,1966,0,47.6293,-122.121 +20141020,3,2,1540,3600,2,8,1540,0,1900,1988,47.6343,-122.283 +20150514,5,3,3320,5354,2,9,3320,0,2004,0,47.6542,-122.331 +20140616,4,2.5,3070,34412,1,9,2070,1000,1950,0,47.64,-122.24 +20150330,3,2.5,2780,6000,2,9,2780,0,2004,0,47.4569,-122.118 +20150402,4,3.75,3560,13959,2,9,3560,0,1972,0,47.5575,-122.211 +20140521,3,2.5,2720,6014,2,7,2720,0,2002,0,47.3344,-122.174 +20140709,3,1.5,1950,15954,1,8,1950,0,1959,0,47.336,-122.319 +20140815,3,2.5,1340,10018,1,7,1340,0,1976,0,47.6366,-122.094 +20150317,4,2.5,1740,6000,1,7,1740,0,1952,0,47.5026,-122.236 +20140619,3,2.5,2238,7209,2,8,2238,0,2011,0,47.2966,-122.353 +20141009,3,2,2310,21318,1,10,2310,0,1979,1996,47.6381,-122.224 +20150313,4,2.25,2510,19550,1,9,1810,700,1977,0,47.7041,-122.241 +20140818,2,1.5,1490,5750,1.5,7,1190,300,1900,0,47.5872,-122.39 +20150410,2,1,850,6000,1,6,850,0,1924,0,47.4972,-122.224 +20140617,3,2,1410,7466,1,7,1410,0,1983,0,47.427,-122.147 +20150427,5,2.5,4310,28008,2,10,4310,0,1988,0,47.6662,-122.056 +20150323,3,2.5,1500,1119,3,7,1110,390,2008,0,47.6327,-122.346 +20150429,3,2.5,1670,5791,2,7,1670,0,1995,0,47.4424,-122.188 +20141113,3,1.5,1320,7201,1,7,1320,0,1971,0,47.7126,-122.211 +20140821,3,2.5,1980,7807,2,9,1980,0,1989,0,47.6884,-122.204 +20140625,4,2.75,1910,16532,1,7,1420,490,1940,0,47.6952,-122.39 +20140929,3,1,1160,8636,1,6,1160,0,1923,0,47.5097,-122.357 +20140829,2,1,1220,6000,1,6,880,340,1938,0,47.5647,-122.27 +20150105,3,1.5,1060,5750,1,7,1060,0,1981,0,47.5532,-122.372 +20140620,2,1,1040,3600,1,7,1040,0,1919,1980,47.619,-122.311 +20141212,4,2.5,2650,9301,2,9,2650,0,2001,0,47.3477,-122.271 +20140522,4,2.5,2980,8107,2,9,2980,0,2000,0,47.5389,-121.876 +20140916,3,1.75,1830,5488,1,7,1010,820,1939,0,47.6914,-122.309 +20141002,3,2.25,2130,8801,1,8,1370,760,1976,0,47.7462,-122.29 +20150401,3,3.5,1710,2212,2,7,1400,310,2013,0,47.5459,-122.368 +20140507,3,2.25,1606,1452,3,8,1606,0,2009,0,47.7175,-122.284 +20140522,3,1.75,1650,5100,1,7,1040,610,1908,0,47.6873,-122.321 +20141118,3,2.5,1570,2577,2,7,1570,0,2005,0,47.7456,-121.984 +20140728,3,2,2440,13250,1,8,1440,1000,1977,0,47.375,-122.227 +20150423,3,2.25,2040,18360,2,8,2040,0,1983,0,47.6976,-122.137 +20150413,4,2.5,2600,5188,2,8,2600,0,2005,0,47.3451,-122.04 +20141013,3,1,960,5700,1,5,960,0,1956,0,47.4983,-122.172 +20150416,4,1.5,1570,9210,1,7,1400,170,1965,0,47.3864,-122.22 +20150209,3,1.75,1270,7350,1,7,1270,0,1967,0,47.6046,-122.168 +20141217,2,1.5,1320,1194,3,7,1320,0,2001,0,47.6704,-122.39 +20150206,4,2.25,2040,14383,1,8,1270,770,1977,0,47.3849,-122.163 +20150325,4,2,2640,5000,2,7,2040,600,1949,0,47.678,-122.375 +20140530,2,1,1090,5000,1,7,730,360,1942,0,47.5258,-122.378 +20141028,4,1.75,2390,5880,1,8,1390,1000,1957,0,47.6956,-122.399 +20141222,3,2.25,1950,9600,1,7,1200,750,1987,0,47.2762,-122.148 +20141030,3,3.25,2440,2812,2,8,1710,730,2005,0,47.5362,-122.072 +20141029,5,1.75,2330,4947,1,8,1380,950,1955,0,47.5352,-122.392 +20141013,4,2.5,2601,34335,2,9,2601,0,1995,0,47.742,-122.087 +20140627,5,2.75,2400,8050,2,8,2400,0,1998,0,47.2635,-122.209 +20141118,2,2,1540,7290,2,7,1540,0,1948,1983,47.551,-122.395 +20140505,5,1.75,2550,71874,1,7,1810,740,1960,0,47.4845,-122.08 +20141224,3,1.75,1820,8400,1,7,1340,480,1976,0,47.734,-122.17 +20141210,3,1,1230,4800,1.5,6,1230,0,1916,0,47.6941,-122.365 +20150430,1,1,780,10235,1.5,6,780,0,1989,0,47.713,-121.315 +20141006,3,1.75,1680,2552,1,7,840,840,1952,0,47.6848,-122.391 +20150224,2,1,720,7500,1,6,720,0,1925,0,47.5185,-122.392 +20150305,4,2,1710,9996,1,7,1710,0,1950,0,47.5472,-122.3 +20150219,3,2.25,1333,1470,3,7,1333,0,2009,0,47.7058,-122.302 +20140729,3,1,980,7560,1,7,980,0,1951,0,47.5256,-122.375 +20141216,2,1.75,1180,900,2,10,780,400,2014,0,47.6395,-122.329 +20141112,2,1,710,9900,1,6,710,0,1943,0,47.479,-122.339 +20150211,3,1.75,1580,11455,1,7,1200,380,1974,0,47.4756,-122.147 +20140728,2,1,770,3325,1,7,770,0,1918,0,47.6102,-122.299 +20141106,3,3,2630,10156,1,9,2630,0,1987,0,47.5481,-122.156 +20141015,3,2.5,1570,1551,3,8,1570,0,2008,0,47.6961,-122.341 +20150427,3,2.25,1830,4744,2,7,1830,0,1997,0,47.2734,-122.248 +20150317,3,1.75,1960,8136,1,7,980,980,1948,0,47.5208,-122.364 +20150105,4,3.75,2890,4164,2,9,2240,650,2013,0,47.676,-122.197 +20140611,3,3.5,1650,2262,3,8,1650,0,2010,0,47.6823,-122.347 +20150324,5,3.25,2950,67475,1,8,2530,420,1981,2004,47.7233,-122.117 +20150508,3,1,1020,6000,1.5,7,1020,0,1900,0,47.5254,-122.318 +20140819,3,2.5,1740,1844,2,8,1320,420,2008,0,47.5248,-122.365 +20150105,7,3,2940,8624,1,8,1690,1250,1977,0,47.7555,-122.307 +20141029,4,2.25,1990,7610,1,8,1290,700,1966,0,47.6236,-122.103 +20141027,3,0.75,1420,3060,1,7,860,560,1923,0,47.6872,-122.346 +20141201,2,1,950,3090,1,6,950,0,1909,0,47.551,-122.276 +20140815,3,2,2060,4080,1,7,1060,1000,1921,0,47.574,-122.289 +20140626,4,2.5,2150,27540,2,8,2150,0,1997,0,47.637,-121.969 +20141113,3,3.5,1522,1465,2,8,1248,274,2006,0,47.6922,-122.375 +20150414,3,1.5,1240,4080,1.5,8,1240,0,1914,0,47.5745,-122.291 +20150422,3,2.5,2014,4500,2,7,2014,0,2005,0,47.3371,-122.256 +20150114,4,2.5,2640,47480,1,8,1590,1050,1979,0,47.4258,-122.021 +20140922,4,2.5,2260,13600,1,8,1770,490,1974,0,47.5436,-122.233 +20140606,5,2.75,3030,7679,2,9,3030,0,2014,0,47.593,-122.057 +20150218,2,1,620,4760,1,6,620,0,1941,0,47.5286,-122.376 +20141027,2,1.75,1700,5000,1,6,850,850,1915,0,47.6787,-122.363 +20140930,3,1,2090,4755,1,8,1200,890,1969,0,47.5304,-122.387 +20141021,3,1.5,1910,10583,1.5,7,1910,0,1922,1967,47.2782,-122.212 +20150324,3,2.5,2740,9168,2,9,2740,0,1991,0,47.3835,-122.148 +20140516,5,2.5,3200,6455,2,9,3200,0,2009,0,47.5446,-121.862 +20150414,4,2.25,2030,2222,2,9,1610,420,2015,0,47.679,-122.375 +20150120,3,2.25,1960,7708,1,7,1490,470,1984,0,47.2981,-122.374 +20150126,3,2.25,2340,14279,1,8,1340,1000,1965,0,47.5715,-122.124 +20150406,3,1.75,2340,12443,1.5,8,2340,0,1965,0,47.5432,-122.177 +20150123,4,1,1450,32234,1.5,6,1450,0,1932,0,47.3818,-122.21 +20140709,4,1.75,1710,10440,1,7,1710,0,1955,0,47.5756,-122.158 +20141125,4,3.75,5150,453895,2,11,4360,790,1997,0,47.6795,-121.991 +20140924,2,1.75,1300,14500,1,6,650,650,1939,0,47.4989,-122.329 +20141013,4,2.5,2790,6540,2,9,2790,0,1999,0,47.6087,-122.016 +20150130,3,2.5,1470,4675,2,7,1470,0,1999,0,47.5261,-121.827 +20150325,3,1,1200,9668,1,6,1200,0,1975,0,47.3156,-122.128 +20141110,3,2,1940,4500,1,7,1090,850,1926,0,47.6659,-122.359 +20150120,4,1.75,1880,7953,1,7,1880,0,1965,0,47.5838,-122.123 +20140828,2,2.5,2720,16637,1,10,2160,560,1953,0,47.5499,-122.264 +20140716,3,1,1010,5000,1,7,1010,0,1952,0,47.675,-122.394 +20140606,4,1.75,2050,94525,1,7,1250,800,1959,0,47.4492,-122.084 +20140806,3,3,1833,1706,3,9,1833,0,1998,0,47.6827,-122.325 +20150410,4,2.5,2220,7210,1,7,1270,950,1973,0,47.7428,-122.183 +20141125,5,3,3650,16600,1,9,1860,1790,1978,0,47.56,-122.144 +20150206,2,1.5,1960,6000,1,8,1210,750,1951,0,47.6849,-122.333 +20141001,3,2.5,1440,3060,2,7,1440,0,2003,0,47.6821,-122.035 +20140721,3,2.25,4470,22518,2,9,3240,1230,1953,2004,47.574,-122.18 +20150424,3,4,2080,2250,3,8,2080,0,1997,0,47.6598,-122.355 +20140603,3,2,1440,5600,1,6,720,720,1942,2007,47.4947,-122.185 +20141013,4,2.5,1850,5674,2,7,1850,0,1993,0,47.3536,-122.142 +20150119,4,2.25,2200,3404,2,8,2200,0,2005,0,47.3895,-122.034 +20140728,3,1.75,2150,3503,2,8,1870,280,1921,0,47.6285,-122.303 +20150407,3,3.5,3620,8072,2,10,2920,700,1999,0,47.5646,-122.127 +20140514,3,2,1850,8250,1,7,1150,700,1952,0,47.3066,-122.209 +20141202,5,1.5,1930,7480,2,7,1930,0,1966,0,47.4503,-122.157 +20150311,3,2,2500,6733,1,8,1770,730,1979,0,47.6691,-122.36 +20141028,2,2,870,6450,1,6,740,130,1954,0,47.5354,-122.278 +20141211,2,1,820,4206,1,5,820,0,1949,0,47.7076,-122.284 +20140619,4,2.25,2160,9593,1,8,2160,0,1969,0,47.5883,-122.112 +20150427,2,2,1110,1155,3,7,980,130,2008,0,47.5496,-122.388 +20150412,2,1.5,1084,3427,2,7,1084,0,1976,0,47.7117,-122.326 +20140603,5,2,2120,137565,1.5,7,2120,0,1913,0,47.4558,-122.507 +20150422,3,2.5,1390,1411,3,8,1390,0,2008,0,47.6485,-122.334 +20150428,3,2.25,1960,12350,1,7,1960,0,1961,0,47.5247,-122.052 +20140815,2,1,880,9000,1,5,880,0,1928,0,47.4672,-122.291 +20150407,3,1.75,2190,6000,1.5,7,2190,0,1920,0,47.3063,-122.223 +20140718,4,2.5,2380,6124,2,8,2380,0,1997,0,47.3662,-122.175 +20140921,5,2.5,2760,4000,1.5,8,1730,1030,1926,2014,47.6074,-122.299 +20140813,3,2,1560,3200,1.5,7,1560,0,1910,2007,47.6398,-122.356 +20140521,3,1.75,2380,6000,1.5,7,1320,1060,1935,0,47.498,-122.222 +20141028,3,3,3030,5156,1.5,9,2080,950,1929,0,47.647,-122.369 +20141202,3,2.5,2370,9102,2,9,2370,0,1990,0,47.3067,-122.394 +20150507,4,3.25,4020,11588,2,11,4020,0,2000,0,47.5217,-122.155 +20150501,2,1,890,5000,1,7,890,0,1943,0,47.6666,-122.279 +20150320,3,1.75,2060,3300,2,9,1500,560,1918,0,47.6498,-122.32 +20140604,3,2.25,1830,7897,1,8,1290,540,1986,0,47.6914,-122.103 +20150408,4,2.5,2150,3721,2,8,2150,0,2007,0,47.3363,-122.215 +20150402,5,3.75,4450,7680,2,9,3460,990,2010,0,47.6418,-122.392 +20141106,4,1,1650,9750,1,7,1650,0,1964,0,47.4991,-122.164 +20150129,4,2.5,2070,8685,2,7,2070,0,2006,0,47.4697,-122.267 +20140605,4,2.5,2260,3713,2,9,2260,0,2003,0,47.7247,-122.165 +20141125,4,2.5,2578,4554,2,9,2578,0,2014,0,47.2603,-122.194 +20140917,3,2.25,2420,7548,1,8,1370,1050,1967,0,47.3112,-122.376 +20150108,3,1,1270,7344,1,7,970,300,1967,0,47.305,-122.371 +20140630,4,2.75,2140,10316,2,8,2140,0,1993,0,47.3537,-122.274 +20141003,3,1.75,2120,5000,2,7,1980,140,1920,2010,47.6666,-122.331 +20150219,5,6,7120,40806,2,12,5480,1640,2007,0,47.5451,-122.114 +20140707,3,1.5,1640,7222,2,7,1640,0,1908,0,47.5215,-122.33 +20141212,4,1.75,2090,7416,1,7,1050,1040,1970,0,47.4107,-122.179 +20150325,2,1,1100,7200,1,6,1100,0,1944,0,47.4752,-122.172 +20150310,4,1.75,1260,7250,1,6,1260,0,1943,0,47.5267,-122.032 +20141201,4,2.5,1950,7350,1,7,1150,800,1963,0,47.656,-122.134 +20140627,1,1.25,1100,638,3,9,1100,0,2014,0,47.6228,-122.307 +20150310,2,1,1000,3700,1,6,800,200,1929,0,47.552,-122.29 +20140904,5,1.75,2140,8580,1,7,1200,940,1962,0,47.6625,-122.178 +20140804,2,1,830,8000,1,6,830,0,1954,0,47.4215,-122.318 +20140602,4,2.25,1990,4600,1.5,8,1420,570,1932,0,47.5638,-122.38 +20141112,2,2.5,1830,2856,2,7,1830,0,2005,0,47.5524,-121.996 +20150128,4,2.5,2570,10155,2,9,2570,0,1994,0,47.3842,-122.17 +20140905,4,3.25,3770,982998,2,10,3770,0,1992,0,47.414,-122.087 +20150429,3,2.5,2040,2500,2,7,1470,570,2008,0,47.573,-122.372 +20140516,3,2,2180,5440,1,7,1100,1080,1904,0,47.657,-122.345 +20141027,4,2.5,2050,10271,2,7,2050,0,1998,0,47.3628,-122.075 +20140808,4,3.5,4330,15335,2,11,3230,1100,1988,0,47.5315,-122.231 +20140910,3,1.75,1050,9871,1,7,1050,0,1968,0,47.3816,-122.087 +20150402,3,1.75,2150,19127,1,7,1650,500,1978,0,47.5061,-122.324 +20140513,4,2.5,2040,5616,2,8,2040,0,2012,0,47.7737,-122.238 +20141007,4,1.75,2360,11300,1,9,2360,0,1974,0,47.5728,-122.163 +20150413,4,2.5,2590,8571,2,9,2590,0,1988,0,47.691,-122.105 +20140521,4,3.25,2780,7875,2,9,2780,0,2006,0,47.7294,-122.352 +20141021,3,3.5,1450,1263,2,8,1160,290,2007,0,47.6508,-122.383 +20140605,4,1.75,1660,3800,1.5,7,1660,0,1926,0,47.6883,-122.314 +20141027,4,2.5,3000,5471,2,8,3000,0,2013,0,47.4797,-122.126 +20140811,3,2.5,1670,3980,2,8,1670,0,2000,0,47.5317,-122.047 +20140505,4,3,2170,4000,2,9,1610,560,1982,2011,47.6196,-122.292 +20140609,3,2.25,2210,8000,2,8,2210,0,1969,0,47.3085,-122.381 +20140702,4,2.5,1850,5444,2,7,1850,0,1981,0,47.7227,-122.16 +20150324,6,1.75,2230,10080,1,7,1390,840,1969,0,47.7089,-122.201 +20140811,3,1.75,1330,7216,1,7,1330,0,1969,0,47.7199,-122.18 +20140919,5,3,3223,6371,2,9,3223,0,2014,0,47.3588,-122.163 +20141024,1,1,1020,3200,1,7,1020,0,1927,0,47.6361,-122.343 +20141020,3,2.25,1140,1557,3,8,1140,0,2007,0,47.6947,-122.342 +20141001,4,3.25,4360,6000,2,11,3400,960,2007,0,47.5408,-121.994 +20141223,3,1,1060,9954,1,7,1060,0,1960,0,47.3801,-122.289 +20150421,4,4.5,4490,24767,2,11,3800,690,1998,0,47.5544,-122.147 +20150427,3,2.25,1430,9150,1,7,1070,360,1984,0,47.3239,-122.35 +20140722,3,2.5,1780,6527,2,8,1780,0,1989,0,47.2578,-122.217 +20150506,3,2.25,1560,12000,1,7,1110,450,1968,0,47.7256,-122.166 +20140825,3,2,1830,3500,1.5,7,1290,540,1909,0,47.573,-122.383 +20141106,3,1.75,1480,7000,1,8,1480,0,1963,0,47.6018,-122.291 +20150429,4,2.25,2870,8393,1,8,1480,1390,1977,0,47.5787,-122.245 +20150303,3,1,910,8450,1,6,910,0,1962,0,47.4787,-122.158 +20150501,3,1.75,1496,1423,2,8,1248,248,2006,0,47.715,-122.355 +20150130,3,2.25,2440,9200,1,8,2440,0,1950,0,47.6629,-122.269 +20150505,3,3.25,3960,6132,2,10,2600,1360,1933,0,47.6396,-122.409 +20150324,4,2.75,2080,5000,1,8,1470,610,1940,0,47.6422,-122.403 +20140502,4,1.75,2190,125452,1,9,2190,0,1968,0,47.2703,-122.069 +20150428,4,2.5,2160,7725,1,8,1460,700,1978,0,47.3078,-122.378 +20150105,3,1,1830,6453,1,7,1830,0,1956,0,47.7139,-122.288 +20140512,3,1.5,1720,7119,1.5,7,1720,0,1952,0,47.7535,-122.314 +20140819,3,2.5,1509,1418,3,8,1509,0,2014,0,47.7047,-122.34 +20150304,3,4,4200,30120,2,11,3600,600,1933,0,47.6379,-122.311 +20141106,3,1,1060,7638,1,7,1060,0,1966,0,47.5941,-122.142 +20140828,3,2.25,2210,11585,1,7,1510,700,1958,0,47.7574,-122.279 +20140905,5,2.25,3470,28212,1.5,8,2790,680,1978,0,47.3342,-122.108 +20140520,4,3.5,4460,16953,1,9,2550,1910,1962,1994,47.6338,-122.232 +20140819,2,1,1180,10800,1,7,1180,0,1984,0,47.7273,-122.236 +20140514,2,1.5,1159,4800,1,7,1159,0,1948,0,47.6592,-122.399 +20140522,3,2.25,998,844,2,7,798,200,2007,0,47.6983,-122.367 +20140904,5,3.5,3560,5008,2,8,2810,750,2013,0,47.5542,-122.359 +20141229,2,2.25,1130,2191,2,8,1130,0,2010,0,47.6861,-122.103 +20140903,4,3,1730,7264,2,6,1730,0,1920,0,47.4738,-122.264 +20150126,2,1,1120,7350,1,7,1120,0,1942,0,47.7648,-122.31 +20141126,5,2.5,2870,16238,2,8,2870,0,1962,0,47.6308,-122.238 +20140915,4,3,3990,7838,2,9,3990,0,2003,0,47.6857,-122.046 +20141010,2,1,770,6450,1,6,770,0,1948,0,47.531,-122.358 +20140628,2,1,1050,2542,1,7,880,170,1904,0,47.6172,-122.298 +20150204,3,1.75,1280,12776,1,7,1280,0,1977,0,47.4212,-122.199 +20141203,3,2,2690,435600,2,8,2690,0,1992,0,47.3477,-122.519 +20140818,3,1,1500,4500,1,7,1120,380,1938,0,47.6873,-122.385 +20140601,1,1,750,4000,1,6,750,0,1918,0,47.5243,-122.39 +20150421,3,1.75,1360,4998,1,8,1360,0,1968,2014,47.547,-122.302 +20140729,3,2,1720,15000,1,9,1720,0,2011,0,47.6927,-121.92 +20140911,3,2.5,2010,5200,2,8,2010,0,1989,0,47.7142,-122.203 +20150108,5,2.5,2100,14858,1,8,2100,0,1970,0,47.4721,-122.123 +20150428,3,1,1010,10168,1,6,1010,0,1979,0,47.6453,-121.912 +20140702,3,1.75,2270,11472,1,7,1370,900,1956,0,47.7057,-122.374 +20141027,3,1.75,1510,6000,1,7,1060,450,1947,0,47.5535,-122.39 +20150504,3,2.5,2150,14092,2,8,2150,0,1991,0,47.4621,-122.129 +20140527,2,1,880,7683,1,6,880,0,1942,0,47.7145,-122.361 +20140618,4,2.5,1910,7683,2,8,1910,0,1987,0,47.5644,-122.092 +20141113,3,2,1390,2688,1.5,7,1390,0,1915,0,47.6783,-122.366 +20140625,4,3.25,4250,8570,2,9,4250,0,2004,0,47.6154,-122.21 +20141208,5,3.5,3860,9600,1,8,2660,1200,1973,0,47.7139,-122.223 +20141208,4,1,1330,9715,1,7,970,360,1957,0,47.6038,-122.122 +20140721,3,1.75,1070,9000,1,7,1070,0,1978,0,47.6984,-122.132 +20140625,3,2.25,1270,1406,2,8,1060,210,2014,0,47.6647,-122.284 +20150211,3,1.75,1920,9512,1,8,1440,480,1980,0,47.7606,-122.167 +20140925,5,3,2730,6000,1,8,1470,1260,1979,0,47.4994,-122.234 +20141203,3,2,1570,5600,1,8,1570,0,1999,0,47.4286,-122.185 +20141006,2,2.5,1350,944,2,9,870,480,2004,0,47.5591,-122.385 +20150430,3,1.5,1430,8861,1,7,1430,0,1956,0,47.4454,-122.289 +20140619,2,1,790,6600,1,6,790,0,1949,0,47.6149,-122.293 +20141120,4,2.25,2730,5000,1,7,1460,1270,1955,0,47.5843,-122.393 +20140513,5,1.75,2020,7902,1,7,1220,800,1962,0,47.51,-122.327 +20150429,1,1,600,3720,1,6,600,0,1920,0,47.5558,-122.363 +20141209,5,2.75,2580,7630,1,7,1730,850,1954,0,47.6226,-122.205 +20141215,4,2.5,2300,9900,1,8,1600,700,1961,0,47.5256,-122.385 +20140724,4,2.75,2790,5000,2,8,2790,0,2014,0,47.4831,-121.773 +20150415,3,2.5,2550,5349,2,7,2550,0,2004,0,47.3504,-122.026 +20150313,3,1.5,1900,5000,1.5,7,1640,260,1926,0,47.6779,-122.294 +20141113,2,1.5,1450,6258,1,8,1450,0,1983,0,47.3785,-122.322 +20150410,3,1.75,1860,7881,1,7,1160,700,1986,0,47.3855,-122.322 +20150508,4,3.25,3674,12793,2,9,3674,0,1987,0,47.4357,-122.343 +20140723,3,3.25,3786,38038,1,9,1934,1852,1978,2006,47.3907,-122.448 +20140911,4,2.5,2550,7312,2,9,2550,0,1988,0,47.6441,-122.113 +20140625,3,1.5,1190,4750,1,7,970,220,1940,0,47.6726,-122.386 +20150407,4,2.75,3260,5000,2,9,3260,0,2007,0,47.5395,-121.997 +20140606,5,2.5,2690,5557,2,7,2690,0,2012,0,47.4914,-122.253 +20141124,2,1.75,1270,1916,2,8,1270,0,2012,0,47.5648,-122.294 +20150413,3,1.75,1530,7245,1,7,1530,0,1984,0,47.731,-122.191 +20140716,2,1,1000,31838,1,7,1000,0,1962,0,47.4789,-121.779 +20141023,3,2,1840,6000,1,6,1840,0,1908,1944,47.5508,-122.392 +20140819,4,2,1910,7826,1,7,1140,770,1973,0,47.3493,-122.306 +20140529,3,2,1480,5000,1,7,750,730,1928,0,47.6859,-122.37 +20150423,4,3,1670,2642,2,8,1350,320,2008,0,47.6397,-122.345 +20150415,3,2.5,2577,156816,2,8,2577,0,2000,0,47.2935,-122.108 +20140923,4,3.75,4475,20424,2,12,2659,1816,1999,0,47.6646,-122.208 +20150316,2,1,850,5000,1,6,850,0,1976,0,47.3817,-122.314 +20140728,4,2.25,2060,8540,1,7,1540,520,1967,0,47.734,-122.19 +20140714,3,2.25,2130,8466,1,7,1290,840,1983,0,47.4537,-122.211 +20150506,3,2.5,1980,1873,2,7,1470,510,1996,0,47.6659,-122.369 +20140703,3,1.75,1770,8868,1,7,1770,0,1959,0,47.3188,-122.212 +20150327,3,1.75,2230,13529,1,9,2230,0,1949,0,47.6204,-122.217 +20141009,2,1,920,43560,1,5,920,0,1923,0,47.5245,-121.931 +20141024,2,1,780,7200,1,6,780,0,1935,0,47.5609,-122.279 +20141124,4,2.5,1788,10183,2,7,1788,0,1990,0,47.2883,-122.218 +20140814,3,1.5,1480,7749,1,7,1480,0,1960,0,47.5144,-122.379 +20140904,4,1.5,1370,7944,1.5,7,1370,0,1961,0,47.4224,-122.289 +20140529,2,1,1110,26051,1,6,1110,0,1951,0,47.4711,-122.291 +20140826,4,2.75,2150,9820,1,8,1220,930,1979,0,47.7758,-122.2 +20141007,3,1.75,1730,11986,1,6,1730,0,1918,0,47.3595,-122.323 +20140923,3,1.75,2590,32380,1,8,2590,0,1951,1994,47.7539,-122.37 +20150414,2,1,890,4804,1,7,890,0,1928,0,47.7027,-122.346 +20141022,4,2.5,2050,9143,2,8,2050,0,1992,0,47.4597,-122.355 +20150319,3,1,1180,5965,1.5,6,1180,0,1928,0,47.7281,-122.299 +20150408,5,3.75,4590,11265,2,11,3450,1140,1927,0,47.6389,-122.288 +20150223,4,2.75,2190,9209,2,8,2190,0,1996,0,47.3341,-122.188 +20140625,3,1.75,1790,7650,1,9,1790,0,1978,0,47.3213,-122.385 +20140701,3,1.75,1400,13775,1,8,1400,0,1963,0,47.7413,-122.259 +20140904,3,2.25,2470,10290,2,8,2230,240,1984,0,47.4459,-122.124 +20150311,2,1,828,4524,1,6,828,0,1968,2007,47.2655,-122.244 +20140711,4,1.75,2140,7102,1,7,1070,1070,1948,0,47.7042,-122.37 +20140912,4,2.5,2330,45860,2,9,2330,0,1989,0,47.5842,-121.992 +20150327,5,1.75,2000,10246,1,7,1200,800,1953,0,47.5084,-122.246 +20140521,3,2.5,1530,1131,3,8,1530,0,2009,0,47.6993,-122.346 +20140627,3,2.5,2440,4153,2,9,2440,0,2003,0,47.665,-122.087 +20150212,3,1,900,10511,1,6,900,0,1961,0,47.2883,-122.272 +20140523,3,2.75,1960,2500,1.5,7,1410,550,1926,0,47.6744,-122.353 +20140709,3,2.5,2760,17377,2,9,2760,0,2002,0,47.4929,-122.188 +20140708,4,2.25,2600,6390,1,8,1390,1210,1978,0,47.3174,-122.366 +20140808,3,2.5,2190,5091,2,8,2190,0,2004,0,47.3506,-122.039 +20140804,2,1,1180,10720,1,7,1180,0,1955,0,47.5893,-122.135 +20150325,4,1,1190,7920,1,6,890,300,1951,0,47.5305,-122.371 +20150227,2,2.25,1300,2104,2,8,1010,290,2011,0,47.5477,-122.388 +20140728,3,3.25,1710,2171,2,7,1400,310,2014,0,47.5434,-122.368 +20140625,3,1.5,1250,7700,1,7,1250,0,1968,0,47.5383,-122.178 +20150302,4,1.75,2500,7000,1,7,1250,1250,1947,0,47.648,-122.386 +20141024,3,1.75,1800,9000,1,7,1200,600,1961,0,47.4932,-122.278 +20140903,3,2.5,2230,7200,3,9,2230,0,1996,0,47.558,-122.265 +20140604,3,2.5,2660,13367,2,10,2660,0,1992,0,47.6501,-122.217 +20141020,3,1,1200,16000,1,7,1200,0,1970,0,47.7452,-122.101 +20150223,3,1.75,2240,5657,1.5,8,1910,330,1941,0,47.6621,-122.27 +20140623,3,1,1150,5100,2,8,1150,0,1911,2005,47.5349,-122.384 +20140825,3,1.5,1310,8100,1,7,1310,0,1965,0,47.7328,-122.201 +20141029,3,2.5,2040,9765,2,8,2040,0,1985,0,47.309,-122.349 +20150105,4,2.5,3504,6000,2,7,3504,0,2006,0,47.3012,-122.285 +20140710,5,2.5,3000,7912,1,9,1610,1390,2007,0,47.6765,-122.175 +20141218,4,2.75,3800,12200,2,10,3800,0,1986,0,47.5689,-122.156 +20141210,3,2.5,1790,2375,3,8,1790,0,2007,0,47.6726,-122.38 +20140731,3,2.5,2320,5663,2,8,2320,0,2003,0,47.539,-122.07 +20150402,4,2.75,2260,7209,1,7,1330,930,2002,0,47.7088,-122.302 +20150106,3,1.5,1240,5200,1,6,1240,0,1970,0,47.3683,-122.079 +20150105,2,2.5,1360,2070,2,8,1360,0,1999,0,47.6423,-122.329 +20150317,4,2.75,3270,9231,2,10,3270,0,1995,0,47.6539,-122.121 +20140822,4,2.5,2641,8615,2,7,2641,0,1998,0,47.4038,-122.213 +20150428,4,1,1650,8250,1,7,1650,0,1966,0,47.6366,-122.118 +20141124,3,1,1160,18055,1,5,1160,0,1950,0,47.4772,-122.269 +20150331,5,2,2960,10960,1,7,1500,1460,1957,0,47.6162,-122.174 +20150122,4,1,1660,10656,1.5,7,1180,480,1920,0,47.5391,-122.385 +20141230,3,2.25,2100,3000,2,7,2100,0,1996,0,47.595,-122.306 +20150415,5,3,2970,7261,2,9,2970,0,1999,0,47.5994,-122.019 +20150224,4,2.75,2930,4408,1,8,1660,1270,1939,0,47.5841,-122.295 +20141218,2,1.75,1990,6549,1,7,1170,820,1948,0,47.7,-122.296 +20141219,3,2,1190,7840,1.5,6,1190,0,1918,0,47.5531,-122.312 +20141110,3,2.5,1620,5250,2,8,1620,0,1987,0,47.3538,-122.301 +20140715,4,2.75,3180,13348,2,8,3020,160,2004,0,47.7439,-121.977 +20141113,4,2.75,4110,8400,2,9,3130,980,1928,2013,47.717,-122.281 +20141202,2,1,950,4560,1.5,7,950,0,1925,0,47.6288,-122.3 +20140825,4,2.75,2190,3267,2,8,2190,0,2004,0,47.7751,-122.168 +20150423,3,2.75,2310,5200,1,7,1520,790,1940,0,47.6357,-122.397 +20141014,4,2.5,2630,15000,2,8,2630,0,1962,0,47.5262,-122.028 +20140620,5,4,3366,7800,2.5,8,2966,400,1937,0,47.6466,-122.391 +20150427,4,1.75,2110,6708,1,8,1410,700,1941,0,47.67,-122.274 +20150213,5,2.75,2110,5120,2,7,1870,240,1947,1983,47.5294,-122.357 +20150202,4,2.75,1920,4400,1,6,960,960,1906,0,47.5532,-122.365 +20140805,4,3.25,3100,3900,2,9,2090,1010,1923,0,47.6385,-122.348 +20140709,3,3.25,1830,1804,3,8,1830,0,2014,0,47.6945,-122.377 +20140910,5,3.75,3860,6901,2,7,3860,0,2003,0,47.3694,-122.032 +20141215,3,1,1080,6250,1,5,1080,0,1950,0,47.5045,-122.33 +20141203,5,3,4290,17100,1,9,2480,1810,1972,2007,47.5473,-122.211 +20140516,4,2.5,3160,11380,2,9,3160,0,1983,0,47.6318,-122.039 +20150203,4,2,1960,5008,1,6,980,980,1900,1988,47.5958,-122.299 +20150417,5,2.5,2340,1989,2,8,2340,0,1959,0,47.5193,-122.257 +20150113,4,2,1960,190357,1,8,1960,0,1971,0,47.5538,-121.958 +20140612,4,1,2080,3500,1.5,7,1260,820,1926,0,47.5445,-122.383 +20150204,3,1,1090,10620,1.5,7,1090,0,1959,0,47.3748,-122.294 +20140909,3,2.5,1650,3711,2,8,1650,0,1996,0,47.6863,-122.093 +20150410,4,2.5,3540,9349,2,10,3540,0,2003,0,47.7046,-122.107 +20141031,4,3.25,2885,33671,2,8,2885,0,1984,0,47.5174,-122.046 +20140623,3,2.5,1660,6263,2,8,1660,0,2003,0,47.3507,-122.141 +20150403,4,4.25,4645,7757,2,10,3855,790,2006,0,47.6248,-122.29 +20141015,4,2.5,1900,3301,2,7,1900,0,2007,0,47.489,-122.249 +20150407,3,1.75,1330,12092,1,6,720,610,1981,0,47.5102,-122.324 +20141120,3,2.5,2020,4183,2,7,2020,0,2012,0,47.3658,-122.017 +20140707,4,2.25,2340,217014,1,8,2340,0,1982,0,47.2953,-122.083 +20141118,3,1.75,1680,4240,1.5,7,1680,0,1926,0,47.5745,-122.311 +20150316,3,1,920,6750,1,7,920,0,1951,0,47.6322,-122.212 +20141103,4,2,2000,6250,1.5,7,1480,520,1930,0,47.5532,-122.389 +20141029,3,1,1020,8625,1,7,1020,0,1978,0,47.4465,-121.77 +20141209,3,2.25,1770,8000,1,7,1350,420,1976,0,47.7358,-122.17 +20150401,4,2.75,4030,10888,2,10,4030,0,1997,0,47.5651,-122.034 +20150401,4,2.5,3030,8335,2,10,3030,0,1992,0,47.578,-122.056 +20140616,3,1.75,1750,12325,1,7,1470,280,1968,0,47.6832,-122.118 +20141106,4,2.5,2470,2550,3,8,2470,0,2004,0,47.6765,-122.389 +20140505,3,2.5,2490,4343,2,9,2490,0,2003,0,47.5493,-121.993 +20140723,3,1.5,2030,14400,1,7,1310,720,1969,0,47.2639,-122.285 +20140801,5,2.5,3340,24755,2,10,3340,0,2002,0,47.4565,-122.066 +20140529,4,2.25,2590,10002,1,8,1340,1250,1968,0,47.7689,-122.266 +20140502,4,2.75,2710,37277,2,9,2710,0,2000,0,47.4634,-121.987 +20150209,4,1.75,1810,7480,1,7,1230,580,1977,0,47.3275,-122.361 +20150325,6,2,2210,9870,2,7,2210,0,1969,1995,47.4751,-122.145 +20150424,5,2.75,1510,5700,2,7,1510,0,1946,0,47.6653,-122.27 +20141106,4,2.75,2010,7000,2,8,2010,0,1901,0,47.6607,-122.396 +20140617,5,6.75,9640,13068,1,12,4820,4820,1983,2009,47.557,-122.21 +20141017,3,1,1620,4774,1.5,7,1620,0,1920,0,47.659,-122.339 +20140512,3,2,2700,6120,1,8,1350,1350,1962,0,47.6731,-122.327 +20150224,4,1.5,1730,8505,1.5,7,1730,0,1961,0,47.4905,-122.347 +20150425,4,2.5,2910,35679,2,9,2910,0,1987,0,47.5859,-121.991 +20141112,4,1.75,2350,18800,1,8,2350,0,1959,0,47.5904,-122.177 +20150128,2,1,1070,2880,1,7,1070,0,1902,0,47.6261,-122.324 +20150115,4,3.25,3580,19989,1.5,7,3480,100,1915,1965,47.7087,-122.276 +20140612,4,3.75,4030,10800,2,10,4030,0,2006,0,47.6821,-122.196 +20150317,3,1.75,1830,7371,1,7,1830,0,1957,0,47.6059,-122.121 +20150128,4,2.5,1975,8734,2,7,1975,0,1996,0,47.363,-122.034 +20141202,4,2.25,2170,8050,1,7,1220,950,1976,0,47.7354,-122.174 +20141211,3,1.5,1630,9282,1,7,1630,0,1963,0,47.2021,-122.002 +20141217,2,1.75,1700,18000,1,8,1700,0,1972,0,47.5066,-122.194 +20140521,2,1,1200,4000,1,7,1070,130,1940,0,47.5766,-122.378 +20150224,4,3.5,4270,40097,1,12,4270,0,1993,0,47.7354,-122.078 +20141103,2,2.5,1780,1311,3,8,1350,430,2005,0,47.6962,-122.34 +20150401,6,2.5,2590,11250,1,8,1390,1200,1978,0,47.4608,-122.196 +20140514,4,2.75,2450,15002,1,9,2450,0,1974,0,47.4268,-122.343 +20150401,4,2.5,1980,7334,2,7,1980,0,2003,0,47.3528,-122.041 +20141028,3,2.5,2160,4297,2,9,2160,0,1999,0,47.5476,-122.012 +20140821,2,2.25,1510,7280,2,7,1510,0,1987,0,47.6264,-122.058 +20140619,3,2.5,2430,10500,2,9,2430,0,1989,0,47.5818,-122.198 +20150424,4,2.5,3170,5100,2,9,3170,0,2012,0,47.5187,-122.208 +20140709,5,5.25,4830,18707,2,9,3930,900,1952,1998,47.5858,-122.247 +20141031,4,4.5,3080,10550,2,8,1940,1140,1976,2007,47.5806,-122.244 +20141211,3,1.75,1460,7361,1,6,1460,0,1982,0,47.7436,-121.979 +20140523,3,1,1010,11244,1,7,1010,0,1947,0,47.7467,-122.321 +20140513,3,1.75,2340,10495,1,8,2340,0,1967,0,47.5386,-122.226 +20141027,3,1.75,1660,4800,1,7,960,700,1941,1996,47.5734,-122.412 +20140905,2,1,770,9370,1,7,770,0,1947,0,47.762,-122.321 +20141216,3,2.25,2100,40510,2,10,1320,780,1979,0,47.6154,-122.047 +20140512,3,2.25,2200,16921,2,8,2200,0,1987,0,47.3727,-122.051 +20141202,3,1.75,1410,1899,2,8,1410,0,2014,0,47.5171,-122.347 +20141117,4,2.75,2870,7200,2,9,2870,0,2008,0,47.5688,-122.317 +20141024,4,1.75,2080,8215,2,7,2080,0,1948,0,47.737,-122.305 +20140912,3,2.5,2820,14890,1,9,1770,1050,1985,0,47.7019,-122.228 +20150326,3,2,1130,16875,1,7,1130,0,1947,0,47.7489,-122.3 +20150421,4,2.5,2400,3986,2,8,2400,0,1999,0,47.5344,-121.877 +20150501,4,3.25,2880,35315,1,11,2270,610,1982,0,47.6587,-122.163 +20150310,5,2.75,3810,9360,2,10,3810,0,2014,0,47.6039,-122.194 +20140527,4,1,1360,13372,1,7,1360,0,1955,0,47.7622,-122.263 +20140602,3,2.5,2730,5832,2,9,2730,0,1998,0,47.6216,-122.161 +20141203,4,3,3540,11098,2,10,3000,540,1940,0,47.634,-122.288 +20150414,4,2.25,2030,12000,2,7,2030,0,1977,0,47.7699,-122.168 +20140710,3,1.5,1830,4000,1,7,1350,480,1910,0,47.6453,-122.371 +20141216,2,1,1020,4200,1,6,1020,0,1923,0,47.5319,-122.391 +20150212,3,1,1260,4080,1.5,7,1260,0,1928,0,47.6893,-122.354 +20140516,3,2.5,2670,13218,1,10,2670,0,1988,0,47.3683,-122.153 +20140519,2,1,910,9612,1,7,910,0,1981,0,47.4297,-122.152 +20140623,3,1.5,1420,1192,2,8,1140,280,2008,0,47.5881,-122.304 +20150212,5,1.75,1680,8400,1,7,1680,0,1979,0,47.3035,-122.307 +20140515,3,1,1150,8100,1,6,1150,0,1932,0,47.494,-122.307 +20150209,4,2.25,3080,10487,2,9,3080,0,1968,0,47.5344,-122.224 +20141231,3,2,1310,1361,3,7,1310,0,2003,0,47.7337,-122.343 +20141231,4,2.75,1810,7350,1,7,1200,610,1980,0,47.3703,-122.171 +20140724,3,2.5,1710,3469,2,8,1710,0,1999,0,47.546,-122.011 +20140827,3,2.75,2200,3885,2,8,2200,0,2002,0,47.6171,-122.028 +20150407,3,2,1840,8140,1,7,1040,800,1975,0,47.3106,-122.325 +20140827,3,2,2250,2975,2,9,1880,370,1905,0,47.6289,-122.309 +20140706,4,2.5,3160,4620,1.5,9,2020,1140,1917,2005,47.5875,-122.382 +20150326,3,1,1560,8100,1,8,1140,420,1952,0,47.7261,-122.364 +20140709,3,3.25,2220,8227,1.5,8,1770,450,1929,0,47.5665,-122.316 +20150112,4,3.25,7420,167869,2,12,7420,0,2002,0,47.4548,-121.764 +20140819,3,1,940,7980,1,7,940,0,1960,0,47.3838,-122.289 +20150220,3,1.75,1340,7210,1,7,1340,0,1975,0,47.4182,-122.167 +20140917,3,3.25,1290,1230,2,9,1090,200,2008,0,47.6367,-122.37 +20140707,3,2.5,1520,4170,2,7,1520,0,2004,0,47.3842,-122.04 +20141105,3,2.5,2280,12498,2,9,2280,0,1987,0,47.5688,-122.014 +20150311,4,2.25,2190,9009,2,8,1840,350,1977,0,47.6916,-122.188 +20150225,4,2.5,2320,9264,2,8,2320,0,1994,0,47.4449,-122.274 +20140714,4,2.5,2448,4949,2,9,2448,0,2014,0,47.3428,-122.179 +20150202,3,2.5,1860,3150,2,8,1860,0,2001,0,47.719,-122.182 +20140916,3,2.5,2080,7749,2,8,2080,0,1988,0,47.5723,-122.021 +20150415,4,1.75,1490,10000,1,8,1100,390,1969,0,47.3099,-122.379 +20150126,3,2.5,2340,8414,1,7,1280,1060,1993,0,47.4685,-122.265 +20140730,4,2.5,2480,12688,1,9,1820,660,1967,0,47.6344,-122.205 +20140623,3,1.75,1310,12750,1,7,1310,0,1993,0,47.4695,-122.07 +20140929,2,1,710,5200,1,6,710,0,1942,0,47.5376,-122.371 +20140612,5,2.75,2820,4608,1,7,1450,1370,1967,0,47.6886,-122.361 +20150223,4,2.5,3560,8960,2,10,3560,0,2001,0,47.6903,-122.213 +20150320,4,2.5,2478,6079,2,8,2478,0,2012,0,47.3524,-122.175 +20140612,5,2,1940,7642,1.5,7,1940,0,1957,0,47.7751,-122.38 +20150204,4,2,2420,31465,1,9,2420,0,1984,0,47.3131,-122.115 +20141107,3,1.75,1270,6600,1.5,7,1270,0,1903,0,47.5976,-122.295 +20150402,3,2.25,2300,9914,2,8,2300,0,1980,0,47.5677,-122.086 +20140721,3,1,1090,10000,1,6,1090,0,1961,0,47.6503,-121.911 +20141121,4,2.5,2420,3825,2,8,2420,0,2003,0,47.3687,-122.126 +20150210,3,2.5,4530,22873,2,8,3220,1310,1912,0,47.4567,-122.369 +20150330,4,2.5,2190,12690,1,8,1170,1020,1973,0,47.6627,-122.189 +20140731,3,1.75,2450,8603,1,8,1340,1110,1940,0,47.6536,-122.414 +20150325,4,2.5,2630,28298,2,8,2630,0,1996,0,47.6314,-121.968 +20140828,3,1.75,1830,10000,2,7,1830,0,1913,1964,47.741,-121.979 +20150326,3,2.5,2620,78843,1,7,1310,1310,1964,0,47.2584,-122.093 +20141204,3,2.5,1820,6848,1,7,1820,0,1953,0,47.6287,-122.207 +20141002,3,2.5,1790,4065,2,8,1790,0,2009,0,47.7344,-121.965 +20141217,3,2,1870,3378,1,7,1120,750,1913,0,47.5371,-122.393 +20140604,3,1,920,14400,1,7,920,0,1977,0,47.2816,-122.269 +20150326,5,2.5,3150,50094,2,9,3150,0,1969,0,47.6387,-122.177 +20150505,2,1.75,1370,4495,1,8,1370,0,1975,0,47.3794,-122.317 +20141211,4,1.75,1700,6000,1,7,1700,0,1967,0,47.3252,-122.208 +20150401,2,1.75,1310,10200,1,6,1310,0,1947,0,47.5231,-121.82 +20140915,3,3.25,2250,60548,1,9,2250,0,2005,0,47.4246,-122.014 +20140805,4,1.75,1530,18400,1.5,6,1530,0,1938,0,47.329,-122.219 +20150316,3,1.75,1460,7862,1,7,1460,0,1965,0,47.7755,-122.299 +20141003,4,2.5,2320,8721,2,8,2320,0,1991,0,47.7326,-122.226 +20140504,4,2.5,2530,9933,2,8,2010,520,1990,0,47.2654,-122.216 +20140520,3,1.75,1280,10716,1,7,1280,0,1969,0,47.4755,-122.145 +20150323,3,2.5,2120,6602,2,8,2120,0,1989,0,47.5669,-122.012 +20141209,3,2.5,1850,1499,2.5,9,1790,60,2005,0,47.6475,-122.396 +20141117,3,1,1200,5252,1,7,1200,0,1962,0,47.6075,-122.134 +20140618,4,1.5,2050,7100,1,7,1050,1000,1963,0,47.3395,-122.28 +20150419,4,2.5,1980,5000,2,8,1980,0,2008,0,47.6492,-121.908 +20140717,6,3,2320,4502,1,7,1200,1120,1987,0,47.5552,-122.3 +20150421,5,1,1950,6250,1.5,7,1450,500,1917,0,47.5511,-122.386 +20140925,4,2.5,3050,32450,1,8,1550,1500,1983,0,47.3626,-122.209 +20150318,3,1,970,9130,1,6,970,0,1957,0,47.4369,-122.272 +20140505,6,1.75,2920,5000,2.5,9,2780,140,1908,0,47.6024,-122.295 +20150203,2,1,770,11084,1,6,770,0,1947,0,47.7482,-122.321 +20140831,5,3.25,4100,7578,2,10,4100,0,2011,0,47.5955,-121.974 +20140924,3,1.75,2330,9652,1,8,1590,740,1968,0,47.5714,-122.211 +20140908,3,2.75,2230,14400,1,8,1460,770,1977,0,47.5791,-122.048 +20140923,4,1.75,1650,7276,1,7,1010,640,1977,0,47.7721,-122.206 +20140908,3,2.5,1870,8541,2,8,1870,0,1989,0,47.2925,-122.346 +20141012,4,1.5,1730,7464,2,7,1730,0,1959,0,47.3782,-122.304 +20150209,3,1.75,2490,7210,1,7,1290,1200,1972,0,47.726,-122.198 +20141021,2,1,990,4313,1.5,6,990,0,1917,0,47.5677,-122.38 +20141202,3,1.5,1960,2400,2,8,1330,630,1911,0,47.6423,-122.37 +20141107,4,2.5,2320,4524,2,8,2320,0,2004,0,47.4798,-122.136 +20141211,4,2.5,2770,10051,2,10,2770,0,1987,0,47.6288,-122.043 +20140509,3,1,1160,8320,1,7,1160,0,1959,0,47.3831,-122.288 +20140516,5,3.25,3690,12353,2,9,3690,0,1977,0,47.7672,-122.292 +20140820,4,5.5,6550,217374,1,11,5400,1150,2006,0,47.4302,-122.095 +20140903,3,2.25,1180,14258,2,7,1180,0,1987,0,47.7112,-122.238 +20140821,2,1,1240,7590,1,7,1040,200,1939,0,47.7061,-122.34 +20150228,3,2.5,1810,1585,3,7,1810,0,2014,0,47.6957,-122.376 +20141009,3,3.25,2080,3025,2,8,1220,860,1984,0,47.6051,-122.289 +20140811,2,1.75,1780,4520,1,7,890,890,1925,0,47.5798,-122.404 +20150313,4,2.75,3770,24897,2,8,2550,1220,1964,0,47.5824,-122.078 +20140527,3,2.75,2640,4050,1.5,8,1750,890,1926,0,47.6332,-122.281 +20150205,2,1,830,6893,1,7,830,0,1950,0,47.7234,-122.328 +20150325,3,1,1250,150117,1,7,1250,0,1975,0,47.5956,-122.009 +20140527,3,1.75,1440,8775,1,7,1440,0,1973,0,47.7231,-122.17 +20141120,3,1.5,1550,40752,1,7,1550,0,1954,0,47.394,-122.202 +20140916,4,2.5,3020,6788,2,7,3020,0,2002,0,47.5346,-121.881 +20141007,2,2,2180,21392,2,8,2180,0,1934,1979,47.7162,-122.246 +20140523,3,1.75,1240,3600,1.5,7,1240,0,1926,0,47.5797,-122.405 +20141216,4,3.25,4160,47480,2,10,4160,0,1995,0,47.7266,-122.115 +20150408,3,1.75,1030,4800,1,6,930,100,1927,0,47.566,-122.373 +20141110,3,1.5,1210,7247,1,7,1210,0,1967,0,47.328,-122.321 +20140721,3,1.75,1390,4602,1,7,930,460,1981,0,47.6944,-122.366 +20141111,3,2.5,3087,5002,2,8,3087,0,2014,0,47.2974,-122.349 +20150324,3,2.75,2150,31238,2,9,2150,0,1996,0,47.6596,-121.96 +20141001,2,1,1160,32251,1,6,580,580,1963,2000,47.3537,-121.939 +20140710,4,2.75,5470,18200,2,11,3730,1740,1992,0,47.5316,-122.263 +20150113,3,1,1590,6240,1,7,1060,530,1956,0,47.4936,-122.337 +20141205,3,1.75,1860,5750,1.5,6,1300,560,1918,0,47.5586,-122.383 +20150327,3,2.25,1880,6565,1,8,1420,460,1972,0,47.6396,-122.113 +20141009,2,1,930,6900,1,7,930,0,1952,0,47.506,-122.242 +20140519,5,2,3370,5000,1.5,7,2140,1230,1907,0,47.6373,-122.35 +20141211,3,2,2070,10023,1,8,1220,850,1981,0,47.6492,-122.062 +20150223,3,1.75,1340,3900,2,7,1340,0,1900,0,47.6711,-122.379 +20140625,5,3.5,2640,6895,2,7,2640,0,2001,0,47.5298,-121.879 +20150417,4,2,1560,5220,1,7,1560,0,1959,0,47.6905,-122.305 +20140820,3,1.75,1340,8000,1,7,1340,0,1980,0,47.3651,-122.044 +20140616,4,2.75,2500,4950,2,8,2500,0,2010,0,47.6964,-122.017 +20140808,4,1,1500,6360,1.5,6,1500,0,1944,0,47.4979,-122.24 +20150417,2,1,670,6000,1,6,670,0,1949,0,47.561,-122.275 +20150319,2,2,1060,4000,1,7,1000,60,1914,0,47.6626,-122.337 +20141205,5,2.5,2380,91476,1,8,1580,800,1976,0,47.479,-122.153 +20140509,4,1.75,2000,4000,1.5,7,1450,550,1926,0,47.5659,-122.375 +20141103,4,2.25,2730,35100,2,8,2730,0,1977,0,47.5913,-122.012 +20150408,3,2.5,1930,8254,2,7,1930,0,2014,0,47.4973,-122.346 +20150427,4,2,1650,4745,1,7,1130,520,1972,0,47.7359,-122.18 +20140919,3,2.5,1580,3075,2,8,1580,0,2013,0,47.545,-122.368 +20140918,5,4.75,6240,47480,1,11,4610,1630,2003,0,47.5317,-122.233 +20141017,4,1,2320,4000,1.5,6,1310,1010,1921,0,47.573,-122.312 +20141006,2,1.5,1390,5000,1,8,970,420,1954,0,47.5673,-122.401 +20141216,3,1.75,1680,14630,1.5,8,1680,0,1985,0,47.5272,-122.044 +20140728,4,2.5,2740,33158,2,9,2740,0,1993,0,47.3333,-122.074 +20140724,3,2.25,1630,9145,1,7,1630,0,1960,0,47.5,-122.347 +20141021,3,1.75,1770,10080,1,8,1770,0,1968,0,47.7218,-122.306 +20140613,4,2.5,2750,4800,2,9,1960,790,1905,2005,47.6709,-122.337 +20141018,5,3.25,3620,4650,2,8,2790,830,2004,0,47.3552,-122.026 +20140717,4,2,2260,8457,2,9,2260,0,1992,0,47.6251,-122.03 +20150413,3,1.5,2230,6000,1,8,1260,970,1968,0,47.5373,-122.395 +20140604,5,2.5,2650,11455,1,7,1400,1250,1961,0,47.6141,-122.116 +20150306,2,1,740,6840,1,6,740,0,1942,0,47.5168,-122.373 +20141002,4,3.5,2870,3225,2,9,2070,800,2006,0,47.5009,-122.225 +20150507,3,1,1540,9028,1,6,1540,0,1968,0,47.6698,-122.177 +20140617,4,2.5,3250,4500,2,8,3250,0,2009,0,47.4944,-122.149 +20141020,3,1.75,1480,3900,1,7,1480,0,1980,0,47.2977,-122.367 +20140818,4,3.5,3560,7178,2,10,2590,970,2006,0,47.7054,-122.107 +20141208,3,2.5,2290,5089,2,9,2290,0,2001,0,47.5443,-122.172 +20150327,4,3,2000,5304,1.5,7,2000,0,1947,0,47.6762,-122.285 +20140509,4,2.25,2430,32496,1,9,2430,0,1993,0,47.7642,-122.048 +20140930,4,2.25,2080,7700,1,7,1450,630,1968,0,47.4349,-122.17 +20150120,3,2.25,2240,8800,1,8,2240,0,1957,0,47.5937,-122.172 +20140707,2,1.5,1260,1575,2,7,1260,0,2001,0,47.5914,-122.295 +20150105,3,1,1050,6000,1,7,1050,0,1952,0,47.5709,-122.401 +20141005,3,1,1300,8284,1,7,1300,0,1968,0,47.3327,-122.306 +20141212,4,2.5,3220,4400,2,9,2180,1040,1937,0,47.6325,-122.394 +20150423,3,1,1040,5000,1.5,7,1040,0,1912,0,47.6754,-122.359 +20140820,3,1.75,1480,3900,1,7,1480,0,1980,0,47.2977,-122.367 +20140909,4,1.75,3080,6500,1,9,1700,1380,1941,0,47.6353,-122.402 +20140919,3,1,920,3863,1,6,920,0,1970,0,47.5524,-122.27 +20140715,2,1.75,1440,11210,1,6,1130,310,1935,0,47.498,-122.35 +20141107,4,2.5,2590,16437,2,8,2590,0,1986,0,47.3714,-122.059 +20150312,4,1.5,1920,11595,1,7,1920,0,1962,0,47.2858,-122.212 +20150401,3,3,1420,991,2,8,1040,380,2005,0,47.6408,-122.327 +20141023,2,1,970,8185,1,6,970,0,1904,0,47.4025,-122.201 +20150319,3,1,1160,5969,1,7,880,280,1930,0,47.6844,-122.306 +20150218,3,1,1180,8400,1,7,1180,0,1951,0,47.7028,-122.295 +20150224,3,2.5,1440,2163,2,7,1440,0,2005,0,47.554,-121.998 +20150203,4,3.5,3100,7600,2,10,3100,0,2005,0,47.3892,-122.215 +20150414,3,1,1000,9450,1,6,1000,0,1962,0,47.4562,-122.193 +20140620,3,1,1160,3750,1.5,7,1160,0,1910,0,47.5652,-122.359 +20140506,4,2.5,3030,7864,2,9,3030,0,1999,0,47.6075,-122.017 +20140804,4,2.5,4040,9630,1,9,2020,2020,1951,0,47.6408,-122.41 +20140623,3,1,1480,6978,2,8,1480,0,1949,1985,47.6497,-122.217 +20150424,2,1.5,1400,4050,1,8,1400,0,1954,0,47.6768,-122.269 +20141029,3,1.75,1420,6289,1,7,1100,320,1967,0,47.7398,-122.314 +20150303,4,2.5,2150,4000,2,7,2150,0,2010,0,47.3655,-122.018 +20140929,2,1,880,6650,1,6,880,0,1918,0,47.6914,-122.372 +20140702,4,2,2100,13468,1,7,1050,1050,1962,0,47.7139,-122.292 +20141112,4,2.5,3390,7870,2,8,3390,0,2014,0,47.4536,-122.274 +20141218,3,2.5,1810,7350,1,8,1310,500,1984,0,47.4434,-122.125 +20140905,4,2.5,2370,9517,1,9,1630,740,1984,0,47.6222,-122.034 +20140703,3,4,2080,2250,3,8,2080,0,1997,0,47.6598,-122.355 +20140605,4,2.25,2192,12128,2,8,2192,0,2006,0,47.3644,-122.2 +20150227,3,2.5,1930,6604,2,7,1930,0,2014,0,47.4692,-122.351 +20150129,5,2.5,3320,7266,2,9,3320,0,2000,0,47.5862,-122.054 +20140625,3,1.75,1230,8250,1,7,1230,0,1966,0,47.4526,-122.176 +20140902,3,1,1640,6516,1.5,7,1440,200,1935,0,47.6693,-122.339 +20141027,4,3.75,2452,4800,2,7,2452,0,1936,1994,47.4744,-122.213 +20150113,4,3,2720,7570,2,9,2720,0,2008,0,47.7113,-122.349 +20150414,3,1,1200,12500,1.5,6,1200,0,1936,0,47.4162,-122.329 +20150421,3,1.5,1220,9000,1,7,1220,0,1968,0,47.3642,-122.109 +20141008,3,2.25,1990,8501,2,8,1990,0,1991,0,47.5707,-121.996 +20140619,3,1.75,2310,11200,1,8,1630,680,1978,0,47.3637,-122.21 +20141226,3,2.5,2750,37096,2,9,2750,0,1989,0,47.3732,-122.023 +20141015,4,2.5,2440,9350,1,8,1560,880,1976,0,47.5614,-122.13 +20141117,4,2.75,3420,6787,2,9,3420,0,2010,0,47.6962,-122.023 +20140827,3,1,1240,5700,1.5,6,1240,0,1953,0,47.4927,-122.169 +20150330,3,2,1230,6802,1.5,7,1230,0,1940,0,47.6712,-122.279 +20141107,3,1.5,1010,7755,1,6,1010,0,1953,0,47.4238,-122.332 +20140827,4,1,1410,7000,1.5,7,1410,0,1963,0,47.3767,-122.287 +20140825,4,2.25,1960,12436,2,8,1960,0,1984,0,47.6276,-122.037 +20150330,2,1.5,2700,7225,1.5,8,1660,1040,1910,2008,47.5892,-122.383 +20140917,3,1,940,10500,1,7,940,0,1966,0,47.7268,-122.229 +20141007,5,2.25,3260,7969,2,8,3260,0,1982,0,47.314,-122.344 +20140624,4,2.5,3220,22588,2,10,3220,0,1996,0,47.7311,-122.055 +20150324,2,1,1140,75132,1,7,1140,0,1956,0,47.7349,-122.074 +20141013,4,1,1420,4875,1.5,7,1420,0,1930,0,47.6942,-122.321 +20140508,2,1,1060,4960,1,7,1060,0,1926,0,47.6896,-122.331 +20150107,2,1,1350,8220,1,7,1060,290,1949,0,47.7224,-122.358 +20150420,4,2.5,2400,10364,2,8,2400,0,1995,0,47.4832,-121.799 +20150416,3,2.25,1190,1200,3,8,1190,0,2008,0,47.6542,-122.346 +20141124,3,2,1670,8800,1,7,1150,520,1961,0,47.6096,-122.132 +20150115,3,1.5,1870,15685,1,7,1470,400,1936,0,47.723,-122.353 +20141118,3,2,1690,16061,1,7,1690,0,1984,0,47.6359,-122.035 +20140615,3,2,1900,8100,1,7,950,950,1940,0,47.6997,-122.319 +20141030,4,2,1470,7412,1,7,1470,0,1967,0,47.3702,-122.318 +20141027,4,1,1550,15239,1.5,6,1370,180,1930,0,47.4502,-122.378 +20150403,3,1.75,1480,8165,1,7,1480,0,1985,0,47.3624,-122.079 +20141105,4,2.25,1980,9714,1,7,1170,810,1977,0,47.3207,-122.209 +20150429,4,2.5,2190,4866,2,7,2190,0,2009,0,47.4907,-122.152 +20141030,2,1,840,892,2,7,840,0,2006,0,47.5396,-122.387 +20140508,6,2.25,3206,5793,2,7,3206,0,2012,0,47.369,-122.287 +20141002,4,2.25,3440,14237,2,9,3440,0,1982,0,47.7241,-122.065 +20150122,3,3,2350,1620,2,9,1560,790,2001,0,47.6308,-122.279 +20140513,4,3.25,4400,16625,2,11,4400,0,2003,0,47.5868,-121.968 +20140730,3,1.5,1250,4000,1,7,1250,0,1955,0,47.6916,-122.379 +20141006,3,2.25,2480,8755,2,8,2480,0,1979,0,47.4543,-122.125 +20150326,3,2.5,1800,2731,2,8,1800,0,2014,0,47.5342,-121.841 +20150310,3,2.5,1640,6991,1,7,1110,530,1967,0,47.7255,-122.327 +20150502,2,1,1170,4080,1,7,1170,0,1909,0,47.6784,-122.386 +20140729,3,2.5,2960,69351,2,9,2960,0,1990,0,47.4,-122.42 +20150219,5,1,1790,30456,1,7,1350,440,1964,0,47.3469,-122.195 +20140605,3,2.5,2670,10338,2,9,2670,0,1987,0,47.6599,-122.146 +20140507,3,2.5,2460,108900,1,9,1860,600,1977,0,47.4824,-122 +20140822,4,3.5,5990,111078,2,11,5990,0,2004,0,47.667,-121.994 +20150504,3,2.5,1470,1741,2,8,1170,300,2004,0,47.5464,-121.999 +20140512,3,2.5,1940,4927,2,8,1940,0,2004,0,47.4479,-122.12 +20140820,2,1,1170,7142,1,7,1170,0,1951,0,47.7497,-122.313 +20140507,4,2.25,1890,5940,1,9,1470,420,1963,0,47.6316,-122.303 +20141231,3,2.5,1820,1866,2,8,1570,250,2008,0,47.4643,-122.346 +20140903,2,1.25,1230,1569,2,9,1050,180,2009,0,47.6193,-122.304 +20141223,3,2.5,2790,16173,2,10,2790,0,1988,0,47.3043,-122.343 +20150102,3,1.75,2160,7140,1,7,1670,490,1978,0,47.3026,-122.374 +20140602,4,1.75,1790,11875,1,7,1490,300,1969,0,47.522,-122.047 +20140722,3,1.75,1380,8182,1,7,1380,0,1942,0,47.7513,-122.349 +20140609,4,1.75,2240,9886,1.5,7,2240,0,1965,0,47.6294,-122.116 +20140512,4,3,2110,5000,1.5,7,1640,470,1930,0,47.5195,-122.391 +20150302,5,2.5,4170,33310,2,11,4170,0,1991,0,47.5455,-122.126 +20141022,4,2.5,3420,115434,2,9,3420,0,1989,0,47.3932,-121.988 +20140623,3,1.75,2390,7149,1,8,1350,1040,1955,0,47.7244,-122.326 +20150505,5,3.5,3740,24684,2,9,2760,980,1998,0,47.3832,-122.057 +20140918,1,1,1020,7920,1,7,1020,0,1947,1983,47.5385,-122.355 +20141205,5,2.5,1990,6840,2,7,1990,0,1974,0,47.7162,-122.166 +20140918,3,3.5,2940,6431,2,10,2940,0,2014,0,47.5818,-122.047 +20150114,5,3.25,3450,6360,2,9,1860,1590,1905,0,47.6133,-122.287 +20150422,2,2.5,2470,609,3,11,1910,560,2011,0,47.6182,-122.312 +20141002,4,2.25,2050,26000,2,8,2050,0,1977,0,47.3423,-122.063 +20150408,4,2.5,3440,14554,2,8,2170,1270,2012,0,47.7364,-122.286 +20141013,4,2.75,2300,12633,2,9,2300,0,1984,0,47.6218,-122.032 +20140522,4,3.25,3340,10890,1.5,9,2240,1100,1963,2000,47.6677,-122.136 +20150219,3,1.75,2400,14012,1,9,2400,0,1971,0,47.3371,-122.325 +20141226,5,1.75,3700,9140,1,8,1850,1850,1957,0,47.5086,-122.258 +20140714,4,1.5,2810,7140,1,8,1490,1320,1954,0,47.5252,-122.382 +20150424,2,1.5,1160,982,2,7,890,270,2006,0,47.7675,-122.315 +20140722,2,1,980,5110,1,7,780,200,1939,0,47.7002,-122.314 +20150415,3,1,1100,5700,1,7,1100,0,1950,0,47.6883,-122.282 +20150213,3,2,2220,5000,1,7,1110,1110,1966,0,47.5807,-122.394 +20150414,4,2.5,3110,5868,2,8,3110,0,2001,0,47.3781,-122.126 +20141218,3,1,1790,7055,1,8,1520,270,1937,0,47.718,-122.355 +20140721,3,2,1640,3440,2,7,1640,0,1987,0,47.6829,-122.097 +20140813,5,4,4230,27295,2,8,3230,1000,1949,1985,47.6803,-122.214 +20150306,3,1.5,1430,7560,1,6,1430,0,1958,0,47.4518,-122.179 +20140724,2,2.5,3360,6750,2,9,3360,0,2004,0,47.7112,-122.033 +20150401,4,1.75,1600,7400,1,7,1210,390,1973,0,47.7111,-122.309 +20150507,3,1.75,1520,6559,1,7,1170,350,1992,0,47.35,-122.037 +20140903,2,1,1510,11165,1.5,7,1510,0,1921,0,47.7212,-122.331 +20140530,3,1.75,1700,8400,1,8,1460,240,1947,0,47.6534,-122.415 +20150120,3,2.25,2090,9163,1,7,1460,630,1975,0,47.7334,-122.167 +20140624,3,3.5,2130,6150,2,8,1530,600,1908,0,47.6491,-122.405 +20150408,3,2.5,1710,2875,2,8,1710,0,2006,0,47.5787,-122.392 +20140908,4,2.5,2550,6382,2,7,2550,0,2007,0,47.5202,-121.87 +20150113,3,2.75,1900,8200,2,7,1900,0,1984,0,47.402,-122.183 +20140522,2,2.5,1520,1588,2,8,1240,280,2007,0,47.5825,-122.313 +20140520,2,1,1150,4000,1,7,1150,0,1947,0,47.6575,-122.394 +20140815,2,1,840,12252,1,6,840,0,1994,0,47.3069,-122.013 +20150410,3,2.5,3100,45738,2,10,3100,0,1991,0,47.6854,-122.048 +20150428,3,2.5,2390,8102,2,8,2390,0,1986,0,47.4378,-122.16 +20150312,3,1,1140,8400,1,7,1140,0,1960,0,47.5022,-122.144 +20141001,4,1.75,1730,11700,1,7,880,850,1956,0,47.6031,-122.13 +20140815,4,3.25,3640,60086,2,10,3640,0,2005,0,47.6328,-122.016 +20141125,5,2.25,3440,5000,2,9,3440,0,1901,0,47.6127,-122.286 +20150305,3,2.25,2570,8491,2,8,2570,0,1989,0,47.3759,-122.125 +20141110,5,3.75,3290,6480,2,10,2190,1100,1938,0,47.653,-122.415 +20140707,4,2.25,2350,18600,2,9,2350,0,1977,0,47.7473,-122.257 +20140620,3,2.5,2570,4600,2,8,2570,0,2014,0,47.2582,-122.196 +20150214,3,1.75,1930,5400,2,9,1930,0,1978,0,47.77,-122.391 +20150224,3,2.75,3270,39586,1.5,11,3270,0,1988,0,47.731,-122.078 +20140818,4,2.25,2270,9600,1,7,1290,980,1976,0,47.3261,-122.355 +20150416,3,1.75,1940,8376,1,8,1290,650,1963,0,47.5586,-122.173 +20141205,4,2.5,2370,6557,2,9,2370,0,1998,0,47.423,-122.155 +20140708,4,3,3720,57499,1,9,1880,1840,2003,0,47.6469,-121.897 +20141204,4,2.5,2280,14290,1.5,7,1510,770,1942,0,47.7054,-122.297 +20140528,2,3.25,1400,1243,3,8,1400,0,2000,0,47.6534,-122.353 +20141112,4,3.5,3600,5217,2,9,2720,880,1947,2014,47.6189,-122.286 +20150428,2,2.5,1780,2493,3,8,1780,0,1981,0,47.6704,-122.358 +20140502,5,2.5,2210,9655,1,8,1460,750,1976,0,47.7698,-122.222 +20150116,4,3,3120,157875,2,8,3120,0,1977,0,47.444,-122.187 +20140617,5,3.5,2800,7350,2,7,2800,0,1995,0,47.5273,-122.345 +20141104,4,3.25,3760,4675,2,8,2740,1020,2007,0,47.3862,-122.048 +20140623,3,2.5,1900,3255,2,8,1900,0,1988,2000,47.6075,-122.147 +20140926,3,1.5,1500,14750,1.5,6,1500,0,1933,0,47.495,-122.318 +20150422,2,1,940,5000,1,7,940,0,1937,0,47.6879,-122.385 +20150506,3,2.25,1250,811,3,8,1250,0,2014,0,47.5419,-122.388 +20150218,3,1,1300,9300,1,7,1300,0,1977,0,47.7562,-122.073 +20150511,2,2,1850,4667,1,8,1850,0,2010,0,47.7101,-122.014 +20141003,3,1.5,1020,10152,1,6,1020,0,1959,0,47.4971,-122.168 +20150331,4,2.5,1620,8125,2,7,1620,0,1983,0,47.6255,-122.059 +20140618,5,2.5,3600,17300,1,8,2410,1190,1968,0,47.4468,-122.341 +20140911,2,1,910,3750,1,7,910,0,1904,0,47.6772,-122.369 +20150219,3,1,860,5200,1,6,860,0,1969,0,47.3677,-122.078 +20150203,4,2.5,3260,5974,2,9,2820,440,2007,0,47.6772,-122.267 +20141008,3,2.25,1740,6650,1,7,1240,500,1978,0,47.2979,-122.379 +20141202,3,1.5,910,5120,1,6,910,0,1973,0,47.5238,-122.356 +20150423,3,1.75,2330,7200,1,8,1320,1010,1950,0,47.565,-122.274 +20140514,4,2.5,2010,7226,2,8,2010,0,1995,0,47.2588,-122.21 +20150227,4,4.75,4150,6303,3,9,4150,0,2014,0,47.7047,-122.123 +20141002,3,2,1290,6150,1,6,1290,0,1950,0,47.5181,-122.257 +20150324,3,2.75,2450,5750,2,9,2450,0,2013,0,47.5439,-121.862 +20150424,2,1,1020,8442,1,7,920,100,1941,0,47.5145,-122.391 +20150330,3,2.25,1550,1485,3,8,1550,0,2011,0,47.6989,-122.346 +20140930,4,1.75,1490,9112,1,6,970,520,1940,0,47.4991,-122.345 +20140523,3,2,1670,4572,1.5,8,1670,0,1931,0,47.6854,-122.373 +20141215,2,1.75,870,18537,1,6,870,0,1946,0,47.275,-122.278 +20140909,3,2.5,1340,8867,2,8,1340,0,1984,0,47.724,-122.327 +20140817,3,2.5,3440,18167,2,11,3440,0,1991,0,47.2909,-122.342 +20141112,4,2.25,3240,12930,2,9,2730,510,1968,0,47.5373,-122.22 +20140508,3,2.75,2090,8354,2,8,2090,0,2012,0,47.7336,-121.965 +20150304,4,2.5,2810,4922,2,9,2810,0,2005,0,47.614,-122.041 +20140520,6,2,2150,4505,1,7,1270,880,1952,0,47.6514,-122.369 +20140623,3,2.5,2430,15264,2,8,2430,0,1997,0,47.3805,-122.208 +20140722,3,1.75,1570,15570,1,7,1570,0,1981,0,47.3207,-122.362 +20140606,2,1,780,5000,1,6,780,0,1943,0,47.5112,-122.357 +20150429,5,1.75,1850,14800,1.5,6,1760,90,1937,0,47.4935,-122.321 +20150122,2,1.75,1450,4000,1.5,7,1350,100,1903,0,47.6571,-122.326 +20140822,4,2.5,1990,9656,2,7,1990,0,1994,0,47.3125,-121.998 +20150223,3,2.5,3040,6255,2,7,3040,0,1999,0,47.3817,-122.206 +20150427,3,2,1940,40588,1,7,1940,0,2000,0,47.4252,-122.159 +20140519,2,1,680,8064,1,6,680,0,1941,0,47.469,-122.298 +20150109,3,1.75,1540,7558,1,8,1540,0,1964,0,47.6707,-122.156 +20140609,4,2.5,2730,4800,1.5,8,2230,500,1909,0,47.642,-122.358 +20140822,4,2.5,2100,8800,1,8,1250,850,1980,0,47.6909,-122.186 +20150409,3,2.5,2490,8582,2,9,2490,0,2000,0,47.625,-122.042 +20150423,4,1.75,1820,6000,1,7,930,890,1942,0,47.6872,-122.296 +20140926,2,1,1020,47044,1,7,1020,0,1904,1958,47.4206,-122.155 +20141029,4,2.25,2200,6750,1,8,1480,720,1959,0,47.5215,-122.202 +20150420,4,1,1730,7350,1.5,6,1730,0,1970,0,47.3467,-122.307 +20140825,4,3.25,3320,8587,3,11,2950,370,2008,0,47.691,-122.337 +20141208,2,1,2120,6897,1,7,1060,1060,1923,0,47.5566,-122.278 +20141112,5,1,1500,3978,2,7,1500,0,1929,0,47.6811,-122.383 +20140711,2,2.5,1140,1181,3,8,1140,0,2007,0,47.6713,-122.383 +20141219,4,2.25,3140,12150,2,9,3140,0,1979,0,47.6361,-122.047 +20140903,4,2.5,3320,52707,2,10,3320,0,1999,0,47.6247,-122.016 +20140514,3,1.75,1340,7473,1,7,1340,0,1973,0,47.3087,-122.206 +20140502,3,2.5,1770,1235,3,8,1600,170,2007,0,47.6965,-122.342 +20150424,4,2.5,2810,6481,2,9,2810,0,1998,0,47.333,-122.172 +20140624,4,3.25,3090,9571,2,9,2370,720,2004,0,47.7058,-122.131 +20140715,2,0.75,550,7980,1,5,550,0,1952,0,47.511,-122.348 +20141222,2,1,1300,6731,1,7,1300,0,1950,0,47.5697,-122.395 +20150325,3,3,1520,1800,3,7,1520,0,2003,0,47.6822,-122.326 +20141201,4,2.25,2690,36114,2,9,2690,0,1986,0,47.3106,-122.116 +20141201,3,1.75,1680,8610,1,7,1290,390,1969,0,47.7246,-122.173 +20150406,4,1.75,2010,10816,1,7,1410,600,1955,0,47.5048,-122.251 +20140527,3,1,1200,6250,1,6,920,280,1943,0,47.5095,-122.331 +20141218,4,1.75,2300,13342,1.5,7,2300,0,1934,1958,47.7308,-122.282 +20150224,3,1.5,1952,8613,1,7,1652,300,1960,0,47.3715,-122.29 +20140516,3,2.25,1720,4000,1.5,7,1450,270,1921,0,47.6683,-122.286 +20140807,4,1.5,1870,7220,2,7,1870,0,1956,0,47.77,-122.319 +20140905,5,3.75,4220,9240,2,11,3420,800,1991,0,47.5895,-122.229 +20140910,3,2.5,2540,51836,1,8,1820,720,1976,0,47.389,-122.088 +20140812,3,2.25,1860,1386,3,9,1860,0,2014,0,47.6368,-122.279 +20140529,4,2.75,3310,6166,2,9,3310,0,2008,0,47.521,-121.877 +20140715,4,2,1870,6551,1,7,1870,0,2009,0,47.1934,-121.977 +20150324,5,4,4690,8208,2,9,3040,1650,1926,0,47.6321,-122.304 +20140527,3,2.5,1590,2550,3,7,1590,0,1985,0,47.6772,-122.393 +20140908,4,3,2360,6678,1,8,1760,600,1949,0,47.6919,-122.313 +20140916,4,1.75,1880,9880,1,8,1880,0,1967,0,47.4551,-122.151 +20150304,3,2.25,1850,7480,2,7,1850,0,1978,0,47.452,-122.159 +20140917,3,1,1150,7486,1,7,1150,0,1970,0,47.7261,-122.219 +20150427,4,3.5,3760,20609,2,11,3760,0,1990,0,47.7255,-122.059 +20141015,4,2.5,1850,7324,2,8,1850,0,1997,0,47.3701,-122.107 +20140725,4,2.25,2640,34870,1,8,1770,870,1977,0,47.4688,-122.009 +20140730,3,2,1510,3750,1.5,7,1510,0,1928,0,47.5737,-122.383 +20150422,2,1,1010,6180,1,6,1010,0,1903,0,47.5532,-122.28 +20141203,3,2.5,1740,10050,2,7,1740,0,1989,0,47.2671,-122.236 +20140910,3,3.25,3410,25741,2,8,3410,0,1993,0,47.6929,-121.868 +20141030,3,1.75,2110,4800,1,8,1210,900,1956,0,47.567,-122.318 +20141120,5,4.25,4830,11466,2,10,3720,1110,2014,0,47.5774,-122.222 +20140926,3,2,2160,8091,1.5,8,2160,0,2000,0,47.3474,-122.303 +20150430,3,2,1290,13282,1,7,1290,0,1978,0,47.3787,-122.169 +20141209,3,1.75,1400,6000,1,7,700,700,1919,0,47.5283,-122.321 +20150217,2,1.75,1090,1950,1,8,1090,0,1982,0,47.3782,-122.319 +20140902,3,1,1270,8800,1,7,1270,0,1968,0,47.6703,-122.15 +20141216,3,2.25,1750,9353,1,7,1210,540,1987,0,47.7305,-122.225 +20150420,2,1,1060,4000,1,7,1060,0,1910,0,47.6731,-122.315 +20141222,4,1.75,1500,12560,1,7,1000,500,1977,0,47.2918,-122.197 +20140905,4,2.75,3410,7750,1,8,1710,1700,1958,0,47.5718,-122.406 +20150304,3,2.75,2150,6576,1,7,1900,250,1926,0,47.7539,-122.308 +20150407,4,2,2480,3680,1.5,7,1470,1010,1916,0,47.5686,-122.392 +20141219,2,1,980,3915,1,7,980,0,1919,0,47.5589,-122.29 +20141002,4,2.75,1660,5150,1.5,7,1280,380,1928,0,47.6835,-122.362 +20140923,5,2.5,4570,19252,2,10,4570,0,1965,0,47.5553,-122.22 +20141202,3,2,1440,10111,1,7,1440,0,1963,0,47.345,-122.283 +20150305,4,2.5,2600,7787,2,8,2600,0,2005,0,47.4877,-122.139 +20150204,2,1.75,1360,10000,1,6,1360,0,1957,1989,47.7421,-121.982 +20140718,3,1.75,1060,38644,1,7,1060,0,1983,0,47.7442,-122.072 +20140513,5,3,2450,4591,2,7,2450,0,1994,0,47.6828,-122.388 +20140604,5,2.5,2300,23345,1,7,1170,1130,1967,0,47.4739,-122.114 +20140627,3,1.75,1950,8712,1,7,1950,0,1960,0,47.4391,-122.189 +20150303,4,1.75,1630,5750,1,7,1160,470,1947,0,47.5674,-122.384 +20140521,4,2.75,1800,5453,1,7,1050,750,2002,0,47.4632,-122.209 +20141016,5,2.5,2344,8000,1,8,1560,784,1976,0,47.3185,-122.377 +20140828,4,2.25,2170,10000,1,8,1420,750,1975,0,47.6219,-122.109 +20140617,2,2.75,1430,1425,2,7,995,435,2006,0,47.621,-122.298 +20150305,3,2.5,1680,1683,2,9,1120,560,2014,0,47.6425,-122.374 +20150419,3,2.5,3090,10940,2,10,3090,0,1992,0,47.5492,-122.119 +20140623,3,2.75,1100,750,2,7,780,320,2008,0,47.5601,-122.363 +20150506,5,1,1410,6750,1.5,6,1410,0,1929,0,47.5453,-122.278 +20140723,4,2.5,2510,4349,2,8,2510,0,2010,0,47.4927,-122.147 +20140616,3,2.5,1940,9775,1,8,1440,500,1975,0,47.7142,-122.222 +20141201,5,2.75,2920,9163,1,8,1520,1400,1976,0,47.5668,-122.169 +20140716,4,2.5,2170,8680,1,7,1220,950,1959,0,47.6078,-122.192 +20140825,3,1.5,1330,10640,1,7,1330,0,1976,0,47.7364,-122.193 +20140806,3,1.75,2440,5800,1,8,1320,1120,1945,0,47.6474,-122.412 +20150424,2,1.5,1480,9660,1,7,1480,0,1949,0,47.4577,-122.289 +20141202,4,2.75,2980,42253,1,9,1860,1120,1973,0,47.6392,-122.163 +20140918,3,2,1590,8100,1,7,1060,530,1996,0,47.3611,-122.047 +20150223,3,1,1150,3090,1,6,1150,0,1910,0,47.5506,-122.276 +20150406,4,3,2450,4668,2,8,2450,0,2004,0,47.7721,-122.235 +20140915,4,2.25,3740,18000,1,9,1870,1870,1951,0,47.7027,-122.378 +20140801,4,2.25,2350,10072,2,8,2350,0,1980,0,47.7628,-122.168 +20140728,4,2.5,1750,9000,1,8,1410,340,1977,2003,47.6403,-122.105 +20140509,4,4.25,5860,52889,2,10,4910,950,1996,0,47.7245,-122.095 +20150421,3,3.75,1580,1303,2,8,1340,240,2010,0,47.5875,-122.315 +20141020,2,1,870,8400,1,7,870,0,1960,0,47.4493,-122.282 +20150319,2,1,890,5200,1,6,890,0,1941,0,47.5311,-122.373 +20150113,4,2.75,3460,13168,2,8,3460,0,1932,1986,47.2046,-121.996 +20150420,3,1.75,1630,4275,1.5,7,1630,0,1908,0,47.6851,-122.322 +20141030,4,2.5,2910,8881,2,10,1940,970,1932,0,47.6424,-122.411 +20141030,4,2.5,2490,11650,1,7,1390,1100,1990,0,47.4416,-122.332 +20150122,3,2.5,1070,1219,2,7,720,350,2004,0,47.5618,-122.384 +20150226,3,1,2480,8906,1,7,1240,1240,1969,0,47.5366,-122.289 +20150415,4,2.75,2890,4000,1.5,9,2190,700,1931,0,47.6419,-122.351 +20140804,3,2.5,2010,2212,2,8,1390,620,2014,0,47.5523,-121.998 +20141105,1,1,730,6890,1,4,730,0,1926,0,47.467,-122.215 +20140930,4,2.5,2720,10455,2,10,2500,220,1981,0,47.5564,-122.158 +20140610,3,1.75,2040,7281,1,7,1020,1020,1962,0,47.4681,-122.282 +20140508,4,1.75,1730,8320,1,7,1230,500,1977,0,47.327,-122.361 +20140805,3,1.5,1690,9708,1.5,7,1690,0,1954,0,47.5732,-122.136 +20140515,3,2.25,1180,9630,2,7,1180,0,1986,0,47.7352,-122.232 +20140814,1,0.5,880,1642,1,6,500,380,1910,0,47.5732,-122.372 +20150430,2,1.5,988,1080,3,7,988,0,2007,0,47.7123,-122.301 +20140605,4,1,2000,4676,1.5,7,1250,750,1916,1986,47.5529,-122.268 +20141117,1,1,1060,54846,1,5,1060,0,1935,0,47.4716,-122.445 +20140820,3,1.75,1900,5000,1,7,950,950,1951,0,47.5789,-122.393 +20140715,3,1.75,1300,8099,1,7,1080,220,1976,0,47.5026,-122.172 +20150323,4,2,1660,12377,1,8,1660,0,1966,0,47.6231,-122.102 +20150113,3,2.75,2216,31215,1,9,2216,0,1968,2005,47.3164,-122.199 +20150501,3,1.75,2920,21375,1,8,1850,1070,1961,0,47.7666,-122.265 +20150209,2,1.75,1090,4590,1,7,790,300,1915,0,47.6677,-122.324 +20141130,3,2.25,3040,52302,1,9,3040,0,2005,0,47.7635,-122.112 +20140527,3,3.5,2710,3475,2,8,1650,1060,2005,0,47.5359,-122.072 +20140918,3,1.75,1680,6108,1,8,1680,0,1989,0,47.4501,-122.208 +20141028,3,2.5,1860,43170,2,8,1860,0,1986,0,47.7712,-122.136 +20140513,5,3.25,3370,17458,1,10,2000,1370,1982,0,47.5591,-122.229 +20140522,3,2.5,1550,3569,2,7,1550,0,2011,0,47.3528,-122.211 +20150326,4,2.5,1610,4568,2,7,1610,0,2006,0,47.3351,-122.289 +20150304,3,3.25,3140,37120,1,9,1760,1380,1984,0,47.5244,-121.842 +20140625,4,2.75,3110,49765,1,8,3110,0,1958,1972,47.3343,-122.044 +20141215,3,2.25,2730,9388,1,7,1390,1340,1975,0,47.3785,-122.185 +20140731,4,2.75,3410,95396,1.5,10,3410,0,1962,0,47.6547,-122.158 +20140825,2,1,1120,7560,1,6,1120,0,1947,0,47.77,-122.39 +20150413,3,2,1140,6000,1,7,1140,0,1909,0,47.637,-122.355 +20140910,5,1,1500,9282,1.5,6,1500,0,1966,0,47.4702,-122.281 +20140804,1,2.5,1820,3008,2,7,1090,730,1910,2004,47.6529,-122.339 +20140820,2,1,930,5077,1,6,930,0,1939,0,47.7095,-122.35 +20150312,4,2.5,3540,7009,2,9,3540,0,2007,0,47.6749,-122.176 +20140518,3,2.5,2130,3500,1,8,1210,920,1994,0,47.736,-122.159 +20150428,3,2.5,2870,13695,2,10,2870,0,1991,0,47.6944,-122.102 +20150218,3,1,1430,13370,1,7,1430,0,1962,0,47.7317,-122.241 +20150403,2,1,750,2786,1,7,750,0,1947,0,47.6892,-122.393 +20140905,3,1.5,1380,4290,1,7,1080,300,1955,0,47.674,-122.379 +20140804,4,2.25,2500,8500,2,8,2500,0,1979,0,47.5569,-122.151 +20150317,3,1,1380,8147,1,7,1380,0,1948,0,47.7407,-122.3 +20140715,3,2.25,2380,11200,1,8,2380,0,1963,0,47.5873,-122.193 +20140828,4,2,2730,12000,1,8,1410,1320,1998,0,47.7733,-122.271 +20150508,2,1,1220,28703,1,7,1220,0,1953,0,47.4952,-122.172 +20150407,3,1.75,1220,216332,1,7,1220,0,1981,0,47.7224,-121.926 +20140926,4,2.5,2030,4596,2,8,2030,0,2014,0,47.3515,-122.275 +20140710,4,1.75,1520,7700,1,7,1520,0,1967,0,47.7356,-122.191 +20140825,3,2,3570,30456,1,8,2070,1500,1946,1982,47.6413,-122.24 +20140610,3,1.75,1870,7189,1,7,1270,600,1959,0,47.5412,-122.27 +20141229,3,1,1520,7800,1,7,1120,400,1967,0,47.3784,-122.29 +20140723,3,2.25,1760,10013,2,8,1760,0,1983,0,47.5336,-122.189 +20150506,4,2.25,3060,7920,1,7,1530,1530,1965,0,47.4879,-122.245 +20150326,2,1.75,800,4800,1,6,800,0,1922,0,47.5559,-122.396 +20140723,4,1,2500,35802,1.5,7,2500,0,1955,0,47.6488,-122.153 +20141107,3,1.75,1330,9831,1,7,1330,0,1987,0,47.3304,-122.277 +20141223,4,2.5,2910,20946,2,8,2350,560,1976,0,47.7085,-122.24 +20140507,3,1.75,1840,10723,1,7,1220,620,1974,0,47.429,-122.154 +20141106,4,2.5,2410,7069,2,9,2410,0,1993,0,47.7094,-122.234 +20140523,3,2.5,1620,1173,3,8,1470,150,2008,0,47.6681,-122.355 +20140619,2,1.75,1440,4225,1,8,1440,0,2005,0,47.7143,-122.032 +20140602,3,2,1810,4064,1.5,7,1810,0,1925,0,47.6859,-122.339 +20140811,3,2.5,2460,5027,2,8,2460,0,2002,0,47.372,-122.102 +20150105,3,1,1170,7350,1,7,1170,0,1960,0,47.625,-122.117 +20150122,2,1,670,4500,1,5,670,0,1905,0,47.5271,-122.326 +20141030,4,2.5,2590,9530,1,8,1640,950,1978,0,47.7752,-122.285 +20150504,5,2.5,2570,17234,1,7,1300,1270,1959,0,47.7753,-122.355 +20150218,3,1.75,1360,15210,1,7,1360,0,1987,0,47.3657,-122.047 +20150316,4,2.75,2510,11880,1,8,1630,880,1978,0,47.5427,-122.181 +20140627,3,1.75,2410,8944,1,8,1860,550,1967,0,47.4494,-122.139 +20150326,2,2,1670,7772,1,6,860,810,1919,0,47.5461,-122.377 +20140813,3,2.5,2160,35912,2,8,2160,0,1982,0,47.7273,-122.083 +20150319,3,1.75,1460,10000,1,8,1460,0,1967,0,47.342,-122.195 +20150422,3,1.75,1060,8100,2,7,1060,0,1983,0,47.3617,-122.047 +20141124,3,2.5,1909,1300,3,8,1766,143,2006,0,47.6538,-122.352 +20140604,3,2,1630,7599,1,10,1630,0,2006,0,47.6981,-122.376 +20140709,3,1.5,1940,9887,1,7,1140,800,1969,0,47.3289,-122.327 +20140721,3,2.75,1850,8820,2,8,1850,0,1993,0,47.1928,-122.01 +20140507,2,2,1550,2400,1.5,7,1550,0,1900,0,47.654,-122.346 +20140505,5,1,1120,9022,1.5,7,1120,0,1962,0,47.7296,-122.24 +20140528,2,1,1320,8865,1,6,1320,0,1943,0,47.4949,-122.3 +20141227,3,2.5,1860,21876,2,8,1860,0,1992,0,47.6455,-121.901 +20141101,4,2.75,3560,8975,2,10,3560,0,2014,0,47.6322,-122.209 +20141002,3,3.25,1380,1234,3,8,1380,0,2006,0,47.6935,-122.342 +20140728,3,2.25,1960,8875,1,7,1290,670,1965,0,47.3344,-122.301 +20140716,3,2.25,2820,11625,2,8,2820,0,1986,0,47.2621,-122.218 +20140826,4,2.5,2320,4000,1.5,8,1510,810,1905,0,47.6048,-122.298 +20141124,4,1.75,1920,7455,1,7,960,960,1939,1964,47.7106,-122.286 +20140729,4,1.75,1990,7194,1,8,1400,590,1978,0,47.4417,-122.135 +20150420,4,2.75,2270,24237,1,7,1360,910,1977,0,47.4672,-122.175 +20141031,3,1.75,1340,8250,1,7,1100,240,1985,0,47.3668,-122.09 +20141121,2,1,1620,3880,1,7,920,700,1924,0,47.6855,-122.391 +20141014,4,1.75,1400,25500,1,7,1400,0,1964,0,47.36,-122.164 +20141007,3,2.5,1800,3300,2,7,1690,110,2004,0,47.5491,-122.276 +20150331,4,3,2020,6000,1,8,1220,800,1968,2015,47.6563,-122.401 +20150331,4,2.5,1930,6228,2,8,1930,0,2000,0,47.3572,-122.191 +20150410,4,3.5,2340,2810,2,8,1730,610,2011,0,47.5403,-122.028 +20150401,5,4.5,3820,5750,2,9,2830,990,2000,0,47.5581,-122.385 +20141204,1,1,790,4590,1,6,790,0,1911,0,47.5677,-122.285 +20150423,4,4.5,5250,48352,2,10,5250,0,1998,0,47.4858,-122.111 +20141212,4,2,1780,5043,1,7,870,910,1993,0,47.7045,-122.342 +20150319,2,2.25,1460,1851,2,9,1180,280,2014,0,47.6461,-122.362 +20150204,2,0.75,890,19703,1,6,890,0,1934,0,47.4922,-121.783 +20140804,3,1,960,5424,1.5,6,960,0,1916,0,47.6997,-122.32 +20150113,3,2,1760,16928,1,7,1760,0,1953,0,47.6363,-122.202 +20140724,4,2.5,2440,10049,2,9,2440,0,1989,0,47.5744,-121.993 +20150405,4,2.5,1900,9240,1,7,1900,0,1962,0,47.6167,-122.137 +20150401,3,1.5,1720,7110,1,8,1720,0,1955,0,47.5417,-122.355 +20150426,4,2.5,3570,17411,2,10,3570,0,1990,0,47.5617,-122.03 +20140804,3,1.75,1710,10950,1,7,1060,650,1967,0,47.4678,-121.745 +20140902,4,2.5,3290,5951,2,9,3290,0,2003,0,47.5999,-121.976 +20140611,3,1,890,7200,1,7,890,0,1951,0,47.71,-122.286 +20150302,4,2.75,2750,17789,1.5,8,1980,770,1914,1992,47.6141,-122.212 +20140603,3,1,1110,7962,1,7,1110,0,1962,0,47.5035,-122.36 +20150109,4,2.5,2580,3436,2,8,2580,0,2013,0,47.6853,-122.21 +20140730,2,1,960,6250,1,6,960,0,1916,0,47.5491,-122.386 +20150220,4,3,3080,10757,2,8,3080,0,1961,0,47.5671,-122.159 +20150212,2,2,1120,1039,2,7,840,280,2007,0,47.5788,-122.315 +20141014,3,1,920,7276,1,6,920,0,1961,0,47.285,-122.211 +20140605,3,2.5,1640,29970,2,7,1640,0,1992,0,47.6359,-121.974 +20141209,3,1,1100,9750,1,7,1100,0,1966,0,47.3248,-122.345 +20140911,3,3.75,5400,24740,2,11,5400,0,1997,0,47.6426,-121.955 +20140903,3,2.5,1730,6930,2,8,1730,0,1994,0,47.2621,-122.308 +20141112,3,1.75,1840,9401,1,8,1840,0,1971,0,47.5847,-122.075 +20150310,3,2.5,1900,1258,2.5,7,1700,200,2007,0,47.6465,-122.358 +20141114,4,2.5,3240,22795,2,8,3240,0,1998,0,47.6329,-121.969 +20141202,3,2.75,2160,4086,1,7,1380,780,1987,0,47.5352,-122.38 +20150311,4,3.5,3500,4080,2,9,2590,910,2004,0,47.6834,-122.292 +20141028,3,3.5,3530,3610,2,10,2370,1160,2008,0,47.6857,-122.339 +20141106,4,2.5,2020,3600,2,7,2020,0,2012,0,47.3535,-122.017 +20150330,3,2.5,2550,6021,2,7,2550,0,2002,0,47.3828,-122.211 +20141107,3,1,1220,8119,1,7,1220,0,1955,0,47.6328,-122.236 +20140523,3,2,1270,1323,3,8,1270,0,2006,0,47.6934,-122.342 +20140811,3,2.5,3410,41022,2,11,3410,0,1990,0,47.3228,-122.08 +20141003,3,3,2780,6000,2,9,2780,0,2013,0,47.5184,-121.886 +20150401,5,2.75,2880,4425,2,8,2880,0,2005,0,47.7048,-122.109 +20140627,1,1,700,2500,1,7,700,0,1907,0,47.5662,-122.364 +20140614,4,2.75,2450,4187,2,8,2450,0,2010,0,47.5471,-122.016 +20140829,3,1.5,2100,67269,1,7,1220,880,1949,0,47.7592,-122.23 +20140708,4,2.25,2570,9503,2,8,2570,0,1980,0,47.764,-122.167 +20140723,3,1,1230,6000,1,7,780,450,1937,0,47.6839,-122.281 +20150305,4,1.75,1270,6825,1,7,1270,0,1950,0,47.5051,-122.242 +20140623,2,2,1610,17600,2,6,1610,0,1930,1983,47.4855,-122.266 +20150213,3,1,1110,6060,1,6,1110,0,1949,0,47.4705,-122.352 +20150407,4,2.75,2250,14149,2,9,2250,0,1992,0,47.7353,-121.962 +20140625,4,3.5,3770,37034,2,10,2830,940,1989,0,47.6463,-122.151 +20150325,5,4,4460,269345,2,9,3330,1130,1996,0,47.4992,-122.06 +20141217,4,1.75,1930,6720,1,8,1130,800,1959,0,47.6935,-122.312 +20141111,4,3,2580,5511,2,8,2580,0,1999,0,47.4286,-122.185 +20141231,3,2,1890,6620,1,8,1890,0,1954,0,47.7016,-122.274 +20140923,5,3.5,3740,5610,2,9,2860,880,2014,0,47.6764,-122.392 +20150325,3,3.25,3730,13264,2,9,3730,0,1989,0,47.7246,-122.059 +20141023,3,1.5,1160,5200,1,7,1160,0,1970,0,47.364,-122.094 +20140720,4,3.75,3450,8395,2,10,2640,810,1993,0,47.6134,-122.282 +20140521,2,1,1396,111949,1,7,1396,0,1940,1997,47.6374,-122.007 +20140619,6,2.75,2520,9324,1,7,1320,1200,1962,0,47.7636,-122.294 +20150128,3,1,1000,9295,1,7,1000,0,1955,0,47.484,-122.346 +20140729,4,2.5,2230,8500,2,8,2230,0,1994,0,47.2082,-122.009 +20140829,3,2,2870,6360,1.5,8,1790,1080,1946,0,47.6813,-122.275 +20150421,3,1,1400,3538,1,7,800,600,1953,0,47.5405,-122.27 +20141104,3,1,1150,10000,1,6,1000,150,1951,0,47.5075,-122.262 +20140827,3,2.25,2550,8588,1,9,2550,0,1989,0,47.7711,-122.195 +20150323,3,2.25,2170,8480,1,8,2170,0,1965,0,47.4562,-122.33 +20140616,3,1.75,1990,5560,1,7,1100,890,1939,0,47.664,-122.287 +20140808,4,2.5,4010,37076,2,12,4010,0,1990,0,47.7139,-122.106 +20140805,3,2.5,2150,4604,2,8,2150,0,2003,0,47.5893,-122.019 +20140902,3,1,1020,6120,1,7,1020,0,1941,0,47.6787,-122.285 +20150416,4,1.75,2220,6731,1,7,1110,1110,1953,0,47.5691,-122.391 +20141120,3,2.5,2100,6825,2,8,2100,0,1994,0,47.4314,-122.189 +20141106,3,2,1410,10078,1,6,1410,0,1983,0,47.7587,-122.144 +20140714,3,1.75,1680,4800,1,7,1400,280,1960,0,47.5535,-122.377 +20140813,4,2.25,2100,12738,2,8,2100,0,1975,0,47.4698,-122.118 +20140826,3,2.5,2790,6720,2,8,2790,0,2002,0,47.5958,-122.038 +20150401,6,2,2020,7071,1,7,1010,1010,1979,0,47.5329,-122.294 +20141027,3,1.75,1340,12800,1,7,880,460,1981,0,47.4437,-122.137 +20150428,3,1.75,2250,11520,1,8,2250,0,1956,0,47.7619,-122.268 +20140521,2,1.75,1100,7600,1,6,1100,0,1980,0,47.4136,-122.318 +20150420,4,2.5,2080,4080,1,7,1040,1040,1962,0,47.572,-122.29 +20140529,3,1,2110,10005,1,7,1110,1000,1924,0,47.688,-122.168 +20140911,3,2.75,2300,5090,2,8,1700,600,2007,0,47.545,-122.36 +20140717,4,2.5,2430,8509,2,9,2430,0,1992,0,47.5714,-121.991 +20150122,6,2.5,2270,11970,1,7,1470,800,1964,0,47.7722,-122.204 +20150309,4,2.5,3080,8451,1,7,1540,1540,1969,0,47.674,-122.154 +20141007,5,2,2280,5400,1.5,7,1340,940,1947,0,47.6674,-122.279 +20141001,3,1.75,1490,9120,1,7,1490,0,1959,0,47.4806,-122.163 +20150127,3,2.5,1650,6000,2,7,1650,0,1990,0,47.36,-122.194 +20150429,3,1.5,1540,7200,1,7,1540,0,1968,0,47.7357,-122.195 +20141010,3,1.75,1720,15225,1,7,1020,700,1970,0,47.579,-122.051 +20140730,4,2.5,3200,7282,2,9,3200,0,2007,0,47.4318,-122.286 +20140620,4,2,1890,6302,2,7,1890,0,1997,0,47.3846,-122.205 +20150422,3,1,1020,5950,1,6,880,140,1950,0,47.5436,-122.357 +20150405,3,1.5,1490,10367,1,7,1010,480,1957,0,47.4973,-122.347 +20141028,3,2.75,1960,6390,1.5,8,1960,0,1900,0,47.6032,-122.285 +20140721,3,2.5,2890,8470,2,10,2890,0,1996,0,47.5785,-122.054 +20140923,3,3.5,1820,1991,2,8,1430,390,2014,0,47.596,-122.298 +20141030,3,2.25,1780,9672,1,8,1350,430,1960,0,47.7774,-122.35 +20141017,3,1.75,3150,9258,1,8,2370,780,1970,0,47.5571,-122.08 +20140926,3,2,1340,1480,3,8,1340,0,1997,0,47.6904,-122.393 +20140929,3,2.25,2320,38186,2,8,2320,0,1980,0,47.6645,-122.068 +20141112,3,1.5,1660,8738,1,7,1080,580,1959,0,47.3117,-122.208 +20150331,2,1,1070,8750,1,7,1070,0,1951,0,47.4734,-122.198 +20140606,3,1.5,1750,12500,1,7,1150,600,1954,0,47.5666,-121.902 +20140729,3,2.5,1260,1622,3,8,1260,0,2009,0,47.7325,-122.343 +20140521,3,1.75,2000,9416,1,6,2000,0,1961,0,47.697,-122.175 +20141015,4,2.5,3130,7582,2,8,3130,0,2004,0,47.577,-122.055 +20141202,3,3,2330,7304,1,9,1300,1030,1971,0,47.5982,-122.172 +20140527,3,2.5,2610,7256,2,9,2610,0,2014,0,47.695,-122.18 +20140623,4,1.75,2160,4333,1,8,1260,900,1942,0,47.6893,-122.388 +20140813,3,1.5,1740,9547,1,7,1740,0,1962,0,47.4475,-122.213 +20140820,3,2.5,3220,54160,2,9,2690,530,1981,0,47.5468,-122.109 +20140825,3,1,1130,7200,1.5,6,1130,0,1942,0,47.7298,-122.355 +20140806,3,3.25,1550,1444,3,8,1550,0,2006,0,47.6767,-122.291 +20140924,3,1.75,2630,6500,1,7,1330,1300,1958,0,47.4878,-122.221 +20140521,5,2.25,2880,11965,2,8,2880,0,1990,0,47.3734,-122.124 +20140620,3,1,960,7314,1,6,960,0,1960,0,47.2891,-122.221 +20141216,4,2.5,2010,16020,1.5,8,2010,0,1962,0,47.4821,-122.108 +20150205,4,2.5,2080,7047,2,8,2080,0,1996,0,47.2627,-122.215 +20150417,4,2.75,2580,11900,1,7,1620,960,1967,0,47.4475,-122.159 +20141020,3,2.5,1680,4075,2,7,1680,0,2008,0,47.6964,-122.024 +20140908,3,1.5,1030,8223,1,7,1030,0,1952,0,47.4282,-122.331 +20150428,3,2,1750,9239,1,8,1410,340,1989,0,47.7583,-122.339 +20141014,4,2.5,2290,3777,2,7,2290,0,2004,0,47.3617,-122.308 +20141220,5,2,1430,5600,1.5,6,1430,0,1947,0,47.5192,-122.266 +20141110,4,2,1360,2746,1.5,7,1360,0,1945,2011,47.6736,-122.39 +20150218,3,1,1440,13824,1,7,1440,0,1957,0,47.5872,-122.241 +20150317,4,2.5,2310,6320,2,8,2310,0,1997,0,47.3287,-122.167 +20141022,4,2.5,3170,32430,2.5,10,3170,0,1989,0,47.6903,-122.056 +20141110,2,1,1210,8400,1,8,780,430,2000,0,47.6503,-122.393 +20141203,4,2.5,1580,6633,2,7,1580,0,1984,0,47.3768,-122.118 +20141218,3,2.5,2980,7338,2,8,2980,0,2006,0,47.437,-122.207 +20140514,4,1.5,1590,131551,1,7,1590,0,1966,0,47.2558,-122.024 +20141218,4,2.5,2730,9260,2,8,2730,0,2008,0,47.7222,-122.331 +20141106,3,1,1120,5200,1,7,1120,0,1976,0,47.3638,-122.088 +20150122,4,2.5,2100,5857,2,8,2100,0,2002,0,47.4956,-122.163 +20140724,4,2.5,3300,28433,2,9,3300,0,1998,0,47.5072,-122.112 +20140701,4,3,2130,6325,1,7,1440,690,1948,0,47.5683,-122.396 +20141201,4,4,4090,51908,2,11,4090,0,1991,0,47.7226,-122.039 +20140528,3,1.75,1210,8075,1,6,1210,0,1983,0,47.2666,-122.254 +20140724,4,2.75,3555,6565,2,9,3555,0,2014,0,47.6847,-122.017 +20141008,5,3,2680,8410,2,8,1810,870,1990,0,47.4401,-122.126 +20140520,3,2.5,1210,1200,3,8,1210,0,2008,0,47.6543,-122.345 +20150402,3,1,1250,7157,1,7,1250,0,1944,2010,47.7323,-122.304 +20150223,3,1.5,1270,1416,3,8,1270,0,2007,0,47.6988,-122.317 +20140922,3,1.5,1340,1110,2,7,1040,300,1999,0,47.698,-122.366 +20150312,3,1.5,1700,8247,1,7,1010,690,1970,0,47.4216,-122.174 +20150114,3,2.25,1900,18000,1,7,1280,620,1968,0,47.3251,-122.354 +20150107,4,3.5,3065,5440,3,9,3065,0,2014,0,47.524,-122.2 +20141217,6,2.5,2560,8320,1,7,1370,1190,1961,0,47.7021,-122.287 +20150121,3,1,1150,8924,1,6,1150,0,1943,0,47.3865,-122.217 +20140620,4,2.25,2450,21000,1,8,1650,800,1954,0,47.4559,-122.344 +20141017,3,2.25,1920,7300,1,7,1240,680,1961,0,47.6078,-122.128 +20141110,4,2.5,1785,2552,2,8,1785,0,2009,0,47.3582,-122.2 +20150327,5,2.5,3670,8960,1.5,8,3670,0,1973,0,47.6654,-122.142 +20150506,3,1,1070,4505,1,7,1070,0,1919,0,47.5305,-122.384 +20150409,2,1,930,3200,1,7,930,0,1904,0,47.609,-122.314 +20150129,3,2.5,1630,2844,2,7,1630,0,2003,0,47.5413,-122.288 +20140916,3,2.75,2170,8396,2,7,2170,0,1995,0,47.3812,-122.023 +20150504,2,1,1510,4080,1,7,1010,500,1923,0,47.6742,-122.329 +20140505,4,1.5,1120,5427,1,6,1120,0,1969,2014,47.3628,-122.087 +20140926,4,3.5,3320,8808,2,9,3320,0,2005,0,47.592,-121.989 +20140902,4,5,5810,7440,2,10,3790,2020,2004,0,47.6878,-122.212 +20141210,3,2.5,2060,8123,2,8,1010,1050,1977,0,47.6642,-122.13 +20140923,2,1.5,1620,1444,2,9,1080,540,2007,0,47.5892,-122.309 +20141027,3,2,1980,3478,1.5,7,1440,540,1929,0,47.6775,-122.372 +20150325,3,2.5,2170,5000,2,9,2170,0,2003,0,47.5453,-121.996 +20150227,3,2,1500,7828,1,7,1500,0,1967,0,47.4484,-122.158 +20140508,2,1.5,960,1808,2,7,960,0,1993,0,47.6183,-122.298 +20140829,4,2.5,2080,8504,2,8,2080,0,1991,0,47.5703,-121.998 +20150404,4,2.75,4250,10925,2,10,4250,0,2003,0,47.5297,-122.14 +20140613,4,2.5,2790,43091,2,9,2790,0,1989,0,47.7759,-122.08 +20140818,3,1,1020,18050,1,7,1020,0,1969,0,47.5254,-122.043 +20140703,3,2,2360,4800,2,9,2360,0,1909,2014,47.6317,-122.312 +20150424,3,1,1280,11625,1,7,1280,0,1977,0,47.6827,-122.059 +20141022,3,1,1180,3400,1.5,8,1180,0,1907,0,47.6376,-122.353 +20140630,4,2.75,3330,9143,2,10,3330,0,1995,0,47.6821,-122.19 +20150212,3,2,1400,1657,2,8,1060,340,2004,0,47.6196,-122.298 +20141027,3,1.5,970,8400,1,7,970,0,1966,0,47.3284,-122.331 +20140617,3,3.25,2420,1923,2,10,1840,580,2006,0,47.637,-122.341 +20141001,4,1.5,1970,4590,2.5,7,1970,0,1909,0,47.666,-122.332 +20141229,2,1,950,4080,1,7,950,0,1924,0,47.6765,-122.384 +20150412,4,2.25,1880,9727,1,7,1100,780,1979,0,47.7731,-122.257 +20150211,3,1,3180,27586,1,8,1400,1780,1969,0,47.1986,-121.967 +20140606,3,1,1210,103237,1,6,1210,0,1918,1960,47.4208,-122.445 +20141017,4,1.75,2100,6480,1,7,1300,800,1947,0,47.7049,-122.359 +20150319,3,2.5,2130,8404,2,8,2130,0,1991,0,47.4623,-122.13 +20140602,5,2.5,3990,3839,1,8,1990,2000,1962,0,47.6236,-122.299 +20150129,3,2.5,1440,1102,3,8,1440,0,2009,0,47.6995,-122.346 +20150428,3,1,1000,7636,1,7,1000,0,1952,0,47.472,-122.344 +20150320,4,3.5,3915,6364,2,9,3915,0,2014,0,47.6844,-122.016 +20140617,4,1.75,2030,18295,1.5,7,2030,0,1975,0,47.7326,-122.179 +20141105,4,2.25,1950,7700,1,8,1350,600,1979,0,47.4441,-122.125 +20140520,3,1.5,1080,2940,1.5,7,1080,0,1920,0,47.6832,-122.304 +20150311,3,2.25,1420,13468,1,7,960,460,1976,0,47.6693,-122.176 +20140605,4,1.5,1920,10403,1,7,1370,550,1959,0,47.2987,-122.366 +20141110,4,2.5,2506,7206,2,8,2506,0,2007,0,47.3236,-122.337 +20140723,4,4,3770,9750,1,9,1940,1830,1967,0,47.7159,-122.367 +20140522,3,2,2000,3207,1,7,1100,900,1916,0,47.6561,-122.341 +20141205,5,3,2560,12480,1,8,1590,970,2012,0,47.7657,-122.284 +20140919,4,2.5,1934,5677,2,8,1934,0,2013,0,47.2602,-122.252 +20140606,3,1.75,1910,12596,1,7,1340,570,1977,0,47.7399,-122.099 +20140808,3,2.5,2210,8622,2,8,2210,0,1988,0,47.5715,-122.02 +20141218,3,2.5,1600,1311,3,8,1600,0,2005,0,47.6903,-122.394 +20140527,4,2.25,1940,9144,1,7,1430,510,1956,0,47.5942,-122.135 +20140908,3,1.75,1490,16200,1,8,1490,0,1958,0,47.5919,-122.175 +20140617,3,1.75,1160,22470,1,7,1160,0,1976,0,47.7595,-122.23 +20141007,2,2.25,1240,705,2,7,1150,90,2009,0,47.5321,-122.073 +20140822,3,1,970,5000,1,6,970,0,1968,0,47.5282,-122.279 +20150427,5,1.75,2190,16788,1,8,1380,810,1978,0,47.3764,-122.176 +20150316,3,2.25,3070,9645,2,10,2110,960,1987,0,47.5522,-122.144 +20140612,2,1,820,10450,1,7,820,0,1965,0,47.4261,-122.199 +20140826,3,2,1560,5130,1,7,1150,410,1915,0,47.6913,-122.333 +20150311,3,2.25,1880,7350,1,8,1390,490,1984,0,47.4457,-122.123 +20140625,3,2.5,1800,2790,2,8,1800,0,2011,0,47.5455,-122.371 +20150107,5,4.5,4850,10584,2,10,3540,1310,2007,0,47.5943,-122.11 +20150323,3,2.5,1710,10341,2,7,1710,0,1986,0,47.3494,-122.171 +20150423,4,2.75,2210,13235,2,8,1730,480,1988,0,47.3541,-122.303 +20150402,2,1,1390,5346,1,7,960,430,1908,0,47.5567,-122.279 +20140825,2,1.5,1020,1275,3,8,1020,0,2008,0,47.7003,-122.346 +20150506,3,2.5,1600,6848,2,7,1600,0,2000,0,47.3303,-122.271 +20150202,3,2.25,1440,9806,1,7,1440,0,1965,0,47.3857,-122.212 +20150128,4,1,1730,8706,1,7,1010,720,1962,0,47.4586,-122.175 +20150226,3,1,1480,6750,1,7,1480,0,1958,0,47.505,-122.366 +20141024,4,2,1370,8837,1.5,7,1370,0,1955,0,47.4386,-122.285 +20140715,3,2,1880,4000,1,8,1280,600,1950,0,47.6375,-122.391 +20150414,3,2.25,2910,15626,1.5,9,2510,400,1923,0,47.6534,-122.412 +20141204,3,2,1290,7952,1,7,1290,0,1998,0,47.3867,-122.19 +20140721,4,2.5,2670,4410,2,8,2670,0,1999,0,47.5978,-122.038 +20150115,3,1,1250,7280,1,7,1250,0,1965,0,47.3414,-122.286 +20140509,3,1,1030,6127,1,7,880,150,1947,0,47.7192,-122.32 +20140827,5,2.5,2260,10087,1,8,1520,740,1967,0,47.5982,-122.128 +20140819,4,2.25,2780,15075,2,7,2780,0,1985,0,47.477,-122.116 +20140728,5,2.75,2350,4178,1.5,8,1520,830,1922,2015,47.6388,-122.3 +20141003,4,1.5,1430,7232,1.5,7,1430,0,1948,0,47.7197,-122.328 +20141105,4,2.5,2980,12764,2,10,2980,0,1994,0,47.5857,-122.027 +20150316,3,1,1300,10139,1,7,1300,0,1962,2007,47.3427,-122.087 +20141113,4,1.75,1450,3750,1,7,950,500,1925,0,47.6706,-122.3 +20150318,3,2.25,1370,6600,2,7,1370,0,1993,0,47.3504,-122.035 +20141114,4,2.5,3180,20870,2,8,2120,1060,1967,0,47.7176,-122.241 +20150422,3,1,1260,7920,1,7,1260,0,1966,0,47.3452,-122.308 +20141009,3,1.5,1790,6000,1.5,7,1790,0,1903,0,47.6754,-122.325 +20140805,5,3.5,4510,16305,2,10,2820,1690,2003,0,47.6346,-122.011 +20150128,3,1.5,1680,8712,1,8,1680,0,1964,0,47.4811,-122.149 +20150327,5,2.25,2400,13450,1,7,1200,1200,1957,0,47.6007,-122.117 +20140820,4,2.5,2620,4050,2,8,2620,0,2014,0,47.5017,-122.34 +20140506,3,2,2000,7000,2,7,2000,0,1916,1986,47.5452,-122.393 +20150428,3,1.75,1410,15120,1,7,1410,0,1950,0,47.5974,-122.195 +20140519,3,1.75,1890,3825,1,7,1290,600,1974,0,47.6831,-122.381 +20150504,2,1,1210,5600,1.5,7,1210,0,1922,0,47.5322,-122.392 +20140603,3,2.25,2090,12112,2,8,2090,0,1983,0,47.7015,-122.13 +20140819,3,2,1780,11342,1,7,1780,0,1964,0,47.4617,-122.327 +20150317,3,2,1460,7860,1,7,1460,0,1967,0,47.6233,-122.108 +20141017,4,2.5,2280,4534,2,8,2280,0,2003,0,47.5902,-122.018 +20150409,4,1,2300,7680,1,7,1270,1030,1959,0,47.524,-122.359 +20141121,2,1,1420,21158,1,7,1420,0,1953,0,47.4594,-122.359 +20150327,4,3.5,4370,37193,2,8,2780,1590,1996,0,47.241,-121.979 +20150325,4,2.5,3330,9557,2,10,3330,0,1995,0,47.5526,-122.102 +20150312,3,2.25,1680,7262,1,7,1180,500,1973,0,47.713,-122.225 +20140724,3,1.75,1730,15003,1,7,1150,580,1980,0,47.6923,-121.92 +20140613,5,2.5,3210,12000,1,8,1830,1380,1968,0,47.6205,-122.148 +20140617,3,2.5,3040,7232,2,7,3040,0,2003,0,47.3355,-122.168 +20150223,2,1,700,8120,1,7,700,0,1927,0,47.6962,-122.321 +20140925,2,1,880,9750,1,6,880,0,1938,0,47.4885,-122.298 +20140912,4,3.5,3780,20023,2,10,3780,0,2001,0,47.5491,-122.006 +20141112,4,3.25,4740,49091,2,11,4740,0,1990,0,47.6624,-122.071 +20141016,4,2.75,2260,5705,2,8,2260,0,2014,0,47.3726,-122.159 +20141016,4,3.5,3440,3800,3,9,3440,0,2014,0,47.6408,-122.307 +20150423,4,3.5,3930,43560,2,10,3930,0,2003,0,47.7497,-122.121 +20140926,4,2.5,2020,9600,2,7,2020,0,1954,0,47.5434,-122.395 +20140502,3,2.5,3240,33151,2,10,3240,0,1995,0,47.3256,-122.378 +20150108,4,1.75,3620,10400,1,8,1820,1800,1965,0,47.6069,-122.167 +20150325,3,2,1540,3600,1,7,890,650,1994,0,47.6103,-122.296 +20150225,3,2,1010,2820,1.5,7,1010,0,1905,0,47.6066,-122.304 +20140919,3,2.25,2070,7207,1,8,1720,350,1973,0,47.7735,-122.371 +20141112,6,1.75,2120,3801,1.5,7,1220,900,1925,0,47.6832,-122.311 +20150325,3,2.5,3110,6000,1,8,1560,1550,1967,0,47.5331,-122.353 +20141007,4,2.25,1900,11171,1,8,1280,620,1984,0,47.561,-122.126 +20150410,3,2.5,1740,1308,3,8,1740,0,2008,0,47.5892,-122.387 +20141205,2,2.25,1470,1101,2,8,1340,130,2005,0,47.6768,-122.301 +20150331,5,3.25,3890,20005,1,10,2260,1630,1977,0,47.6312,-122.224 +20140804,4,3.25,2800,5291,2,7,2800,0,2011,0,47.1937,-121.977 +20150326,2,1,1150,8138,1,7,1150,0,1954,0,47.737,-122.325 +20141105,4,2.5,2940,156988,2,9,1870,1070,1996,0,47.6214,-121.946 +20140908,2,1,1360,69260,1,5,1360,0,1937,0,47.5229,-121.838 +20150406,3,1,1020,13504,1,7,1020,0,1959,0,47.5121,-122.17 +20150106,5,2.5,3090,16583,2,9,3090,0,1964,0,47.6458,-122.218 +20140811,4,1.75,2630,9645,1,9,2630,0,1963,0,47.5459,-122.228 +20140609,4,2.75,1990,7252,1,7,1270,720,1999,0,47.2839,-122.202 +20140505,3,2.25,1620,998,2.5,8,1540,80,2010,0,47.5401,-122.027 +20150127,3,2,1350,6696,1,6,680,670,1944,0,47.4919,-122.187 +20140702,4,2.5,1954,4805,2,8,1954,0,2005,0,47.4297,-122.19 +20140905,4,2.75,3130,13412,2,9,2140,990,1993,0,47.6993,-122.102 +20150312,4,1.5,1660,6617,1,7,1660,0,1947,0,47.739,-122.323 +20150127,3,1,880,9035,1,6,880,0,1967,0,47.476,-122.151 +20150414,3,2.25,1750,15528,1,8,1270,480,1963,0,47.7739,-122.274 +20140929,2,2.5,1320,1329,2,8,1180,140,2007,0,47.6728,-122.374 +20150217,2,1.5,1140,2500,1,7,630,510,1988,0,47.5707,-122.359 +20150421,3,1.75,2650,11774,1,8,2240,410,1952,0,47.4909,-122.363 +20140806,4,1.75,2100,3000,1.5,7,1500,600,1911,0,47.6721,-122.329 +20150430,4,2,2390,23972,2,7,1720,670,1949,0,47.3197,-122.343 +20150105,3,1,920,4800,1,6,780,140,1926,0,47.6937,-122.362 +20150303,3,2.5,2200,5954,2,7,2200,0,2004,0,47.3709,-122.125 +20150129,4,1,1010,7515,1,6,1010,0,1955,0,47.4174,-122.316 +20140714,2,1.75,1650,7500,1,7,1000,650,1959,0,47.6871,-122.207 +20150319,5,2.75,3050,8904,1,8,1650,1400,1956,0,47.5709,-122.214 +20150303,4,2.5,1910,7172,2,8,1910,0,1993,0,47.7615,-122.309 +20150213,4,2.5,1840,9611,2,7,1840,0,1996,0,47.4964,-122.251 +20140902,4,3,3380,16133,1,8,2330,1050,1959,0,47.5501,-122.261 +20150507,4,1.75,2170,4600,1,7,1270,900,1950,0,47.6894,-122.384 +20140806,3,1,1410,47916,1,7,1410,0,1981,0,47.7149,-121.96 +20150318,3,1,960,5030,1,7,960,0,1955,0,47.5611,-122.28 +20140630,4,2,2120,3360,2,9,2120,0,1905,0,47.6227,-122.31 +20150303,3,1,940,10360,1,7,940,0,1964,0,47.688,-122.19 +20141105,3,1,1250,21303,1,6,1250,0,1970,0,47.6625,-122.059 +20150420,3,3.25,4110,20900,2,9,2630,1480,2002,0,47.5506,-122.187 +20150319,3,1.75,2210,8955,1,8,1560,650,1974,0,47.6621,-122.189 +20140826,3,2.25,1358,1204,3,7,1358,0,2007,0,47.7054,-122.346 +20141013,3,1.75,1516,2897,1,7,998,518,1925,0,47.6842,-122.341 +20150213,4,1,1220,8075,1,7,890,330,1969,0,47.3341,-122.282 +20141212,4,0.5,2300,5570,2,8,2300,0,1996,0,47.3285,-122.168 +20140519,5,3.75,5340,10655,2.5,10,3740,1600,1912,0,47.5795,-122.285 +20150415,4,2.5,2040,5472,2,8,2040,0,2003,0,47.3337,-122.189 +20140709,3,1.75,1510,6360,1,7,1510,0,1954,0,47.7321,-122.353 +20150109,3,3.25,4560,13363,1,11,2760,1800,1995,0,47.6205,-122.214 +20140829,3,1.5,1580,3172,1,8,900,680,1946,0,47.6796,-122.393 +20150325,2,1.5,1260,5100,1,7,1260,0,1941,0,47.6914,-122.288 +20140804,3,1.75,1460,9261,1,7,1460,0,1985,0,47.5155,-122.189 +20140625,5,2.5,2025,7760,2,7,2025,0,2007,0,47.2671,-122.256 +20140814,3,2.5,1550,930,2,8,1060,490,2006,0,47.5857,-122.314 +20141126,2,1.75,1850,2530,2.5,7,1850,0,1903,0,47.6106,-122.31 +20140717,4,2.25,2240,5000,2,8,2240,0,2013,0,47.6212,-122.058 +20140620,3,1.5,1860,60960,1,7,1140,720,1967,0,47.3796,-122.102 +20150427,4,3,3310,217800,1.5,9,3310,0,1989,0,47.6616,-121.999 +20141014,4,2,2060,6000,1,8,1370,690,1954,0,47.5237,-122.383 +20140701,4,3.5,4270,5800,2,10,3170,1100,1937,0,47.6474,-122.411 +20140620,4,1,1810,7500,1,7,1410,400,1959,0,47.4935,-122.333 +20150224,3,1.75,1680,9769,1,8,1340,340,1989,0,47.4631,-122.126 +20150309,3,1.75,2840,9800,1,7,1420,1420,1977,0,47.3516,-122.119 +20150203,3,1.75,1460,4000,1,7,730,730,1929,0,47.5768,-122.307 +20150205,2,1.75,1390,5025,1.5,8,1390,0,1928,0,47.6701,-122.288 +20140625,2,2.25,1350,1493,2,8,1050,300,2007,0,47.5421,-122.388 +20150406,4,2.5,1850,8310,1,7,1200,650,1962,0,47.7717,-122.29 +20140708,5,2.75,3500,5040,2,9,2950,550,1927,2007,47.5527,-122.379 +20150421,3,1,1300,9880,1,7,1300,0,1959,0,47.3352,-122.297 +20150324,3,1.75,2380,10450,1.5,8,2380,0,1966,0,47.3143,-122.37 +20141106,2,1,1160,5029,1,7,910,250,1940,0,47.6723,-122.266 +20141027,4,2.25,2250,12000,2,8,2250,0,1985,0,47.3715,-122.274 +20140723,4,2.5,2090,4400,2,8,2090,0,2011,0,47.5403,-122.286 +20140714,3,2.5,1800,2791,2,8,1800,0,2011,0,47.5442,-122.371 +20140610,2,1,860,3880,1,6,860,0,1916,0,47.6862,-122.391 +20141006,2,2.5,1500,1174,2,8,1140,360,2014,0,47.6689,-122.363 +20140609,3,3,2500,8304,2,8,2500,0,1997,0,47.4022,-122.166 +20140516,3,2,1900,6660,1,7,950,950,1966,0,47.3594,-122.054 +20140701,3,1.75,1990,9594,1,8,1190,800,1977,0,47.6617,-122.137 +20140725,3,2.5,2550,4954,1.5,7,1850,700,1924,0,47.5758,-122.287 +20141202,6,2.25,2550,5000,2,7,2550,0,1907,0,47.6785,-122.396 +20140718,2,1.75,1640,4176,1,7,1040,600,1948,0,47.5162,-122.26 +20140818,3,1.5,1960,8815,1,7,1020,940,1958,0,47.5765,-122.159 +20140619,3,2,1360,5980,1.5,8,1360,0,1945,2008,47.5852,-122.388 +20150401,3,1,1170,7560,1,6,1170,0,1958,0,47.4514,-122.178 +20140918,2,1,1130,8081,1,7,1130,0,1921,0,47.7064,-122.355 +20140804,3,2.5,2750,35440,2,9,2750,0,1994,0,47.4745,-121.723 +20140915,4,2.5,3150,5757,2,9,3150,0,2004,0,47.4568,-122.117 +20140812,3,2.25,2240,6450,1,7,1440,800,1979,0,47.7034,-122.315 +20141007,4,4.5,4040,8400,2,9,3220,820,2006,0,47.7067,-122.131 +20140917,2,1,1150,3775,1,7,1150,0,1917,0,47.6539,-122.329 +20140822,3,2.25,2110,8000,2,8,2110,0,1975,0,47.7311,-122.204 +20140527,3,1.75,1670,7415,1,7,1320,350,1987,0,47.3776,-122.116 +20141120,3,1.75,1770,8240,1,7,1240,530,1978,0,47.3066,-122.378 +20141124,4,2.5,2890,5801,2,9,2890,0,2005,0,47.7349,-122.238 +20150309,4,2.5,2480,15411,2,8,2480,0,1994,0,47.5379,-122.16 +20141110,5,1.5,1420,9900,1,7,1050,370,1964,0,47.6348,-122.118 +20150121,4,2.25,2210,8101,2,9,2210,0,1985,0,47.6475,-122.07 +20150421,3,2.25,1850,37264,2,8,1850,0,1981,0,47.6486,-122.035 +20150428,4,2.75,2890,7821,2,9,2890,0,2014,0,47.554,-122.189 +20141203,2,2,1660,5200,1,7,1120,540,1906,0,47.6871,-122.334 +20140828,3,1.75,1870,25157,2,7,1870,0,1978,0,47.695,-121.915 +20141008,3,3.5,1560,2198,2,8,1180,380,2006,0,47.5812,-122.403 +20150414,2,1.75,1070,1276,3,8,1070,0,2006,0,47.6719,-122.39 +20140623,3,1.75,1300,12731,1,8,1300,0,1981,0,47.6236,-122.04 +20150326,5,3.5,2980,5100,2,10,2370,610,2015,0,47.6782,-122.299 +20140821,4,2.5,2320,14240,1,9,1620,700,1974,0,47.6269,-122.09 +20150413,4,2.25,2290,9900,1,8,1550,740,1959,0,47.4434,-122.343 +20150409,4,2.5,3310,4839,2,9,3310,0,2007,0,47.773,-122.161 +20140708,2,1,810,4080,1,6,810,0,1941,0,47.5337,-122.379 +20141215,4,3,2390,7309,2,7,2390,0,1944,1981,47.294,-122.218 +20140609,3,2.5,2630,77972,2,9,2630,0,2004,0,47.745,-121.916 +20140624,2,1,740,7680,1,6,740,0,1922,0,47.5245,-122.371 +20140723,3,2,1840,6000,2,7,1720,120,1946,0,47.6828,-122.207 +20141106,3,2.75,2620,17919,1,9,2620,0,1949,0,47.6144,-122.228 +20141028,7,1.5,2670,11250,1.5,8,2320,350,1948,0,47.7121,-122.332 +20150414,3,1.75,1260,9600,1,7,1260,0,1988,0,47.3592,-122.076 +20140611,4,2.5,3320,11901,2,9,2650,670,1977,0,47.554,-122.16 +20140923,4,1,1760,8906,1,7,1230,530,1966,0,47.4288,-122.198 +20141010,4,2.25,2500,10062,1,8,1600,900,1975,0,47.639,-122.1 +20140626,3,2.5,2480,37843,1.5,8,2480,0,1974,0,47.4003,-122.422 +20140910,4,2.25,2570,36465,2,8,2570,0,1980,0,47.6555,-122.042 +20140820,3,3.25,1710,2381,2,8,1360,350,2003,0,47.5477,-122.004 +20140812,3,2.5,1600,7829,2,7,1600,0,1987,0,47.7288,-122.227 +20140513,3,1.5,1310,3880,1,7,1090,220,1956,0,47.6821,-122.392 +20150331,4,2.5,3070,4000,2,8,2070,1000,1940,0,47.659,-122.281 +20140603,4,4.25,2360,57514,2,8,2360,0,1939,1987,47.2843,-122.294 +20150423,4,1.75,2180,4066,1.5,6,1270,910,1911,0,47.5487,-122.277 +20150226,3,2.25,1481,2820,2,7,1481,0,2012,0,47.3457,-122.217 +20150309,3,1,1390,10500,1.5,6,1390,0,1940,0,47.567,-121.893 +20140702,3,3.5,4660,5500,2,10,3040,1620,1909,0,47.6465,-122.319 +20150210,3,1.75,1860,7191,1,7,1260,600,1975,0,47.4338,-122.168 +20140826,4,2.25,2350,7210,1.5,7,2350,0,1972,0,47.7407,-122.183 +20140908,4,2.5,2470,5015,2,8,2470,0,2004,0,47.3457,-122.041 +20140529,3,1.5,2240,3800,2,8,1370,870,1929,0,47.6887,-122.307 +20141009,4,1.75,2640,8215,1,7,1500,1140,1966,0,47.5819,-122.125 +20140917,4,2.5,3480,12696,1,9,1980,1500,1977,0,47.3816,-122.153 +20140523,3,1.75,1680,3420,1,7,960,720,1992,0,47.6854,-122.291 +20141001,4,3.5,4370,422967,1,10,2580,1790,1978,0,47.2332,-122.029 +20141205,3,2.5,2550,4240,2,7,2550,0,2006,0,47.3986,-122.169 +20140630,4,2.5,2700,6998,2,8,2700,0,2001,0,47.4694,-122.263 +20140708,3,2.5,3830,48743,2,11,3830,0,1991,0,47.5663,-122.125 +20140723,3,2.5,1470,3976,2,7,1470,0,1999,0,47.526,-121.826 +20141125,4,2.5,1820,7575,1,7,1220,600,1975,0,47.4339,-122.167 +20141007,3,1.75,2060,7251,1,7,1350,710,1987,0,47.3569,-122.175 +20140708,2,1,1080,2674,1,6,720,360,1919,0,47.5595,-122.317 +20141027,3,1,910,7194,1,7,910,0,1971,0,47.3337,-122.275 +20140920,4,2,1970,3515,1,8,1030,940,1969,0,47.6873,-122.314 +20150408,4,2,1400,7140,1,7,1400,0,1969,0,47.7719,-122.309 +20140924,3,2.5,2820,7200,1,9,1780,1040,1979,0,47.7691,-122.388 +20150428,5,2.75,2580,7865,1,8,1480,1100,1964,0,47.6208,-122.139 +20140925,3,1,1400,5662,1.5,5,1400,0,1920,0,47.5271,-122.036 +20150219,3,2.5,2160,9063,2,8,2160,0,1992,0,47.7296,-122.333 +20140711,3,1.75,1810,41800,1,7,1210,600,1980,0,47.4109,-121.958 +20140804,4,1.75,2480,11010,1,9,1630,850,1966,0,47.5378,-122.219 +20150505,4,2.5,3070,7200,2,8,3070,0,2005,0,47.4899,-122.138 +20140909,3,2.25,2140,10256,2,8,2140,0,1987,0,47.3751,-122.044 +20140721,3,2.5,1990,4040,1.5,8,1390,600,1926,0,47.6867,-122.354 +20140921,5,2.25,3270,16553,2,9,2470,800,1968,0,47.5428,-122.236 +20141121,4,1.75,2510,5800,1,9,1830,680,1953,0,47.648,-122.41 +20141114,1,1,720,7140,1,6,720,0,1930,0,47.5119,-122.339 +20140602,3,2.5,1950,3600,2,7,1950,0,2010,0,47.3658,-122.021 +20140926,4,2.25,2290,9546,1,8,1780,510,1976,0,47.5617,-122.13 +20140710,3,2.75,2220,4000,2,8,1700,520,1914,2000,47.617,-122.291 +20140626,4,1,1230,7410,1.5,7,1230,0,1944,0,47.4798,-122.344 +20150121,3,2,1450,9044,2,7,1450,0,1990,0,47.1955,-121.987 +20150115,4,2.25,2490,7233,1,8,1460,1030,1978,0,47.3115,-122.396 +20140829,3,1.75,2170,153767,1,7,2170,0,1976,0,47.3694,-122.065 +20140907,3,2.5,1800,2792,2,8,1800,0,2011,0,47.5442,-122.371 +20150309,4,2.5,2090,7434,1,7,1090,1000,1993,0,47.4962,-122.349 +20150225,3,2.75,1720,28000,1,7,1720,0,1958,0,47.4375,-122.176 +20150107,3,2.25,1050,572,2,7,740,310,2006,0,47.5549,-122.363 +20140722,3,2.75,2290,14810,1,7,1400,890,1967,0,47.5343,-122.185 +20140523,4,3,3370,7920,1,10,1860,1510,1988,0,47.6773,-122.403 +20140516,4,3.25,3120,5000,2,9,2370,750,2005,0,47.69,-122.299 +20140919,6,7.75,9890,31374,2,13,8860,1030,2001,0,47.6305,-122.24 +20141204,4,2.5,2040,4443,2,8,2040,0,2001,0,47.3182,-122.189 +20150316,4,2,1630,7618,1.5,7,1630,0,1967,0,47.3658,-122.317 +20140724,4,2.5,2050,14724,2,7,2050,0,1989,0,47.73,-121.969 +20140521,3,2.5,2540,6093,2,9,2540,0,1999,0,47.7042,-122.236 +20140717,3,1,1370,11050,1,7,1370,0,1981,0,47.4485,-121.776 +20141202,3,3.5,2620,10137,2,8,1970,650,1992,0,47.4979,-122.371 +20140715,3,1.5,1370,8671,1,7,1370,0,1955,0,47.6217,-122.198 +20150305,3,1,1150,11396,1.5,7,1150,0,1950,0,47.7435,-122.296 +20150416,4,2.5,2950,9010,2,9,2950,0,2004,0,47.531,-121.86 +20140710,2,2,970,9750,1,6,970,0,1940,0,47.5073,-122.372 +20140516,4,3,5520,8313,2,9,3570,1950,2008,0,47.5655,-122.129 +20140625,2,1,870,5400,1,6,870,0,1950,2007,47.52,-122.374 +20140611,3,1.5,2210,6300,1.5,8,2210,0,1916,0,47.5892,-122.29 +20141219,4,4,5780,7173,2,11,4130,1650,2008,0,47.6374,-122.288 +20150430,4,2.5,2960,4640,2,9,2960,0,2005,0,47.3597,-122.04 +20140924,3,1.75,1470,8925,1,7,1470,0,1957,0,47.2026,-122 +20140811,3,3.25,2210,3600,2,8,1820,390,1995,0,47.7031,-122.279 +20140709,3,2.5,1530,2913,2,7,1530,0,1986,0,47.6939,-122.184 +20150424,4,2.25,2510,133729,2,8,2510,0,1977,0,47.4569,-122.02 +20140514,3,2.25,2120,15003,2,7,2120,0,1984,0,47.4745,-122.12 +20141224,3,1,940,7910,1,6,940,0,1959,0,47.6181,-122.117 +20150127,3,1.75,1260,7373,1,7,1260,0,1979,0,47.7296,-122.233 +20150330,3,2.25,1530,1305,2,7,1116,414,2007,0,47.7034,-122.357 +20140717,3,1.5,1610,6132,1,7,1090,520,1959,0,47.5017,-122.174 +20140602,4,2.5,2070,7476,2,8,2070,0,2003,0,47.3352,-122.189 +20150410,5,3.75,4570,10194,2,11,4570,0,2006,0,47.718,-122.161 +20141121,2,1,920,6600,1,6,920,0,1910,0,47.5572,-122.282 +20140819,6,4.5,2750,4400,2,8,1770,980,1987,0,47.6883,-122.335 +20140905,4,2.5,2120,13780,2,8,2120,0,1993,0,47.4987,-122.365 +20150414,5,2.25,2140,8700,1,8,1220,920,1962,0,47.6969,-122.31 +20140815,3,3.75,6030,39317,2,11,4440,1590,1991,0,47.6055,-122.21 +20140730,3,1.75,1600,9135,1,7,1600,0,1955,0,47.5724,-122.179 +20140909,4,2.5,2830,6163,2,9,2830,0,2000,0,47.5227,-122.19 +20140715,2,2.25,1640,2128,2,8,1640,0,1974,0,47.753,-122.252 +20141211,3,0.75,1080,5025,1,5,1080,0,1948,0,47.4936,-122.335 +20140619,5,3,3880,13000,2,10,3880,0,1972,2003,47.5467,-122.234 +20141107,2,1,760,5240,1,6,760,0,1949,0,47.388,-122.234 +20140606,3,2.5,2550,13458,2,9,2550,0,1990,0,47.5586,-122.121 +20140623,3,1,1200,13100,1,6,1200,0,1943,0,47.475,-122.258 +20140523,4,1,1350,11507,1,7,1350,0,1966,0,47.4269,-122.197 +20141101,3,2.5,1250,864,3,8,1250,0,2004,0,47.6978,-122.318 +20150127,4,3,2880,5500,2,9,1920,960,1926,0,47.6448,-122.317 +20141001,4,4,2850,2970,2,8,2120,730,1999,0,47.547,-122.01 +20140520,3,2.25,1640,1204,3,8,1640,0,2014,0,47.6196,-122.297 +20140729,3,2,1600,13200,1,7,1600,0,1990,0,47.4656,-121.756 +20150203,2,2.5,1770,1853,3,8,1770,0,2007,0,47.5472,-122.371 +20150417,3,2.5,1910,4408,3,8,1910,0,2007,0,47.7634,-122.35 +20141120,4,3,3350,23781,1,9,2020,1330,1979,0,47.56,-122.132 +20140623,4,2.25,2270,5102,1,8,1340,930,1954,0,47.6528,-122.408 +20150324,4,2.75,2140,9920,2,8,2140,0,1993,0,47.3529,-122.274 +20140610,3,1,1010,9450,1,7,1010,0,1959,0,47.3592,-122.315 +20150109,4,2.5,2600,8572,2,8,2600,0,2003,0,47.3155,-122.266 +20140620,3,2.25,1230,7420,1.5,7,1230,0,1913,0,47.3184,-122.22 +20141124,3,1,1260,7897,1,7,1260,0,1979,0,47.1946,-122.003 +20150421,4,2.25,1677,3600,2,7,1677,0,2012,0,47.32,-122.178 +20140514,4,2.5,2700,4004,2,9,2700,0,2004,0,47.5521,-121.995 +20140625,3,4.5,4380,47044,2,9,3720,660,1968,1990,47.4734,-122.365 +20140604,4,2.5,2770,45514,2,9,2770,0,1989,0,47.7751,-122.088 +20150219,4,2.5,2590,7910,2,9,2590,0,2003,0,47.7378,-122.248 +20150305,4,3,2200,4466,2,7,2200,0,1968,0,47.7005,-122.339 +20150414,5,1.5,2000,8100,1.5,6,2000,0,1946,0,47.4945,-122.304 +20150323,4,2.25,2110,6375,1,8,1600,510,1941,0,47.6819,-122.272 +20140626,4,2.5,2220,4652,2,7,2220,0,2001,0,47.4902,-122.154 +20141009,4,3,3230,438213,2,9,3230,0,1999,0,47.4141,-122.47 +20140620,4,2.25,2420,7927,1,7,1400,1020,1973,0,47.7583,-122.343 +20140923,5,2.5,2860,4000,2,8,2160,700,1910,0,47.6225,-122.318 +20141204,3,1.75,2060,58341,1,8,1100,960,1982,0,47.4193,-122.439 +20140718,5,3,2640,3200,2,7,2140,500,1906,0,47.6188,-122.308 +20141125,3,1,1600,3200,1.5,7,1600,0,1909,0,47.653,-122.331 +20150422,4,3,2540,8800,1,9,1620,920,1977,0,47.3204,-122.387 +20141119,3,2,1450,9132,1,7,1450,0,1987,0,47.7288,-122.226 +20140513,3,2.5,2030,8398,2,9,2030,0,1975,0,47.6272,-122.095 +20150312,2,1,1220,6300,1,7,760,460,1942,0,47.5299,-122.387 +20141201,2,1.75,1840,4076,1,8,1140,700,1957,0,47.6875,-122.393 +20140811,5,3.5,4390,10140,2,9,3350,1040,2005,0,47.7174,-122.282 +20140701,4,1,1410,3376,1.5,7,1410,0,1911,0,47.6606,-122.365 +20141203,3,1.75,1990,6500,1,7,1090,900,1961,0,47.488,-122.221 +20140801,4,3,4190,8805,2.5,9,3490,700,1928,0,47.6181,-122.284 +20141121,4,1.75,1880,4175,1.5,7,1090,790,1944,0,47.6646,-122.364 +20150417,5,1.75,1910,5428,1,8,1390,520,1954,0,47.5333,-122.392 +20140513,4,2,2260,6000,1,8,1430,830,1958,0,47.6876,-122.298 +20141216,4,2.5,2930,8679,2,8,2930,0,2014,0,47.5164,-122.19 +20140814,8,2.75,2530,4800,2,7,1390,1140,1901,0,47.6241,-122.305 +20150209,4,3.5,2950,3737,2,10,2270,680,2012,0,47.5313,-122.074 +20140711,3,2.25,2090,10120,1,7,1290,800,1979,0,47.4654,-122.174 +20150312,3,1.75,1600,4888,1,6,1600,0,2014,0,47.383,-122.097 +20140812,4,2.75,2400,12469,1,8,1760,640,1958,0,47.5861,-122.112 +20140905,4,2.5,2240,6944,1,7,1310,930,1979,0,47.338,-122.258 +20140507,3,2.75,2520,5401,1,7,1360,1160,1946,0,47.6452,-122.373 +20141009,3,1,1480,32700,1,6,1380,100,1942,0,47.4949,-122.327 +20150423,4,3,2253,7700,2,7,2253,0,1957,2014,47.3935,-122.3 +20140722,4,1,1630,8400,1,6,1630,0,1962,0,47.3052,-122.362 +20150415,4,2.5,2430,44001,1,8,2430,0,1994,0,47.7125,-121.916 +20141205,5,3,2500,5750,1,8,1430,1070,1999,0,47.551,-122.369 +20140722,2,1,1070,189486,1,6,1070,0,1942,0,47.7199,-122.085 +20150424,3,1,1250,9774,1,7,1250,0,1969,0,47.3343,-122.306 +20141201,4,2.25,1720,2300,1,7,860,860,1940,2014,47.5762,-122.412 +20150408,3,1.75,1480,8163,1,7,1040,440,1953,0,47.638,-122.206 +20140723,4,3,4120,14021,2,11,4120,0,2005,0,47.5985,-122.026 +20150326,1,0.75,850,5600,1,6,850,0,1903,1994,47.7654,-121.48 +20150406,2,1,840,9000,1,6,840,0,1951,0,47.5033,-122.329 +20150416,2,1,620,4455,1,6,620,0,1927,0,47.6877,-122.395 +20150309,4,2,1650,7200,1,7,1650,0,1964,0,47.7543,-122.344 +20150410,4,2.75,1700,7495,1,7,1200,500,1964,0,47.7589,-122.354 +20150324,4,2.25,3260,4640,2,9,2360,900,1907,0,47.6272,-122.312 +20150330,2,1.75,1260,5300,1,7,840,420,1951,0,47.6809,-122.348 +20140701,3,2.5,2010,7200,2,8,2010,0,1994,0,47.7372,-122.223 +20141211,3,2.25,2000,7560,1,7,1400,600,1979,0,47.4798,-122.228 +20140804,3,1.75,1840,16679,1,8,1840,0,1989,0,47.3207,-122.275 +20140625,3,1.75,1900,11165,1,7,1900,0,1959,0,47.5789,-122.118 +20140905,4,1.75,1830,11090,1,7,1060,770,1962,0,47.7333,-122.246 +20150318,3,2.25,1990,4977,3,9,1990,0,2012,0,47.5404,-122.268 +20150218,4,1,1100,5000,1.5,6,1100,0,1904,0,47.4868,-122.204 +20141010,5,2.5,3490,18850,1,9,1840,1650,1958,0,47.5955,-122.176 +20140718,4,2.5,2290,11072,2,9,2290,0,1986,0,47.6283,-122.03 +20141125,3,2.5,1650,5000,2,8,1650,0,1985,0,47.3206,-122.394 +20140916,4,2.5,3320,9380,2,10,3320,0,1988,0,47.5655,-122.114 +20150512,3,2.5,1660,1091,3,9,1530,130,2015,0,47.5818,-122.402 +20150126,3,1.75,1760,9277,1,7,1760,0,1962,0,47.4977,-122.358 +20140529,4,1.75,1640,4240,1,7,920,720,1921,0,47.6766,-122.368 +20140614,2,1,1980,5000,1,7,1090,890,1923,0,47.586,-122.295 +20150220,3,1.75,2280,139392,1,8,2280,0,1977,0,47.291,-122.118 +20140829,6,2.5,3250,12000,1,8,1800,1450,1966,0,47.6935,-122.28 +20140806,4,1.5,1760,6150,1.5,7,1760,0,1951,0,47.3871,-122.224 +20150327,3,2.5,1690,1200,2,8,1410,280,2013,0,47.5389,-122.367 +20150426,2,2.5,2395,6143,1,8,2395,0,2003,0,47.7114,-122.029 +20141112,4,2,2208,5000,3,8,2208,0,1917,0,47.5711,-122.383 +20150506,3,1,1240,5758,1.5,6,960,280,1910,0,47.5675,-122.396 +20140708,3,2.25,2220,4060,1,7,1330,890,1993,0,47.5188,-122.265 +20140502,4,2.5,2920,4000,1.5,8,1910,1010,1909,0,47.6578,-122.28 +20140523,2,1,1340,7788,1,7,1340,0,1947,0,47.5094,-122.244 +20141212,3,1.5,2400,10275,1,8,1540,860,1964,0,47.6888,-122.126 +20150323,3,3,2800,5800,1,9,1580,1220,1953,2010,47.6493,-122.413 +20140515,4,2,2560,7798,1,7,1890,670,1947,0,47.6914,-122.296 +20140722,5,1.75,2440,15143,1.5,8,1740,700,1944,0,47.4948,-122.37 +20150319,3,1.75,1640,10123,1,8,1340,300,1977,0,47.7698,-122.167 +20141112,2,1.75,1550,4257,1,7,830,720,1953,0,47.5274,-122.384 +20140930,3,3.25,1390,1278,2,8,1140,250,2005,0,47.6735,-122.375 +20150413,4,2.5,2260,6086,2,8,2260,0,1999,0,47.3642,-122.174 +20150407,3,2.25,1940,8312,1,7,1220,720,1963,0,47.4556,-122.346 +20140908,3,1.75,1480,7830,1,7,1480,0,1980,0,47.1967,-121.998 +20150416,4,1,2050,7590,1,7,1280,770,1957,0,47.4916,-122.224 +20150427,4,2.75,3320,8653,2,8,3320,0,2014,0,47.7521,-122.334 +20140521,3,2,1440,4421,1,8,1440,0,2007,0,47.7188,-122.024 +20140519,4,2,1690,3250,1.5,7,1550,140,1901,0,47.6637,-122.346 +20150303,3,1,870,5200,1,6,870,0,1969,0,47.3695,-122.081 +20140717,4,1.75,1320,4800,1,7,870,450,1930,0,47.5534,-122.365 +20141211,3,2,1330,7419,1,7,1330,0,1985,0,47.7322,-122.236 +20141121,3,1.75,1250,8084,1,7,1250,0,1967,0,47.3364,-122.276 +20140725,3,2,1510,4560,2,7,1510,0,1909,1995,47.5689,-122.408 +20140507,9,4.5,3830,6988,2.5,7,2450,1380,1938,0,47.6927,-122.338 +20140917,3,2,2330,3600,1.5,7,1580,750,1900,0,47.6025,-122.303 +20141215,3,2.5,2060,2551,2,8,1900,160,2001,0,47.5881,-122.165 +20141222,2,2,1700,7992,1,7,950,750,1980,0,47.3031,-122.385 +20140520,4,2.5,3550,8048,2,9,3550,0,2007,0,47.5422,-121.888 +20141112,3,2.25,1470,9140,2,7,1470,0,1982,0,47.7162,-122.349 +20140815,3,3,2560,3600,2,10,2110,450,1994,0,47.633,-122.37 +20140527,5,4.5,4590,14685,2,10,4590,0,2009,0,47.664,-122.2 +20150204,3,2,1370,7500,1,7,1370,0,1997,0,47.3634,-122.046 +20141113,2,2.5,1680,975,3,9,1680,0,2009,0,47.6321,-122.361 +20150414,4,2,2680,14157,1,8,1460,1220,1966,0,47.4286,-122.292 +20141215,5,3.75,3830,8131,2,10,3830,0,2005,0,47.5837,-121.971 +20150206,3,1.75,1680,10685,1,7,1680,0,1966,0,47.6556,-122.193 +20150324,3,2,1280,14972,1,7,1280,0,1963,0,47.4129,-122.209 +20141002,5,2.5,1980,10205,1,7,1080,900,1929,0,47.699,-122.307 +20150219,4,2.5,1890,5954,2,7,1890,0,2004,0,47.3293,-122.194 +20141001,3,1.5,1130,5413,1,7,940,190,1946,0,47.7021,-122.32 +20140924,4,1.5,2190,13660,1,8,2190,0,1952,0,47.7658,-122.37 +20140521,3,2.5,1900,7604,2,8,1900,0,1990,0,47.7002,-122.188 +20140623,6,3,2180,7956,2,7,2180,0,1980,0,47.3054,-122.305 +20150422,4,2.25,1964,3541,2,9,1964,0,2013,0,47.3594,-122.201 +20150430,4,1.75,1740,12204,1,7,1270,470,1961,0,47.7675,-122.277 +20150423,3,2.5,1600,6510,1,7,940,660,1983,0,47.7679,-122.308 +20150325,4,2.25,1790,42000,1,7,1170,620,1983,0,47.4819,-121.744 +20140629,2,1,840,3400,1,7,840,0,1924,0,47.6403,-122.372 +20140819,3,2.25,1646,9519,2,7,1646,0,1994,0,47.3646,-122.036 +20140709,4,2.5,3560,12047,2,10,3560,0,1988,0,47.3019,-122.341 +20140618,4,2.25,2190,4080,2,8,1800,390,1918,0,47.6425,-122.358 +20150427,4,2.5,3020,6068,2,9,3020,0,2006,0,47.773,-122.16 +20140612,4,2.5,3010,6100,2,9,3010,0,2005,0,47.6647,-122.08 +20150424,3,1,1790,6120,1,6,1790,0,1937,1964,47.508,-122.337 +20141202,2,2.25,850,1656,2,8,850,0,2001,0,47.7064,-122.344 +20150106,3,2,1480,800,2,8,1000,480,2014,0,47.5492,-122.387 +20141231,2,1.5,1556,20000,1,7,1556,0,1957,0,47.3891,-122.282 +20140916,3,1,910,5800,1.5,5,910,0,1900,0,47.2068,-121.992 +20150504,2,1,1140,11480,1,6,1140,0,1907,0,47.5328,-122.274 +20150318,3,1.75,2160,8565,1,8,1730,430,1971,0,47.7664,-122.262 +20141203,3,1.75,1490,3840,2,8,1490,0,1984,2014,47.6916,-122.214 +20140915,4,3.5,3590,5335,2,9,3140,450,2006,0,47.6762,-122.267 +20140902,2,1,750,8125,1,6,750,0,1943,0,47.4727,-122.198 +20141103,3,2,1710,4697,1.5,6,1710,0,1941,0,47.3048,-122.218 +20140506,5,3.5,3480,36615,2,8,2490,990,1983,0,47.5741,-122.05 +20140722,2,1.75,1900,13122,1,7,1100,800,1954,0,47.5121,-122.248 +20141224,3,1,1580,8206,1,7,1100,480,1962,0,47.3676,-122.312 +20150508,3,1,2000,21780,1,8,1480,520,1978,0,47.6064,-122.039 +20150225,2,1,1240,5500,1.5,6,1240,0,1921,0,47.5257,-122.263 +20150327,2,1,880,5100,1,7,880,0,1941,0,47.694,-122.346 +20150122,2,1,920,5120,1,7,920,0,1952,0,47.5569,-122.394 +20140628,3,1,1040,8128,1,6,1040,0,1983,0,47.7425,-121.981 +20150416,3,2.5,2040,9622,2,8,2040,0,1995,0,47.4833,-121.8 +20140822,3,2.5,1430,1056,3,8,1430,0,2003,0,47.684,-122.388 +20140711,4,1.75,1430,10500,1,7,1130,300,1960,0,47.6083,-122.132 +20141030,3,1,1400,6600,1,6,1280,120,1954,0,47.4845,-122.331 +20141004,4,1.75,2100,6613,2,8,2100,0,1909,2004,47.567,-122.385 +20140808,4,1,1200,43560,1,5,1200,0,1968,0,47.3375,-122.123 +20150416,5,3,2830,8854,1,8,1500,1330,1979,0,47.5743,-122.209 +20141125,4,2,1530,4080,1.5,7,1530,0,1912,0,47.6645,-122.325 +20141022,5,4.25,4230,6907,2,10,3450,780,2008,0,47.6866,-122.205 +20140903,3,1.75,1458,858,2,8,950,508,2014,0,47.592,-122.293 +20150319,5,2.75,2970,36817,2,8,2970,0,1978,0,47.7731,-122.139 +20140519,2,2.25,1540,958,3,9,1540,0,2007,0,47.6179,-122.318 +20150211,4,2.5,2090,6926,2,8,2090,0,1990,0,47.6339,-122.022 +20141208,3,1,1850,5000,1.5,7,1850,0,1922,0,47.6727,-122.351 +20140805,4,2.5,2190,17600,1,7,1110,1080,1966,0,47.4712,-122.112 +20150218,4,2.5,3930,21894,2,11,3930,0,1987,0,47.7209,-122.128 +20150424,3,1.75,1380,9134,1,7,880,500,1981,0,47.5087,-122.193 +20141108,4,2.25,1870,4198,2,7,1870,0,2008,0,47.3657,-122.021 +20140701,3,3.5,3830,221284,2,10,3530,300,1993,0,47.7641,-122.023 +20140513,5,2.5,3001,5710,2,8,3001,0,2006,0,47.3727,-122.177 +20140915,2,1,830,9000,1,6,830,0,1939,0,47.3813,-122.243 +20150428,4,1.75,1720,9600,1,8,1720,0,1969,0,47.4764,-122.155 +20141013,4,2.5,3810,13579,2,10,3810,0,2003,0,47.6006,-122.153 +20150107,4,2.75,3320,5559,2,9,3320,0,2012,0,47.5607,-122.031 +20150427,4,2.5,3570,6246,2,7,3570,0,2005,0,47.5927,-122.006 +20140509,4,2.75,3780,10308,2,10,3780,0,1999,0,47.589,-121.983 +20150318,3,2.5,1550,8134,2,7,1550,0,1991,0,47.404,-122.191 +20150415,3,1.75,1100,10005,1,7,1100,0,1964,0,47.5374,-122.173 +20150206,4,1.75,1650,7276,1,7,1010,640,1977,0,47.7721,-122.206 +20141028,4,2.5,2780,6837,2,9,2780,0,2004,0,47.666,-122.201 +20141202,6,1.5,2140,36509,1.5,8,2140,0,1903,1979,47.2668,-122.252 +20150505,2,1,1140,3990,1,7,1140,0,1924,0,47.6554,-122.333 +20140920,5,1.75,1550,6986,1,7,1030,520,1978,0,47.5503,-122.356 +20140919,3,2.5,1540,7280,1,7,1080,460,1974,0,47.3102,-122.322 +20141003,4,2.5,2850,12429,2,9,2850,0,2008,0,47.6915,-122.177 +20150205,4,2.5,4020,44431,2,10,4020,0,1987,0,47.7467,-122.132 +20141002,2,1.5,1170,1274,3,8,1170,0,2001,0,47.6719,-122.381 +20140711,5,3,2360,5000,1,7,1390,970,2008,0,47.6931,-122.33 +20140703,5,3,3420,18129,2,9,2540,880,1952,2005,47.5333,-122.217 +20140701,4,2.5,1830,9601,2,7,1830,0,2003,0,47.3541,-122.015 +20141104,4,1.5,1790,3952,1.5,8,1790,0,1932,0,47.689,-122.352 +20141106,4,1.5,1780,8400,1,7,1080,700,1969,0,47.5173,-122.385 +20140618,5,1.75,1260,4500,1.5,7,1260,0,1926,0,47.6452,-122.369 +20150305,3,2.25,1780,9720,1,8,1280,500,1981,0,47.4762,-122.156 +20140721,3,1,1710,5000,1,7,1140,570,1921,0,47.5719,-122.385 +20150323,3,1,1010,7520,1,6,1010,0,1975,0,47.2699,-122.255 +20140812,4,2.25,3360,10810,2,9,3360,0,1988,0,47.3316,-122.203 +20150116,4,3.5,3100,5600,2,9,3100,0,2005,0,47.5968,-121.978 +20140516,3,2.5,2720,6439,2,9,2720,0,2005,0,47.5422,-121.86 +20140602,4,2.5,2910,7631,2,9,2910,0,2006,0,47.3552,-122.001 +20150421,2,1,1360,6120,1,7,1060,300,1947,0,47.6841,-122.291 +20140709,3,1.5,1500,10018,1,7,1500,0,1957,0,47.468,-122.163 +20150205,4,2.25,2360,7490,2,8,2360,0,1979,0,47.6988,-122.169 +20141001,2,1,830,6000,1,6,830,0,1940,0,47.5308,-122.376 +20141211,3,2.25,2520,78408,2,9,2520,0,1988,0,47.3514,-122.279 +20141121,3,2.75,2100,20150,1,7,2100,0,1955,0,47.7206,-122.248 +20140611,4,2.5,3760,29224,2,11,3760,0,1987,0,47.7203,-122.128 +20150224,3,1.75,3440,10428,1.5,8,3440,0,1974,0,47.449,-122.128 +20140730,4,2.5,2160,5455,2,7,2160,0,2003,0,47.4799,-122.183 +20150331,3,3.25,2970,234788,2,9,2040,930,1991,0,47.5353,-121.897 +20150329,2,2.25,1240,750,2,7,1150,90,2008,0,47.5322,-122.073 +20150429,3,1.75,1610,10229,1,8,1610,0,1961,0,47.553,-122.174 +20140509,5,4.5,5190,23716,2,11,3390,1800,1987,2000,47.5846,-122.223 +20141001,2,2,1650,6840,1.5,7,1650,0,1916,0,47.6512,-122.338 +20150513,5,3.5,3730,16679,1,10,2760,970,1990,0,47.5987,-122.029 +20141027,2,1,1550,3200,1.5,8,1550,0,1927,0,47.6368,-122.306 +20140502,4,2.5,2200,9397,2,8,2200,0,1987,0,47.3406,-122.269 +20141208,4,1,1190,7620,1.5,6,1190,0,1926,0,47.5281,-122.348 +20150129,2,1.75,2120,7680,1,6,1130,990,1948,0,47.5304,-122.374 +20141013,3,1,1180,5650,1,7,1180,0,1955,0,47.5112,-122.257 +20141212,4,2.5,2960,20240,2,10,2960,0,1985,0,47.5075,-122.389 +20141009,3,1,1030,6250,1,7,1030,0,1960,1997,47.4988,-122.168 +20141029,4,2.5,2620,14126,1,8,1620,1000,1941,0,47.6983,-122.397 +20150311,3,2.75,1210,3600,1.5,7,1210,0,1910,0,47.6798,-122.354 +20150319,3,2,1580,4961,2,7,1580,0,2006,0,47.3338,-122.053 +20140505,4,1.75,1970,9389,1,7,1140,830,1960,0,47.7771,-122.339 +20140807,3,1.75,1710,4080,1,7,1130,580,1979,0,47.5563,-122.392 +20150108,4,2.25,3270,15760,1,10,2000,1270,1974,0,47.5295,-122.229 +20140513,3,1.75,1580,11750,1,7,1180,400,1951,0,47.5368,-122.265 +20140623,4,2.5,2300,6158,2,9,2300,0,1999,0,47.6943,-122.299 +20140929,3,2.25,2160,37000,1.5,7,1760,400,1933,0,47.7297,-122.139 +20150224,3,2.25,1450,4789,2,7,1450,0,1985,0,47.5665,-122.018 +20140806,4,1,1380,6700,1,7,1190,190,1928,0,47.4871,-122.281 +20140923,3,2.5,2290,9158,2,8,2290,0,1984,0,47.5476,-122.14 +20141007,3,3.5,1420,1217,2,8,1180,240,2003,0,47.6827,-122.324 +20140819,3,2,1700,52826,1,7,1700,0,1991,0,47.4164,-122.092 +20140916,4,2.5,1960,7875,1,7,1220,740,1978,0,47.3427,-122.274 +20140807,4,3.5,3390,3960,2,10,3390,0,2008,0,47.5406,-121.995 +20150220,3,2.5,2730,7372,2,9,2730,0,1998,0,47.2831,-122.346 +20150121,4,2.5,2300,4249,2,8,2300,0,2006,0,47.3516,-122 +20140506,2,2.25,1230,929,2,8,1020,210,2004,0,47.6191,-122.301 +20140626,4,2.5,2480,16360,1,7,1510,970,1959,0,47.7638,-122.265 +20141003,3,1,1000,5454,1,7,1000,0,1954,0,47.7339,-122.337 +20140721,3,1,1175,10454,1,6,1175,0,1949,0,47.6388,-122.218 +20140930,2,1,820,7475,1,6,820,0,1945,0,47.7321,-122.341 +20141021,3,2,1460,7740,1,7,1460,0,1968,0,47.3467,-122.306 +20140711,3,2.5,1810,914,3,8,1380,430,2008,0,47.5732,-122.387 +20150304,4,1,1070,5750,1,6,870,200,1923,0,47.564,-122.379 +20150219,4,2.5,1780,11130,1,8,1780,0,1962,0,47.5931,-122.178 +20140808,3,2.5,2260,33042,1,9,1660,600,1986,0,47.7634,-122.086 +20141008,3,3.5,2450,9248,2,8,1960,490,1933,1993,47.5476,-122.397 +20150512,3,2.25,2080,26574,1,7,1380,700,1993,0,47.2846,-122.192 +20141202,4,1.75,2350,6200,1.5,7,1410,940,1946,0,47.559,-122.397 +20150327,5,3.25,4230,21455,2,10,2720,1510,1990,0,47.6375,-122.015 +20140725,5,2.25,2100,6936,1,8,1600,500,1974,0,47.6737,-122.169 +20140625,3,2.5,2420,7307,2,7,2420,0,1998,0,47.5361,-121.871 +20140731,2,2.5,1233,1244,2,7,963,270,2007,0,47.5533,-122.381 +20140616,3,1.75,1550,4708,1,7,860,690,1949,0,47.6759,-122.286 +20140924,2,1.75,1330,2159,1,8,1330,0,1979,0,47.3822,-122.32 +20150306,3,1.75,1870,7030,1,7,1870,0,1977,0,47.6999,-122.17 +20150506,4,2.5,1710,5000,1,8,1110,600,1979,0,47.6772,-122.285 +20140509,5,1.75,2320,8100,1,7,1160,1160,1956,0,47.4631,-122.341 +20140622,3,1.75,2870,5000,1.5,8,1840,1030,1907,0,47.5788,-122.292 +20140721,5,3.5,3990,42436,2,9,2710,1280,2002,0,47.461,-122 +20150319,3,1.75,1980,273556,1,6,1040,940,1956,1999,47.4012,-122.11 +20150310,3,2.5,1610,8064,1,7,1160,450,1981,0,47.6818,-122.189 +20140829,3,1.75,1490,8000,1,8,1490,0,1978,0,47.3817,-122.166 +20141027,3,2.5,1990,3694,2,8,1990,0,1989,0,47.3872,-122.154 +20141229,3,2,1690,5100,1.5,7,1690,0,1907,0,47.6801,-122.38 +20140724,4,2,2000,6380,2,6,1860,140,1949,0,47.6956,-122.303 +20140909,3,1.5,1970,22486,1,6,1970,0,1968,0,47.4511,-122.089 +20141023,3,2.5,2430,7613,2,8,2430,0,1986,0,47.4383,-122.135 +20140820,3,2.5,1680,10300,2,7,1680,0,1994,0,47.314,-122.001 +20140617,3,1,1580,3840,2,8,1580,0,1908,0,47.6192,-122.319 +20150323,3,1.5,1230,7200,1,7,1230,0,1953,0,47.7281,-122.311 +20150402,3,2.5,2770,39529,2,9,2770,0,1987,0,47.6495,-122.042 +20150128,3,1,960,9531,1,7,960,0,1969,0,47.7619,-122.162 +20140703,4,2.5,3160,8281,2,9,3160,0,1995,0,47.6699,-122.195 +20150504,5,2.5,3070,7200,2,8,3070,0,2005,0,47.4939,-122.137 +20141120,4,1.5,1580,7350,1,7,960,620,1963,0,47.6734,-122.154 +20150406,3,1.75,1730,3400,1,7,970,760,1928,0,47.6662,-122.364 +20140903,3,1,1450,7850,1.5,7,1450,0,1910,0,47.4299,-122.199 +20150414,2,2.25,1330,806,3,8,1330,0,2009,0,47.6904,-122.395 +20140930,3,1.5,910,25500,1,5,910,0,1943,0,47.4565,-122.276 +20140711,3,1.75,1640,4860,1,8,1200,440,1965,0,47.7125,-122.32 +20140722,4,2.5,3550,35689,2,9,3550,0,1991,0,47.7503,-122.074 +20140918,3,2.5,2420,4725,2,8,2420,0,2014,0,47.371,-122.018 +20141007,2,1,1570,4704,1.5,8,1570,0,1931,0,47.5256,-122.392 +20150304,3,2.5,2480,7428,2,9,2480,0,1990,0,47.5489,-122.185 +20140801,3,1.75,1260,12330,1,7,1260,0,1968,0,47.7412,-122.095 +20150212,4,1.75,1860,9112,1,7,1110,750,1963,0,47.3792,-122.282 +20140819,2,1.5,870,4800,1,7,870,0,1924,0,47.6509,-122.37 +20150327,3,2,1060,7412,1,7,1060,0,1987,0,47.3897,-122.051 +20150115,3,1.75,1840,14005,1,8,1840,0,1983,0,47.3124,-122.345 +20150311,3,1.75,1630,9000,1,7,960,670,1955,0,47.6023,-122.205 +20141229,2,1.75,1180,904,2,10,780,400,2014,0,47.6396,-122.329 +20150508,4,2.75,2300,26650,1,8,2300,0,1950,0,47.7771,-122.362 +20141030,5,2,2260,12500,1,8,1130,1130,1960,0,47.3887,-122.286 +20141218,2,1,740,5000,1,6,740,0,1926,0,47.5298,-122.273 +20141002,4,1,1730,177657,1.5,5,1730,0,1948,0,47.5163,-121.829 +20150429,3,2.5,3430,10177,2,10,3430,0,2014,0,47.7159,-122.251 +20140523,3,1,1500,3920,1,7,1000,500,1947,0,47.6718,-122.359 +20150324,3,1.75,1700,6500,1,8,1700,0,1967,0,47.6837,-122.284 +20140723,4,3,4480,42717,2,9,4480,0,1987,0,47.7711,-122.088 +20140626,2,1,950,5316,1,7,950,0,1948,0,47.57,-122.38 +20141125,2,1,720,4120,1,5,720,0,1915,0,47.303,-122.217 +20141202,3,1.75,1040,5650,1,6,1040,0,1951,0,47.5111,-122.256 +20141114,4,1.75,1720,3050,1.5,7,1040,680,1929,0,47.5654,-122.384 +20140721,6,2.5,3880,5700,2,7,3880,0,2003,0,47.6816,-122.038 +20150106,4,2.25,2020,12500,2,8,2020,0,1966,0,47.5403,-122.175 +20141029,5,2,2140,5000,1.5,7,2020,120,1913,0,47.6044,-122.299 +20141201,4,2.5,3160,7210,1,7,1880,1280,1969,0,47.7368,-122.183 +20140926,2,1,1550,7713,1,7,1550,0,1930,1979,47.7005,-122.358 +20150414,3,2.25,1370,6000,2,7,1370,0,1992,0,47.3484,-122.033 +20141118,4,2.5,2890,7306,2,7,2890,0,2006,0,47.5447,-121.883 +20140509,2,1,960,28717,1,6,960,0,1984,0,47.3356,-122.502 +20141104,4,1.75,1700,8640,1,7,850,850,1955,0,47.5772,-122.153 +20141105,3,2.5,1380,1590,2,9,1160,220,2012,0,47.5444,-122.375 +20141007,2,1,740,4275,1,6,740,0,1924,0,47.688,-122.308 +20141030,3,1.75,1250,4120,1,7,980,270,1925,0,47.685,-122.36 +20141128,3,2.5,1230,922,2,8,1080,150,2009,0,47.6518,-122.384 +20140707,2,1,1190,27007,1,5,1190,0,1910,0,47.524,-122.04 +20141113,3,2.5,2150,7484,2,8,2150,0,1988,0,47.6191,-122.043 +20141006,5,3.5,4350,6218,2,10,3520,830,2007,0,47.5396,-121.997 +20150428,1,1,900,6380,1,6,900,0,1947,0,47.7019,-122.311 +20140527,4,2.5,3200,6473,2,7,3200,0,2005,0,47.5012,-122.15 +20150324,5,2.75,2720,4680,1.5,8,1710,1010,1913,0,47.6612,-122.363 +20150217,3,1,990,6315,1,7,990,0,1970,0,47.7116,-122.214 +20140515,3,2.25,1490,974,2,7,1220,270,2009,0,47.5567,-122.363 +20140722,2,1,850,5250,1,7,850,0,1950,0,47.731,-122.342 +20150213,3,1.75,3330,12566,1,8,1940,1390,1960,0,47.5287,-122.22 +20141201,2,1,700,6046,1,6,700,0,1950,0,47.7172,-122.34 +20140618,4,1.75,1770,9375,1,7,1170,600,1968,0,47.6935,-122.112 +20150108,5,3,3270,9146,2,7,3270,0,2002,0,47.3342,-122.169 +20141007,4,3,2420,9566,2,7,2420,0,2003,0,47.4693,-122.266 +20150317,3,1,1010,15701,1,7,1010,0,1949,0,47.4518,-122.292 +20150120,1,0.75,780,77603,1,5,780,0,1945,0,47.4396,-122.104 +20141119,4,1.5,1430,6380,1.5,7,1130,300,1945,0,47.6942,-122.319 +20150224,4,1.5,2190,8296,2,7,2190,0,1935,1963,47.5158,-122.385 +20140708,1,2,1150,9812,1,7,1150,0,1962,0,47.2951,-122.284 +20140613,3,1,1540,3399,1.5,7,1200,340,1926,0,47.6853,-122.359 +20141119,3,2.5,2430,4203,2,8,2430,0,2001,0,47.5346,-121.875 +20140505,4,2.5,2450,4247,2,8,2450,0,2013,0,47.7048,-122.113 +20150327,4,2.75,2700,7992,2,9,2700,0,2012,0,47.4831,-122.135 +20140630,3,1.75,2200,14630,1.5,8,2200,0,1948,2003,47.6074,-122.213 +20150317,3,1.75,1090,7647,1,7,1090,0,1994,0,47.2613,-122.302 +20141125,4,1.75,2090,5050,1,7,1090,1000,1916,0,47.6802,-122.358 +20150304,3,1,1080,4120,1,7,980,100,1919,0,47.6771,-122.319 +20140820,3,2,2130,8225,1,8,2130,0,1987,0,47.4396,-122.162 +20140905,3,1.75,1720,7800,1,7,1170,550,1978,0,47.6928,-122.125 +20140912,4,1.75,2030,5688,2,9,1730,300,1939,0,47.5071,-122.387 +20141120,5,3,2350,6480,2,7,1650,700,1924,1962,47.558,-122.266 +20150205,2,1.5,1068,1452,2,7,1068,0,1990,0,47.753,-122.244 +20140805,2,1,870,5000,1,6,870,0,1949,0,47.5186,-122.375 +20140723,3,2.5,2150,4084,2,8,2150,0,2007,0,47.5488,-122.372 +20150123,3,1.75,1460,2800,2,7,1460,0,1928,0,47.6779,-122.371 +20150407,3,1.75,2610,6360,2,8,2130,480,1924,0,47.6287,-122.351 +20150309,3,1.5,1110,1150,2,8,940,170,2007,0,47.5929,-122.306 +20150410,5,3,4780,20440,1,10,3660,1120,1975,0,47.6242,-122.239 +20140825,4,2.5,2120,10841,1,8,1500,620,1979,0,47.556,-122.156 +20140821,3,2.25,1650,4859,2,7,1650,0,1988,0,47.7729,-122.172 +20140521,3,3.25,3690,7200,2,11,3690,0,2007,0,47.6815,-122.2 +20140722,3,1.75,1760,12823,1,7,1460,300,1956,0,47.2868,-122.21 +20140707,3,2.25,1450,19206,2,7,1450,0,1989,0,47.62,-122.052 +20140910,4,2.5,2800,5000,2,9,2800,0,2006,0,47.3596,-122.036 +20140904,1,1,480,4560,1,5,480,0,1922,0,47.5253,-121.826 +20140619,2,1,920,8341,1,7,920,0,1939,0,47.5015,-122.38 +20150421,3,2.25,2070,7225,1,8,1690,380,1979,0,47.3551,-122.148 +20140822,5,3.5,3240,6919,2,8,2760,480,2014,0,47.4779,-122.122 +20150218,3,2,2040,6880,2,7,2040,0,1954,0,47.7601,-122.351 +20140925,5,3.75,2800,9900,1,7,2800,0,1964,0,47.319,-122.344 +20140911,3,2.25,1190,1149,2,8,1050,140,2008,0,47.5818,-122.387 +20141113,3,2.5,2030,7770,2,8,2030,0,2003,0,47.5253,-121.93 +20141110,3,3.5,1370,1540,2,8,1100,270,2006,0,47.5638,-122.388 +20140508,4,2.5,1810,6509,2,7,1810,0,1994,0,47.3531,-122.143 +20150429,3,2,1710,10959,1,7,1030,680,1981,0,47.697,-122.199 +20141105,3,1.5,1310,2996,2,7,1310,0,1998,0,47.5879,-122.299 +20150505,3,1.75,1830,17349,1,8,1230,600,1977,0,47.7427,-122.109 +20150309,3,2.5,2370,5344,2,9,2370,0,2003,0,47.54,-121.863 +20140722,2,1,1095,5120,1.5,7,1095,0,1901,0,47.6058,-122.313 +20141231,3,1.75,1220,9732,1,7,1220,0,1965,0,47.7736,-122.214 +20140613,3,1,1340,11070,1,7,1340,0,1978,0,47.3527,-122.178 +20140715,4,2.75,1910,7700,1,7,1000,910,1980,0,47.369,-122.17 +20150325,3,2.25,1490,7589,2,7,1490,0,1993,0,47.3474,-122.037 +20140815,3,2,1340,2720,1.5,7,1340,0,1913,0,47.6518,-122.335 +20140616,3,1.75,1400,6956,1,7,1400,0,1957,0,47.4233,-122.198 +20140702,2,1,1500,4000,1,8,1100,400,1933,0,47.6409,-122.353 +20141121,3,1,1410,7700,1,7,980,430,1962,0,47.4577,-122.171 +20141119,3,2.5,2010,6857,1,9,1450,560,1955,0,47.6402,-122.314 +20150210,3,2.25,2010,7495,1,8,1570,440,1979,0,47.5613,-122.083 +20140813,5,2.75,3600,9437,2,9,3600,0,2014,0,47.4822,-122.131 +20150316,3,1.5,1190,11996,1,7,1190,0,1969,0,47.7561,-122.071 +20140623,3,1.5,1270,2356,2,7,1270,0,2012,0,47.5671,-122.298 +20141117,4,2.5,2820,25995,2,9,2820,0,1998,0,47.3415,-122.029 +20141026,5,3.25,3290,6422,2,9,3290,0,2012,0,47.5933,-122.061 +20150219,3,1,940,7590,1,6,940,0,1959,0,47.6231,-122.12 +20140509,4,2.5,1940,3784,2,8,1940,0,2003,0,47.4513,-122.119 +20140930,4,2.5,1770,9239,2,7,1770,0,2004,0,47.3512,-122.006 +20141114,2,1,810,3880,1,7,810,0,1952,0,47.6631,-122.365 +20140630,2,2.5,1780,2067,2,9,1780,0,1974,0,47.6132,-122.21 +20141107,3,1,1010,9678,1,7,1010,0,1955,0,47.4396,-122.285 +20140716,4,2,1780,7350,1,7,900,880,1974,0,47.4562,-122.158 +20140905,3,1,920,7314,1,6,920,0,1960,0,47.2892,-122.22 +20140714,4,1,1280,8316,1,6,1280,0,1950,0,47.4989,-122.302 +20140812,3,1.5,2420,5000,2,8,2200,220,1925,0,47.6744,-122.353 +20141002,3,1,990,10125,1,7,990,0,1972,0,47.3422,-122.089 +20150413,3,2.75,2600,10874,2,9,2600,0,1994,0,47.3815,-122.146 +20141124,3,1.75,1080,1306,1,7,580,500,1954,2003,47.6601,-122.4 +20140620,2,1,1240,27042,1,6,1000,240,1943,0,47.5026,-122.465 +20141016,3,2.25,1584,2800,2,7,1584,0,2012,0,47.3451,-122.214 +20141218,3,2.5,2670,4534,2,9,2670,0,2007,0,47.51,-122.184 +20140707,3,1.5,1180,7300,1,7,1180,0,1968,0,47.2857,-122.197 +20140821,3,1.5,1140,20383,1,7,840,300,1985,0,47.4755,-121.758 +20140725,3,2.25,2130,11782,1,8,1590,540,1977,0,47.5423,-122.215 +20150211,4,2.5,3010,9600,1,9,1510,1500,1979,0,47.5519,-122.156 +20140505,5,3.5,4490,6000,2,10,3200,1290,2006,0,47.5396,-122.073 +20140623,4,2.5,2810,11120,2,9,2810,0,1982,0,47.6337,-122.044 +20141022,3,1.75,1890,16001,1.5,7,1890,0,1950,0,47.7663,-122.201 +20140603,3,2,2050,9000,1,7,2050,0,1951,0,47.5885,-122.245 +20150408,3,2.25,1130,4445,1.5,8,1130,0,1930,0,47.6845,-122.375 +20141117,3,2.25,1370,7087,2,7,1370,0,1993,0,47.3504,-122.035 +20140527,4,1,2100,9288,1,7,1050,1050,1968,0,47.4558,-122.171 +20140520,3,1,1180,43124,1,6,1180,0,1959,0,47.5278,-122.063 +20150217,3,1,1590,7759,2,7,1590,0,1912,1984,47.5217,-121.819 +20140725,3,1,870,5200,1,6,870,0,1969,0,47.3702,-122.078 +20141216,4,2.5,2242,37451,2,8,2242,0,1995,0,47.7443,-122.228 +20140528,4,3,2230,52983,2,8,2230,0,1991,0,47.3577,-122.195 +20140822,2,1.5,1750,46173,2,8,1750,0,1964,0,47.7397,-122.126 +20141119,1,1,550,5700,1,6,550,0,1916,0,47.6846,-122.366 +20140715,4,2.25,2290,12174,1,7,1490,800,1948,0,47.5114,-122.245 +20140923,3,2.5,2460,10300,1,10,2460,0,1992,0,47.6999,-122.391 +20140910,2,1.75,1728,95950,1,9,1728,0,2012,0,47.4579,-122.443 +20140623,4,2.5,2620,4469,2,7,2620,0,2008,0,47.3663,-122.115 +20150325,2,1,880,17743,1,5,880,0,1951,0,47.4115,-122.197 +20141029,3,1,1490,57381,1.5,5,1490,0,1932,0,47.2597,-122.228 +20141230,4,4,4690,6900,2,11,3480,1210,2001,0,47.6165,-122.216 +20140512,3,1.75,1720,5000,1,9,1720,0,1954,2014,47.6157,-122.29 +20141211,4,2.5,2070,8658,2,8,2070,0,1999,0,47.5072,-122.257 +20140822,3,2.5,1660,2415,2,7,1660,0,1983,0,47.3763,-122.148 +20140929,3,2.5,4110,35741,2,7,4110,0,1976,0,47.6642,-122.171 +20140901,3,2.25,1740,9370,1,7,1390,350,1992,0,47.391,-122.316 +20140925,3,2.5,1800,2516,2,7,1800,0,2001,0,47.5401,-122.293 +20140610,3,2.5,1560,4200,2,7,1560,0,2003,0,47.3838,-122.026 +20140903,4,2,2300,8400,1,6,1150,1150,1962,0,47.3282,-122.332 +20140923,4,2.25,1900,10950,1,7,1400,500,1959,0,47.3582,-122.284 +20141028,3,1,1480,5100,1.5,7,1480,0,1938,1959,47.6915,-122.348 +20141217,3,1,1160,11799,1,7,1160,0,1966,0,47.7263,-122.229 +20141210,4,2.5,2030,11375,1,7,1330,700,1969,0,47.7765,-122.261 +20150115,2,1.5,1450,27075,1,7,1450,0,1940,0,47.7281,-122.353 +20150505,3,1,860,1664,1.5,7,860,0,1927,0,47.6761,-122.384 +20141010,3,1.75,1360,6603,1,7,1360,0,1981,0,47.4619,-122.168 +20150120,3,1.75,2010,8065,1,7,1090,920,1984,0,47.4171,-122.202 +20150310,2,1,960,5000,1,6,960,0,1951,0,47.5188,-122.372 +20140702,5,2,2190,9072,1,7,1110,1080,1965,0,47.6696,-122.149 +20141027,3,1.75,2440,10179,1,7,1220,1220,1962,0,47.4118,-122.314 +20140819,4,3.5,2720,9000,2,8,2670,50,1997,0,47.7034,-122.297 +20140804,2,1,940,8384,1,5,940,0,1947,0,47.5065,-122.364 +20150102,3,1.75,1930,8442,1,7,1930,0,1953,0,47.6313,-122.204 +20141107,3,2,1420,12655,1,7,1420,0,1968,0,47.5309,-122.186 +20140613,3,2.5,2040,4627,2,8,2040,0,1992,0,47.6365,-122.108 +20150407,2,1,1170,5043,1,6,880,290,1949,0,47.5492,-122.302 +20150317,2,1,670,3101,1,6,670,0,1948,0,47.5546,-122.274 +20150204,4,2.5,2480,8563,2,8,2480,0,1992,0,47.381,-122.033 +20141231,4,1.75,1780,8768,1,7,1050,730,1951,0,47.7085,-122.283 +20140505,2,1,1140,5250,1.5,6,1140,0,1949,0,47.731,-122.341 +20140715,2,1.5,1140,1058,3,7,1140,0,2005,0,47.6608,-122.333 +20150305,5,2.5,3470,12003,2,8,3470,0,1978,0,47.624,-122.048 +20141126,4,2.5,2250,6840,2,9,2250,0,1987,0,47.4398,-122.151 +20150422,4,2.5,2710,35009,2,9,2710,0,1992,0,47.4815,-121.714 +20141110,4,2.5,3940,4407,2,8,2620,1320,1921,0,47.6374,-122.299 +20140527,3,1.5,2000,7294,1,7,1520,480,1965,0,47.5297,-122.267 +20150326,4,2,1600,6861,1,7,1600,0,1994,0,47.2701,-122.313 +20141206,2,1,720,6400,1,6,720,0,1943,0,47.5286,-122.368 +20140715,3,1,1280,10500,1.5,5,1280,0,1941,0,47.566,-121.894 +20141203,3,2.25,1460,5818,1,7,1140,320,1986,0,47.3113,-122.358 +20150402,2,1,950,3880,1,6,950,0,1919,0,47.687,-122.389 +20140524,3,2.5,2460,4399,2,7,2460,0,2007,0,47.5415,-121.884 +20140617,4,2.75,3150,38865,1,10,2480,670,1986,0,47.7302,-122.106 +20150317,4,1.5,2120,7110,1.5,6,2120,0,1919,0,47.3846,-122.227 +20140905,4,2,2050,4400,1.5,9,2050,0,1922,0,47.644,-122.319 +20141024,3,1.5,1330,6540,1,7,900,430,1971,0,47.4239,-122.292 +20140529,3,2,2590,108900,2,8,1980,610,1988,0,47.4088,-122.055 +20141021,3,2.75,3290,11441,2,10,3290,0,1988,0,47.3052,-122.34 +20150126,4,3.5,2140,2278,3,9,2140,0,2005,0,47.6734,-122.38 +20141218,5,1,3020,4800,2,7,3020,0,1901,0,47.6025,-122.313 +20150402,5,3.75,5350,15360,1,11,3040,2310,2008,0,47.648,-122.218 +20141003,3,1.75,2650,7500,1.5,7,1590,1060,1962,0,47.7716,-122.317 +20140527,4,3.5,3400,234352,2,8,2500,900,1991,0,47.4335,-122.449 +20140722,4,2.5,2810,4500,2,9,2810,0,2014,0,47.3552,-122.023 +20140612,3,2.25,1710,4140,2,8,1710,0,2004,0,47.5498,-121.997 +20150417,3,2.5,2370,3239,2,8,1950,420,2006,0,47.7515,-122.174 +20150423,3,2.5,1970,6634,2,8,1970,0,1989,0,47.5759,-122.012 +20141009,4,2.25,2240,8300,2,8,2240,0,1978,0,47.7746,-122.197 +20140523,3,1.75,2420,12676,2,7,2420,0,1911,1986,47.4943,-121.789 +20140824,3,1.75,1760,3520,1,7,1160,600,1966,0,47.5773,-122.303 +20140609,2,1,730,7528,1,7,730,0,1946,0,47.6997,-122.305 +20140616,2,1,760,5500,1.5,5,760,0,1947,0,47.5045,-122.329 +20141028,3,2.75,3200,12682,2,9,3200,0,1977,0,47.7443,-122.26 +20141112,3,1,1000,4080,1,7,740,260,1945,0,47.5351,-122.381 +20140529,3,2.25,2270,8876,1,7,1380,890,1977,0,47.4653,-122.176 +20140822,3,2,1320,8959,1,7,1320,0,1993,0,47.3536,-122.144 +20141028,3,2.25,1820,19602,1,7,1820,0,1964,0,47.331,-122.286 +20150414,3,1.75,1220,8817,1,7,1220,0,1978,0,47.3111,-122.396 +20141117,3,1.5,1300,8280,1,7,1300,0,1956,0,47.7403,-122.256 +20140811,2,1.5,1076,1060,3,7,1076,0,2006,0,47.7167,-122.298 +20141215,2,1,870,7500,1,7,870,0,1947,0,47.5465,-122.384 +20140625,3,2.5,1670,8364,1,7,1300,370,1990,0,47.369,-122.084 +20141201,5,2.75,2770,6116,1,7,1490,1280,1979,0,47.4847,-122.291 +20140813,3,1.75,1310,8670,1,6,1310,0,1984,0,47.3156,-122.186 +20141030,3,1.75,1460,8372,1,7,1460,0,1981,0,47.3683,-122.087 +20141027,2,1,840,3860,1,6,840,0,1909,0,47.6842,-122.365 +20150225,4,3.5,4500,44384,1,12,3340,1160,1990,0,47.6323,-122.192 +20141030,3,2.5,2510,5320,2,8,2510,0,2005,0,47.5374,-122.357 +20150325,3,1,1380,4000,1.5,7,1380,0,1910,0,47.6261,-122.296 +20150512,4,2.5,2410,7517,2,8,2410,0,1983,0,47.4388,-122.142 +20140716,3,2.25,1850,10855,1,8,1370,480,1985,0,47.5696,-122.02 +20141015,3,2,1690,9087,1,8,1690,0,1997,0,47.3724,-122.108 +20140724,3,1.75,1400,10350,1,7,1400,0,1976,0,47.479,-122.132 +20140513,3,1,1900,33888,1.5,5,1900,0,1942,0,47.2738,-122.271 +20141110,4,3.75,3180,9889,2,9,2500,680,2012,0,47.6853,-122.204 +20141230,3,1.75,1290,8580,1,7,1290,0,1962,0,47.6707,-122.174 +20140624,4,1.75,1250,7400,1,6,1250,0,1959,0,47.62,-122.12 +20140522,2,1,1070,5824,1,7,1070,0,1949,0,47.507,-122.242 +20150113,3,2.5,2740,7923,2,9,2740,0,1998,0,47.4349,-122.105 +20140903,4,2.25,2530,24700,2,7,2530,0,1974,0,47.3939,-122.177 +20140811,4,2.5,2060,13500,1,7,1260,800,1968,0,47.4229,-122.153 +20140722,2,2,1380,5840,1,7,1380,0,1988,0,47.7732,-122.172 +20140808,2,1,770,2971,1,7,770,0,1923,0,47.6358,-122.322 +20140625,5,3.25,3160,5000,2,10,2180,980,2005,0,47.6464,-122.405 +20150217,4,2.5,3362,8601,2,8,3362,0,2004,0,47.2592,-122.304 +20140731,3,2.5,1520,1304,2,8,1180,340,2006,0,47.5446,-122.385 +20141015,4,2.5,3400,4840,2,10,3190,210,2006,0,47.5066,-122.146 +20141215,6,3.25,2900,6400,2,8,2300,600,1977,0,47.6464,-122.401 +20141020,3,1,1220,7585,1,7,1220,0,1954,0,47.6094,-122.194 +20140815,3,1,1370,11658,1,6,1370,0,1958,0,47.4576,-122.182 +20150204,4,2.5,2160,8049,2,9,2160,0,1988,0,47.3337,-122.26 +20140714,4,2,2190,4560,2.5,8,2190,0,1910,0,47.662,-122.329 +20140627,3,1.5,1200,6240,1,8,1030,170,1952,0,47.6222,-122.287 +20141118,3,2.5,1980,7800,2,8,1980,0,1999,0,47.4492,-122.199 +20141015,3,2.25,2890,21480,2,8,1790,1100,1941,1989,47.5027,-122.381 +20140821,3,2.5,2060,8893,2,8,2060,0,1987,0,47.5615,-122.165 +20150206,3,1.75,1460,12367,2,8,1120,340,1970,0,47.3311,-122.375 +20150309,3,2.75,2220,5000,2,7,2220,0,1993,0,47.5515,-122.324 +20141209,5,3.5,5150,12230,2,10,3700,1450,2007,0,47.6249,-122.09 +20140716,3,1.75,1770,3880,1,8,1300,470,1963,0,47.6846,-122.392 +20150331,3,1,960,5512,1,6,960,0,1963,0,47.4944,-122.165 +20141203,3,1,1320,3954,1.5,6,1320,0,1912,2014,47.202,-121.994 +20141211,3,1,1600,16868,1,7,990,610,1946,0,47.5872,-122.241 +20141219,3,2,2090,4077,1.5,8,1530,560,1931,0,47.6433,-122.3 +20140604,3,1.75,1420,1189,3,8,1420,0,2006,0,47.6625,-122.352 +20150205,3,2,1460,7526,1,7,1460,0,1968,0,47.3463,-122.304 +20140714,3,2.5,1640,3804,2,8,1640,0,1998,0,47.6103,-122.3 +20141223,4,2.5,2160,9682,2,8,2160,0,1999,0,47.4106,-122.204 +20140617,3,2.5,1180,1262,3,8,1180,0,2010,0,47.6381,-122.375 +20140507,4,2,1650,5000,1,7,1650,0,1955,0,47.6781,-122.374 +20141107,4,3.25,3020,13457,1,9,3020,0,1956,0,47.7174,-122.336 +20150330,3,3.5,3580,95832,1.5,9,3580,0,2005,0,47.4239,-122.015 +20141111,3,3.25,3440,4080,2,9,2560,880,2005,0,47.6644,-122.28 +20150213,3,2.5,2090,9847,2,9,2090,0,1983,0,47.5651,-122.114 +20140602,2,1.75,1710,4234,2,7,1330,380,1920,1979,47.5319,-122.386 +20150313,3,2.75,3180,3680,2,9,2190,990,1918,0,47.577,-122.38 +20141204,4,2.25,2270,8480,1,8,1310,960,1973,0,47.5448,-122.174 +20140506,4,2,2680,18768,1,8,2680,0,1965,0,47.3182,-122.279 +20141112,5,3,2600,13674,1,8,1300,1300,1967,0,47.7176,-122.302 +20141113,5,2.25,4320,7620,2,7,2880,1440,1973,2014,47.6824,-122.287 +20150326,2,1,720,4000,1,6,720,0,1918,0,47.5346,-122.353 +20140929,4,2.75,3200,13729,2,11,3200,0,1984,0,47.6402,-122.171 +20140929,3,2,3650,843309,2,7,3650,0,1991,0,47.3627,-122.496 +20140730,4,4,4390,17832,1,11,2430,1960,1994,0,47.5283,-122.143 +20150325,3,2.5,2880,10126,2,10,2880,0,1985,0,47.6319,-122.037 +20150222,2,1.75,1320,7540,1,7,1320,0,1968,0,47.3634,-122.052 +20140613,3,1.75,1980,13503,1,9,1320,660,1952,0,47.5867,-122.111 +20140507,3,2.5,1940,37565,1,8,1940,0,1987,0,47.4801,-122.063 +20141015,4,2.75,3520,19200,1,9,1950,1570,1951,0,47.525,-122.393 +20141103,2,1,810,4838,1,5,810,0,1938,0,47.4909,-122.203 +20140805,3,1.5,1170,7645,1,7,1170,0,1955,0,47.6077,-122.194 +20140620,4,3.5,2970,14486,2,9,2340,630,1997,0,47.5627,-122.215 +20150410,4,2.25,2000,8068,2,8,2000,0,1976,0,47.5584,-122.137 +20150401,4,2.5,2630,6283,2,9,2630,0,2006,0,47.5079,-122.158 +20150217,3,2.75,2800,9750,1,7,1400,1400,1957,0,47.5862,-122.202 +20141121,2,1.5,1010,948,3,8,1010,0,1999,0,47.6529,-122.355 +20150109,3,2.75,2080,16740,1,8,1580,500,1966,0,47.3632,-122.324 +20150305,3,2,1490,7599,1,7,1490,0,1990,0,47.3687,-122.088 +20141027,5,2,2030,9804,1,7,1110,920,1963,0,47.6297,-122.114 +20150312,5,2.5,2400,4564,2,7,2400,0,2004,0,47.369,-122.126 +20150504,4,3.5,5360,25800,1,9,3270,2090,1971,0,47.6099,-122.054 +20140624,3,2.5,3200,203425,1,10,3200,0,2000,0,47.7614,-122.015 +20140624,4,3.25,4690,14930,2,10,3680,1010,1995,0,47.7718,-122.283 +20141016,3,2.25,2160,8114,1,8,1460,700,1960,0,47.7176,-122.35 +20140707,3,2.75,1830,1850,2,10,1690,140,2011,0,47.5307,-122.074 +20140725,3,2.5,3350,7752,1,9,2180,1170,2009,0,47.6263,-122.099 +20150416,6,1.75,2240,11180,2,7,2240,0,1955,0,47.42,-122.323 +20141125,4,2.5,2010,9075,1,8,1310,700,1959,0,47.553,-122.182 +20150120,3,1.5,1460,5040,1,7,1100,360,1971,0,47.7112,-122.357 +20140729,4,2.5,2320,4683,2,7,2320,0,2007,0,47.3349,-122.059 +20140610,5,2.5,2550,20875,1,9,1610,940,1953,0,47.6336,-122.192 +20141106,4,3,4280,18834,1,11,2180,2100,1971,0,47.5811,-122.4 +20141217,4,2.75,2160,8148,1,7,1410,750,1978,0,47.7261,-122.306 +20150513,3,1,1380,7334,1,7,980,400,1981,0,47.4339,-122.192 +20150416,3,2,3250,50529,2,8,3250,0,1978,0,47.5849,-122.016 +20141008,3,1.5,1640,2720,1.5,8,1640,0,1929,0,47.6869,-122.317 +20141104,4,1.75,1920,9500,1,7,1470,450,1966,0,47.5683,-122.177 +20140515,3,1,1040,5000,1,7,1040,0,1959,0,47.5122,-122.358 +20141016,4,2.25,2470,7350,1,7,1600,870,1978,0,47.6936,-122.128 +20140811,4,1.75,1810,7700,1,8,1390,420,1977,0,47.6976,-122.169 +20150429,3,1,1210,7636,1,7,1210,0,1952,0,47.5377,-122.266 +20150102,1,1,680,1638,1,6,680,0,1910,1992,47.5832,-122.399 +20140708,3,3.5,2490,3582,2,8,1720,770,2005,0,47.5338,-122.067 +20150227,3,2.25,2200,7355,2,8,2200,0,1986,0,47.7266,-122.103 +20140807,3,2.25,1960,6500,2,8,1960,0,1977,0,47.6642,-122.129 +20150423,5,3.5,2780,3583,2,8,2180,600,2005,0,47.4879,-122.152 +20140509,5,3,3480,57499,1,8,2340,1140,1976,0,47.4574,-122.024 +20140825,4,3,3150,9703,2,9,3150,0,2001,0,47.5962,-122.018 +20140909,3,2.5,2190,17108,2,8,2190,0,1991,0,47.7321,-121.964 +20141105,5,2.5,2780,9652,1,8,1390,1390,1967,0,47.3444,-122.271 +20140615,3,1.75,2140,9484,1,7,1290,850,1953,0,47.6234,-122.191 +20140715,4,1,2240,7620,1,7,1120,1120,1966,0,47.5089,-122.346 +20140708,4,3,3580,9316,2.5,10,2370,1210,1991,0,47.595,-122.133 +20140703,3,2,2470,8800,2,9,2470,0,1961,2004,47.5753,-122.222 +20140926,2,3,2770,10800,1.5,8,1910,860,1984,0,47.6082,-122.057 +20140811,3,2,2860,24046,1,9,1700,1160,1985,0,47.7718,-121.904 +20141118,3,2.5,1810,4113,2,7,1810,0,2004,0,47.3715,-122.126 +20140505,2,3,1270,1175,2,8,1110,160,2000,0,47.6634,-122.34 +20150122,4,1,1460,3840,1.5,8,1340,120,1928,0,47.533,-122.347 +20150427,3,2.5,1930,4505,1,7,1440,490,1973,0,47.3459,-122.326 +20140805,3,1.75,1840,2310,1,8,1140,700,1914,0,47.6462,-122.351 +20140626,3,2.25,1780,16290,2,8,1780,0,1987,0,47.4622,-122.127 +20141107,3,2.25,2900,35273,2,9,2900,0,1986,0,47.4013,-122.03 +20150114,3,3.5,3650,103672,1,10,2050,1600,2011,0,47.4002,-122.217 +20140814,5,2.75,2760,5000,2,9,2760,0,2005,0,47.539,-122.188 +20141201,3,1.75,2220,7224,1,8,2040,180,1975,0,47.774,-122.384 +20140505,3,2,1050,10072,1,7,1050,0,1986,0,47.7341,-121.976 +20140730,3,3.5,1900,4805,2,8,1560,340,1999,0,47.5686,-122.315 +20141229,4,2.5,3550,10233,2,9,3550,0,1996,0,47.5499,-122.1 +20150226,3,2.25,1860,12000,1,7,1860,0,1976,0,47.2942,-122.19 +20141104,3,2,1710,134489,1,7,1710,0,1952,0,47.2207,-121.984 +20140811,3,3.5,4410,10756,2,11,3430,980,2014,0,47.5283,-122.205 +20140630,4,2.25,1830,8734,2,7,1830,0,1991,0,47.3679,-122.179 +20140610,3,1.75,1590,7560,1,7,1130,460,1984,0,47.4016,-122.18 +20141017,4,3.5,4200,14353,2,12,3640,560,1996,0,47.5331,-122.217 +20140712,4,2.75,3010,7200,2,9,3010,0,2014,0,47.6948,-122.179 +20141209,3,1,990,12696,1.5,7,990,0,1936,0,47.4776,-122.279 +20140710,4,2.5,2390,5249,2,9,2390,0,2006,0,47.6194,-122.026 +20140923,4,3,1670,1189,3,8,1427,243,2000,0,47.6182,-122.302 +20150311,3,2.5,2370,4950,2,8,2370,0,2003,0,47.5465,-122.013 +20140520,2,2.5,1590,2656,2,7,1220,370,2009,0,47.5489,-122.364 +20150428,3,1.75,1870,8250,2,7,1870,0,1956,1979,47.445,-122.285 +20140918,3,2.5,1410,1332,2,7,960,450,2014,0,47.5683,-122.314 +20140530,4,2.5,2910,5000,2,8,2910,0,2002,0,47.3782,-122.127 +20150430,3,2.5,3630,9475,2,11,3630,0,1999,0,47.6544,-122.085 +20140507,3,3,4120,60392,2,9,3180,940,1994,0,47.6804,-121.913 +20141119,4,2,1720,7560,1,7,1720,0,1959,0,47.2845,-122.25 +20150414,4,2.25,1730,8400,1,7,1730,0,1962,0,47.3386,-122.288 +20140530,4,2.25,2060,8470,1,8,1440,620,1983,0,47.5605,-122.124 +20141010,3,2.5,1740,3721,2,8,1740,0,2009,0,47.3363,-122.213 +20140522,4,3,1990,6180,2,7,1990,0,1990,0,47.3083,-122.36 +20140505,4,2.5,2440,6651,2,9,2440,0,2014,0,47.6971,-122.371 +20141028,3,2.25,2090,8095,2,10,2090,0,1988,0,47.5287,-122.385 +20150326,2,1,1120,4000,1,7,1120,0,1926,0,47.6567,-122.327 +20140929,4,2.5,1800,4500,2,8,1800,0,1999,0,47.5998,-122.014 +20140818,3,1,1440,8287,1.5,7,1440,0,1928,0,47.7438,-122.315 +20140527,3,2,1630,8018,1,7,1630,0,2003,0,47.2638,-122.243 +20140724,3,2,2170,3978,1,7,1340,830,1919,0,47.571,-122.391 +20140618,4,2,1970,10500,1,8,1820,150,1961,0,47.479,-122.356 +20141003,3,1.75,1720,6000,1,7,1000,720,1954,0,47.4999,-122.223 +20150218,3,1,1040,7405,1,6,1040,0,1971,0,47.3105,-122.021 +20150120,4,2.75,2730,4268,2,9,2730,0,2009,0,47.6397,-122.395 +20140719,3,1,860,7467,1,6,860,0,1944,0,47.4947,-122.237 +20140728,3,2.5,1600,7982,2,8,1600,0,1993,0,47.3397,-122.266 +20140826,4,3.5,3080,118918,2,9,3080,0,2008,0,47.7721,-121.924 +20141111,4,1.75,4060,4000,2,10,2890,1170,1953,1995,47.6375,-122.389 +20150513,3,2.5,2100,6092,2,8,2100,0,2013,0,47.7508,-122.239 +20141117,3,1.75,2120,11340,1,7,1060,1060,1966,0,47.4109,-122.329 +20140710,3,2,3110,44967,2,9,3020,90,1999,0,47.4343,-122.082 +20150417,3,2.25,1580,920,3,8,1580,0,2015,0,47.5578,-122.363 +20140509,3,2.5,2100,5824,2,8,2100,0,1999,0,47.5334,-121.867 +20141021,3,1,1990,15375,1,7,1140,850,1946,0,47.4778,-122.288 +20150212,4,2,1210,4250,1,7,1210,0,1941,0,47.5275,-122.321 +20140805,4,2.5,3020,3600,2.5,9,3020,0,2009,0,47.5407,-121.993 +20141117,4,2.5,3220,38448,2,10,3220,0,1993,0,47.6854,-122.053 +20140724,2,1,990,6448,1,7,990,0,1948,0,47.5031,-122.245 +20150325,2,1,800,4046,1,7,800,0,1940,0,47.6895,-122.382 +20140916,5,2.5,3320,9024,2,9,3320,0,1999,0,47.5865,-122.056 +20150114,4,2,1700,8043,1,7,850,850,1954,0,47.4758,-122.288 +20150317,4,2.5,2350,5100,2,8,2350,0,2003,0,47.3507,-122.007 +20150205,5,2.75,2560,5618,1.5,8,2220,340,1923,0,47.6416,-122.355 +20150415,3,3.75,3150,8550,2,10,3150,0,2007,0,47.6387,-122.284 +20150226,3,1,1120,10500,1,7,1120,0,1966,0,47.7267,-122.226 +20150325,4,3.25,4140,11007,2,10,4140,0,2013,0,47.5707,-122.217 +20140616,3,2.5,3100,23790,2,9,3100,0,2002,0,47.5882,-122.011 +20141121,3,2.25,1760,7023,2,7,1760,0,1995,0,47.7468,-121.98 +20141029,4,1.75,1540,7200,1,7,1260,280,1966,0,47.3424,-122.308 +20150507,5,1.75,2690,21357,1,7,1420,1270,1952,0,47.5831,-122.191 +20140623,5,2.5,4470,35124,2.5,11,4470,0,1984,0,47.7377,-122.084 +20140718,2,1,1040,5765,1,7,1040,0,1944,0,47.7024,-122.346 +20141209,4,2.25,1700,7056,2,7,1700,0,1999,0,47.3385,-122.262 +20141119,3,2.75,2830,505166,1,8,1830,1000,1962,0,47.3782,-122.514 +20150105,2,1.5,2130,35679,1,7,2130,0,1963,0,47.6638,-122.171 +20150220,3,2.25,1250,952,3,8,1250,0,2008,0,47.7098,-122.333 +20150430,2,2.25,1640,2240,2,8,1640,0,1980,0,47.7154,-122.341 +20141215,3,1,1880,5450,1.5,8,1880,0,1924,0,47.6453,-122.302 +20140624,3,1,1100,4128,1,7,720,380,1942,0,47.5296,-122.379 +20150423,4,1.75,1730,7210,1,7,1010,720,1968,0,47.354,-122.315 +20140611,3,2,2060,4437,1,7,1030,1030,1929,0,47.5705,-122.376 +20140720,4,2,2320,7400,1.5,7,1620,700,1913,0,47.5558,-122.269 +20150513,3,1,970,8710,1,6,970,0,1962,0,47.4167,-122.302 +20141107,3,3,2900,11769,2,10,2900,0,1997,0,47.6993,-122.118 +20150505,4,2,1580,7300,1,7,1580,0,1955,0,47.7598,-122.328 +20150218,3,1,1180,7200,1,7,1180,0,1968,0,47.4249,-122.178 +20140908,4,2.5,2320,7800,2,8,2320,0,1986,0,47.7738,-122.266 +20140825,4,2.5,3780,23623,2,9,3780,0,1997,0,47.559,-122.118 +20150411,3,1.75,1240,4550,1.5,7,1240,0,1951,0,47.5803,-122.398 +20150206,3,1,1300,9620,1,7,1300,0,1971,0,47.282,-122.331 +20141109,3,2.5,2990,6771,1,7,1550,1440,2003,0,47.5237,-122.353 +20140908,1,2.25,2060,10600,1.5,7,1560,500,1927,1983,47.3291,-122.304 +20140801,3,1.75,1530,6300,1,6,1530,0,1942,2004,47.516,-122.375 +20140922,3,1.5,1460,11100,1,7,1460,0,1956,0,47.3253,-122.298 +20150218,4,2.5,2910,4680,1.5,9,1850,1060,1937,0,47.6745,-122.31 +20150326,4,1.5,1920,6000,2,7,1920,0,1951,0,47.4029,-122.321 +20140707,2,2.25,1060,1209,2,8,940,120,2006,0,47.6369,-122.327 +20140804,2,1.75,1600,5795,1.5,8,1600,0,1940,0,47.6709,-122.276 +20140708,4,2.5,1910,10300,1,8,1910,0,1921,1968,47.7581,-122.359 +20140828,3,2.25,1620,1062,3,8,1620,0,2014,0,47.6051,-122.304 +20140717,3,2.5,1490,3840,2,7,1490,0,2002,0,47.374,-122.133 +20150331,3,2.5,2040,7503,2,8,2040,0,1987,0,47.5718,-122.021 +20141016,3,2.75,2440,45738,2,8,1840,600,1987,0,47.5453,-121.957 +20150429,2,1,770,8600,1,4,770,0,1914,0,47.5325,-122.031 +20141028,2,1,1180,4900,1,6,1180,0,1954,0,47.5321,-122.029 +20150403,3,2.5,2290,4203,2,9,2290,0,2001,0,47.5441,-122.172 +20150311,3,2.5,3120,6000,2,9,3120,0,2007,0,47.3473,-122.03 +20140715,5,1.75,1990,27810,1,7,1990,0,1955,0,47.3325,-122.35 +20150220,4,1.5,2290,8773,1,7,1330,960,1947,0,47.7173,-122.33 +20141104,2,1,1270,5100,1,7,1100,170,1900,0,47.6771,-122.328 +20140611,3,3.5,4500,21870,2,10,4500,0,2004,0,47.3043,-122.159 +20141107,4,1.5,1610,6923,1,6,1010,600,1969,0,47.3747,-122.306 +20150325,2,1,1040,9100,1,7,1040,0,1937,0,47.7407,-122.347 +20140904,3,2,1760,6092,1,7,1760,0,1998,0,47.3838,-122.184 +20150428,4,2,2310,31850,1.5,8,2310,0,1984,0,47.7713,-122.122 +20140729,2,2.5,1900,4871,2,8,1900,0,2005,0,47.7132,-122.034 +20140611,3,2,1640,7201,1,8,1640,0,1948,0,47.7216,-122.289 +20150320,4,2.5,2030,7140,1,7,1400,630,1968,0,47.6244,-122.109 +20140917,1,1,640,6350,1,5,640,0,1939,0,47.6976,-122.359 +20150312,3,2,1540,67953,1,7,1540,0,1997,0,47.5018,-122.126 +20140922,4,2.5,2470,8536,2,8,2470,0,2002,0,47.7699,-122.292 +20140515,4,3,1980,5352,2.5,8,1980,0,1941,2005,47.532,-122.385 +20140819,2,1,1340,8100,1,8,1340,0,1950,0,47.7212,-122.364 +20150408,4,1,1320,5000,1.5,7,1320,0,1928,0,47.5457,-122.363 +20140516,2,2.5,1310,1500,2,8,1160,150,2006,0,47.6112,-122.309 +20141201,3,2,1290,7372,1,7,1290,0,1990,0,47.3658,-122.085 +20140602,3,1,1010,7245,1,7,1010,0,1969,0,47.3338,-122.306 +20150325,2,1,840,5100,1,7,840,0,1949,0,47.6779,-122.384 +20150408,3,3,1760,2114,2,7,1400,360,2008,0,47.6666,-122.37 +20150422,5,3.5,2980,5809,2,8,2980,0,2005,0,47.5537,-121.996 +20140820,2,2,1960,4018,1,7,980,980,1950,0,47.5629,-122.32 +20150508,3,1,1610,8579,1,7,1010,600,1962,0,47.4563,-122.171 +20150219,3,2,2160,105415,1,10,2160,0,1991,0,47.4806,-122.152 +20150401,2,1,1250,9270,1,7,1250,0,1948,0,47.7284,-122.339 +20140507,7,4.5,6210,8856,2.5,11,4760,1450,1910,0,47.6307,-122.354 +20140924,3,3,3030,35123,2,8,1760,1270,1984,0,47.4694,-122.006 +20140612,3,1.75,1970,7972,1,8,1370,600,1976,0,47.4908,-122.225 +20150218,3,2,1480,6698,1,7,1080,400,1979,0,47.4614,-122.168 +20140723,4,1,1460,6000,1,7,730,730,1941,0,47.4952,-122.224 +20150219,3,1.75,2120,5992,1,7,1060,1060,1947,0,47.7083,-122.308 +20141030,3,1,1320,8100,1,6,880,440,1943,0,47.4697,-122.351 +20140902,4,1.75,1440,6720,1,6,720,720,1954,0,47.4571,-122.345 +20140819,4,2.75,2810,8570,2,10,2810,0,1993,0,47.6159,-122.211 +20150326,3,1,1860,44431,1,6,1860,0,1947,0,47.6057,-122.038 +20140528,3,2,1980,12150,1,9,1980,0,1994,0,47.3657,-122.152 +20141103,3,1.75,1660,12865,1,7,1660,0,1967,0,47.5375,-122.175 +20140512,3,1.75,1440,8040,1,7,960,480,1951,0,47.7128,-122.306 +20140723,3,2.5,1300,5150,1.5,7,1300,0,1920,0,47.6838,-122.362 +20141003,4,2,1720,5472,1,6,860,860,1923,0,47.5299,-122.288 +20140929,4,1.75,1350,9293,1,7,1350,0,1954,0,47.6335,-122.196 +20150414,4,3.5,4070,10976,2,10,4070,0,2004,0,47.5805,-121.97 +20150312,3,2.5,2270,5654,2,8,2270,0,1999,0,47.7733,-122.351 +20140910,3,1,940,7380,1,6,940,0,1959,0,47.4516,-122.175 +20150417,4,2.25,2000,10374,2,7,2000,0,1967,0,47.3342,-122.34 +20150425,3,1,1200,5525,1,7,1200,0,1947,0,47.6981,-122.325 +20140806,3,2,1610,6911,1,7,1260,350,1988,0,47.7188,-122.177 +20150410,2,2,1610,6160,2,8,1610,0,1977,0,47.6644,-122.13 +20140714,4,2.5,2660,22050,2,9,2660,0,1996,0,47.4911,-122.125 +20140626,3,1.5,1220,6000,1,7,1220,0,1968,0,47.4904,-122.222 +20140827,3,1.75,1540,10400,1,6,1540,0,1977,0,47.5651,-121.89 +20150331,5,4.25,4650,108464,2,10,3260,1390,1999,0,47.5669,-121.956 +20141016,3,1,1200,5404,1,6,1200,0,1937,0,47.6969,-122.368 +20140624,3,1.5,1460,8710,1,7,1460,0,1955,0,47.4561,-122.357 +20140708,4,2.5,2850,37522,2,9,2850,0,1987,0,47.5852,-121.992 +20150107,4,1,1460,16638,1,6,1460,0,1975,0,47.3431,-122.048 +20150218,3,2,1550,18958,1.5,7,1550,0,1983,0,47.3699,-122.319 +20140910,3,1.5,1630,16170,1,7,1630,0,1988,0,47.7104,-122.235 +20140623,3,2.25,1630,3817,2,7,1630,0,2005,0,47.5485,-121.999 +20150204,4,1.75,1700,10230,1,8,1320,380,1959,0,47.7453,-122.351 +20141229,5,2.5,3150,5150,2,8,1870,1280,1907,2004,47.5506,-122.269 +20140515,3,2.5,2360,4638,2,9,2360,0,1996,0,47.6837,-122.321 +20150311,4,2.5,3880,7208,2,10,3880,0,2006,0,47.5841,-121.971 +20150226,3,1,1060,7246,1,6,1060,0,1981,0,47.4936,-122.165 +20140808,3,2.5,1980,39932,2,8,1980,0,1994,0,47.7433,-122.196 +20150210,4,1.75,2430,14000,1,7,1580,850,1963,0,47.6554,-122.134 +20141204,2,1.5,1040,8526,1,6,1040,0,1953,0,47.7349,-122.295 +20141009,3,3,1800,5000,1.5,8,1500,300,1929,0,47.6475,-122.371 +20140807,2,1,930,12724,1,6,930,0,1912,0,47.6567,-121.909 +20141210,4,2.75,3400,7081,2,9,3400,0,2001,0,47.5661,-122.123 +20141024,3,1,680,2400,1,6,680,0,1903,0,47.5982,-122.299 +20140701,3,1,1200,8514,1,7,1200,0,1959,0,47.2043,-122.008 +20150316,2,1,960,2700,1,6,780,180,1904,0,47.6013,-122.299 +20140617,4,2.5,2610,7091,2,9,2610,0,1987,0,47.3017,-122.349 +20141220,4,1.5,1820,22814,1.5,7,1820,0,1920,0,47.7321,-122.296 +20140902,3,3.5,1730,1349,3,9,1350,380,2009,0,47.6224,-122.326 +20150421,3,2.5,2540,4260,2,7,2540,0,2005,0,47.3989,-122.164 +20150416,3,1,1620,13803,1,6,1620,0,1969,0,47.3631,-122.028 +20150202,6,4.5,3500,8504,2,7,3500,0,1980,0,47.7349,-122.295 +20141218,3,2.5,1660,7388,2,7,1660,0,2003,0,47.3865,-122.027 +20141227,4,3,2400,5400,2,7,1600,800,1965,0,47.5099,-122.26 +20150323,4,2.5,2570,27972,2,8,2570,0,1997,0,47.6343,-121.969 +20150506,4,1.75,2350,7574,1,8,1720,630,1979,0,47.5634,-122.087 +20141215,3,2.25,1440,5150,2,7,1440,0,1997,0,47.5456,-122.356 +20150203,3,2.5,1440,1068,2,8,1160,280,2006,0,47.5393,-122.361 +20150512,2,1,910,9000,1,5,910,0,1923,0,47.526,-121.81 +20140609,4,1.5,2020,7560,1,7,2020,0,1960,0,47.502,-122.146 +20140612,3,1,1060,9525,1,7,1060,0,1966,0,47.6855,-122.111 +20141014,4,2.75,3150,7379,1.5,7,2430,720,1915,0,47.6968,-122.3 +20141029,4,1.5,2230,5109,1.5,7,1330,900,1918,0,47.6996,-122.31 +20141121,4,2.75,2500,20000,1,8,1700,800,1969,0,47.5901,-122.198 +20150428,3,1,1400,9690,1,7,1400,0,1969,0,47.3201,-122.398 +20140815,4,2.5,2060,5607,2,7,2060,0,2002,0,47.4365,-122.144 +20140829,3,2.5,1890,6500,2,7,1890,0,2012,0,47.6225,-122.058 +20140502,3,2.5,2390,6550,1,8,1440,950,1955,0,47.5714,-122.408 +20140507,3,1.75,2070,37904,1,7,1420,650,1973,0,47.425,-122.186 +20140516,3,2.5,1800,5761,2,7,1800,0,1990,0,47.5293,-122.363 +20140707,3,2,1860,4777,2,7,1860,0,1908,0,47.6892,-122.311 +20150402,4,2.5,1767,4500,2,8,1767,0,2006,0,47.2607,-122.25 +20140602,2,1,1170,6000,1,7,970,200,1941,0,47.6994,-122.354 +20140527,5,3,2750,3800,1.5,7,1750,1000,1926,0,47.6845,-122.313 +20140625,4,1,1530,8890,1,7,980,550,1925,0,47.5308,-122.35 +20141120,3,2.5,3930,55867,1,8,2330,1600,1957,0,47.7022,-122.224 +20141223,4,2,1980,15354,1,7,1980,0,1977,0,47.638,-121.968 +20141020,2,1,870,7020,1,6,570,300,1942,0,47.5404,-122.352 +20140624,3,2.5,3170,12750,2,10,2360,810,1995,0,47.3384,-122.336 +20141217,4,2.5,2100,10750,1,8,2100,0,1967,0,47.3338,-122.337 +20140917,2,2.5,1660,2258,2,7,1660,0,1981,0,47.3793,-122.146 +20150306,4,2.75,1670,6000,1,7,840,830,1917,0,47.5496,-122.385 +20140919,2,1,1070,20450,1,6,1070,0,1948,0,47.4338,-122.183 +20140804,5,1.5,3360,5225,2,9,3360,0,2014,0,47.6072,-122.053 +20141022,3,0.75,770,7000,1,4,770,0,1942,0,47.5661,-121.887 +20141017,3,2.5,1690,3129,2,7,1690,0,2002,0,47.6875,-122.043 +20141104,4,2.5,2300,41167,2,7,2300,0,1988,0,47.3412,-122.108 +20150414,3,1,1360,6186,1.5,6,760,600,1941,0,47.7503,-122.334 +20140523,3,2.5,2390,9157,2,9,2390,0,1984,0,47.6617,-122.15 +20141125,4,1.75,2290,7380,1,7,1390,900,1963,0,47.5034,-122.245 +20140505,3,2.5,1408,989,3,8,1408,0,2005,0,47.6856,-122.315 +20150325,3,1,1040,8122,1,7,1040,0,1971,0,47.3731,-122.312 +20141010,3,1,1000,4959,1,8,1000,0,1945,0,47.6629,-122.277 +20140811,1,1.5,1048,4800,1,7,1048,0,1942,0,47.4759,-122.212 +20140603,3,2,1200,9566,1,7,1200,0,1995,0,47.2649,-122.252 +20150427,3,2.5,1020,2217,2,7,720,300,2004,0,47.5343,-122.348 +20150218,3,2.5,3080,5598,2,8,3080,0,2006,0,47.4372,-122.206 +20150410,5,2.25,2240,5500,1,7,1490,750,1959,0,47.5305,-122.391 +20140611,3,2.75,2500,7378,1,7,1390,1110,1948,0,47.7032,-122.37 +20140707,2,1,1290,4650,1,7,1290,0,1906,0,47.6877,-122.325 +20150210,3,2.5,2700,6037,2,8,2700,0,2004,0,47.5376,-121.879 +20150512,3,1.5,1420,5000,1,7,920,500,1987,0,47.4192,-122.33 +20141208,3,1.75,1430,8505,1,7,1430,0,1968,0,47.3173,-122.319 +20150325,5,2,2020,67953,1.5,7,1620,400,1936,0,47.4891,-122.263 +20150512,4,1.75,1980,10800,1,8,1320,660,1953,0,47.5899,-122.173 +20140522,4,2.5,3240,13978,1,9,1860,1380,1977,0,47.6298,-122.057 +20150202,2,1.5,2010,7755,2,7,2010,0,1952,0,47.4947,-122.233 +20150430,3,1.75,1260,17000,1,7,1260,0,1994,0,47.5114,-122.361 +20141107,4,3.5,4340,217800,2,11,4340,0,2003,0,47.6471,-122.013 +20140722,2,1.5,1360,1934,2,7,1360,0,1978,0,47.2857,-122.189 +20150423,4,2.5,2610,3500,1.5,7,1610,1000,1927,0,47.6848,-122.326 +20150127,3,2.5,2040,14071,2,7,2040,0,1995,0,47.7278,-121.963 +20140725,4,2.25,2230,6791,2,8,2230,0,2005,0,47.3769,-122.028 +20140708,3,2.25,2120,14915,1,9,1720,400,1979,0,47.3524,-122.285 +20140922,3,1.75,1560,8456,1,7,1560,0,1970,0,47.7769,-122.25 +20141014,3,3.25,1860,2218,3,8,1860,0,2001,0,47.7185,-122.313 +20140922,4,2.25,2330,7020,1,8,1450,880,1973,0,47.562,-122.139 +20140903,3,2.25,2080,50965,1,8,1590,490,1979,0,47.7506,-122.063 +20141006,4,2.25,2620,10536,1,8,1520,1100,1979,0,47.5847,-122.075 +20150304,3,1.75,1300,9856,1,7,1300,0,1962,0,47.3448,-122.298 +20140701,4,2.5,2303,3826,2,8,2303,0,2006,0,47.3258,-122.165 +20150202,4,3,2580,6740,2,8,2580,0,1999,0,47.4296,-122.185 +20140818,4,2,2240,11040,1,8,1120,1120,1961,0,47.693,-122.168 +20140808,3,1,1030,10480,1,7,1030,0,1954,0,47.5742,-122.139 +20141010,3,1.5,2240,3750,1,7,1220,1020,1952,0,47.6624,-122.336 +20150304,6,4,5110,7128,2.5,11,5110,0,1906,0,47.6285,-122.304 +20150420,3,1,1410,5000,1,6,980,430,1925,0,47.5769,-122.397 +20141211,4,3.25,3520,19354,1,9,2010,1510,1978,0,47.5572,-122.147 +20141014,2,1.75,1010,4000,1.5,7,1010,0,1919,0,47.6665,-122.287 +20150102,3,2.5,1950,4949,2,7,1950,0,2009,0,47.5155,-121.87 +20141104,4,1.5,1620,7875,1,7,1620,0,1956,0,47.6041,-122.126 +20141119,3,1,1200,8316,1,6,1200,0,1953,0,47.3231,-122.215 +20140619,2,1,990,39964,1,4,990,0,1945,0,47.3577,-122.085 +20150420,5,2.5,2020,8250,1,8,1430,590,1978,0,47.4432,-122.135 +20150401,4,2.25,2090,8579,2,8,2090,0,1987,0,47.6364,-122.03 +20141124,3,2.25,2020,2750,2,8,1680,340,2008,0,47.5633,-122.297 +20150429,3,1,3060,30166,1,8,3060,0,1959,0,47.5656,-122.093 +20140916,4,1.75,1790,10186,1,8,1790,0,1965,0,47.7769,-122.376 +20150324,3,2.5,2220,5279,2,8,2220,0,2006,0,47.5132,-122.387 +20140816,2,1,740,6840,1,6,740,0,1942,0,47.5172,-122.375 +20141203,4,2.5,2811,7251,2,9,2811,0,2009,0,47.3686,-122.058 +20140811,2,1,770,2191,1,6,770,0,1937,0,47.5512,-122.323 +20140807,4,1.75,2220,4760,1,7,1320,900,1918,0,47.5215,-122.348 +20140903,3,2.25,1410,8909,2,7,1410,0,1988,0,47.3983,-122.31 +20150312,4,1.75,1670,9500,1,7,1670,0,1976,0,47.7254,-122.31 +20150209,3,2.5,1430,9044,2,7,1430,0,1991,0,47.1956,-121.986 +20140908,3,1.75,1450,12125,1,7,1450,0,1981,0,47.3575,-122.28 +20150511,3,2,2320,65340,1.5,9,2320,0,1992,0,47.6106,-122.055 +20140924,4,3.5,2770,8763,2,8,2100,670,1996,0,47.2625,-122.308 +20140702,4,2.5,4080,18362,2,11,4080,0,1983,0,47.6344,-122.214 +20140624,3,1.75,1720,4080,1,7,960,760,1924,0,47.5747,-122.287 +20140807,2,1,880,5500,1,6,880,0,1904,0,47.5573,-122.289 +20140525,3,2.5,1560,4200,2,7,1560,0,2003,0,47.3838,-122.026 +20140730,3,1.75,1840,7350,1,8,1310,530,1976,0,47.7089,-122.23 +20141204,3,1,2090,4000,1.5,8,1890,200,1931,0,47.6393,-122.392 +20150122,3,1.75,1650,7145,2,8,1300,350,1977,0,47.7733,-122.324 +20150420,4,2.5,2710,49044,2,9,2710,0,1988,0,47.774,-122.08 +20140825,3,2.5,2313,5700,2,9,2313,0,2011,0,47.3572,-122.202 +20150504,3,1.5,1410,3600,1,7,1410,0,1906,0,47.6402,-122.357 +20140825,4,2,2120,4000,1.5,7,1720,400,1927,0,47.688,-122.383 +20141027,3,2.5,2530,16102,2,9,2530,0,1989,0,47.371,-122.055 +20141002,4,2.25,1830,7614,2,7,1830,0,1991,0,47.3682,-122.179 +20150326,4,3.5,4420,20759,2,11,4420,0,2003,0,47.6354,-122.221 +20140729,3,1,1280,9656,1,6,920,360,1959,0,47.4485,-122.175 +20150327,3,2.5,1660,2890,2,7,1660,0,2001,0,47.5434,-122.293 +20140512,3,1.5,1770,17208,1,8,1160,610,1959,0,47.5659,-122.117 +20150508,3,2.25,1520,1464,2,8,1240,280,2010,0,47.543,-122.375 +20150409,4,1.75,2330,8800,1,7,1260,1070,1961,0,47.6148,-122.113 +20141015,3,1.75,1320,9675,1.5,7,1320,0,1970,0,47.5695,-121.902 +20150413,3,2.25,1460,7210,1,7,1460,0,1963,0,47.6316,-122.119 +20150511,1,1,390,2000,1,6,390,0,1920,0,47.6938,-122.347 +20140527,4,2,2330,6250,1,7,1400,930,1941,0,47.3782,-122.228 +20140723,3,2.25,2680,100188,2,8,1580,1100,1978,0,47.4776,-122.02 +20140822,4,2.5,3190,27806,2,9,3190,0,1997,0,47.3425,-122.03 +20140923,4,2.75,3140,10918,1,8,1900,1240,1968,1986,47.7086,-122.243 +20141103,2,1.5,1240,1331,2,7,1050,190,2007,0,47.5959,-122.298 +20150304,3,1.75,1610,12555,1,7,1080,530,1977,0,47.6618,-122.136 +20140814,3,3,2110,7794,1,6,2110,0,1981,0,47.4005,-122.293 +20150220,3,2.5,1830,8372,2,8,1830,0,1987,0,47.3116,-122.4 +20140811,4,2.25,2060,8767,2,8,2060,0,1983,0,47.7228,-122.103 +20141125,4,2.25,1880,3000,2,8,1760,120,1909,1977,47.6864,-122.349 +20140616,4,1.5,1890,6938,1.5,8,1890,0,1919,0,47.5896,-122.389 +20140620,4,1.75,2670,189486,2,8,2670,0,1972,0,47.2585,-122.061 +20140916,4,1,1080,6095,1.5,6,1080,0,1924,0,47.6962,-122.346 +20150105,4,2.5,1600,9921,2,7,1600,0,2009,0,47.3678,-122.124 +20140915,5,2.75,3220,8160,2,9,3220,0,1999,0,47.3154,-122.254 +20150324,3,2.5,1610,2937,2,8,1610,0,2006,0,47.4489,-122.188 +20141021,5,2,1910,4667,1,7,1010,900,1908,0,47.6236,-122.306 +20141120,4,2.5,2789,3960,2,7,2789,0,2007,0,47.3059,-122.28 +20150403,3,2.5,1608,4000,2,8,1608,0,2014,0,47.2582,-122.198 +20140605,4,2.5,1910,5000,2,7,1910,0,2005,0,47.3608,-122.036 +20141030,3,2.25,1670,7416,1,7,1220,450,1974,0,47.6028,-122.172 +20140507,3,2.75,1540,6760,1,7,1210,330,1980,0,47.7163,-122.212 +20140902,3,3.25,1410,1442,3,8,1360,50,2006,0,47.7183,-122.317 +20140929,2,2.5,1790,5400,2,8,1790,0,1979,0,47.6606,-122.128 +20140827,4,1,1470,6061,1.5,7,1470,0,1945,0,47.4819,-122.289 +20140815,4,2.75,3950,10214,1,10,2050,1900,1955,0,47.6969,-122.384 +20140520,3,2.5,3050,158558,1,9,3050,0,1987,0,47.4326,-122.208 +20150331,3,2.25,1470,7857,1,7,1180,290,1973,0,47.4547,-122.209 +20141106,3,3,1490,2944,2,7,960,530,1993,0,47.6506,-122.384 +20140618,3,2,1380,8682,1,7,1380,0,1966,0,47.4238,-122.322 +20140722,4,2.5,1850,8198,2,7,1850,0,1993,0,47.4079,-122.186 +20141106,4,1.5,1810,6000,1,8,1350,460,1952,0,47.5233,-122.386 +20141106,4,2.5,2520,35636,2,8,2520,0,1980,0,47.652,-122.031 +20141020,4,2.5,3430,7508,2,10,3430,0,1998,0,47.6866,-122.11 +20140918,4,1,1130,7400,1,7,1130,0,1969,0,47.3437,-122.316 +20150327,3,2.5,2340,2155,2,10,2120,220,2012,0,47.53,-122.073 +20150115,1,1.75,1020,4512,1,7,770,250,1937,0,47.6724,-122.266 +20140829,4,3.5,4190,15724,2,11,4190,0,1994,0,47.5518,-122.096 +20140708,3,1,1180,8240,1,7,1180,0,1967,0,47.3325,-122.321 +20140820,2,1,800,5040,1,6,800,0,1960,0,47.6953,-122.362 +20140507,4,3.5,3900,8391,2,10,3900,0,2006,0,47.6979,-122.205 +20140819,3,1,1130,9147,1,7,1130,0,1952,0,47.7006,-122.197 +20150410,3,2.5,2380,16080,1,9,1340,1040,1964,0,47.5262,-122.386 +20150408,3,1,1240,3600,1.5,7,1240,0,1902,0,47.5986,-122.298 +20141112,3,2.25,2560,117176,1,9,1280,1280,1977,0,47.4655,-122.033 +20140528,3,1,1390,9624,1.5,7,1390,0,1954,0,47.7758,-122.301 +20141024,4,2.5,1960,7230,2,8,1960,0,2002,0,47.2855,-122.36 +20150219,5,2.5,2670,184140,1,8,1410,1260,1980,0,47.3429,-122.097 +20140630,4,1.5,1800,3245,1.5,8,1800,0,1929,0,47.6605,-122.331 +20150107,4,2,2290,9200,1.5,7,2290,0,1920,0,47.4678,-122.363 +20140508,3,1.75,1890,9920,1,7,1230,660,1944,0,47.7327,-122.306 +20140620,3,2.25,1940,11612,1,8,1100,840,1981,0,47.5018,-122.23 +20141002,4,2.5,1930,7862,2,7,1930,0,1994,0,47.3644,-122.04 +20141125,2,1,820,3700,1,7,820,0,1968,0,47.588,-122.251 +20140718,3,2.25,1940,217800,2,9,1940,0,1990,0,47.5636,-121.932 +20140619,3,3.5,3870,3819,2,11,2760,1110,2002,0,47.6452,-122.317 +20140513,3,1,1710,4050,1.5,7,1710,0,1909,0,47.6732,-122.331 +20150414,4,1.75,1870,6000,1,8,1670,200,1949,0,47.6435,-122.399 +20141230,5,2.5,2580,11250,1,7,1410,1170,1964,0,47.397,-122.313 +20140702,4,2.5,2190,9880,1,8,1410,780,1979,0,47.6926,-122.186 +20150318,3,2,1270,1348,3,8,1270,0,2003,0,47.6929,-122.342 +20150428,4,2.5,2640,7388,2,7,2640,0,2003,0,47.3505,-122.027 +20141204,3,1,1600,12566,1,7,1600,0,1971,0,47.4431,-121.765 +20150210,3,1.5,1340,8856,1,7,1340,0,1959,0,47.6094,-122.126 +20140925,3,1,1300,5898,1,7,1300,0,1961,0,47.5053,-122.255 +20140801,4,4,4168,8485,2,10,3222,946,2007,0,47.3029,-122.387 +20140612,4,2.5,2470,35073,2,9,2470,0,1989,0,47.3064,-122.108 +20150406,3,1,1220,5652,1,6,1220,0,1905,0,47.5767,-122.408 +20141231,3,2.25,1400,6970,2,8,1400,0,1984,0,47.542,-122.184 +20140818,4,2.5,3780,10962,2,10,3780,0,1990,0,47.6533,-122.183 +20141226,3,2,1620,7800,1,7,1200,420,1969,0,47.7288,-122.171 +20140822,3,2.5,2420,9000,2,9,2420,0,1987,0,47.6599,-122.146 +20140813,3,1.75,2000,12669,1,7,1200,800,1965,0,47.3579,-122.446 +20150225,3,2.5,2950,6545,2,8,2950,0,2003,0,47.4828,-122.139 +20140512,3,1,1460,9750,1,7,1460,0,1969,0,47.3242,-122.144 +20141114,3,1,1260,9638,2,7,1260,0,1920,0,47.6773,-122.178 +20141120,2,1,1100,7323,1,7,780,320,1982,0,47.2874,-122.37 +20140620,3,3.5,1890,1710,2,8,1640,250,1999,0,47.6592,-122.349 +20150209,3,4,3910,5350,2,10,2610,1300,1933,0,47.6393,-122.408 +20141113,3,2.25,3370,23065,1,10,1920,1450,1980,0,47.7434,-122.263 +20140923,5,2.75,2400,15781,1,7,1200,1200,1974,0,47.622,-122.059 +20150511,2,1,1110,9920,1,6,700,410,1942,0,47.5454,-122.192 +20140519,3,1.75,2010,4905,1,7,1230,780,1912,0,47.6105,-122.309 +20150327,3,2.5,2320,4721,2,8,2320,0,2004,0,47.591,-122.017 +20150506,3,2.5,2190,8528,1,8,1760,430,1991,0,47.6943,-122.209 +20140821,5,3,2900,6730,1,8,1830,1070,1977,0,47.6784,-122.285 +20150130,4,2,2130,8400,1,7,1350,780,1962,0,47.4133,-122.209 +20140919,3,2,1510,3000,1,7,910,600,1972,0,47.6804,-122.319 +20140801,3,1,1100,4184,1,7,1100,0,1965,0,47.5309,-122.382 +20140605,4,2.25,2980,8051,1.5,10,2020,960,1935,0,47.6426,-122.409 +20140708,4,2.5,2620,8331,2,9,2620,0,1991,0,47.4357,-122.159 +20140524,4,4.25,5584,68257,2,11,5584,0,1998,0,47.6113,-121.952 +20140523,5,1.75,2120,8399,1,7,1320,800,1942,0,47.7621,-122.335 +20141223,6,3,2870,206474,2,7,2330,540,1960,1985,47.401,-122.095 +20141017,5,2.75,2930,10148,2,9,2930,0,2002,0,47.4887,-122.145 +20141215,4,2.5,3570,6218,2,9,3570,0,2014,0,47.7046,-122.123 +20150407,4,2.5,1860,3840,1.5,7,1170,690,1928,2014,47.6886,-122.359 +20141114,4,4.25,5770,21300,2,11,5770,0,1980,0,47.585,-122.222 +20150224,2,1.75,1840,14874,1,8,1300,540,1952,0,47.4382,-122.348 +20150402,3,2.5,2424,6143,2,9,2424,0,2014,0,47.3512,-122.135 +20141202,3,2.5,1800,8697,2,8,1800,0,1987,0,47.3115,-122.4 +20140718,4,3,3760,8804,2,8,2470,1290,2002,0,47.5161,-122.191 +20150319,3,1.75,1970,9135,1,7,1370,600,1961,0,47.7603,-122.215 +20150311,5,4.5,5840,17168,2,12,4570,1270,2006,0,47.5457,-121.991 +20141218,3,1.5,1090,10454,1,6,1090,0,1963,0,47.3425,-122.082 +20141003,3,1.5,1630,6625,1,7,980,650,1980,0,47.29,-122.368 +20150407,4,2.5,2718,6197,2,8,2718,0,2006,0,47.3255,-122.164 +20150406,3,2.5,2550,8170,2,8,2550,0,1985,0,47.311,-122.345 +20140916,4,2.5,2150,5397,2,8,2150,0,1998,0,47.4644,-122.151 +20140822,3,1.75,2120,56192,1,9,1720,400,1959,0,47.7665,-122.372 +20140610,3,1.75,1540,6909,1,7,920,620,1955,0,47.7451,-122.313 +20141231,3,2.5,2570,9487,2,9,2570,0,1989,0,47.7408,-122.216 +20140924,3,2.5,1600,7936,2,7,1600,0,1996,0,47.3673,-122.017 +20140718,4,2.5,2340,41600,1,8,1640,700,1977,0,47.7466,-122.077 +20140930,3,2,1420,4080,1.5,8,1420,0,1904,0,47.6801,-122.348 +20150121,1,0.75,1040,6034,1,7,580,460,1991,0,47.5078,-122.251 +20150501,3,2.5,3220,6409,2,9,3220,0,2008,0,47.4815,-122.127 +20150423,4,1.75,2500,8725,1,8,1500,1000,1966,0,47.6304,-122.205 +20150401,4,3.5,3350,6350,2,8,2610,740,2009,0,47.5602,-122.39 +20150417,2,1,890,7200,1,7,740,150,1949,0,47.6998,-122.278 +20150327,3,2.5,1340,4200,2,7,1340,0,2002,0,47.2942,-122.226 +20140918,3,1,1130,10018,1,6,1130,0,1954,0,47.3733,-122.275 +20140612,2,2.25,1170,1011,2,7,1170,0,2009,0,47.5321,-122.073 +20140612,3,1.75,1590,8219,1.5,6,970,620,1938,0,47.7146,-122.217 +20141118,4,2.75,2990,6626,2,9,2990,0,2014,0,47.7107,-122.11 +20141022,2,1,960,112384,1,7,960,0,1955,0,47.7642,-122.234 +20141114,5,4.5,4600,7810,2,9,3200,1400,2006,0,47.5381,-121.86 +20150327,3,1,1270,3840,1.5,7,1270,0,1926,0,47.6896,-122.357 +20150323,4,1,1290,5000,1.5,7,1290,0,1957,0,47.5128,-122.358 +20150421,3,1,1330,5000,1,7,1120,210,1957,0,47.7211,-122.308 +20150313,3,2.25,1900,9990,1,7,1300,600,1961,0,47.3478,-122.298 +20150323,4,2.5,1980,12062,2,8,1980,0,1992,0,47.4038,-122.167 +20140820,5,2.5,2650,12987,1,7,1350,1300,1979,0,47.7482,-122.244 +20141010,2,1,1010,3600,1,7,1010,0,1913,0,47.6641,-122.357 +20141031,4,2.5,2460,4862,2,8,2460,0,2004,0,47.7719,-122.235 +20150105,4,1.75,2000,3750,1,8,1120,880,1950,0,47.6816,-122.374 +20140904,3,1,1160,9750,1,7,1160,0,1968,0,47.7429,-122.072 +20140731,4,2,1450,5456,1,7,1450,0,1951,0,47.5442,-122.297 +20140516,3,2.25,2060,38377,1,8,1560,500,1978,0,47.2752,-122.319 +20140904,4,4.25,3250,11780,2,8,2360,890,1944,2001,47.6322,-122.203 +20141015,2,2.25,1260,1032,2,7,1170,90,2008,0,47.5323,-122.072 +20140505,4,2.5,2800,5900,1,8,1660,1140,1963,0,47.6809,-122.286 +20150326,4,3,1984,4419,2,7,1984,0,2010,0,47.3514,-122.213 +20140825,3,2.5,2960,18600,2,8,2960,0,1979,0,47.4358,-122.344 +20141030,3,1.75,1730,7807,1,7,1260,470,1976,0,47.7211,-122.169 +20141002,3,2.5,1740,2350,2,8,1130,610,1995,0,47.6207,-122.297 +20140610,4,2.5,2580,3909,2,8,2580,0,2013,0,47.6852,-122.21 +20150401,3,2.5,1350,941,3,9,1350,0,2007,0,47.6265,-122.364 +20150428,3,1,1300,3600,2,7,1300,0,1900,0,47.6345,-122.366 +20140729,4,1.75,1790,7175,1.5,6,1410,380,1900,0,47.4963,-122.318 +20140820,4,2.75,2360,15100,1,8,2360,0,2014,0,47.5117,-122.365 +20140514,5,4.5,3810,8019,2,10,3810,0,2008,0,47.5915,-122.058 +20140515,4,1.75,1890,8000,1,7,1250,640,1960,0,47.7576,-122.333 +20141205,4,2.25,2760,12100,2,9,2760,0,1976,0,47.6285,-122.058 +20150429,4,2.5,3290,35001,2,10,3290,0,1991,0,47.7231,-122.038 +20141217,4,1.5,1360,8100,1.5,7,1360,0,1962,0,47.4931,-122.305 +20141217,3,1.75,1900,7680,1,7,1260,640,1959,0,47.5081,-122.266 +20140920,3,1.5,1050,5525,1,6,1050,0,1969,0,47.3608,-122.083 +20141027,3,3,1590,7750,1,7,1060,530,1997,0,47.3624,-122.045 +20140613,2,1.75,1440,5680,1,8,1440,0,1978,0,47.3825,-122.319 +20140708,3,1,1400,8100,1.5,6,1400,0,1944,0,47.7124,-122.289 +20140510,5,2.75,3060,7015,1,8,1600,1460,1979,0,47.5052,-122.372 +20141217,4,1.75,1710,7200,1,7,910,800,1975,0,47.3967,-122.174 +20141103,3,2.25,2520,7975,2,9,1550,970,1990,0,47.6704,-122.183 +20141210,5,1.75,2140,12058,1,8,2140,0,1951,0,47.3167,-122.214 +20150220,4,2.25,1620,106722,1,8,1200,420,1980,0,47.3394,-122.091 +20141014,3,1,1160,10988,1,7,1160,0,1965,0,47.6818,-122.165 +20140520,2,1,790,6969,1,6,790,0,1955,1984,47.6978,-122.164 +20140702,3,2,1470,10052,1,8,1470,0,1956,0,47.726,-122.316 +20140919,3,2.5,1390,2450,2,7,1390,0,2009,0,47.5298,-122.269 +20140626,4,2.25,2600,9900,1,7,1600,1000,1965,0,47.4881,-122.237 +20150122,4,2,1980,4500,2,7,1980,0,1910,0,47.6728,-122.379 +20150330,3,2.5,2450,5760,2,9,2450,0,2000,0,47.6145,-122.026 +20141230,3,2.5,2430,5400,2,8,2430,0,2007,0,47.6062,-122.057 +20140819,3,2.5,1590,4094,2,7,1590,0,1991,0,47.61,-122.293 +20140512,4,2.5,3040,6887,2,8,3040,0,1999,0,47.6073,-122.015 +20150102,4,3.5,2440,3052,2,8,1940,500,2006,0,47.555,-122.309 +20141107,5,2.25,3340,52476,2,8,3340,0,1975,0,47.4553,-121.987 +20150422,2,1,1020,13647,1,6,1020,0,1915,1974,47.2848,-121.927 +20140909,2,1,1080,3600,1,7,1080,0,1922,0,47.6078,-122.291 +20140827,5,2.5,3100,10189,2,8,3100,0,2002,0,47.738,-121.965 +20140606,4,2.75,3010,7215,2,9,3010,0,2014,0,47.6952,-122.178 +20150324,1,1,900,4368,1,6,900,0,1915,1950,47.2107,-121.99 +20140623,4,3.5,2960,6000,2,9,2960,0,2014,0,47.5183,-121.886 +20141113,2,1,940,5000,1,7,940,0,1950,0,47.7518,-122.279 +20150123,4,3,2110,1286,2,9,1710,400,2007,0,47.5444,-122.014 +20141107,5,2.75,2720,193406,1,7,1700,1020,1968,0,47.2838,-122.121 +20150321,2,1,1370,9460,1,6,1370,0,1950,0,47.6238,-122.191 +20140618,2,1,1240,6400,1,7,1060,180,1938,0,47.5493,-122.377 +20141208,4,2.5,3290,7538,2,9,3290,0,2004,0,47.598,-121.972 +20140718,3,1,1160,7560,1,6,1160,0,1958,0,47.45,-122.179 +20150130,4,2.5,3370,8402,1,10,2240,1130,1962,0,47.6349,-122.29 +20141009,4,2.5,2240,4648,2,7,2240,0,2005,0,47.3378,-122.257 +20150507,4,2.5,2641,8091,2,7,2641,0,1998,0,47.4043,-122.213 +20140715,4,2.25,2800,10800,1,8,1680,1120,1977,0,47.7448,-122.177 +20140903,3,2.5,1490,2138,2,7,1490,0,2005,0,47.4324,-122.197 +20141002,2,1,1170,5000,1,7,1030,140,1920,0,47.5449,-122.388 +20140715,2,1.5,1090,1183,3,8,1090,0,2008,0,47.6974,-122.349 +20141016,4,1,2150,3588,2,8,1850,300,1926,0,47.5767,-122.378 +20141029,3,2.5,1190,8175,1,7,1190,0,1986,0,47.4556,-122.203 +20141113,4,1.75,2251,12731,1,8,1390,861,1957,0,47.3369,-122.32 +20140507,3,3,2960,5500,2,10,2440,520,1937,1990,47.6356,-122.402 +20140521,4,2.5,3010,46173,2,9,3010,0,1996,0,47.6471,-121.964 +20150107,4,2.5,2430,6099,1,8,1470,960,1965,0,47.6777,-122.287 +20141204,5,2.25,2940,38009,1,8,1700,1240,1977,0,47.7653,-122.077 +20141222,3,2,1540,8316,1,6,1540,0,1954,0,47.323,-122.216 +20140912,3,1,880,19600,1,7,880,0,1978,0,47.2707,-122.34 +20141205,2,1,1200,9850,1,7,1200,0,1921,0,47.3089,-122.21 +20140505,3,2.25,1410,1332,3,8,1410,0,2005,0,47.6916,-122.34 +20140811,5,2.25,2910,9525,2,9,2910,0,1968,0,47.5633,-122.218 +20140917,3,2.75,2500,6350,2,9,2370,130,1979,0,47.6035,-122.285 +20150226,2,1.5,1260,2625,2,7,1260,0,1983,0,47.6747,-122.151 +20140909,3,3,2630,4972,2,9,2630,0,2006,0,47.693,-122.133 +20150311,3,2.5,2753,65005,1,9,2165,588,1953,0,47.4041,-122.451 +20140731,3,1.75,1140,1165,2,8,1140,0,2014,0,47.5638,-122.295 +20140805,3,2,1210,7136,1,7,1210,0,2003,0,47.3996,-122.203 +20140617,2,1,1230,3800,1,7,1230,0,1928,0,47.6797,-122.292 +20140723,4,2,1200,8470,1,7,1200,0,1961,0,47.3262,-122.338 +20150213,3,1,1122,6554,1.5,5,1122,0,1900,0,47.5135,-122.257 +20140812,4,2.5,2340,8971,2,9,2340,0,1987,0,47.5679,-122.011 +20150403,4,2,1610,4770,1,7,1230,380,1941,0,47.5333,-122.381 +20150507,4,2.5,1880,9426,2,7,1880,0,1990,0,47.3584,-122.089 +20150317,3,1.5,1540,7506,1,7,1540,0,1961,0,47.7565,-122.325 +20150428,3,2.5,2810,4984,1,9,1750,1060,2006,0,47.4461,-122.209 +20141118,4,2.5,2840,8746,2,8,2840,0,2001,0,47.19,-122.013 +20150421,6,4.75,5480,19401,1.5,11,3910,1570,1936,0,47.6515,-122.277 +20140520,4,2.5,1860,6687,1,7,1220,640,1983,0,47.4046,-122.186 +20140710,5,2.5,2690,11745,1,8,1790,900,1960,0,47.7708,-122.362 +20140626,4,2.75,2620,4743,1,8,1310,1310,1949,0,47.6829,-122.4 +20140716,4,3.25,3250,5478,2,9,3250,0,2014,0,47.5178,-121.887 +20141125,3,1.75,2050,4080,2,8,2050,0,1991,0,47.6698,-122.325 +20141008,3,1,1310,4163,1,7,1310,0,1964,0,47.5301,-122.381 +20140611,3,2.5,2180,15693,1,8,1850,330,1979,0,47.592,-122.082 +20140521,3,2.5,2020,1159,3,8,2020,0,2000,0,47.6617,-122.356 +20150318,3,1.5,1480,7117,1,7,1170,310,1960,0,47.7766,-122.248 +20150109,2,1,1360,5000,1,7,1200,160,1936,0,47.6372,-122.392 +20140815,4,2,1580,9600,1,7,1050,530,1965,0,47.4091,-122.313 +20140806,4,2.5,2040,7412,2,8,2040,0,1988,0,47.6347,-122.026 +20150424,3,2.5,1570,9292,1,7,1110,460,1977,0,47.3386,-122.272 +20141103,2,1,1200,2500,2,7,1090,110,1927,0,47.6304,-122.301 +20150220,3,1.75,1450,5858,1,7,1450,0,1991,0,47.3482,-122.037 +20140919,2,1.75,1680,8187,1,8,1680,0,1983,0,47.5603,-122.081 +20150330,3,3,3410,16015,2,10,2220,1190,1973,0,47.5721,-122.239 +20140829,4,2.25,2920,20400,1,11,2920,0,1966,0,47.6237,-122.228 +20140707,3,2,1640,2808,1,7,820,820,1924,0,47.5945,-122.291 +20150225,4,2.25,2240,8322,2,8,2240,0,1979,0,47.728,-122.206 +20140507,3,2,1570,7200,1,7,1570,0,1952,0,47.7501,-122.314 +20150309,4,2,1610,8000,1,7,1190,420,1966,0,47.6301,-122.118 +20140521,2,1,1080,3899,1,8,1080,0,1972,0,47.3792,-122.321 +20150401,3,2.5,2590,35640,1,9,2590,0,1987,0,47.5516,-122.03 +20140711,4,2.75,2200,16288,1,7,1290,910,1980,0,47.4793,-122.122 +20141014,3,2.25,4320,19225,1,10,2160,2160,1972,0,47.6368,-122.216 +20141021,3,2.5,1980,2975,3,8,1980,0,1993,0,47.6294,-122.344 +20150417,3,1,1250,10200,1,6,1250,0,1965,0,47.4902,-122.256 +20140902,4,3,2430,7163,2,8,2430,0,2003,0,47.3558,-122.013 +20150122,3,2.5,2070,4463,1.5,8,1780,290,1931,0,47.6853,-122.305 +20140729,3,2.25,1640,6044,2,7,1640,0,1996,0,47.2844,-122.205 +20150211,2,2,860,3000,1,6,860,0,1906,0,47.5633,-122.288 +20140505,3,2.5,1900,8744,2,8,1900,0,1987,0,47.62,-122.043 +20140602,4,2.75,2150,9915,1,8,1240,910,1976,0,47.5378,-122.17 +20141020,3,2.25,2260,33080,1,9,1690,570,1974,0,47.6386,-122.183 +20150127,3,1,1030,4700,1,7,1030,0,1952,0,47.5118,-122.377 +20140516,4,2.25,2270,7800,1,7,1290,980,1977,0,47.7278,-122.192 +20140625,2,1.75,1610,6300,1,7,1010,600,1941,0,47.554,-122.304 +20140717,2,1,830,4045,1,6,830,0,1943,0,47.5293,-122.351 +20141118,3,3.25,5020,12431,2,10,3420,1600,1941,2002,47.5925,-122.287 +20141020,4,3,4370,217882,2,10,4370,0,1984,0,47.6573,-122.034 +20141104,3,1,1160,9525,1,7,1160,0,1968,0,47.7431,-122.073 +20140623,4,3,3520,4895,1,8,1980,1540,1954,0,47.6678,-122.361 +20140805,4,1.75,1570,18730,1,7,1200,370,1960,0,47.3999,-122.301 +20141015,3,1,1180,6050,1,6,820,360,1944,0,47.4945,-122.249 +20150414,3,2,1440,5469,1,8,1440,0,1988,0,47.5753,-122.017 +20140910,4,1.75,1730,7980,1,8,1730,0,1965,0,47.6219,-122.138 +20140808,4,2.75,2050,7171,1,8,1540,510,1988,0,47.6194,-122.042 +20141103,3,1.5,1340,6000,1,7,1340,0,1960,0,47.5866,-122.25 +20140924,2,1,1230,2726,1.5,7,880,350,1920,0,47.6815,-122.359 +20140709,2,1,1010,9219,1,7,1010,0,1960,0,47.6886,-122.202 +20140513,3,2.75,1250,892,2,8,1040,210,2010,0,47.5826,-122.387 +20150202,3,2.25,1840,9781,2,7,1840,0,1989,0,47.7347,-121.976 +20140801,4,2,2630,9099,1.5,7,1830,800,1944,2009,47.5067,-122.361 +20141104,4,1.75,2090,12750,1,8,1360,730,1967,0,47.4792,-122.357 +20150424,3,2,1730,9030,1,7,1730,0,1956,0,47.5875,-122.134 +20140828,3,2,1770,7200,1,7,1770,0,1967,0,47.6642,-122.173 +20141224,3,2.5,1610,8544,2,7,1610,0,1994,0,47.3714,-122.054 +20150305,2,1,1450,9150,1,7,1450,0,1965,0,47.4689,-122.277 +20150423,4,3.75,3450,4940,2,10,2570,880,2006,0,47.692,-122.338 +20150318,3,2.5,1690,2752,2,8,1690,0,1979,0,47.6332,-122.108 +20140624,4,2.75,2000,5827,2,7,2000,0,1997,0,47.3629,-122.026 +20141124,4,1.75,1830,5375,1,7,1060,770,1962,0,47.4169,-122.316 +20150409,3,1.5,1510,16800,1,8,1510,0,1956,0,47.751,-122.338 +20140620,5,2.75,2280,10319,1,8,1300,980,1959,0,47.7566,-122.363 +20141018,3,2.5,2240,41339,1,9,2240,0,1945,1992,47.6483,-122.163 +20140627,2,1,900,3400,1,6,900,0,1905,0,47.5269,-122.314 +20141125,1,2,1150,9812,1,7,1150,0,1962,0,47.2951,-122.284 +20140622,4,3.5,3530,14406,2,10,2570,960,1987,0,47.7073,-122.244 +20150317,3,2.5,1680,4226,2,8,1680,0,2003,0,47.3684,-122.123 +20140708,4,1.75,2790,17476,1,7,1450,1340,1956,0,47.4556,-122.369 +20140813,3,2.5,1670,2589,2,8,1670,0,2000,0,47.5314,-122.047 +20150107,3,1.5,1540,9800,1,7,1010,530,1973,0,47.4676,-122.184 +20150318,3,1.5,1670,6988,1,7,1370,300,1953,0,47.4283,-122.323 +20140603,4,2.25,2290,5350,2,9,2120,170,1958,0,47.6428,-122.411 +20140716,3,1,1170,3330,2,6,1170,0,1969,0,47.3155,-122.182 +20140829,3,1.75,1670,8511,1,7,1340,330,1985,0,47.3257,-122.276 +20141215,2,1.5,1200,6380,1,7,1200,0,1929,0,47.697,-122.319 +20140926,4,3.5,3500,9525,2,10,3500,0,1999,0,47.5641,-122.221 +20141217,3,2.5,2400,99752,1,9,2400,0,1996,0,47.3917,-122.084 +20141027,3,1.75,1720,7200,1,7,1420,300,1959,0,47.7062,-122.304 +20140826,3,2,1820,17600,1,7,1820,0,1972,0,47.4703,-122.112 +20141002,3,2,1530,8749,1,7,1530,0,1995,0,47.2974,-122.372 +20140709,4,2.75,2100,4480,1.5,7,1780,320,1928,0,47.6691,-122.294 +20150429,5,2.5,2300,7000,1,8,1290,1010,1975,0,47.6875,-122.122 +20140819,3,1.75,2000,11880,2,8,2000,0,1979,0,47.5882,-122.052 +20140710,3,3,3460,5353,2,10,2850,610,2007,0,47.5858,-122.393 +20140721,4,2.25,2470,7698,2,8,2470,0,1983,0,47.4406,-122.141 +20141106,4,2.5,2910,7364,2,10,2910,0,2003,0,47.6906,-122.213 +20140530,4,3.5,3760,5000,2,9,2860,900,2014,0,47.6826,-122.394 +20150326,6,3.25,3560,21400,2,9,3560,0,1952,0,47.7602,-122.372 +20150429,5,2.25,2290,39000,2,8,2290,0,1979,0,47.7012,-122.12 +20150302,3,2.5,4090,16972,2,11,3590,500,2007,0,47.7258,-122.37 +20140603,3,1,1320,8220,1,7,1320,0,1959,0,47.3697,-122.309 +20140519,2,1,1060,7193,1,7,1060,0,1926,0,47.7102,-122.356 +20150204,4,1,1330,9729,1,6,1330,0,1952,0,47.6223,-122.208 +20140529,3,1.5,1460,5040,1,7,1100,360,1971,0,47.7112,-122.357 +20140828,4,1,1540,9541,1.5,7,1540,0,1961,0,47.7104,-122.213 +20140528,3,2.25,2180,7741,2,9,2180,0,1986,0,47.6482,-122.072 +20150427,3,2.5,2680,17707,2,9,2680,0,1983,0,47.7031,-122.224 +20150327,4,3.5,2820,7809,2,10,2820,0,1995,0,47.622,-122.195 +20150424,3,2.5,1690,10592,1,8,1690,0,1973,2009,47.58,-122.231 +20140624,3,2.5,2270,100545,2,8,2270,0,1998,0,47.4815,-122.47 +20150504,4,3.25,5050,20100,1.5,11,4750,300,1982,2008,47.6312,-122.223 +20140528,3,2.5,1680,11193,2,8,1680,0,1984,0,47.4482,-122.125 +20141124,3,1,1730,7950,1,7,1180,550,1961,0,47.3644,-122.312 +20141223,4,3,3180,4649,2,9,2070,1110,1925,0,47.6583,-122.273 +20150507,4,2.25,2240,9600,2,8,2240,0,1971,0,47.361,-122.281 +20140814,5,2.25,2800,8442,2,9,2800,0,1963,2001,47.5784,-122.076 +20140723,4,2.25,1860,9576,1,7,1400,460,1962,0,47.3612,-122.284 +20140828,4,2.5,3400,35062,2,11,3400,0,1988,0,47.7168,-122.113 +20150305,3,1.75,1660,10716,1,7,1100,560,1988,0,47.7326,-122.234 +20150218,2,1,920,5157,1,6,920,0,1909,0,47.5499,-122.269 +20150326,3,1,1200,10703,1.5,7,1200,0,1918,0,47.5209,-122.28 +20150320,3,1.75,1650,7276,1.5,7,1150,500,1928,0,47.6989,-122.399 +20141212,3,1.5,1890,7650,1,7,1890,0,1966,0,47.3454,-122.314 +20140916,4,2.25,2120,7700,1,7,1490,630,1976,0,47.7207,-122.165 +20140814,5,2.75,2910,15118,1,9,1780,1130,1972,0,47.5696,-122.183 +20141105,3,2.5,2270,9600,2,9,2270,0,1990,0,47.7388,-122.206 +20150202,2,1.5,1670,6000,1,7,1090,580,1950,0,47.6517,-122.374 +20140711,4,2.25,3220,8436,2,8,3220,0,1968,0,47.6381,-122.116 +20150421,5,3,2750,10000,1,7,1730,1020,1957,0,47.5878,-122.13 +20140923,3,1,1640,7187,1,7,1640,0,1966,0,47.455,-122.182 +20141110,4,1.75,2120,7680,1,7,1060,1060,1950,0,47.7172,-122.361 +20141104,3,2.25,2280,6150,2,8,2280,0,1984,0,47.5423,-122.385 +20150126,2,2,1300,3608,1,7,1300,0,2004,0,47.3623,-122.309 +20141231,2,1,1070,6120,1,6,1070,0,1962,0,47.4989,-122.317 +20140723,4,3.5,4210,9414,2,9,4210,0,2001,0,47.6067,-122.022 +20150331,4,1.75,1690,7794,1,7,1090,600,1968,0,47.6888,-122.203 +20141124,3,1.5,1870,9000,1,7,1120,750,1923,0,47.5224,-122.318 +20150427,3,1.75,1480,6120,1.5,7,1480,0,1946,0,47.6858,-122.295 +20140731,3,1,1010,25277,1,5,1010,0,1961,0,47.7242,-121.951 +20140902,4,2.75,2490,3840,1.5,7,1610,880,1922,0,47.6551,-122.344 +20141204,4,2.5,2630,5701,2,7,2630,0,2010,0,47.375,-122.16 +20141216,2,1.5,1400,1650,3,7,1400,0,1999,0,47.7222,-122.29 +20141107,3,1,1280,7198,1,6,1280,0,1916,1983,47.2094,-121.996 +20150210,3,3,1520,4080,2,7,1520,0,1948,0,47.572,-122.29 +20150226,4,2,2520,7334,1,7,1600,920,1955,0,47.7263,-122.291 +20140616,3,1,1000,9150,1,7,1000,0,1969,0,47.4829,-122.124 +20150415,3,1.75,1100,8662,1,7,1100,0,1964,0,47.5368,-122.173 +20141023,2,1.5,1320,10800,1,8,1320,0,1947,0,47.7145,-122.367 +20140801,3,1.75,1770,9000,1,7,1090,680,1954,0,47.4997,-122.326 +20140828,4,2.5,2430,42646,1,7,1450,980,1989,0,47.6164,-121.953 +20150212,4,2.5,2180,9281,2,8,2180,0,2004,0,47.3673,-122.072 +20140801,3,2.5,1510,1618,2.5,8,1330,180,2011,0,47.6515,-122.384 +20140909,4,2.5,2720,11049,2,10,2720,0,1989,0,47.5815,-122.192 +20141113,3,1,940,11055,1.5,7,940,0,1959,0,47.3732,-122.295 +20150206,3,2,1010,14183,1,8,1010,0,1982,0,47.6232,-122.043 +20141216,4,2.75,2200,5207,1,7,1120,1080,1951,0,47.74,-122.343 +20141007,3,1.75,2070,6000,1,8,1340,730,1955,0,47.5226,-122.382 +20140610,5,2.75,3100,9825,2,8,3100,0,1950,1982,47.7188,-122.281 +20141018,3,2,1450,9333,2,7,1450,0,1972,0,47.346,-122.315 +20150202,5,4,4360,8030,2,10,4360,0,2015,0,47.5923,-121.973 +20140508,6,2.25,2820,15600,1.5,7,1970,850,1940,0,47.4635,-122.362 +20140808,2,1.5,1150,3927,2,7,1150,0,1982,0,47.7248,-122.162 +20150302,3,2.75,2690,8890,2,10,2690,0,1975,1991,47.5487,-122.197 +20140709,4,2.5,3080,35430,2,9,3080,0,1997,0,47.6325,-121.97 +20140519,4,2.75,2500,5257,2,8,2500,0,1966,0,47.5293,-122.287 +20140709,4,2.5,2570,5250,2,8,2570,0,1990,0,47.5763,-122 +20150105,4,2.5,2460,10320,2,8,2460,0,1993,0,47.2599,-122.215 +20140604,3,2.25,1500,7615,1,7,1150,350,1984,0,47.3146,-122.351 +20140922,3,1,1400,9460,1,7,1060,340,1961,0,47.5119,-122.321 +20140730,4,1,1070,7467,1.5,7,1070,0,1944,0,47.4942,-122.235 +20141021,3,1.75,1680,7250,1,7,930,750,1952,0,47.7201,-122.35 +20140505,3,2.5,2230,4000,2,7,2230,0,1954,0,47.5801,-122.306 +20141231,4,2.5,2280,27441,2,8,2280,0,1996,0,47.7628,-122.123 +20140711,2,1,840,3844,1,6,840,0,1919,0,47.7048,-122.347 +20140724,3,2,1239,6036,1,7,1239,0,2009,0,47.3689,-122.175 +20141028,4,2.75,2940,5400,1.5,8,1940,1000,1910,0,47.6366,-122.369 +20140527,2,1,920,3780,1,6,920,0,1910,0,47.6576,-122.348 +20141016,4,2.5,3170,9900,2,8,3170,0,1979,0,47.6181,-122.147 +20140627,4,1.75,2420,37800,1,8,1880,540,1981,0,47.6688,-122.024 +20150326,4,2.5,2850,5664,2,9,2850,0,2001,0,47.5835,-121.996 +20150423,3,2,1640,9825,1,7,1090,550,1971,0,47.7244,-122.2 +20150130,3,1.75,1670,12075,1,7,1370,300,1958,0,47.7681,-122.307 +20141204,3,1.75,1480,6800,1,7,1480,0,1968,0,47.4633,-122.188 +20150415,3,2.25,1630,10962,1,8,1100,530,1977,0,47.3801,-122.166 +20140711,3,2.5,1690,7165,2,7,1690,0,1992,0,47.3498,-122.058 +20150313,4,2.5,2420,5244,2,9,2420,0,2007,0,47.4729,-122.35 +20140715,4,2.5,3560,6786,2,9,2930,630,2014,0,47.5756,-122.071 +20140919,4,2.5,2245,4330,2,8,2245,0,2014,0,47.3557,-122.063 +20150116,3,2.5,2430,5866,2,7,2430,0,2009,0,47.5158,-121.871 +20150406,2,1,910,4301,1,7,910,0,1923,0,47.6814,-122.399 +20150313,3,1.75,1560,242629,1,7,1560,0,1981,0,47.6493,-121.956 +20141212,3,2.25,1630,10969,2,7,1630,0,1991,0,47.3305,-122.285 +20140603,4,2.5,3150,5886,2,8,3150,0,2014,0,47.4787,-122.122 +20150310,3,3.25,1460,1367,3,8,1460,0,2008,0,47.6485,-122.334 +20140620,5,3.25,3240,6551,1.5,9,2500,740,1939,0,47.6792,-122.273 +20150331,1,1,420,3298,1,4,420,0,1949,0,47.5375,-122.391 +20140509,4,2.75,2790,10819,2,10,2790,0,1996,0,47.5515,-122.08 +20140909,3,2.5,2650,11250,2,9,2650,0,2005,0,47.7644,-122.29 +20140515,4,2.5,3020,17810,1,9,1600,1420,1979,0,47.7735,-122.281 +20140716,3,2.25,1740,9672,1,7,1110,630,1963,0,47.4149,-122.181 +20140708,3,1.75,1660,9673,1,7,1130,530,1976,0,47.7628,-122.162 +20141216,6,3.5,2820,5400,1,8,1620,1200,1958,0,47.6791,-122.374 +20140905,2,1,790,5985,1,6,790,0,1944,0,47.4941,-122.24 +20140620,3,2.25,1860,11227,2,7,1860,0,1995,0,47.3879,-122.031 +20141006,3,2.5,3190,49137,2,9,3190,0,1988,0,47.6027,-122.043 +20140523,3,2.5,2210,7620,2,8,2210,0,1994,0,47.6938,-122.13 +20150427,4,2.5,2930,8641,2,8,2930,0,2010,0,47.7199,-122.246 +20150107,5,2.75,2980,13482,1,8,1730,1250,1975,0,47.3774,-122.16 +20140512,4,3.75,3490,9170,2,9,3490,0,2012,0,47.5991,-122.2 +20150309,2,1,1320,6135,1,7,880,440,1942,0,47.5265,-122.379 +20140506,2,1,930,36478,1,6,930,0,1951,0,47.5699,-122.164 +20141112,3,2.5,2870,7288,2,9,2870,0,2012,0,47.7745,-122.225 +20140710,4,1.5,1280,5460,1.5,7,1080,200,1920,0,47.5348,-122.268 +20140903,3,2.25,1450,4667,2,7,1450,0,2009,0,47.7611,-122.233 +20141013,3,2.5,1960,1477,2,7,1670,290,2012,0,47.4873,-122.166 +20140513,3,1,1040,6535,1,6,1040,0,1947,0,47.4906,-122.306 +20140506,5,2.5,2240,7770,1,7,1340,900,1978,0,47.7198,-122.171 +20150421,4,2.5,2930,9158,2,9,2930,0,2005,0,47.7065,-122.13 +20140917,3,3,3040,5067,3,10,3040,0,1993,0,47.5409,-122.267 +20140825,3,1.5,1380,7600,1,7,790,590,1971,0,47.3489,-122.306 +20140618,3,1,990,10723,1,7,990,0,1960,0,47.4887,-122.133 +20140602,3,1.5,2030,8880,1,7,1330,700,1963,0,47.5586,-122.311 +20150320,3,1.75,1680,8648,1,7,1680,0,1963,0,47.7338,-122.332 +20140718,3,2.5,1770,8640,1,7,1420,350,1986,0,47.326,-122.273 +20140905,4,1.75,2800,5400,1,9,1400,1400,1924,2006,47.6803,-122.313 +20140922,4,4.5,3860,15246,2,11,2940,920,2004,0,47.56,-122.161 +20140804,3,2.5,3010,74390,2,10,3010,0,1998,0,47.6442,-121.999 +20140815,4,2.25,2070,7200,1,8,1390,680,1977,0,47.697,-122.169 +20141229,3,2.25,1320,963,2,7,1040,280,2007,0,47.5199,-122.357 +20150330,3,1,1010,7920,1,6,1010,0,1925,0,47.5249,-122.37 +20140505,4,4.25,4420,5750,2,10,3410,1010,2006,0,47.5404,-122.073 +20150405,5,3,2190,9652,2,7,2190,0,1999,0,47.5049,-122.239 +20140813,3,1.75,2790,36585,1,8,1410,1380,1970,0,47.4734,-121.999 +20150305,2,1,910,9753,1,5,910,0,1947,0,47.3897,-122.236 +20150219,3,1.75,1500,7367,1,8,1500,0,1974,0,47.6722,-122.167 +20150427,4,2.5,2300,22445,2,8,2300,0,1992,0,47.6454,-121.902 +20141117,4,2.25,1970,7125,1.5,7,1500,470,1908,0,47.6725,-122.293 +20141022,3,2.5,2090,7163,2,8,2090,0,1989,0,47.2735,-122.295 +20141223,3,1,1290,11250,1,7,1290,0,1956,0,47.4743,-122.341 +20140603,4,2.5,2620,9873,2,8,2620,0,1987,0,47.5822,-122.051 +20140825,3,1.75,1640,18730,1.5,7,1640,0,1946,0,47.5975,-122.196 +20150410,2,1.5,1280,1256,2,8,1200,80,1998,0,47.6741,-122.375 +20141104,3,2.5,1840,6985,1,7,1290,550,1971,0,47.7586,-122.342 +20150113,4,2.25,3190,52953,2,10,3190,0,1980,0,47.5933,-122.075 +20140825,3,2.25,1500,1312,3,8,1500,0,2007,0,47.6534,-122.346 +20140617,4,1,1920,13787,1,7,1220,700,1966,0,47.4502,-122.277 +20150402,3,1.75,1570,6500,1,7,920,650,1948,0,47.565,-122.398 +20140729,3,1.75,1560,82328,1,7,1560,0,1974,0,47.3674,-122.503 +20140915,3,1.75,2940,6000,1,8,1590,1350,1957,0,47.7235,-122.369 +20141211,2,1.75,1830,7200,1,7,1070,760,1949,0,47.5592,-122.273 +20141203,4,2,1750,5202,1,6,1070,680,1942,0,47.5677,-122.317 +20141126,1,1,560,5700,1,5,560,0,1947,0,47.511,-122.359 +20140710,5,3.25,4230,10260,2,10,3860,370,1996,0,47.5503,-122.081 +20140821,3,2.5,2160,7525,2,9,2160,0,1986,0,47.6608,-122.145 +20140723,4,2.25,1830,5720,2,7,1830,0,2003,0,47.3604,-122.179 +20140805,0,1.5,1430,1650,3,7,1430,0,1999,0,47.7222,-122.29 +20141231,4,2.75,3250,10000,2,9,3250,0,2014,0,47.7557,-122.309 +20140815,2,1,1140,74052,1,6,1140,0,1968,0,47.2093,-121.962 +20150102,4,1.5,1300,10050,1.5,7,1300,0,1963,0,47.4899,-122.116 +20140916,3,1.75,1380,8362,1,7,1380,0,1967,0,47.3121,-122.323 +20140918,2,1.5,1510,9843,1,7,1510,0,1961,0,47.4419,-122.27 +20140716,2,1,1360,22508,1,7,1360,0,1932,0,47.7101,-122.226 +20150220,3,1.5,2120,41325,1,7,1420,700,1973,0,47.2906,-122.055 +20150408,3,2.25,1810,5107,2,8,1810,0,1989,0,47.6882,-122.171 +20140827,3,2.5,1780,7859,2,7,1780,0,1988,0,47.3772,-122.045 +20140703,4,4.25,4930,25714,2,12,4930,0,2005,0,47.3069,-122.148 +20140718,4,2.75,2790,6969,2,8,2790,0,2012,0,47.4836,-121.769 +20150313,3,2,1860,5146,2,8,1860,0,1991,0,47.5706,-121.999 +20140915,3,1,1360,8968,1,7,1360,0,1956,0,47.7105,-122.289 +20140904,5,4.75,6200,13873,2,11,4440,1760,1989,0,47.605,-122.112 +20140523,3,1.75,1620,3975,1,7,940,680,1926,0,47.6786,-122.368 +20150415,4,2.5,3830,11972,1,11,2370,1460,1981,0,47.7404,-122.284 +20140709,5,3,4290,20445,2,11,4290,0,1985,0,47.6217,-122.239 +20150414,3,1.75,1480,7725,1.5,7,1480,0,1981,0,47.483,-122.163 +20140825,3,3,3920,13085,2,11,3920,0,1996,0,47.5716,-122.204 +20140717,3,2.25,1920,7840,2,8,1920,0,1982,0,47.3631,-122.276 +20141009,2,1.75,1670,6460,1,8,1670,0,2004,0,47.7123,-122.027 +20150409,4,2.25,2410,4250,1.5,7,1460,950,1929,0,47.6849,-122.376 +20150220,4,1,1280,10521,1.5,7,1280,0,1960,0,47.4215,-122.289 +20150327,4,1.75,2960,11347,1,8,1570,1390,1946,0,47.4738,-122.353 +20141226,4,2,2460,5921,1,7,1230,1230,1948,0,47.308,-122.209 +20150313,4,1.75,2120,6250,1,7,1060,1060,1917,0,47.5506,-122.385 +20140602,4,2.75,2340,11034,1,8,1720,620,1967,0,47.7686,-122.278 +20140827,5,3.25,3250,14342,2,8,3250,0,1968,0,47.588,-122.116 +20140508,3,1,1670,4080,1,7,1170,500,1967,0,47.6899,-122.321 +20140611,2,1,1350,10096,1,7,1350,0,1952,0,47.4967,-121.778 +20141229,6,2.5,3180,9375,1,8,1590,1590,1967,0,47.5707,-122.129 +20150331,2,2.25,1061,2884,2,7,1061,0,2013,0,47.346,-122.218 +20140709,4,2.75,3710,7984,2,9,3710,0,1999,0,47.5352,-121.868 +20141120,4,2.5,3140,11049,2,10,3140,0,1988,0,47.5817,-122.192 +20150306,4,2.5,2330,7064,1,8,1780,550,1984,0,47.6955,-122.097 +20150112,3,2.5,1650,4648,2,8,1650,0,2001,0,47.5968,-122.015 +20140815,4,2.5,3770,10893,2,11,3770,0,1997,0,47.5646,-122.129 +20141202,3,2.5,2160,59241,1,7,2160,0,2007,0,47.3304,-122.13 +20150428,3,2.25,2330,3600,1.5,8,2330,0,1971,0,47.631,-122.061 +20140710,6,2.5,2640,3680,2,8,1760,880,1922,0,47.5771,-122.38 +20150219,3,1,1300,8879,1,7,920,380,1950,0,47.7465,-122.326 +20140711,4,2.5,2650,10459,2,8,2650,0,1989,0,47.2739,-122.293 +20140805,3,1,1400,9450,1,7,1060,340,1955,0,47.5051,-122.194 +20141117,5,2.5,3440,12900,1,8,1720,1720,1958,0,47.4426,-122.342 +20141204,3,1,1200,8360,1,6,1200,0,1948,0,47.5414,-122.281 +20150126,3,1,1530,9465,1,7,1530,0,1960,0,47.4915,-122.151 +20150511,3,1,1220,8040,1.5,7,1220,0,1965,0,47.7133,-122.308 +20140801,4,2.5,2040,9225,1,8,1610,430,1968,0,47.636,-122.097 +20140625,3,2.5,1730,3600,2,8,1730,0,2014,0,47.5019,-122.34 +20141201,3,2.5,2020,11935,1,9,2020,0,1976,0,47.632,-122.092 +20150213,3,1,1110,7208,1,7,1110,0,1980,0,47.6979,-122.124 +20140604,3,3.25,1540,704,3,9,1540,0,2011,0,47.6177,-122.308 +20141119,1,2.25,1220,2100,2,8,1220,0,1946,1979,47.6703,-122.204 +20140602,3,1.75,1990,5650,1,7,1320,670,1963,0,47.5086,-122.252 +20140826,3,2.75,2180,3703,2,8,2180,0,2004,0,47.776,-122.169 +20150409,2,2.5,1560,5333,1,5,780,780,1947,0,47.4749,-122.213 +20141022,5,1,2340,4730,2,8,1810,530,1918,0,47.5895,-122.385 +20140925,4,1,1520,7298,1.5,7,1520,0,1960,0,47.3706,-122.31 +20140502,3,1,1160,9180,1,7,1160,0,1968,0,47.7427,-122.072 +20140616,4,2.5,2650,5600,2,8,2650,0,2014,0,47.4786,-122.122 +20140929,4,2.5,2470,5044,2,9,2470,0,2005,0,47.7728,-122.271 +20150325,4,2.5,2890,17349,2,8,2890,0,1994,0,47.2822,-122.34 +20141117,2,1,1000,7664,1,7,1000,0,1939,0,47.7001,-122.311 +20140729,2,1,880,12000,1,7,880,0,1939,0,47.7436,-122.356 +20140716,3,1.5,1410,8800,1,7,1410,0,1965,0,47.2927,-122.183 +20140702,2,1,1310,7128,1,7,940,370,1980,0,47.3958,-122.189 +20140714,2,1.75,1460,4800,1,7,850,610,1950,0,47.6928,-122.339 +20140524,2,1,1010,4320,1,7,1010,0,1924,0,47.6846,-122.317 +20141121,2,1,1110,3943,1,6,740,370,1916,0,47.6436,-122.352 +20150422,2,2.25,1300,1314,3,8,1300,0,2008,0,47.6536,-122.356 +20141112,4,3,2910,8540,2,9,2910,0,2003,0,47.5223,-122.156 +20140515,4,2,1670,9987,1,7,1670,0,1967,0,47.3406,-122.284 +20141101,3,2.5,1740,3690,2,8,1740,0,2000,0,47.5345,-121.867 +20140929,3,2.5,2220,6380,1.5,8,1660,560,1931,0,47.6974,-122.313 +20150429,4,1.75,1670,13125,1,8,1670,0,1973,0,47.6315,-122.101 +20140708,3,2,1550,6039,1,7,830,720,1942,0,47.5436,-122.378 +20140718,5,2.5,2740,5400,2,8,2740,0,2005,0,47.4036,-122.205 +20141112,2,1,1070,6625,1,7,830,240,1950,0,47.5736,-122.393 +20141015,4,2.75,2920,4500,2,9,2920,0,1999,0,47.5646,-122.124 +20140827,4,2,1710,8288,1.5,7,1710,0,1970,0,47.3947,-122.174 +20141020,5,4.5,2120,8944,2,8,2120,0,1939,1963,47.5488,-122.197 +20150226,3,1.75,2130,9775,1,8,1430,700,1973,0,47.5326,-122.049 +20140922,3,2,2660,5000,1.5,8,1940,720,1910,0,47.5829,-122.382 +20140627,4,2.5,1890,7867,2,8,1890,0,1996,0,47.3788,-122.031 +20140528,3,1.5,1560,7300,1,7,1040,520,1964,0,47.3427,-122.281 +20140523,2,1,1680,6500,1,7,1140,540,1941,0,47.55,-122.388 +20140613,3,1.75,1820,9545,1,7,1230,590,1976,0,47.7772,-122.296 +20141113,3,2.5,1800,3265,2,8,1800,0,2014,0,47.5338,-121.841 +20141022,2,1.75,1070,9750,1.5,7,1070,0,1995,0,47.7131,-121.319 +20150205,0,0,1470,979,3,8,1470,0,2006,0,47.7145,-122.356 +20141017,3,2,2000,10490,1,8,1430,570,1978,0,47.6976,-122.166 +20141008,5,3.5,2660,6978,2,8,1980,680,1996,0,47.2631,-122.212 +20150512,3,1.75,1720,6960,1,7,1140,580,1978,0,47.6972,-122.129 +20150126,4,4,2740,8250,2,9,2740,0,1990,0,47.3735,-122.156 +20141105,3,2,2360,12744,2,7,2360,0,1964,0,47.483,-122.164 +20141121,3,2.5,1930,4000,2,8,1930,0,2014,0,47.3518,-122.275 +20150105,4,3,3090,35074,2,9,3090,0,1978,0,47.6359,-122.159 +20141103,3,2.5,2820,5001,2,9,2820,0,2004,0,47.5533,-121.992 +20150130,3,1,2140,5037,1,7,2140,0,1957,0,47.5494,-122.274 +20140603,3,2,1080,7236,1,7,1080,0,1947,0,47.7143,-122.32 +20141223,4,2.5,2940,7590,2,9,2940,0,1991,0,47.4341,-122.16 +20140911,3,1.75,2100,29735,1,7,1080,1020,1957,0,47.7622,-122.302 +20140530,3,2.25,1590,11745,1,7,1090,500,1978,0,47.3553,-122.28 +20140703,4,5,4110,43560,2,11,4110,0,1978,0,47.6353,-122.18 +20140701,4,2.5,1820,20011,2,8,1820,0,1987,0,47.5842,-122.045 +20150204,3,2.25,1660,8188,2,7,1660,0,1988,0,47.3766,-122.115 +20140527,3,1,1810,12375,2,7,1810,0,1970,0,47.7427,-122.172 +20140718,4,1,1900,9000,1,7,1290,610,1948,0,47.4629,-122.361 +20150205,4,2.75,2100,88426,1,6,2100,0,1990,0,47.399,-122.011 +20140827,2,1,1120,88327,1.5,6,1120,0,1972,0,47.3205,-121.867 +20141103,4,2.75,3470,70131,1,8,1750,1720,1962,0,47.6339,-122.18 +20150311,3,2,1700,8400,2,7,1700,0,1927,0,47.6825,-122.19 +20150224,3,1.5,1550,8000,1,6,1330,220,1980,0,47.5536,-122.286 +20141215,2,1,950,5650,1,6,950,0,1943,0,47.5149,-122.257 +20140916,2,2,1310,2550,2,6,1310,0,2004,0,47.3496,-122.022 +20150430,2,2,1870,5143,1,8,1870,0,2005,0,47.7142,-122.033 +20150304,3,1.75,1610,7200,1,7,1180,430,1976,0,47.5966,-122.144 +20140716,2,2,1900,7740,1,7,1150,750,1923,0,47.5227,-122.372 +20140908,2,1,960,5150,1,6,960,0,1951,0,47.5201,-122.372 +20150415,3,1.75,1670,10798,1,8,1670,0,1962,0,47.549,-122.17 +20150316,3,2.75,2000,7200,1,7,1000,1000,1954,2014,47.4531,-122.352 +20150330,3,2.25,2860,10625,1,10,1920,940,1976,0,47.6915,-122.273 +20150417,5,3.5,3420,6403,2,8,2700,720,2013,0,47.5162,-121.874 +20140527,4,3.75,3160,9525,2.5,10,3160,0,1997,0,47.5623,-122.221 +20140617,3,2.5,2890,21780,2,8,2890,0,2000,0,47.4326,-122.286 +20141014,4,2.25,3320,53392,2,8,2000,1320,1986,0,47.4724,-122.014 +20140820,4,2.25,1770,7000,1,7,1770,0,1972,0,47.7193,-122.218 +20150330,3,2.5,2140,2867,2,8,1960,180,2005,0,47.5357,-122.073 +20150330,5,2.5,3120,15593,2,11,3120,0,1986,0,47.6142,-122.065 +20140923,4,2.5,2900,4762,2,8,2900,0,2005,0,47.3663,-122.129 +20140829,3,2.25,1445,1028,2,7,1300,145,2005,0,47.5339,-122.067 +20150114,5,3.5,2450,8193,2,9,2450,0,2005,0,47.7721,-122.241 +20150428,5,2.5,2030,8400,1,7,1330,700,1968,0,47.6713,-122.152 +20150318,2,1,640,2500,1,6,640,0,1918,0,47.6776,-122.361 +20150317,4,2.5,2110,3825,2,7,2110,0,2013,0,47.359,-122.082 +20141007,3,1.75,2090,7461,1,6,1200,890,1986,0,47.3764,-122.184 +20140602,3,2.5,1960,7200,1,8,980,980,1940,0,47.5655,-122.27 +20141017,2,2,1070,4500,1,6,910,160,1932,0,47.4896,-122.204 +20150414,3,2,1300,9644,1,7,1300,0,1994,0,47.3131,-121.998 +20140612,4,2.5,2140,7245,2,7,2140,0,2003,0,47.729,-122.35 +20140917,5,2.25,3210,61419,1.5,8,3210,0,1979,0,47.7632,-122.09 +20140502,4,1.5,1920,10000,1,7,1070,850,1954,0,47.5725,-122.133 +20140827,3,1.75,1430,4850,1,7,930,500,1978,0,47.5472,-122.303 +20140616,3,3.25,2940,5432,3,10,2440,500,1978,0,47.6299,-122.354 +20140806,5,2.75,2710,4685,2,8,2710,0,2014,0,47.3555,-122.062 +20150511,4,1,1610,6000,1.5,7,1510,100,1905,0,47.5261,-122.266 +20140602,4,2.5,2460,5000,2,8,1620,840,1938,0,47.6282,-122.293 +20140924,4,2.25,1780,6120,1,8,1310,470,1951,0,47.6955,-122.287 +20140520,4,2.5,2150,12028,2,8,2150,0,1982,0,47.7224,-122.101 +20141214,4,1.5,1860,7808,1,7,1080,780,1953,0,47.7314,-122.3 +20140811,3,2,1140,11620,1,7,1140,0,1994,0,47.4991,-121.783 +20140703,3,1,1240,5000,1.5,7,1240,0,1909,0,47.6755,-122.367 +20150127,4,2.5,2320,5493,2,8,2320,0,2004,0,47.7727,-122.229 +20140908,3,1,840,8470,1,6,840,0,1961,0,47.3275,-122.338 +20141214,3,1,1040,7490,1,7,1040,0,1969,0,47.7137,-122.213 +20150218,3,2.5,2850,21780,2,10,2850,0,1994,0,47.6455,-122.04 +20140623,3,3.75,1950,8625,1,8,1360,590,1959,0,47.505,-122.258 +20140805,2,1,960,6700,1,7,960,0,1951,0,47.6955,-122.357 +20140926,3,2.5,2950,35108,1.5,10,2950,0,1995,0,47.7316,-122.035 +20150331,3,3.5,4560,14608,2,12,4560,0,1990,0,47.6995,-122.228 +20141117,3,1.5,1090,7698,1,7,1090,0,1966,0,47.4553,-122.174 +20140801,3,2.5,1610,3600,2,8,1610,0,2010,0,47.771,-122.169 +20150224,4,3.25,4740,76230,2,10,4740,0,1987,0,47.5931,-122.071 +20141113,3,3.25,3400,5979,2,9,2290,1110,1937,0,47.6585,-122.273 +20140625,7,2.5,1940,5458,2,7,1940,0,1994,0,47.3191,-122.177 +20140520,5,3.5,3200,43560,2,7,3200,0,1989,0,47.475,-122.093 +20140822,5,6,6880,279968,2,12,4070,2810,2007,0,47.4624,-121.779 +20140605,3,1.75,1700,51649,1.5,6,1700,0,1931,0,47.4704,-122.076 +20150324,4,2.25,2490,9864,1,8,1290,1200,1961,0,47.6051,-122.195 +20150330,4,2.5,1990,2660,2,8,1990,0,2012,0,47.732,-122.178 +20150213,3,1.75,2700,18893,1,7,2110,590,1948,1983,47.3397,-122.048 +20140821,3,2.5,2320,52272,1.5,8,2320,0,1974,0,47.587,-122.068 +20140618,3,2.25,1720,9000,1,8,1320,400,1969,0,47.3191,-122.383 +20140622,4,2.5,2370,10083,2,8,2370,0,1966,0,47.6715,-122.166 +20150211,3,2.5,3560,8297,1,8,1650,1910,1948,0,47.6473,-122.407 +20140619,4,2.5,2440,34290,2,9,2440,0,1987,0,47.6685,-122.044 +20140722,5,3,2260,6508,1,7,1330,930,2003,0,47.7508,-122.322 +20141021,4,2.75,3310,50951,2,9,3310,0,1998,0,47.7249,-122.027 +20141216,3,2,2070,9195,1,8,1220,850,1982,0,47.6491,-122.061 +20150305,3,2.5,1250,1150,2,8,1080,170,2009,0,47.5582,-122.363 +20140703,2,1,1190,6200,1,7,1190,0,1948,0,47.7634,-122.34 +20150304,3,1.75,1720,9775,1,8,1720,0,1978,0,47.3731,-122.286 +20150206,3,2.5,1890,5929,2,8,1890,0,1993,0,47.5697,-121.994 +20141016,3,2.25,1440,10500,1,8,1130,310,1983,0,47.318,-122.391 +20141020,4,2,1610,5000,2,7,1610,0,1946,0,47.6775,-122.398 +20140708,3,2,1320,6000,1.5,7,1320,0,1920,0,47.5752,-122.304 +20140922,2,1,1060,6504,1,6,1060,0,1950,0,47.7412,-122.327 +20141208,5,1.75,3690,36036,1,9,1890,1800,1985,0,47.3473,-122.085 +20150422,3,1.5,1250,219978,1,6,1250,0,1980,0,47.4056,-121.955 +20141223,4,2.75,3010,6854,2,9,2570,440,2012,0,47.5171,-121.876 +20140925,4,2.5,2270,5000,2,9,2270,0,2014,0,47.6916,-122.37 +20140625,4,2.75,2310,5650,1,8,1330,980,1952,2012,47.513,-122.252 +20140723,2,3.5,2560,5000,1,6,1280,1280,1944,0,47.6681,-122.368 +20140804,5,1,1760,4264,2,8,1760,0,1902,0,47.6246,-122.312 +20150410,2,1,1750,60872,1,7,1180,570,1973,0,47.5946,-122.006 +20140513,4,2.5,3520,6773,2.5,9,2650,870,2006,0,47.5317,-122.391 +20140507,4,2.75,2600,6050,2,8,1960,640,1949,0,47.5656,-122.4 +20150121,3,1.5,1360,8910,2,7,1360,0,1949,0,47.4488,-122.275 +20140924,2,1,890,3060,1,7,770,120,1910,0,47.6663,-122.326 +20141125,4,1.75,1730,6500,1,7,1250,480,1945,0,47.6982,-122.282 +20141211,3,1.5,1340,11744,1,7,1340,0,1950,0,47.4947,-122.36 +20141106,2,2,1500,1408,3,7,1500,0,1999,0,47.7293,-122.343 +20140502,4,3.25,2730,54014,1,9,1560,1170,2007,0,47.5133,-122.11 +20140730,3,2.5,2170,9798,2,7,2170,0,1995,0,47.3817,-122.023 +20150412,4,2.75,1430,7403,1,7,1030,400,1982,0,47.5346,-122.344 +20141023,4,2.5,1870,16200,1,8,1250,620,1974,0,47.6651,-122.174 +20140911,3,2.5,2150,15304,2,9,2150,0,1979,0,47.5573,-122.136 +20150415,3,1,1360,5967,1,6,1360,0,1954,0,47.4973,-122.256 +20141208,4,2.5,2720,7043,2,9,2720,0,2003,0,47.3315,-122.169 +20140502,5,2.75,2910,9480,1.5,8,2910,0,1939,0,47.6552,-122.278 +20140724,3,1.75,1810,8048,1,7,1290,520,1983,0,47.4484,-122.194 +20150511,2,1,990,8140,1,6,990,0,1910,0,47.5828,-122.382 +20141110,2,1.5,1240,1055,2,8,1200,40,1967,0,47.6104,-122.112 +20150423,3,2.5,1670,8023,1,7,1170,500,1960,0,47.615,-122.117 +20140620,3,2.25,3230,17833,2,9,3230,0,1973,0,47.5683,-122.188 +20141121,4,2.5,1990,5511,2,8,1990,0,1994,0,47.3585,-122.191 +20141006,4,2.5,2300,3825,2,7,2300,0,2012,0,47.3594,-122.082 +20141014,4,3.5,4560,41636,2,9,4170,390,1995,0,47.5589,-122.116 +20140620,6,4.25,6900,244716,2,9,4820,2080,2002,0,47.7506,-122.012 +20150210,2,1,790,5150,1,6,790,0,1948,0,47.5528,-122.272 diff --git a/机器学习/线性回归/2/kc_train2.csv b/机器学习/线性回归/2/kc_train2.csv new file mode 100644 index 0000000..e51d731 --- /dev/null +++ b/机器学习/线性回归/2/kc_train2.csv @@ -0,0 +1,10000 @@ +545000 +785000 +765000 +720000 +449500 +248500 +675000 +730000 +311000 +660000 +435000 +350000 +385000 +235000 +350000 +1350000 +459900 +430000 +718000 +220000 +1500000 +140000 +200000 +475000 +179000 +400000 +348125 +675000 +1000000 +447500 +345000 +275000 +529941 +685900 +310000 +299000 +630000 +883000 +510000 +448500 +330000 +358000 +690000 +1518630 +627000 +451000 +453250 +389000 +360000 +925000 +524225 +319000 +500000 +750000 +415000 +1445000 +270000 +350000 +659500 +245000 +290000 +430000 +637000 +362000 +495000 +585000 +630000 +550000 +247200 +404500 +455000 +527500 +869950 +535000 +1065500 +431000 +365000 +270000 +712000 +461000 +468000 +343000 +312000 +675000 +400000 +360000 +399950 +485000 +830000 +500000 +1583000 +800000 +810000 +358500 +259875 +334000 +249500 +722500 +323000 +660000 +1599950 +522000 +710000 +274000 +319000 +482500 +734000 +650000 +760000 +818000 +425000 +345000 +460000 +965000 +400000 +933000 +411800 +475000 +630000 +450000 +675000 +280000 +950000 +319990 +207000 +700000 +253000 +552000 +721000 +349000 +665000 +267000 +552000 +500000 +384000 +439950 +628000 +719000 +528000 +820000 +324500 +538888 +606000 +175000 +194820 +477500 +123000 +376000 +970000 +550000 +680000 +230000 +194000 +652000 +475000 +736000 +325000 +555000 +546000 +332544 +641500 +700000 +333000 +585888 +305000 +363000 +342500 +575000 +750000 +275000 +325000 +470000 +680000 +350000 +210000 +268500 +875909 +317500 +760000 +318000 +1610000 +243500 +430000 +862000 +230000 +313500 +392500 +402000 +478000 +1000000 +510000 +229500 +347000 +550000 +595000 +231000 +1099500 +275500 +145000 +154500 +552500 +249950 +335000 +215000 +294000 +1538000 +446000 +485000 +218000 +239900 +1780000 +930000 +163500 +690000 +675000 +405000 +960000 +449228 +375000 +253000 +920000 +632000 +695000 +590000 +329500 +352450 +477000 +210000 +457000 +1245000 +452000 +594000 +750000 +395000 +1130000 +482000 +494000 +419000 +585000 +480000 +608000 +455600 +330000 +383000 +458500 +226500 +599000 +637850 +515000 +224950 +210000 +760000 +635000 +290000 +1750000 +380000 +239900 +122000 +2350000 +220000 +265000 +229000 +502000 +399950 +598555 +175000 +450000 +342500 +325000 +920000 +625504 +725000 +569950 +446950 +391000 +439000 +675000 +1299890 +768000 +570000 +152000 +775000 +372500 +270000 +855000 +399000 +457000 +280000 +750000 +100000 +840000 +160134 +235000 +310000 +639900 +440000 +842500 +289000 +412500 +452000 +535000 +355000 +380000 +465000 +405000 +515000 +343000 +320000 +210000 +1776000 +375000 +199000 +1200000 +700500 +275000 +333000 +548000 +990000 +499000 +430000 +490000 +395000 +171000 +355000 +434500 +810000 +471000 +372000 +530000 +240000 +910000 +770000 +335000 +860000 +287500 +402000 +205950 +2230000 +790000 +265000 +440000 +890000 +309000 +390000 +625000 +200000 +320000 +372000 +280000 +330000 +820000 +342000 +340000 +580000 +345000 +606000 +399000 +529500 +355000 +235000 +210000 +335000 +308000 +250200 +299500 +525000 +532000 +525000 +149000 +1795000 +519900 +405000 +349950 +570000 +555000 +590000 +560000 +175000 +1045000 +265000 +285000 +515000 +495000 +565000 +360000 +685000 +239950 +2500000 +290000 +960000 +304400 +325000 +300000 +630000 +565000 +285000 +495000 +261000 +320000 +444500 +230000 +461100 +332888 +1225000 +380000 +426000 +373000 +455000 +202000 +540000 +354000 +410000 +200000 +700000 +374950 +665000 +355000 +345000 +1298890 +718000 +245000 +680000 +408000 +355000 +240000 +515000 +570000 +310000 +739888 +213000 +649000 +328000 +429500 +505000 +729000 +450000 +475000 +1610000 +1225000 +250800 +511000 +969000 +315000 +291375 +398096 +243500 +470000 +611000 +880000 +305000 +525000 +542000 +3400000 +375000 +730000 +762400 +499431 +565000 +212000 +324000 +898000 +410000 +781000 +530000 +561600 +375000 +355000 +521000 +206000 +298900 +458000 +449000 +469000 +725000 +558000 +1190000 +325000 +875000 +267500 +906000 +360000 +514000 +234000 +200000 +299950 +500000 +1050000 +285000 +667500 +242000 +779380 +837700 +850000 +215500 +655000 +556000 +360500 +460500 +610000 +427500 +640000 +399950 +310000 +216650 +485000 +536751 +695000 +395000 +539000 +455000 +395000 +555000 +514500 +285000 +1125000 +230000 +272000 +368000 +354950 +569000 +400000 +599000 +900000 +325000 +319000 +447000 +950000 +325000 +372500 +400000 +370000 +975000 +465000 +705000 +1225000 +545000 +360000 +952000 +998500 +326500 +402000 +215000 +500000 +575000 +271675 +360000 +186950 +302000 +309000 +219000 +310000 +577000 +400000 +150000 +550000 +995000 +1940000 +665000 +535000 +325000 +600000 +306500 +402000 +189950 +250000 +329999 +659000 +406500 +275000 +502500 +162248 +290500 +558000 +365000 +429950 +320000 +295000 +598850 +723000 +525000 +328950 +540000 +495000 +415000 +1000000 +695000 +300523 +375000 +661000 +350500 +539500 +392500 +539000 +750000 +300000 +330000 +830000 +600000 +311000 +320000 +874000 +784500 +544000 +700000 +220000 +550000 +295832 +1385000 +326000 +449950 +216600 +285000 +265000 +250000 +650000 +415000 +250000 +770000 +344000 +940000 +960000 +155000 +257500 +1395710 +237100 +400000 +798500 +486000 +315000 +610000 +273000 +980000 +315000 +515000 +599950 +575000 +444950 +650000 +227500 +280000 +429900 +320000 +269000 +398000 +224000 +891000 +1443920 +798000 +178500 +375000 +1325000 +902000 +469995 +645000 +272500 +260600 +315500 +526000 +400000 +315000 +463000 +3710000 +147500 +380000 +440000 +830000 +1255000 +498000 +180000 +710500 +875000 +206000 +571000 +200000 +620000 +266000 +150000 +1775000 +660000 +825000 +550000 +754000 +675000 +378000 +453000 +299000 +500000 +283000 +419000 +655000 +505000 +445434 +595000 +535000 +386500 +775000 +231500 +525000 +324500 +819000 +399950 +675900 +701000 +410000 +589000 +665000 +810000 +327000 +353000 +1375000 +460000 +300000 +511000 +270000 +680000 +436000 +419000 +223000 +337000 +424500 +465000 +464000 +330000 +579000 +253779 +324000 +424900 +333500 +520000 +670000 +329780 +314900 +870000 +385000 +500000 +341000 +420000 +310000 +465000 +900000 +413100 +1940000 +595000 +819900 +499000 +835000 +599000 +620000 +218000 +325000 +811000 +760000 +219900 +245000 +349900 +325000 +429000 +255000 +420000 +1050000 +320000 +597000 +455000 +214000 +201000 +630000 +240000 +303000 +305950 +269900 +610000 +292500 +970000 +677000 +350000 +425000 +589000 +549000 +479000 +215000 +938000 +475000 +410000 +434400 +239000 +425000 +425000 +462500 +2700000 +421000 +760000 +209000 +377000 +212000 +258950 +395000 +232500 +549950 +158550 +697000 +487600 +910000 +381156 +243000 +339000 +339000 +252000 +335000 +490500 +354901 +776000 +1100000 +289000 +800000 +667750 +411000 +942500 +208000 +325088 +604000 +499100 +362000 +368500 +605000 +630000 +249000 +535000 +330000 +359000 +645000 +465000 +291500 +459000 +750000 +738000 +465000 +365000 +510000 +505000 +267500 +560000 +585000 +280000 +334200 +3400000 +238000 +985000 +301000 +342000 +690000 +300000 +256000 +270000 +689000 +130000 +515000 +550000 +749950 +325000 +520000 +165000 +410500 +450000 +479950 +450000 +415000 +500000 +715000 +289950 +342500 +410000 +440000 +249000 +472000 +235000 +774900 +452000 +339000 +395000 +633000 +267500 +392500 +889000 +720000 +415000 +260000 +690000 +740000 +255000 +500000 +535900 +275000 +1305000 +575000 +749000 +395000 +1190000 +218000 +288000 +339950 +561000 +220000 +250000 +425000 +878000 +234900 +240000 +366500 +229900 +739000 +476500 +555000 +743700 +650000 +290000 +352000 +234999 +570000 +1260000 +218000 +459000 +550000 +465000 +419950 +610000 +333000 +263500 +425000 +419000 +749000 +265000 +575000 +509007 +525000 +480000 +550000 +316000 +250000 +360000 +244000 +290000 +462608 +441000 +437000 +270000 +1495000 +700000 +465000 +264000 +775000 +189000 +361500 +374950 +1550000 +880000 +489950 +737500 +415000 +229000 +310000 +299950 +765000 +1328000 +430000 +364000 +815000 +476000 +457500 +945800 +539950 +585000 +294900 +339000 +390000 +460000 +96500 +310000 +375000 +347000 +227950 +500000 +600000 +840000 +388000 +322000 +242500 +361600 +316500 +647500 +375000 +540000 +275000 +1650000 +600000 +260000 +577000 +475000 +525000 +391000 +950000 +1400000 +750000 +322500 +490000 +124000 +286950 +799000 +350000 +570000 +425000 +160000 +452000 +249900 +710000 +389000 +805000 +310000 +649950 +310000 +962000 +240000 +510000 +687000 +620000 +1505000 +1075000 +575000 +290000 +333000 +850000 +1205000 +937500 +641000 +281000 +450000 +285000 +220000 +300000 +1326000 +250000 +345000 +260000 +785950 +775000 +499950 +480000 +448175 +525000 +334500 +227490 +569950 +1059000 +332220 +95000 +450000 +415000 +402500 +279000 +600000 +395000 +800000 +430000 +375000 +475000 +2630000 +577000 +402000 +490000 +1475000 +229999 +287000 +530000 +648360 +338000 +355000 +369950 +968060 +650000 +318989 +578500 +199950 +304000 +710000 +432000 +450000 +999950 +500000 +680000 +663500 +585000 +895000 +450000 +967000 +510000 +250000 +419500 +515000 +305000 +615000 +580000 +335000 +675000 +658588 +240000 +275000 +382495 +374000 +400000 +480000 +440000 +760000 +533000 +645000 +184000 +311000 +418395 +290000 +674600 +330000 +772000 +570000 +618000 +305000 +450000 +800000 +293000 +388500 +389000 +510000 +150000 +252000 +375000 +491234 +254000 +320000 +1300000 +794154 +825000 +267500 +573000 +549900 +649000 +216000 +261500 +558000 +575000 +405000 +735000 +464900 +414000 +337500 +739999 +650000 +390000 +350000 +1245000 +731000 +270000 +313100 +190000 +775000 +220000 +383900 +344000 +240000 +255000 +595000 +497300 +315000 +370000 +1450000 +700000 +572000 +1250000 +280000 +614285 +560000 +392000 +287000 +400000 +699999 +175000 +995000 +675000 +480000 +267000 +530000 +903000 +300000 +540000 +309000 +724000 +750000 +325000 +422000 +390000 +356000 +1525000 +856000 +380000 +1260000 +320000 +338900 +190000 +950000 +230000 +436300 +579000 +249900 +538500 +530200 +188000 +710000 +265000 +508500 +1620000 +625000 +650000 +300000 +244000 +725000 +750000 +245000 +212000 +780000 +905000 +615000 +425000 +825050 +606000 +355000 +245000 +241500 +379000 +270000 +661254 +865950 +825000 +270000 +275000 +122000 +540000 +385000 +667000 +260000 +1650000 +423000 +265000 +425000 +605000 +710000 +299995 +1350000 +575000 +760000 +755000 +310000 +420000 +723000 +475000 +639000 +338500 +536000 +429000 +725000 +450000 +810000 +1087500 +560000 +600000 +359000 +832500 +370000 +300000 +307000 +705000 +345000 +369000 +942500 +329950 +346150 +279900 +417400 +1760000 +299950 +395000 +340000 +354000 +415000 +510000 +450000 +717550 +249900 +400000 +605000 +452500 +609000 +225000 +775000 +384500 +930000 +785000 +394950 +545000 +235000 +999000 +525000 +438000 +575000 +319000 +750000 +540000 +346000 +286651 +432250 +515000 +541500 +1365000 +613000 +313000 +265000 +310000 +660000 +375000 +411753 +304000 +425000 +337000 +205000 +735000 +480000 +500000 +859000 +1415000 +440000 +680000 +285000 +695000 +232000 +495000 +215000 +405000 +770000 +540000 +424950 +785000 +690000 +490000 +261000 +583800 +608000 +505000 +635000 +445000 +199500 +855000 +715000 +401000 +277500 +614306 +804000 +368000 +401000 +235000 +708000 +225000 +389800 +380000 +510000 +271900 +347000 +1030000 +562000 +500000 +585000 +346500 +599000 +220000 +225000 +360000 +337000 +314500 +355000 +482000 +459950 +540000 +605000 +287000 +885000 +175000 +950000 +420000 +482500 +435000 +620000 +415000 +310000 +390000 +740000 +306000 +300000 +1655000 +532000 +920000 +490000 +580000 +362000 +320000 +514950 +463000 +492000 +297950 +575000 +196000 +465000 +560000 +729032 +470000 +562000 +452000 +1850000 +679000 +550000 +355000 +655500 +591000 +235000 +925900 +605004 +727000 +315500 +657500 +775000 +300000 +449000 +110000 +190000 +265000 +780000 +250000 +775000 +447000 +535000 +500000 +527950 +575550 +600000 +367400 +250000 +350000 +245000 +383000 +197400 +120750 +490000 +535000 +339888 +799000 +751750 +314950 +500000 +925000 +335000 +229500 +307000 +929000 +775000 +305000 +544500 +785000 +380000 +860000 +984000 +777700 +522000 +365000 +537000 +119500 +1175000 +370000 +1065000 +455000 +300000 +625000 +990000 +294000 +1084500 +760500 +599000 +402101 +567000 +549950 +825000 +975000 +389000 +578000 +328000 +625000 +535000 +286800 +535500 +396000 +777000 +524000 +750000 +350000 +365000 +249950 +435000 +392000 +408000 +371000 +490000 +515000 +730000 +305000 +522500 +195000 +770000 +300000 +246000 +425000 +501000 +1184000 +200000 +420000 +615000 +529950 +1563100 +671500 +213800 +850000 +920000 +355000 +240500 +260000 +415000 +95000 +806000 +1275000 +648000 +186000 +135000 +352800 +312000 +387500 +300000 +245000 +437850 +345000 +301000 +580000 +523500 +162000 +417500 +499950 +319000 +1325000 +455000 +676000 +252500 +397000 +309950 +810000 +499950 +494000 +385000 +350000 +322000 +359000 +640000 +465000 +894000 +391000 +575000 +575000 +4500000 +770000 +249000 +344000 +820000 +525000 +362500 +260000 +595000 +615000 +649000 +235000 +975000 +780000 +208000 +397500 +275000 +260000 +453000 +404000 +400000 +700000 +1325000 +585000 +423000 +562500 +589000 +399950 +555000 +695000 +749000 +285000 +465000 +563000 +500000 +600000 +409950 +282000 +280000 +550000 +415000 +295000 +585444 +305000 +325000 +255000 +475000 +260000 +400000 +950000 +314000 +576925 +425000 +925000 +695000 +335000 +492000 +330000 +289000 +780000 +847093 +870515 +285000 +590000 +428750 +693000 +334000 +809950 +218000 +1025000 +546000 +350000 +762500 +856000 +315000 +231000 +638500 +1555000 +305000 +293000 +228000 +582800 +650000 +445000 +820000 +345000 +352500 +326995 +1650000 +657100 +885000 +545000 +812000 +263000 +234000 +390000 +349950 +333490 +299950 +735000 +315000 +300000 +418900 +425000 +330000 +587000 +402000 +310000 +575000 +770000 +470000 +424000 +412000 +475000 +638000 +884250 +855000 +650500 +325000 +410000 +685000 +367500 +765000 +643000 +474950 +427005 +2510000 +985000 +592000 +1530000 +575000 +660000 +350000 +312000 +813500 +335000 +340000 +330000 +515000 +545000 +320000 +425000 +300000 +586500 +375000 +340000 +570000 +458000 +419000 +1800000 +710000 +411000 +499000 +416000 +787500 +545000 +538000 +553000 +485000 +562500 +469000 +464600 +830000 +270000 +919000 +508000 +450000 +580000 +431000 +402000 +615000 +368000 +304000 +352000 +624500 +552500 +338800 +409000 +399000 +1600000 +403000 +340000 +306888 +442515 +378950 +560000 +325000 +600000 +368500 +616000 +90000 +1033890 +525000 +635000 +678700 +335000 +455000 +375000 +425000 +980000 +320000 +368000 +193500 +650000 +375000 +375000 +475000 +1315000 +771005 +156601 +554000 +970000 +520000 +206000 +422000 +597400 +705000 +738515 +852000 +575000 +1240000 +450000 +248000 +345000 +380000 +365000 +355000 +861000 +1600000 +565000 +690000 +280000 +1247000 +460000 +775000 +539000 +160000 +687500 +2480000 +378000 +495000 +720000 +390000 +565000 +325000 +1170000 +317000 +252000 +577000 +400000 +400000 +293000 +753888 +665000 +132500 +985000 +1500000 +879950 +325500 +350000 +250000 +320000 +790000 +810000 +632500 +438000 +915000 +292500 +176000 +485000 +415000 +325000 +770126 +333000 +205000 +261000 +398500 +499000 +235000 +270000 +1705000 +500000 +540000 +1170000 +1557600 +180250 +865000 +165000 +870000 +465000 +335000 +725000 +299000 +449000 +332500 +430000 +561000 +390000 +390000 +257500 +730000 +185000 +309950 +428000 +935000 +625000 +375900 +570000 +314500 +521000 +318000 +294950 +195000 +289000 +412000 +575000 +1050000 +509950 +189000 +715000 +306000 +1200690 +410000 +445000 +445000 +344000 +320000 +200000 +214950 +429000 +435000 +350000 +457500 +390000 +299500 +625000 +359950 +1065000 +553000 +2160000 +645000 +525000 +370000 +375000 +857500 +428000 +270000 +725000 +949000 +1200000 +502000 +250000 +259900 +342000 +475000 +600000 +475000 +432000 +569000 +230000 +392000 +605000 +447000 +265000 +369000 +134000 +499950 +325000 +170000 +285750 +539950 +2400000 +395000 +315000 +210000 +1175000 +215000 +225000 +735000 +284000 +250000 +1240000 +495000 +1490000 +750000 +385000 +220000 +446000 +1815000 +480000 +272000 +310597 +485000 +525000 +580000 +685000 +1130000 +170000 +628000 +540000 +299500 +300000 +365000 +460000 +455000 +500000 +530000 +2260000 +505000 +471001 +390000 +491000 +184500 +650000 +364000 +225000 +400000 +427500 +590000 +619500 +975000 +855000 +811000 +450000 +499500 +250000 +750000 +170000 +1395000 +304500 +203700 +225000 +875000 +283200 +325000 +675000 +779000 +552100 +343000 +425000 +585000 +444900 +268000 +421500 +250000 +400000 +140000 +998000 +260000 +401500 +600000 +432000 +180000 +725000 +350000 +251100 +404000 +305000 +405000 +292050 +270000 +390000 +852000 +742500 +305000 +590000 +535000 +303000 +543115 +1650000 +925000 +870000 +675000 +831000 +200000 +740000 +880000 +1225000 +543500 +657500 +559630 +465000 +450000 +499000 +779000 +670500 +754999 +975000 +370000 +633100 +397000 +410000 +559500 +399900 +324950 +260000 +1468000 +657500 +595000 +884900 +356000 +592500 +1550000 +348000 +1089000 +450000 +546940 +305000 +530000 +290000 +320000 +239900 +290000 +639000 +605000 +423000 +440000 +380000 +685000 +360000 +515000 +1255000 +525000 +390000 +650000 +825000 +355000 +350000 +359500 +455000 +2525000 +250000 +540000 +150000 +699000 +575000 +625000 +310000 +550000 +1035480 +325000 +290300 +224000 +688000 +402500 +560000 +196500 +570000 +249000 +505400 +571000 +410000 +689000 +205000 +307000 +180000 +415000 +409900 +401500 +480000 +1590000 +490000 +520000 +802541 +880000 +309620 +358000 +299800 +1150000 +462600 +785000 +577000 +352500 +325000 +435000 +475000 +590000 +600000 +412250 +1135250 +550000 +555000 +282150 +500000 +428000 +689500 +390000 +250000 +490000 +538000 +325000 +325000 +576000 +365000 +329950 +665000 +361000 +875000 +410000 +561000 +1080000 +453500 +359950 +850000 +579950 +199990 +799000 +896000 +435000 +254000 +860000 +550000 +490000 +217500 +245000 +410000 +740000 +943500 +500000 +560000 +555000 +333000 +544300 +250000 +275000 +212000 +2250000 +1014250 +426000 +380000 +540000 +185000 +735000 +925000 +355000 +347500 +412000 +255000 +750000 +305000 +600000 +703770 +780000 +879950 +1245000 +1100000 +360000 +340000 +250000 +230500 +762300 +400000 +340500 +485000 +372977 +438000 +490000 +454800 +1295000 +500000 +333000 +249000 +453000 +675000 +1385000 +370000 +636100 +230000 +620047 +265000 +185000 +730000 +405000 +725000 +306000 +262000 +360000 +550000 +555700 +239975 +396000 +780000 +260000 +640000 +559950 +453000 +363000 +262000 +800000 +517000 +598500 +429950 +492000 +535000 +448500 +572650 +350500 +190000 +250000 +525000 +402000 +485000 +630000 +1205000 +370000 +515000 +580000 +500000 +380000 +345000 +448000 +1400000 +369500 +301000 +615000 +471000 +245000 +950000 +549950 +300000 +1098000 +939000 +900000 +340000 +440000 +420000 +215000 +565000 +638700 +695000 +540000 +577500 +270000 +427000 +429000 +530000 +208000 +445000 +1320000 +207000 +778983 +435000 +720000 +550000 +286000 +288000 +1200000 +936000 +141800 +395000 +881000 +230000 +635000 +468000 +315500 +185000 +442500 +216000 +440000 +297000 +427800 +572500 +365000 +756000 +345000 +819000 +262000 +290000 +660000 +229950 +235000 +523950 +485000 +1500000 +361000 +537000 +525000 +277950 +295000 +540000 +357000 +715000 +380000 +1735000 +254000 +370000 +277000 +725000 +705000 +389100 +350000 +1062000 +105500 +775000 +260000 +753000 +705640 +293550 +381000 +435000 +412000 +1295000 +272000 +300000 +391000 +400000 +975000 +237000 +358000 +375000 +959000 +403000 +290000 +306000 +535000 +700000 +440000 +2400000 +275000 +2300000 +221000 +317625 +362500 +609950 +829900 +725000 +595000 +259000 +353000 +182000 +750000 +400000 +1989000 +920000 +540000 +975000 +694000 +355900 +885000 +252000 +612000 +320000 +246000 +277000 +1230000 +595000 +635000 +295000 +920000 +460000 +152000 +402395 +269950 +710000 +250000 +403500 +340000 +590000 +224000 +615000 +295000 +950000 +230000 +459500 +2500000 +254000 +247500 +560000 +1156000 +589950 +465000 +230000 +900000 +453000 +230000 +246000 +400000 +689888 +463000 +253500 +799200 +300000 +375000 +295000 +262000 +404000 +250275 +680000 +1425000 +315000 +449950 +474000 +675000 +355500 +2050000 +296000 +751000 +340000 +300000 +334000 +965000 +485000 +296500 +193000 +107000 +665000 +434900 +445000 +1015000 +328000 +400000 +251000 +250000 +228000 +252500 +535000 +290000 +352000 +860000 +430000 +1200000 +455000 +738000 +274800 +447000 +250000 +548500 +367777 +1110000 +240000 +600000 +680000 +340000 +440000 +380000 +324950 +449950 +860000 +430000 +1325000 +490000 +799990 +1430000 +570000 +102500 +949990 +336500 +707000 +2750000 +273500 +700000 +1749000 +414000 +575000 +441000 +750000 +226450 +507500 +577500 +655000 +200000 +1398000 +163500 +1350000 +280000 +570000 +587100 +530000 +156000 +469500 +545000 +963000 +335000 +390000 +315000 +315000 +485000 +377500 +260000 +241450 +275000 +500000 +795000 +405000 +550000 +485000 +245000 +345000 +518500 +320000 +898000 +870000 +225900 +490000 +397500 +319950 +187000 +685000 +450000 +174000 +570000 +179950 +471000 +340000 +291000 +425000 +436500 +1405000 +300000 +205000 +247000 +735000 +685000 +352500 +545000 +335000 +300000 +565000 +429900 +1250000 +270000 +720000 +510000 +215000 +350000 +277000 +1145000 +550000 +518500 +210490 +543500 +335000 +423800 +150000 +199950 +250000 +198000 +658000 +681500 +252000 +265000 +780000 +353250 +500000 +1049000 +245000 +665000 +190000 +826000 +319000 +199400 +980000 +675000 +583000 +263000 +398000 +418000 +735000 +780000 +334950 +311000 +582000 +275000 +1197350 +135000 +309212 +244000 +219950 +165000 +1225000 +585000 +250000 +667000 +972000 +335620 +450000 +349990 +517500 +435000 +825000 +466800 +950000 +1321500 +1865000 +1101000 +545000 +447000 +357823 +925000 +550000 +390000 +475000 +432500 +330000 +435000 +545000 +704300 +593700 +555000 +309500 +425000 +385000 +475000 +685000 +375000 +416500 +345000 +195000 +630000 +380000 +370900 +440000 +420000 +365500 +310000 +783200 +190000 +569950 +319000 +244000 +392500 +210000 +353000 +228800 +260000 +342000 +248000 +270000 +1699000 +320000 +582000 +800000 +575000 +570000 +1650000 +796500 +216000 +261500 +370350 +500000 +595500 +801000 +685000 +766950 +640000 +605000 +350000 +205000 +350000 +172040 +268500 +500000 +1100000 +440000 +140000 +1288000 +645000 +740000 +520000 +1030000 +500000 +344000 +380000 +1420000 +700000 +500000 +330000 +280000 +450000 +653000 +375000 +513000 +1086000 +357500 +287500 +231500 +499000 +315000 +450000 +500000 +850000 +538000 +490000 +485000 +255000 +824000 +560000 +227000 +315000 +294000 +915000 +570000 +567035 +517100 +307000 +635000 +292000 +247000 +660000 +352000 +1078500 +325000 +622000 +656000 +660000 +213500 +720000 +680000 +2320000 +528000 +805000 +163250 +539950 +500000 +720000 +640000 +621000 +278000 +275000 +825000 +700000 +709000 +632500 +631000 +384950 +275000 +263500 +311600 +1375000 +340000 +275250 +720000 +652500 +525000 +498800 +865000 +475000 +378000 +645000 +184000 +515000 +890000 +1824100 +632925 +2187730 +1295000 +495000 +170000 +348000 +716000 +365000 +592500 +360000 +559000 +352950 +1750000 +399000 +280000 +1088000 +422500 +1025000 +153500 +312900 +316000 +273000 +2725000 +400000 +373000 +296500 +205000 +1100000 +713900 +305000 +580000 +203000 +365000 +1000000 +535000 +430000 +290000 +3800000 +575000 +350000 +675000 +380000 +580000 +870000 +1300000 +550000 +782500 +800000 +590000 +541100 +263000 +550000 +532500 +580000 +601000 +1500000 +410000 +275000 +310000 +496000 +375000 +198000 +240000 +479000 +741000 +544999 +299000 +450000 +1005000 +342000 +743000 +349950 +575000 +270000 +260000 +375000 +250000 +359950 +380000 +710000 +212500 +325000 +649800 +322000 +295000 +424000 +472000 +615000 +221000 +410000 +285000 +277000 +985000 +710000 +292000 +300000 +324747 +733000 +417000 +436000 +490000 +495000 +350500 +290000 +314950 +200000 +219500 +347000 +585000 +463000 +870000 +1600000 +255000 +800000 +407000 +472500 +361000 +673000 +460000 +488000 +1001000 +1340000 +587000 +485000 +562500 +254000 +440000 +396000 +575000 +289950 +850000 +785000 +360000 +250000 +375000 +280000 +390000 +465000 +375000 +255000 +600000 +443000 +575700 +2950000 +579000 +450800 +387000 +495800 +410000 +535000 +754800 +434000 +581000 +414500 +455000 +235000 +415000 +438000 +330000 +668500 +598000 +519000 +305000 +279950 +573300 +384950 +405000 +425000 +269000 +750000 +425000 +890000 +390000 +280000 +486700 +500000 +353000 +395000 +220000 +329000 +515000 +400000 +450000 +345000 +315000 +679000 +271950 +325000 +782000 +300000 +650000 +244000 +655000 +735000 +431000 +399950 +166000 +575000 +505000 +189950 +545000 +771000 +525000 +325000 +614000 +230000 +315000 +386500 +392000 +290000 +733000 +246950 +442500 +183000 +295000 +405000 +290000 +263900 +566950 +366000 +625000 +350000 +169000 +2250000 +259000 +2225000 +893880 +841000 +560000 +232000 +215000 +429300 +719950 +512000 +500000 +545000 +585000 +226550 +475000 +960000 +180000 +256000 +430000 +1165000 +467000 +2150000 +558000 +674000 +310000 +729999 +310000 +530000 +407000 +453000 +324900 +455000 +250000 +200000 +493000 +612000 +468000 +2850000 +270000 +1650000 +856600 +840000 +525000 +500000 +425000 +425000 +439000 +560000 +1200000 +2475000 +315000 +557000 +580000 +183000 +495000 +1062500 +305000 +615000 +325000 +565000 +356500 +530000 +524950 +309000 +1050000 +555500 +685000 +1406890 +675000 +325000 +675000 +261490 +436472 +239950 +725000 +179500 +1075000 +353000 +1105000 +1102030 +645000 +820875 +355500 +809000 +779000 +568450 +359999 +299000 +365000 +625000 +500000 +979700 +316000 +840000 +405000 +937000 +308000 +258800 +270000 +292000 +455000 +769000 +695000 +226750 +861111 +196000 +259000 +333800 +630000 +525000 +410000 +620000 +512031 +645000 +1898000 +725000 +1444000 +375000 +451300 +384000 +399950 +299990 +401750 +472000 +250000 +726000 +265000 +237000 +530000 +200000 +352500 +657500 +475000 +349950 +600000 +482000 +550000 +713000 +585000 +585000 +259950 +350000 +1050000 +405000 +1440000 +278000 +405000 +456000 +1688000 +765000 +379500 +399900 +739000 +299900 +338000 +415000 +197000 +590000 +850000 +410000 +499950 +447000 +320000 +216500 +494815 +477000 +440000 +601500 +350000 +419950 +259500 +935000 +497000 +279000 +285000 +640000 +435010 +345000 +438000 +939000 +352000 +535000 +499900 +339950 +575000 +600000 +450000 +875000 +812500 +599000 +780000 +675000 +425000 +1800000 +599000 +550000 +262500 +459950 +870000 +1150000 +373000 +770000 +355000 +910000 +312500 +562500 +270000 +479950 +512500 +379000 +233000 +518000 +460458 +409000 +352500 +430000 +601000 +469950 +699950 +935000 +272000 +315000 +428000 +556000 +495000 +550000 +474500 +320000 +349950 +899000 +425000 +184500 +132825 +740000 +296000 +315000 +300000 +370000 +299999 +229000 +379900 +1050000 +610000 +304000 +395000 +360000 +380000 +575000 +335000 +452000 +925850 +445000 +210000 +222000 +895000 +550000 +269950 +762000 +397000 +500000 +340000 +325000 +172380 +345600 +383000 +460000 +535000 +800000 +406500 +225000 +500000 +750000 +375000 +379950 +490000 +538000 +208000 +485000 +270000 +715000 +438950 +450000 +689900 +405000 +667000 +250000 +592350 +469500 +690000 +300000 +550000 +246000 +1285000 +405000 +346950 +458000 +264950 +339999 +345000 +260000 +1238000 +930000 +587000 +767500 +350000 +585000 +310000 +455000 +397000 +280000 +967500 +560000 +698000 +327555 +420000 +2950000 +210000 +429000 +656500 +375000 +1000750 +882990 +685000 +525000 +660000 +350000 +400000 +925000 +661000 +658600 +1955000 +297000 +270500 +594950 +287000 +880000 +820000 +345000 +485000 +280000 +725500 +375000 +880000 +469500 +420000 +540000 +543000 +808000 +355425 +307000 +471000 +450000 +475000 +785000 +243000 +303210 +990000 +270000 +2450000 +265000 +540000 +452000 +274000 +418000 +387500 +1250000 +480000 +303000 +720000 +545000 +490000 +300000 +568000 +235000 +320000 +340000 +1500000 +524500 +875000 +217000 +310000 +320000 +500000 +355000 +557500 +409000 +400000 +539950 +194000 +450000 +225000 +550000 +340000 +970000 +1595000 +1920000 +280000 +685000 +475000 +950000 +256750 +730000 +2000000 +850000 +625000 +230000 +1135000 +152275 +410000 +541800 +465000 +160000 +435000 +838400 +368500 +445500 +440000 +259000 +625000 +620000 +300000 +485000 +815000 +279950 +225000 +436000 +479950 +641000 +969990 +1012000 +555565 +389500 +1081000 +340000 +695000 +135000 +695000 +1698000 +822500 +235000 +206000 +700000 +475000 +315000 +317000 +339950 +1100000 +270000 +920000 +329000 +628000 +401000 +1580000 +355000 +700000 +350000 +263300 +464000 +250000 +674000 +2750000 +538000 +125000 +685000 +263500 +850000 +250000 +346290 +858000 +1295000 +2479000 +459000 +740000 +329950 +275000 +830200 +710000 +345000 +382500 +565000 +550000 +360000 +516500 +425000 +612000 +744500 +259000 +378000 +625000 +395000 +320000 +300000 +345000 +920000 +597000 +591000 +440000 +315000 +450000 +1075000 +280000 +660000 +389000 +550000 +290000 +380000 +375000 +350000 +1025000 +766500 +251700 +335000 +763000 +910000 +269800 +269500 +259000 +1865000 +431000 +374900 +355000 +500000 +325000 +790000 +780000 +605000 +532170 +590000 +82000 +338000 +209995 +681716 +554000 +465000 +292000 +481000 +265000 +315000 +355000 +255500 +905000 +535000 +712500 +827235 +435000 +528000 +242550 +273000 +430000 +565000 +470000 +840000 +480000 +396000 +480000 +270000 +520000 +270000 +315000 +275000 +1148000 +890900 +286000 +1290000 +289950 +515000 +520000 +752500 +610000 +350000 +274000 +680000 +256000 +280000 +389950 +225000 +610000 +395000 +557800 +225000 +360000 +705000 +232000 +356200 +445000 +358000 +448000 +615000 +1150000 +695000 +159000 +925000 +510000 +489900 +225800 +442000 +387000 +760000 +224000 +550000 +230000 +199950 +185000 +324950 +784000 +336000 +653750 +235000 +635000 +3000000 +565000 +387990 +270500 +475000 +339900 +1010000 +222000 +360000 +1225000 +588000 +230000 +657500 +550000 +1755000 +500000 +499000 +330000 +565000 +700000 +540000 +270000 +389950 +600000 +206000 +443000 +435000 +724950 +1532500 +450000 +791000 +552500 +535000 +835000 +450000 +965000 +540000 +570000 +1049000 +455000 +230000 +475000 +214946 +610000 +334950 +724800 +655000 +470000 +312000 +508000 +215000 +175000 +702000 +267000 +395000 +555000 +432500 +1295000 +760000 +312000 +453500 +285000 +178500 +780000 +268000 +539500 +224000 +375000 +316000 +680000 +400000 +286000 +605000 +665000 +335000 +1115000 +463828 +299250 +652100 +390000 +437500 +429000 +1450000 +625000 +290000 +354900 +484000 +359000 +834950 +210750 +1333000 +994900 +575000 +259950 +325000 +267000 +1385000 +449950 +380000 +380000 +254000 +265000 +465000 +336500 +295000 +310000 +170000 +1015000 +280000 +423000 +240000 +830000 +213400 +442500 +336000 +498688 +228000 +419500 +380000 +235000 +857500 +860000 +644500 +387846 +868500 +410988 +330000 +452000 +570000 +350000 +162500 +335000 +165000 +452000 +696000 +585000 +265000 +185000 +549950 +325000 +485000 +325000 +651000 +312000 +337500 +299000 +310000 +320000 +925000 +152000 +322000 +492000 +620000 +190000 +435000 +843500 +375000 +588500 +480000 +600000 +3650000 +600000 +1040890 +294000 +380000 +895900 +408000 +358800 +607000 +319900 +425000 +464000 +527550 +465000 +491150 +755000 +886000 +850000 +295000 +610000 +338000 +276000 +416000 +431500 +525000 +760000 +350000 +550000 +313200 +560000 +396800 +1065000 +389000 +422500 +1290000 +495000 +395350 +750000 +442573 +260000 +315000 +672000 +350000 +739000 +459000 +450000 +629500 +465000 +260000 +485000 +311100 +280000 +430000 +465000 +504750 +394950 +246000 +432500 +530000 +405000 +251000 +605000 +390000 +345950 +430000 +349950 +219950 +436000 +701000 +264000 +289950 +301500 +450000 +602000 +1050000 +635000 +340000 +397000 +575000 +310000 +480000 +750500 +589500 +436500 +540000 +199950 +790000 +540000 +330000 +445000 +1537000 +880000 +330000 +500000 +306000 +220000 +435000 +752500 +1038000 +805000 +422000 +708000 +359000 +607000 +389999 +618000 +340000 +259500 +315000 +308950 +430000 +545000 +681000 +433200 +223000 +590000 +262000 +695000 +925000 +490000 +890000 +913000 +437500 +265000 +359000 +900000 +665000 +700000 +385000 +255000 +718500 +383000 +400000 +533000 +235000 +491000 +490000 +344950 +395000 +490000 +470000 +317000 +585000 +542000 +2375000 +325000 +295000 +635000 +480000 +275000 +400000 +464500 +589500 +190000 +320000 +310000 +1250000 +346500 +415000 +630000 +157500 +533112 +813000 +292500 +959000 +420000 +541000 +406000 +330000 +252500 +285000 +234950 +470000 +472000 +396675 +415500 +552500 +619400 +196900 +780000 +615750 +495000 +1688000 +672500 +560000 +565000 +360000 +350000 +245000 +546000 +245000 +1582500 +634000 +429000 +542300 +620000 +227000 +184000 +410000 +280000 +390000 +370000 +470000 +487000 +951250 +269000 +595000 +377000 +437000 +750000 +330000 +210000 +637000 +342450 +805000 +280000 +486940 +1180000 +629800 +1047500 +548050 +400000 +445000 +235000 +650000 +275000 +459950 +550000 +606150 +354000 +1215000 +527000 +722500 +885000 +374950 +600000 +329500 +239000 +479000 +2200000 +740000 +779950 +603000 +300000 +248000 +418200 +260000 +194250 +263000 +665000 +315000 +810000 +622500 +615000 +437500 +733500 +677900 +308000 +562000 +320000 +400000 +235000 +420000 +930000 +475000 +493000 +625000 +383000 +357500 +875000 +620000 +625000 +412000 +305000 +550388 +288000 +280000 +825000 +435000 +474000 +390000 +540000 +405000 +499950 +370000 +733000 +686000 +445000 +215000 +443000 +1185000 +522000 +567000 +1325000 +700000 +700000 +359950 +722500 +1208000 +720000 +525000 +2385000 +535000 +419900 +652500 +371000 +660000 +759000 +625000 +332000 +369000 +289000 +320000 +474950 +200000 +415000 +1715000 +560000 +900000 +370000 +605000 +450000 +1150000 +625000 +665000 +370000 +1050000 +237500 +295000 +610000 +431000 +889950 +397000 +218000 +361000 +738000 +480000 +1470000 +340000 +369900 +485000 +765000 +580000 +303000 +225000 +280000 +90000 +240000 +999950 +1430000 +570000 +290000 +1150000 +379900 +390000 +441500 +245000 +388598 +731688 +150000 +525000 +456000 +427000 +210000 +522500 +382000 +400000 +758000 +375000 +515000 +157500 +369000 +248000 +732000 +1017100 +620000 +393500 +1185000 +267500 +425000 +500000 +427500 +317000 +425000 +450000 +587750 +341950 +204950 +428900 +289950 +495000 +360000 +220000 +225000 +230000 +398000 +530000 +467000 +160000 +344000 +335000 +250000 +695000 +750000 +485000 +1210000 +775000 +402300 +400000 +682000 +492500 +248500 +475226 +255000 +583500 +302000 +360000 +335000 +910000 +265000 +650000 +812000 +290000 +528000 +415000 +294350 +390000 +350000 +1348000 +920000 +1100000 +481203 +415000 +495000 +675000 +440000 +389000 +385000 +684000 +450000 +485000 +291850 +310000 +425000 +215000 +189950 +270000 +279000 +284000 +864500 +582000 +1005000 +264500 +300000 +840000 +609000 +900000 +341500 +229950 +238000 +270000 +282900 +500000 +210000 +290000 +550000 +469950 +600000 +246500 +609000 +700000 +329500 +232000 +235000 +385000 +180000 +540000 +288400 +351000 +475000 +560000 +1550000 +690000 +293467 +205000 +1442500 +170500 +799000 +216650 +540000 +670000 +463800 +513000 +1250000 +450000 +940000 +450000 +252500 +394000 +1500000 +460000 +660000 +469775 +398500 +639500 +420000 +283200 +554000 +396480 +699850 +570000 +940000 +900000 +465000 +579950 +240000 +535610 +815000 +469000 +280000 +825000 +532500 +240000 +334950 +433000 +255000 +250000 +402000 +2065000 +363000 +326000 +857326 +439000 +605000 +415000 +230000 +524000 +330000 +411000 +370000 +367000 +845800 +607000 +380000 +998500 +465000 +386950 +580000 +505000 +440000 +713400 +479000 +492500 +630000 +460000 +1038000 +299950 +503000 +280000 +540000 +699000 +445000 +290000 +359000 +821000 +740500 +438750 +875000 +400000 +630000 +375000 +352499 +300000 +290000 +1135000 +489000 +757500 +255000 +953007 +834538 +840000 +330000 +890000 +1095000 +655000 +515000 +804995 +782000 +389900 +1110000 +625000 +645000 +1600000 +355000 +240000 +445000 +344950 +375000 +335000 +385000 +335000 +350000 +495000 +930000 +450000 +835000 +292000 +449500 +374500 +425000 +394000 +1237500 +985000 +309950 +473000 +1160000 +460000 +670000 +535000 +195000 +439000 +608250 +690000 +550000 +465000 +250000 +316000 +228950 +689000 +476000 +215000 +715000 +725000 +210000 +405000 +569888 +705000 +329950 +225000 +394250 +175000 +1190000 +734950 +299950 +950000 +499990 +379500 +670000 +242000 +570000 +372220 +345000 +1230000 +274000 +578000 +512000 +725995 +415000 +696950 +320000 +323000 +643002 +375000 +366350 +355000 +490000 +510000 +340000 +716500 +335000 +930800 +262500 +281500 +310000 +622950 +445800 +712000 +500000 +417000 +104950 +328000 +805000 +585000 +385000 +257100 +286000 +215000 +1000000 +435000 +620000 +279000 +625000 +685000 +290000 +518000 +565000 +330000 +790000 +400000 +735000 +255000 +455000 +325000 +570000 +262500 +353000 +855000 +900000 +540000 +517500 +392400 +213675 +1075000 +798750 +775000 +1250000 +206000 +1250000 +476000 +522500 +252000 +365000 +1965220 +570000 +449400 +632500 +159100 +869000 +1202500 +540000 +366750 +445000 +430000 +635000 +808000 +575000 +223000 +425000 +480000 +858000 +380000 +1511250 +420000 +370000 +505000 +610000 +460000 +345950 +478000 +780000 +400000 +430000 +323000 +757000 +641000 +250000 +272000 +238000 +608000 +461000 +325000 +345000 +555000 +593000 +432000 +349000 +389000 +800866 +300000 +189000 +417000 +480000 +325000 +660000 +640000 +167500 +2450000 +385000 +495000 +259250 +239950 +408000 +915000 +551000 +451000 +329950 +251000 +370000 +550000 +830000 +247000 +420000 +450000 +339995 +239000 +822000 +972800 +400000 +620000 +864327 +401000 +1310000 +465000 +387500 +837000 +910000 +300000 +266000 +410000 +712000 +255000 +743000 +875000 +339950 +350000 +310000 +250000 +285000 +560000 +485000 +245000 +515000 +467500 +255000 +1900000 +433190 +1570000 +365000 +474000 +199500 +530000 +975000 +370000 +600000 +1570000 +210000 +554950 +638000 +470000 +565000 +380000 +608000 +825000 +388000 +749950 +358000 +715000 +603000 +249000 +765000 +188000 +336750 +320000 +334950 +264950 +397500 +231000 +460000 +225000 +1309500 +424950 +569950 +330000 +509900 +420000 +445000 +230000 +600000 +445000 +415000 +290000 +525000 +730000 +1060000 +567500 +297500 +449950 +275000 +153000 +760000 +460000 +840000 +225000 +330000 +450000 +570000 +585000 +299950 +362865 +465000 +480000 +755000 +350000 +889000 +655000 +600000 +895000 +115000 +230000 +385200 +240000 +1025000 +590000 +580000 +1564350 +490000 +314500 +638000 +660000 +390000 +470500 +572000 +640000 +323000 +415250 +360500 +523000 +450000 +250000 +347500 +672500 +405000 +205000 +307700 +295000 +705000 +1480000 +502000 +450600 +428000 +978000 +608500 +535000 +1085000 +455000 +952990 +648000 +355000 +950000 +325000 +690000 +577450 +732000 +181000 +309950 +400000 +209977 +355000 +595000 +302059 +571500 +725000 +616950 +645000 +320000 +205000 +325000 +568000 +1028950 +899950 +440000 +666000 +219000 +410000 +277500 +800000 +401000 +470000 +325000 +1540000 +950000 +615000 +295000 +1236300 +612500 +365000 +669000 +412450 +530000 +399000 +378000 +804000 +432000 +280500 +525000 +730000 +351000 +970500 +637000 +365000 +445000 +439000 +325000 +1610000 +537500 +415000 +510000 +799000 +740000 +860000 +433000 +600000 +936000 +473000 +687500 +998000 +712500 +737500 +519500 +317000 +175000 +431000 +335000 +475000 +415000 +672000 +460000 +599000 +390000 +1010000 +720000 +458000 +440000 +674950 +560000 +696500 +569000 +1170000 +375000 +375000 +394475 +215000 +765000 +780000 +1998000 +853800 +569000 +315000 +425000 +404000 +367899 +730100 +229950 +652000 +550000 +235000 +565000 +475000 +385000 +340000 +510000 +825000 +600000 +900000 +536650 +665000 +425000 +234000 +755000 +2000000 +865000 +358000 +268000 +350000 +172500 +657000 +645000 +529000 +325000 +849990 +250000 +302000 +695000 +380000 +490000 +759990 +560000 +855000 +631500 +179900 +875000 +1620000 +307000 +245000 +675000 +1300000 +305000 +479000 +875000 +390000 +660000 +280950 +375950 +394950 +528000 +330000 +358000 +550000 +190000 +782900 +559900 +450000 +814842 +125000 +596000 +245000 +435000 +445000 +1900000 +1337500 +890000 +435000 +716000 +800000 +968933 +394500 +639000 +390000 +351999 +431000 +231000 +264000 +835000 +358000 +655275 +213400 +790000 +229900 +443950 +385000 +259950 +304000 +630000 +236500 +1450000 +86500 +965000 +432000 +380000 +168500 +320000 +548000 +255900 +278000 +280000 +525000 +779950 +504500 +540000 +274000 +875000 +639000 +207000 +370000 +140000 +530000 +937500 +651500 +475000 +234000 +775000 +245000 +425996 +281700 +299500 +445000 +435000 +1380000 +850000 +375000 +330000 +258500 +650000 +405000 +518000 +562000 +350000 +560000 +549950 +685000 +496000 +295000 +311000 +2641100 +499000 +355000 +1060000 +365000 +350000 +379500 +319000 +370000 +585000 +470000 +299000 +1175000 +240000 +230000 +392000 +400000 +1010000 +435000 +345000 +475000 +450000 +655000 +265000 +731500 +889000 +176500 +498000 +292500 +400000 +289950 +3168750 +355000 +312200 +760000 +199950 +325000 +496000 +402000 +722500 +800000 +300000 +405000 +471275 +334500 +315000 +363000 +468000 +499950 +425000 +530000 +242000 +738000 +1045000 +475000 +525000 +1300000 +479000 +690000 +535000 +259950 +589000 +245100 +480000 +1035000 +279000 +237000 +530000 +700000 +410000 +225000 +5300000 +625000 +475000 +279000 +726000 +405600 +700000 +725000 +600000 +508450 +427000 +235000 +345000 +456150 +306000 +803100 +357000 +454200 +424000 +465000 +280000 +795000 +190000 +698000 +575000 +462000 +348000 +420000 +316000 +350000 +361550 +370000 +436000 +1307000 +526500 +303000 +575000 +437000 +322500 +829000 +519000 +364000 +390000 +387865 +825000 +273000 +1750000 +510000 +570000 +490000 +808000 +303700 +170000 +397000 +268500 +582500 +255000 +1125000 +265000 +510000 +574500 +279000 +343500 +218450 +375000 +419000 +510000 +425000 +300000 +623000 +302495 +695000 +596000 +500000 +305000 +365000 +491000 +245000 +254000 +574800 +359000 +545000 +915000 +875000 +625000 +1605000 +400000 +510000 +263500 +335000 +185000 +1480000 +367500 +339000 +432000 +649950 +330000 +895000 +525000 +299000 +350000 +770000 +499950 +631750 +392500 +417500 +666000 +405000 +820000 +740000 +464000 +695000 +425000 +256400 +420000 +622500 +382500 +162500 +1075000 +875000 +150000 +1125000 +299900 +330000 +443500 +585000 +385000 +385000 +669000 +450000 +650000 +1145000 +239950 +298000 +527000 +425000 +632500 +592500 +340000 +370000 +280000 +375000 +835000 +601000 +285950 +400000 +700000 +690000 +820000 +749500 +820000 +293000 +569950 +520000 +625000 +350000 +385000 +748000 +370000 +855000 +235000 +635000 +389517 +250000 +340000 +550000 +690000 +467000 +709000 +302000 +336900 +834500 +317950 +290000 +609000 +257500 +454000 +480000 +540000 +365000 +525000 +796000 +207500 +286000 +572000 +219950 +1025000 +600000 +700000 +219000 +568000 +539000 +1900000 +299950 +308500 +370000 +745000 +598000 +1855000 +372500 +540000 +1050000 +465000 +386000 +580000 +280000 +362000 +435000 +665000 +400000 +235000 +370000 +704111 +607000 +935000 +278500 +1335000 +390000 +357500 +295000 +265000 +975000 +282000 +446000 +890000 +653000 +439000 +315000 +1272500 +225000 +296000 +339950 +241000 +515000 +529999 +299000 +205000 +610000 +444000 +530000 +275000 +525000 +470000 +430000 +921500 +364000 +845000 +450000 +754300 +473000 +242025 +335000 +255000 +449950 +331210 +389000 +520000 +608000 +405000 +688888 +441000 +270000 +365000 +589000 +396000 +650000 +500000 +449000 +371000 +305000 +455000 +926300 +213000 +950000 +389000 +923990 +400000 +577000 +1675000 +465000 +860000 +265000 +1385000 +640000 +383000 +339950 +330000 +570000 +630000 +270000 +1200000 +280000 +325000 +464000 +533600 +309000 +1206690 +325000 +180000 +800000 +600000 +524000 +420200 +763000 +623000 +320000 +560000 +540000 +594950 +775000 +345000 +450000 +960000 +562000 +330000 +234000 +452000 +535000 +615000 +770000 +247200 +1100000 +269000 +299950 +241500 +435000 +375000 +379950 +350000 +1565000 +271115 +484000 +435000 +530000 +640000 +565000 +1070000 +745000 +335750 +249000 +415000 +485000 +260000 +585000 +242500 +319990 +302200 +253750 +278000 +905000 +900000 +845000 +799000 +605000 +805000 +234000 +323000 +299000 +688000 +505000 +158800 +320900 +699000 +565000 +438000 +240000 +384435 +600000 +276693 +675000 +307000 +390000 +497000 +579000 +328000 +585000 +417000 +416000 +520000 +258000 +590000 +1339000 +427000 +240000 +455000 +576000 +650000 +385000 +330000 +420000 +295000 +792000 +1900000 +349900 +565000 +790000 +802500 +825000 +490000 +436000 +500000 +325000 +325000 +515000 +375000 +2000000 +580000 +650880 +749000 +449000 +497000 +412000 +212000 +370000 +920000 +360000 +347000 +265000 +810000 +412133 +780000 +168000 +243500 +591000 +229999 +590000 +257500 +527700 +515000 +347950 +342000 +395000 +199990 +222000 +247500 +364000 +660000 +625000 +783500 +736500 +514000 +255000 +1199500 +765000 +641000 +549000 +795000 +791500 +380000 +610000 +680000 +305000 +437000 +500000 +315000 +460000 +450000 +243000 +349950 +260000 +451000 +875000 +185900 +555000 +285950 +275000 +817500 +525000 +760000 +460000 +654000 +172000 +595000 +415000 +348000 +559000 +677500 +164950 +233000 +500000 +490000 +285167 +530000 +710000 +200000 +235000 +305000 +294999 +690000 +425000 +450000 +136500 +545000 +637000 +583000 +170000 +925000 +585188 +413000 +1050000 +970000 +215000 +260000 +255000 +499000 +510000 +406430 +1220000 +280000 +575000 +817500 +565000 +170000 +220000 +309950 +335000 +514000 +580000 +465000 +566000 +445000 +370000 +702500 +461000 +649950 +530000 +835000 +498000 +212000 +355000 +432000 +254999 +385000 +1034500 +350000 +408000 +283000 +235000 +403000 +415000 +4208000 +399000 +299000 +659000 +635000 +650000 +227500 +395000 +525000 +275000 +625000 +1275000 +375000 +375000 +304950 +676000 +200500 +140000 +770000 +440000 +380000 +259000 +290000 +490000 +565000 +770000 +227000 +429950 +299000 +215000 +400000 +864000 +330000 +580000 +318000 +202950 +519990 +518000 +158000 +437500 +358000 +555000 +539950 +785000 +1600000 +513000 +950000 +357000 +534950 +521500 +605000 +385000 +665000 +435000 +1050000 +751000 +285000 +649500 +349900 +1309500 +799950 +372000 +368000 +633000 +240000 +834800 +487000 +866000 +705000 +270000 +760000 +530000 +625000 +215000 +590000 +715000 +615000 +399950 +405000 +272000 +660000 +805000 +295000 +518000 +536000 +300000 +277000 +497000 +699900 +320000 +440000 +306000 +289000 +677100 +542950 +1450000 +295000 +389950 +415000 +505000 +607500 +425000 +155000 +470000 +515000 +324950 +1100000 +1750000 +676000 +749000 +268000 +185000 +340000 +261000 +319950 +598000 +235000 +317000 +294700 +265050 +440000 +179500 +386000 +639000 +199950 +255000 +700000 +294000 +705000 +540000 +615000 +300000 +252000 +326000 +240000 +560000 +630000 +872000 +389250 +402500 +485000 +301500 +518000 +751000 +293000 +390000 +415000 +189900 +758800 +465000 +829995 +735000 +575000 +418000 +1789950 +604000 +399895 +630000 +340000 +2500000 +474900 +675000 +180000 +415000 +638000 +1165000 +564450 +500000 +397500 +625000 +751000 +322000 +250000 +515000 +197500 +498445 +250600 +502000 +170000 +630000 +605000 +1112500 +240000 +682000 +765000 +437500 +463000 +470000 +720000 +1388000 +452000 +265000 +530000 +567500 +649000 +551000 +225000 +805000 +1050000 +1135000 +386591 +559950 +239000 +150000 +638000 +370000 +1125000 +429000 +345000 +1198000 +575000 +265000 +452000 +320000 +439950 +475000 +660000 +1345000 +390000 +625000 +655000 +500000 +590000 +2400000 +685100 +525000 +355000 +339000 +320000 +546500 +400000 +975000 +220000 +795000 +600000 +346000 +199000 +530000 +2453500 +258500 +165000 +315450 +500000 +310000 +470000 +299000 +270000 +406650 +231500 +755000 +607500 +340000 +450000 +190000 +550500 +235000 +657000 +400000 +585000 +1017000 +489000 +215000 +1050000 +640000 +870300 +346500 +300000 +453000 +295000 +672000 +215150 +374950 +464000 +275000 +403000 +606500 +287000 +995000 +335606 +925000 +1625000 +375000 +565000 +350000 +1065000 +705000 +384950 +280000 +417500 +319000 +379000 +400000 +895950 +514000 +301000 +800000 +210000 +405000 +431000 +1459000 +319950 +693000 +260000 +748000 +84000 +740000 +185000 +299000 +322000 +395000 +325000 +510000 +827500 +360000 +635000 +563000 +1110000 +560200 +297975 +313000 +629000 +775000 +345000 +365000 +375000 +265000 +716500 +355000 +485000 +1615000 +407000 +600000 +359000 +278000 +485000 +242500 +583000 +191000 +220000 +250000 +254500 +279000 +329000 +425000 +324950 +308000 +310000 +356250 +365000 +490000 +1175000 +590000 +557500 +323000 +239000 +714000 +458000 +375000 +302500 +295000 +285000 +905000 +875000 +445000 +600000 +343500 +550000 +229800 +455000 +1075000 +144975 +677915 +187000 +549950 +1970000 +533250 +848000 +325000 +720000 +260000 +544000 +219950 +209950 +395000 +775000 +1190000 +1535000 +576000 +510000 +1211000 +465000 +850000 +196000 +255000 +179950 +230000 +480000 +335000 +1600000 +350000 +226000 +229000 +425000 +550500 +669950 +3418800 +310000 +600000 +1098000 +286950 +415000 +789000 +409950 +350000 +631000 +445000 +1150000 +245000 +330000 +505000 +2466350 +810000 +335000 +208417 +657000 +245000 +345000 +640000 +333000 +326188 +1085000 +610750 +515000 +252000 +1150000 +1063000 +560000 +696000 +535000 +1225000 +390500 +795000 +330000 +325000 +420000 +432900 +691000 +525000 +517000 +154000 +421000 +225000 +575000 +265000 +212000 +471000 +385000 +825000 +338000 +365000 +642000 +503045 +275000 +313300 +545000 +310000 +2250000 +435000 +537000 +875000 +425000 +330000 +399000 +312500 +215000 +139000 +834950 +350000 +269000 +520000 +625000 +560000 +1242000 +2415000 +530000 +443000 +450000 +1200000 +396500 +790000 +435000 +525000 +118125 +300000 +415000 +392500 +331500 +270000 +415000 +312000 +300000 +480000 +705000 +507250 +399950 +1385000 +241000 +2538000 +515000 +739500 +220000 +650000 +360000 +545000 +255000 +200000 +284700 +742000 +253500 +386000 +1017000 +475000 +439888 +310000 +203000 +365000 +1200000 +710000 +275000 +490000 +396000 +645500 +303000 +515000 +260000 +299000 +442000 +1425000 +285000 +550000 +515000 +275000 +349900 +489950 +830000 +367500 +549000 +970000 +497000 +460000 +562000 +275000 +851000 +650000 +805000 +310000 +446000 +236000 +546000 +265000 +509000 +355000 +565000 +200000 +950000 +600000 +865000 +564000 +425000 +450000 +715000 +327000 +850000 +350000 +650000 +446000 +670000 +410000 +430000 +405000 +424000 +249000 +252700 +900000 +306950 +503000 +205000 +324000 +358000 +171800 +315000 +260000 +284000 +550000 +357562 +859950 +309780 +880000 +425000 +268750 +690000 +660000 +255000 +130000 +391000 +271500 +619420 +135000 +950000 +700000 +224500 +994000 +443000 +367000 +310000 +160000 +325000 +459000 +460000 +817000 +680000 +285000 +673000 +435000 +775000 +272000 +171500 +392000 +365000 +355000 +550000 +640000 +465000 +441750 +528000 +265000 +425000 +270000 +400000 +252350 +289500 +865000 +262000 +425000 +340000 +525000 +420000 +320000 +279000 +530000 +453000 +314000 +1950000 +580000 +360000 +437500 +306500 +625000 +590000 +940000 +235000 +285000 +1360000 +411000 +475000 +663000 +954500 +230000 +781000 +373000 +988000 +390000 +506000 +700000 +1150000 +240000 +449500 +485000 +263000 +510000 +780000 +507000 +245000 +490000 +400000 +280000 +525000 +550000 +279950 +809950 +250000 +570000 +245000 +205000 +899000 +320000 +525000 +624950 +625000 +510000 +329900 +309500 +249950 +900000 +495000 +390000 +455000 +246500 +899000 +279000 +372500 +559000 +856500 +838000 +254950 +539000 +460000 +685000 +427874 +520000 +280000 +283500 +443000 +1265000 +615000 +419000 +320000 +269500 +1699990 +815000 +670000 +589900 +370000 +350000 +810000 +670000 +650000 +3800000 +216000 +390000 +452000 +324950 +560000 +286000 +354000 +968000 +620000 +297000 +624800 +563500 +476000 +330000 +458000 +650000 +202000 +557000 +772500 +928950 +1080000 +799000 +407000 +350000 +261950 +959750 +610000 +596500 +707500 +295500 +285000 +645000 +955990 +765000 +445000 +220000 +475000 +950000 +221000 +380000 +1020000 +680000 +190000 +399000 +665000 +405000 +902500 +724950 +1380000 +1565000 +660000 +623000 +299995 +359000 +529950 +1240000 +558000 +270000 +315000 +285000 +229950 +345000 +509900 +275000 +235000 +369500 +1250000 +390000 +350000 +590000 +205000 +499950 +482000 +715000 +335000 +278000 +200000 +1242500 +244000 +390000 +665000 +674725 +1680000 +425000 +416000 +419190 +394000 +715000 +270000 +275000 +302000 +270000 +481015 +235000 +430000 +470000 +240000 +249900 +331000 +305000 +322500 +235000 +460000 +360000 +222000 +664950 +469000 +580000 +674000 +250000 +154000 +1015000 +315000 +320000 +435000 +640000 +272000 +730001 +468000 +545000 +798000 +495000 +290000 +435000 +420000 +570000 +509000 +279000 +505000 +513000 +220000 +280005 +344900 +323800 +340768 +425000 +600000 +595000 +1212500 +1338750 +330600 +579000 +925000 +277554 +349950 +935000 +451000 +529000 +279800 +512000 +377000 +310000 +699800 +133400 +475000 +785000 +442500 +269950 +399000 +218000 +241000 +375000 +926250 +5110800 +175000 +665000 +975000 +470000 +795000 +445000 +780000 +369000 +245000 +320000 +437500 +160000 +537100 +420000 +600000 +290000 +753000 +255500 +1267500 +634800 +645000 +551000 +600000 +559500 +1050000 +420000 +585000 +344900 +370000 +442500 +410000 +400000 +540000 +885000 +925000 +196440 +510000 +395825 +485000 +259950 +689800 +635500 +387000 +435000 +215000 +275000 +364950 +305000 +175000 +210000 +293550 +537000 +495000 +651100 +440000 +520000 +464000 +875000 +586000 +718000 +515000 +133000 +2271150 +950000 +1050000 +825000 +540000 +535000 +282500 +199900 +680000 +175000 +540000 +300000 +407193 +260000 +342000 +315000 +957000 +287000 +550000 +782000 +1057000 +338000 +815000 +420000 +400000 +520000 +441000 +465000 +3075000 +535000 +312000 +554600 +390000 +295000 +875000 +175000 +527500 +610000 +535000 +680000 +359950 +529000 +550000 +611206 +535000 +700000 +554729 +490000 +981000 +215000 +552500 +675000 +250000 +615000 +235000 +451000 +267000 +429900 +535000 +221000 +160000 +315000 +515000 +675000 +550000 +580000 +490000 +260000 +645000 +380000 +405000 +300000 +516200 +790000 +168000 +159075 +410000 +477000 +935000 +255000 +480000 +1037000 +700000 +336000 +324950 +465000 +210000 +621000 +538000 +739000 +300000 +470000 +540000 +404500 +379950 +635000 +447000 +1950000 +288250 +547000 +164000 +335000 +445000 +334950 +425000 +575000 +1346400 +166950 +558000 +456700 +563000 +433500 +520000 +161500 +359000 +544800 +275000 +580000 +860000 +574000 +405000 +333000 +472000 +485500 +300000 +560000 +365000 +212500 +500000 +335000 +679900 +480000 +610000 +525000 +662500 +330000 +840500 +935000 +195000 +505000 +550000 +582500 +505000 +335000 +646000 +375000 +195000 +612000 +423700 +270000 +290000 +625000 +324450 +665000 +439000 +989000 +464500 +744000 +860000 +700000 +945000 +474900 +335000 +490000 +202000 +561750 +520000 +435000 +539950 +710000 +380000 +354000 +264500 +720000 +1520000 +589000 +499000 +294000 +237000 +432000 +330000 +75000 +900000 +479000 +699000 +288000 +525000 +302000 +476000 +1398000 +459000 +362362 +291000 +534500 +865000 +471000 +690000 +205000 +499950 +309000 +400000 +325000 +375000 +525000 +556000 +405000 +249900 +380000 +359999 +401000 +670000 +619500 +557000 +875000 +532000 +330000 +249950 +352000 +232000 +249000 +430000 +285000 +699950 +400000 +597500 +595000 +445000 +420000 +289000 +845000 +765000 +593567 +430000 +506400 +1990000 +750000 +460000 +550000 +495000 +785000 +459000 +260000 +620000 +265000 +312000 +630000 +305000 +535500 +2535000 +719000 +707000 +150000 +339950 +340000 +575000 +349950 +305000 +1079000 +3300000 +440000 +800000 +393500 +147000 +360000 +478000 +335000 +432500 +427500 +925000 +516130 +295000 +555000 +437000 +540000 +229900 +637000 +440000 +557500 +520000 +273500 +438000 +1058800 +560000 +1795000 +500000 +659000 +320900 +535000 +269000 +653000 +275000 +502775 +382500 +460000 +282950 +216000 +268000 +940000 +382500 +800000 +787500 +437500 +431000 +845000 +535000 +329950 +340000 +584000 +550000 +305000 +525000 +720000 +440000 +385000 +474950 +725000 +795000 +1256500 +453000 +850000 +1695000 +1920000 +479950 +1160000 +299900 +290000 +425000 +339000 +330000 +1362500 +588000 +625000 +229950 +229950 +1130000 +605000 +310000 +370000 +775000 +650000 +255000 +452000 +317000 +600000 +429000 +622500 +450000 +482975 +362500 +417250 +600000 +299950 +312000 +721000 +359900 +208950 +339900 +599380 +430000 +366400 +750000 +356700 +695000 +260000 +613000 +572500 +625000 +327000 +462500 +525888 +422800 +125000 +167000 +480000 +447000 +380000 +338500 +237502 +664950 +129888 +315000 +497000 +778000 +414950 +182500 +363000 +1100000 +547500 +810000 +337500 +330000 +420000 +529219 +355000 +330000 +607000 +550000 +407500 +530000 +321000 +462000 +865000 +837219 +265000 +511718 +478500 +247200 +409000 +675000 +765000 +204250 +438000 +560000 +282510 +525000 +2140000 +244500 +695000 +339900 +146300 +700000 +538000 +1442500 +470000 +455000 +719000 +467000 +1310000 +680200 +421200 +1476000 +780000 +230000 +290000 +355000 +950000 +1164000 +257200 +270000 +685000 +235000 +510000 +580000 +399000 +265000 +437000 +560000 +525000 +130000 +255000 +350000 +575000 +539950 +285000 +879000 +330000 +1050000 +682000 +810000 +572000 +275000 +1300000 +282500 +262000 +560000 +400950 +282000 +218250 +359500 +765000 +900000 +295000 +289950 +150000 +451000 +385000 +516500 +257000 +528000 +200000 +661000 +524950 +379000 +998000 +494900 +785000 +331500 +1700000 +199000 +369900 +502000 +732000 +781000 +700000 +395000 +619000 +540000 +475200 +831000 +250250 +475000 +692500 +381000 +469950 +465000 +375000 +1258000 +215000 +1387000 +210000 +265000 +491500 +554000 +685000 +890000 +274250 +370000 +1285000 +1220000 +783000 +491500 +295000 +467500 +341000 +410000 +2225000 +420000 +507000 +455000 +1800000 +400000 +582500 +320000 +616950 +415000 +265000 +315000 +1555000 +810000 +230000 +650000 +300000 +575000 +578000 +250000 +445000 +441000 +559000 +375000 +300000 +645000 +360000 +360000 +326100 +620000 +550000 +2300000 +670000 +458450 +361500 +594000 +417000 +440000 +325000 +439000 +280000 +436000 +770000 +245000 +229000 +915000 +740000 +484259 +394000 +921500 +245000 +352500 +699950 +1379900 +699000 +500000 +800000 +279000 +340000 +440000 +286300 +521000 +253000 +595000 +710200 +495000 +2574000 +180500 +425000 +360000 +580000 +250000 +1450000 +255000 +315000 +294400 +446450 +219000 +250000 +470000 +340000 +808000 +220000 +360000 +355000 +3000000 +335000 +299950 +450000 +350000 +110000 +565000 +585000 +465000 +360000 +710000 +178500 +599000 +545000 +245000 +365000 +450000 +190000 +394950 +358990 +410000 +585000 +257000 +836500 +1901000 +355000 +1265000 +500000 +290000 +325900 +330000 +770000 +950000 +670950 +589000 +500000 +214000 +755000 +940000 +324950 +517000 +182000 +800000 +535000 +495000 +726888 +718000 +582500 +311000 +240000 +510000 +1199000 +450000 +465000 +785000 +589000 +1300000 +1031000 +425000 +399950 +1450000 +599950 +470000 +124000 +1705000 +645000 +450000 +949950 +460000 +520000 +140000 +472500 +899000 +605000 +285000 +1595000 +335000 +339950 +321000 +404950 +540000 +650000 +465000 +245000 +436000 +912000 +740000 +499000 +735000 +705380 +250000 +699000 +452000 +630000 +260000 +360000 +1000000 +774000 +4668000 +842000 +910000 +270000 +817500 +620000 +350000 +2050000 +1485000 +544950 +311000 +466000 +224950 +290000 +450000 +1100000 +398500 +300000 +530000 +361500 +520000 +442500 +1027000 +745000 +1681000 +1400000 +265800 +350000 +780000 +530000 +180000 +525000 +410000 +267800 +577288 +385000 +853505 +349500 +487275 +845000 +1700000 +330000 +1000000 +2200000 +420000 +740000 +393000 +565000 +425000 +225000 +345000 +175000 +185000 +1165000 +310000 +272000 +524250 +572000 +286500 +950000 +1280000 +525000 +569000 +1950000 +205000 +255000 +590000 +296475 +560000 +730000 +370000 +447055 +495000 +550000 +269000 +345000 +1013050 +337000 +320000 +599000 +1364000 +386000 +465250 +399950 +449000 +680000 +240000 +298000 +1115000 +833000 +850000 +650000 +360000 +355000 +875000 +366000 +340000 +212500 +1003000 +276200 +148900 +306500 +729000 +220000 +305000 +562500 +331950 +290000 +578550 +535000 +427000 +265000 +410500 +384000 +438000 +465000 +200450 +823000 +257000 +890000 +680000 +550000 +260000 +299990 +243400 +475000 +442000 +792500 +429950 +685000 +201500 +655000 +1500000 +400000 +359950 +579950 +969500 +639950 +940000 +1100000 +222000 +475000 +375000 +350000 +530000 +750000 +662990 +1045000 +277284 +208000 +400000 +399950 +595000 +330000 +1612500 +229000 +400000 +554500 +287000 +762000 +490000 +635000 +459000 +449000 +260000 +680000 +235000 +415000 +578888 +529000 +536500 +500000 +369950 +435000 +379000 +2950000 +400000 +530000 +425000 +476000 +203000 +495000 +1030000 +394000 +635000 +585000 +565000 +122000 +460000 +450000 +519000 +250000 +833000 +585000 +775000 +590000 +300000 +831000 +374000 +400000 +169575 +862500 +600000 +245000 +1140000 +356000 +282500 +465000 +235000 +615000 +204995 +508300 +425000 +405000 +511000 +212000 +390000 +685000 +1400000 +899000 +699000 +329922 +339950 +416000 +475000 +495000 +327000 +655000 +715000 +310000 +550000 +805000 +280000 +750000 +430000 +560000 +204000 +237200 +564800 +385000 +375000 +610000 +780000 +238000 +554663 +185000 +225000 +500000 +1260000 +342500 +353950 +875000 +380000 +400000 +515000 +330000 +485000 +475000 +520000 +460000 +459800 +520500 +250000 +685000 +280000 +286285 +418500 +306500 +375000 +725000 +1195000 +1050000 +452000 +325000 +408474 +390000 +581000 +750000 +346000 +749000 +600000 +1525000 +454280 +335000 +225000 +940000 +327500 +540000 +445000 +272000 +410000 +425000 +500000 +610000 +1300000 +570000 +396500 +448000 +269000 +438000 +914154 +1378600 +1234570 +299000 +1950000 +623000 +910000 +357000 +415000 +575000 +284900 +365000 +480000 +576750 +399950 +420000 +408000 +2700000 +195000 +850000 +525000 +295000 +549000 +750000 +456500 +819000 +590000 +492000 +314000 +430000 +376000 +190000 +894400 +380000 +294570 +465000 +925000 +1225000 +348000 +1385000 +747500 +339990 +605000 +875000 +304999 +550000 +369000 +650000 +622100 +474800 +1350000 +631500 +470000 +790000 +379900 +429900 +550000 +300000 +352000 +419950 +325000 +589000 +165000 +510000 +403500 +415000 +189000 +1050000 +182700 +232900 +650000 +316000 +988990 +310000 +605000 +680000 +380000 +271000 +585000 +199950 +432500 +610000 +1065000 +403000 +702000 +755000 +362300 +209950 +285000 +315000 +650000 +264950 +340000 +362500 +110700 +520000 +980000 +610000 +654300 +425000 +279000 +376000 +267950 +1000000 +600000 +549000 +467000 +750000 +813000 +223000 +436110 +340000 +751000 +115000 +337500 +600000 +460000 +427000 +260000 +280000 +1335000 +270500 +620000 +325000 +1575000 +485000 +799950 +658000 +272000 +2048000 +488000 +550000 +333000 +279950 +325000 +1150000 +325000 +518000 +479200 +325000 +225000 +720000 +445000 +1679000 +355000 +255000 +337000 +149900 +447000 +434000 +570000 +239000 +1100000 +310000 +630000 +375000 +685000 +1484900 +210000 +480000 +279900 +420000 +525000 +453500 +235000 +575000 +344500 +355000 +546800 +465000 +629950 +938000 +286000 +435000 +490000 +545000 +713500 +685000 +374000 +765000 +255000 +949000 +250000 +260000 +500000 +1150000 +495000 +625000 +1157200 +550000 +240000 +299950 +460000 +567000 +1100000 +270000 +370000 +350000 +740000 +472217 +140000 +975000 +253000 +258000 +430000 +342400 +255000 +295000 +450000 +285000 +615000 +275000 +550000 +667000 +480000 +417000 +1000000 +627000 +366000 +526500 +1550000 +259000 +292500 +532500 +531500 +345000 +1225000 +380000 +660000 +235000 +680000 +358000 +920000 +534640 +872750 +394900 +435000 +525000 +760000 +380000 +921000 +505000 +350000 +390000 +349500 +499950 +2200000 +433000 +250000 +450000 +390000 +388000 +850000 +248000 +705000 +310000 +635000 +580000 +437000 +550000 +305000 +312500 +157500 +537250 +275000 +260000 +664000 +415000 +448000 +475000 +260000 +295000 +630500 +767450 +232500 +303000 +526000 +340000 +215000 +350000 +1750000 +379000 +182000 +336000 +518000 +571500 +328000 +352750 +230000 +481000 +218500 +399000 +830000 +321500 +735000 +920000 +350000 +915000 +305000 +655000 +230000 +362500 +810000 +672000 +450000 +323000 +965000 +290000 +728000 +371000 +1450000 +210000 +880000 +355000 +1050000 +380950 +125000 +463000 +192500 +1210000 +258000 +550000 +645000 +574000 +528000 +1010000 +1500000 +345000 +353000 +875000 +360000 +725000 +594866 +733000 +295000 +735000 +480000 +439000 +433500 +256000 +290900 +279000 +499000 +1229000 +833450 +495000 +370000 +690000 +1079000 +1070000 +210000 +1665000 +225000 +410000 +225000 +325000 +810000 +349500 +241000 +490000 +315000 +763101 +1325000 +580000 +485000 +711777 +305000 +375000 +550000 +375000 +650000 +335000 +315000 +735000 +189650 +550000 +475300 +452000 +658100 +435000 +679000 +712500 +310000 +280000 +441000 +430000 +360000 +282000 +385000 +285000 +759000 +775000 +499950 +395000 +450000 +369000 +610000 +235000 +325000 +315000 +305000 +374000 +665000 +516000 +754950 +450000 +269950 +768000 +316000 +430000 +280000 +382000 +205000 +430000 +329800 +358000 +394000 +267000 +420000 +278000 +133000 +507000 +604000 +330000 +910000 +824000 +291000 +480000 +305000 +620000 +195700 +380000 +725000 +620000 +1035000 +215000 +895990 +375000 +500000 +400000 +461000 +360000 +249000 +212000 +729000 +632000 +120000 +455000 +465000 +282000 +731000 +640500 +500000 +330950 +353000 +698000 +219900 +786000 +1875000 +541338 +525000 +555000 +638000 +315000 +358000 +545000 +1208000 +665000 +399950 +1755000 +405000 +610000 +1095000 +570000 +155000 +1010000 +690000 +550000 +419000 +340000 +160000 +522500 +378000 +610000 +375000 +186375 +963990 +493000 +305000 +395000 +450000 +210000 +350000 +872000 +677000 +565000 +280000 +415000 +590000 +465000 +495000 +685650 +375000 +315000 +226000 +248000 +1195000 +173000 +549000 +320000 +364000 +3567000 +287000 +200000 +535000 +290000 +290000 +253000 +312000 +250000 +239000 +625000 +1810000 +237000 +668000 +221000 +252500 +632000 +439950 +585000 +375000 +649000 +260000 +471000 +305000 +523000 +240000 +725000 +960000 +356000 +650000 +399963 +561000 +760000 +524950 +402000 +562100 +280000 +480000 +570000 +372000 +250000 +473000 +905000 +530000 +335000 +725000 +330000 +400000 +210000 +970000 +1150000 +359950 +1285000 +1200000 +689000 +604000 +768500 +500000 +450000 +535100 +493000 +435000 +629000 +568000 +510000 +1802750 +325000 +332000 +503000 +335000 +322500 +1629000 +968000 +270000 +415000 +270000 +340000 +835000 +399500 +230000 +382000 +425000 +355000 +499000 +640000 +307000 +490000 +315000 +248000 +670000 +1038000 +498500 +360000 +350000 +709000 +211000 +545000 +1200000 +500000 +385000 +925000 +685000 +317000 +575575 +240000 +312500 +2095000 +325000 +420000 +3200000 +524500 +455000 +330000 +260000 +445000 +495000 +635000 +291000 +1250000 +705000 +1356920 +264950 +265000 +270000 +527200 +686500 +395000 +383000 +970000 +205000 +315000 +605125 +287500 +455000 +379900 +420000 +529950 +364900 +250000 +507500 +675000 +1020000 +349950 +500000 +703000 +145600 +345000 +556000 +475000 +527000 +860000 +599950 +385000 +274950 +280000 +570000 +665000 +485000 +620000 +550000 +978000 +601150 +475000 +560000 +462550 +430000 +1285000 +824000 +571000 +644000 +325000 +269950 +600000 +350000 +778000 +1880000 +575000 +291500 +852600 +185000 +615000 +663000 +580000 +470000 +455000 +717000 +1295000 +590000 +334900 +250000 +392500 +2147500 +345000 +500000 +352000 +510000 +650000 +490000 +526000 +858000 +325000 +383962 +1150000 +337000 +299000 +290000 +315000 +182500 +535000 +220000 +705000 +650000 +343000 +530000 +314000 +840000 +525000 +393000 +579000 +1180000 +880000 +199900 +298000 +668500 +800000 +252750 +222500 +275000 +585000 +379900 +325000 +340000 +250000 +481000 +1325000 +799000 +6885000 +265000 +290000 +398000 +567000 +280000 +538000 +815000 +354500 +610000 +303000 +1270000 +310000 +799000 +2890000 +426500 +239000 +429000 +379000 +788500 +345000 +370000 +405000 +380000 +238000 +300000 +1037000 +365000 +869900 +403950 +564000 +1825000 +625000 +527000 +409000 +205000 +1815000 +129000 +715000 +165000 +200000 +353000 +1100000 +620000 +772000 +308550 +369900 +400000 +805000 +735000 +354450 +149500 +300000 +200000 +215000 +281000 +723000 +995000 +685000 +570000 +450000 +245000 +925000 +405000 +950000 +400000 +1200000 +510000 +739375 +488000 +374950 +391500 +700000 +400000 +575000 +971000 +563000 +285000 +2546000 +475999 +607000 +628000 +635000 +680000 +825750 +339000 +239950 +839000 +287500 +750000 +290000 +385000 +209950 +570000 +430000 +299000 +230000 +555000 +865000 +1300000 +170000 +220000 +425000 +295000 +461000 +1328000 +630000 +515000 +300000 +274950 +557500 +383000 +715000 +330000 +915000 +590000 +216300 +1108000 +729500 +388000 +635200 +496752 +413000 +779000 +235000 +409900 +800000 +650000 +476900 +330000 +1400000 +300000 +510000 +1028000 +640000 +765000 +471000 +415000 +469000 +339950 +450000 +237500 +329950 +679990 +413800 +487250 +177000 +399700 +344950 +209000 +629000 +599999 +549000 +680000 +274000 +625000 +376000 +925000 +1710000 +252000 +840000 +525000 +852500 +637500 +200500 +418000 +298500 +420000 +625000 +512500 +235000 +342000 +450000 +439500 +494000 +530000 +305000 +486000 +855000 +613500 +789500 +302100 +233000 +459000 +221700 +169900 +455000 +433000 +835000 +1205000 +261000 +233000 +650000 +869000 +255000 +500000 +319950 +415000 +400000 +234000 +490000 +443600 +412000 +214950 +750000 +210000 +865000 +664000 +1400000 +620000 +699000 +640000 +550000 +611000 +370000 +1093000 +365000 +313999 +800000 +373000 +85000 +380000 +920000 +850000 +663000 +833000 +268000 +423000 +470000 +1090000 +230000 +695000 +318500 +279000 +750000 +818000 +405000 +504600 +1195000 +321000 +800000 +473600 +650000 +292000 +502000 +183500 +465000 +735000 +619000 +525000 +525000 +284000 +577000 +210000 +449888 +530000 +1010000 +430000 +340000 +721500 +334950 +648000 +1702500 +705000 +775000 +605000 +285000 +312000 +530000 +221900 +1250000 +253000 +922000 +678500 +210000 +379950 +480000 +987500 +575000 +775000 +550000 +435500 +185000 +822000 +579950 +429000 +234500 +775000 +350000 +353000 +460000 +560000 +210000 +775000 +245000 +225000 +450000 +400800 +800500 +610000 +939000 +270000 +555000 +875000 +567000 +482000 +360000 +460000 +202200 +619100 +637000 +315000 +802000 +668000 +350000 +680000 +275000 +334500 +515000 +520000 +289000 +384200 +262000 +729000 +424000 +715000 +374500 +1127000 +575000 +452000 +670000 +257000 +527700 +255000 +369950 +730000 +369946 +502000 +729000 +354000 +265000 +595000 +211000 +275000 +725000 +659000 +525000 +258000 +255000 +300000 +2205000 +606000 +559000 +835000 +320000 +150000 +258000 +460000 +635000 +375000 +680000 +467500 +599000 +287000 +515000 +255000 +378500 +350000 +392800 +579500 +399950 +195000 +580000 +1150000 +395000 +515000 +752500 +335000 +312000 +294000 +1955000 +247500 +507000 +357500 +375000 +225000 +190000 +525000 +565000 +115000 +530100 +515000 +712198 +572000 +1230000 +236000 +775000 +818900 +397500 +583500 +550000 +805000 +239950 +235000 +465000 +580000 +1000000 +190500 +2575000 +828000 +370000 +1580000 +269950 +410000 +375000 +170000 +319950 +300000 +612995 +435000 +255000 +400000 +430000 +385000 +270000 +488500 +398000 +365000 +535950 +302282 +333500 +206135 +250000 +259500 +650000 +230000 +736000 +225000 +960000 +620000 +679950 +332900 +160797 +545000 +810000 +435000 +330000 +353500 +357950 +935000 +245000 +318500 +125000 +239000 +870000 +222500 +425000 +331000 +355000 +261000 +465750 +209950 +319900 +780000 +822600 +890000 +675000 +398000 +713250 +672000 +264500 +305000 +330000 +323000 +183000 +490000 +460000 +661000 +290000 +840500 +995000 +730000 +300000 +292500 +325000 +1945000 +770000 +372000 +165000 +1031000 +289950 +285000 +269000 +258750 +290000 +397500 +325000 +385000 +465000 +399900 +280000 +299000 +212625 +600000 +280500 +709050 +121800 +825000 +421000 +580000 +324800 +190000 +424950 +518000 +329950 +466000 +599000 +395000 +600000 +1197000 +375000 +280000 +285000 +291000 +240000 +520000 +440500 +854000 +246000 +740000 +239000 +503000 +515000 +675000 +630000 +3345000 +415000 +475000 +518380 +561000 +475000 +535000 +439000 +399500 +410000 +378500 +92000 +618000 +357500 +332000 +265000 +277500 +231000 +396000 +290000 +379950 +270000 +283450 +216000 +225000 +361500 +1980000 +395000 +505000 +440000 +520000 +337000 +305000 +239950 +1149000 +460000 +445000 +319950 +441000 +340000 +269950 +335000 +407500 +957000 +410500 +438000 +745000 +696000 +765000 +249950 +317000 +980000 +718500 +359950 +1072500 +610000 +629000 +400000 +1378000 +667000 +225000 +209000 +670000 +1050000 +455000 +240000 +602000 +345500 +472000 +575000 +808100 +665000 +1324050 +725000 +405000 +850000 +527500 +360000 +599950 +1100000 +276000 +1272000 +550000 +1278000 +720000 +269950 +810000 +500000 +1662000 +238950 +760000 +905000 +710000 +507950 +915000 +387000 +600000 +255000 +472000 +268000 +700000 +839000 +600000 +530000 +593000 +1300000 +279000 +510000 +539000 +305000 +895000 +2050000 +435000 +165000 +562000 +475000 +481000 +217450 +618000 +600000 +457500 +252000 +550000 +637000 +450000 +475000 +532000 +727000 +463000 +290000 +650000 +242000 +711600 +850000 +505000 +289275 +266490 +531000 +360000 +421000 +650000 +350000 +485000 +680000 +682000 +615000 +300000 +385000 +920000 +267500 +397000 +3000000 +285000 +250000 +1460000 +839950 +173250 +675000 +582000 +685000 +305000 +355000 +295500 +395000 +964000 +560000 +206000 +250000 +655000 +257000 +273000 +631625 +550000 +465000 +485500 +370000 +260000 +330000 +410000 +304000 +204000 +905000 +205000 +315000 +637000 +970000 +554990 +368000 +379900 +389950 +505000 +234550 +315000 +805000 +775000 +219950 +422500 +800000 +220000 +399950 +1175000 +1900000 +360000 +1839900 +759950 +289200 +221000 +730000 +831500 +358803 +269500 +999000 +830000 +205000 +375000 +1000000 +339000 +280400 +460000 +666570 +170000 +799950 +405100 +249500 +470101 +962800 +505000 +219950 +373000 +360000 +412500 +207000 +945000 +406000 +505000 +672324 +458400 +490000 +265950 +619000 +530000 +248000 +313000 +590000 +419950 +185000 +425000 +611000 +785000 +275000 +227000 +295000 +640000 +504975 +405000 +556300 +279200 +445000 +470000 +744000 +452000 +229000 +500000 +253000 +199950 +471000 +605000 +750000 +395000 +205000 +895000 +370037 +3200000 +599900 +501000 +300000 +239950 +425000 +268950 +285000 +1565000 +1052000 +479900 +431000 +315275 +690000 +275000 +626000 +889000 +500000 +242500 +320000 +289500 +435000 +450000 +629000 +177500 +340000 +985000 +375000 +324950 +645000 +162000 +290000 +375000 +497000 +429950 +614000 +580050 +815000 +275500 +442000 +602000 +343000 +606400 +230950 +828200 +230000 +165050 +345000 +325000 +229000 +635000 +325000 +260656 +592500 +279000 +475000 +635000 +725000 +330000 +292500 +301000 +379000 +349950 +640000 +590000 +950000 +128000 +343888 +409000 +750000 +310000 +408200 +588000 +205000 +455000 +525000 +352000 +3070000 +395000 +230000 +405000 +352500 +160000 +605000 +95000 +834995 +205000 +442500 +392000 +255544 +735000 +326000 +416286 +234000 +610000 +199950 +222400 +280000 +489000 +480000 +700000 +494000 +565000 +205000 +225000 +287500 +700000 +635700 +218000 +335000 +1187500 +150000 +824500 +330000 +340000 +332000 +400000 +387500 +615000 +460000 +705000 +242000 +300000 +360000 +649000 +397500 +608000 +2140000 +410000 +1110000 +441500 +430000 +425000 +190000 +120000 +346500 +546200 +430000 +835000 +380000 +540000 +250000 +455000 +252500 +397500 +318000 +325000 +220000 +243000 +870000 +359000 +2288000 +615000 +292000 +295000 +432100 +717500 +422250 +623000 +370000 +626700 +597000 +435000 +240000 +2328000 +309000 +330000 +450000 +380000 +575000 +330000 +505000 +245000 +344950 +575000 +625000 +570000 +379900 +512000 +243500 +236775 +543000 +616500 +825000 +400000 +425000 +270000 +384000 +290000 +650000 +272000 +274950 +297500 +580000 +503000 +358000 +405000 +150550 +900000 +555000 +312000 +390000 +295000 +295000 +560000 +575000 +813000 +215000 +716500 +435500 +1160000 +205000 +350000 +1040000 +426000 +986000 +390000 +465000 +299000 +269950 +410000 +875000 +390000 +385000 +359950 +339500 +554000 +529000 +1440000 +620000 +700000 +260000 +630000 +380500 +360000 +240000 +466200 +236000 +442000 +485000 +575000 +425000 +980000 +525000 +752888 +367000 +482000 +201000 +490000 +179950 +587206 +1695000 +1600000 +406550 +343000 +700000 +655000 +702000 +865000 +250000 +489000 +416500 +1155000 +460000 +1680000 +377691 +540000 +257000 +942990 +715000 +3850000 +430000 +391500 +280000 +494500 +460000 +2200000 +200000 +230000 +388500 +316000 +400000 +892500 +345000 +605000 +280000 +522250 +764000 +272000 +625000 +965800 +844000 +305000 +217000 +227000 +336750 +400000 +814950 +420000 +805000 +540000 +275500 +410000 +250000 +374950 +459000 +775000 +495000 +725000 +322500 +393000 +306500 +980000 +329950 +665000 +300000 +605000 +459000 +585000 +899900 +874000 +819000 +179000 +535000 +966000 +375000 +675000 +783350 +201000 +220000 +195000 +275000 +210000 +267000 +549900 +271000 +825000 +250750 +327000 +360000 +315000 +480000 +208800 +270000 +500000 +672500 +550000 +454000 +647000 +475000 +645000 +160000 +429000 +540000 +879950 +152900 +633634 +350000 +585000 +456000 +720000 +559000 +750000 +254000 +2300000 +287000 +393000 +490000 +237000 +425000 +306000 +810000 +290000 +305000 +1340000 +700000 +760000 +528000 +202500 +196000 +189000 +406100 +870000 +990000 +401000 +731781 +1350000 +230000 +269000 +435000 +223000 +265000 +590000 +495000 +306000 +420000 +479950 +339000 +3650000 +288400 +469000 +815000 +699188 +790000 +415885 +545000 +720000 +285000 +640000 +300000 +545000 +284200 +508000 +265000 +620000 +2600000 +1650000 +570000 +482000 +335000 +526000 +195000 +660000 +475000 +1775000 +736000 +225000 +409950 +781000 +275000 +316000 +560000 +411000 +778000 +365000 +446000 +346500 +150000 +3600000 +897500 +325000 +800000 +239900 +194000 +350000 +515000 +528000 +550000 +575000 +560000 +450000 +334000 +445000 +290000 +575000 +514000 +319000 +355000 +990000 +431000 +236000 +260000 +415000 +420000 +1008000 +191000 +227000 +874150 +286000 +568000 +450000 +180500 +280500 +975000 +192950 +260000 +365000 +1350000 +590000 +622200 +320000 +247500 +679000 +612000 +440000 +1250000 +359900 +1430800 +919204 +1070000 +670000 +1680000 +150000 +461000 +1050000 +329932 +370000 +621138 +608095 +1450000 +875000 +585000 +2900000 +306000 +216000 +1130000 +327500 +1850000 +249000 +915000 +412500 +475000 +200000 +715000 +325000 +426000 +1168000 +575000 +612125 +800000 +795000 +230000 +379400 +660000 +230000 +209000 +884744 +548000 +350000 +500000 +201000 +749500 +385000 +303000 +227000 +495000 +303697 +265000 +421000 +467000 +286000 +490000 +363000 +453000 +975000 +180000 +390000 +370000 +690000 +700000 +245000 +1289990 +543200 +300000 +1650000 +635000 +411000 +561000 +313000 +219950 +265000 +200000 +315000 +398750 +575000 +290000 +253101 +1010000 +427000 +777000 +602000 +679950 +455000 +418000 +315000 +305000 +270000 +449950 +907687 +389990 +471500 +570000 +590000 +265000 +580135 +602000 +1234580 +229050 +765000 +660000 +575000 +269900 +375000 +850000 +200000 +330000 +760750 +535000 +750000 +350000 +1264000 +369000 +675000 +650000 +379000 +382000 +300000 +225000 +455000 +890000 +653000 +235500 +284950 +404000 +372500 +270000 +863000 +1698890 +775000 +625000 +255000 +390000 +890000 +419000 +478000 +85000 +529000 +498000 +600000 +299500 +275000 +600000 +775000 +422250 +380000 +832000 +513000 +170000 +550000 +310000 +635000 +585000 +330000 +106000 +847700 +756000 +295000 +288000 +689000 +269500 +287000 +235000 +309950 +520000 +325000 +626000 +309000 +835000 +535365 +477500 +355000 +3300000 +641000 +1850000 +2680000 +370000 +3100000 +299000 +507000 +735000 +199000 +469000 +247500 +560000 +440000 +951000 +533000 +276900 +680000 +223990 +692500 +990000 +595000 +500000 +1038000 +389900 +490000 +880000 +325000 +350000 +279000 +554000 +160000 +252000 +467000 +675000 +328423 +560000 +411500 +742000 +611900 +345000 +445000 +225000 +677500 +160000 +315000 +542525 +503000 +300000 +397000 +334550 +226740 +253000 +540000 +501000 +410500 +562000 +701000 +204700 +399000 +650000 +697000 +430000 +378800 +425000 +730000 +211000 +1000000 +454900 +727500 +355000 +224000 +515000 +350000 +437718 +241000 +380000 +423500 +332100 +450000 +415000 +435000 +345500 +855000 +690000 +330000 +390000 +435000 +440000 +190000 +1042030 +595000 +254000 +326500 +327000 +426500 +435000 +772000 +616300 +386000 +290000 +219000 +572000 +512500 +450000 +267500 +550000 +433000 +1187500 +641000 +1381000 +421000 +508000 +480000 +571000 +750000 +354000 +366000 +559950 +500000 +426000 +327000 +258000 +635000 +245000 +267000 +495000 +696500 +430000 +284000 +1712500 +430760 +426250 +965000 +587500 +639000 +450000 +340000 +529950 +530000 +169950 +339888 +799990 +345100 +395000 +820000 +1490000 +249950 +415000 +970000 +1300000 +280000 +499950 +1488000 +545000 +824000 +537000 +625000 +600000 +274500 +687000 +756000 +720000 +451000 +680000 +539000 +308000 +295950 +279950 +510000 +246000 +630000 +410000 +275053 +440000 +350000 +625000 +812000 +450000 +535000 +780500 +650100 +870000 +749950 +245000 +542000 +700000 +357000 +308625 +625000 +340000 +375000 +664000 +649950 +265000 +408500 +1200000 +325000 +210000 +277700 +696000 +2110000 +302500 +320000 +1100000 +1135000 +342888 diff --git a/机器学习/线性回归/2/result.csv b/机器学习/线性回归/2/result.csv new file mode 100644 index 0000000..3507bb7 --- /dev/null +++ b/机器学习/线性回归/2/result.csv @@ -0,0 +1,3000 @@ +,0 +0,497214.3370230588 +1,278734.44507582276 +2,953903.9075043217 +3,644502.518234987 +4,139521.62388727564 +5,660981.7838694034 +6,744239.1239869245 +7,1047072.2358311795 +8,345375.52522225433 +9,124766.43496667349 +10,490303.1139893009 +11,137933.82857239153 +12,158475.24256938708 +13,1004518.2905519587 +14,298397.362164021 +15,470453.60009028646 +16,440318.40711523115 +17,588144.9426765058 +18,494164.85147074424 +19,923953.0542350028 +20,1858141.0730345547 +21,699812.9078409777 +22,205594.7955941531 +23,365707.93603057193 +24,542739.8746281324 +25,113462.47574730247 +26,269656.4270321593 +27,715812.168284365 +28,561697.946952428 +29,542486.7921435522 +30,301456.62020719936 +31,629376.2427426431 +32,499655.81449907285 +33,796560.6841454925 +34,166035.79174097854 +35,322773.54683734674 +36,11031.518798300705 +37,411116.7328340232 +38,402158.4641358545 +39,475244.5517584139 +40,389755.1606095815 +41,121445.18674969312 +42,1825978.7260202095 +43,403296.9973500554 +44,685701.2381100932 +45,503630.1317321758 +46,513287.20867470047 +47,233842.38097691385 +48,595264.3831277031 +49,593948.0167493687 +50,805905.1461729506 +51,207082.4137958752 +52,384726.4001138648 +53,1312729.17567425 +54,618806.3509972515 +55,559162.4068967426 +56,626986.6261236168 +57,391009.7015872123 +58,280542.09021268925 +59,422192.876728795 +60,13729.665371932526 +61,984492.209935245 +62,263780.20455080556 +63,460545.0552750005 +64,349190.5524440941 +65,448210.3480863541 +66,601252.3047692917 +67,197973.26654360932 +68,464519.60668281955 +69,929551.1696480099 +70,71708.01417157362 +71,877268.5656252623 +72,475213.0444131751 +73,1151303.09353127 +74,627481.8564452244 +75,229372.68346330157 +76,881700.9082022462 +77,386473.67609097785 +78,1637475.908326854 +79,356415.74834900757 +80,386714.0456889663 +81,1098544.865338048 +82,364613.0567730685 +83,847324.4005438607 +84,928518.3504444681 +85,1738770.2751321816 +86,604010.1947729264 +87,758070.6672522444 +88,464660.66918898874 +89,650174.7712251337 +90,1299488.3130521746 +91,737574.0156973646 +92,121973.61895895295 +93,722241.2729664763 +94,402236.1308095271 +95,349152.2260550619 +96,319215.9941218045 +97,99030.75121872209 +98,434040.5903705467 +99,1053392.3833059883 +100,725935.3023385124 +101,342013.23084386846 +102,287569.2285324258 +103,415202.2858036561 +104,561055.9774604875 +105,792693.1766611525 +106,483810.5715990419 +107,1368666.1006413465 +108,-54546.03992986004 +109,325540.28340931924 +110,465422.99705895886 +111,403354.84590045526 +112,466513.8846429421 +113,319782.44394384173 +114,694958.2168390795 +115,24252.652007484634 +116,1947189.784689175 +117,505982.5656550395 +118,405651.45816860127 +119,659604.9506541213 +120,388691.46339790244 +121,426445.88430763164 +122,1058786.996184466 +123,197027.48112764116 +124,395011.06919632305 +125,1061816.6486218562 +126,943980.0048429157 +127,459978.7402246363 +128,2065127.8056391105 +129,707708.7977440415 +130,819384.2117077286 +131,625850.6458162321 +132,222802.07050413307 +133,272270.9444111866 +134,994874.5389738382 +135,520651.67297571595 +136,530341.0111397239 +137,417593.04627264175 +138,932368.4330608143 +139,201275.18980368623 +140,385378.31637612975 +141,916703.8009530458 +142,633594.3016574827 +143,93863.82591982104 +144,378910.3571588445 +145,2258325.2851623357 +146,562289.8245688053 +147,-78085.33928993862 +148,657061.8940532996 +149,115283.84817209258 +150,1204374.924810608 +151,528604.0427525516 +152,701404.4817125415 +153,1664298.9469886678 +154,213237.14716980082 +155,469772.5508650567 +156,611716.2461656751 +157,558796.3925312671 +158,132052.85040545033 +159,420064.22451717267 +160,1333777.5023198244 +161,554404.6535229308 +162,634441.7819881262 +163,288719.84585202433 +164,1282872.5539568295 +165,245950.52218261675 +166,111311.02820334054 +167,644130.3516045285 +168,196558.7435899073 +169,480179.5778479348 +170,61317.33915503515 +171,980235.8857445578 +172,388116.15217702393 +173,455767.55328873557 +174,146895.7726086722 +175,931523.3927638662 +176,696470.0212042369 +177,109275.16622376599 +178,163585.23816426558 +179,284244.8812313153 +180,-40198.16536463963 +181,1230342.8815061413 +182,540996.093689268 +183,388410.86457637127 +184,297517.2563038431 +185,734403.0130806945 +186,569171.4367880963 +187,609535.7990530247 +188,421757.2928175946 +189,578040.030983833 +190,166461.58599307376 +191,206052.31905910757 +192,94971.44880125677 +193,321131.0601712868 +194,381741.1847840259 +195,419527.5185815395 +196,276855.8793380071 +197,558864.8679238214 +198,809458.6512778549 +199,900105.1113072481 +200,828160.9596712795 +201,1271387.466233878 +202,635170.4192968244 +203,695600.142844684 +204,194938.3262862477 +205,464410.42654370563 +206,336095.4512566513 +207,564573.7765311456 +208,234616.6164192441 +209,203018.74598148325 +210,989735.1751819093 +211,589562.8831360664 +212,1286516.6619561468 +213,251530.04415398574 +214,136177.7708208203 +215,690884.934578651 +216,366160.8003672435 +217,375790.13661046827 +218,165045.46644160827 +219,146118.56686177518 +220,978579.1015113714 +221,569125.5378598389 +222,786917.7486675415 +223,532152.3253174765 +224,258270.74037647754 +225,288219.4590805579 +226,114547.48146578076 +227,216824.52282582247 +228,126948.6401854551 +229,226707.71712532407 +230,666297.6546991561 +231,1069039.2166974382 +232,825333.2436966413 +233,131894.17176381347 +234,1174873.8848243058 +235,491363.2880880161 +236,585610.495642287 +237,875792.9548707866 +238,931675.9805905799 +239,530331.5711300302 +240,478364.87684571766 +241,435812.6651609095 +242,690032.1432518725 +243,564858.1604318848 +244,865413.5463168196 +245,262404.38763487054 +246,531292.4466138419 +247,392736.2714564018 +248,876698.2176790185 +249,976116.2289858988 +250,888810.9902778639 +251,508948.69515267597 +252,897863.1367844647 +253,1386257.5973387603 +254,624740.31833639 +255,76468.47304337221 +256,438246.6426948431 +257,1054451.158824745 +258,493169.27912668174 +259,631137.8361352367 +260,651220.1701868507 +261,303530.8560173182 +262,827121.0345495698 +263,797782.6006063198 +264,451579.7872243988 +265,357547.3115501985 +266,719230.7760818361 +267,616581.2430925386 +268,542108.9832221472 +269,1754145.9725090708 +270,753954.3416127434 +271,515951.9225930753 +272,762582.74045191 +273,571712.9775762138 +274,770192.5851981316 +275,271043.8269523483 +276,1010729.6698807584 +277,613715.4088178157 +278,267021.1167910632 +279,553942.5250648829 +280,547133.6577951278 +281,431223.56435800006 +282,654666.2538230974 +283,257418.3000326623 +284,203868.21324465203 +285,389035.5223971744 +286,414004.3853998927 +287,393652.23179315345 +288,1312161.2724240026 +289,406110.0067105207 +290,307740.7602019189 +291,491393.86723853415 +292,401567.83204481704 +293,473992.6708988412 +294,903141.022719598 +295,962784.4330282275 +296,521238.9220202664 +297,249472.3033709359 +298,835534.6932388685 +299,794465.1497279617 +300,38116.58249381068 +301,207230.65122890152 +302,950138.6991077376 +303,1237395.8166267462 +304,619633.0196470523 +305,830754.0388729206 +306,270600.7324727038 +307,878400.0126235589 +308,347340.64057644235 +309,552368.5638606934 +310,-51040.032831997116 +311,297701.1486749463 +312,130394.24162537971 +313,349765.8156224893 +314,246912.9580206839 +315,505942.6105567658 +316,607299.1208623095 +317,202919.35329931008 +318,745811.7252918836 +319,1944122.2132612518 +320,463587.1726151091 +321,434284.33132848586 +322,64626.76488294132 +323,429690.2523296155 +324,885986.5949761063 +325,861072.4681177392 +326,755602.8718911811 +327,514126.40319620864 +328,1351053.5220181611 +329,68772.46224346105 +330,317563.50878583465 +331,174481.959063089 +332,568241.6555650014 +333,597815.9501359385 +334,449763.11830532725 +335,279591.47560065344 +336,-61958.507324432954 +337,746748.7410657331 +338,548797.0448803774 +339,354471.95682779734 +340,381985.67609734647 +341,619332.3715454274 +342,858103.8090068846 +343,700927.4324184585 +344,269856.4015937558 +345,166523.5797907131 +346,67098.42350748397 +347,727332.9182677675 +348,405666.05501062016 +349,290206.1943145357 +350,427809.67383460235 +351,389133.42622687365 +352,1072276.4042874947 +353,342843.6142349995 +354,211103.81681683823 +355,562714.0269862413 +356,304890.84188091906 +357,639049.6933747496 +358,-334757.32354988734 +359,565151.3651012133 +360,1348267.084830217 +361,88136.86552341143 +362,-32957.32487009553 +363,119636.48920260125 +364,348807.14717509295 +365,444192.0038584294 +366,254935.03052025876 +367,304335.4571327064 +368,57599.77341560298 +369,881114.44377243 +370,1266553.5026422832 +371,849288.4148333244 +372,475703.92319314706 +373,482219.17915765324 +374,1394523.3501046062 +375,134780.83911739255 +376,287752.2557128751 +377,902848.2531436613 +378,746728.768362418 +379,355320.01038889366 +380,753289.6131156452 +381,695117.8107223079 +382,356108.8136539331 +383,680816.6282105242 +384,661805.4988283097 +385,1148738.1856374703 +386,358742.96240919374 +387,837860.5986118744 +388,521739.21967036475 +389,492412.11968065216 +390,183545.73976346652 +391,960112.3400234889 +392,149028.49544292025 +393,447054.14323783293 +394,-196960.18073492678 +395,403724.75551204477 +396,20582.286597413884 +397,934029.7041715783 +398,617277.9774855156 +399,657487.659209184 +400,111186.92136151722 +401,1326843.987098441 +402,712522.5962446906 +403,68933.16408289596 +404,512628.7520616349 +405,1574415.539801837 +406,1059242.6985570947 +407,-36641.70265671855 +408,249951.26679854374 +409,962431.3793814763 +410,702340.8436053097 +411,91306.16863133339 +412,241561.9697429975 +413,103651.80837761785 +414,561182.8702813785 +415,470306.23282758717 +416,440082.21406568354 +417,136308.28567479056 +418,474176.669580013 +419,540631.7694397292 +420,268840.4189499435 +421,100865.30177559686 +422,234126.96124590852 +423,527367.2953789438 +424,190034.21532928414 +425,748232.0986748796 +426,337898.4793229188 +427,547305.1084091851 +428,798606.1642892841 +429,113468.1120305616 +430,387934.5488363784 +431,595601.6081301303 +432,836712.9580912112 +433,178519.72690023226 +434,458725.01631196565 +435,856407.6093743403 +436,72594.14977076882 +437,579234.8472807908 +438,1423298.8159476677 +439,487440.2845253872 +440,539652.3055842202 +441,537329.1033871509 +442,778368.8236436405 +443,470500.68589568767 +444,1412505.7584422785 +445,665093.6408575526 +446,368168.68096309644 +447,424579.92820182815 +448,1378365.497685173 +449,586943.1553085537 +450,316374.33345393464 +451,538654.3207667146 +452,92084.15034558758 +453,519618.5987983821 +454,539260.3418256472 +455,696648.0949075652 +456,195451.40052651928 +457,163424.15159600048 +458,181498.25511187752 +459,636342.3180469796 +460,258687.62166955584 +461,472910.07409652125 +462,296915.8737625928 +463,254323.92605695978 +464,144172.9712457687 +465,499658.0498162799 +466,364551.0043879505 +467,568761.5260777433 +468,172150.8754957007 +469,445938.62621452624 +470,282501.3414372662 +471,362391.4279364345 +472,327697.5768807292 +473,365931.71852458396 +474,215241.35985883407 +475,475636.51777652476 +476,492381.30506374664 +477,213791.38778813783 +478,298861.3035996875 +479,391658.67407005595 +480,284273.8841761764 +481,425074.71885005955 +482,475789.37700689374 +483,417252.99669195863 +484,285980.45776944025 +485,395133.06504915224 +486,566424.5581316759 +487,456388.88238724205 +488,298586.69091638934 +489,361652.80333001027 +490,1141513.527188789 +491,513712.12043667375 +492,87509.9665966648 +493,502026.5944283188 +494,91351.35592673783 +495,979428.4773616303 +496,449618.27217568166 +497,987039.0300221475 +498,344642.3222621337 +499,601590.0318806416 +500,818690.8321326053 +501,777389.1543533374 +502,773700.1442664111 +503,195966.23751953687 +504,675559.6288304495 +505,551063.0827208533 +506,605401.6016389896 +507,433750.2874809324 +508,1117449.922201721 +509,333544.2435214422 +510,863996.6615348147 +511,1074552.1488218945 +512,743265.9697794078 +513,318848.18282913766 +514,1276412.9717728836 +515,655346.246666174 +516,511668.80729707144 +517,494786.4448931855 +518,433418.06883106043 +519,489935.0640507358 +520,206967.77975237515 +521,44059.511785307084 +522,1319564.0862848233 +523,979874.3083689854 +524,712081.664963277 +525,330875.8702578057 +526,665711.7120025342 +527,439529.92548831657 +528,641657.5693083763 +529,316135.9553066045 +530,274711.27665496 +531,191663.55676505162 +532,441180.6697865755 +533,1033570.3956014874 +534,736655.8803563867 +535,751003.4465837487 +536,271377.3193058162 +537,834011.853776761 +538,1136384.92290653 +539,379957.7448119784 +540,121977.6154177261 +541,906517.540756175 +542,1108806.5852522892 +543,152759.6632537769 +544,1130451.4701901358 +545,546272.3280351333 +546,148871.66926686646 +547,478549.55092512665 +548,405419.49062284094 +549,225760.25375514018 +550,1144924.456161715 +551,460316.6978377723 +552,423723.1051626775 +553,219006.17250405787 +554,481000.02435821516 +555,221233.32409171184 +556,810023.6796624713 +557,433788.40537670057 +558,278758.04489899124 +559,349428.3001405386 +560,277929.3505412277 +561,200151.33050269447 +562,1510281.3136038305 +563,359933.64725020714 +564,211465.30486496212 +565,805740.1515800881 +566,185169.25892982073 +567,695271.040058252 +568,247799.10566851782 +569,593988.7794066322 +570,445119.36252884613 +571,227137.12240029272 +572,354044.0750106027 +573,640749.8267979772 +574,751580.644044498 +575,-80318.09276401071 +576,1181311.9076695242 +577,461818.6075267249 +578,634575.2412229807 +579,155490.29052469565 +580,452445.0240770867 +581,608189.0751354478 +582,254746.75884674262 +583,784036.4431688212 +584,682528.193214473 +585,158830.37153722468 +586,271655.2200267798 +587,331026.56979511527 +588,378350.0686448575 +589,532171.5475832475 +590,536650.226591548 +591,-185775.99125645042 +592,500503.5891541062 +593,-21687.179793601914 +594,705714.2078935573 +595,186295.18827794364 +596,772023.3370665828 +597,429198.96944124566 +598,316028.733829901 +599,386680.31890775845 +600,662688.6211843624 +601,535111.3557426713 +602,462699.51558732276 +603,679517.9897324791 +604,657558.7118527872 +605,114557.10950325406 +606,687110.1507429129 +607,542197.0554037346 +608,683444.4671914907 +609,917774.2148354718 +610,518403.8190123552 +611,167635.68463741522 +612,599722.7832832838 +613,1564410.7099918541 +614,115015.91916711163 +615,775125.4055786354 +616,783424.9008510356 +617,325933.48180350533 +618,394808.91469661193 +619,835482.2657321071 +620,718606.3404193389 +621,470539.21323503554 +622,352198.59942723694 +623,593530.9552769437 +624,390454.22451858735 +625,394254.1700264113 +626,134154.10439655738 +627,367787.54753275146 +628,343189.2070367731 +629,696732.5605508935 +630,342588.998652535 +631,828009.8976998347 +632,233329.944565386 +633,669505.7617612315 +634,412963.5781284843 +635,445633.5743587129 +636,572024.864055572 +637,230854.4151949323 +638,96747.85064328858 +639,425997.1105635195 +640,119497.61549466476 +641,438918.0517163781 +642,653488.5994276749 +643,1057984.5316119539 +644,-181019.19312160998 +645,394415.84585104405 +646,409682.0602127942 +647,472158.77448644536 +648,402984.1457616928 +649,254152.11505716934 +650,1315897.0119537893 +651,358101.53272081935 +652,1438914.6929128491 +653,260740.864760179 +654,615159.0805342894 +655,454287.80299307057 +656,218516.3837980691 +657,317049.7794982103 +658,925368.4862453247 +659,572113.828380026 +660,616539.734014084 +661,1053479.364403524 +662,334051.5070629498 +663,498591.4836078123 +664,520535.39180941216 +665,1496383.5883226506 +666,366670.32761224697 +667,362508.1320612312 +668,552264.4720758995 +669,548675.4334919335 +670,537516.0609617113 +671,373440.08681421203 +672,1677528.1022557826 +673,267811.34336808213 +674,370531.61376805324 +675,520274.3369561437 +676,948223.3826646075 +677,732784.7370163823 +678,315799.2016714822 +679,783447.9134502163 +680,264862.70281339757 +681,255534.96951389458 +682,434055.942262709 +683,878966.3045876712 +684,480533.281074999 +685,276789.6699510353 +686,662394.6235863019 +687,762354.063043946 +688,790702.7090030599 +689,913254.6870779159 +690,520762.8045976218 +691,911875.6506778231 +692,449555.57416330813 +693,802030.3937933736 +694,392387.49437432317 +695,934175.9238929538 +696,278544.73560984374 +697,198696.56262083736 +698,336342.9815491695 +699,741540.7828554959 +700,490269.96844715497 +701,468487.69234138157 +702,644807.7794069238 +703,600592.0122222523 +704,589656.4144087967 +705,404141.85691103083 +706,393543.86063803895 +707,519146.08117622195 +708,283277.0837577079 +709,152647.727254375 +710,358431.482135835 +711,-113380.59264268912 +712,355423.02830624103 +713,650285.2275811963 +714,302439.5859114247 +715,476700.3246601288 +716,301927.8299632522 +717,1362804.8556238743 +718,344956.74209713866 +719,547751.3645526888 +720,99841.10983633331 +721,479339.99783314276 +722,71876.1465492656 +723,502628.8241319958 +724,624834.9684402233 +725,488597.79021707294 +726,338755.06991305423 +727,550936.8812918675 +728,341553.1225908288 +729,426920.8008029808 +730,444256.81127185037 +731,1257039.1301771514 +732,136895.6155347132 +733,459781.0343918764 +734,518119.88590050733 +735,835473.4839577266 +736,1604402.3216613354 +737,1203157.9983865465 +738,243579.4812146395 +739,300593.79505069426 +740,550655.8756975244 +741,696308.6128578297 +742,939917.0658922164 +743,272316.80587942665 +744,475785.73341447255 +745,179786.56512511213 +746,758112.7890827429 +747,712442.013375486 +748,106048.81085239962 +749,278417.54334079335 +750,680127.9615395975 +751,433726.2298904485 +752,928619.380869971 +753,298446.0421844206 +754,1104113.5870948494 +755,335903.56073088513 +756,100274.41883953358 +757,474743.54807920975 +758,407924.2090660556 +759,325309.369668597 +760,393290.28013451037 +761,622128.2715584147 +762,859811.0888725241 +763,823985.4694028954 +764,300286.3762854511 +765,-5672.977312875068 +766,466238.8865978938 +767,294431.51644432405 +768,475003.84495487367 +769,471478.5319236092 +770,660930.0150901873 +771,1030805.6162817773 +772,1258671.2641585674 +773,383904.40111490793 +774,613834.3447522642 +775,870842.5747288183 +776,642083.7958038587 +777,645879.7792174218 +778,661408.3519485056 +779,664285.2215997285 +780,132789.26192997315 +781,965966.147940183 +782,746993.9108458773 +783,798770.970061139 +784,277145.7976618176 +785,486327.3786413148 +786,305649.17712672846 +787,120532.64948538248 +788,497339.5214580101 +789,939234.5418084097 +790,3185.619389403553 +791,431057.9569318198 +792,657933.0375371398 +793,249586.7881108243 +794,896398.34675382 +795,342489.3560633481 +796,603398.1468511091 +797,450495.8914650349 +798,713507.7394006902 +799,211678.6008443393 +800,1768171.4853259618 +801,474852.4070349005 +802,1515702.5657756296 +803,385780.7095906002 +804,502044.0062630365 +805,377108.3130418358 +806,798158.33167215 +807,767107.2692630617 +808,227078.96104380215 +809,170529.09545093006 +810,675670.2490071905 +811,234232.2283558905 +812,454507.72110302805 +813,346626.45375299687 +814,957746.7500702305 +815,394345.88427000085 +816,388296.0842072407 +817,962220.7865357065 +818,29916.127971070353 +819,1142746.018776062 +820,925040.1499158471 +821,747432.4052375841 +822,1526517.4230765863 +823,5489.985827048833 +824,890101.0869434887 +825,1018771.6542286474 +826,584312.468798718 +827,285303.3180502322 +828,431033.9651858503 +829,9622.561195169168 +830,572272.2755902453 +831,972760.4894260365 +832,133231.62257741822 +833,571985.3778824583 +834,319967.4219054282 +835,711751.4109419828 +836,366569.2913555353 +837,645308.3588327501 +838,231659.5004230924 +839,1074297.437909441 +840,346360.92305287754 +841,250627.10871580604 +842,715096.9775424318 +843,430527.86482055485 +844,1121990.2895463416 +845,255471.1999280883 +846,137302.75753101968 +847,571157.8865499996 +848,649079.0667512488 +849,2772228.5906372187 +850,457814.4612726356 +851,96377.540332456 +852,419214.770569153 +853,674283.0662115641 +854,397678.11927096336 +855,120127.37562366383 +856,383800.2609468413 +857,1070095.6511849896 +858,512462.2643561481 +859,446729.09571457584 +860,939268.8683466135 +861,331758.9893578404 +862,296604.0081418195 +863,121429.23392724316 +864,1331967.3144854219 +865,661371.5569817516 +866,575151.4073125031 +867,249218.10166920704 +868,71574.07273116906 +869,546302.1552481888 +870,326570.2037567033 +871,196695.49934427807 +872,636454.6614459276 +873,746931.6547312979 +874,542377.2237617756 +875,732001.2795845312 +876,101475.88806094031 +877,556997.3781858897 +878,553736.7989212822 +879,385340.99691165856 +880,459064.74154944136 +881,-30972.49242159346 +882,814984.6287336872 +883,302969.54163994326 +884,257124.3479073621 +885,183670.09086762363 +886,1244138.562720885 +887,586520.9061970856 +888,397201.46097829985 +889,312947.5368329594 +890,510436.3174315834 +891,366350.3535542311 +892,569531.3668112141 +893,674062.3001106856 +894,559496.379606266 +895,493177.6353116188 +896,414876.5721949324 +897,-95302.35968438638 +898,764170.809549604 +899,259755.49177130824 +900,347515.175056736 +901,702047.1892689308 +902,349265.0932009667 +903,182846.46955402347 +904,901176.751376666 +905,112134.20007952314 +906,729879.3158842798 +907,193365.81781630323 +908,586027.2321161872 +909,732102.718737949 +910,285173.82890472683 +911,377037.80640071677 +912,870753.454222635 +913,528744.8064212024 +914,381658.6453816851 +915,437418.1968227 +916,363815.89032471913 +917,153938.3426604513 +918,308571.37879588257 +919,217384.37829615432 +920,612924.8408760244 +921,832741.430849753 +922,863887.4808982314 +923,255005.83978260006 +924,442289.5429564441 +925,270412.7877441359 +926,328760.05308778456 +927,979573.4654785121 +928,367682.67004967213 +929,595255.4387253412 +930,314605.70418560517 +931,518260.2490947988 +932,405183.7656340728 +933,164593.0776177714 +934,466150.2712789152 +935,180170.72194537747 +936,642326.9541941634 +937,271245.0927593622 +938,655805.2414860475 +939,390226.7435030622 +940,531435.526997563 +941,669865.2523409465 +942,586335.9534359436 +943,763511.8379103559 +944,586156.9395774079 +945,1188598.3754591695 +946,497366.40608619933 +947,706112.4622254074 +948,699371.8720939745 +949,357454.0919295888 +950,1448808.1365184584 +951,446276.22331888427 +952,524856.7531837635 +953,717131.759898631 +954,1128751.4269227632 +955,176715.18129446864 +956,780803.2510120405 +957,184685.46444400446 +958,526421.3756249592 +959,691587.6314014231 +960,294777.33985984663 +961,863616.4927407346 +962,496367.2242683688 +963,299291.0389066207 +964,1328226.2004558793 +965,218417.446270096 +966,1574221.128943562 +967,336556.5625374112 +968,653966.3240151587 +969,472324.6585910851 +970,201379.1919392952 +971,415601.4752856031 +972,205182.9122768023 +973,395198.87906853715 +974,134145.78390190372 +975,1224483.9234735179 +976,616174.663495076 +977,-85074.0121138544 +978,341368.29790599865 +979,282150.36905919254 +980,1220753.8422819083 +981,269092.1084948082 +982,510071.1845686587 +983,410706.8491420108 +984,834525.1852497001 +985,63007.20848477032 +986,486021.97214002616 +987,615167.3349386458 +988,237244.80550787487 +989,290551.7482811905 +990,666213.8465597577 +991,862770.9012850657 +992,205212.60130907845 +993,615889.6917399425 +994,738796.3400958295 +995,519436.51179563685 +996,358283.29907145177 +997,1602207.1046920456 +998,837197.6012162588 +999,820240.3782629786 +1000,218523.67092681193 +1001,538249.5544043154 +1002,398982.542872175 +1003,641048.7386511348 +1004,1107297.8705036123 +1005,136204.67922911164 +1006,690393.6829845145 +1007,804829.083280389 +1008,449801.1606256021 +1009,323964.2574867314 +1010,1447174.5241481015 +1011,724761.2281763267 +1012,-27582.8629053114 +1013,219860.80611925985 +1014,1053469.9480493488 +1015,732567.1792595248 +1016,611145.2816668005 +1017,578953.0653168574 +1018,1345193.247207283 +1019,315906.88732606126 +1020,546863.426776418 +1021,556435.190072724 +1022,68503.74197497469 +1023,509588.2985148949 +1024,511057.8531416296 +1025,504455.48970152345 +1026,556557.2190518696 +1027,664110.1856716516 +1028,372414.1459794401 +1029,509342.77300169924 +1030,489977.7750358153 +1031,-200340.5019789908 +1032,447181.84588698565 +1033,88613.46075563785 +1034,432205.88773794915 +1035,810980.769334096 +1036,700056.9632879228 +1037,405835.00791766355 +1038,305191.41814284015 +1039,365279.925603191 +1040,308559.0085422051 +1041,651008.1632775521 +1042,1193645.6474497467 +1043,814386.9143380035 +1044,1142460.5953103793 +1045,1117910.6296900976 +1046,589062.685578003 +1047,488521.64998068986 +1048,144814.94032393832 +1049,1483687.399997509 +1050,162129.82237460377 +1051,631181.9452971832 +1052,411150.24958141334 +1053,769879.631888475 +1054,628336.5911200593 +1055,1119480.3717579325 +1056,1470007.1863707597 +1057,764808.0803474048 +1058,343409.8269219346 +1059,260817.81060159736 +1060,605036.223146713 +1061,1050133.935975891 +1062,741320.3697040161 +1063,776711.5142608754 +1064,207120.41543329624 +1065,859121.8324825057 +1066,792162.2174702827 +1067,833603.452928119 +1068,1790928.2986326832 +1069,641323.7344335022 +1070,333550.065678298 +1071,493158.6619334606 +1072,347659.55556454347 +1073,165620.87659367407 +1074,359724.6943787475 +1075,651504.2226451224 +1076,4598.648224326142 +1077,550456.2234355105 +1078,355635.44808084343 +1079,453732.02352720173 +1080,378021.84848080645 +1081,833557.5025544082 +1082,152280.26011195767 +1083,14905.326186036982 +1084,421299.46284807345 +1085,251586.60193266952 +1086,506092.71724064415 +1087,1560945.2364913202 +1088,896717.5274015708 +1089,1070982.7425885447 +1090,586937.6440119653 +1091,347929.8666577062 +1092,16309.787160851469 +1093,621842.7558425446 +1094,585820.9632586107 +1095,664731.1193444653 +1096,384247.4990386416 +1097,624399.25035177 +1098,334100.1863191881 +1099,258039.20707847533 +1100,427788.85194619384 +1101,502124.03942015383 +1102,643096.4778566525 +1103,303640.01610226324 +1104,480708.48474509036 +1105,542298.412055401 +1106,102803.23115500587 +1107,454855.5539237447 +1108,105143.19264149608 +1109,503114.285408141 +1110,1110821.7109075314 +1111,567218.0181604896 +1112,369889.56427149836 +1113,755492.9664392683 +1114,324938.86320269504 +1115,209233.88270155364 +1116,75827.84761289903 +1117,1220287.2366165994 +1118,218902.0678312056 +1119,435507.21791553695 +1120,232809.76823018637 +1121,1153154.1526069865 +1122,537482.3385784014 +1123,654473.9385974173 +1124,523013.95523583575 +1125,414378.44407378 +1126,408566.68453163886 +1127,453992.7916729277 +1128,200935.06091075618 +1129,459497.620245024 +1130,545974.5865656058 +1131,1069306.9630536712 +1132,365232.48505496664 +1133,600182.5367886698 +1134,494684.9984036456 +1135,618079.4830414882 +1136,588338.5162160526 +1137,1350675.528351142 +1138,712034.0115713016 +1139,903573.3686929554 +1140,376899.728708814 +1141,-27062.418344679754 +1142,306376.16791124886 +1143,411025.46547957556 +1144,1150914.221525277 +1145,842743.8339799329 +1146,663401.4018435217 +1147,279471.5582729915 +1148,477447.27721162327 +1149,396997.19677864364 +1150,539704.4935373723 +1151,1060946.399902457 +1152,1702377.2623792966 +1153,185724.80336975324 +1154,490013.08871951094 +1155,267683.18613584316 +1156,641271.4938697874 +1157,626319.7044845317 +1158,911633.3322317206 +1159,446355.2601310712 +1160,527669.7767981839 +1161,625954.57111433 +1162,475513.1023856031 +1163,302542.2978609068 +1164,876159.3133739763 +1165,898416.7904222984 +1166,1170689.003080912 +1167,326520.869834488 +1168,430444.672967928 +1169,1146367.339517007 +1170,221045.01778531412 +1171,414893.1709843944 +1172,102931.44151618128 +1173,583030.5775119126 +1174,718714.0392026567 +1175,292693.4676802127 +1176,1758636.687159543 +1177,427894.60864660284 +1178,690388.6002329249 +1179,439554.4901317337 +1180,490656.78940668586 +1181,662393.6877617174 +1182,293508.994512122 +1183,1203984.2430872745 +1184,500819.4161416115 +1185,699599.6562612046 +1186,553401.7324059916 +1187,459612.8793783722 +1188,560380.886619437 +1189,709526.1080005997 +1190,367947.2989298295 +1191,203234.91399168072 +1192,785758.9410812346 +1193,515223.4630203487 +1194,541161.2313136843 +1195,693862.1555360903 +1196,128336.04538483708 +1197,533731.5601365272 +1198,628419.5578922736 +1199,852061.5715533799 +1200,323209.3475670973 +1201,584489.3613487068 +1202,204830.6095315183 +1203,1244964.5474142497 +1204,1105808.6497032647 +1205,359086.2597192832 +1206,737805.8544475136 +1207,1143954.711113711 +1208,345270.09730448143 +1209,238802.61907290225 +1210,598573.87946898 +1211,448809.7062234413 +1212,144567.9043008978 +1213,91711.93649301934 +1214,1257589.1589419255 +1215,369788.2427933138 +1216,766866.6780037271 +1217,686989.9166882987 +1218,1106823.0881421617 +1219,236507.38292165817 +1220,812448.5603549512 +1221,948768.1046234438 +1222,400873.01356077753 +1223,342792.2578087229 +1224,355359.42096806597 +1225,257310.43265778187 +1226,374650.46980833705 +1227,192579.10451529565 +1228,129995.21932978003 +1229,1152023.7610873212 +1230,491470.5761036343 +1231,817710.4382436114 +1232,954751.6914440267 +1233,933309.0914673161 +1234,433812.102714504 +1235,796432.9252658349 +1236,231021.32392542227 +1237,460772.1671293479 +1238,806644.1973599355 +1239,252024.27332577092 +1240,351032.5637452019 +1241,328724.02665520774 +1242,708723.7208348892 +1243,550533.6375531774 +1244,1034244.9521929448 +1245,95231.22020045784 +1246,733161.261770697 +1247,742826.5321580366 +1248,369971.8035837285 +1249,483872.52929488325 +1250,618918.0200489683 +1251,567666.8958436052 +1252,571844.9359579288 +1253,317003.1775668339 +1254,1333313.226598177 +1255,284614.1208910518 +1256,819242.171643244 +1257,342000.0259920575 +1258,595493.4422968917 +1259,365708.3281399474 +1260,1220188.0066983472 +1261,806949.830707934 +1262,788702.9538827096 +1263,574482.1882553784 +1264,719264.2625095629 +1265,1157259.638124704 +1266,974687.7396660902 +1267,908861.9191090715 +1268,692538.4149426067 +1269,98163.12124386831 +1270,178036.23462560266 +1271,282296.83058697404 +1272,935247.3473610874 +1273,396803.3106380213 +1274,1217359.872144878 +1275,518823.0578382723 +1276,1069283.4023490315 +1277,352257.68148717645 +1278,106335.98073257552 +1279,685895.9963350706 +1280,46174.06071985641 +1281,270217.30779136135 +1282,1784784.8243208434 +1283,607616.3799287367 +1284,749930.5256617434 +1285,317973.33002374915 +1286,600976.533763591 +1287,594205.3560402258 +1288,423223.7482084327 +1289,690068.5532987057 +1290,289920.58423855307 +1291,563555.4425518289 +1292,301067.3208447924 +1293,542960.678962972 +1294,875562.3175412497 +1295,537032.1716112338 +1296,602796.4548945213 +1297,171667.5881417151 +1298,-160757.65681354282 +1299,831862.6410440678 +1300,637687.5684777328 +1301,332369.7002656738 +1302,263104.6827237741 +1303,158611.16622463887 +1304,1351542.6349551333 +1305,435601.14691477665 +1306,822246.7528343078 +1307,523509.69237456936 +1308,44980.04577074433 +1309,110393.58536609542 +1310,487030.00438680325 +1311,455858.6693977462 +1312,324861.7119167771 +1313,566070.704522498 +1314,586978.6902935294 +1315,346783.70052701456 +1316,545244.2896277283 +1317,272806.21035451745 +1318,526303.8812533731 +1319,326855.24353936187 +1320,490053.15780137305 +1321,236708.37149608246 +1322,744571.9755647441 +1323,476437.8191429139 +1324,905308.8532537819 +1325,370089.2727919761 +1326,511939.010741313 +1327,589065.5996123299 +1328,458475.0713542715 +1329,361753.2723533673 +1330,869043.1899641877 +1331,459779.0038161228 +1332,1107370.620993156 +1333,376274.85883749207 +1334,340905.09106840694 +1335,-134768.99105234173 +1336,629785.978357071 +1337,691103.4611599941 +1338,148497.6693749177 +1339,735604.4945603645 +1340,270574.47040605824 +1341,199448.0285442645 +1342,755960.5255588213 +1343,101887.94487859157 +1344,660554.5641384651 +1345,150961.28389414732 +1346,518381.162223047 +1347,314940.3484130162 +1348,118654.42332471523 +1349,1609262.080787721 +1350,249151.07434981904 +1351,304632.6730479407 +1352,823043.5651570164 +1353,378356.671288074 +1354,444416.50554037734 +1355,609662.4074439191 +1356,1136427.3378012436 +1357,461834.4139325911 +1358,1290694.9295228045 +1359,361823.24110045494 +1360,266755.8523068361 +1361,35552.792523101496 +1362,719884.3453367621 +1363,509134.5867883577 +1364,678549.0834824553 +1365,269595.9114561526 +1366,1421243.0810936159 +1367,271900.867839779 +1368,1300315.2009015493 +1369,859503.1838943261 +1370,934499.7511721257 +1371,417877.0065177219 +1372,1099872.6335078618 +1373,1230272.92888701 +1374,736159.6773430138 +1375,247446.95624092576 +1376,374098.0027874891 +1377,767074.6633533929 +1378,499404.4634534576 +1379,642254.0940879701 +1380,286947.5397088131 +1381,569225.8523388819 +1382,442209.39354719885 +1383,583743.6235715536 +1384,287026.67958655854 +1385,494453.7964586087 +1386,702690.3514782101 +1387,50758.890894910786 +1388,-172900.00500358336 +1389,198380.37862361362 +1390,247837.85418841423 +1391,146692.71828050993 +1392,658819.7572637238 +1393,777514.3335848431 +1394,2069297.673274105 +1395,591755.4983448797 +1396,1357190.8839983498 +1397,648927.9002521932 +1398,354202.6504595248 +1399,-33780.203256293695 +1400,631477.5487360058 +1401,361026.1325775075 +1402,406038.39756241115 +1403,317583.2294166804 +1404,350355.1135204047 +1405,717226.6910693074 +1406,157496.7159617411 +1407,365243.33749081043 +1408,517699.2260219627 +1409,533501.0961043395 +1410,646186.5153008997 +1411,910689.9783683737 +1412,1422334.4292146522 +1413,550538.7609526777 +1414,523019.095311412 +1415,998075.4282215132 +1416,265521.69545481005 +1417,725113.9997168973 +1418,585846.202810333 +1419,1400328.7897099485 +1420,1017018.7432530381 +1421,775996.2365691322 +1422,593176.2832170619 +1423,802684.6601735046 +1424,283744.4871535628 +1425,275852.0260922151 +1426,1384112.933470652 +1427,851217.758376836 +1428,743084.9036473217 +1429,233672.2413822881 +1430,520338.38901758473 +1431,-114018.3855013708 +1432,422513.622718083 +1433,330611.85851823096 +1434,278796.62071042845 +1435,544203.59705372 +1436,449973.7998761188 +1437,1314228.5178943616 +1438,264841.8187598617 +1439,856423.4898234716 +1440,83611.50789761881 +1441,459581.7847431939 +1442,435079.3427274055 +1443,827985.97230401 +1444,225309.83728934935 +1445,1035924.8751796341 +1446,784708.8076157854 +1447,412459.3378734207 +1448,753598.3724972998 +1449,915058.1681389116 +1450,324846.4830151609 +1451,226378.67972702708 +1452,1287987.2005008277 +1453,392216.22470931243 +1454,465087.07934119774 +1455,1098410.4934659088 +1456,702584.6788778352 +1457,968567.258314418 +1458,563082.2097278858 +1459,1544468.8089757604 +1460,407958.74432208936 +1461,993762.9864987532 +1462,371084.98752786114 +1463,271108.8387571021 +1464,571338.7028338872 +1465,98407.69558542222 +1466,918847.1967436793 +1467,240865.22122137854 +1468,615177.2017211698 +1469,-266606.17430728226 +1470,537467.9016262944 +1471,1065733.45120484 +1472,223299.84767348762 +1473,515673.32772636774 +1474,1186283.4397594216 +1475,395941.05455199385 +1476,481834.65899646643 +1477,1174714.2576612174 +1478,206552.65171791997 +1479,566371.1930412693 +1480,701217.359111655 +1481,796786.7723753344 +1482,464051.1035457505 +1483,746488.6024263834 +1484,1222389.5524156457 +1485,936057.0223259643 +1486,828053.1733306552 +1487,354705.43248711457 +1488,488110.4524269471 +1489,382450.0346334608 +1490,401535.3398696849 +1491,389995.3020646885 +1492,508378.5491239842 +1493,433722.32711752725 +1494,788885.3818383096 +1495,246376.1862886299 +1496,415614.0127249301 +1497,305846.94458607957 +1498,552723.6033067333 +1499,359538.90096423123 +1500,862741.5827633286 +1501,504009.5732865012 +1502,458767.3568473512 +1503,225922.63131069916 +1504,755824.5637858127 +1505,401464.0597425443 +1506,246221.49234372028 +1507,757766.5301639601 +1508,439504.6672678626 +1509,415106.1732141435 +1510,530536.807505517 +1511,453278.5191375121 +1512,278722.36348975584 +1513,241296.7453758826 +1514,454639.6514333299 +1515,789458.6053776371 +1516,412233.5952531259 +1517,264276.06884841324 +1518,834679.120719582 +1519,96489.15603156737 +1520,495627.1122843884 +1521,601320.5056365808 +1522,173074.342795423 +1523,136778.215050584 +1524,784099.4859204716 +1525,139212.71786684368 +1526,880672.9605178084 +1527,146357.8476050991 +1528,341150.74267793156 +1529,112329.1199965261 +1530,18401.035107863194 +1531,564288.1647801215 +1532,372173.2975777718 +1533,439013.1745973093 +1534,477840.3128352696 +1535,370228.76238157274 +1536,655595.6150858487 +1537,1054802.8559903377 +1538,678464.8298952469 +1539,1412617.1553543322 +1540,645744.2048430761 +1541,404912.46846075985 +1542,1177904.2963758148 +1543,113651.61882878095 +1544,429667.67387890315 +1545,684154.1200476028 +1546,745523.2842893691 +1547,501009.64346073044 +1548,833629.3008929329 +1549,95549.72441994492 +1550,401193.0671731945 +1551,86991.17622514104 +1552,635761.6201929004 +1553,968303.5862607762 +1554,509848.95866972837 +1555,679766.9246137803 +1556,550348.686652507 +1557,598196.9284331242 +1558,835227.0975847485 +1559,185719.74720061693 +1560,584146.6507831576 +1561,900754.1534300846 +1562,330265.5047624343 +1563,480877.8155858725 +1564,496162.571334551 +1565,252112.37983067275 +1566,472017.14722975856 +1567,1226919.8878279394 +1568,714862.196377026 +1569,630336.4503822452 +1570,696590.2592749412 +1571,474978.2369006623 +1572,419784.85867053433 +1573,405476.28882545163 +1574,193076.1605062104 +1575,941699.4434682223 +1576,841953.6238131124 +1577,166807.60064582905 +1578,558303.1882211084 +1579,307192.5726410708 +1580,106196.75781212375 +1581,913412.4928035472 +1582,196422.57629882393 +1583,729243.3456314241 +1584,1546947.183735122 +1585,181098.57706502324 +1586,772663.5193075377 +1587,743757.7947941887 +1588,184381.40036083164 +1589,1012707.0814719681 +1590,673954.6607074942 +1591,285391.2981717932 +1592,470474.195963847 +1593,770204.1757160225 +1594,543617.9727603333 +1595,307388.53254838125 +1596,590896.2156519074 +1597,47381.41176560207 +1598,705659.6882053647 +1599,524703.2270712391 +1600,129907.258368209 +1601,512570.1282516762 +1602,686616.5136191923 +1603,1487503.964584148 +1604,930169.3084567081 +1605,821527.3245893795 +1606,717190.4542085371 +1607,909418.3711430874 +1608,843151.1983371006 +1609,630048.1577467719 +1610,463950.8953088772 +1611,187603.22755467845 +1612,474129.61122094723 +1613,877699.0642424623 +1614,319132.4106877685 +1615,299375.8245768569 +1616,278071.62252839946 +1617,1294260.0579162068 +1618,1410725.3040432995 +1619,1030495.0913300387 +1620,808045.3789750551 +1621,970219.0947429748 +1622,570622.2924442324 +1623,1491518.4085350716 +1624,563224.1107639872 +1625,1395402.8152650301 +1626,717112.0286545794 +1627,309477.54127110704 +1628,331639.48751813103 +1629,851690.987844716 +1630,993910.88987065 +1631,1109215.8188790302 +1632,234294.02958223643 +1633,470284.1310215931 +1634,496497.61843897507 +1635,197526.5414045885 +1636,701536.6324786061 +1637,663902.4912352532 +1638,922495.8531158917 +1639,372926.5661470386 +1640,1769319.3060343666 +1641,108256.63605547365 +1642,331121.75523025915 +1643,302606.66632507753 +1644,883692.4902166951 +1645,221145.13108396484 +1646,322941.53063619114 +1647,1471943.6097304695 +1648,344792.56894470134 +1649,533999.312337905 +1650,871103.2180232647 +1651,499339.1107701388 +1652,264247.37923788256 +1653,345487.071990222 +1654,676305.2350710286 +1655,625443.6406417231 +1656,982080.3984990724 +1657,397555.61650928576 +1658,332609.1242571918 +1659,546137.9848424817 +1660,1087305.9914465747 +1661,185133.51814249606 +1662,477118.8037770743 +1663,480418.8286117329 +1664,1040390.0644623133 +1665,376425.9173930276 +1666,1039725.032569754 +1667,-268054.55094115797 +1668,502607.2509901377 +1669,884329.0602316343 +1670,121817.96665775584 +1671,245751.49712131295 +1672,478185.9615741668 +1673,1104.8485171163047 +1674,377526.17436389846 +1675,262497.4927637285 +1676,664917.1147528492 +1677,425407.2346640413 +1678,483487.21599226864 +1679,644619.6550666109 +1680,936037.9930223202 +1681,300927.0767508126 +1682,1133494.3463508952 +1683,370076.10158026405 +1684,1218463.642579494 +1685,212301.4877443263 +1686,37749.670154256164 +1687,1205834.9055554778 +1688,682265.4280675236 +1689,277559.11752700334 +1690,936165.629583785 +1691,1513862.306636007 +1692,352867.5663137785 +1693,391788.63115766086 +1694,231920.73471481365 +1695,1046262.8653184756 +1696,924727.9257666263 +1697,581446.1742549486 +1698,749093.5261538451 +1699,478412.68098210706 +1700,574756.8689351744 +1701,95583.34535133 +1702,247684.3715090268 +1703,417585.90337288904 +1704,322667.19940609054 +1705,481570.36451749876 +1706,371867.817717909 +1707,197034.06077872124 +1708,765584.3317486618 +1709,650624.5044939083 +1710,1413279.6925813612 +1711,549036.6083746306 +1712,350247.08856186515 +1713,233961.8275419571 +1714,223115.2205325287 +1715,132345.8807914984 +1716,99665.26501432434 +1717,207527.02227121778 +1718,798147.2134182041 +1719,700013.9012622656 +1720,355995.24276322196 +1721,503807.0072740158 +1722,671613.5020406027 +1723,880685.7349126848 +1724,1303839.3335624072 +1725,261143.17972080526 +1726,705938.164694524 +1727,132059.86661030015 +1728,541539.5519419241 +1729,736620.2939710405 +1730,694759.6636264597 +1731,270119.4552151911 +1732,274689.3273549178 +1733,2593825.9261042224 +1734,185661.68863297522 +1735,44202.860348259564 +1736,150504.05550043122 +1737,144361.55034266587 +1738,272020.63404164335 +1739,376234.5480242218 +1740,460298.0089686088 +1741,561569.1770564341 +1742,782025.1977225096 +1743,379093.0061080904 +1744,595381.4245528899 +1745,573614.9990330725 +1746,751949.6981986389 +1747,734675.0441000393 +1748,199077.46253345272 +1749,-138167.18009736377 +1750,407993.5376862716 +1751,198947.84745798638 +1752,498949.538969864 +1753,574797.9481027673 +1754,474475.2723816995 +1755,219013.10024364945 +1756,129215.16070283292 +1757,822486.3383362069 +1758,565716.5907823081 +1759,1018391.9109606206 +1760,910402.1819449024 +1761,988803.9784245203 +1762,762917.4477756909 +1763,395683.8716696523 +1764,470935.0905436567 +1765,234668.5500509172 +1766,633423.3365029098 +1767,263712.3179247395 +1768,1419184.9480563267 +1769,384366.5586665991 +1770,404007.4268830507 +1771,498083.02160245227 +1772,251746.92471876985 +1773,318916.0492487205 +1774,438113.5082077411 +1775,-163937.765578655 +1776,516324.73097467923 +1777,424947.763441814 +1778,1885376.4431828684 +1779,722264.0000731755 +1780,30802.07746902929 +1781,872190.2070620112 +1782,881227.522303353 +1783,376708.68670032965 +1784,331117.80902586866 +1785,848264.7158743226 +1786,524268.6061997843 +1787,630976.8502540797 +1788,473472.4527481833 +1789,836788.5697451277 +1790,1459159.1994697144 +1791,316883.27715134574 +1792,750641.0069200819 +1793,540133.8410751087 +1794,682853.4382278568 +1795,496614.54511778103 +1796,2069177.9089056654 +1797,375295.0810629936 +1798,558729.6580722389 +1799,795867.2820590319 +1800,-97171.20100682491 +1801,249068.4954256431 +1802,267413.5501503125 +1803,589032.1509862219 +1804,148782.23519630608 +1805,131846.54154682014 +1806,559231.0595597038 +1807,543986.0980689805 +1808,648686.6294295925 +1809,767192.4775617112 +1810,45693.84142479859 +1811,303857.2525945038 +1812,346211.0641334064 +1813,437157.5254261235 +1814,401629.2884369588 +1815,1594387.969044657 +1816,462173.6887871658 +1817,402450.4741575982 +1818,133025.32807718433 +1819,372180.98996256024 +1820,329427.89480868843 +1821,514561.63398034265 +1822,726332.7775995703 +1823,1013044.3487785173 +1824,92424.75280238915 +1825,287268.30773116206 +1826,247612.86537765787 +1827,348253.64664376667 +1828,604134.8017129109 +1829,158423.97335024318 +1830,1600953.7833807287 +1831,499110.8117869769 +1832,557384.1658182095 +1833,291843.52585140755 +1834,334954.24247290904 +1835,205013.13512411586 +1836,669356.4886239733 +1837,774877.940073593 +1838,615586.881047522 +1839,420509.6648360579 +1840,834851.2967623336 +1841,1203243.2180401115 +1842,218348.2725372358 +1843,650079.3567591221 +1844,403057.78160662495 +1845,493225.7241438624 +1846,703351.8339203101 +1847,178781.42098750762 +1848,645337.0439681215 +1849,531584.0899115653 +1850,67048.79212922929 +1851,336108.4289131382 +1852,1339981.6732262364 +1853,754465.438992332 +1854,568890.6134862032 +1855,210330.56192918785 +1856,695268.167026775 +1857,554448.213814077 +1858,563982.8634653939 +1859,-16919.50496453006 +1860,304438.54380422854 +1861,436514.9386689691 +1862,591764.7416231881 +1863,697463.1380205061 +1864,1087293.4775282661 +1865,12105.1993645115 +1866,296106.69327808404 +1867,535878.4286508126 +1868,958659.3334603979 +1869,908187.5624649286 +1870,455200.30015940114 +1871,735123.1151007534 +1872,221888.12457870657 +1873,536129.2265027589 +1874,684217.8635857848 +1875,837634.7338207132 +1876,458071.40989223716 +1877,555881.5331189908 +1878,3210.9632443882 +1879,623705.0417144459 +1880,518981.5434646822 +1881,270187.7818016658 +1882,-74317.14556391572 +1883,699216.4072131228 +1884,850269.1464742183 +1885,1398785.6531778364 +1886,1424761.6379559534 +1887,204200.1397448292 +1888,259505.65915897687 +1889,647634.001619927 +1890,670698.0490269682 +1891,250165.36900177813 +1892,128349.15296454367 +1893,509781.7408421531 +1894,231553.43123992946 +1895,571387.0219424247 +1896,244217.3826088254 +1897,770468.7973104687 +1898,235434.6872286885 +1899,157045.08545771166 +1900,571229.8638543879 +1901,341707.09251203155 +1902,585192.0450409629 +1903,312837.7915622677 +1904,195707.03410814703 +1905,894576.3728569419 +1906,874272.8368201378 +1907,175611.0558589665 +1908,1128748.217805501 +1909,293402.02823645563 +1910,244933.2484466692 +1911,575595.8872302024 +1912,758658.3455843457 +1913,43985.61543222208 +1914,826133.7768555958 +1915,452116.2209051566 +1916,849706.8019713556 +1917,519817.3006363902 +1918,552107.8685282124 +1919,161652.2542614941 +1920,764710.9305789442 +1921,192269.99254607124 +1922,616709.4310121953 +1923,498522.5243752694 +1924,345964.83935548377 +1925,413556.4638516817 +1926,353273.468282775 +1927,515931.9892720578 +1928,496117.06047076965 +1929,692302.856574275 +1930,471609.6147942635 +1931,734287.6707582601 +1932,276201.6354925924 +1933,238643.08578525693 +1934,300805.35653991415 +1935,1491624.0422817701 +1936,750221.9562505599 +1937,392897.5955414248 +1938,846803.0708728732 +1939,578639.6229157177 +1940,308581.355233417 +1941,448967.64680637163 +1942,224442.7411444477 +1943,-42193.58080074692 +1944,654554.9634577547 +1945,977002.7799811003 +1946,873985.847937916 +1947,208287.17675518297 +1948,468217.5556200043 +1949,222156.9075290342 +1950,721074.7854556978 +1951,1439083.8223615466 +1952,1162720.6330975457 +1953,1746274.2498566797 +1954,180549.7350891895 +1955,-61187.64944053136 +1956,657749.3512002398 +1957,799181.2006631693 +1958,567436.3521129353 +1959,960081.779407614 +1960,812314.3622014781 +1961,499468.66841157293 +1962,594055.7412038544 +1963,426622.1286343286 +1964,1975441.9683758486 +1965,553467.2264025691 +1966,375866.40278301865 +1967,502268.8451354039 +1968,211002.9759609655 +1969,284003.69137467 +1970,427716.3850512296 +1971,1124822.1413409035 +1972,264622.57936614 +1973,1119650.0027997382 +1974,983932.3635413911 +1975,1320946.2654771428 +1976,79738.09071464854 +1977,846092.7081831581 +1978,763969.9782341779 +1979,667313.2956097048 +1980,783421.3299790381 +1981,652840.3961742701 +1982,371646.70190085087 +1983,1166126.0671186843 +1984,667094.2056542912 +1985,639672.0460459299 +1986,1311732.121876129 +1987,540769.103617007 +1988,174717.2391206936 +1989,482130.75592370215 +1990,250482.59558181686 +1991,650108.8545838677 +1992,808320.2749759519 +1993,662100.1002953511 +1994,407768.2618063928 +1995,368770.3329847718 +1996,593072.5494249116 +1997,661859.7858974466 +1998,181653.64282081038 +1999,175757.9603384699 +2000,557266.1001945141 +2001,464259.597045399 +2002,387041.6028196957 +2003,1037144.9436071554 +2004,417137.1398042756 +2005,550434.0555820963 +2006,183182.43252460303 +2007,79001.6891212432 +2008,245821.32132755907 +2009,226450.7494245264 +2010,747552.9150955034 +2011,213662.25671351794 +2012,493586.49469526694 +2013,264807.3296812863 +2014,863969.0916434488 +2015,484738.98613329954 +2016,-39604.249283565296 +2017,276856.3757344053 +2018,782973.5032540663 +2019,240614.60121148254 +2020,279292.92107988946 +2021,543575.0545942454 +2022,758429.78299276 +2023,503767.74180301675 +2024,948230.1228577994 +2025,519795.91772376164 +2026,1134861.226744203 +2027,462331.8266482502 +2028,463447.25630798587 +2029,452825.69434333115 +2030,1687235.2558095343 +2031,51804.835199983674 +2032,767461.6485370778 +2033,641657.0186443074 +2034,63523.84295745508 +2035,1415605.997009358 +2036,1472197.90699571 +2037,1034042.8503131402 +2038,564461.0273071771 +2039,344089.3099071969 +2040,609943.9500594548 +2041,309253.4666108276 +2042,622173.3147639524 +2043,746408.4771989734 +2044,231453.8163846967 +2045,596800.9552751308 +2046,1038171.3534019402 +2047,487142.737540536 +2048,714130.4372848346 +2049,231327.85179623187 +2050,693086.9173915586 +2051,622669.7950269859 +2052,247974.07223663921 +2053,679579.1039717548 +2054,1266839.1052509956 +2055,901782.1661456408 +2056,-29965.564178096654 +2057,96424.57699646958 +2058,1177476.1965410565 +2059,1174075.5524379672 +2060,589361.3773229277 +2061,1026363.9062143952 +2062,465499.3826718753 +2063,652509.6664612432 +2064,647640.6233172044 +2065,293299.5111387742 +2066,705667.7462489981 +2067,717287.7902201759 +2068,299830.42836304696 +2069,432529.6161358227 +2070,836621.0613158132 +2071,653489.0693690702 +2072,859351.6196918142 +2073,600333.7695615963 +2074,236396.75104280346 +2075,1703406.3825401617 +2076,492957.673472231 +2077,461804.3437042128 +2078,651175.4967313512 +2079,458361.5288877648 +2080,282843.04638642725 +2081,474223.4434390691 +2082,836695.0126730251 +2083,607906.7757440864 +2084,444725.96354904806 +2085,717579.5634730464 +2086,172319.59966177493 +2087,742048.2202454832 +2088,-49340.10753350437 +2089,339874.45484615944 +2090,390336.31437690137 +2091,592874.7220434702 +2092,415673.2120545027 +2093,404692.4039386801 +2094,842408.8463108301 +2095,423307.6564353856 +2096,-70141.6064415176 +2097,-80581.67506945279 +2098,103410.87102405267 +2099,860916.4586100649 +2100,626322.4144924871 +2101,624873.4063297929 +2102,-91628.43912362852 +2103,879229.5187045328 +2104,1632285.1952577978 +2105,417759.20309772214 +2106,1209381.4547194345 +2107,689747.3045548359 +2108,371546.75040812313 +2109,106300.53584505845 +2110,712038.808609038 +2111,941042.5745092811 +2112,84981.88791259867 +2113,447800.4120488083 +2114,712381.9050565322 +2115,438692.47896233643 +2116,551882.1374163228 +2117,481992.13880307984 +2118,220974.23902736558 +2119,570301.1013038193 +2120,233530.92768098507 +2121,-34018.17164806859 +2122,229240.8289578787 +2123,707532.2529789461 +2124,712998.9537717021 +2125,44736.363325000915 +2126,963294.9184667956 +2127,355344.87946289533 +2128,950863.6126330005 +2129,156381.80698034482 +2130,788378.7172755443 +2131,499997.2182689826 +2132,1086153.2715582359 +2133,933303.5502556391 +2134,434415.480191662 +2135,-50925.36764468433 +2136,824917.2551024425 +2137,549897.4268825832 +2138,563634.7173148954 +2139,622372.6347925875 +2140,718070.9797658824 +2141,129217.82873320836 +2142,-131578.93376039487 +2143,1033919.1767708472 +2144,533845.0249547851 +2145,138418.075539861 +2146,218109.93362680555 +2147,233254.24429901107 +2148,704368.0600642166 +2149,380652.29278989695 +2150,519696.16200178035 +2151,498762.97351335874 +2152,473737.1265621524 +2153,321039.0303774942 +2154,639666.2463520669 +2155,17722.369977909024 +2156,-78406.64191592368 +2157,367277.90406402096 +2158,518425.2019137443 +2159,17167.67526992096 +2160,527067.5873240102 +2161,451079.3810686675 +2162,372074.4965795014 +2163,578590.3176612804 +2164,587199.3598139159 +2165,985243.2243596549 +2166,797632.2305269577 +2167,222958.98460668948 +2168,486657.95380470157 +2169,519352.2152738237 +2170,599316.1379545411 +2171,604384.8354200018 +2172,556007.3839470196 +2173,530381.1650401887 +2174,639075.7260876439 +2175,556534.7293881036 +2176,1129637.1440717373 +2177,938509.3372140679 +2178,319290.8149220265 +2179,1019033.4225880139 +2180,74748.17288183124 +2181,419468.22362444946 +2182,533459.6566234608 +2183,692123.9717182756 +2184,733163.2598727242 +2185,78039.59222050762 +2186,408067.1345425267 +2187,278025.68644159916 +2188,482547.39364208886 +2189,896344.7736263511 +2190,223779.358993166 +2191,277381.3406199907 +2192,1501711.2129131812 +2193,164125.23725071002 +2194,783307.8576579544 +2195,70236.08534492744 +2196,148530.97739679704 +2197,905900.3945394586 +2198,401301.19929553184 +2199,684282.0687162731 +2200,283342.8167625919 +2201,1154103.8822626704 +2202,466729.9452631321 +2203,350767.75290637114 +2204,720491.1473265924 +2205,266360.2391006992 +2206,423359.5028808109 +2207,-10835.861927391787 +2208,94072.6674849182 +2209,1031257.0592601489 +2210,235579.9509147461 +2211,425421.1565414013 +2212,-46578.54311673285 +2213,33202.378384176176 +2214,411775.5258061972 +2215,1267933.769590171 +2216,578269.8190293038 +2217,237622.40349815245 +2218,211372.4667605984 +2219,792697.8203838173 +2220,595218.1645175613 +2221,906636.700722355 +2222,560434.4129768113 +2223,324845.7718374552 +2224,507030.60547951725 +2225,593145.9857619861 +2226,287036.83789001603 +2227,323905.38268973154 +2228,1011206.7468183915 +2229,574444.7444923143 +2230,670574.1974469734 +2231,-125804.19221066391 +2232,393074.10161766456 +2233,542475.1444080009 +2234,499769.15672704286 +2235,465831.04724462505 +2236,411230.7712979695 +2237,428750.1319902134 +2238,143591.42498701514 +2239,257687.84681242256 +2240,271306.92708520696 +2241,468094.18848379096 +2242,597987.6726471691 +2243,476899.13868716394 +2244,755898.7129804731 +2245,483015.75899915025 +2246,966295.1317000486 +2247,944903.7083941401 +2248,494591.0837385766 +2249,364857.7092926587 +2250,615585.5467970032 +2251,374772.3903626561 +2252,240391.40148564545 +2253,632251.1633795935 +2254,383794.13795362436 +2255,485404.78223103785 +2256,122176.07026614208 +2257,341490.0580928384 +2258,70686.01793918718 +2259,640286.5640742679 +2260,209065.8179826496 +2261,378004.32613018644 +2262,950029.6000550728 +2263,1004674.0142797484 +2264,497896.5065929376 +2265,274550.57184802555 +2266,520152.81568372005 +2267,339956.01799864764 +2268,712099.1038358638 +2269,329308.7276927467 +2270,634068.606603956 +2271,433142.3991182471 +2272,418047.1970098611 +2273,431009.72542808135 +2274,135800.67790420545 +2275,999398.2061663555 +2276,616062.9642248881 +2277,778703.2143752879 +2278,1096218.699559704 +2279,916475.5689921888 +2280,604119.7827324693 +2281,196777.24705320242 +2282,508970.3830323849 +2283,1509406.0202593678 +2284,296444.0290721932 +2285,449203.79247662623 +2286,449807.5079736237 +2287,850731.2619129951 +2288,704641.7974384289 +2289,253672.44659044582 +2290,787978.5111057519 +2291,185226.75909402652 +2292,1477430.2969487612 +2293,555758.9870744764 +2294,424927.0190624815 +2295,689360.1253812021 +2296,651344.4083105538 +2297,761392.0720793768 +2298,123065.76100246591 +2299,232083.81500012992 +2300,360317.47988591087 +2301,761671.859725163 +2302,1824315.7022922947 +2303,1269403.4904755526 +2304,582623.7578330424 +2305,162038.2286310154 +2306,121369.45416665776 +2307,325550.1711010956 +2308,339035.9158963596 +2309,637540.2923032963 +2310,269163.56517213 +2311,177164.77552365494 +2312,411127.87738921784 +2313,548014.916393606 +2314,593003.6460035212 +2315,1366150.2389771258 +2316,264805.9530980765 +2317,464656.5729866354 +2318,1178158.1712040654 +2319,594045.2017911271 +2320,547805.0917280321 +2321,430072.9904429937 +2322,232348.2863475716 +2323,575990.9014001217 +2324,544996.6759473715 +2325,173462.46141243092 +2326,91826.3407893583 +2327,284259.4506668033 +2328,117099.67832296016 +2329,260789.56976478017 +2330,358128.4465160613 +2331,1238966.099706051 +2332,283953.3905247421 +2333,305967.5513590898 +2334,295341.23679451423 +2335,442970.5768314465 +2336,1271733.6943153725 +2337,463532.0895115215 +2338,315374.8759126124 +2339,306259.0744429745 +2340,854995.8603612244 +2341,1193879.6182233277 +2342,355711.19974187075 +2343,1385257.7839525864 +2344,450800.3824969393 +2345,1083306.6548601221 +2346,391343.91084085824 +2347,513906.8851117041 +2348,779238.5933459922 +2349,906481.6749522669 +2350,747146.559947303 +2351,220906.49603122048 +2352,912578.085537241 +2353,439787.0363291786 +2354,266904.3257711172 +2355,659400.773128322 +2356,562995.6554746208 +2357,567786.5126441431 +2358,306963.6981075213 +2359,248444.62093212118 +2360,156372.9526269755 +2361,540069.9264648306 +2362,221487.7102364623 +2363,513463.3123304872 +2364,344070.569779953 +2365,101150.65548424044 +2366,720321.6592315976 +2367,881144.7324787864 +2368,63939.51568515063 +2369,642600.62851279 +2370,389722.50603106304 +2371,245534.5453912813 +2372,429856.5009327661 +2373,421197.0146229806 +2374,254484.52710833255 +2375,742496.6781141955 +2376,26959.138948103355 +2377,312110.47379638616 +2378,307196.5291098604 +2379,1090974.0310702976 +2380,190736.4949960498 +2381,868108.6670298682 +2382,400327.8740701071 +2383,445547.40383543004 +2384,1021890.461394627 +2385,666316.4430636258 +2386,597106.7153870444 +2387,874448.6357807348 +2388,273902.1194265716 +2389,562356.0066571187 +2390,265021.47449621174 +2391,379652.66752013355 +2392,86433.11466267204 +2393,248964.9859016362 +2394,416066.2452417987 +2395,229489.26917768584 +2396,813410.9004449524 +2397,-39929.640094760136 +2398,613713.8623991355 +2399,523131.91674090293 +2400,228082.20651626156 +2401,626367.6466403519 +2402,549170.4592992095 +2403,-79211.7435276802 +2404,638865.707040995 +2405,1237740.8471679762 +2406,622626.7661079975 +2407,412951.1789617664 +2408,1345403.8215443445 +2409,851451.7164656074 +2410,179540.6488131134 +2411,359813.95178157976 +2412,738644.579605687 +2413,1071977.2944185967 +2414,36117.6328125539 +2415,497993.58004493045 +2416,456182.6504838879 +2417,1022670.6148608819 +2418,465813.9342404837 +2419,247921.77575815126 +2420,244458.0662063422 +2421,536985.8636312921 +2422,489359.2787136362 +2423,1123631.057048825 +2424,437162.4289898501 +2425,1744694.3873029551 +2426,274612.7420928069 +2427,303041.122192046 +2428,141217.529732815 +2429,396911.9846035022 +2430,468130.9496598925 +2431,919825.2604691248 +2432,511166.13404465455 +2433,-35839.00823916198 +2434,476585.7206145667 +2435,356156.5067790067 +2436,962240.7395624839 +2437,498664.59606599144 +2438,1016403.8169345042 +2439,536850.9328831444 +2440,272794.92468225514 +2441,470077.82929893467 +2442,1040338.2077487108 +2443,337017.05599323334 +2444,897457.7510958837 +2445,1100152.1563221016 +2446,395394.4129736909 +2447,443850.50264249183 +2448,-175297.6439738153 +2449,569500.377982145 +2450,58847.1829360681 +2451,378006.5600500407 +2452,570861.475857924 +2453,470061.31127970596 +2454,878254.9377808782 +2455,815716.6839719574 +2456,239122.1353974751 +2457,472465.5837829809 +2458,70597.22929512255 +2459,517803.4174978521 +2460,478856.3382805338 +2461,568159.8962105501 +2462,532713.4107045458 +2463,465335.0057005414 +2464,562402.0156722321 +2465,755170.2651967244 +2466,561572.455106041 +2467,168773.05862482643 +2468,1256563.3638226208 +2469,427005.5108194605 +2470,626773.5638816443 +2471,266862.08626132744 +2472,361374.19990805455 +2473,703744.0930794106 +2474,111372.74417314178 +2475,829501.420410185 +2476,192763.14450176322 +2477,424437.45166833466 +2478,67862.84921003488 +2479,649404.5170931465 +2480,531551.7587507116 +2481,724328.8398149639 +2482,519301.18654464325 +2483,358699.1409073819 +2484,820364.8038244416 +2485,926405.2607830198 +2486,140322.11367294798 +2487,1067537.2589209662 +2488,673292.5601998855 +2489,422746.9345649015 +2490,611025.5547032864 +2491,1008287.4863442454 +2492,1197883.319678409 +2493,-79112.48250330496 +2494,310145.3930939012 +2495,358218.67622366326 +2496,653874.5426626774 +2497,401210.65208138304 +2498,425069.4592552717 +2499,732215.7136326234 +2500,667361.9882733859 +2501,411760.72110642307 +2502,149748.92333015735 +2503,202869.0092169413 +2504,542268.8585256538 +2505,232979.57149146032 +2506,1090721.5611499771 +2507,355062.11720494484 +2508,125975.42263825826 +2509,900155.3893648618 +2510,958039.9304704034 +2511,643779.2735337081 +2512,832197.1610668072 +2513,495102.0228145628 +2514,207395.8400220152 +2515,511494.83604770864 +2516,714609.5549267556 +2517,401513.1766339403 +2518,423522.15407249297 +2519,576888.9567271265 +2520,419997.55965301883 +2521,474353.24710597354 +2522,557080.4837606879 +2523,950828.4276026349 +2524,1166154.2402200657 +2525,429634.41576857795 +2526,717999.3834784882 +2527,963035.7210971093 +2528,850533.4924417989 +2529,415879.8859549649 +2530,290912.1203312932 +2531,948510.5253146876 +2532,288751.13547147234 +2533,482996.36142918956 +2534,700263.6838029921 +2535,520291.7789765452 +2536,380928.0172635488 +2537,40516.81627485901 +2538,805969.3865046675 +2539,519732.86249932006 +2540,126953.16196631303 +2541,679679.8029827441 +2542,964888.9613984927 +2543,314188.5850406928 +2544,453516.9148072428 +2545,828606.2337141057 +2546,302744.52038363577 +2547,239206.8204512499 +2548,347738.00466293574 +2549,449118.07498145103 +2550,395487.047984474 +2551,333330.2411497311 +2552,678861.2440742974 +2553,862954.9638219244 +2554,436763.6642375706 +2555,475142.21983764635 +2556,572470.5762370689 +2557,513399.74367843766 +2558,213803.47994217643 +2559,650405.4398504627 +2560,61562.45438467158 +2561,379393.9693912136 +2562,1138611.5864267107 +2563,423265.30423402274 +2564,314619.55844308366 +2565,927609.3597449079 +2566,1119339.910736056 +2567,933446.6409047024 +2568,305201.44094595953 +2569,1143821.310905734 +2570,434126.43907141767 +2571,183850.04567968956 +2572,428187.43193531455 +2573,595460.4877228532 +2574,199021.4711590825 +2575,-47013.590388367855 +2576,725885.7374357746 +2577,992667.1776162687 +2578,1718148.8352109166 +2579,666406.7239751213 +2580,101879.97326403478 +2581,667381.1615535949 +2582,274408.3529323555 +2583,245376.12534472934 +2584,293436.05649435683 +2585,161113.2540569323 +2586,530409.5029351152 +2587,591317.9257190698 +2588,1020587.5229733769 +2589,415773.68721069326 +2590,513483.5240348679 +2591,460143.7045377565 +2592,168963.7215262794 +2593,1392409.6985943294 +2594,800157.438569757 +2595,891662.2852737567 +2596,577392.6957566071 +2597,268030.9294217756 +2598,403343.28230370814 +2599,507074.89340662304 +2600,538619.729143447 +2601,595719.8561755646 +2602,-24781.078073683282 +2603,1030689.5549935863 +2604,534813.4430235908 +2605,716818.6180148605 +2606,370846.1627343957 +2607,349916.80824979814 +2608,218806.26105571265 +2609,1117631.951909402 +2610,958422.1710420266 +2611,771268.0518532142 +2612,183640.40826813853 +2613,184020.11411072465 +2614,254118.47968050663 +2615,1067477.111286329 +2616,683280.6830288233 +2617,368374.4492950577 +2618,429406.4482187531 +2619,384247.870486627 +2620,947429.5839945689 +2621,398434.1891042605 +2622,383655.4647888611 +2623,1667480.492413449 +2624,457880.64515406324 +2625,119672.12928988115 +2626,552664.565634524 +2627,353661.35065245477 +2628,42991.85790902079 +2629,298823.5722831616 +2630,449813.3337465107 +2631,252101.55631038238 +2632,1195902.9529207335 +2633,1006529.5689187726 +2634,1820296.803405027 +2635,868052.3900730176 +2636,397650.20249542454 +2637,333706.75075931894 +2638,207118.84205098957 +2639,1321508.7793058995 +2640,168930.15990677074 +2641,544756.4640995144 +2642,623712.3442843 +2643,196793.17599179695 +2644,510487.65716645867 +2645,377493.75881636865 +2646,497022.9226424161 +2647,718201.6048994828 +2648,529386.1425294849 +2649,496168.15280851896 +2650,147615.9012572866 +2651,446475.57253363694 +2652,581604.51117696 +2653,730560.990788433 +2654,835637.270150775 +2655,713526.3066698177 +2656,-37890.4649307674 +2657,387299.4880400216 +2658,339084.0127421826 +2659,106972.52270180004 +2660,297755.5210248915 +2661,271317.1851983331 +2662,710228.7070965659 +2663,910526.9121312423 +2664,761221.3497716922 +2665,873579.9590035317 +2666,406713.47231304855 +2667,611970.5752494722 +2668,1079283.3063521562 +2669,694459.8328421416 +2670,50360.97735273483 +2671,636277.9199591349 +2672,610893.3082835838 +2673,657114.3256874261 +2674,541238.8575194776 +2675,529636.5515579609 +2676,680265.8437409073 +2677,567889.1163962214 +2678,196776.61935967032 +2679,792045.9144877439 +2680,328972.2731809203 +2681,603252.3462081103 +2682,-120495.78623332895 +2683,642002.3794299718 +2684,542888.4136744962 +2685,231692.22118591412 +2686,927252.492588298 +2687,695763.7074775433 +2688,328421.21786229266 +2689,1206526.0713991178 +2690,116385.07476089988 +2691,740269.0341914932 +2692,181754.3381929068 +2693,351199.8417162476 +2694,376407.4884589489 +2695,309183.2328061317 +2696,191969.92459269083 +2697,311072.51635272044 +2698,458025.7268614138 +2699,874647.3352769796 +2700,323879.8466702987 +2701,343281.76814639627 +2702,349994.8225141994 +2703,336690.5342220812 +2704,224085.10591701145 +2705,338308.8750005523 +2706,869750.612515861 +2707,786986.4241370943 +2708,768514.5259863028 +2709,173227.8760597289 +2710,409104.32137497095 +2711,1761581.7108035889 +2712,676678.7320560452 +2713,574390.2208103645 +2714,576215.6214444671 +2715,525284.8572257784 +2716,624366.3378256002 +2717,1313985.335396647 +2718,683983.0600414706 +2719,421202.2934699777 +2720,619137.8443103053 +2721,556127.1951930065 +2722,87926.35695911961 +2723,-87560.50749391664 +2724,2483528.5202182983 +2725,314862.7187357048 +2726,313279.9979455429 +2727,862040.9808115613 +2728,940537.4299100951 +2729,223184.400698911 +2730,557566.0631463712 +2731,263208.57757578185 +2732,718669.3615928267 +2733,2262280.011601426 +2734,1115492.1274263049 +2735,790634.2948174292 +2736,448153.8786367709 +2737,180870.3440984151 +2738,181439.70049683657 +2739,1055402.1361862626 +2740,389882.3758435694 +2741,922742.9188017569 +2742,451096.2326563761 +2743,400924.1710371253 +2744,707152.147269249 +2745,484896.67073878937 +2746,1124739.3992515802 +2747,202712.73088557727 +2748,436926.7405467165 +2749,882523.2448483052 +2750,550133.401934099 +2751,466487.9339211399 +2752,317240.90597416484 +2753,655280.1854921633 +2754,825604.264781223 +2755,891736.6202062472 +2756,459770.2413899086 +2757,331931.09514354065 +2758,642660.0604827281 +2759,613953.9418329487 +2760,511443.0512761377 +2761,814654.2736247919 +2762,227116.6681387467 +2763,1708594.4791407264 +2764,522266.911909697 +2765,399545.2517293942 +2766,1003477.8927036767 +2767,609806.6972112322 +2768,251568.1449764301 +2769,407600.9543060631 +2770,472211.8658425857 +2771,201550.19252594112 +2772,290769.96236073377 +2773,695763.2724346503 +2774,1010210.8326434676 +2775,201060.29112455063 +2776,399878.45129465 +2777,869882.9761457097 +2778,458655.58350894635 +2779,-106053.0385432258 +2780,2533543.5061800512 +2781,311800.49866694363 +2782,518058.52753055154 +2783,187665.32072430878 +2784,808230.7334614842 +2785,495427.263235357 +2786,678427.8985537615 +2787,1166052.2194226347 +2788,525308.8680176173 +2789,633022.3175630324 +2790,246600.0790845374 +2791,861776.812885766 +2792,436708.15222866694 +2793,794460.706337083 +2794,92106.69065107964 +2795,343647.8432420746 +2796,183633.6145409362 +2797,793389.0151699543 +2798,407323.3502013992 +2799,365785.6669897848 +2800,896635.8888379136 +2801,344540.9954293878 +2802,514475.23618677096 +2803,1249868.246605882 +2804,385627.1867831666 +2805,266019.7250174082 +2806,362973.24733904365 +2807,1224343.2645661132 +2808,347191.7469496804 +2809,391037.2283667644 +2810,1033699.8959839981 +2811,1693634.7091140803 +2812,168866.25461030303 +2813,-3521.0715921565425 +2814,364007.5133101754 +2815,658025.3985069972 +2816,479627.86567132967 +2817,337852.62854283757 +2818,340881.8370541737 +2819,1260170.928006032 +2820,569123.0482693333 +2821,65768.39777682291 +2822,634503.916502507 +2823,724283.6123989921 +2824,339941.97857254767 +2825,459441.36154385866 +2826,1059223.7092869026 +2827,1217468.4633020302 +2828,176409.49197603308 +2829,743288.5488559777 +2830,441716.0070282542 +2831,1286215.17302637 +2832,210874.11202967365 +2833,284045.9667534144 +2834,114150.2989860322 +2835,248466.21806389838 +2836,620706.6691667157 +2837,209984.69691248407 +2838,1966250.7578169834 +2839,206845.1628200838 +2840,974603.5895100912 +2841,523067.9333986995 +2842,405135.84810417343 +2843,538915.3693582043 +2844,599109.5542953496 +2845,996663.7954198212 +2846,466440.83245256054 +2847,439918.57849697943 +2848,2401834.148634086 +2849,239581.94652143028 +2850,560469.48174613 +2851,638267.1361987088 +2852,375143.4446817277 +2853,293795.2122649428 +2854,345599.43048826244 +2855,151640.3777705903 +2856,341301.3745875866 +2857,497955.5112230199 +2858,567832.7111759281 +2859,399412.20818045887 +2860,300694.8570898881 +2861,673741.4370838524 +2862,868845.1365334686 +2863,614891.8542029402 +2864,524597.4804645068 +2865,511334.1474582114 +2866,527049.3610226974 +2867,174420.55314047053 +2868,373622.29656496295 +2869,447858.2247586873 +2870,-102416.78797324654 +2871,386122.2397814391 +2872,103128.77639854618 +2873,510774.42639748834 +2874,388667.8381122706 +2875,256799.3959787601 +2876,219079.39947589755 +2877,574507.240414799 +2878,538247.8355839298 +2879,274623.4251577175 +2880,617139.9673802609 +2881,318286.63579184224 +2882,532915.8320546249 +2883,338739.12865852274 +2884,206138.71197868587 +2885,424555.64999701374 +2886,831694.9107170076 +2887,337116.1948156329 +2888,664075.37117743 +2889,544289.6673761653 +2890,1449962.991927702 +2891,568559.2264301698 +2892,773825.4017402086 +2893,22241.190792317793 +2894,354506.0208079661 +2895,231972.57176911278 +2896,62189.802709475916 +2897,621249.7997898977 +2898,287601.5356766534 +2899,317748.5289852965 +2900,542623.1792807156 +2901,314937.25838863803 +2902,331498.7990690898 +2903,374524.0362242261 +2904,280008.23424308695 +2905,232734.25013719365 +2906,429224.09110377333 +2907,805888.9463912238 +2908,522674.00194863905 +2909,438074.110494138 +2910,880348.0965406907 +2911,386064.98883837694 +2912,1397191.0245384108 +2913,418852.444445151 +2914,657019.6610369342 +2915,857468.4285679009 +2916,742692.6215239849 +2917,701155.9854379947 +2918,-167674.0110700936 +2919,396851.7150910002 +2920,1071267.3115310082 +2921,551974.9901450343 +2922,333840.1341219704 +2923,2101078.7056826646 +2924,461916.1315412017 +2925,225730.4519755658 +2926,698420.5914478584 +2927,191453.0199502876 +2928,453926.3415860584 +2929,1697108.1068474092 +2930,517615.67121183395 +2931,411138.21651322045 +2932,530329.0168170499 +2933,292912.4930815699 +2934,361320.56446092343 +2935,158978.33139328763 +2936,1458012.2085788096 +2937,504885.20809504995 +2938,209641.4478110206 +2939,721912.3006775081 +2940,174191.90134145733 +2941,344262.3141660873 +2942,396883.6383416313 +2943,404219.2536547129 +2944,245129.88532239269 +2945,289396.6937709786 +2946,463722.4913827252 +2947,362807.07017255726 +2948,949168.1884360329 +2949,1751450.103908943 +2950,818355.6745368579 +2951,492052.91079118557 +2952,1087031.590046865 +2953,382515.60625030857 +2954,504228.979718806 +2955,493729.487205697 +2956,954079.3201434965 +2957,467786.61100494734 +2958,1188783.5751717947 +2959,362148.21198711847 +2960,935837.4341838822 +2961,627249.2668845921 +2962,354848.43388924666 +2963,347496.0374306727 +2964,331640.2434743396 +2965,130954.88388925232 +2966,151568.4947337153 +2967,870809.7375672344 +2968,599105.8165795503 +2969,405640.1210681697 +2970,487889.0699552017 +2971,585593.9065204245 +2972,757124.8227156866 +2973,220175.5959508416 +2974,425824.73714518605 +2975,162805.61964358762 +2976,849564.4171382758 +2977,155116.27462395368 +2978,622832.9582986146 +2979,486686.3754617901 +2980,599786.693268304 +2981,515330.2614575004 +2982,647350.2055833716 +2983,658249.134616216 +2984,330614.2028550651 +2985,574439.6152405257 +2986,762657.1247219272 +2987,665226.4025324235 +2988,337839.00982769486 +2989,1050402.814665263 +2990,531682.8745895646 +2991,778979.6869974145 +2992,315208.75361026963 +2993,229928.23295080074 +2994,278804.57597711246 +2995,733786.889382665 +2996,233237.69926959142 +2997,990886.4565732226 +2998,1071694.67395195 diff --git a/机器学习/聚类/DBSCAN/kmeans.txt b/机器学习/聚类/DBSCAN/kmeans.txt new file mode 100644 index 0000000..c0a99fb --- /dev/null +++ b/机器学习/聚类/DBSCAN/kmeans.txt @@ -0,0 +1,80 @@ +1.658985 4.285136 +-3.453687 3.424321 +4.838138 -1.151539 +-5.379713 -3.362104 +0.972564 2.924086 +-3.567919 1.531611 +0.450614 -3.302219 +-3.487105 -1.724432 +2.668759 1.594842 +-3.156485 3.191137 +3.165506 -3.999838 +-2.786837 -3.099354 +4.208187 2.984927 +-2.123337 2.943366 +0.704199 -0.479481 +-0.392370 -3.963704 +2.831667 1.574018 +-0.790153 3.343144 +2.943496 -3.357075 +-3.195883 -2.283926 +2.336445 2.875106 +-1.786345 2.554248 +2.190101 -1.906020 +-3.403367 -2.778288 +1.778124 3.880832 +-1.688346 2.230267 +2.592976 -2.054368 +-4.007257 -3.207066 +2.257734 3.387564 +-2.679011 0.785119 +0.939512 -4.023563 +-3.674424 -2.261084 +2.046259 2.735279 +-3.189470 1.780269 +4.372646 -0.822248 +-2.579316 -3.497576 +1.889034 5.190400 +-0.798747 2.185588 +2.836520 -2.658556 +-3.837877 -3.253815 +2.096701 3.886007 +-2.709034 2.923887 +3.367037 -3.184789 +-2.121479 -4.232586 +2.329546 3.179764 +-3.284816 3.273099 +3.091414 -3.815232 +-3.762093 -2.432191 +3.542056 2.778832 +-1.736822 4.241041 +2.127073 -2.983680 +-4.323818 -3.938116 +3.792121 5.135768 +-4.786473 3.358547 +2.624081 -3.260715 +-4.009299 -2.978115 +2.493525 1.963710 +-2.513661 2.642162 +1.864375 -3.176309 +-3.171184 -3.572452 +2.894220 2.489128 +-2.562539 2.884438 +3.491078 -3.947487 +-2.565729 -2.012114 +3.332948 3.983102 +-1.616805 3.573188 +2.280615 -2.559444 +-2.651229 -3.103198 +2.321395 3.154987 +-1.685703 2.939697 +3.031012 -3.620252 +-4.599622 -2.185829 +4.196223 1.126677 +-2.133863 3.093686 +4.668892 -2.562705 +-2.793241 -2.149706 +2.884105 3.043438 +-2.967647 2.848696 +4.479332 -1.764772 +-4.905566 -2.911070 \ No newline at end of file diff --git a/机器学习/聚类/DBSCAN/sklearn-DBSCAN1.py b/机器学习/聚类/DBSCAN/sklearn-DBSCAN1.py new file mode 100644 index 0000000..7eabff0 --- /dev/null +++ b/机器学习/聚类/DBSCAN/sklearn-DBSCAN1.py @@ -0,0 +1,16 @@ +from sklearn.cluster import DBSCAN +import numpy as np +import matplotlib.pyplot as plt +# 载入数据 +data = np.genfromtxt("kmeans.txt", delimiter=" ") +# 训练模型 +# eps距离阈值，min_samples核心对象在eps领域的样本数阈值 +model = DBSCAN(eps=1.5, min_samples=4) +model.fit(data) +result = model.fit_predict(data) +print(result) +# 画出各个数据点，用不同颜色表示分类 +mark = ['or', 'ob', 'og', 'oy', 'ok', 'om'] +for i,d in enumerate(data): + plt.plot(d[0], d[1], mark[result[i]]) +plt.show() diff --git a/机器学习/聚类/DBSCAN/sklearn-DBSCAN2.py b/机器学习/聚类/DBSCAN/sklearn-DBSCAN2.py new file mode 100644 index 0000000..0d00d0f --- /dev/null +++ b/机器学习/聚类/DBSCAN/sklearn-DBSCAN2.py @@ -0,0 +1,29 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn import datasets +x1, y1 = datasets.make_circles(n_samples=2000, factor=0.5, noise=0.05) +x2, y2 = datasets.make_blobs(n_samples=1000, centers=[[1.2,1.2]], cluster_std=[[.1]]) +#合并数据 +x = np.concatenate((x1, x2)) +plt.scatter(x[:, 0], x[:, 1], marker='o') +plt.show() +#KMeans +from sklearn.cluster import KMeans +y_pred = KMeans(n_clusters=3).fit_predict(x) +plt.scatter(x[:, 0], x[:, 1], c=y_pred) +plt.show() +# DBSCAN 无参数 +from sklearn.cluster import DBSCAN +# 查看默认参数快捷键ctrl+p +y_pred = DBSCAN().fit_predict(x) +plt.scatter(x[:, 0], x[:, 1], c=y_pred) +plt.show() +# DBSCAN 有参数1 +y_pred = DBSCAN(eps = 0.2).fit_predict(x) +plt.scatter(x[:, 0], x[:, 1], c=y_pred) +plt.show() +# DBSCAN 有参数2 +y_pred = DBSCAN(eps = 0.2, min_samples=50).fit_predict(x) +plt.scatter(x[:, 0], x[:, 1], c=y_pred) +plt.show() + diff --git a/机器学习/聚类/K-means sklearn/data.txt b/机器学习/聚类/K-means sklearn/data.txt new file mode 100644 index 0000000..330311a --- /dev/null +++ b/机器学习/聚类/K-means sklearn/data.txt @@ -0,0 +1,21 @@ +name calories sodium alcohol cost +Budweiser 144 15 4.7 0.43 +Schlitz 151 19 4.9 0.43 +Lowenbrau 157 15 0.9 0.48 +Kronenbourg 170 7 5.2 0.73 +Heineken 152 11 5.0 0.77 +Old_Milwaukee 145 23 4.6 0.28 +Augsberger 175 24 5.5 0.40 +Srohs_Bohemian_Style 149 27 4.7 0.42 +Miller_Lite 99 10 4.3 0.43 +Budweiser_Light 113 8 3.7 0.40 +Coors 140 18 4.6 0.44 +Coors_Light 102 15 4.1 0.46 +Michelob_Light 135 11 4.2 0.50 +Becks 150 19 4.7 0.76 +Kirin 149 6 5.0 0.79 +Pabst_Extra_Light 68 15 2.3 0.38 +Hamms 139 19 4.4 0.43 +Heilemans_Old_Style 144 24 4.9 0.43 +Olympia_Goled_Light 72 6 2.9 0.46 +Schlitz_Light 97 7 4.2 0.47 \ No newline at end of file diff --git a/机器学习/聚类/K-means sklearn/kmeans-dbscan.py b/机器学习/聚类/K-means sklearn/kmeans-dbscan.py new file mode 100644 index 0000000..7067440 --- /dev/null +++ b/机器学习/聚类/K-means sklearn/kmeans-dbscan.py @@ -0,0 +1,91 @@ +import pandas as pd +beer = pd.read_csv('data.txt', sep=' ') +X = beer[["calories","sodium","alcohol","cost"]] +print(f'beer: {beer}, X:{X}') +# ## K-means算法实现 clustering +from sklearn.cluster import KMeans +km = KMeans(n_clusters=3).fit(X) +km2 = KMeans(n_clusters=2).fit(X) +print(f'labels: {km.labels_}') + +beer['cluster'] = km.labels_ +beer['cluster2'] = km2.labels_ +beer.sort_values('cluster') + +from pandas.plotting import scatter_matrix +# get_ipython().run_line_magic('matplotlib', 'inline') +cluster_centers = km.cluster_centers_ +cluster_centers_2 = km2.cluster_centers_ +beer.groupby("cluster").mean() +beer.groupby("cluster2").mean() +centers = beer.groupby("cluster").mean().reset_index() + +# get_ipython().run_line_magic('matplotlib', 'inline') +import matplotlib.pyplot as plt +plt.rcParams['font.size'] = 14 + +import numpy as np +colors = np.array(['red', 'green', 'blue', 'yellow']) + +plt.scatter(beer["calories"], beer["alcohol"],c=colors[beer["cluster"]]) +plt.scatter(centers.calories, centers.alcohol, linewidths=3, marker='+', s=300, c='black') +plt.xlabel("Calories") +plt.ylabel("Alcohol") + +scatter_matrix(beer[["calories","sodium","alcohol","cost"]],s=100, alpha=1, c=colors[beer["cluster"]], figsize=(10,10)) +plt.suptitle("With 3 centroids initialized") + +scatter_matrix(beer[["calories","sodium","alcohol","cost"]],s=100, alpha=1, c=colors[beer["cluster2"]], figsize=(10,10)) +plt.suptitle("With 完整例子 centroids initialized") + +plt.show() + +from sklearn.preprocessing import StandardScaler +scaler = StandardScaler() +X_scaled = scaler.fit_transform(X) +km = KMeans(n_clusters=3).fit(X_scaled) +beer["scaled_cluster"] = km.labels_ +beer.sort_values("scaled_cluster") +beer.groupby("scaled_cluster").mean() +pd.plotting.scatter_matrix(X, c=colors[beer.scaled_cluster], alpha=1, figsize=(10,10), s=100) + + +# ## 聚类评估：轮廓系数（Silhouette Coefficient ） +# +# FAO +# +# - 计算样本i到同簇其他样本的平均距离ai。ai 越小，说明样本i越应该被聚类到该簇。将ai 称为样本i的簇内不相似度。 +# - 计算样本i到其他某簇Cj 的所有样本的平均距离bij，称为样本i与簇Cj 的不相似度。定义为样本i的簇间不相似度：bi =min{bi1, bi2, ..., bik} +# +# +# * si接近1，则说明样本i聚类合理 +# * si接近-1，则说明样本i更应该分类到另外的簇 +# * 若si 近似为0，则说明样本i在两个簇的边界上。 + +from sklearn import metrics +score_scaled = metrics.silhouette_score(X,beer.scaled_cluster) +score = metrics.silhouette_score(X,beer.cluster) +print(score_scaled, score) + +scores = [] +for k in range(2,20): + labels = KMeans(n_clusters=k).fit(X).labels_ + score = metrics.silhouette_score(X, labels) + scores.append(score) +plt.plot(list(range(2,20)), scores) +plt.xlabel("Number of Clusters Initialized") +plt.ylabel("Sihouette Score") + + +# ## DBSCAN clustering + +from sklearn.cluster import DBSCAN +db = DBSCAN(eps=10, min_samples=2).fit(X) + +labels = db.labels_ +beer['cluster_db'] = labels +beer.sort_values('cluster_db') + +beer.groupby('cluster_db').mean() + +pd.plotting.scatter_matrix(X, c=colors[beer.cluster_db], figsize=(10,10), s=100) diff --git a/机器学习/聚类/K-means-图片压缩/ImageCompress.py b/机器学习/聚类/K-means-图片压缩/ImageCompress.py new file mode 100644 index 0000000..9765b38 --- /dev/null +++ b/机器学习/聚类/K-means-图片压缩/ImageCompress.py @@ -0,0 +1,23 @@ +from skimage import io +from sklearn.cluster import KMeans +import numpy as np + +image = io.imread('test.jpg') + +io.imshow(image) +io.show() + +rows = image.shape[0] +cols = image.shape[1] + +image = image.reshape(image.shape[0]*image.shape[1],3) +kmeans = KMeans(n_clusters=256, n_init=10,max_iter=200) +kmeans.fit(image) +print(kmeans.labels_) + +clusters = np.asarray(kmeans.cluster_centers_,dtype=np.uint8) +labels = np.asarray(kmeans.labels_,dtype=np.uint8) +labels = labels.reshape(rows,cols) + +print(clusters.shape) +io.imsave('after.jpg',labels) \ No newline at end of file diff --git a/机器学习/聚类/K-means-图片压缩/after.jpg b/机器学习/聚类/K-means-图片压缩/after.jpg new file mode 100644 index 0000000000000000000000000000000000000000..8962a4e379018f11d852e7e0db5c30f9738abb2b GIT binary patch literal 9246 zcmV+(B;nit*#F=F5K2Z#MgRc;000310RRC1+Wgv=4-_35A08bV92_7dE+-%&EF&BoC^soAFflYVG#@89JvcHvE;BST|G)qX2mq4+ zZUF%i0RO}Q9{>OW1pxs80RaI300000000010s{mE1_uZU3Jd?l0JRVR0s#X90t5pE z1q1{D00Dgg0s{a95d{(Xb($mz{*4NnC+Tr5kl!KGY6{rCi+Dc!yH8y^2X~?%}peITkoxHE=(P%Vasqxg(yKBCP)a!bPRp+{bf1 zqY8*4j@-D?NZS$l(k;rMg*!?T6WJ?Buv2KPC4&F7@6V zhLON*XAE$_aC2@vK0IF~snpYa5f%$8Wp)FN#|wgf=={5LU6<1tTY@+pqrs37(7NYYz}<7B?c%tm0?;P3Vuvo+Wlxnl{{b zMhs*bG4kXdwZ}zm70tPOn>%%ubzig~DJa}K792hg0QBRE&+-0~_J0KUXY6oow6*(I z@1Hw&NVw{9a&uPvG`=mp)-{VC4S1du7RDle*fZyX8#1c0xl&u^Z&Lh{Ylzi;AZtD( z*WuZz-RT;8NU9RrMm|cAq1fyS(sV6@^c8`mEykUw#dvJ&?tHBN;_*DlpCFD@b;fh` z#aFnso=5vk(!ImV<)vUtGZJ!JC#gQBqW;gH&hqd&XLoAc)HEyYPHj(6g3#OA*%+gE z-d1A>;T2BuTaCE($3QV%&4{+}jg!fzL+5$;yL+p6TtOwdE>T;1F;W0;?(lgef@(`y zHAT4c?XEOSjWyTGj6jmYh)NCX^0+5)Qw$sM(3z!VQU}YtzRYzAU+gyT5WNzm;B!TIo*ECS-9@F`>2}Wl0ATal8+o8W zLQbsVwkSK1-}ji?&N2mAy4LjjuMSzU)$Ap+jxEMm8PQ|&0+I}kx1Gh5aHMVI1~?J; zf5Ttf*Vh_Zm+W^oC?vZL4qX~U`>@JLIVz<60PIC&&+t#rIX)wkcl%a=kIQ(f&+vm! zwZF2mm&AcC=T~@Yy)N%qOLjU<*y~wWYunNE@8S6&TQ7*3NdDkMpPp^XKJ7**!$i2HJ5LyUTYeq z)`e#ktSX7-3lAYAMrLB^)Rj}Ylb(R(wq~zu-Wb+2tqy7QyVAix`q-H%Q)(#&nunVSRDEmdn#PZ8ycYMM~bdR&G*qB79@-Pbcjh`+;1PSsS zhhj^Sl618TyLc8hxSJY=uJO%kt|Vyx0C=&*zz#s!wC*Pb$}R|83fhOnwm)gUvegmS zNYkT@8PalBAAW$M=Z?D$9mk*CXS-3iAH|RZIH|n=1(P``F}?Ys^QsN!~H$ zF$zY|-!o@{$-yM&Y5a2+gMJ`umbUsXopW&#qD1pv#b(}9s>sS6(->DjbTaTq%G*gE zp>GV3`Mzb$v+t0)`GH545AY4DI3D>vq}Mg5c!nnn2Z6vyB)ily=w5fN@v6WI%Lad;v7$+m1naR!$O)ilvD>a+i+N4Qr zV{40~m5hcJxE^C;Z^*$;U9+4iJAo}-UEZmqqD81(+P%)7aSFbhb1F!YvxVEUYM?Qe zEL(Qc3b7!1+iwV3UBM)2aS}#kihFqWNf@)w0HXp6NIqbo<7vUb$qf?tcG}olrH-Wy zyTn%9O*zSrK2(v$ib)LFjavb+^D)6Kn#|PvIcsY%yOU74`yIlo0Eo{t>PUBKS+=TU zAmy+C89alQ>%JY(wGXrDwwgW6Hw@l$iCR$1i9lJ5PhpN#Mal)_=i-mdxDm&X7>c@5r-EbfTWWU+6XBt zDLY8Xz)&j2uCwWB9;>Fur!JeP+oLF!VCHoIMidqsqGV9RDoJ8MAd*0Lg#?}=TZYsX zog_%!Ng`&Agoxmy2UiTIE4zWzbzX;ez;er~E%%6-EyC){1dX;LvMjNul_HaqnDU#G zoc!&Y;2Yuxh%J_RpHNtow&#Dd#5bG)o)?pV2d^JW&$jrG9(fw!ZSCch6gOhq9(uDJ zv#3%Sa=?we@J>pMbTCa4E59N)#~A>RS7uqI_3ocGzcrnOt)-DR*M)a1fT|eT zQZ_FcKwPK?8;B*H6`4f(t-tnN+u3We+Ugco&@GLu_Ynmy<9u=Fkf25+IV~XOL}J^D zgvk>KZe{yuw!K@3l1N$LGaH6s=0>u(jT&WXJinI>w4$I~Z`oekRZTwr;#SkVvcykk zB1IW!%F6L6jt~e;lFNoJ0|Yp30nn7mC7zZN?olLiY_qa!SYs1M<%QoNVYAIucKgM) z?I&pjvgm2IvNh$FhoR@NG8~XPbGtbl z5sYz)%GWfcZ6YXLp*nS{Gtc&vG993G9ApqTebNs+Vz|E&_*&xM7g|NEZ3$TMZRD#; zavSE_R4_j-O5o$3z~j@jyVj3H(fm&(lL zZY(5@YlyAmwn=UbHe1(YEPH}&%SNBOCjbxiau8U6qZdz(7%z0|skEfCycoACLeFkv zlWeLKF@2Ag+!vFE%djlDx8fMZ?}#pJKG`;O*`vCQx0b0Bhb{stfIjIwwn;2bI#vd! zquW{DzK;c{)8mb!xVqkjt~|DlL#dc#82JMVcwof#BE_DH)?Of6*)JaALoBk#4KyIFW~$E362Fh+udJoYsz=9klnhuv{pf(@YZS*EhalK=Fl<2r+?_3V1D^hj$~9 z=Qk51x_zu0PGjG@BZHG&wxg!n==$}>pQl@hY+{W(wccN--PDqLvsIk~Pu7j~td~9> zm18dHst6fnyH!*^TNc8pAc6?_n;5_(kyzSahrT3S-@|FCU;hAS%PDQJ8+ck*P=U85 z;IY3@2=g}%NgP();kDQNdnTo*!~XyiD?s03g~J1AA%W!wBLR<`3t@rlj+Gv(74z6> zh_+_Y?XFTbu!8bNlt_Hbwunj9*~E7EV8n;c2639!cN)l)9ZqINfJ+VR=5^lT3YldG zfEiIrs;K4uVptY629@E98|z&vWVOU45oK zj!yH34T!+zW!zILz?B4SjPFY%md|mi$8}*PvP!TUxRO~?P$r0mZ@gpM@&FWf%*jF_yx)ODjveX}mLKBo_Kz zjF%j!l(Sw0SVERX1#2RPy3toSy7Y1OE6m z?RHwloVv@ysA)EKLRlUaxR9-Ue<8Hu7 z&KMBj3>7s_*G-<;EugfD!3b3uaC`H_{%*b1AWJk+IfHH8Yq-$$E)UsQ{ zG?#C1@>?|0B#|hRN0CAw;Vz`cL6aMf2qyr`G|*VuTRni&tuCRFr9`^*rR z-{ugw8}MQXgfY!w>GzRaXle^Usg}N1Wbw>&SXCSK#ZO9BZjiG5I)27tt zg2lI9U5h_0VAx8;8YTsq!!q$Avkr}uxC6?Y7l_yQciME2+3D9J=2i0*Q4zx8K+ZQb zo?uxTT$l2IMM5%I1(wcDNp*cHcoN&~Hulkp?AAi8T1AW*erDViRrc>EPk$ISbsDo5a3^RG+scDdm#1HiiGo#CsSadmeRq4IZ1Bv&e@_k<8e#%}y%;|9Dk zOVTb{Wk#A4kc)Gd1EDzQ{EGHPjxQH@^5R`76YO>qqg~(H-nzWO?Z}S=9H>`Pr(+E6 z8B>BrB>J7^qL9G4EY?$L*9I44zE)Y;yui>brZX5}=a2)l6%18=W;v5Y@iJ+RaV6En zS1EH0Z}yaO<_T>t^!pE+cKq@iG0%2Iz3D z8ipt4B=s0};V0EDBDucTBAFzCt*xN)E#q@4x0GAWJJ%;HHU@p)>!T-d0b19G-Y6{AYle1~XK&t351J4Y8z3st@QSUBks~P^OB>eKEpMP{ zTFiGM688gT(%VL`#O3^`ckhto4ZRgvlXE)&cq`+ps2{~Tl3$7AduuqsOGwstm(G?j zHZJAqE)G^%Ws&dY$@|eJ3}6T0m%)WwTKLBs_CZFQY6Fnr6?zBvKll%%0A!V5V(RE!r$5Dx0gveT|^Zl710`Ocwq zt+?A;Dz&nl1Jmc-fXJ-JAa2OP8|+>9dN-CyZH!itoy;ueg%Tq$$}SwfHoA~mcvG+z z+(sJ2wihNF_Px9@2n)t99HOk-im)-rK-&V7DywcdFVqDfRJGS3n?<+KS4~JKzK!9D zEtP~ZZ;_xSi5Uc}h^l!6vld{^#CBI6KbOOr1b%3>zt@CeytkFNTm_s%AsAhe21v_e zcgn*BNe4LBwx>k+foG=4c$d-JTdV}!D`8j5Vgq1j3S@G)Cum>+$i-{wpthmm^$b*- z3-B0YBloua^ISi}>xeYJ3<+;Rwq_wVnBOPnd^di-FyoJwxJ%o$xVb@f<;bWoTH7PP zs}6tq{b;hby|dQhg|wEryN$Pfig+BBILOKj5;4v?W3EMeHT{mEtlP^jv!YvD3qV>J zB=g!=1w$X2HUpjq2*ezWWOD0Y6U$?L9p{KN=Fw-3S#4QvyzwY(Zv;j$frR_r@JCAL zEFVkMbnO=U8?kw)G_G!8Ac-S|i8;!z20thb$`r9GI1h%<&?U9fd^zGI(IYo^)~yur zJaRN~&l`a(QZ!|Ps^cK1-r6>{d99f4VuCoVjCUgbDB@ddg`01d?sF&Z!tB_%$zTaR zI3qOMZDQuuHME)R=C_sD+xr=)%oj$_C+fKfU8*Ag_ z#i;$5HuMN%AG`T>pPg9pNXb_&!Nq7prfHGtH|=*EX{KCxk{LY1IJ%BeB#pGHhZtEE z$WziG^Ki^L4S&W{c#BrC7SV@_7|Q(6`Akb~FUOd}A0|g58NtpndM_J%Th_ci9hQrs zUR(L_*uxF&$JmN_H!1hTYU-e5V<4db5rC&P(CaHAFNYUQ^2;WldE|m}tfFgfGwwLg zzh3p{8VeKPxbeHn69EWugR^wU@#LS@x&1rC`lhRT)^=8nCBnt#lq{+8WDNYo4y0GF z_&UqMdM=T5b$hBsHJeUa8(W##-y9(_K&NYDjmwzw1_?cv5qv#q;oFqfEazD!(v0!l z5}zTsD9FP&4%v5zD8Nvv#GJP`m7;@6hgg!*DYaXsj!0HTkpkjHRbqCql0q21O738+ zKyFEW&D7&eu!BLqn&v6hl`hL{h}a@&bHIj$31@*B<3;=Q=S*_*$! z?_>(al|lIn=N~Tbm9U_)oaaBra=xXf+>KLJYhz%65h6uDXmuYqm>reD4Y7IToRv}( zkl7w>H^gvh+Qp3eRh$46Hr6{1^K{T1xJ`NHXaKwza8zB#m&W(TRz;@vD=8= z2%(vGmXTd@qy#Imus%g3l0y}c$giaMh3;PR{1~K*$cojWR}59R$v-@<2J{>T;kKL; zT$TQVXQIua-`ljJ-&3;^qRk*?jzR$-kg5p7fH>sm+Pm)*_)AUkO`f-@THm8;x*e;F z71JXhXG?9Z%-G%$vG*-Phk9)urNJ6pcq!v$oN^QDF_KQ-qSPE?opgH5||qe`?og}5(zH(TLhGX@K> zfCe%=w2+12nes8YGha;9pwjJ3o3 z(Tl*KxdHcit@8|Ez8LYsHluHMavpo@yK6ZiNnn--Bh3w#1+u&QoB@>>N+Ni zb2K`=^fx*-w-c#o*;zsY?9saIMJ~fJ{lk^{RP)wN8v0#k#_LJawyq zO1Jotc^0waSZ=MPjm5+gqN>QDTlZn2Bm#^H0f2Bp##zC9Yk03^u(ZCpyPDfed4!QY z^8)u$JB0EllW)wdv7=%;VrC++MtPKk&-_lT{^OklB(d7k;@T+c*RlEwS8LcZ7xlOrf3ye zrHrz)kuV#Ap1W8s<{+Q%9lYm4{{ULkeCu_%)2xzvhiGTJlqZ>Ul^dgWW#vxf!Dr+l z%dJBOwPUH<-9@L#98lT9Wirniw0Ze9CR~80%-Y+Sa#W6slRfLb?w@+r@?Ki_h237@ zTJMfDEWra47}`Tc6mk+y)4iB+z>dmEqR=d??BzEx$pb4|$N@~NWxU4+swjm4V5A39 zj5D-bS+u=7!tp+wvA(4oD#)(`D?uS2zaia%;hl&Iav7NdgMn0|v^UyoUr%&y{O3R} zc7JXi``0iX(e723Y=B6_`HVhLkttBbtNHGwXl`$BH4QfY0GCoDOJ^L2 zs^M4@`_q*3G8OpF1NA3z*L&b)wY$2x39iFyCB$tyo0(N6GJfQulhi0tgNFO)NgpcF zt7w;Y8g;dV_i|d?+DwcgXFs}Ch#4jOLJscnx-CQ5f@)_?|dC8*P7iYYw9%*^XZ}{6{JjasX8eyMR@T2H%$i z@BtJwZy8x#+e4z>+qH_!lSL)s-8-N!xT`Y0TjgfY5-8;4;;-pazOAoAvTJy4BefG- zTHD@<32--+*c8a^hH${BB=0-B8(u^(Tn$T79(B6UA+(0W$}r0#WQJ)DLmj2m6%18| zO9Bb3$Wl!r=Vh!g*;`LNqcrnJzF)J-fgVJ5UoBCK9za&-8~|3N)9$sqOG&TwRk(@Z zSxmA<5m2xVGDaM3P^8E(&G(vJyI3i%t~*a6(@?#?yR^2qisl!1;<9y$Cm@k3m2X`sj9 z+g8){-9ki$YZwZL5xiz5MU{rtDqUk;tQY3a*4n#hTxt4cjkH#)HKcM|-V14M6Ei;V zEVGPfET|7Lg4hx;-Mea~Ej~M_p%zizJ)Ok!G**flDAw#s6$-}!&pZx56y0Qadj9}Mj`v!Z&X(1lKitaVMDtw4%F3Hb&c;*n z{{RaPaC6OgU&H!lqk8Z?yphAF+ygADKiW5}%#otT+fW$DjDi?9%ESOkB_i=;)84+U z=JMVbws=lsAg!}4+{l?IcPlEkNZL;%<2y}2CWq{k$8jaGv`D1fgvB$*=E%Ri8x*o- zHw+Sf^7=4MO;<-#ZD_s}e>pCh0&OX7WMIzfSj&>YG(!qP=Pk<*yDhGr;fsw%NPJVO z2o}qHFvlhSz+}p-gvf*d-@8wfc7E|HGAqsWHiXdMRVod7;*|^kCj4@ z0Z=i!<<9YukZWJV-`SV;dUb`x{P1cr29@J4Gt3_)gpr(tjkw*&$p;xZB<|Z4 zwI$}Ge)p>-!pSq3B`L8JkjtOEKY$FJVEbc#!cBi+s86NJ^4~>t%PoV(6fA|L2tdgj zPUl>yI0rttJ)NDk=8fY!NkJBRlvnWDU5HcOtObKs6D&o*iOayRi2;)p|I5{6E zAxCB5pAP9(`s7+%M(Na>} z?iY5h*8?55p1A3Oj9^!#PoinJA0Ok6OI6t)hhw=#Rw@=q?tnr7J%Wxpanihx#fuzT zmHCbc5SidXwj~<_#RlNKe7W357~=z=0=fwGJH2C3xr+7C3O z8S9LHb#Q1JmEN)APZMa@vWC;+l38PhBv^txcM7P$pad{b20_Wd&p}=B@ScaL+Bmwf zR}#+CxLF-C{Ego!9lyt|aklX$m8kfo?EwbJLhyNn$`z%;$k=@4h$Lj>;GbI6_=E)B z6}WfEC}S!V?Hn?IFgPO}x^(mv%lJmp7x5extfa#y*`j4Ge&m+2yQn$H1-@(!;Cc$9 ze$8{LX=YMz>1Vl9Jf#jed ze*h?A0Ng_!05E|f`IEPXqW{GM4dLMcKw^L?0cHM|J)rFWZVzav z-!h=wp#R85-TNi)DI|qh7VwbXeZAWSpgvf_P(l#^b+-pVe}DjH{`Y)$-vBQGsECM& zNQkINNT^sS$S7EN7^tWic!W4OcsMwOSf~%-SMn41k1-S)3JMxJ8YVhACN4TUI_`ah zj{CC+*8fDn-6sGRA|M`M4+BL7fX0G?!GgM*gESK1t`kZWq9q*ELx3oJA7B7b(6Dgu z2#83?D3C$)uS6&SG|X=zCIAW+3I-Y$8V&&-5e^2G3qr(#fu+RefP129j6>xVzzL5V zn^h_Ph#F6=&4i2FIdD`0fhJDcV|U1Ango0xeJb7(|I2 z0y8O1UNC6sj|%^L4e0(-;cf|l?3X%EP7>RUXjKb zebbrlix2*yxCzWV%;iW)Zpu>z!BHF4oK^eq-gkhlClVG@3nlx+pc+qptV?kVQc(|| z_d)RLw@R8T`Z`a8^$3bjcB=GV#p*||L47&Y%Eh9@eDZasPg?adfMVW6Jc^1?l@gDg zl3wj)7P4aN-N?+#EI~*7(|j}kbbxEJhHHc&&e2OP|T{BJw4MFFV#r` zxcK^(ty+tn;h8QJYACjrtaMQKa(@O1r$v@(j!w{9P7>aWW67m;rT4m-&| zJ~uE$>U!Pd=!$Ul{;8bE$|hY!>)q(=%Y(O^bDrKhDL9Ki2$C$!90q$UZ`WITu$TM3 zY?NzwoHc#dj-S&b@+tR>Bi*FyZ7&%ldvpqJA-b|Ci;hv=jP5V@B#8-4)kkNWD1Y`z zXO!9eJZ4qsvW}@$Y*2m^ zb=sBDfMo3L7b(N;An)88#V&6$*UvXJjo}nh%^aorJ|B$t9UVvf#}5P>@DlOg!orTn z$rLXlMhC12_DnuEADOBQ1dw_Je{!9F>G*LFlRD@Q;A1eJHnJ7Q6mYd0N%*RUZw3)= zo?=R=>vcFlDVT@~Rkl>39Xx<0EP+4eL#s1>i2c#~HS&>ts={fyU~kf!6z*f^(<&Y& zy~G&k~{+`jCua_3X|LbH)YZbGoaKW5ZbuK7v>KW(ZTe zp9MSNd^3uDSc~-)Jx;&q?VK7AV~pSI4xQI37n*#D2{t8RCtRd^_jr^}C94wu(r}X0 z)WWbEeL~}l@c7bbZR@H07(T|NNTd=gp74_;X9p{A#-J6)?j3-~p|nizvckK0p%di! z+0Rk?W}HwCC%3?=^=^Da+(Y55-Q%jJBJGN}o^a4BW{)F5S~(mGEc%qUVR;u-@}$dg zqTGlauI&1ifmLSJ-$c>yj?Oy!JKKHxaB_#|YxrKh3D2Mj=V%j(suRMOpxuRENlvxhNuPFGzDZewu?j>i6i zNsTmaU)-?umNHkM)Q%>b@TP+2wtQ64980*y3%=o{{aeJu$f+IlydBaHGV|~2dFr$q zLV(uQoG96mUul64k(gj$>f5T9KzXvVb@MzFb>Z^xU_`hAjkk zn8L?!$rFMhe99o{@s`kT?Jd?Z;1Y)ph{7dj^I9+1WDY7* zOgIL}342yr--H@oX>fw)*Abk7Zvt ztyA@!ZZ|VqYC-RJFN~qe_(UCV?LrVz#j3VBWlwHu&gjHdD;4buwJ;iTuQh(8n>a^5 zs>`_^WD8fO_Vn~Nif2Ld`e1q`D;KWDkksp$#88{C87qG`xe*wbsQJvMZfb0Kr4($9 zwpX=X5~8u27VP^dT{0{P}O)h?!6UH4Uc zfq0w9GGn6*udLgy9ED%`9cgusgqlKK9G^4d3^3@w#gK7FV2Q*e<$xD^ak>@XttY{H zb)(bJ6ijIECM3%9THc)pZ19?8MlyK#G(;3;yIyt+eJrYYA?lnQreMP_ZFjr4E|7<~ zy(Gme;J|KK5c61HZ|mln+8Uzg9`}!kBswvBro1KnCD$J%r7kidg}(kytW@gEQ&*e< zRQWYxlP0I1l?o&Hh^Aqm2-U z2pS8BNVz6bcIxi>SnKP)i~g?ZFlEONxY7EPjE$Wir|-1|ZrL``d$tmr?NIw{{14ue z)L+Y2v?4ZE+xaOc^Hu74ct%qw486s$AW2^l9-cA*$m>yjyjj@hMmCeTtSirNA6@=- zAfYW8fR7%n+QUH!gH2Nrc{g=J*GfU0%=s!{6xFOV{(3=H9z97ts=q|YA6uDId0Z02 zqovf%)98lWqKWPzzu}qP(eY;W`m;z60}BvJ3>hZJl7bAE90WuD?JNZJ#2vc(z^}?T zGM3b2MAU=uk~%s4>L&X9#_(ESSATpTv?GFZ#dimoWDza-XhTv4o-!NTsP*Tg${8RR z-7mibz@M_c*Xg0lbR|Y$>+y8x%9*$Ww3L%>lG%vnnQ?K!k1LMAgtB<7gWikE7LuA6 zog*$Siol(VDi(<22qx_U-Ji$E+yRI_GSOtWlss#zk5O&8ikZ8Ty90bVi7d`3I+@K6 zU0xlxQHHDITgv9|o#jMY(EO&C#v2m$OjO4iLwQp`K-qtad&4_EN4Iuwustj9+)Ptl zhGy6@=HozrORJAFnL*q5f%2Ayi2NO3tl6sRmLaTztk+HTE%eqMAhIVJyqD)v>)L=S z)ciEG={7#u<(ZWkl!$!b9e}`$FLPBWV+xfbNZV7wt%ib3c~Ft1zpVmfLulngJXSKEV*Xb504#uQTVYPiArqsX(h?5eo6F_P`v0RH4>X!TCV)g2sckb8?F{( z>Chg+imY<(jYPMrpXS$#bF*pJobSR>`ptF#4>27w^nl0_L235Y$q9_JJAlG!t9j7U zD$+!fYK396EBRB<>K6d2_VZ*40y5&^E7>FF6DybN1BBF3q*75Mmz-J2TTxkR$alMw z_>(}1#>-$DD#L=%5e>WBIA24!V=q~TE4u~B7uv7=q6~j%nsxf|DD<5A2|HRnA{%9S zn{)#R^*g4Rt%_4)c4gRYhkWZy^AnYPpBtyXuVXmcNI@Z99(s&oGCX)u{zgreQ&jSl zZ7p?p?2?J%EMxV^kdHbp<8JzH7Z3HX{T>%9JAhwYRuPuwVcUTD5dSTDpb0)8ydm*D z{eIsB0H8QJTiJt^UBQm7U$plE)I;(^1UG0A7?^87yaf$m>)*cM{O}o!O;Os1b z_o@jpS_)(rUX@Mg`Tz+@Xeg2*q zl0I~tx~c6?@hXss`s}Be``&=reaK@1j36mw_w+k`=qcI<8u~;05Q+N#>O-^#@P4>> zJa7{Ifyp1F9zVcH4>2TydgytGzv4b1|28QA`hoZK0s9odW^N9l*g|56cK{Ngeqpjw z)Ba#MAMm=6_&3kJ7Xk{v@)zbo<^==>02~2;yMG&CHtxy)mUQ=jhW22Kd(i-hC7~Xm zdwj004W)182c#iI9>4u?+_V`ZbIpxxd2SarY(eOa4pvJHv0nFV*frdso~0 zX?fp7coPR#do!2+FlS7`_fCl&yok1q6Nw3Ltav-(hjEgWWIqK@Bwv%ir{S z)!VbQpLD1Nc2jKybmHeA*1Pf;eSI2)r!8i5!>A8-&EXvPpnm<-4smKq?=6lRNMfT_F_kVZ$VO*VU|F)1q zD!w=VzhV?!EdIXOLX2i?3)V2U_!lm8QxK#a$OA0v@>D}n;rHT!_#6E%%t)3F&R$P! ztt@_93gc(vpZ-Qe^gu8JnH#%4EM`bsj zRLBD@dhn3{`DumqkcaxYg2CcGK=%Xs=WM;_2cRKCqWh`xYYssv001qy5Mg@&LWtk- zAHU>3e#w9QlK=Q6|M5%ygW&j6(2>=8D0#pE&kUSXjxIE+>AsjgW4F?b)0Z<40boD&c@YDN)06>IP z0QrZUy?J2?20IF}vDv$@8sDFWVKsHIWAiX}WaD6EX9GMI^>8#cwE=;FCLqYZUzlpY zsg(+7WhP9e&7;V!=qLfQw0i303{v+}(lGV1F%>YQ5)}bH_7L>2bF>42je#C^w)QT9 z9>P=)!UZAudo&vr@PP$vBTV&h)&!`dr~;I5a0UT+SlL-j*?HN4yd10?T-;pToXmfn zxnXDF;1^`)73Agu{t8r(+MLbI1=S>_f7JzngsFZt%H7?a)t!sg!P$b1LqI@)jh&N? zlamF)!Q$d+4>tB-v3Gg&TY@CW#njpA!G{XGmk99>x`KtNAe#Pcf}P_ZvH#Xqe`8cs z{I6N{Z9fZvV(uo{@s&f2&%;`^&e`&`b@hP^_TPf|N6sH zf2$M(@z8>VsqRltv9NQpaPn#VK0U?64jBUMKUozaW62ES%Ke`)JD6FSd;U*Y6%_?# z?Oni-qg)_aNnt98C0MPj%mg`k`FZ*Iq}kcUB_*YJI5@=ld3nXzpKx$;N=iTBkm7sL z2~t+l!PNEM{J+bZ-IwM0pOyXTOEb3pKPJP>RM6bP+0Ga;qO9zUEkJD6jvxyv;GeD) zd~gpbI+#IB%XL5SAx(oQ{M5SyBj-$o>)K(`v1rnWc%MW-o@DMziIk^J3jtj z-t=GHYHDe0Zvld=@oZH0#$dZ&4Sx;_w*NR@9%z4CIe)W5mgD>EpU(l2-|O{1=|2|u z#{&OY;2#V8V}XAx@c$zV{I!z=*+afsxI^}dkeddSzit|c-S2r}0GKe)Fh94b5cobk zTt4`DwEuq;L;n?E{)E4kygzCW{fF>B&D^#BxqJXQt^f1#K_?UjL_c^Ki0}tZ@1uuX z1<24aNGSK4YbY4Vy@NkA$lH7f3=O%G0FMkg3IGQKX(|FN6x;&?)cuVF06YQ~HX;rZ zCM7PAit`Z{Hy#HyKC;9UaRNRf$lFv12OJVI0tzDJM#BRHx#IwjMTvup!0`l|8c)?Y zfC^GZ67j$Za$kW{LLH3XHo7RTVfOM+%_Pt?D87S+N6MvoJU5S)04XlJDyK#h6wFJ< zM~DrP1Cfn@hzJXda4-7)of{<##}if91LI0;I83L2*sM0HQBH9+lPVl|;NqckVD=;2 z_AxH%xFw14BXv`k`07r)pVtVWAh##(-~4XS8Sy`6E%Cvxd8yjGrG#ExD7aSMeHNMa zqA?E6A1`rBs7PDbcdmB;PdF7;0p9Ec zawUhj>{kXcmQC;Xl}b*NBv!V=JOP|qywNrG6s{CgObMi8N>j4THi=C{F~WV3b^V00 zJ;>zdS<~Za5RSFq40Zk%N4a&B_S3cAGG=2_1#698s-5XO;oyNk>mJ; z)rGwmbD?&gga*fVfam>XtcaEq{p}yFOXldR?*KwxP1rY2T>|kXBW5}TUQcj@I#Ogm z&)yyyJAO%q)YYBngb5v5_NmxAf;Ys;g|BIB%YYZJV~D*bY18zbcN%W&tB=Bqtg~Gu z0ZL3vd+Oq1C??r<7TXH$m*sQQ!GUgZbc0?YPFO6IS-|1i?(3`7V-Lhp`ToR-)BX(| zDATO>kyT&LZRo^S{6wyS840JQQi_cJf!2JF-fXk%E-y+(Fi^=$d?|mi0!Z>FoDTZF z_H~x0*`c0Kh&7AzRqAQ9Q9u7%#AWL{fQ7)8K2^liI7F!-jHKh`E_xZS$mjs`490(2nbC*T%=Y$~>{Y*M#RVslqE9BqIXcz+j>dbCY#= z{xcVs!9Ex#TG+Vt+_$rs!zpQ#2b{|o$0PM~%kyQX3Mm6EmT5H=(o!^JYaRQ|9|xT3 z%lFG)r}2{(L#-N8aLHLuJF4}s4P8}^X`S`QNi)r?$ah%YieJ*T=b>iXCCJF@E{iwc z3ZK^{hbI$G7WS~EY@jjVlq?t1+>j5mJ&##zIC7Lk9}V!DoEsR!!C4V${vgX=1igBk zC$W@-)LRw)+O~EbZ|CtaUV$mLQf6J9V6K;esiEqa&{I&kQtbd_Rv|(`jzqx$&Ts+z zv8}0bIU*_fiv^FYZ=(wv4yNi}d5-GT^tl-U4)|>W%r5R9t)aL#i52nf2@QnQyfaUu(W=CpT~iR-Uzk~CSX?KxhZ1U zf=HJ5eE#UoylJF&?k+)X8CHt;R~7MX`|=M@Zo0F!`BcKjYhf{ycvq{0KcSP>W5O>v z=HM2qZQ^d2OdCmcRixYjnC;b0#`%UPd{l>s3BN<@LnS@6XU@1%BQqaa5puV8M^Q_d zxDhVwK|DRQ_Rac4u#(W$jCQPKOi%dDvLD0n_0z;0E?!NVSdU^W0Vw)fXNK|mZ=(^s zrw8IDi$Dra5>2s=363BMLg?^pj_IT+;c;^zqg<{@eLP7lF$N9pJb%Pba%_1OJ~iI< zy-z=yGi*+wxf6n+$QVraVRlr~gZ!1y&mRT(>Ob-yD?rx&6q)WkQsqg^T$DRWkp#Z2 zcp(l1JQ4>QeU)303OhRvb&H*r=T0tA^NJ`bP7ftJtlE^LlMSYZnxrRie1$kF$=mnz z1kDB1yU_jaX|>w>M;)3u^h&9tpUxv)^!i5O<0drOdTLbI3=6bxHJ`NOLXN84gh1l{(4D&h#vQ>Q4yP?Khu(NmHHydPb5&F0 zIa>QHZh-SFj^&)jTwtao{i~}@8D37N#|+$6oK;h&dS3>t3WzPU_mt`@H-+t#b^Cc$ zX?4|NSNRKP2gBj8-$zt$?5b#BCsf7Nbw)-NIWex{p5{c496WJQy49kgd!Ng^Xe*Wd zIW_(jLYCRLO)9Q+7*aKuc-tU#@~7Q~UuPMLJHNdl`~)=FmU75UWP!F*5zJ!^z5`HY zsDIUIN2lzRsz9$%^AAw03)Y9)3e4^XK>Nii7wr%%g-u1a1i7`GqVFPf+-&*uJWL44 z^*%Vj7Ix#yvMi=TIXJk{Fs;&!Jp2iGp#a>qr({53O!|B%SWWbz$xHI~Y_-(jvZd#b zF75#FD`ED0Dz5&Qg(j&oX!p180l;XTD55$UT1Ne%5>_17vF1yM)JX!g38ZgN1% z?@N>fua0^sAoFb{=ymWrk3g2^SjuUpzT+kOx~eK>1%!vT-mof6XGOJ|js1Yl?`BiB z#-b{-Nj)6n_}jPyved)J3XeA3RW*sDdZI7vSjSfkI9D}W6I8df`by*l{G*b5qy}SGLn!yhcP`8olxms ztzG;+8LK?c!Bzu+NZ*e+%+M(?t*VO~!v!0gbx5+B9GfPqN;uK7;X70hP(@}{Xdnr8 z4CUsj+{54EAY6;{f6c-!k=X7qT`&|ieL-TSS+DkV`{_;ZO=@$16n!Lsrm zcxuyU*wy{s*ER; zrSuiA$n@b+v(*r-LB2(|qOiAu^7G)m&N6iqCM*dV3JMYYx%Ni zGRuSlf8V?t`Lfn+!-x5Fe?=A`RfM7s#ThI=2ivO)ds-GA5*3r7fToW_Sj;;sr7AL> zEvHI`iuf8(dWO5}t}SEbC1NyRK*!Q#B1Co0^u2}C6K^iLezuXnHSsz4^H!o6zM@Gk zceR6e)`uGwoK5?(a6a&7SZGTF_w$O1isu=RJXJFUWWh)pEc7l(nPo`V=JNjf8{yD4 ztf#eAXvK{}!IExY3TP*KxzmvCIf=DBZY>P=*@BsIQD2s(-Qe#Ttt7KcvcqCRb7SFF&ki?=r9@C1T+Tj`%XOe zmbO8fPWtAc=w`w@9eH0-FIMqgBf)t$!;$`%TfN4q9@{f~WC9Hh zCp0jsqXJP3p1CBSHHJWdfa-O-rt&&pP2o7Qx?=o%l1y5W1B85nfdkNwif;*_u880jfMXVRwoY zzfEN7tc7j%kL)F8ulFw0c5U`%aJhTP`ap$#fBaWhNa4i{={0J*kQ;v~X^H7UVFaBG zBu_g&E9u8}8hA6xi#qXFhuBglwa_L}qH4y-5uVU$7bkx%Oa1gzpCR2lv|#v0P|4T&L!JQ>Y(qxy#S$9!jVYQ>_Ehx6(kfZ@>VyU#!Z z54NR^+T@3Fgmi(*^c4n)u56=sk+N+K!5Dl!EvH|2k`7}txSk^0FjTK*ITcr}IoL_e z)QK7i38$9{e{^i>IUrz(0ng;Ir^B0@w{_#2KdR1RwzYp#mYScA)z)-n+7}+Z;L~*Z z_SNN04;)MHWYpF0s}rmPXVsnS;Dw=!^)Auv0p>OB7)&O1UF4mRP*?NWS&~{a`!H{j z$@*EdZN?`j_M#2tozuO{()FTFkDcpOzq4UC^Z!-5$fk%1NGdvPe}^};!9vl%M=>+%0h*`FUfwt$rq){U?8uf*qzt7|gKpN-wQ>0Z;-l(lKFu&}p4!QA}twOX%w z-Eath=1cRupbX}@xcyEDWXe|APPwzW!07N!)i$(!LwiU2UAWVPDq8GA3~2hZDOo&h z#7D1;b~~0g4tAmui+)#2-^cwPx!!W@`9c5u z>I)4o3b?}W!?YXM4ed^5S1bLBOG+~mau~|$fC1n615~}?UmB9$Td@{$b5ugox|xk` zh90r7n@NPUfb$~&f%6Vf@+O(r;b2FJz~_18N6cjl(bvTZ{7Cbj@NN=!02L#W#oo!b_mXnRjsA&TR}<1nRwJ_nwLZR}wkd|n)<@Kl<8R{MpTa3x=AOlbMK%svZDl|3brCDdbU`LGXk@>KS{qs zA6reFTHGt9<#T;M^l>iI3u1&gf`W?qG2Y_S1+!}^Cw^MNi%l012ycC-=`bpq2E+rc|gA&-)vCK((?GCx2W zag(Ra&mRQpb|bJ;$W~a)>qk(UgtAYYM3(-V;c0gC{y6f}b|~+pGLs6~`rF%9ydn3} zhzp%N0Jo-JMOCT?XO7UaXieQ2dGVjc{Bp0G{hbZIC z4?W<=9#J&2u4(p(P@oFtr(ZlpUp?fCvCOxnrQ&QvbJ|kK>gY4Ir6y_zis2|=Dwq=W zVp+ivrxvAb8tEm_Ou4lQw+z4FPzou{(M|T72#-p7rwRWC=tHK+*x)kAJj##mVm6RdD_b-9)O{Pc*va7DbUq95%oAAWwC3alSscV*chLB5gvP-B{K9h!7N)cIpXW< zG_iF26h_kZIZ>(Rt!o}5EQp7Ok=%XNAbC}0Xy*!7V7O8H=N9CCVXD$t zn9584kzpOWw|=gAF?22zdy&sN4l6fN!k^lwirM2ZItLBMUekMQh+$Whhyd-GYwLEa zi%_uaA8rBtg5@?JGQdv~?f?rsgTa{*z)oEtW85p!iFual4~a!j880r}7^Sh_O`24a zllm2$?z^02wR;HhZ6zZ~Wt+tqs0&V#t`A1f=HNGy6Mi7XX*#IJ^bf$|{DcimP5KTt zqD1`gafr`z*ySbA7GM*R@u+BhW^CLEHoAkg=EpEx$fnalH!FU-(CJrHV|NY6&mJ6e zoqQi$=CA3MA9X1w%pc9%=*iIH&|D4a{KRuTFlb|^T#htes>DTUh7s^ez-+PpBYL(+2i%Vo)S4x`g65IhgOI}QNY}&6`1uD#%BFS{A zW-5qXDDfAkZmo9;l(RSWmJFapWGKyxkrsA*ad4a{M5!m*dj;ZH`UE~nOG8ZOKAAAJ zSh#gI~u=Oed6CbpVlSIRV9SLRmWVW_t`*ZJ;Lr(&t zOShr}&;U8}YgRWj^78jec~Hh7B9hA}bQ8JTs?^i@NV&W>Hm-veHb<;P9aa=@Zpm0o zkKR-07$6UadA`X=DV`(293NXP5K9#l(nM!S0W(Y%9K5G>g-LZ~?74aRmAOWj^VtkM zHtFG6tW^W2>Qp?B@D?U2eGpS#JH$%zIgGiu+U%nqQkBubk zP`W0Dk*X=0ofXtF`EYDja*P&$Cd~T0#n!}U!`-M#^Jpk&#*|1O)icSEBZb39Fav#G zEJ|1^tx) z841O{G}gKJ6gXyxPF4D5*5b4(duw7aWFlJ>_2nOBmwfRfDWep(GI~9|yiZFAQ`@oT zUe%CNBUNQaflLy^a7;=+3&n#^VgrFhbWpaB!)o)@pa*3APrg}&r}Dx3W(36_kvc$PER=V}Lw zoB&1obd6xCT9gm8xoi6ivpGweS>)oJ^`w;36^IRLCB;U~1@Cr@VdYxL6PxQ{d zNb5H>rT4@yuf((ybY~gMh7A+ezIx)s%GI{ssoNX7g!A&pj{y=}ACgs*VaHJQxuqQs zt5mMAu-eZR-#*S%qnVZlf4(}@WP0r9(-#?2i@~*DtCf}o78C@rC zSt~~RY5#zDWrAo;EW&E8mA%}1D$sXTR!s*x$*9$>I@$qaZ5Go+CEzVd8H-o|Ez;O3 zpB#cbj{j7Smmk8?w56Iy=v#FPqncY#YOiX+O|&Do#yj(V`-@lg?E356I=W6_acF}I zV0S6xgva~U>eZ z#8kcT`zC{B{>@Y7QDuM<0=XJg+)Lcf@0oA%`jZ8|La=>GbE^Q|EI25$Ix4i+ieszt z={tA{fZ^ECI~PeM(_Ko+LJG7qs@V7tKK=-NT?bVvOf@IErj{9yw*)0#^w`i|StvUV zM)M6g7?p#Rqgw#pNd=KLRMcACrJfN-wywR>nuB&Odg}-T@4{&6{mH zT~iCiy2v+DxE7U?)SyZ<#S;6(iJb`f-lEihi$qx*Kb#oaJ5u@dUVaxmMsT`pOsqBgHT9gfkYHD18 z0F7;P2P-Qcs}+k;inJJD(d*q+^!DYqa5zJ9x#=JC!9*|zT-hhjI!g9icn6Lg1ag+w z?3iO4W5}MPQGiHE(?0{V3-XeA!q;eA*22lvRQNSd`nUQ!i>X7>rLLx(?*Nvjbl+j0 z_MNJtTAvWmYU^q6DXnh@8pTlfOJ)zRN}#i+Z)0D-n;j;sgp!~G*?3?IzI*;wnPVIVK)5UTxJlyT*t>VSe&{g@pLlqrkMB^5x>@C_2!r zgr0^l-SBF5463OLx8-r(v-CuSsH}L;>KbgxlrTJ^;qtr>wAD2uWs`Hm^A@UuSIx65 zIhw?VC=1_!47d=AfDCPG(b6Hox{M14hLS4c}Q zV0tqLOkWC2vGOES2=r{5LZerR|B$3bLM{{E|IuK(2+Wf0wRtA3nZBO-q8W$!3}*t_ z0H=SR`qE(ACHb|QoO+SqvZ?p&vv`OnyXFFl`N?BrNmlKP08t|RSCRq709YP4?EH7+ zhsA1&7B}CYRIu7f!#>df{g6t~U~X^z_7=F>o*Y*;ka(8&70W0{dW33eda`%Vel_nS z4au8ntGvuy5p~%Uk6ZYlCpCPc%vVRN-(47=6lBTiMwSX|(kO8sRh7Mv2*OFDMHvl7 z7sFJ*(co9eITA8ZT~*MZQA?jx-BH)X!?7h)ffZF zOZz%2poJ)IiaA8#3vxKPe%!}<2)EVf~u^cMb@-(V<^pFi5& zB~?zmo|U_VYneH^Y9$kT^~{%=EuP=`Jf5|#x35Z}?s@OnY}xB%26?mgibqBHIE{D{ zUXf|1)!qng(4Mh_6djl2Y4$sR%o!H&Q@dUz2YdC9OrmO1?ak zQ~Ok;C4=vYm=z$U+1aI-$e5XY2gqRZk>ZXN^Uh$EeC$a6Wu;<|FlTd} zzbhG&UccL`Vx*9T;+WvKr0639hVepzj7+{U$5b^h6y8kyK9ai3pvfOkBZhhj5QM?0VlDH`fct)72uyZ^_4PP8#|4S@#uoD`YSuw+s3dhFk1C ziZIwxYMQ3Au;pOjFbd~dSR|dv5|Blwttw2kVOKDZLubN!yC-@B8xg(|7s9&5R|d-a zfFf_XG8ILv!p+pN1sY1@cbqm!?%(5EeoIlzy^{dKBj>5;l2Hd5E$SWOajwiRgVZJ? z1S2;BR26z1~(G0S{8{X4f0db z@b4HU$I(KUu{%ySY`3%tfSqzI^w5Q5O5@pG@GHf&RCH0>qD}OYr|{6@8*?F>mBLtA z1RZH|m8=?IP-8MTYsr&6cfVo0Tl|vM;?{t|@sXG#KNlhOzV3?+xkF;lfJ9aT07QOT%%(n;v|aAtMr-0?J5_pJZ1WFD(ycj4HF1x zuf=^rAyNO>HkiSLddXSuna&gTssx38&w!ccVu70jTRw0^GsS#RRt-EFhmOx zU3`3Nokw&t6)9TSUyc z_aMbW4W?Pm(Rq=DL|j_QVs@SP;y`lOvUlp!bQmN;=!}noqtgaXIhyRkOMt+Y@MZ&V zcP0usO)dGM>OA!UjQ+3_I%eg9^xqJ_dAiv$mQOC(# z6=5V6JmGX)we-{$`JkWI&_nbgVf<3=c3FdBpe^x3j1SqQ#+KgT(PUFg8%5w4XWJ3o zITY*FzGwQUK%SJ9&-z{ThF>&g5~JS5fi~@QzZ5>hmjkF{xYc_zIDIkLB24XTS4bL> zO(2M4rO%U*Bm78QloQO#T;c$*M|-03DLWl)ir^E{#JM+$9o3ZYj{I5_9wSiv2w9#a zk8_J*;m|Ixsbl{0aP={l=3({iZP^}v=>CTqQ9e#yw-||-+1q15L?BL6_ecwhl6s<# zD9#bcvW*!rNWY^w4SVVnH0U;Kr`VywKFkh15Dvg8oBU zk8LVVf#op`ff@qZHU1z9KOak&My02-EW4trF@;rbLeb;c?eHhHfphp@X~WsufZd49 z0h9W;_In(OX4vgGdh7&@#v&(DC+bss&p5f^wIlKQiwSF9I)0ZPMvI-9+u2UTHVOoe zPV=iuR+R`5?Xpa7YN|OT=Lt2QaeU{9oNVr68ZZxkPm*5Ir<2Ht{rMnWGQaM5U9ojf zN;4;QdkIl6bzXoQcLO_VW7LNruJ{&%gH{}SYIXISEmbOwM@UR?19_ylkK8@c^(l9p+b1Y&G2LfyTDA2zz+`5*wly9XOqSi-12%9kWtc-}?3JHUDTs){K0<**$CjNI6`$Tt;*%ETkw1%7pxoXH zJIgb8x)>GGk2@sy(fBR#5ptlTNZ9uPz1RU61-fhDOI^ZSGY!dG0K8w~=ZYZ8@JGoy zUe5xtSL&e;)r4e?rnTegS53i1^cI`&#QKRe%fSxu~k~=wXl~5?HSa5ioAylSd}K9b~m#XgEen6AsYN zi&Bl#3Zmnuj8#hJh!*4Js#}SCjKfrh$E)?$72ViVzFjUY1o$Y&1SA z##7|}p+2zd)r}FT4iJ7kFAX}?0SNC}4H!K6i(1FjtPZ4y%G^WWJT(05_BR08x zO`iy4_Az*|OBA{mtc^9>&;{!g%gJ~LuxDcL9DsRIvl7U*{el0P(aR39N*FjlYiZ@z zErbG6BSkW|;T3D9%4r3GIFik$^{m9`rf{ptV-qU01h5GpRF6mEFL5V1`jQbp!DU8w zjm{uprcsHTQ(IY~F_M%fW^uP?su*&S>b_pXQ{YZTb(SQcsmeouQQvr@Yan#9p!-N! zoAX&DaA|~o4PTG}sY(xV1WCSYbCS)9&d<5b$55BPuXB0%Q{fZwEntxPK>SweHz5q! zwtQcsoy{<0B;(`Z8SELowWH|UJ}VbuA<^N8D%fKv*rSr7!?7YJrQUtdMQmp(;~$cpvxmZriQloi8g(>|55~H;U>jDaGFlcX7gWOSaP7hb z9*?O7^Qp((()2HX6RCcSeN!Vc)SbAVZqy#m!JW)#xiS!j?few>NZq@Yr7?+Zx*AHE zFsS;BWJo*bSa|Cbs!=*p%ZjQ>mM;A{x&CTd^1Ea^k5jbh;tFYo6xdz-7bZFDBxZ6e z^R`plo5DW^Xrl;gI*quHLt3Us`M%b$^Yiy*rOia(zjYGdz6O@xd^oEZWlD{dzar7o`avZ4y#IDWD}U54*Q@@r|hhix6&*Oi#Ciy+#fA+yME2YTs0@i*G!xMT$koLW!O9rB zew`B}VuT%BaLEGd3v=r7C5||+`gKM{Om83IBMTNOL%v*0G+!+!_MLNBnHWDI4_+{R zT~oeM|G1PCMhy5Vw0G;r9bndkIy`zQZsk2vH41Hp)T$=&a)xV<+f?{2Qz%x=#}{?p_1U&MmXDT0UUZbgEO@&OODhG5MZ9An z=z@m2iX$uxjNvC?YWLJI59I%z4U;$>y4f7{!l^Heou-|gq1?iSpUQG&6h{GNvb~Rb0m{d@iO$!0T5PwM*l&Gn6OQq0%eNwUY4Uqqr}Kh;UIlw9_RAGTuo7bv}< zc&n5VQA{|$cJ?;<`N`p%wNd#a-RX;q&n|Lb@4l+jqaFW2{Yl&M!wcM21SDf+^~ z$R}mzHlnrqmkuX7Ew6?m8s6AYbk!~YDCHP`kz-Qg*{B6p&yb06pBq|O)s&hUm{q{6 z8Z9szy#uVilNp}cUy!IPmw#(k%7V;W{bQE}jZr_Tzsc`ZS9hdk!@K=Tpy^#A>!xy>|69me)=EXN0p7(csp*>Hh_Ul7G?w literal 0 HcmV?d00001 diff --git a/机器学习/聚类/K-means/K-MEANS代价函数应用.py b/机器学习/聚类/K-means/K-MEANS代价函数应用.py new file mode 100644 index 0000000..e638c8f --- /dev/null +++ b/机器学习/聚类/K-means/K-MEANS代价函数应用.py @@ -0,0 +1,133 @@ +import numpy as np +import matplotlib.pyplot as plt + +# 载入数据 +data = np.genfromtxt("kmeans.txt", delimiter=" ") +# # 训练模型 +# 计算距离 +def euclDistance(vector1, vector2): + return np.sqrt(sum((vector2 - vector1)**2)) + # 初始化质心 +def initCentroids(data, k): + numSamples, dim = data.shape + # k个质心，列数跟样本的列数一样 + centroids = np.zeros((k, dim)) + # 随机选出k个质心 + for i in range(k): + # 随机选取一个样本的索引 + index = int(np.random.uniform(0, numSamples)) + # 作为初始化的质心 + centroids[i, :] = data[index, :] + return centroids + # 传入数据集和k的值 +def kmeans(data, k): + # 计算样本个数 + numSamples = data.shape[0] + # 样本的属性，第一列保存该样本属于哪个簇，第二列保存该样本跟它所属簇的误差 + clusterData = np.array(np.zeros((numSamples, 2))) + # 决定质心是否要改变的变量 + clusterChanged = True + # 初始化质心 + centroids = initCentroids(data, k) + while clusterChanged: + clusterChanged = False + # 循环每一个样本 + for i in range(numSamples): + # 最小距离 + minDist = 100000.0 + # 定义样本所属的簇 + minIndex = 0 + # 循环计算每一个质心与该样本的距离 + for j in range(k): + # 循环每一个质心和样本，计算距离 + distance = euclDistance(centroids[j, :], data[i, :]) + # 如果计算的距离小于最小距离，则更新最小距离 + if distance < minDist: + minDist = distance + # 更新样本所属的簇 + minIndex = j + # 更新最小距离 + clusterData[i, 1] = distance + # 如果样本的所属的簇发生了变化 + if clusterData[i, 0] != minIndex: + # 质心要重新计算 + clusterChanged = True + # 更新样本的簇 + clusterData[i, 0] = minIndex + # 更新质心 + for j in range(k): + # 获取第j个簇所有的样本所在的索引 + cluster_index = np.nonzero(clusterData[:, 0] == j) + # 第j个簇所有的样本点 + pointsInCluster = data[cluster_index] + # 计算质心 + centroids[j, :] = np.mean(pointsInCluster, axis = 0) +# showCluster(data, k, centroids, clusterData) + return centroids, clusterData +# 显示结果 +def showCluster(data, k, centroids, clusterData): + numSamples, dim = data.shape + if dim != 2: + print("dimension of your data is not 完整例子!") + return 1 + # 用不同颜色形状来表示各个类别 + mark = ['or', 'ob', 'og', 'ok', '^r', '+r', 'sr', 'dr', ' len(mark): + print("Your k is too large!") + return 1 + # 画样本点 + for i in range(numSamples): + markIndex = int(clusterData[i, 0]) + plt.plot(data[i, 0], data[i, 1], mark[markIndex]) + # 用不同颜色形状来表示各个类别 + mark = ['*r', '*b', '*g', '*k', '^b', '+b', 'sb', 'db', ' len(mark): + print("Your k is too large!") + return 1 + # 画样本点 + for i in range(numSamples): + markIndex = int(clusterData[i, 0]) + plt.plot(data[i, 0], data[i, 1], mark[markIndex]) + # 用不同颜色形状来表示各个类别 + mark = ['*r', '*b', '*g', '*k', '^b', '+b', 'sb', 'db', ' len(mark): + print("Your k is too large!") + return 1 + # 画样本点 + for i in range(numSamples): + markIndex = int(clusterData[i, 0]) + plt.plot(data[i, 0], data[i, 1], mark[markIndex]) + + # 用不同颜色形状来表示各个类别 + mark = ['*r', '*b', '*g', '*k', '^b', '+b', 'sb', 'db', '>> min(datMat[:,0]) +matrix([[-5.379713]]) +>>> min(datMat[:,1]) +matrix([[-4.232586]]) +>>> max(datMat[:,1]) +matrix([[ 5.1904]]) +>>> max(datMat[:,0]) +matrix([[ 4.838138]]) + +# 然后看看 randCent() 函数能否生成 min 到 max 之间的值 +>>> kMeans.randCent(datMat, 2) +matrix([[-3.59997714, -1.43558065], + [-3.03744979, 4.35541488]]) + +# 最后测试一下距离计算方法 +>>> kMeans.distEclud(datMat[0], datMat[1]) +5.184632816681332 + +# 该算法会创建k个质心，然后将每个点分配到最近的质心，再重新计算质心。 +# 这个过程重复数次，知道数据点的簇分配结果不再改变位置。 +# 运行结果（多次运行结果可能会不一样，可以试试，原因为随机质心的影响，但总的结果是对的， 因为数据足够相似） +>>> myCentroids, clustAssing = kMeans.kMeans(datMat, 4) +[[ 0.15357605 -0.94962877] + [ 3.3593825 1.05965957] + [-2.41900657 3.30513371] + [-2.80505526 -3.73280289]] +[[ 2.35622556 -3.02056425] + [ 2.95373358 2.32801413] + [-2.46154315 2.78737555] + [-3.38237045 -2.9473363 ]] +[[ 2.65077367 -2.79019029] + [ 2.6265299 3.10868015] + [-2.46154315 2.78737555] + [-3.53973889 -2.89384326]] \ No newline at end of file diff --git a/机器学习/聚类/K-means算法实现/cluster_result_document.txt b/机器学习/聚类/K-means算法实现/cluster_result_document.txt new file mode 100644 index 0000000..8f5cf45 --- /dev/null +++ b/机器学习/聚类/K-means算法实现/cluster_result_document.txt @@ -0,0 +1,1610 @@ +1,3 +2,5 +3,4 +4,6 +5,0 +6,3 +7,3 +8,6 +9,2 +10,6 +11,0 +12,3 +13,3 +14,4 +15,4 +16,0 +17,6 +18,1 +19,5 +20,3 +21,4 +22,0 +23,1 +24,3 +25,2 +26,2 +27,3 +28,2 +29,4 +30,0 +31,5 +32,5 +33,3 +34,0 +35,3 +36,6 +37,3 +38,6 +39,2 +40,1 +41,5 +42,4 +43,2 +44,6 +45,3 +46,4 +47,5 +48,5 +49,3 +50,6 +51,1 +52,4 +53,4 +54,0 +55,0 +56,4 +57,6 +58,6 +59,1 +60,5 +61,6 +62,6 +63,0 +64,6 +65,2 +66,5 +67,5 +68,2 +69,0 +70,6 +71,1 +72,3 +73,2 +74,1 +75,6 +76,6 +77,0 +78,4 +79,0 +80,3 +81,6 +82,3 +83,6 +84,0 +85,3 +86,0 +87,0 +88,3 +89,6 +90,6 +91,3 +92,0 +93,3 +94,0 +95,4 +96,0 +97,4 +98,2 +99,4 +100,6 +101,1 +102,3 +103,5 +104,0 +105,5 +106,5 +107,6 +108,4 +109,3 +110,5 +111,4 +112,3 +113,2 +114,0 +115,3 +116,0 +117,4 +118,5 +119,5 +120,3 +121,3 +122,3 +123,6 +124,1 +125,0 +126,0 +127,0 +128,6 +129,5 +130,2 +131,0 +132,2 +133,6 +134,1 +135,4 +136,6 +137,3 +138,4 +139,5 +140,2 +141,6 +142,6 +143,5 +144,3 +145,6 +146,5 +147,1 +148,2 +149,6 +150,6 +151,5 +152,1 +153,6 +154,3 +155,4 +156,3 +157,0 +158,5 +159,6 +160,6 +161,0 +162,2 +163,4 +164,0 +165,1 +166,0 +167,5 +168,3 +169,5 +170,6 +171,0 +172,6 +173,0 +174,5 +175,2 +176,3 +177,4 +178,2 +179,6 +180,6 +181,5 +182,2 +183,5 +184,4 +185,6 +186,1 +187,5 +188,1 +189,4 +190,3 +191,2 +192,5 +193,2 +194,0 +195,1 +196,6 +197,3 +198,0 +199,5 +200,5 +201,4 +202,4 +203,2 +204,0 +205,6 +206,6 +207,0 +208,3 +209,4 +210,5 +211,5 +212,0 +213,0 +214,2 +215,3 +216,2 +217,2 +218,0 +219,1 +220,1 +221,1 +222,0 +223,5 +224,5 +225,6 +226,6 +227,6 +228,4 +229,5 +230,3 +231,4 +232,4 +233,6 +234,2 +235,5 +236,5 +237,5 +238,0 +239,1 +240,1 +241,6 +242,5 +243,3 +244,2 +245,5 +246,5 +247,1 +248,4 +249,4 +250,3 +251,0 +252,6 +253,0 +254,0 +255,2 +256,3 +257,2 +258,5 +259,3 +260,5 +261,3 +262,6 +263,4 +264,4 +265,0 +266,6 +267,0 +268,6 +269,2 +270,4 +271,3 +272,6 +273,6 +274,2 +275,4 +276,0 +277,2 +278,6 +279,3 +280,4 +281,2 +282,1 +283,2 +284,0 +285,3 +286,6 +287,4 +288,1 +289,0 +290,6 +291,6 +292,6 +293,5 +294,2 +295,3 +296,4 +297,1 +298,1 +299,2 +300,2 +301,0 +302,6 +303,0 +304,3 +305,0 +306,3 +307,5 +308,4 +309,3 +310,2 +311,5 +312,6 +313,3 +314,6 +315,5 +316,5 +317,4 +318,3 +319,5 +320,3 +321,6 +322,4 +323,1 +324,5 +325,3 +326,6 +327,2 +328,4 +329,3 +330,6 +331,6 +332,0 +333,1 +334,0 +335,6 +336,1 +337,6 +338,0 +339,2 +340,0 +341,3 +342,3 +343,2 +344,0 +345,2 +346,2 +347,4 +348,1 +349,5 +350,0 +351,6 +352,3 +353,4 +354,1 +355,1 +356,0 +357,3 +358,6 +359,0 +360,4 +361,6 +362,1 +363,6 +364,3 +365,6 +366,5 +367,4 +368,4 +369,0 +370,5 +371,2 +372,2 +373,2 +374,4 +375,0 +376,1 +377,6 +378,2 +379,4 +380,6 +381,2 +382,1 +383,2 +384,0 +385,5 +386,6 +387,3 +388,2 +389,2 +390,5 +391,3 +392,2 +393,5 +394,6 +395,3 +396,3 +397,0 +398,5 +399,3 +400,0 +401,5 +402,0 +403,4 +404,2 +405,3 +406,4 +407,5 +408,1 +409,3 +410,2 +411,1 +412,2 +413,6 +414,6 +415,6 +416,1 +417,2 +418,5 +419,5 +420,6 +421,4 +422,0 +423,1 +424,4 +425,6 +426,3 +427,0 +428,6 +429,3 +430,2 +431,3 +432,6 +433,4 +434,4 +435,1 +436,1 +437,3 +438,6 +439,2 +440,0 +441,5 +442,2 +443,6 +444,6 +445,6 +446,5 +447,6 +448,6 +449,6 +450,0 +451,0 +452,4 +453,3 +454,5 +455,5 +456,3 +457,6 +458,4 +459,5 +460,4 +461,1 +462,5 +463,2 +464,5 +465,6 +466,6 +467,4 +468,2 +469,0 +470,6 +471,2 +472,6 +473,6 +474,6 +475,5 +476,0 +477,0 +478,5 +479,6 +480,1 +481,6 +482,4 +483,6 +484,0 +485,3 +486,6 +487,6 +488,3 +489,3 +490,6 +491,0 +492,5 +493,0 +494,1 +495,4 +496,1 +497,6 +498,6 +499,5 +500,1 +501,1 +502,4 +503,1 +504,4 +505,0 +506,3 +507,0 +508,6 +509,0 +510,3 +511,6 +512,3 +513,6 +514,6 +515,6 +516,5 +517,0 +518,4 +519,5 +520,6 +521,6 +522,5 +523,5 +524,0 +525,6 +526,4 +527,3 +528,0 +529,6 +530,1 +531,5 +532,5 +533,4 +534,6 +535,6 +536,0 +537,5 +538,1 +539,4 +540,4 +541,5 +542,3 +543,3 +544,2 +545,3 +546,4 +547,4 +548,2 +549,5 +550,3 +551,0 +552,5 +553,2 +554,3 +555,6 +556,6 +557,1 +558,2 +559,4 +560,3 +561,0 +562,3 +563,1 +564,6 +565,0 +566,3 +567,1 +568,4 +569,0 +570,6 +571,4 +572,0 +573,4 +574,6 +575,3 +576,5 +577,6 +578,6 +579,6 +580,0 +581,6 +582,2 +583,6 +584,4 +585,5 +586,6 +587,6 +588,5 +589,6 +590,6 +591,4 +592,0 +593,2 +594,1 +595,5 +596,6 +597,5 +598,5 +599,6 +600,1 +601,5 +602,3 +603,3 +604,3 +605,5 +606,3 +607,4 +608,4 +609,2 +610,3 +611,5 +612,4 +613,3 +614,6 +615,2 +616,1 +617,6 +618,3 +619,5 +620,3 +621,2 +622,6 +623,5 +624,4 +625,1 +626,3 +627,3 +628,6 +629,3 +630,6 +631,1 +632,2 +633,3 +634,0 +635,1 +636,3 +637,1 +638,6 +639,0 +640,0 +641,3 +642,6 +643,3 +644,4 +645,5 +646,3 +647,5 +648,3 +649,4 +650,3 +651,4 +652,3 +653,1 +654,2 +655,3 +656,4 +657,4 +658,5 +659,4 +660,0 +661,6 +662,3 +663,0 +664,0 +665,6 +666,6 +667,3 +668,4 +669,2 +670,6 +671,0 +672,6 +673,2 +674,1 +675,6 +676,2 +677,3 +678,1 +679,6 +680,3 +681,6 +682,6 +683,5 +684,3 +685,3 +686,3 +687,6 +688,2 +689,3 +690,1 +691,0 +692,5 +693,4 +694,6 +695,1 +696,5 +697,4 +698,3 +699,4 +700,6 +701,3 +702,6 +703,2 +704,0 +705,6 +706,0 +707,4 +708,6 +709,2 +710,5 +711,6 +712,0 +713,1 +714,0 +715,4 +716,6 +717,4 +718,2 +719,5 +720,4 +721,6 +722,3 +723,1 +724,1 +725,0 +726,0 +727,2 +728,3 +729,2 +730,6 +731,6 +732,0 +733,3 +734,0 +735,6 +736,0 +737,6 +738,0 +739,5 +740,6 +741,4 +742,0 +743,6 +744,4 +745,2 +746,0 +747,3 +748,2 +749,2 +750,6 +751,0 +752,5 +753,3 +754,5 +755,4 +756,6 +757,4 +758,0 +759,0 +760,0 +761,2 +762,6 +763,0 +764,0 +765,3 +766,5 +767,5 +768,3 +769,3 +770,6 +771,6 +772,4 +773,0 +774,2 +775,1 +776,6 +777,4 +778,1 +779,5 +780,4 +781,6 +782,2 +783,2 +784,6 +785,2 +786,0 +787,3 +788,6 +789,5 +790,6 +791,6 +792,0 +793,2 +794,5 +795,3 +796,5 +797,0 +798,1 +799,6 +800,6 +801,6 +802,0 +803,6 +804,6 +805,3 +806,1 +807,6 +808,4 +809,0 +810,4 +811,5 +812,4 +813,3 +814,3 +815,3 +816,3 +817,2 +818,1 +819,2 +820,6 +821,1 +822,5 +823,4 +824,4 +825,6 +826,4 +827,2 +828,4 +829,4 +830,0 +831,6 +832,1 +833,0 +834,6 +835,5 +836,5 +837,6 +838,5 +839,6 +840,5 +841,4 +842,2 +843,6 +844,2 +845,4 +846,2 +847,5 +848,4 +849,5 +850,2 +851,4 +852,2 +853,0 +854,5 +855,0 +856,5 +857,4 +858,4 +859,6 +860,6 +861,4 +862,6 +863,3 +864,0 +865,0 +866,6 +867,3 +868,2 +869,4 +870,6 +871,2 +872,4 +873,6 +874,2 +875,6 +876,6 +877,2 +878,5 +879,3 +880,0 +881,4 +882,2 +883,1 +884,4 +885,1 +886,5 +887,2 +888,2 +889,6 +890,3 +891,6 +892,4 +893,6 +894,0 +895,3 +896,0 +897,0 +898,2 +899,0 +900,6 +901,2 +902,6 +903,6 +904,0 +905,1 +906,4 +907,0 +908,4 +909,0 +910,0 +911,2 +912,2 +913,1 +914,4 +915,2 +916,0 +917,6 +918,5 +919,5 +920,6 +921,6 +922,2 +923,4 +924,0 +925,3 +926,0 +927,3 +928,1 +929,4 +930,0 +931,2 +932,0 +933,5 +934,2 +935,6 +936,3 +937,5 +938,0 +939,1 +940,0 +941,0 +942,3 +943,2 +944,1 +945,1 +946,3 +947,1 +948,3 +949,6 +950,6 +951,5 +952,2 +953,4 +954,4 +955,6 +956,6 +957,1 +958,0 +959,0 +960,5 +961,6 +962,6 +963,6 +964,3 +965,0 +966,6 +967,1 +968,3 +969,0 +970,0 +971,0 +972,5 +973,4 +974,2 +975,6 +976,2 +977,6 +978,0 +979,2 +980,6 +981,3 +982,6 +983,6 +984,5 +985,4 +986,3 +987,3 +988,5 +989,3 +990,0 +991,6 +992,6 +993,6 +994,0 +995,6 +996,3 +997,2 +998,6 +999,2 +1000,4 +1001,5 +1002,3 +1003,0 +1004,0 +1005,6 +1006,5 +1007,6 +1008,1 +1009,6 +1010,0 +1011,5 +1012,2 +1013,0 +1014,6 +1015,4 +1016,2 +1017,6 +1018,2 +1019,3 +1020,6 +1021,0 +1022,2 +1023,2 +1024,5 +1025,5 +1026,6 +1027,2 +1028,5 +1029,6 +1030,2 +1031,3 +1032,4 +1033,6 +1034,4 +1035,3 +1036,5 +1037,6 +1038,5 +1039,5 +1040,4 +1041,4 +1042,0 +1043,3 +1044,6 +1045,2 +1046,1 +1047,2 +1048,0 +1049,5 +1050,4 +1051,6 +1052,1 +1053,3 +1054,3 +1055,5 +1056,6 +1057,6 +1058,5 +1059,0 +1060,4 +1061,0 +1062,3 +1063,2 +1064,0 +1065,6 +1066,6 +1067,5 +1068,1 +1069,6 +1070,0 +1071,3 +1072,4 +1073,4 +1074,5 +1075,1 +1076,2 +1077,4 +1078,0 +1079,1 +1080,4 +1081,0 +1082,3 +1083,0 +1084,4 +1085,4 +1086,5 +1087,6 +1088,6 +1089,6 +1090,4 +1091,1 +1092,6 +1093,5 +1094,4 +1095,1 +1096,5 +1097,6 +1098,4 +1099,2 +1100,3 +1101,2 +1102,6 +1103,2 +1104,6 +1105,6 +1106,0 +1107,0 +1108,1 +1109,6 +1110,2 +1111,0 +1112,4 +1113,6 +1114,2 +1115,2 +1116,5 +1117,2 +1118,3 +1119,6 +1120,3 +1121,3 +1122,4 +1123,4 +1124,4 +1125,3 +1126,6 +1127,5 +1128,1 +1129,4 +1130,3 +1131,5 +1132,6 +1133,3 +1134,0 +1135,0 +1136,2 +1137,3 +1138,3 +1139,6 +1140,3 +1141,6 +1142,5 +1143,0 +1144,1 +1145,2 +1146,6 +1147,0 +1148,0 +1149,6 +1150,3 +1151,2 +1152,5 +1153,4 +1154,2 +1155,3 +1156,5 +1157,6 +1158,0 +1159,4 +1160,2 +1161,0 +1162,6 +1163,1 +1164,6 +1165,3 +1166,2 +1167,3 +1168,6 +1169,6 +1170,1 +1171,2 +1172,6 +1173,3 +1174,6 +1175,2 +1176,4 +1177,6 +1178,4 +1179,0 +1180,6 +1181,4 +1182,5 +1183,6 +1184,5 +1185,1 +1186,5 +1187,2 +1188,1 +1189,5 +1190,2 +1191,5 +1192,6 +1193,3 +1194,2 +1195,2 +1196,4 +1197,4 +1198,2 +1199,3 +1200,0 +1201,2 +1202,4 +1203,0 +1204,4 +1205,3 +1206,6 +1207,6 +1208,3 +1209,0 +1210,3 +1211,2 +1212,4 +1213,6 +1214,6 +1215,3 +1216,0 +1217,0 +1218,2 +1219,6 +1220,3 +1221,6 +1222,5 +1223,6 +1224,2 +1225,3 +1226,6 +1227,6 +1228,2 +1229,6 +1230,0 +1231,3 +1232,2 +1233,1 +1234,0 +1235,3 +1236,0 +1237,3 +1238,4 +1239,6 +1240,4 +1241,6 +1242,2 +1243,6 +1244,6 +1245,0 +1246,1 +1247,6 +1248,4 +1249,0 +1250,0 +1251,0 +1252,6 +1253,0 +1254,2 +1255,3 +1256,5 +1257,5 +1258,5 +1259,5 +1260,2 +1261,2 +1262,0 +1263,6 +1264,6 +1265,3 +1266,3 +1267,0 +1268,2 +1269,4 +1270,0 +1271,6 +1272,0 +1273,6 +1274,0 +1275,0 +1276,2 +1277,6 +1278,2 +1279,1 +1280,4 +1281,2 +1282,2 +1283,6 +1284,2 +1285,2 +1286,3 +1287,3 +1288,1 +1289,6 +1290,0 +1291,2 +1292,6 +1293,6 +1294,3 +1295,1 +1296,3 +1297,0 +1298,3 +1299,0 +1300,6 +1301,0 +1302,6 +1303,6 +1304,2 +1305,5 +1306,6 +1307,3 +1308,4 +1309,4 +1310,6 +1311,3 +1312,0 +1313,5 +1314,6 +1315,5 +1316,6 +1317,3 +1318,5 +1319,6 +1320,0 +1321,0 +1322,4 +1323,6 +1324,4 +1325,0 +1326,3 +1327,1 +1328,6 +1329,6 +1330,2 +1331,5 +1332,0 +1333,5 +1334,3 +1335,4 +1336,0 +1337,0 +1338,6 +1339,0 +1340,1 +1341,4 +1342,3 +1343,5 +1344,5 +1345,6 +1346,5 +1347,3 +1348,6 +1349,4 +1350,5 +1351,2 +1352,0 +1353,6 +1354,2 +1355,0 +1356,3 +1357,3 +1358,6 +1359,6 +1360,5 +1361,5 +1362,5 +1363,6 +1364,1 +1365,1 +1366,4 +1367,6 +1368,3 +1369,6 +1370,1 +1371,3 +1372,2 +1373,4 +1374,1 +1375,2 +1376,3 +1377,6 +1378,0 +1379,1 +1380,3 +1381,0 +1382,3 +1383,6 +1384,5 +1385,4 +1386,2 +1387,3 +1388,6 +1389,5 +1390,3 +1391,6 +1392,4 +1393,5 +1394,4 +1395,6 +1396,5 +1397,3 +1398,3 +1399,2 +1400,4 +1401,2 +1402,4 +1403,6 +1404,4 +1405,1 +1406,4 +1407,2 +1408,4 +1409,5 +1410,4 +1411,4 +1412,4 +1413,0 +1414,2 +1415,6 +1416,1 +1417,4 +1418,5 +1419,3 +1420,6 +1421,5 +1422,2 +1423,1 +1424,2 +1425,2 +1426,1 +1427,2 +1428,2 +1429,3 +1430,6 +1431,6 +1432,3 +1433,3 +1434,2 +1435,6 +1436,5 +1437,5 +1438,4 +1439,2 +1440,0 +1441,6 +1442,4 +1443,2 +1444,3 +1445,0 +1446,0 +1447,3 +1448,3 +1449,4 +1450,4 +1451,2 +1452,1 +1453,4 +1454,4 +1455,3 +1456,4 +1457,6 +1458,0 +1459,6 +1460,4 +1461,4 +1462,5 +1463,2 +1464,0 +1465,2 +1466,4 +1467,2 +1468,5 +1469,6 +1470,2 +1471,4 +1472,4 +1473,3 +1474,4 +1475,2 +1476,0 +1477,4 +1478,3 +1479,6 +1480,2 +1481,2 +1482,3 +1483,6 +1484,2 +1485,2 +1486,3 +1487,3 +1488,3 +1489,6 +1490,0 +1491,0 +1492,0 +1493,6 +1494,5 +1495,6 +1496,1 +1497,1 +1498,6 +1499,4 +1500,4 +1501,0 +1502,0 +1503,3 +1504,0 +1505,3 +1506,6 +1507,6 +1508,3 +1509,3 +1510,6 +1511,0 +1512,5 +1513,5 +1514,1 +1515,6 +1516,5 +1517,6 +1518,4 +1519,6 +1520,4 +1521,5 +1522,3 +1523,6 +1524,6 +1525,0 +1526,6 +1527,2 +1528,6 +1529,0 +1530,6 +1531,2 +1532,4 +1533,2 +1534,2 +1535,3 +1536,4 +1537,5 +1538,1 +1539,4 +1540,0 +1541,6 +1542,6 +1543,2 +1544,4 +1545,3 +1546,3 +1547,3 +1548,4 +1549,5 +1550,3 +1551,4 +1552,2 +1553,6 +1554,4 +1555,6 +1556,3 +1557,6 +1558,3 +1559,4 +1560,3 +1561,0 +1562,3 +1563,6 +1564,3 +1565,2 +1566,0 +1567,0 +1568,0 +1569,6 +1570,0 +1571,4 +1572,4 +1573,5 +1574,0 +1575,6 +1576,6 +1577,6 +1578,4 +1579,3 +1580,1 +1581,1 +1582,6 +1583,5 +1584,1 +1585,5 +1586,5 +1587,3 +1588,5 +1589,2 +1590,3 +1591,2 +1592,6 +1593,2 +1594,1 +1595,6 +1596,3 +1597,6 +1598,1 +1599,1 +1600,5 +1601,5 +1602,0 +1603,6 +1604,2 +1605,0 +1606,1 +1607,4 +1608,5 +1609,5 +1610,3 diff --git a/机器学习/聚类/K-means算法实现/cluster_result_keyword.txt b/机器学习/聚类/K-means算法实现/cluster_result_keyword.txt new file mode 100644 index 0000000..e715e38 --- /dev/null +++ b/机器学习/聚类/K-means算法实现/cluster_result_keyword.txt @@ -0,0 +1,7 @@ +1 isi,syria,syrian,isis,military,paris,cameron,attack,war,force,state,labour,corbyn,refugee,group,assad,president,leader,country,mp,terrorist,security,party,defence,obama,western,support,people,britain,british,russian,strike,iraq,emwazi,policy,russia,government,airstrikes,american,raqqa,world,republican,drone,putin,uk,international,minister,kill,year,france +2 game,england,match,france,football,player,team,french,paris,wembley,stadium,fan,night,friendly,friday,germany,play,fa,show,world,security,cup,time,tuesday,united,people,weekend,attack,terrorist,solidarity,national,sport,win,event,day,police,week,le,happened,good,de,country,place,year,ground,la,terror,ve,chief,thought +3 muslim,britain,london,british,al,people,iraq,islamic,community,qaeda,attack,terrorism,terror,islam,bombing,terrorist,terrorists,suicide,police,bomber,war,blair,group,year,young,world,extremist,country,west,men,mosque,government,act,home,religious,time,religion,life,leader,man,bomb,yesterday,western,islamist,mp,uk,don,street,day,hate +4 paris,french,people,attack,told,france,bataclan,friend,night,family,gunman,concert,terrorist,life,victim,police,killed,terror,friday,shot,heard,died,young,band,shooting,woman,dead,man,show,time,world,yesterday,restaurant,le,city,thought,home,minute,love,year,death,father,don,fan,house,close,son,blood,didn,attacks +5 police,paris,attack,intelligence,terrorist,security,belgian,france,french,border,european,country,minister,officer,eu,syria,europe,terrorism,brussels,belgium,attacks,abaaoud,terror,government,isi,passport,year,threat,abdeslam,refugee,uk,armed,yesterday,official,national,home,suicide,britain,brother,people,information,migrant,man,service,force,arrested,mi5,call,response,british +6 bomb,london,bus,train,people,police,tube,blast,station,body,hospital,bomber,work,terrorist,family,yesterday,attack,officer,service,underground,explosive,bombing,told,thursday,street,square,missing,injured,victim,cross,thought,road,time,day,dead,king,explosion,home,emergency,leeds,friend,passenger,city,phone,staff,picture,terror,security,night,man +7 london,people,day,world,week,year,market,city,time,yesterday,attack,security,thursday,blair,g8,event,business,terrorists,terrorist,life,economic,company,olympic,terrorism,government,price,stock,leader,olympics,today,share,high,fear,attacks,summit,terror,group,financial,home,street,africa,war,bank,school,cut,ve,british,news,police,paris diff --git a/机器学习/聚类/K-means算法实现/corpus_train.txt b/机器学习/聚类/K-means算法实现/corpus_train.txt new file mode 100644 index 0000000..3193596 --- /dev/null +++ b/机器学习/聚类/K-means算法实现/corpus_train.txt @@ -0,0 +1,1611 @@ +1 itv episode paris sunday scene kill show jekyll hyde terrorist gameshow pull drama pm face news postponed bang factor complaint +2 police bomber explosive people bomb tube officer bus device paddick terrorist fleeing hunt forensic exploded close received designed underground suspect +3 sarkozy french clarke claim minister home arrested terrorist intelligence remark told british completely radical wrongly abu government allowing bomb terrorism +4 parent child sort adult trip city life part ability son arm boulder ralston death rock terrorism likelihood calculation technology wondrous +5 target drone intelligence location raqqa spy gchq strike voice pilot hellfire jihadi finally tracked phone weapon terrorists watched pentagon john +6 boumbas died friend restaurant paris killed lille added northern front birthday saved repeating computer french courage engineer brother football chloe +7 friend twitter girl search desperate mathias hour brother hope despair green hair launched gallery bataclan night update year eyes blue +8 news bbc million tune terrorist cent normal viewer follow company parent tuned times corporation part owned clock nation attacks viewers +9 cyberattacks gchq criminal computer stuxnet group power developed announced government building osborne britain terrorist year wrong wanted warned people cyberspace +10 video york bratton attack isi city square crowded released footage shot terrorist threat thanksgiving long target time yesterday parade pulling +11 attack isis paris group state west isi syria enemy military russian attacks territorial shia victim beirut planning qaeda suicide egypt +12 mostefai police attack france french chartres paris time young estate mosque courcouronnes didn attacks men work social driving terrorist people +13 abdeslam day naima family couple wife mosque brother religious month wedding smoking bataclan husband friday ceremony music didn massacre smoked +14 uk home travel brook border terrorism keeler syria cop pair year officer abu london jailed british public office east dad +15 call police minister extremist terrorist check intensive proposal legislation sympathy emergency essential pressure yesterday solidarity community unrepresentative justice climate presumed +16 death john muslim act good jihadi islamic surrendered drone burned defence isi target crops assassinate war huge razed caliphate coward +17 paris investor share tourism market camera house buy attack group stock flight french business impact owner view street price jefferies +18 game lloris club paris france day wembley travelling happened sagna squad deschamps week friday player league challenge trouble working united +19 bus tony tania people seat blast felt front road left thought moment top return don bomb power blood started metal +20 people island refugee family resident paris rothesay worried free caused ll set fallen open bute happen safe foot fruit place +21 paris police policing hayman needed public change yesterday officer armed sight carried bomber bitter flat killed terrorism swallow increasingly face +22 france hollande french syria president assad syrian attack opposition paris political military force country including decision voice war growing number +23 french attack paris leader glasgow scottish edinburgh tweeted scot attacks scotland france mark solidarity hall match caught planned consulate team +24 paris french place people de bataclan la wrote lived todd happened city live parisian bar similar muslim part church friday +25 attack intelligence mi5 leading suspect police ira day qaeda terrorists sleeper living london country eliza terrorist al warning northern ferreting +26 muslim terrorism british terrorist group young terrorists discrimination extremist year home drawn whitehall islamic official extremism network bomb muslims targeted +27 terrorist people attack paris french yesterday theatre bataclan france attacker security street woman le restaurant police blood told gunfire venue +28 muslim intelligence britain world yesterday london people law western terrorists human terrorism government society extremist america iraq bush terrorist president +29 abaaoud police isi belgian attack syria intelligence belgium paris january raid french operation brother muslim allah terror killed crusader cell +30 french france carter group isis truck hollande european isi raid attack syria defeat president sunday effort force airstrikes paris terrorist +31 today thursday terrorist police attack phone security period government secretary suspect told london service worst retention inquiry bomb city bomber +32 phone box london kiosk public thursday design bt emergency scott small year bomb withstand thought posted good order facility telephone +33 refugee people paris terrorist fear coming bute scoullar country night syrian family friday branded families fleeing council home talk provost +34 drink russian egypt plane terror bomb airliner tnt mag international exclusive explosive schweppes syria wire extremist told sheikh paris detonator +35 band paris statement group attack single eodm member rock killed gunman french facebook metal love duran vive families friend company +36 insurer pool loss terrorism year damage million attacks insurance set attack cover bombing terrorist government bomb tria capital yesterday exchange +37 visit show paris payne jamaica horse mp selassie queen royal golden india loquacious haile williams future terry philippe watch rhys +38 time show terrorist culture drama telly sort risky fear john jihadist television don haley times life film british music lions +39 police london ramadan blair british conference bill islamist acpo terrorist paying commissioner officer red didn spent thursday fanatic muslim america +40 pm professionals house tonight marcus gallic gp france pay impress men hassle england price fail hodgson avoid football dish roy +41 cctv london police bomber vital footage system image camera picture detective officer bus terrorist week images bomb copeland huge anti +42 night suicide car salah france brother abdeslam city migrant join linked paris picked isi de attack raid centre arrested armed +43 world muslim terror iraq war blair bush western occupation support iraqi country pressure terrorist british medium terrorists state step global +44 firm international group week broker million contract report manager furniture gainer takeover wanted hope organiser mouse cent tanzanian pension shanta +45 people moore saved concert wife scott merton exit open bataclan seat bruno couple didn love rock ran floor british broke +46 paris french man molenbeek linked belgian massacre yesterday arrest police belgium gunman attack suspect brussels refugee officer planned islamist national +47 bus train blood people body minute smoke leg screaming man tube woman started looked king lying face street hear calm +48 men london man aldgate forensic yorkshire west terrorist movement property tavistock establish died thursday moving morning investigation executed time missing +49 caf life clement hospital birthday friend save died boumbas worker hero people girl ludovic stand anges shot scaffolding metallic la +50 blair meeting london nation people hotel terrorists g8 british talk determination attack summit bush session day scotland statement leader foreign +51 star france diarra game cousin england killed terror stade germany united french victim world football wembley show bombing occasion diakite +52 attack london police british summit asked terrorist present country head official delegate investigator link yard offered service meeting intelligence madrid +53 paris police room france abdeslam hotel drug gang islamic attack suicide yesterday suburb brahim plastic needle show pizza prime east +54 syria syrian isi refugee attack g20 paris security eu change border due assad summit part leader country president bombing refugees +55 defence legal state syria attack action isi international law airstrikes justification raf threat nato advice broader france actor military britain +56 contact mobile carry medical kin emergency terrorist hurt paramedic accident badly entering information www don briton involved rescue police record +57 team final murray day britain edmund world lta tennis smith player itf night week davis challenger fear time tournament belgian +58 company london fund mail victim contribute londonrelief sunday offer financial mayor livingstone pound horrific lord online money sheffield rothermere sickened +59 france french football game tuesday england fa stadium united played event player paris wembley time hodgson police fan le night +60 life bomber bomb blitz brought memory daphne win war couldn day won survived terror bombing attack neighbour brother garden real +61 bank rate price attack cut decision case move london month june expressed interest market monthly business meeting emergency remains economic +62 london picture afraid message thursday alfie sign image put amazing mobile gung site great couple capital ho defiance plain ve +63 migrant asylum base asked british lebanon boat security cypriot rejected country cyprus military britain syria secretary united fenced official smugglers +64 year biggest continued paris rolls warning investor stock cent defence oil bae sentiment market hikma forecast smaller concern close sachs +65 muslim police people london britain home attack islamic wider series group concerned yesterday stay reprisal backlash warned city victim divide +66 attack time london bomb bus blair service jack people night britain group al blast david qaeda station report tunnel tube +67 work helen london lockerbie heard line thursday time friend phone liz piccadilly turn told area north worker manager blast train +68 muslim london community people britain islamic mosque bomb yesterday extremist attacks violence society united police group griffin politics hatred support +69 mcdonnell statement signed list labour john attack sclv demand campaign socialist mi5 paris letter force shadow document interview terror chancellor +70 blair election cabinet week political mood hold national summit event falklands parliament war doe brown leader clarke handling david review +71 blair play team glasgow squad warrior close french saint career bully brown moved cup match paris scrum ve skipper time +72 police hostage jihadis officer shield concert thought arrived door killer hiding bullet shot emerged detonated friday decapitate burst corridor pushing +73 carriage muslim london british people absolutely looked started fuse east evil happened remains left helping capture police firm horror lump +74 team friendly opinion dance fa acceptable coach yield triumph chief sleep joachim terror allowed reinhard wanted terrorist rauball hold germany +75 davis tory party howard leadership election conway people minister cameron david tories visa information hope day smith win year political +76 market pound price oil share cut financial warned effect level week bank hurricane yesterday dent wall trader london expect remain +77 policy obama rubio candidate isis american clinton foreign isi iraq plan attack record support strategy force paris military fight favor +78 refugee country uk point britain security refugees british government border attack proportion paris syria belief briton public increase terrorist ipsos +79 labour corbyn mp shoot policy asked told cameron shadow vote police force night security paris party backlash responsibility wishing kill +80 people young geldof generation paris youngster tolerance glowing love violence age stop school remain bloodstained rat el attraction advised killer +81 sport coe olympic government london game school time year child bid olympics city britain give ioc funding sporting won politician +82 french france paris police man terror security gunman worst bataclan people frenchman yesterday europe terrorists state attacker refugee attack friday +83 parliament security suicide hoon centre barrier measure building steel high block incident week house mp ring protected vulnerable false leader +84 davis day john british plot atrocity isi quizzed emwazi turkey english involved syria beatles heavily member thursday reportedly hostages contact +85 paris film french attack journalist november due event release poster image cell terror france wake mk2 movie jihadi city hollywood +86 corbyn terror email terrorist live paris people kill party labour muslim don war shoulder action solidarity caw address country jeremy +87 davis isi british turkish emwazi istanbul turkey europe foreign strike worked tracked islamic guilty safe told time arrested including thought +88 venue paris statement reopen attack solidarity terrorist hall front people ended revert word read victims laloux told place months selling +89 people police public normal city londoner force return explosive thursday fear act attack home matter package today day response leave +90 situation decision epsom london wallis didn cooper reality managing director terrorists andrew circumstances inappropriate long hard thought huge lightly part +91 mostefai moved chartres police paris friend house small brother radical courcouronnes family father housing close street wife money mosque blue +92 syria airstrikes russia cameron assad syrian resolution case snp mp peace position bombing support isis change president vote isi extending +93 paris people monument french phane hostage killed show charlie twitter poster st bring held flower leave hall gunman family police +94 world terror act muslim isi killing power offer war western fear paris deed fantasy state special force response west bomb +95 belgium france belgian brussels syria attack muslim european terrorism paris molenbeek tunisian state small origin police group attacks role international +96 aid cyber budget government cameron country spending uk engage foreign internet world speech defence refugee national isil osborne year human +97 security intelligence uk people gchq terrorist attack britain country minister scotland violence assurance sturgeon doubt nsa fears effective group extremist +98 muslim bin laden announcement thug britain muslims vandalised set carried suicide british man racist movingly ended idea lie apparently divided +99 passport refugee greece europe man migrant greek night system syrian october official terrorist asylum german established police intelligence schengen wreak +100 live aid blair people defeat food cameron shadow mengistu secretary pride iraq leading side easily small speech supply terrorism give +101 french fan game night national football home wembley england fixture anthem friday sporting english minute word waving police london international +102 woman friend pregnant bastien people life police jump told asked window ground floor escape wanted officer torreele minute story stranger +103 shahara death home bus blast family mum david london bank night victim died true friend shyanuja front loved year sun +104 bill house reid democrat visa legislation security united waiver senate veto secretary republican country don bipartisan won refugee block national +105 work bus day weapon message tube defiance train fiona perpetuates carry station unable travel yesterday lucky stop won warning system +106 city street area police road beeston leeds people community living work young family home population house raided camouflage raid door +107 sir trident nuclear defence uk deterrent support missile cordingley weapon political deterrence close nov long government policy british single london +108 security bangladesh team police steel socceroos australia ange happening uddin friday cahill postecoglou major added thankfully kamal paris cup issued +109 nick work polina news life member knight worked band guy merchandise started love father child bataclan knew damon venue shot +110 toll tube official hit square expected injured qaeda russell bombing thursday wreckage al removed london hospital capital fourteen critical body +111 police eu europe paris syria european abaaoud terror terrorist attack french minister suspected raid state france isi including agency brussels +112 people teacher jewish victim attack stabbed short state france marseille knife paris school isi police wearing injury picture islamist islamic +113 pakistan sherpao pakistani country terrorist london attack uk terror british information terrorism britain process suspect al election war minister qaida +114 emwazi killing isis strike killed raqqa group world isi cameron british threat believed islamic symbolic journalist mohammed syria video air +115 police grenade head hasna building window abaaoud fauvergue fire paris camera confirmed terrorist land apartment killed bomber france party died +116 sir military paris attack terrorist war security horror isi islamic london life international country action innocent time support play policy +117 eu schengen european border paris government national cazeneuve meeting minister systematic parliament terrorism information control system regime avramopoulos including commission +118 north worker blast no30 essex travelling london executive stan russell bomb include benedetta student gamze david news trainee engineer aldgate +119 street bomb time london bus memory szilard history place city deeply moment yeats woburn church long delillo failed bit neutron +120 evil blood thousand handicapped added victim selective equally wounded list identifying screen levy sun tv haifa israel sight force terror +121 paris rampage terror story francois emergency border capital separate heard gunman street hollande state closed put ak47s declared army stade +122 paris people scotland enjoying day sake aylan beach face work scottish freedom died car bombing attack victim terror killers chile +123 terrorism country iep estimated syria countries economic analysis number iraq year cent fighter attack claimed time boko haram nigeria important +124 police germany game match ground confirmed hanover decision concrete attack german chief safety de minister evening station paris security added +125 cent public cameron poll emwazi online killing isi access supported corbyn rating held bombing british militant combat target labour raid +126 road baghdad convoy checkpoint military airport route vehicle highway insurgent security car attack driving time journalist american irish tarmac bullet +127 syria isi iraq country western bombing kind britain force common ally saddam cameron interest paris assad david partly gaddafi bomb +128 olympics yorkers city london ve feel people folk benefit ostensible add prestige frivolous flying stadium terrorist fein doesn cultural sophistication +129 people london bus train carriage police body began tunnel tube station attack line passenger blair man underground staff world emergency +130 british britain yesterday police muslim claimed terror train official bomber trained security stevens bombing source thursday bomb terrorism linked chief +131 cantlie isi video west magazine piece september dabiq ally journalist film killed fan month previous state group propaganda freelance james +132 terrorists people terrorism targeted hatred victim political resentment terror group lie success excuse ira muslim nation emotion material nietzsche world +133 foundation child government art work aim garrahy durrow charity holiday tullamore experience barretstown culture building build school drama war seed +134 game blair northampton paris play glasgow home warrior parent weekend european people player morning campaign match saturday saint difficult champion +135 molenbeek paris police france belgian brussels syria attack terrorist bataclan abdeslam bilal district suicide europe city men islamist weapon armed +136 london day killed death britain country city people risk world don ira coming tube visit warrington attack theatre driving join +137 magazine today cartoon cartoonist paris charlie hebdo rey pen work drinking terror colleague forced carry stare french champagne image witnessed +138 vest khoualed paris salah expert suicide france abdeslam explosive attack yesterday dangerous identical suspected tatp source believed battery locked planning +139 carriage muslim mustafa london huge people absolutely looked started fuse evil remains left bomb train helping capture east british police +140 british muslim men bomb london bombing yesterday find bomber israel suicide represents police challenge process attack demonstration foreign qaida britain +141 terrorist bute syrian provost settle council suggested hope stating people scotland facing home refugee appeared called reservation fear pressure official +142 death royal bbc jewish company sir star popularity wife hagman mitchell awarded instalment treasury franklin barging william kaufman kid honour +143 prayer church st service country christ injured dr london pray place muslim archbishop vigil road prayers tomorrow suffering bomb friend +144 boulahcen told police mother foster paris french lived added family time friend cowboy head friends troubled woman advice month television +145 hacker begun page account linked detail based alleged identified recruiter east middle tweet hell opparis hacktivists storm launched hit anonymous +146 myth bomb reality explosion phone tube office police staff network seventh mobile rumour emergency service call circulated public mill named +147 viewing audience tv peak coverage itv show match france anthem support tuned paris fan solidarity england break respect game wembley +148 war iraq london terrorists terrorism ira world act west scotland blair political islamist galloway attack appeasement city al qaeda negotiate +149 calais uk refugee claim family syria britain asylum camp year child country train lawyer journey husband working london week eu +150 church woman bishop today tradition people central gay group evangelical opposition national role established lady god feel anglicanism live bible +151 bomb train police people line london source high yesterday explosion british terrorists bomber summit blast security warning bombing intelligence attack +152 people france security tournament country experience major world football undoubtedly event year indonesia player face child kuala night affected french +153 blair london america g8 year peter leader olympics backstage live8 week chief political case terrorist crowe word country time great +154 people heard told ran blood shooting man paris thought son bataclan witness bar wearing began minute attack stadium dead shirt +155 attack islamist gunman service french country arrested france jihadist passenger paris surprise syria security criticism place assault immigrant colonial rightwing +156 friend killed family alexander night bataclan worked france confirmed life paris died student british university young posted year shot american +157 raf isi strike hit jet bomb intelligence group drone iraq mod syria french secretary oil paris effective personnel provide michael +158 wartime woman women day boothroyd yesterday home memorial honour spirit air ft war bomb queen capable people aircraft london won +159 bank sunday company lost group equity terrorist water week briefing bid thursday reuben brother developing bernie tunnel sell formula long +160 brown river murder fanatical edric hendry character pre death cop letter trilogy crime novels link london work literary bin detective +161 syrian ibrahim killed syria paris tribute win terrorist people game singapore violence happy ongoing prematch assad country press controversy al +162 london guerbozi morocco ve linked work man terrorism cleric newspaper leg alleged run bombings named involved suspect britain group islamic +163 explosive bomber vest shrapnel wire suicide abdeslam belgian paris pack fragment battery bone button neck mohamed caribbean attacks investigators bearing +164 isi force attacked cameron france people buy bank forget iraq pay paris terrorist bulletproof guard text provider flow start food +165 night france team security england solidarity french respect game united support cousin country paris play stadium football played show fan +166 isi al group attack qaida islamic leader militant dabiq country international terrorism threat official central local paris affiliate magazine baghdadi +167 turrell face davinia terrorist burn sister laugh friday suffered hospital people condition wells speaking station making person dramatic masked tube +168 film french paris cell release distributor attack due event muslim extremist producer yesterday poster cinema france read open provocative rifle +169 london people bin muslim wrong swamp road work act stop east door blair staff police laden bush king war bus +170 pm president terrorists world france extremist wipe ready yesterday russia arabia innocent stronger highest terrorize religious attempt law body outrageous +171 syria putin assad syrian cameron russian isi british world government attack leader g20 president meeting year interest russia country west +172 terahertz hidden rays company people cameras radiation week threat harm electromagnetic pas spare event reducing don part show innovative images +173 labour refusal party jihadi vote working ukip imagine deterrent today corbyn attack doncaster detailed switch le anthem fear terrorist week +174 tube bus bank webb gordon islam death social toll ikeagwu soar ojara police blast hunt london moroccan lost terror loved +175 khan muslim british political corbyn mayoral word ve paris labour potential islamist campaign life fellow leader candidate london speech extremist +176 lit paris colour world french stand night sydney mike red mayor baird article order city tweeted show attack bridge hall +177 weapon attacks france paris gun europe illegal arm car told kalashnikov vest explosive toulouse intelligence expert friday country created specialist +178 mp llwyd minister viagra welsh moment voice yesterday shouted face common listened obvious muslim sense normal impotent word long licensee +179 court gatwick knife chaos sparked west appeared chauris possessing saturday jps crawley airport gun vendome air terminal cost central rifle +180 gas cut market rate bond pc year company oil global share time fund growth demand uk shell consumer bg big +181 bus people blood explosion mattoo top passenger thought smoke tavistock tube front heard body screaming doctor scene roof officer sat +182 london terror muslim terrorist time terrorism british newspaper america york islamic times page people threat londonistan militant britain decade journal +183 people london train carriage explosion smoke tunnel couldn worker door screaming station window face started street track looked treat emergency +184 palestinian israeli israel group gaza attack minister town abu ceasefire yesterday army police part sharon islamic abbas closure militant jihad +185 security london bus group operator maker aim term fear week capital cent operators reaction choice olympics inevitably selling suisse cut +186 france police ground match attack press stadium supporter hotel security emerged explosion stade explosive time happened gathering feeling final le +187 people station tube security train passenger carry service body underground device driver london scanner camera technology bomb million number union +188 deschamps football important france sport time play paris world lloris ve game clairefontaine colour team french people expected sister player +189 man paris saturday police airport firearm concern gatwick item incident advice heightened france security year passenger report terminal british closed +190 shehzad community mosque friend respected quiet leeds pakistan time devout cricket beeston interest home south family lad chip man young +191 website site young library britain muslim computer public al terrorist year islamic british youth lethal security mi5 message west service +192 people london walked street determination thousand face rain whitechapel londoner knew hospital talking mother bus happened tragedy shelter small carry +193 french france isi muslim attack paris country group hollande war young government radicalisation islamic service afghanistan major number radical islam +194 isi raqqa airstrikes city syria norwegian civilian killed russia french hostage group week terrorist minister paris killing attack official oil +195 people tomorrow france paris french stage play including match laugh special night player show started team terrible love wembley bomb +196 boris play journalist spectator good scandal lloyd fun friend didn employee blunkett guardian bound decided set office public impulse news +197 abaaoud abdelhamid family yesterday france father sayeed paris men killer muslim flat omar french intelligence man stone moroccan death ten +198 corbyn benn labour leader emwazi meeting shadow policy paris position mp syria support wrong law police coalition bbc uk secretary +199 person fear bomb people patient bus emotional panic reaction war blast treatment breathe attack traveller paddington deep time conditioned news +200 psaradakis people london alive relieved bus night blast work day double decker driver walked wife perished gridlock earlier wick terrible +201 resource threat target ireland country threats fitzgerald present intelligence relation attack abuse area rte islamic defence emerging sexual ongoing invest +202 data internet clarke call traffic attack terrorist phone company record years plan message file european email security creation liberty terrorism +203 iraq ramadan conference professor police muslim day al bombing london suicide paid islamic state victim visit united acpo due banned +204 sun war mp john berry strike page siddiqui seeking week adnan threat command dr continuing anti director stopping drone jihadi +205 security police silverstone ca race british formula grand paddock event london tomorrow sport lord put st australia prix yesterday match +206 alert final molenbeek paris david heightened cup gb area investigation haggerty called davis terrorist belgium murray team andy high mile +207 travel isis isi syria shimali department financial europe al helping logistics fighter bounty committee arabian gatekeeper immigration africa list september +208 france paris neill stadium feel terrorist detonated killed denied including terror thought bid tonight bomber perspective attack actual reach uneasy +209 attack people french paris minister president condemned country france terrorist world humanity prime television tweeted shocked news terrorism state support +210 tunnel people train wreckage body carriage line hour piccadilly emergency police explosion office worker time london difficult russell condition crowded +211 police people house raid attack officer night aylesbury councillor road london street home neighbourhood car terrorist live day happened search +212 mp syria yesterday britain veto isi vote bomb insisted backing paris heavy president support pm security operation soldier cameron told +213 isi war french paris isis strategy similar government campaign power sense syria jihadis young punishment increased punished sunni airstrikes force +214 paris muslim sir islamic attack refugee response liberty religion people freedom human islam crisis birth christian presence western state france +215 fingers show belfast stiff part normal wonderful parisian operation terror political paris backstage friday play gig affected group finger call +216 london guerbozi man morocco work terrorism cleric leg regime alleged run bombings group involved britain islamic north bombing year put +217 islam muslim qutb religious religion terrorism people jihad spiritual islamic war wahhabism world fundamentalism terror called social military nasser effort +218 isi hostage people isis world bombing social syria assad fear time atrocity public stop france murderous emwazi place french air +219 paris france bernard lot night people stay terrorists game world match attacks unfold de manager football situation lucky area time +220 france tuesday wembley match football express paris statement le friendly fa night place dyke people french lost fff pay announced +221 france friendly french squad wembley night lassana play tomorrow rock griezmann arsenal player terror attack sister killing fa portsmouth london +222 case people agent charged hasan threat isi isis security refugee jonas year undercover alleged attack domestic terrorist government arrested individual +223 officer team station tunnel heat site tube carriage dust recovery condition evidence work police trolley body debris cramped russell recover +224 police house leeds area bomber bomb night thought student luton terrorist material aylesbury west left road believed london man yorkshire +225 life victim find terrorism wife thursday world anger pain le iraq left moment fear panic mind flood week terrorists stress +226 share buy sabmiller price year joint stock market trading high europe seek analyst point stockbroker rose considers london gordon newcastle +227 market european people paris europe economy fear france attack index share trading stock fall french monday global shed dewan saudi +228 abaaoud belgian syria year paris member omar attack cell brother police hate abdelhamid british sharia4belgium massacre link family funded dead +229 police suspect cctv train aldgate rucksack named carried believed board explosive attack hussain luton monday fourth bus station bomb square +230 paris french chief fia minute wear drivers day people holding black displayed terror criticism capital labelled idiot die todt armband +231 mostefai paris french france car minister named passport arrested saturday theatre terrorist source attacker told syrian bavarian attack european greece +232 abaaoud eu france europe security foreign terror isi ten minister european told french border syria fighter intelligence cop head picture +233 people anthony mother son williams fatayi innocent london nigerian oil grief family maimed heart death society hold eloquent god full +234 police muslim bomber view extremism bomb intolerance long question effort britain educated terrorist responsibility leeds fellow cult ill london plan +235 gary john tomorrow george host honouring london dead day david charles caroline bomb simon ian sun veteran vc queen sir +236 threat city real package posed police specific alert centre lee suspect bomb looked night switch road street busiest people leading +237 bbc word news terrorist london language attack bomb night decision reporter terrorists senior story told describe corporation george instruction term +238 corbyn opposition time isi drone paris support morally lord police move case pay referendum extending eu cynicism ve year deeply +239 security england cricketer dickason attack player sport good tour safety pakistan threat flower cost cricket south sporting home company team +240 hodgson football england team game player united number called lingard friendly fatigue rooney wembley international spain young blessing french month +241 terrorists minister olympic people de offer sympathy secretary nato solidarity british heinous prime nation political rogge delanoe wrong victim fogh +242 commuter london bus tube service cross station yesterday running usual mainline security morning train work transport king search determined home +243 don furries tonight rock evening pop sludge kraft band love downbeat verge fawr dolgellau london animals comment incendiary furry super +244 muslim ramadan sun london attack conference community islamic prof wrong article outrage islam thinker extremism police europe today extremist justified +245 people tragedy ticker edward home story bus real emergency picture underground kind told television tv davis train uncertainty news phone +246 london silence place minute memorial europe decided culture park office sport family jowell thousand pay bus tony life princess people +247 england shoulder waved paris alli st day wayne stand solidarity george wembley packed flag rooney tricolores terrorists win victory freedom +248 french leader minister la stood paris silence city tribute england condolence edinburgh yesterday fell central pay joined hollande country europe +249 french paris france cameron life security leader president britain terrorist national syria attack islamist foreign war friday home muslim prime +250 gunman bar people restaurant died man paris street shooting head la jihadist diner isi sprayed turned nostra fire added le +251 cameron syria isi yesterday airstrikes military labour issue mp isis plan attack signalled vote won rebel future pm group woodcock +252 leader meeting determination people country pm summit statement terrorism poverty bush full ideology resolve innocent bombing terror london continue blair +253 syria labour international part uk bombing syrian plan military shadow action position approval minister wider isi airstrikes opposed effort resolution +254 syria syrian assad cameron people case president g20 gap plan future putin element government country meeting bombing political russia compromise +255 london muslim people community faith sign city oppression word attack sikh bomber war capital prejudice equality major integration incident minority +256 paris normal life muslim city friday time de jihadist coming yesterday batignolles set spirit isis young night france promise shop +257 ireland terrorist financial muslim dublin review led garda fatf money gnib terror national british american laundering meguerba carlson suspects foreign +258 ciaccia london bhatti hospital family rome norwich call work italian fiancee line preparing told called parent time train caught aldgate +259 khalid incident attack major police paris injured sunday salon facebook close trace yesterday member dozen owner wrote dad boycott page +260 bomber fourth hasib train leeds today sadique square blew team decker west police mohammed russell packed friend bombers body cross +261 phone bullet shot blown sylvestre told saved impact stuff french exploded blood felt hit shaken bit television straight attack time +262 london leader irish people ahern message day bertie british department outrage number affair mcaleese sympathy society blair kenny decency won +263 intelligence ability europe surveillance paris security lot government isil told debate technology attack snowden privacy encryption terrorist act term call +264 france paris syria police french eu brussels attack attacks state hollande isi suicide abdeslam belgian arrested people authority defence medium +265 vitter louisiana campaign frenzel sheriff week jindal republican governor orleans state opponent syrian refugee prostitute democrat senate prostitution current edwards +266 year newland tv sentence sir day mp victim including left time hour political tory john servant civil message iraq porsche +267 syrian refugee individual paris barack obama seekers shameful hit america thousand terrorist fleeing letting government war fear place killer entered +268 kennedy iraq war hope attacked london naive terrorism policy street mass offend link branded liberal appeasement murderer long democrat julian +269 muslim british britain religious reality suicide legislation london men free islam debate death bill faith community portion instance massive islamic +270 paris border terrorist people europe allowed edinburgh european shut protect refugee migrant country refugees eu holt squirrell colchester put stephen +271 gang hotel pizza drug terrorist attacks room paris time night fugitive large driver feel video salah rented abdeslam refused cocaine +272 terrorism cover insurance policy insurer pay damage claim business terror offer commercial risk meet treasury biological chemical london small union +273 open security owen port angel highest campbell st andrew lad alistair clarke jonathan shot maarten place lafeber event previous bomb +274 muslim luton town young people street group community area iraq al radical recruit part main car terrorist place recruiting year +275 tax pay firm world company cost facebook european boss doctor police attack claim social member terrorist google giant technology amazon +276 putin russia russian syria obama cameron ukraine syrian western crimea leader g20 isis attack isi international intervention president moscow coalition +277 story local people community backlash hate yorkshire area national message post raid terrorism today muslim website leeds man family bomber +278 police officer week people policing summit scotland g8 ballard london monday society edinburgh anti anwar business baird violence planning ring +279 attack feature safety check facebook nigeria time people paris terror user site activated terrorist place post natural prompted complex murder +280 armed officer police security attack policing number neighbourhood terrorist public reduction don firearm respond type response yesterday country cut budget +281 hate living bigot london ireland muslim people pray hothead evil admits abiding dublin backlash al law gardai terrorist qaeda working +282 french wembley england stadium team fan crowd greeted match football supporter london stood defiance son marseillaise english armed game friday +283 muslim people community religious mp british young constituency mosque education find problem challenge role act labour involved mind deal situation +284 russian russia leader president assad cameron putin meeting syria isi fight told summit border terrorist hope isis gap sharm immediately +285 french paris world attack light tower solidarity building flag false image arab la user burj allowing candlelit including city space +286 security london transport yesterday madrid attack olympic network olympics greatest capital team bomb game reason traffic figure prevent target injured +287 border refugee paris people schengen obama europe open closed control time attack germany crisis migrant syrian eu european deal continent +288 important paris payet ham injury support wembley blue capital red white game international france close break playing england difficult time +289 iraq iran military government country shia dulaimi iranian attack pact al training rule tehran minister washington tie painful page marked +290 recruit people intelligence lord gchq hipster spies team cut channel time policing suspect high skill neighbourhood terror number reduce letters +291 change eu nation uk france faced mood london predicted astonishing blair month duck pm rebate cock innocent european political winning +292 london american britain lakenheath mp british america defence spokesman raf government victory station travel work show tourist business chief trip +293 tube passenger show turned balcombe yesterday staff train stand hour station glimpse thursday fear liverpool ve people told grind street +294 muslim community british people muslims imam child men crisis iraq islamic shopping uk suicide mosque multiculturalism issue enemy country sun +295 venue owner hosted israeli neighbourhood video threatening israel bataclan man time group jewish hall pro concert gunman rock provocation receiving +296 serbian passport refugee paris serbia man french registered police almohammad croatia obama detail authority border france syria monday body bosnia +297 stadium fan yesterday france bomber attack de woman horror entrance hollande cafe security game refugee street blast home stade paris +298 paris game french family people batum noah ajinca victim player france prior good star live safe basketball life asked moment +299 day national terrible london terror huge muslim racial police lord killer british indiscriminate joined courage qaeda al britain terrorists stevens +300 bomber suicide london bombing israeli israel bomb life bombers simply muslim innocent death paradise act attack hate spread explosive enemy +301 davis attack preacher paris belkacem belgium friend british syria member london message militant group isi islamist role follower istanbul key +302 economy attacks consumer london impact yesterday pace activity slowing slowdown attack growth economic noted bombing cent spending andrew prolonged repercussion +303 teenager paris volunteer isis attack terrorist syria year attacker peer isi jihadi islamic network kill clip home people youth video +304 mostefai mosque year father home chartres police french blue child brother revealed lived radicalised admitted syria identity mile fingerprint offence +305 clinton isi refugee malley world attack foreign policy sander afghanistan state complexity candidate extremism talking leadership power safe united paris +306 people france stadium country nade terrorist attack home night world scared happened don friend sister restaurant paris germany nation heard +307 london train blair service bus station st underground explosion organisation police confirms blast heading attack statement square top travel britain +308 proposal retention police government internet information london legal response service year surveillance data european clarke uk erasmus cost failed findings +309 people shot france night minute floor gunman le stadium body fan caf hall man carnage police scene attack injured french +310 muslim iraq britain attack london khan war islamic people mosque bombings american bombing leader political country east action anger bomber +311 suicide bomb israeli security bombing army britain death israel bus bomber police body state weapon part london human armed sharif +312 price oil economy economic rate high remains supply american market growth interest rise dollar rising gallon add hit term president +313 people world extremist paris war state yesterday attack french stand ruthlessness violence expect life islamic peaceful thinking mayhem united growing +314 blunkett stop david secretary king tribute cross strong charge prayer counter suspect silent terrorism foreign offered measures detention including pay +315 hospital friend wright london family work alive blast bus woman thursday martine square photo aldgate afternoon critical find jones calm +316 ban london decision order personnel force place people commissioner senior police message minister officer general suffolk disrupt encouraged area david +317 france security failure intelligence radical paris sharing communication turkish control brussels gunman eu terrorism lesson called expert people carrying salah +318 terror life strength year claim terrorist london fear family people pearl community passenger victim synagogue father answer hate courage death +319 resilience mobile network london emergency defence thursday word huge attacks obvious system paddick police prove call centre strategy people attack +320 war boothroyd woman statue labour home hard heroine died put commons family red white campaign puzzle waste fridge fought didn +321 world emission paris climate agreement country government global temperature copenhagen warming target fully protocol clear greenhouse agreed year change major +322 police cut crime local officer neighbourhood time force longer social service britain mental car home secretary man problem health paris +323 stadium police night german hanover paris attack friendly explosive threat team terrorist order called match friday scheduled germany device panic +324 retailer sale attack london fall spsl bomb day shopper footfall number previous central normal thursday centre figure high unprecedented based +325 rock paris uk duran band fan facebook group campaign chart track friday attacks eagle attack support metal launched song company +326 summit blair aid world billion action people communique agreed leader poverty emerging africa terrorism g8 palestinian energy warming human meeting +327 al killed ambassador qaeda iraq kidnapped video baghdad brag show egyptian west terror mosul decapitated hooded attack city body iraqi +328 encryption surveillance snowden law paris terrorist intelligence government attack fact phone agency brennan terrorism evidence privacy bill official event tragedy +329 gonzalez killed student family long nohemi beach facebook paris community design close state university official held mexican attack coward dual +330 number attack date day pointing attribute digit time london considered people repetition mystical added york major flight week circle qaeda +331 lifetime britain position live tv kid news patriotic lose tolerant world home week commuter bob stoicism rips gestured organised sun +332 corbyn terrorists mp police kill shoot leader security attack paris jihadijohn dead shooting labour party place night support action armed +333 wembley time england campaign french france fan sing anthem la tuesday national football paris liberty didier wake presenter attack equality +334 putin assad syria isi syrian isil military cameron russian people president opposition fight isis element russia stubbornness focus compromise bombing +335 bank cut committee financial economic impact bombing attack analyst spending quarter economy communication major thursday show watchdog meet point effect +336 paris friendly france french england stadium explosion match night final fa hollande bomb action evacuated president germany tuesday team operation +337 london hit tourism attacks analyst investor year short including drop figure transport firms james british bookings reveal airway heavily spending +338 western jihadist victim force people islamic state paris assad life claimed president turn stand iraq terrorist support attack year al +339 nuclear iran netanyahu islamic regime problem israel solution month groups threat fuel minister west israeli plan don programme palestinian iraq +340 world isi act muslim terror killing fear power offer war western paris deed terrorists fantasy bin state special force response +341 people bataclan friend pregnant shooting dead gunman minute exit alive woman fan guy paris metal gig died night told radio +342 king weapon herts bucks minder court began bright died trial custom executed heroin contract town heard police yesterday enemy grass +343 terrorist attack british london involved qaida al britain police link suggests born security bomb suspect number iraq guerbozi tube group +344 cameron security military british border intelligence britain threat force jihadist putin special leader negotiate europe president meeting terrorist service system +345 blair accept iraq effort people part labour gleneagles le government political leader war case put britain world public problem catching +346 pakistan training british don year suicide school young family mosque group bomb muslim al camp study tanweer told terror briton +347 intelligence attack threat london terrorism level european security alert general terrorist summit attacks madrid yesterday mi5 jubilation severe blair indication +348 england match game france french paris fan tribute world wembley felt friday stadium moment night football team diarra pre arm +349 bomber police men bus bomb told train leeds luton hussain station car group catch knew team muslim wanted pakistan young +350 isi iraq syria isis war state enemy islamic military world west american al story western year fight pure territory lost +351 finance bank freeze brown yesterday monitored burma train developing include indonesia nigeria financial madrid terrorists drawn pledged europe england account +352 people told french dead bataclan attack gunman newspaper concert shooting son face blood floor live turned restaurant bullet year life +353 camp migrant police humanitarian islamic people uk dunkirk mail yesterday french british smuggling charity channel calling dhersin gang year fear +354 hodgson rooney england france team spain friday position left player ultimate fabian threw delph return experimentation kane captain tactical vardy +355 play pochettino people show lloris france paris tottenham captain player french game english feel friend hugo added friday good tuesday +356 nuclear syria attack people world point paris grievance french symbol france organisation daily mehdi weapon isi cnd november oil claim +357 email david life mark rick britain live land refugee film woman pictured respect harrowing started gentle tracey real marton man +358 terrorists people government life thursday blair minister voice suspect long british liberty day control home attack feel prime sense ian +359 isi war britain syria russia group iraq terror sa troop soldier weapon limit mi5 involve hard politically cameron heroism hope +360 france tournament final place paris friday statement security involved safety league yesterday de guarantee ensure measure uefa fontaine attack meeting +361 people anthony happened son london innocent blood bus office god heart slaughter killing mother find fear day death world society +362 match france stadium play french security paris player fan england germany fa wembley night president world team manchester united respect +363 security open police player st golf spectator worked andrew safety top ensure operation protection tom lehman ve including fellow changed +364 khan school teaching hasina night community month wife leeds farida time child job family couple working indian beeston special khizar +365 war scot courage joined anne princess london needed small remembrance tribute terrorist outrage edinburgh previous quality loss anniversary conflict urged +366 bus people london tube worker woman staff surgeon body rhys tunnel ryan medic asked carriage face helen aldgate injuries helped +367 dog diesel police officer force animal terrorists pannett train pdsa died extremely world assistance honour uk reduced belgian similar mission +368 french paris france syria police attacks hollande eu russian isi minister terrorist tuesday belgian told state bomber attack brussels abdeslam +369 obama christian refugee bush religious people republican syria president leadership state war paris cruz george issue fight year remember carson +370 bomber leeds bomb bombers night police terrorist cell british source attack london khan month explosive child school silence year july +371 brother syria terrorist jihad family brothers people social militant recruitment terrorism year abdeslam al individual iraq abdel process british turn +372 street community police beeston people local road told leeds white bomber muslim news sign place men television streets shouted home +373 british london human war rights suicide terrorists seek death bomber turn service murder red jew captured hatemonger men cleric terror +374 police officer letter cut number terrorism paris ability intelligence home country policing impact commissioner counter security senior terrorist people part +375 refugee governor state texas syrian isi people syria michigan snyder told refugees abbott council accept obama terrorist federal immigrant ahmed +376 security fa de tournament england france hodgson paris hand considerable euro changing quiet final pitch squad hotel chantilly head doe +377 security london game olympic cost world yesterday vulnerable terrorist people terror attack police city games ian athens londoner totally policeman +378 muslim attack pm blair community constituency britain evil british vaz speaks expect enemy mp thursday question shahid malik home experience +379 target emergency time lucky police mi5 security al tsunami disaster terrorism employed counter flower friend series bringing sport carry call +380 nchez chamberlain play wenger chile player ramsey west full short international travel arsenal bit monday theo london night moment thursday +381 terror story qaeda ahern al bertie huge shock importance gardai disclosed posed lot keeping people tab condemned london taoiseach living +382 isi terror attack uk authority paris missed labour suicide wembley yesterday sparked british warning warned match france world armed game +383 london galloway blair mp britain iraq country price hell bombing people gate afghanistan opening relationship political stephen enraged silence withdrew +384 syria russia mp talk assad action cameron foreign minister uk issue labour isis vote start airstrikes tuesday change military west +385 family bus london put wrong nash jamie life year hope killed russell confirmed finally yvonne friend street bomb boyfriend love +386 passenger term profit attack easyjet fly year paris resilient people million egypt exec thought event due jet carolyn moore favourable +387 france attack paris french terrorist state country attacker people black investigation saturday muslim car gunman left capital suicide told security +388 qaeda doe terror london al blair government bombing week united state iraq attack home terrorists afghanistan people national thursday threat +389 saudi muslim world al state religious government london tv british excellency islam west religion denial american terrorists kingdom arab people +390 blast injury explosion damage wound tissue number affected secondary wave debris engineered body lung treatment bomb terrorist primary casualty container +391 stadium france paris capital world symbol hope class part police place immigrant city area hebdo light killer community zidane zin +392 people muslim paris atrocity answer horror interpretation innocent body act word terrorist schools evil ancient religious israel hatred attack religion +393 police terrorist bomb people military explosive time thursday london device britain camera body officer examined prepares anti power bus poll +394 party close poll anti immigrant germany europe surge support time yesterday people attack france seeker screened cheering wilder immigration migrant +395 benched paris bad spot silence proudly flag york england passing kick held unfurled tricolour stripe quarterback set french star peyton +396 hospital paris doctor staff save patient restaurant scene shot wounded picture surgeon continued bataclan victim hooked lying de surgical medical +397 mcdonnell demand labour signed police mi5 call emerged manifesto yesterday spokesman corbyn john socialist holding policy mp network copy disarm +398 ira pressure statement party bombing london complicated bomber liddington garbhan mcguinness promised donaldson dispute shankill marching shadow writes sinn orange +399 art attack culture artist world creativity writer attacked direct poet paris bataclan year islamic systematic al put damage iranian concert +400 royal leader visit minister india mp paris indian british call william britain duke prince team career attack part robinson uk +401 london hospital friend work bus cross home king tube heard bomb thursday left missing picture information accountant worry mother father +402 paris people isi left britain refugee syria muslim war islamic men force filled western power web terrorist british support struck +403 police french abaaoud paris people europe isi france identified syria attacks time belgium wednesday attack european terror raid national city +404 marwan suicide bomber insurgent mission iraq iraqi fallujah al list family saddam mind volunteer commander vehicle doesn final left soldier +405 school attack french childline france told paris fear cancelled call called terrorist office teleconference visit feel feeling travel foreign girl +406 attack terrorism police local terrorists training london terrorist prevent qaeda le programme train identify national prevention preventers uk officer counter +407 qinetiq praetorian year spot smith terrorists lost tourist tech trial system industry making surveillance detection public contact tube body linked +408 france game french fan people sport london security england stadium year euro word friday time day wembley stage capital week +409 french attack london people world national solidarity president image de square horror parisian york somme vigil resident paris flower expat +410 police community muslim london backlash attack yesterday work reprisal british terrorism incident officer national fear people tension bombing crime anti +411 email terrorist attack time footballer wembley fan country president government ruthless people syria england leader notice paris security match year +412 britain london islamic british londonistan america time islamist policy terrorism french militant western crossroad state united leading large paper expert +413 school open closed today yesterday due staff remained work authority london closure hackney critically public john main camden chelsea attack +414 book art freedom british indecent home office hamilton winkleigh fox agency defeat simon jury law artist local dc dictatorship g2 +415 refugee people britain frightened landed glasgow fear bute infiltrated yesterday mayor terrorist genuine arrived len families including charter plane land +416 koscielny game giroud wenger england france paris french league focus english shock traumatised completely deeply fear play heart night tuesday +417 war terror london man life danger mass blair terrorist muslim troop thursday government al qaeda minister seek foot tube ira +418 london bomb victim died police named people north person attacks family killed area dead coroner today square west blast arriving +419 tube london terrorists time work essex ian government cliff livingstone officer picture king english packed missing wall pinned small scene +420 school child student teacher issue difficult talk david isi paris felt muslim happened event view lee religion london kate welch +421 attack france service intelligence paris french terrorist war attacks country security trotignon islamic threat isi surveillance stop trevidic european real +422 isi france president putin world russia military western french power syria europe bomb aircraft syrian leadership terrorist coalition determine alliance +423 player friday france deschamps play wembley squad saturday day game team germany le french paris friendly expected national told night +424 attack britain uk terrorist official police paris armed counter threat city atrocity terrorism security unit western gun respond group shoot +425 easyjet cent year airline growth europe market ryanair profit million short passenger effect expansion metrojet egypt london flag traditional attack +426 french paris france security victim football day world concern friday yesterday band european people police city called president concert place +427 syria iran tehran fight iranian assad attack paris isi rouhani ally conflict syrian west daesh president evil alfoneh isis european +428 price analyst demand oil attacks high hit crude growth record economic day historic alltime close remains figure short stay showed +429 fan raised palestine yesterday long fellow boy game couple told minute beaten night drunken victim belt hotel lout monday terror +430 iraq troop blair reid memo secretary uk night dr withdrawal government document save britain bush suicide outrage year home revealed +431 police explosion hour apartment woman french abaaoud heard building shooting gunfire terror killed hand fanatic asked officer shoot saint didn +432 security campbell open major good london shocked forsyth guy view concern horrific shot carded scot produced horrified pick joint genuine +433 french france national paris war country history islamic algeria bloody tonight sing front african hollande marine marseillaise long poverty la +434 rubio nsa republican cruz intelligence american act surveillance senator bill foreign law wednesday reform voted information called part paul national +435 player france stadium game deschamps football wembley match french day decision hodgson england graet rooney event people colour pain stand +436 fan turkey country paris national football silence stadium europe game eu border greek leader migrant heard neighbour team allowed shouting +437 day son wife life give hatred widower world victory love night told terrorist friday time freedom killers bataclan gift hating +438 gig manager moment brad thomas bizarre music vamps week hit album teenage chosen terror follow london bataclan material upcoming cancer +439 farage muslim community uk paris attack people terrorist ukip britain leader british eu million claimed multicultural immigration completely play terror +440 syria cameron vote military isi action britain night rebel bombing labour mp british war majority place air secretary raqqa foreign +441 group terrorist bomb uk tech militant early tube big suicide homemade bombing attracted individual attack flying digital figure casio elder +442 iraq terrorism war kennedy london terrorists fuelled britain kind afghanistan single people tyranny blair attacks naive street saddam hussein impasse +443 people hewitt terrorism put innocent yesterday hospital bastard hand paul wounded harrowing g8 message politics moved tony summit future visibly +444 government major africa woman people time pictured london continue sun foreign risk east attack responsible behaviour selfish silva lytham hillyard +445 london war service queen abbey attended week present tribute day aircraft people veteran fly home military celebration today dr royal +446 family police house bomber lived bomb luton home london train road raid wife identified explosive cop night leeds controlled minute +447 anonymous service cloudflare website isis site company prince network attacks speech content protect valid response request customer affiliated websites paris +448 firm staff office thames continued spirit continue thursday business rose home situation spokesman sending colleague police heard lawyer london reassuring +449 police catholic nationalist parade protestant area orange rioting route belfast riot protester republican violence day street sectarian ardoyne orangeman yesterday +450 greening syria support people refugee international development security country community migration aid life humanitarian crisis opportunity department britain council cut +451 livingstone labour corbyn defence jones psychiatric haunt coming afghanistan iraq intervention woodhouse sun military policy attack terror demanded loony left +452 spy channel security programme terrorist intelligence cameron attack world show wins year sas britain monday agency process hay recruited increasingly +453 attack killed french police shot gunman people paris terrorist british series france coordinated muslim dutch islamic group suicide qaida michael +454 dead body people police clue identity disaster identification site task missing expert bombing victim bodies false limb pathologist relative london +455 body family allowed day dickie relative incident precedence bodies yard central loved bereaved attack retrieval evidence superintendent forensic reason damage +456 lambert shooting close talk north city night gunman fire kelly restaurant girlfriend opened tweeted palace hotel taxi french terror team +457 war celebration week people london country terrorists ve world good year remember white selling sunday carried british fought knew point +458 game terror supporter ireland shocked terrorist government horrified console spot clear attack weak paris today twisted reveal islamic alert state +459 london victim train levy local family bomb son loss journey terrorist body result mother inquest named early put hertfordshire community +460 police security firearm attack including number terrorism response subject measure magazine mi5 monitoring uk sa paris britain border planning terror +461 league french fan france security england club paris national show football game solidarity stadium marseillaise sing player la bos manager +462 ciaran london cassidy son family police attacks day worker travelling hope dad bomb missed british bombing victim television susan implication +463 road edgware london hilton shadow al treated qaeda britain terror blasts reduce capital rush hour war zone scarred young girl +464 bus people driver blast woman seat nina told remember head piece injury huge explosion shattered survived left pain hand don +465 people threat operation street area package police birmingham intelligence suspect city public received false centre home lee business road search +466 jihadis trio worth enforce tag restriction raise expert curbs link investigation roam paris neil antiterror cut prevention event doyle controlled +467 molenbeek terrorist attack brussels belgian attacks paris brother car arrested french allowed islamist salah suspected night mohamed man thought city +468 feel muslim doe wake world life people boy horror street society accept extremist contempt britain feeling terror exploited learn wail +469 afghanistan force australia australian led afghan taliban government deployment troop insurgency peacekeeping military country minister killed green service upsurge include +470 blair political week summit face terrorism oratory resolve shadow euphoria statement future hope people churchill speech hold delivered man news +471 muslim british extremist young whitehall contest policy year terrorism qualification london extremism foreign week professional terrorists background islam home groups +472 touch africa london thursday ve terror casualty attacks list realise duo cancelled change hope climate breakthrough finnegan holding pat president +473 edinburgh anarchist protester scotland g8 cancel poorest close stirling thousand positive event delivers developing traffic response mood terrible city bob +474 financial bank rate price eurozone hbos central share market deal event investor system trading attack middle negative impact current company +475 officer flat police fauvergue aitboulahcen window team abaaoud terrorist bomb siege suspect fire held time force fired part body professional +476 john isi david strike helpless group arrested hostage mole sun page emwazi corbyn butcher accusation blown western flawless grew executioner +477 corbyn labour defence war article kill support attack momentum terrorist group fallon leader concern party people paris clear monday policy +478 people ali yeah british community attack added lane ve lot friday brick terrorist innit turn officer skinhead thought bomb working +479 london market olympic olympics effect bomb good company year suggests game transport york number building money share fair generate stock +480 country rugby newcastle friday national match sport event game paris attacks carry closed town today border struggling france saturday page +481 people recruit lord intelligence terrorism hipster gchq team ability channel time policing cut high skill attribute neighbourhood number innovative reduce +482 security inquiry howard mi5 government leader london police attack attacks terrorist home today secretary happened minister iraq bombing rejected yesterday +483 murray brother team event step final world british life time terrorists captain teacher year paris primary school leon live win +484 french isi city raqqa paris activist act airstrikes targeted minister isis defence attack france bombed syria target coalition daesh identified +485 city france paris pray tartaglia love disturbing goodwill affected people pitiless realise passion heard killing act stadium shattered equality mass +486 attack political state community form development terror iraq threat democratisation part democracy kind generation economic solution people deadly africa war +487 people son mother slaughter death anthony terrorist world responsible day god picture london city williams driven friend street display innocent +488 killed paris terror john declared state jihadi drone random public packed gig report page carried wounded man dazed left massacre +489 killed hache flat bataclan french la paris named victim attack restaurant bullet told injuring terrorist quipe bar body window terror +490 london tourist sport athens tourism olympic olympics host interest talk sporting trend event day company attack specialist madrid terrorist attacks +491 shadow syria vote secretary labour corbyn prepared biggest minister challenge mp babar air terror ready defy strongly time khan american +492 hospital recovering princess royal thrown deck suffered sapna top louise fractured neck intensive bus college bombed university woman attacks terror +493 strategy force isi ground western attack political isis forces military resolve terror territory campaign failed war opposition risk long european +494 paris victim posted left world city support express star event shock football french terror fa player prayforparis uefa shocked match +495 police intelligence cut officer terrorism community government home local neighbourhood quick chief uk cuts cameron counter attack extremist time ability +496 french match france tuesday game paris play wembley england fa football friendly show team friday difficult left chief president fff +497 minister hand week city attack howard love surprise prime blair day inquiry mentioning salute tribute praise speaks speaker reinvigorated detail +498 britain world london week summit intelligence attack tolerance terrorists weekend security home people continent blair year bomber terrorist g8 plot +499 people bomb uk time evidence bombing bomber group police madrid clarke terrorist london involved blast fragment lead site community experience +500 match security paris night game vieira manchester united today trafford stadium zidane fan xi bag world attacks terrorist organiser thought +501 france french security risk team terrorist friday tournament stadium place attack le stade explosion yesterday paris uefa european left president +502 people country police yesterday security terrorism government officer danger muslim met human simply islamophobia border terrorist extremist act threat put +503 police stadium germany game due paris chief german planning france terror situation exists city friendly evacuated reported explosive attack object +504 attack gun european europe refugee american security terrorism people muslim brother border refugees french america reach men paris fear african +505 isi raf hit strike bomb jet drone group iraq mod position french paris secretary oil effective personnel response michael hiding +506 people heard told shooting attack man ran bataclan paris blood bar witness thought france began stadium medium son minute leave +507 clinton isi refugee malley world attack foreign policy sander afghanistan state complexity candidate extremism leadership talking power safe united paris +508 trading market day exchange company attack share london city record swiss system point gave firm fared station index dealer price +509 british withdrawal iraq cope army defence leaving military force process task cost support wrong emergency finish free country fear place +510 attack scotland paris stand world france leader government french sturgeon scottish consulate awful archbishop friend diverse horrific victim solidarity present +511 hotel price rate room advantage blast hotels london people tragedy thistle chain group based transport week smaller stranded website manager +512 attack paris terrorist charlie people le cartoon victim hebdo kill wrong life bataclan young state death cartoonist music terrorists friday +513 thursday share company market day london price investor pay group listed stock marked quickly event money big buying cent sitting +514 market bombing defiant business trading stock london city day stop thursday system terrorists money question qaeda ve bombs lot defiance +515 people civilisation jihadist accept idea war liberal free life security empire freedom fighting sacrifice defeat business form strongly real cold +516 city police street broad london public people officer area suspect threat bombing birmingham source security close hotel receiving night bus +517 isi long syria force troop army putin war isis strategic obama western ally status assad raqqa give syrian ground failure +518 europe european british border schengen islamist france vision war paris declared train based belgian dream terrorists single citizen policy sort +519 drink russian egypt plane explosive terror tnt bomb gold airliner pineapple highly ready explosives insulation international mag exclusive unstable fulminate +520 share company london long high market exposure fund economic friday street foreign system thursday insurance year point index face compared +521 attack paris week feeling story day ll contribution public feel people french share capital prefer form health mental expert report +522 police house bomb officer road bomber leeds property attack london men raid morning suicide west man carried terrorist aldgate forensic +523 george bus london yesterday carriage bomb thought driver blast told smoke started people patrick police sleep tube family injured work +524 corbyn war police people paris attack kill shoot stop labour syria military force put policy mp happy asked obama statement +525 london terrorists sweden pal hard contact ljungberg fear happen innocent midfielder long struck aware totally talked awful ve understand native +526 police paris flat abaaoud believed officer france state french terrorist phone country bomb men discovered district yesterday killed siege prosecutor +527 gunman bomber suicide fan left cafe detonate people victim minute aim repeatedly killing reportedly casa france lie paused fired storm +528 iraq allawi american al policy country iraqi shi saddam military secular head civil militant security ite time week based army +529 iraq war kennedy terrorism called london invasion liberal link tyranny foreign permanent blair political security international development nationalist support dems +530 france alex scottish steve world open fan government manager lambert football celebration good tier england impression south jumpiness buy game +531 bbc image london picture terrorist word viewer coverage bombing live editor regret audience shown domestic showed avoided information mediaguardian blast +532 bomb ira london killed pub injured blitz bomber campaign park attack launch world explodes hill terror dead capital city home +533 karzai afghanistan year mission official killed britain local taleban attack force iraq border body pakistan step brought air bit avoid +534 people terrorist security life risk football fear innocent mass paris atrocity refugee greater event context coming internet friday car sport +535 financial yesterday initial london retail economic early point fear sector price trader fall cut market liquidity number doe reaction hit +536 cent emwazi killing public supported isi held british bombing combat target raid labour militant poll cameron jeremy favour ground threat +537 police night family carried car community london missing search yesterday home men suicide operation leeds young team area bomb left +538 security league match game high paris fan force measure europe ground friendly president cancelled la authority alert time black safety +539 paris car bavarian refugee europe immigration european country montenegrin minister attack border eu authority policy germany leader statement greek passport +540 paris france border police migrant car road custom euro point favoured route gang bringing drug belgian cocaine trafficking join holland +541 hospital london treated blast injury people injuries casualty patient bus received service chief royal critical street drage lung yesterday police +542 hall people bullet concert began terrorists shot young playing fan shooting survivor hour floor thought song police bearded night metal +543 french london france people solidarity tricolour show paris england friend place urged join singing cab black including shared paid uk +544 plot terrorists mi5 police bomb team plan qaeda britain israeli british mombasa scenario al local intelligence left date safe adopted +545 people coverage culture interest share died nature including medium thought french tv british victims uk reason ocean pointed massacre britain +546 explosive bomber vest shrapnel abdeslam button belgian wire paris pack battery neck bone mohamed caribbean fragment attacks investigators completes sleeve +547 armed paris rome officer attack training police shoot response warning highly threat zone declared italian fly target starting renowned attacked +548 website al site islamic internet bomb extremist service claim london including concern communication video material group suicide responsible islamist regulate +549 bus thought psarabakis london west bomb driver people wife stagecoach wreckage shock passenger children feel blood spattered entire roof minute +550 hadn people told threat sitting large yesterday medium knowing newspaper don terror broadcaster part attempt death met child iraq wouldn +551 internet anonymous copyright isi effort isis hammer idea crime service account arsing attacks content law simpler nail plan rosenwig latest +552 police men bomber train bomb leeds luton officer british carried yesterday device car london station security area lived night bring +553 muslim france europe western paris french number terror cent population islamic group germany outrage london research muslims study radicalisation uk +554 paris french bataclan attack gunman people gunfire bar shooting cafe lot hollande restaurant thought dozen police explosion emergency young reported +555 level sale economic shopper tough lloyd saturday london bounceback friday hopeful downturn confidence royal north weakest firm quarter remained terrorist +556 security london alert minister transport attack code ordinate interior prime stepped america mayfair offer chertoff dominique british middle suffered block +557 france french wembley fan england friday united diarra tuesday risk football cousin increased team show police paris plan euro fa +558 muslim war british young people muslims justify community britain islam week terror terrorists country committed sense youth hatred london bomber +559 terrorist officer armour proof automatic rifle rounds sig metropolitan police confined squad robocop protect wembley sfo handling created bristling counter +560 security club threat fan policing asked premier procedure terrorist office home league told weekend checks guidance guideline aware search earlier +561 syrian paris state republican muslim terrorist mosque terrorists islamic flight texas house christian hysteria leader security vetting complained obama report +562 emwazi death isis isi friend effort pete fight john video killed died play airstrike die murdered emwazis men killing hostage +563 england france french solidarity team rooney paris night hodgson match captain pitch happened lost security friendly football supporter game player +564 scotland london terrorists police threat life g8 public mcconnell scottish week defeat yesterday edinburgh birdsall people major problem attack managing +565 isi force syria ground sunni caliphate kurdish coalition attack isis power iraq jihadist group conflict backed al regional city iraqi +566 lap hamilton world mercedes paris tribute rosberg time f1 formula driver sport french road silence home ferrari weekend good team +567 french football stood yesterday paris fan nick england leader remember sad la france horror anthem friday village tendring friendly led +568 night lee package intelligence top bos discovered risk europe birmingham clubs absolute cop police assessment terrorism city restaurants ordered safety +569 isi attack military state nato war isis west iraq question political france paris britain syria force country afghanistan peace human +570 spectator significant precaution pass prevent championship alert attack lack photographs expected secretary fails bomb david reach week player hill open +571 police force trained attack armed training terror squad officer close special unit firearm ct specialist night face support armour sa +572 cameron paris islamist measure secretary state western terrorism force moment general time tory shoulder air war horror scale campaign isis +573 keeler police radical brook pair omar islamic british north syria hungarian join country circle live suspected convicted john passport train +574 company london olympic fund construction project uk investment transport stock profit effect benefit olympics games due investor year high tourism +575 people police gunman blood told dead shot paris room witness stage hostage open car band pm window ran suicide hour +576 staff train london lu livingstone knew explosion released code people network incredible power worked control picture passenger thought amber widely +577 flight month pc uk airport high housing completion rapid price napier chief india baa attacks rise air june traveller terror +578 london g8 blair hotel summit police scotland gleneagles africa leader edinburgh bush president world protester scottish campaigner day street poverty +579 news audience itv bbc1 channel coverage watched million viewing bbc pm special rating time show tuned evening broadcast yesterday mediaguardian +580 france putin russia war syria western america assad kremlin president country attack west ukraine fully plane official russian image lys +581 taleban american government beheaded force claim dead shot missing province commando violence day offer policeman official people afghanistan join man +582 attack men bangladesh claimed priest attacked muslim area dhaka town italian affiliate day arolari year isi people dinajpur group yesterday +583 canary wharf worker work boat yesterday dunkirk service city london cruise early firm deterred financial office tenant sign attacks development +584 police belgian linked car brussels revealed border carried vehicle seized raid paris disposal address inspired justice unit swarmed network department +585 helen family london scot liz lockerbie barbaric blast dead blown injured told glasgow cross king graham sad herbert jamie mobile +586 stock owner cent airline yesterday index firm market attack ended terror airway easyjet friday france cac time group opened thomson +587 market security nasdaq nyse condolence york car levkovich thain giant surrounding message wall london street research turn dog police armed +588 yesterday bus laid read message flower station city people street london defiance underground card touching mary died pancras reporting church +589 capital story olympic kelly won cowardly awful gold bombing staging medallist london shattered beat olympics heart victims wreck terrorists break +590 camp terrorist interpol uk smuggle year british fear teghem criminal jihadist migrant people dhersin dunkirk week groups properly channel stock +591 police officer firearm paris confront chesterman time number force response top met meet similar demonstrated armed operate attack war mail +592 people jail jaman brother crown portsmouth kingston offence tuhin shahensha terrorist promoted transfer years fighting isi jihad died money syria +593 tanweer family pal dad beeston london day friend lad bomber khaka muslim chippie devout suicide road humour west mohammed month +594 france deschamps united germany friday long squad city martial french player option final team arsenal pair bayern newcastle tuesday wembley +595 security random police put gold work pr city sound terrorists don terror place cabinet paddick event athlete randomly bomb effort +596 g8 africa part week level general rarely doe poverty globalisation anti global palestinian produce decade assistance nation political yesterday united +597 train london north tulloch dead carriage professor victim yesterday blood hospital islam identified image daughter people bomb blown station told +598 london police military transport bomber public cctv number film footage bomb camera official yard officer bus picture chaboud anti scotland +599 terrorism blair london world g8 politics international designed darkness bloodshed summit alternative change africa democratic aid hope leader yesterday today +600 deschamps france country team sport player diarra ve important french symbol cantona colour presented represent diversity nation unity tonight footballer +601 england terrorist worst london july injured outrage dead +602 shot mcilroy flaherty tour terror paris year friday willett show win doe french dubai allowing good basis player hole vice +603 news saturday viewing bulletin paris night bbc million viewers viewer pm bradby weekend attack itv double people dominated average evening +604 french world paris monument atrocity house event candle night support city cathedral newcastle st france show respect tribute gate north +605 london sign flower tessa remember terror laid secretary silence victim scene culture minute bomb attack condolence moved today livingstone thursday +606 people life venue men dead blood loved love world shot connor lay lucky man friend south hour highlight shooting paris +607 paris french uk attack security police people place increased british meeting discussed belgian support ministers involved office london remain presence +608 refugee migrant country balkan slovenia border asylum route macedonia msf greece build people fence south africa flow block october paris +609 qaeda london west leader political oil terrorist al islamic attack global bombing g8 madrid terror power western family world president +610 tanweer friend leeds family terrorist community mohammed told suicide pakistan time nephew year training interested attended home ahmed man cricket +611 hand muslim london friend phone day station place people false missing picture cross st hawkins public dead south shrine spot +612 public police community intelligence terrorism paris people extremism risk officer confidence policing superintendent neighbourhood internet climate leader type referral year +613 brother ibrahim people family men yesterday belgian salah nearby happened involvement car man mother attack don arrested police terror normal +614 child language world spoke love people williams slaughter full universal word mother tear lagos king freedom words reminding evil phrase +615 religious left british democratic young extremist government support helped put silence today muslim islamic escape musharraf violence community generation law +616 germany france fan stadium hotel match exit night paris bomb attack team news victory blast pitch walked heard city loss +617 people paris talk encourage attack sad live fear lib school harder world age explanation question bombing give day stop moment +618 facebook yola feature people safe paris based group bomb country user attack nigerian killed good attacks friend ibrahim site respect +619 rehman attack bomb explosive told couple officer terrorist badenoch islamic khan day chemical emwazi asked july multiple week advice lived +620 shehzad friend father cricket leeds mosque beeston street azi regular school mohammed business man hasib afzal house takeaway muslim brother +621 muslim country stand people western paris terrorist radical islam peaceful creed time islamic living fgm rest submit million religion society +622 view british rural london blair wing thursday sympathy people sense response country day culture folk street fanatic feel weekend place +623 people bomb country g8 aldgate train london happened innocent congestion guard st don alexandra lucky extra charge terrorists paul money +624 police security power paris passenger terrorist france eu access belgian freedom border belgium year law information neglect killing service allowed +625 stadium thought student gunman running hand register stade don friendly bombing stayed sort germany learned semester actual surreal game expression +626 doran told concert bullet photograph friend hall front people paris rock young metal australia daughter face father luxury gunman selling +627 train canal state night due paris crash minister yesterday people high scene french footage scattered speed happened german chevallier nearby +628 emwazi corbyn people teenage trial world identified tracked future prime argument martyr controlled defined video paedophile plumbed imagine hope career +629 youssi woman refugee dead dying head hurt waitress don house told shot abdeslam downstairs hand injured died victim time wake +630 rate bank price london meeting economic east cut pressure interest pc fall august negative figure house market time tank street +631 paris french team todt people world road wore formula car player cup victim fia frenchman statement black happened f1 event +632 muslim day community britain people earlier home attack police cohesion domestic extremist foreign voice common islam triggered difficult time year +633 amimour son father paris left syria killer worked year bataclan told home don town researched online maya selfie night police +634 law blackman group terrorist military war geneva international world state captured insurgent don operation court time convention conventions respect country +635 terrorist french abdeslam game day paris syria isi bomb prince called friendly fugitive france england national terror britain slaughter message +636 gunman french attack venue bataclan suicide rampage stadium la detonated fire restaurant hostage gun france pm fan de killing hollande +637 wembley terror french england game poignant team stood english player france blue screen shared north ambitious music anthem floral la +638 attack protect bomb barrier steel westminster erected summer screen front install security bigger week added public gallery suicide london common +639 cyberattacks computer gchq state criminal impunity government furnace osborne stuxnet year plant wrong developed group power attack britain announced launch +640 military group symbolic individual video caliphate attack targeted hostage figure important alive baghdadi western isis strategic day keen beheading propaganda +641 fear person terrorist state london terror people attack victim paris risk real pretend grief conversation open idea france giving standing +642 london cassidy trip irish cavan school king family father ciaran roman leisure catholic year sister finsbury enniskillen piccadilly teaching supporter +643 abaaoud family brussels father young boy moroccan yesterday paris muslim good year brother called time street clothes belgian report isi +644 force police intelligence luton martin money terror terrorism paris fund pcc blitz bedfordshire letter stop policing m1 bos sparked included +645 station hour called warning claim police dog israeli didn event official bomb embassy wednesday evacuated problem conspiracy adviser assertion benjamin +646 paris french hemingway feast memoir folio copy time ve parisian book moveable order rise attacks city life defiance kill lived +647 london relative family centre continued yesterday missing garden cross road flower muslim day people police woman bombing dna story aftermath +648 mourinho hand safety alert cesc jose league backing insisted planned stadium risk tournament work killed french support bridge injured incident +649 abaaoud syria belgium terror jail police verviers europe brother petty crime radicalised extremist plot flown dy trail safe drag cop +650 people attack bataclan paris man told shooting french gunman hollande concert france suicide terrorist police heard emergency attacker venue fired +651 encryption government service attack information encrypted discussion technology communication door key company burr doe official paris access week playstation security +652 nick travis gig fran tour news bataclan tragic barrowland victim due venue played paris radio shirt concert guitar named eagle +653 night german germany player france stadium football star game thought hour paris planned merkel team dfb squad safely lost victim +654 london iraq britain invasion beeston peter valid brooke suffering technology casualty technique unleashed latest war doubtful fundamentalist legality target angered +655 home yesterday edinburgh fan mariesha told scot scott pal relief paris christine hour lasted minute opened house solidarity didn people +656 schengen eu europe travel dream zone free france european national external call terrorist year system strong country database agency internal +657 french abaaoud belgium police year attack brother mostefai reported syria paris attacks terror intelligence belgian wanted arrested named authority isi +658 bomb london blast ira city explosive car building baltic financial killed market quay lorry docklands axe girl security office leaving +659 energy paris power rudd global carbon uk gas plan electricity attack start supply security commitment clear nuclear climate greatest cut +660 obama syrian political president effort paris guant talk run isis house strong member good defeat russian prospect gloomy tool bay +661 thursday man london young occasional white day ellison feeling carriage journeying held gentleman feel tube glance looked drink sworn conversation +662 sebastian woman window ground death pregnant people guy hostage minute told spread exit kalashnikov police venue managed day shooting burn +663 war political iraq politics blair time mp parliament tory connection common anti attack howard newspaper bombing cameron democratic party virulent +664 corbyn labour country force astonishing quietly action syria joke unity staggering people syrian assad imagine doe event day needn fleeing +665 london war day terrorists win abbey service people remember soldier men roof today died wartime message dr john beach westminster +666 clarke house government davis white breath front day minute emergency parliamentary hear high jaw speaker mp heard form howard secretary +667 police house thought didn man bomber hour leeds student left believed flat attack terrorist luton began week tuesday explosion strange +668 french border called control hollande war country national president migrant france return eu fn eradicate power isi europe european sandbrook +669 community asian police boy attack muslim edinburgh association london glasgow mosque man racist scotland premise fear george report racial place +670 africa give bomb g8 life page african glad history embassy bush aid le dar grow dollar promontory ordinary people american +671 refugee isi attack paris people security syria power ancona policy government cameron difficult pm oxfordshire religious matthew reach task europe +672 g8 yesterday security britain police terror death injured growing show confidence liberty ground olympic leader rose scotland attack spent olympics +673 attack london madrid terrorist britain bomb scene train qaeda police hour attacks terrorists british bomber security station al bombing officer +674 beckham paris play time match game zidane played pulled minute djibouti scholes player yesterday drew hit special patrick trafford theatre +675 chief cop probe clarke led england consulted job appointment pick gove michael met secretary deputy justice assistant named commissioner inspector +676 people community muslim phillips year politician suicide leader leadership criminal faith commission fear chairman bomber local bombing race leeds test +677 dead attack loved men life people attacker hour suicide shooting blood pm world wrote bowdery woman victim le front terrorist +678 game side play cup france place change player edinburgh depth season unifying injury sport performance nation return bringing pack south +679 london mihaela life dania house family year dental otto close born street technician knit change extravagant russell holiday teenage account +680 paris bar attack generation people le french france killed friend targeted drink reichman young call love place st shot show +681 life people homme win isi time paris music day feel victory age wrote year quality death wembley violence won terrorists +682 london silence britain world today worker capital victim observe noon staff trafalgar defiance streets mark sun gatwick landing terror michelle +683 bma casualty meeting everington bus khan church doctor hospital bomb medical ambulance dearden holden building knew training gps time floor +684 attack paris french restaurant theatre british dead le death stadium syria american terrorist crowd attacker strike hollande concert told close +685 paris terrorist police french france suicide syria assault night identified bataclan brussels city dead attacker isi world mass state gunman +686 isi people attack french gun war assault death france fear islamist hollande yesterday society paris long muslim history station killing +687 diesel police raid dog live yesterday killed world sign cop michel special life showed pet tribute saved st solidarity posing +688 muslim islamic islam religious world west people terrorism shocked paris al war myth victim interpretation radical university terror bomb aggression +689 alexander family love nick paris people friend girlfriend year briton attended french attack gig buckley read dead added respected sweet +690 cork france football ground head swansea tomorrow machine friday germany stadium men fish people england started friendly shooting brave frightened +691 statement district refugee democrat california check west bill vote fear house face security state process south minnesota massachusetts texas north +692 london bus conductor hendy officer courage bomb transport letter unique ticket evelegh terrorist initiative shaun security sir passenger role mayoral +693 ibrahim salah belgium home smoking wife belgian naima amri arabic brother job time year involved drug shield split massacre bar +694 price market london event financial yesterday business act city trading terrorism reduce bit terror day place usual fact behaved security +695 fan league paris solidarity france marseillaise la premier everyday national tuesday deeply enjoying public search anthem wembley shocked singing people +696 london queen bruce told injured act pat hospital people message majesty change burst aldgate reinforce rule terror eardrum face sense +697 attacks rowley policing added terror paris terrorist counter term fear anti terrorism bomb suspicious police year ten activity assistant multiplicity +698 tour paris prince due scheduled show band sunday concert artist weekend event deftones postpone date european cancelled capital mot fighter +699 terrorism justice inspector officer chief police role london bombing gove terrorist final radicalisation antiterrorism retirement charge detention committee concern branch +700 london ioc team night attack bid livingstone morning home yesterday wednesday message sport olympic city talked importance aimed vote high +701 world french france paris light attacks people support tower city lit friday la london wrote de colour killed user social +702 share market investor day thursday trading stock million advantage news spreadbetting index financial price attack buyers making terrorist bought profiting +703 muslim islam community terrorism culture british minority religious people young atrocity act moral question terrorists leeds leader west turn law +704 refugee republican obama house dog people trump presidential religious syrian intelligence response attack mood paris terrorist muslim liberty war talk +705 armstrong team crash finish csc stage time vinokourov staying yates great peloton mobile yesterday thursday bike inferiority rider leader weather +706 syria military making people cameron isi government country enemy american west support assad bomb muslim worse british isis region president +707 belgium terrorist belgian country attack service brussels intelligence security organisation foreign terrorism molenbeek international radicalisation location european world information france +708 people anthony happened london son innocent killing slaughter blood god find death world home loved society die protect nigeria peace +709 god man government country time british iraq day eve london year return cross believed family salvation enemy britain living shock +710 muslim hospital friend london faith islam family ali mobile religion victim underground kind loughborough daughter left heard bomb carried catch +711 london olympic happen yesterday put life bid stop olympics cowardly people important high security gold game emotional games holmes blair +712 oil isi area part aircraft syrian centre god tanker coming country month man strike operation dropped isis campaign held attack +713 final win murray davis world playing clay team paris bit time game cup chance day court long match leon week +714 isi group al isis military claim army believers western abu country adversary terrorist world provoke fighter baghdadi host qaeda leader +715 paris abdeslam belgian cop police brother suspected brussels isi cell molenbeek returned death fled plot belgium believed including dramatic vw +716 attack london heard khan style explosive bailey terror advice chemical ebay jury tenth rehman sana deny target reading month twitter +717 schengen zone border eu european crisis passport france flow free attack country set sweden discussion smaller refugee checkpoint meeting friday +718 islam conservative muslim islamic souza liberalism world traditional form sexual american stand anti le culture freedom religion national modern french +719 people relative information london son body shaun deal jowell week survivor funeral bombing authority disaster bereaved process scene emergency helpline +720 jamal mi5 young intelligence surveillance phone service conversation terror team britain home war network ensure weblog pick mobile expert call +721 london people service act innocent human sympathy live terrorists creed feel evil dealt olympic day coward loved work smith home +722 police home leeds neighbour yesterday man road son patel parent friend hasib tanweer house reply told young couple jacksey mumtaz +723 match rugby france epcr played weekend fixture premiership date hope paris england postponed executive pool terrorist football friday tuesday highly +724 france game player football show england wembley terrorist rooney world french squad fixture police weekend stadium united playing monday terror +725 cultural plan culture france european isi threat museum civilisation islamic defending art special president global louvre defence human artefact martinez +726 isi world isis chaos europe middle paris youth work attack war time approach movement muslim involved sacrifice truth area state +727 people london police blair britain time incite win terrorist hear country fanatic decent live tony deport man george war terror +728 drug captagon terrorist don stimulant amphetamine gang zombie euphoria eat expert haddad tubing raided syria militant increase bataclan dissolved lebanese +729 london official liaison officer expected death operation identify qaeda russell bombing toll includes brush al cross fingerprint hair hit king +730 jihadist website site internet service east attack message propaganda people mcbrien extremist recruit board video security medium islamic world time +731 government people debt g8 work fund ghana africa african responsibility cancellation power development collapsed bank human governance due obligation country +732 civilisation isi middle attack city paris life free people culture assault western state freedom eastern violent benefit global live place +733 people payne time friend paris thought flight home shaking cellar door police room attack italian save body scream die heard +734 gun terrorist refugee prevent attack background american republican terror check allowing obtain united fear pas opposes born isi rifle governor +735 terrorist mcdowell threat ireland id garda stoke ethnic advantage operation activity london evidence card relationship feeling resentment implication indignation common +736 security threat cameron attack police isi cyber power uk britain extremist target paris kill minister terrorist special force government guns +737 ball people lot played game hard world paris put happened play cj foley job emotional sunday difficult left give day +738 group siddiqui cage mp condemn emwazi jihadist dr isis committee terror attack chief acting act strike prison home teacher western +739 police attack thought london bomber pakistan bomb people british leeds country told explosive today operation lived expertise press britain fourth +740 legislation london party today terrorism police minister stood week government inquiry howard leader act home power support consensus service kind +741 facebook paris isi believed hadfi hood snap billy holding young included salah suspect sleeper rifle ibrahim part police stade july +742 isi terror uk paris missed attack cop labour david abaaoud shoot warning revealed counter policy syria wembley move jihadis corbyn +743 scene local news city worker yesterday street home packed east attack usual horror exact hour helicopter report joy view reminder +744 card identity id plan database police le report no2id biometric government home uk people individual scheme secretary terrorist camera attack +745 people attack paris terrorism terrorist feel life response guidance muslim threat act bomb public killed english don question city hatred +746 syria russia isi british war power assad bombing northern position high isis peace group strike russian stability bomb western ground +747 paris france fn french people islam muslim action told jewish imam place president hate killing islamic le state white political +748 cent people britain support muslim public attack british confident iraq measure ten id terror patrol death london supporting blair stop +749 muslim islam isi talk message work islamic fight spread died version religion people british racism reformed view society ideology imam +750 power city london morning phoned daughter update leg fish g8 wasn terrorist listening journey happen chip summit andrew st brocket +751 people refugee rubio syria candidate state paris republican refugees terrorist vetting attack fleeing number governor world syrian country check senator +752 eliot carriage smoke people passenger train fear king gym bomb started covered work fire track london huge beginning burning sobbing +753 attack police terrorist country france bataclan paris dead shooting french restaurant assault concert began hollande people bar heard syria message +754 london missing family father time blast arrived yesterday confirmed rosenberg flew matsushita ihab citizen remain train find embassy piccadilly michael +755 police community paris attack terrorist uk officer national alert highest show security london centre level put extra britain force chief +756 africa live aid people world poverty african sun g8 blair deal million summit leader nation life billion president added bob +757 syria passport security terrorist border paris british uk night country attack london french britain automatic enter seeking terrorists law minister +758 isi widow bucks brit university anne terror nasser student high security omar run guard punk female return aqsa believed sharia +759 drone british killing intelligence enemy start jihadijohn le syria world admit issue uavs strike retribution war pakistan political britain armed +760 sir defence war london britain corbyn cameron force government international uk response parliament security strategy prime commitment terrorist nov qc +761 muslim mosque community london people leader fear backlash today ihrc group islamic yesterday attack faith council country police bombing attacks +762 attack people city great empathy support york time britain giuliani londoner showed september stand blair world rapid street minimize cowardly +763 politics labour corbyn party paris face corbynistas policy western mp people elected stop threat east country member attack leader emwazi +764 group iraq syria al isi american islamic military sunni state year qaeda fighter sham raqqa prison zarqawi northern levant saddam +765 sister france victim player paris french diarra wrote attacks horror twitter window message thought revealed attack close carnage death died +766 card id secretary clarke cards london terrorist terrorists bbc stopped introducing boarding mp stop plan check people bus party single +767 london britain year boyfriend city born working heard lockerbie world moved executive morning analyst line train piccadilly bus nationality thursday +768 french laloux jewish attack venue paris reopen hall hosted bataclan night revert israeli brother people sabbath disgust emerge told chinoiserie +769 hospital attack staff patient war emergency france put paris wounded victim told city call dealt overseas victims suicide medical operating +770 people london lakenheath mildenhall british capital wrong stand side staff typical londoner force m25 carry deflected chief open friday war +771 lord case secret robert release prison advocate involved year material national life legal law yesterday appeal procedure challenge ruled board +772 system government police call network information infrastructure service communication national worker public officer organisation airwave emergency priority holmes crime time +773 people attack paris isis writes state terrorism isi terror war security editorial group syria muslim france strategy urge western french +774 muslim terrorists culture case life person london week afraid begged londoner indiscriminate aftermath extreme element mother believed damage kind heart +775 craig match game club toulon option australia paris player cup played season rescheduling calendar england european rugby world france aviva +776 arm british g8 failed lead progress zone war bloomer policy international export week director campaign sale unwilling tighten commitment human +777 french identified lived terrorist paris syrian died de surveillance radical believed crime belgium brussels france police syria mohammad salah family +778 paris beckham world day decision charity zidane playing manager lost wrote french human game england scored memory victim great people +779 family london gordon bus yesterday put nash bomb victim jamie life city close people phone yvonne identified year home confirmed +780 attack belgian french paris man attacks registered identified attacker national passport arrested europe closed confirmed suicide almuhamed police left family +781 musharraf pakistan party india power province army government law point religious mma bus remains female central great stop traffic national +782 london war shadow hour al rush qaeda capital britain reduce terror blasts target zone +783 aly attack isi isil islamic don hate crushed muslim bolt mp video helping strategy view bastards preaching doesn hear speaking +784 city police public london security business system captured cctv term terrorism stepped eskriett vigilance measure working provide ears corporation attack +785 london leader mosque dr attack muslim british terrorism badawi faith bomber islamic religion islam britain increased terror east cleric crime +786 eu parliament paris johnson britain reaction law brown time political cameron theirworld interview live born terror covering prime don blog +787 paris mahut horror don life french tour pair world making atp friend debut security stepped event o2 tomorrow massacre hugues +788 day threat judge human terror yesterday nation terrible nazism government week suspects celebration world bombing mi5 protect parade living war +789 mask davinia sister face burn lot suffered turrell hospital meet laugh paddington blast day people friday situation keeping year afternoon +790 airport security lawson highly email latest year week luggage profiling cctv baggage brookes heathrow case liquid letter check gave contact +791 city paris people suburban life soho london dirty gentrification small mind destroy property late kind bar full town find state +792 isi group paris world local strategy qaida muslim campaign global attack french grey inspire force fear west successive war violence +793 izal paris terrorists police refugees number london charlie including character ve british islam law weapon muslim terrorist britain christmas calais +794 london city man bus attack terrorist british people dead londoner blair bomb tore home word security page slowly underground police +795 officer terrorist door hostage floor police bri hiding hall shield hostages entered bataclan body injured move believed jean killer terrorists +796 bomb ira killed injured london attack west trading blew february whitehall train exchange irish cavalry royal television station park chasing +797 corbyn emwazi labour world trial war sparked defence conflict zone iraq drone expert attack idea leader year mohammed revolt court +798 club league attack police france fan french football game week paris tomorrow alert england stadium united local weekend year killed +799 london city leisure arena street bomb firm casino price owner group government express remain service nervous client recovered stock broker +800 paris french tower people world london colour solidarity bridge flag lit landmark tricolour gathered iconic yesterday local globe rio city +801 iraq blair set change subject threat suddenly leader world yesterday question human gleneagles looked energy terrorism attack country hand bush +802 emwazi john syria moved st western book tanzania radicalised favourite kuwait returning uk year london tulisa studied drunk terrorist group +803 market bomb oil people london desk world logged aid price high index leading city square leader financial pound head mile +804 london york city bloomberg attack police transport yorkers executive terrorism armed business number staunch terrorists ruin act thought lunch fear +805 pkk family zcelik video join told kurdish terrorism jury woman young belgium friend syria sentence guerrilla home organisation joining wanted +806 wembley paris french flag game place london football heard police scarf pray north scarves head sign friendship wrong friend afraid +807 event duo france bit night talk attacks wenger fear brom positive realise west respond question day face shock life deciding +808 paris attack police french security government response support attacks uk action isi official shadow presence parliament power speaking threat secretary +809 emwazi isi killed isis world strike death british claimed told sinjar raqqa attack friday believed car making syrian spokesman syria +810 attack threat uk police paris terrorist attacks public french britain warned saturday london official security terrorism kind working scale isi +811 body yesterday police identification tunnel bomb part site dna scene knapman victim task recovery blown operation team halted work jewellery +812 police britain men trial heading border travel join arrest keeler isi european syria month speech home copy jailed john reid +813 kelly paris safe palace england lambert attacks night city targeted concern yesterday died short thought messages break cafe girlfriend hotel +814 police paris operation denis street apartment suspect armed arrived heard town woman building explosion raid oud officer window people told +815 terror french justice called year jim hard time claim men drone muslim world making quietly thumping foley find young friend +816 paris france french today terrorists people terrorism independence parisian isi killed islamic attack north dead home city police killer bomb +817 hate mosque attack glasgow people police vulnerable wake secretary muslim watch crime incident bishopbriggs cultural attacked time owusu city centre +818 league security police attack paris germany france match stadium held club matches flight uefa enter premier briefing arena optimise ensure +819 london message book garden world injured londoner attack public written city muslim included strength sense memorial jowell peace people signatory +820 khan police worked dewsbury today beeston lived suspected religious quiet mosque thought shocked happen baby neighbour mohammed ve shoulder anger +821 football game rooney team match france event security stadium supporter germany industry hodgson pm hotel opportunity death greater player strong +822 queen london staff told yesterday hospital message patient royal east adding act mother emergency capital people canteen cruel york lait +823 country minister refugee plan european scheme government eu court quota paris yesterday border night challenge block justice orban journey member +824 terrorist intelligence place security surveillance police innocent trained paris reminder people loss agency quickly identify challenge suspect evacuation counter stem +825 time top safe support mourinho play norwich fabregas difficult win players doe talking lambert mini dire favour thought manager left +826 eu french border firearm european call paris schengen systematic europe check terrorist country demand control area entering sale france national +827 senegal burqa country terrorist people ban banning chad muslim islamic police security ewi don religious similar bomber based context respect +828 inquiry minister security telecommunication eu leader proposal call attack britain intelligence terrorist common attacks mp record police information data service +829 intelligence police security service terrorism attack explosive paris european bill gathered attacker plot ability world identify official good chatter claimed +830 defence threat ireland ongoing defend force representative kildare irish squad unnecessary improved association naas army bomb spreading earnan capacity commissioned +831 family london exploded lockerbie jones statement hope thursday messaged text week liz formally russell line explosions regent jet town died +832 stadium france team place sport terrorists football game attacked play playing destroy country city cup show great stade night represents +833 oil isi area part aircraft syrian centre god tanker coming country month man strike operation dropped isis campaign held attack +834 hotel year stock attack concern travel market industry paris owner rebounded record world latest tobacco top early consumer european lowest +835 london john cabinet cobra blast action secretary team police chief called service phone meeting street information capital anti transport hospital +836 service plan attack system terrorist response police london put people emergency victim dozen full swiftly capital operation speed information operating +837 people happened anthony innocent office god slaughter killing fear london blood world find son death society protect peace heart common +838 london city bus school rumour people news station call meeting day heard part bad local bomb stop explosion asks today +839 rough carnoustie ve hole condition world result today vijay championship test time belief play honour top find champion paul open +840 news website number people page uk popular london guardian million accounted yesterday train traffic term blast mediaguardian bombing visit narrowly +841 attack mi5 security bomber bomb britain suicide police yesterday official terrorist intelligence commit service minister western threat met home office +842 london people city www londoner terrorism world british terrorists terrorist blair britain act iraq fighting government street life day face +843 london spirit strength people tolerance fight god sad paula rest ian country sir resolve defeat feel terrorist proud born undefeated +844 sherpao terrorist country pakistan information terror bombing british pakistani britain uk attack process home general election suspect pockets qaida mastermind +845 abaaoud paris police attack french brussels minister syria france yesterday europe european flat jihadist friday body terrorist hollande massacre travel +846 community people ethnic fear muslim bradford white riot leader race dewsbury mp phillips racial chairman place separate population cre town +847 bomber cross friend man king called bombing run young life dobson picture blast put tube pakistani ordinary living author troop +848 abaaoud abu muslim isi paris syria french omar brussels jihadi intelligence january al attack brother year medium killed reported country +849 bus bomber story feared tube blast fidgeting utter man carnage square terrorist tavistock suicide blows exploded work piece torn yesterday +850 isi people plan teacher join uploaded user good terror website child night view campaign muslim group point uk aimed lesson +851 clarke data phone information call britain europe open bbc month fear home record limited brussels response run intelligence planning computer +852 blair sinn give iraq fein goal people bombing north party london ve terrorism murder bridge didn ira western firm isn +853 war republican isi isis candidate fight bush paris group obama cruz syrian american senator refugee civilian innocent country ground muslims +854 leeds bomber police bomb night men luton london suicide mi5 car train carrying fourth believed road lived thought hasib british +855 world kill truth leader dot gun paris state killing stop friday isi people innocent response button cameron launching news call +856 yvonne jamie friend yesterday photograph hope area appeal london work simply tragic missing evening number desperate hospital relative increasingly knew +857 abaaoud terrorist year attack paris belgian isi intelligence police belgium brother operation security abdeslam propaganda brothers slip ibrahim brussels told +858 paris terrorist border people refugee europe text allowed european edinburgh protect migrant murderous eu share put aloof sexes caf clooney +859 london thursday ceremony spirit britain war showed army woman world service people nation face memorial women year northamptonshire middlesex air +860 analyst shop slump expected group brand trading financial index wh landmark market plunge health sector public signet tourist stock hardest +861 french police paris isi france people raid syria attacks wednesday time identified dead told national city state abu europe medium +862 pound financial london smith world economy broker term risk economic market global open madrid spanish keeping year robust long paper +863 people paris gunman time man bullet shooting world france shot didn body attacks le death sunday guy bensalem victim gathered +864 isi group sinjar force town kurdish mosul isis raqqa oil official tanker le resident claim attack fighting time city french +865 turkish turkey refugee eu migration island greece syrian people greek war year norway migrant europe agreed partly davutoglu imposed crossing +866 hard blair police time howard head house charles speech secretary government outfit mp featherstone kennedy home defence chance seventy mistaken +867 horrified band hold merchandise manu grief love public bataclan manager mosser victims goal horror term nick marie fans common told +868 posted group al iraq claim organisation terror qaeda london fear revenge denmark publicity british italy experts gain including military wanting +869 france french failure official information security attack warning intelligence paris mostefai government foreign police received country threat believed list iraq +870 londoner day london disaster people dancing sense happened home part city feel time chance tv police poet felt calmly olympic +871 faith archbishop god respect life islam injured london community common grieve mourn side remain parish feeling condemn free embrace live +872 paris passenger airport terminal gatwick advice closed france usual concern expert evacuated saturday officer item police man suspicious aware report +873 security london prepared army similar special government force target counter terrorism lucky skilful turn gunman vital sb humber funding capability +874 terrorism london britain sense yesterday resolve public outrage month clarke bombing power time civil campaign country minister repeated extremist leader +875 blair london country tony people inquiry thursday tory doe pundit war enjoyed convert minister bid olympic newspaper sceptical pro failure +876 support london terror madrid horrible annoyed send people oklahoma offer message kirkpatrick today reader boston england heart thought mass yesterday +877 world people london shoulder life british proud attack terrorists britain defeated ve coldstream hope message overseas home williams join service +878 security airport explosive beam ray developing material evans bomb system object problem terrorist screening threat produce technology halo trent nottingham +879 france people algerian home syria larhouali innocent integration venture religion empty open killing soul pray kader graduate left middle university +880 isi british people france europe bomb syria military turkey russia muslim border iraq cameron target strategy schengen islamic service eu +881 terrorist armour officer proof firearm automatic rifle met woman squad armed protect major sig created respond mask time wake police +882 muslim security britain live threat government europe west today part policy society control refugee identify foreign extremist privilege religion migrant +883 england day collingwood australia natwest wicket gillespie match cricket ash mcgrath role michael defeat lord edgbaston top part confidence icc +884 passport eu europe border syrian document greece travel asylum people fake suicide terrorists journalist bomber place chairman agency arrested birth +885 neill late draw stadium ireland night aviva game determination match year opener germany side put poland world freeze team kick +886 hussain family head move car muslim hate protect hospital time bradford blow christianity home street converting footage knee neighbour police +887 muslim london police bomber blair yesterday britain law minister country work week identity page terrorist europe people part islam man +888 expert bomb british work attack terror al people bin security cell qaeda gang target islamic evil terrorists london organization based +889 london city white school left tube feel thursday world years madrid friend ve park love town long population diversity child +890 police journalist attacks french public people location information paris twitter gunman appeal medium social control attack hostage coulibaly customer news +891 security olympics london city event major year armed munich terrorist attack yesterday police member patrol athens fear accreditation september team +892 raid police french including air anti paris suburb france area border friday linked jeumont victim radical islamist grenoble helped terrorists +893 stage tour armstrong race struck britain great people day leader france mcewen won de nearest george sink news hope ultimately +894 isi isis american obama paris strategy official state effort syria fight coalition attack war force washington ground pentagon crisis refugee +895 good family bomber school belief parent tanweer koran religious son mad shehzad year leeds yesterday young religion pleased interest people +896 clinton obama state iraq isi speech isis syria sunni foreign tribe policy fight call senator troop administration intelligence refugee clear +897 president putin russia cameron russian told assad meeting state isis leader foreign syrian france treaty terrorist power hope britain isi +898 young generation culture root activist violent threat isi community british killing muslims continue thousand friday ideology create understand jihadism term +899 killed bombing president killing group prime minister attack series school chechen air tokyo bologna paris islamic bomb russian gas terrorists +900 pullin response emergency nh chemical attack day improve london system hospital office real concern service health nurse destiny long death +901 terrorist understand reason britain fault brave terror people terrorists talked excuse loss collapse police reasons queue push theory wasn public +902 people student child time carnage age official school youth leftwing tradition hebdo era alternative sight ration regard charlie fighting acting +903 scotland refugee people public uk vulnerable scottish day sturgeon arrival syrian government muslim rain fear security show humanitarian glasgow minister +904 refugee fear slamming syrian cameron pledged year survey cent felt yougov brit sneak refusing terrorist proportion dropped letting support housing +905 lingard hodgson game injury player lion gaal united france team england start friendly van opportunity roy changed mason call injuries +906 share mccall attack airline passenger flight group paris easyjet french security chief airport smith cost period people year plane terrorism +907 snp scottish salmond sturgeon party military leader airstrikes trident labour british landslide cameron bombing division listen scot opposition scotland uk +908 europe french resolution international eu france paris syria attack draft isi minister terrorist measure security isis russia assad group abaaoud +909 syrian obama detained refugee passport paris war security authority attack honduras travelling stolen document travel false america turkey normal thought +910 aid state money fragile cameron uk part minister development space department international jason yemen result designed year nigeria grove big +911 attack british people minister time muslim bombing criticism fire london middle sharon response expression recruit follower political newspaper africa le +912 muslim people islam western university attack islamophobia islamist group terrorism state government idea minority political radicalisation terror killed act problem +913 murray world final captain player give win leon team time andy adopted atrocity nadal life dropping care represent paris fault +914 border eu paris schengen national france state intelligence minister attack control week tough terrorist europe meeting friday external abaaoud populist +915 israeli allah operation martyr martyrdom suicide islamic koran young gaza men al member jihad hamas paradise cell family organisation wall +916 phosphorus civilian burn russian activist hit syria weapon village rebel army kremlin sky attack chemical area warplane killed year including +917 london terrorists george good britain winston world men free give fight determined life hours captain play supposed foul allowed violate +918 police attack terrorism terrorist london bomb confirmed investigation bus service bombing centre clarke forensic terror died today added place square +919 hour thousand train london home deserted station victoria yesterday arch leader recover defying institution minutes blitz urged capital peak people +920 london galloway silence attack paisley steely stop spirit minister praise iraq thursday tony tribute george move responded duncan spoke enemy +921 gaza israel israeli sharon peace palestinian hamas life interest authority violence attack east group pa light previous approval local undermine +922 community britain muslim act country islamic answer word understand hate law turned attack life terrorism turn terrorist paddick west accommodation +923 police terrorist rodney officer long shot jury cut london men time minister court clip style british man armed kill firearm +924 syria syrian isi due assad paris g20 airstrikes expected summit campaign force cameron state talk russian peace country western attack +925 campaign le donate chart paris venue metal track peaceful band duran terror shooting killed proceeds eagle uk service save bataclan +926 putin security jet syria french bomb responsible russian isi missile yesterday dropped target punish people targets start military minister sergei +927 emwazi isi drone hostage british strike killed intelligence night shooting terrorist year concert operation raqqa brought page air victim raf +928 stadium night football began match crowd game told time friday family thought france friendly didn don walked seats rer people +929 paris french intelligence compartment police terror night security gunman terrorists surveillance month driver arrested measure check state plot parisian discovered +930 post syrian week cnn suspended labott suspension channel political original muslim database rabid bill journalist refugee comment news republican nbc +931 islam london family hasan call home muslim british missing loved people east traditional work murdered bank hijab telephone britain hospital +932 corbyn shadow cameron leader attack secretary side war people hear blame west stop shoot poor left foreign divided commercial household +933 russell city london life trip friend bus work explosion south philip bank family investment tavistock kent father july enjoyed birthday +934 muslim country young generation men school group britain worker feel world year separatism religious palestine didn white agreed turn minority +935 london share minister saturday record investor terrorism rose shop policy netanyahu retailer daily number call chief top cut decisive israel +936 jubbal gamergate picture terrorist image apologised newspaper terrorists appears man abuse misogynistic harassment qur paris original video feel running based +937 bus people sat body john nearby told leg london suicide looked bomber tube charles dead man british dan flesh simon +938 encryption republican muslim bush terrorist syrian world attacker law ban refugee led attack system word day government official entire interview +939 england added game english star french show tough friday player box football people captain quality yesterday concentration aggression world griezmann +940 anonymous isi group account attack online binarysec opisis innocent website paris twitter attacks coming bring isn hacktivist collective hebdo propaganda +941 jihadist isi attack france nato fight hearted spanish recruitment international west air act war force fear qaeda muslim isis blood +942 family leeds tanweer police night year mohammed man mother luton hasib extremist born hussain area house young believed wearing station +943 attack britain terror qaeda security warning year terrorists stevens briton al london british underground arrested plot identified dirty policeman iraq +944 game shock tuesday decided attack night paris talk wenger hour club french defender france manager koscielny weekend arsenal daughter giroud +945 people player france time show didn match paris tonight terrorist play family friday french attack night lost london atrocity weekend +946 fucking france arsehole paris hbo ideology working moment john cable oliver night monologue tonight bring bankrupt week endure attack philosophy +947 murray win week match tennis finish time world player winning decision team lot change long paris terrorist position security squad +948 gunman people shot men fan life payne black tudhope death time tortured paris leaving negotiate trapped cellar escape fire waiting +949 bank arab shoman branch york jordanian palestinian abdul jordan financial chairman father world palestine fund amman war al israeli yankee +950 yesterday day year summer word britain country europe home conflict bombings long time parade veteran queen recalled played comrades war +951 london work lockerbie family loved girl number jones gould terrorist bracing brought moved residents including boyfriend unidentified treated detail received +952 message mail avoid terrorists cell leave surveillance london method technology trained qaeda doe al sending bomber skilled terrorist technique intelligence +953 syria isi state paris border eu town europe bomb cameron security gun terror belgian western sinjar police long military international +954 response socialist spanish troop terrorist occupation force armed paul university kennedy letters role attack manifesto redfern lazy valda bomb significant +955 cost game olympic olympics security pound london reason capital price dawned livingstone morning bomber vulnerable host billion spent hour blair +956 world climate bush change gleneagles science scientist kyoto cut action time heat g8 blair summit greenhouse energy africa warming economy +957 france country ve french team deschamps game emotion player happened support friday family night evening safe time play victims killed +958 uk defence russian force special mod aircraft review plane submarine carrier british year nuclear budget crisis estimate military raf service +959 merkel refugee chancellor crisis party syrian cdu minister germany uble german official government migrants joined sch people figure control senior +960 bomb bus fourth police bomber organisation panic northern cross direction device time london statement bombs properly timing underground plan long +961 office common cabinet saved occupant terror waste blitz vulnerable mandarin civil year meant oliver urged servant official slash recycle million +962 inquiry british security world london g8 based contrast george blair juncker iraq europe intelligence eu yesterday question machine million hunt +963 scotland bomb part london scottish british government uk terrorist edinburgh england glasgow snp responsible role g8 iraq leader france occasion +964 people door cellar hiding police close heard payne friend scream escape guilty survivor tudhope shaking dark stampede room die open +965 refugee syrian support britain flight including europe public family resettle glasgow uk increase view proud refuge holding offer street check +966 geldof asked scotland g8 summit leader organiser sir bono live bob star africa poverty u2 night branded agenda terror attacks +967 game european home glasgow cup weekend paris rugby townsend french warrior lnr bit club decision play team player pool fixture +968 people muslim attack world held event france community thought paris form response sunday answer selection hall question ll gun concert +969 isi paris western war syrian iraq bomb force isis state president common enemy britain action objective local west existing risk +970 libya isis isi pentagon nabil killed statement oil strike city paris airstrike prompted leader al sirte group attack grown united +971 emwazi strike british isi intelligence drone operation killed hostage terrorist kill phone night year week raqqa brought britain spy heart +972 suicide israeli bomb bus bomber security bombing army israel body death enemy armed britain part check state palestinian weapon islamist +973 paris belgian abdeslam fear suicide dangerous khoualed yesterday brother belgium french brussels game dead authority bombmaker attack sign hate supplied +974 islamist islam muslim al group man yesterday attack reason argument world abrogated west year laden debate shahid afghanistan subject god +975 cruise tom sir week glasgow cannabis islamic labour making mp commissioner lift jailed olympics johnson mayor spelling pictured paul baker +976 bakri al muslim britain london islamic attack iraq bombing group europe british qaeda organisation claimed year prepared previously operation extremist +977 learning war degree year student king interest world academic norton ukeu including london money department college university terror modern part +978 refugee state syrian isi country refugees isis governor europe paris american year fact reach asylum program eu population fleeing people +979 ramadan people british preach yesterday condemn muslim suicide didn scholar denied banned algerian qaeda al innocent terrorists foreign justified find +980 people belfast blame feared blunkett life slam sean unionist responsible prevent day threat med bomber assembly man resist horrendous failing +981 restaurant chef le night weekend guide show paris life terrorist au attack planning friday hold owner wine glass owners france +982 silence twitter isi day medium hacker group easily recruit anonymous rich promotion random abuse spreading fanatical warped enslavement child ideology +983 g8 police gleneagles week world officer force disrupt deserve trouble terrorists scotland street protester head proud bush congratulated cop summit +984 bus ali passenger boyfriend hospital night underground office killed preparing reetu scared thursday began terrorist evacuated call work attack nice +985 police officer abaaoud suspect french intelligence aitboulahcen paris apartment flat dead assault molins siege attack died confirmed left de gun +986 facebook people paris check safety friend post activate friday conflict natural event social safe zuckerberg alert tool yesterday current october +987 police flat intervention floor gang officer window led building men explosion woman believed unit terrorist block suicide operation gunfire de +988 passer moment bus show horror blast top deck ringing survivor open hertfordshire van scene people huge thought image colleague completely +989 police paris time aitboulahcen flat mother shot year week father called abaaoud wearing french phone blow told attempt childhood pepper +990 raf uk isi mod airstrikes terrorist iraqi attack civilian tornado destroy support reaper bomb iraq supporting precision casualty heavy paveway +991 jewish israeli nur family sa home people settler segal israel sharon disengagement palestinian year jew settlement forced stay arafat political +992 migrant smuggler britain channel people country service refugee crime gang sneak high donald difficult head private vehicle suspect smuggling dhersin +993 yousaf troll crime victim post terrorist vile stage overpowers branded minister snp twitter early good facebook received reminded remark complaint +994 syrian refugee state house america republican obama paris american governor internment suggested shameful trump fbi appears world week president democrat +995 cartoon image mac rat nazi context cartoonist view imagery le europe bell target silhouette refugee antisemitic terrorist rats build part +996 people men life attack blood loved dead believed world comfort love lucky bowdery friend night tribute stranger horror highlight woman +997 suicide bomber yorkshire iraq factor glory oliver religion attack britain israeli needed ganor motivated british dr world motivation palestinian gaza +998 index biggest attack atrocities recover terrorist quick rebounded market point week month risen year fallen alizyme gain mowlem faller ftse +999 muslim london police britain service islamic terrorist time response demeanour don al qaeda gleneagles proud asian society examine victory unimaginable +1000 eu country schengen control zone interior check border netherlands frontier passport terrorist france minister germany german dutch european citizen government +1001 people thought screaming carriage smoke train tunnel glass felt survivor trapped blood packed floor horror north told leg ground square +1002 thought realise ground running rugby glasgow paris tweeted european tie supporter image hope home full horrible hearing coach macdougall scene +1003 isi assad war support military nato peace russia syria arab attack west shape president raqqa army coalition kind east syrian +1004 chief work iraq weapon chemical working gas iraqi developing group isi recruited lab leading security scientist middle hakim secret east +1005 london frightened attack terror work chaos angry feeling heart people simply world dad city live mind time attacks news tear +1006 attack bomber tube police alert bomb terrorist london station train man people timing security line bus severe king cross officer +1007 london day life pub people love bush live blair week don park olympics terror kind live8 terrible terrorists deeply news +1008 side hard muslim spring crazy eu proof match turkey visa stop crackpot europe danger football refugees deal listen outrage chant +1009 july london thought editor manager city benefit local step put east hospital week time intensive care health website brings vehicle +1010 iraq force uk troop iraqi blair reduction control british paper reid plan bush document lead military stay province memo defence +1011 london ciaran terror intelligence security hope born carrying hospital irish qaeda sympathiser thursday gael watched believed report call tube mep +1012 muslim people feel attack medium friend british fear bus public muslims change man woman terror community attacks london haven life +1013 people isi emwazi power evil attack mass paris ruthlessness violence objection ordinary tolerance bleating united intelligence intercept hand proven british +1014 afraid london message people site terrorism sign world show british word tube live time alfie piero shortened limits united arab +1015 paris car montenegrin bavarian europe european minister germany man suspect refugee authority pressure border merkel isi tighter system leader attack +1016 london britain year bombing terror al shoe suicide madrid police attack qaeda born young people allah cleric life hate poison +1017 london people innocent attack terrorist iraq blair londoner english bombing world democracy time olympic dying france attacks change africa rejoice +1018 davis istanbul funding year syria held jihadi possessing west arrested driver believed british london briton dealer converted prison islam extremist +1019 france attack paris state french police hollande militant medium people black country left muslim suicide capital war told de islamic +1020 london trading staff exchange market business bank work transport people system attacks stock street happened firm office emergency clearing security +1021 corbyn police force terrorist turn top labour life proportionate leader minister yesterday shadow save kind attack killing hilary bernard hogan +1022 sussex london people inspector muslim day don border beautiful siddiqui allowed blatantly expense money field isi army show text pay +1023 iraq daily attack feel london stand world blogger terrorist people muslim bush war blog talking arabic year killed claim al +1024 london islam whitechapel work enjoying family western newspaper muslim culture life hasan result shahara tavistock world square bus operative leaf +1025 family community patel dewsbury yesterday sidique daughter police people thought distressed wondering baby area life shoulder london bombers neighbour hussain +1026 card tv food id hair give watch great yetman time huge work suit feel matter cost extra norfolk idea hostage +1027 british london muslim bombing terror ahmed iraqi iraq baghdad people britain coalition bombings policy sunni condemned leader war killing link +1028 house police raid forensic examination sealed aylesbury road day boot middle london red friday car anti eastern connection armed man +1029 london yesterday train city threat panic normal political people world underground terrorist dealing transport warning capital life tone terrorism street +1030 police muslim conference ramadan london terrorist speak community officer association islamist prof resist citizen attack told bombing view continuing islam +1031 fan rodgers nfl comment packer lion bay prejudicial silence paris crowd world slip report sunday heard minnesota muslims tribute call +1032 police armed gun officer paris automatic provide intelligence islamist body terrorists london number response equipment inadequate force smuggled home large +1033 staff today london police open museum cancelled resume concert theatre city house show security closed transport performance place central yesterday +1034 police terrorism sa terrorist public secret scene site london attack encrypted area response helicopter playstation attacker team armed trained console +1035 people scotland part paris french solidarity france loss edinburgh event lives swinney remember condolence community glasgow minister service strongest attack +1036 donation queen londonrelief victim family sheffield lbrf financial effect mayor lon18968 lead london freepost terrible bombings palace terrorist aftermath cope +1037 insurance london terrorism attack government cover cost pool market world attacks company risk set uk insured ira terror business report +1038 london people face davinia victim mask call hospital picture woman tube dadge helped morning stranger brave aid sitting added cannock +1039 blog london people blogging story internet weblogs online search information technorati chief place confirmed pages guardian service writing mason bbc +1040 abaaoud officer intelligence slip order foiled belgium plot isi stopped police magazine greece bragged claimed safe planning cop paris escape +1041 abaaoud syria drone attack terrorist intelligence france brother surveillance belgium britain recruiting month strike eye suspected belgian intercepted sentenced risk +1042 state family obama indiana refugee governor miller syrian resettlement coming republican part refugees isil attack terrorist connecticut malloy began resettle +1043 security urged gunman attack warns victim cover dead brit advice hide substantial friday silent run plan massacre brickwork wake phone +1044 maradiaga world cardinal good poverty social honduras global play country history order sense poor man pope g8 geldof lot spoken +1045 attack day london muslim times leader britain terrorist paper independent time fear comment people guardian body telegraph today ft worst +1046 night paris silence match league france sunday people page solidarity bowed football head english honour dead report attack show respect +1047 london muslim community ramadan prof people banned debate police bombing france time promote conference continuing reapply danger justify citizen office +1048 shoot shadow mp jeremy secretary police force expect security lethal dead kill reasonable community prevent loss cafe shot power entitled +1049 loss speech marie son appeal give emotion delivered mother act heart address bus word shakespeare grief simple thursday momentous icon +1050 paris attack abaaoud france french europe police european national carry border attacks jihadi isi terrorism eu passport security including belgian +1051 scotland refugee crime backlash sturgeon hate united day people shaikh full general secretary muslims glasgow security stringent checks central undergone +1052 canning accies game ll don player nade week kind speak difficult aberdeen christian class give opportunity time hard pride full +1053 party close pegida germany immigrant europe poll anti surge support time yesterday people migrants france attack seeker told wilder immigration +1054 emwazi hostage wanted henning dead family year video missile drone suffer strike uk jihadi daughter warren aid civilian john head +1055 queen london yesterday people hospital city event day act injured emergency tribute victim visited change british staff explosions dead thought +1056 poor trade western country west consumer africa growth poverty developed business energy job infrastructure income multinationals poorer economic create people +1057 turnbull china terrorism manila leader australia summit apec pacific region careful trade paris retreat private international g20 open market cooperation +1058 london incident service paramedic staff la ambulance station proud talkboard finish talkboards chemical random management blog hosted posting frontline deal +1059 committee political airstrikes syria support syrian assad military position uk cameron report international mp blunt isis corbyn key prospect transition +1060 abaaoud police paris abdeslam year belgium terrorist suicide syria attack belgian french brussels amri isi time brother family border bomber +1061 cent border minister action paris cameron british poll britain bombing military attack isi public point senior reveals ground mp confident +1062 killed attack bataclan british paris friend french carried nick night authority terrorists syrian number terror national family government targeted close +1063 madrid britain claimed believed police report intelligence british cell target london story nasar born scotland link mustafa including instruction spain +1064 corbyn labour house leader mp cameron john common leslie people word yesterday allowed barry day mcfadden chris war scented benn +1065 child school osmani spider bite buxton widow amelia courtney false lethal victim east critter left whitechapel thomas controller ground trigger +1066 security day lord mcc match asked arrival stewarding parking flag bring planned bombs increase dog sniffer armband wilton black terrorist +1067 iraqi child suicide killed bombing body baghdad son people bomb attack ll blast rushed street car children lost high death +1068 england france game spain night lost hart tired sterling world player brazil hodgson goal summer kane term paris eventually ve +1069 rate bid broker thursday office pound takeover company id operator bombing pc day pepsico government trader group city london cash +1070 mp action britain syria isi cameron labour case yesterday sun country government pm military paris air strike corbyn bombing force +1071 boateng explosion night close france work wife munich died crowd lost ace series friend played shooting career germany looked bombing +1072 police attack terror syria state president abdeslam france yesterday suicide belgian terrorist abaaoud paris isis year power refugee french page +1073 passport refugee man paris border country europe european newspaper france told fake october north serbia syrian greece abdel attackers french +1074 school hussain leeds family bomb friend named home attended suspected tavistock square told hasib good lived london licence double searched +1075 france game team football security show wembley world terrorist event friday play england fa match victims giving police global president +1076 muslim islam friend year sense university generation britain hijab leicester people islamic religion relationship zubair feminist young street biggest woman +1077 france paris french terror war attack syria police hollande country intelligence monday official isi raid attacks salah belgian fight molenbeek +1078 world attack western state arab islamic europe people syria paris war left country terror jihadist human middle party ruthless britain +1079 match security paris united game manchester vieira stadium fan zidane xi night bag today attacks terrorist day world england trafford +1080 travel night island refugee greece police europe leros athens paris france people worker passport record official document ferry migrant almohammad +1081 europe paris isi isis action syria britain paper border time syrian war terrorist military schengen ground labour state order world +1082 band hughes eagle european escaped theatre show crowd member told stage metal playing dorio home aviv concert save prayer julian +1083 cameron corbyn police question security prime people paris area funding live carry verdict response kalashnikov enjoy andrew continue important unfair +1084 sarkozy france terror cautioned left clarke french minister added bomber year arrested home police overshadowed email arrest linked broke absolutely +1085 police belgium belgian michel paris security european measure law jihadist radical abaaoud terrorist islamist anti figure tagged people returning syria +1086 attack today police thought bomb told london pakistan explosive team people government leeds clarke left terrorist security suspect arrest king +1087 caught g8 news london guardian read picture attack world site issued story thursday today agreement victim services passersby emergency tooth +1088 italy gentiloni rome italian tourist attack terror warning security site suspect city threat force people st opera jubilee basilica broadcaster +1089 lord special prisoner suspect evidence procedure law case system terrorism advocate hearing european board release decision roberts senior life disclosed +1090 eu country france security european citizen act face europe lost failing radicalised prison good islam terrorist policy passenger develop barbaric +1091 england fa spain football chief crowd wembley llona match game badge claimed alicante international brazilian cup alli stadium top official +1092 passport year application security time spotted slipped home face seized walk revealed revelation simply receives thousand embarrassing terrorists criminal development +1093 service london bus today people passenger station work street central line yesterday running system tube lines normal commuter train aldgate +1094 molenbeek belgian called paris muslim train people manchester belgium area syria centre year time moroccan young islamic police fanatic resident +1095 game people happened referee paris stadium happening call france arab running fan ground wouldn world police french wasn panic thankfully +1096 terror man terrorist policy thought bus officer muslim people fear late police menezes train running force description stopped de jacket +1097 prince defiance world yorks terrorists light tom infantryman clapped song central screen clare joined waved patriotic parade favourite pasquale missed +1098 security fanatic paris vehicle border cameron manpower official islamic terror uk military order attack channel seek boat british fear stowaway +1099 ambassador diplomat baghdad envoy al iraq group iraqi diplomatic arab kidnapping showed egypt muslim killing car time scene video campaign +1100 order band concert dance attack singer joy classic important night set academy division brixton life frutti image peter rave form +1101 people clarke suicide kind committee european british prepared britain id society common today attack travel service standard communication london call +1102 blame intelligence terrorism attacks thursday committee consensus yesterday bill contingency response blair march control government timetable rush harmony common strength +1103 muslim murdoch opposition muslims terrorism terrorist sun obama kind proven wisdom corp bbcnewsnight didn tweet refugees president editor advice exception +1104 spending european economic higher government response national risk terrorist high world election growth insurance economy boost oil impact country term +1105 court keeler uk water hate brooks brook fanatic hungary saturday bound train separate custody handed armed ruled faced watch cop +1106 city isi raqqa force rebel activist group paris attack action isis begun advancing close offensive airstrikes week defence ground time +1107 emwazi isi killing place british london fighter death syria group friend told killed islamic state knew terror man time drone +1108 spain england good game hodgson fa match possession didn friendly saturday bit injury federation hard french ball thought possibly football +1109 yesterday day london year group cope index blast explosion shell biggest uncertainty market rose share jones average extent industrial people +1110 london madrid people el day spanish spaniard blair government party bombing columnist group british collective demonstrations admiration attack response told +1111 bomb attack strike tornado paveway kurdish force heavy terrorists position fighter warplane mortar british killed monday stepping state gun propaganda +1112 intelligence paris france french police security man atrocity day carry germany montenegro attack loaded officer autobahn concert terror ordered islamic +1113 company london fund victim yesterday mayor contribute londonrelief financial offer livingstone mail online lord money sheffield blast donation rothermere sum +1114 people street white duale muslim talk block shop amir men young east shake terrorists ambulance indians top bit agreed mosque +1115 group britain london bomber bomb grown al training planned afghanistan home based possibly bin qaeda terrorist muslim carried young men +1116 explosive bomb military terrorists c4 device source london underground shoe plastic balkans time europe terrorist madrid cole devices alarm trace +1117 london madrid spanish al believed police britain nasar arrested abu british attack syrian group afghanistan house iraq company bombing accused +1118 chemical state french extend attack precaution senate rubber emergency yesterday middle research time branch scientist valls islamic specific official vehicle +1119 paris attack european ecb travel share impact market tourism event policy consumer recovery company economy confidence fragile stock concern bank +1120 france paris friend told worked bataclan french killed family died music facebook le university de friends concert life attack death +1121 people europe paris life find young time answer middle met protect awful desperate coming sawsan put fast don ll son +1122 molenbeek belgium paris attack leader syria isi terrorist area police brussels belgian security armed allowed population fight district brother problem +1123 security ireland terror fitzgerald minister friday bloody jihadis poison freedom twisted taught dublin gardai war woefully merrily spreading issue tolerance +1124 phone minister impose terrorist detail introduction mail calls operator fight interior government provider eu data information agreed backing conversation victim +1125 david gunman started katie shot concert told door lay condition family fell bataclan died caught page stood realised street irish +1126 boy brussels teacher radicalisation shocking terror ibrahim school de massacre sara staccino pupil celebration view salah month stade mastermind change +1127 bruce crystal bomb walk train ballroom black dancing lying britain couldn friday hospital blackness clothes injured remember screaming felt dancer +1128 supporter match french fan league division top security kanner terrorist week fixture paris anderlecht played shocking belgium banned travelling policing +1129 security police syria terrorist cameron leader minister boost mp pm case lord sa britain mi5 secretary raf budget terror intelligence +1130 anthem french league flight la silence barcelona friend terrorist france police held real family paris le saturday clasico england el +1131 london mother work family blast home tube bus carrie heard hospital time ania year line station missing left euston travelling +1132 london people city thursday business attack world market bomb terrorists began share year tourism normal life executive company travel day +1133 leaflet people teacher terrorist school support france live country department children men hand french child terror attacks discus paris teachers +1134 french isi france war paris europe middle muslim attack strike iraq syria policy assad country state community people terror society +1135 drone obama strike war pakistan aircraft cia al civilian military official senior ground special weapon high bureau led qaida targets +1136 van bouyeri gogh dutch told violence muslim moroccan feel amsterdam life religious police murder remorse islam felt court expected accused +1137 son amimour samy isi paris french men didn year syrian father jihadi attack man isis islamic minbej suicide abu al +1138 nick friend people dead started twitter floor death life year family shooting concert posted alexander french social marie heard fire +1139 london american ban people uk travel personnel decision visit message m25 official world coach order raf mildenhall attack added tourism +1140 young family life victim online ensuring memorial career engaged account law married music terror french parisvictims began posting won message +1141 market company early fall concern higher attack european effect uk stock hotel wake haven day global france positive dax resource +1142 terrorist police attack london service bus clarke centre terrorism organisation today place security government claim britain carried guard blast al +1143 obama isi state president syria paris attack strategy military ground political war specific fleeing america american g20 conventional terrorist refugee +1144 win manning racing greatest side place eddery england football victory pat jockey rosberg hungary beat tournament france steve green year +1145 paper telegraph leader bomber report bbc suicide british attack day britain union police people game rural guardian year bombing muslim +1146 mcilroy bit willett time tour finished day player cup dubai good poulter englishman ranking tournament matched fraser holed world european +1147 corbyn paris mp war labour jeremy party policy leader terrorists kill left threat night national french support stop group police +1148 party mp shadow view people umunna labour livingstone corbyn political issue secretary support threat defeat security conscience representative defence leader +1149 london minister scotland mcconnell attack condemn action summit blair support police scot destroy people scottish gleneagles extra caution meeting g8 +1150 force commando team afghanistan base enemy village civilian seal mission afghan shot helicopter spokesman men location man mountain report rescue +1151 muslim paris heart dinner liberal hotel nation middle defence coming country experiment home sick small gratitude give men islam million +1152 police floor bomb gun siege gunfire street terror explosion building town jihadi heard announce suburb baby called force apartment khemissi +1153 france country act hollande terror yesterday merciless paris daesh war root military army targeted intelligence working bataclan added force committed +1154 ramadan islamic muslim chief london young iraq police al france bombing conference british sun terrorist algerian expert radical spokesman funding +1155 emwazi london british terror school mo put young class john front friend pain year briton growing man extremist time spoke +1156 london photograph missing people attack life police absolutely phone work cross face white wall poster londoner bombing lockerbie israel ania +1157 ireland international security people system attack ahern doe terror minister close london movement part airport emergency taoiseach exercise keeping place +1158 attack lakenheath strike planned top libya launched nabil port threatening jets isi commander britain paris raid eastern ideology suffolk set +1159 cyber attack uk internet chancellor group osborne isis gchq terrorist government account terror criminal capability digital cyberspace attacks intelligence security +1160 bomber muslim hussain child london police time times school bombing site mackie nuclear british suicide man britain picture built fact +1161 europe passport refugee syrian greek border fact isi paris people reason government thousand analyst attack isis policy islamist group mass +1162 paris march people climate french group summit government huge action demonstration public involved cop21 wednesday place director planned civil december +1163 france loew german freedom french paris friendly compassion wake injured holland bierhoff germany schweinsteiger wrote symbol team people matter fixture +1164 vow defy terrorists tourist holidaymaker show wanted gesture jonus attack pernilla thursday retailer visitor helsingius street bought oxford union london +1165 cop paris yesterday source french killed hate office airport isi terror abaaoud accomplice airliner hasna member gun ve held citroen +1166 religious mcveigh muslim neo oklahoma political bombing white terrorists community killer ideological britain jihadist motivation treated london martyrdom response extremist +1167 house paris muslim home added thug amin planning happened people son year don smashed sarah room attacked windows daughter living +1168 cent people london terrorist tough majority change police respondent stronger plan conducted populus living regional visit result class country worker +1169 child life deal imagination reassurance horror good school talk children understand year people crucial loss harry wise complexity don confront +1170 france player le game play deschamps star played friendly massacre attack antoine hall television surprised griezmann concert lassana escaped bataclan +1171 muslim attack ad community yesterday attacks council advert pluralism act nutters vigil page acts commitment apparent psychotic organise message mosque +1172 child happened fear feel event ve news children important tv discussion sense newspaper danger feeling ll routine worry support scared +1173 concert paris heard music people rock attack told theatre show bataclan injured hate dead marie dave world start metal hit +1174 police mi5 letter leader scrap armed day call secretary left waving threat david sun mcdonnell camp liam age shadow kalashnikov +1175 police yesterday men terrorist attack suspect london bombing muslim leeds work british committed people bomber explosion support suffering anti society +1176 police abaaoud paris flat believed terrorist officer france phone attack country attacks discovered died suicide raid men bomb siege isi +1177 university student london yesterday uk exchange staff began website college today public study contact advice offered planned terrorist number attack +1178 belgian brussels molenbeek belgium french paris intelligence security attack jambon flemish jihadi michel minister cell party france friday implacable arrested +1179 mann corbyn confidence asked labour question cameron neil livingstone previous hilary cut waving messiah sir adding leader police funding cock +1180 ve stop don sitting london saved tearing strange situation terrible didn jones people attacks emergency filled wild public thursday terrorist +1181 police cut budget spending burnham policing officer chancellor osborne attack secretary agreement efficiency home saving week commissioner fight agree put +1182 train suspect believed cross man explosive rucksack aldgate station discovered russell cctv london police family thursday luton board commission device +1183 england karachi london cricket city ecb security pakistan play day international life bomb request australia lord government board bevan terrorism +1184 bomber killed suicide zarqawi bomb baghdad american al carried war abu soldier blast scene child led blew lieutenant sunni vehicle +1185 stadium due threat friday ground quickly people germany couldn word cork yard called thought professional terror angela added ve england +1186 london bomb tube britain nation attack detonated station bus train passenger feared terror source bomber muslim gleneagles ripped president body +1187 muslim london shoot forget scum time text provider intent uk history caused rate keeping politician kelvin paris imam minded country +1188 cameron plot britain life month game show france people uk solidarity carry attack style paris isi football year foiled thwarted +1189 bomber fourth doe kingpin identification tube security dobson identity put train leader author lead king gang cross book flown incinerated +1190 al london fagih website dr link saudi arabia terrorism qaeda bin laden carried insisted phone year britain claimed america public +1191 family relative police yesterday body london volunteer part dna victim mortuary dead officer bomb personal process identification identifying worst bombing +1192 people explosion generation london world time tube paris phone live pain ordinary start set quiet reach usual terrorists today cowardly +1193 family school khan hasib leeds year police tanweer life day home pakistan friend child house hussain religious mosque father thought +1194 east mosque galloway worshipper sense prayer muslim london community terrorism vigil people silence street fight outrage death top mp mourn +1195 islamic link day ramadan story tariq toll set france qaeda sun al born taxpayers meet british prof funded conference london +1196 london al madrid european attack week suri home expert abu intelligence source link dahdah laden spanish police touch established bounty +1197 officer police armed terrorist firearm officers britain force thousand home imagine toll paris street border rodney shooting review minute arv +1198 muslim hate figure paris work crime discrimination commission place western world responsible people isis faith islamophobic anti cent london reporting +1199 world attack global terror people paris solidarity facebook kenyan nigerian medium nigeria death activist flag attacks victim user reaction killed +1200 isi world isis chaos europe war middle paris youth work attack time movement approach muslim involved sacrifice area state truth +1201 galloway doe abhorrent moment london mind muslim terrorists individual support british insensitive insulting shot atrocity spent indulgent party action war +1202 scotland police government minister paris terrorist accusing crime hate medium yousaf social fellow stage muslim unacceptable politician early country message +1203 syria assad isi iran regime syrian view russia war turkey policy israel diplomatic ground force isis party military french regional +1204 jarno dog diesel foxy raid special french service force police making unit malinois handler doubt kit pet tribute served sbs +1205 bono band city rock world concert attack full belfast night gig left proceeding decide call sse kick aged clayton adam +1206 war generation abbey veteran front day queen civilian courage place today spirit power british royal dropped leader europe lord humour +1207 news day relative horror window friend television image eye fill hour offered glimpse set closed world channel tv rolling turned +1208 paris film release elba action french told woman agent star set thriller office cinema strategy james le tragic day watkins +1209 emwazi video british syria building isi syrian intelligence revealed area expert raqqa activist security filmed vehicle american footage time drone +1210 dead night gunman men horror gig privileged isobel blood filled demolished family survivor tribute fix story shot lost lives rip +1211 god trigger pity killing muslim care road full showed great qaeda afghanistan trapped topped damage place offshoot war tube poverty +1212 border cameron isi stop country izzadeen britain lost knock watch troubling fanatic sight pair officer question snuck mi5 security cop +1213 g8 africa people development world wolfowitz debt economic agreement london bank positive month role poverty president leader week year history +1214 rome holy year event pope terrorist vatican paris pilgrim call weekend security italian st propaganda head peter indulgence horrible absolved +1215 friend people died confirmed paris man death bataclan attack british family france band killed concert de student news young identification +1216 city drone kurdish isis raf peshmerga killing forcing neighbouring confirmed fierce trap hellfire terror fanatic continue defence visited scene booby +1217 assad country syrian terrorism part talk call transition fight international russia insist foreign change political iran bashar peace lavrov arab +1218 livingstone suicide action indiscriminate word al thursday leader muslim qaradawi london bombing jihad president published delivered slaughter murders praise influence +1219 life world war attack paris tackling lost peace called honourable leylandhunmanby north iraq strongly act nuclear useless condemn weapon horrible +1220 paris wrote peace posted singer user image family offer french woman viral safe prayer twitter tower friend sun attacks solidarity +1221 fake wife missing sank life perrin syndrome thief karl character time people thought day play collect dead spotted debt claimed +1222 irish london carriage zealand work train woman missing bomb ahern british foreign line station yesterday bombed attacks people parent fellow +1223 veteran world queen met war act festival present nation generation led sacrifice day turn london parade veterans crowd geoffrey cancelled +1224 bomber night london bomb friend muslim leeds luton flat men suicide al man terror identity loose carnage mastermind hussain number +1225 school france visit cancelled trip paris foreign early french advice based called clear room website held safety massive child chesky +1226 recovery rally terror loss market bomb trading thursday stock day performance regaining bounce investor yesterday point attacks close morning sell +1227 money service worked meet forget family carrying hemel disciplined easily rubbish joining loughborough idea stop great wale bloody dixon text +1228 london terrorists tube bomb fear yesterday work don sustained le life hope al britain qaeda million crucially role hit british +1229 radio news london station day broadcasting hour live music simulcast broadcast medium dropped rolling fm yesterday brien people fashioned bulletin +1230 syria assad russian putin cameron turkey transition process group president syrian bombing peace refugee conflict designed kurdish summit talk including +1231 scotland extremely terrorist people attack cocher france community work national closely wake french staying hear resilience risks life clear consul +1232 emwazi british al syria london mi5 friend fan john west teenager islamist western group symbol hostage grew entry learned killer +1233 player france game team england french night country goal fan life blood time match prince united gave mind line le +1234 cameron police support isis britain leader protect corbyn clear connection country force isi syria airstrikes attack veto david refused terrorist +1235 show edge gig band tour time stage fall arena u2 metal fell playing gun didn concert impaled lucky world good +1236 corbyn cut department benn interview paris labour office police spending kill day chancellor tweet including secretary support decision time threat +1237 paris bbc satchell french hope viewer newsroom breakfast air suddenly reporter hugely live terror significantly compose tower father difficult night +1238 gas atropine attack victim force health conference french service sarin paris government suburb nerve exposure year antidote threat precaution france +1239 stand rfu london nearby planning searching medium minute evacuation demolition temporary discussion blow place necessitated explosion south controlled sunday terrorist +1240 france hollande war terrorist president state friday night national restaurant french paris terrorism emergency attack country silence power long union +1241 time country london president problem person police blair olympics french adrian swamped moodie cool patient cook casey message brings methods +1242 yesterday people question pride iraq london threat world londoner life single terror innocent ll attack condition al time war death +1243 sport day horror innocence world cigar city london horse fun life sporting people million order british armed killed death terrorism +1244 security open world fellow shot ve london win pretty big golf forsyth scot campbell guy alastair support st lomond added +1245 corbyn party labour security leader attack government people war action wrong bad emwazi opposition unspecified benn shoot position paris problem +1246 paris night neill stadium lot game fan great boost football feel including uneasy perspective ireland win terrorist horror republic france +1247 london great city people coe olympic hard year world games today night park designer helped experience organising appoint month lord +1248 gun london believed deactivated police border year weapon crime ammunition including skorpion owned jailed live boat house investigation large expert +1249 refugee syrian cameron charter paris terror poland flight glasgow screened due arrive fully pulling relocation tomorrow britain eu yesterday secretary +1250 france terrorist europe security isi syria bomb president eu putin fight paris cameron russia ordered west russian match plot called +1251 syria attack refugee call paris isi added isis sunday obama state bush ground clinton president terrorist debate war graham democrat +1252 martin stay podium good long bravest heading trust nightmare huge information week turn skill award paper worst reporter straight pressure +1253 emwazi isi british strike raqqa missile jihadi huge john source american car intelligence execution official member kill place mole spy +1254 security open london today circuit plan fan mcc police britain review searched prix saddened brought search meet british discus england +1255 paris eurozone cancellations coming draghi avalanche spending hotel output euro attack told hit level confidence bank fresh firm ecb charlie +1256 bomb call investigation london evidence hussain wreckage aldgate officer men terrorist police detective occurred identify statement close bus good lead +1257 police house men raid officer road leeds property bomber bomb morning station man aldgate forensic terrorist couple address bus west +1258 time church hawkins people square parish bus left injured friend died call hugged sat service normal bomb hoarding shred group +1259 police officer house terrorist attack bomb london area road morning people couple property number gathered arrived raid sister leeds car +1260 british suicide year london iraq week omar bar attack intelligence stevens al plane bomber muslim east britain lived responsible briton +1261 muslim islamic mp evil islam people community told added extremist suicide action britain moderate act confront tackle police yesterday blair +1262 labour campaign mcdonnell called john signed election party statement letter extremism mi5 service threat yesterday corbyn collins group demand socialist +1263 card tv programme time blair show id radio security life centre opposition clarke computer unit compulsory put record talk howard +1264 tower world london french york paris light city white red san francisco moving attacks opera trafalgar act cuomo wake defiance +1265 mcguinness terrorist ira tear bomb pub adams solidarity kelvin blood paris year prayer killed lucky life family long victim child +1266 motion french condolence paris sturgeon france unity victim holyrood united yesterday bathed parliament red javierre hall heard white emeline entrance +1267 +1268 attack syrian japanese mayor refugee refugees internment roanoke pearl threat country roosevelt american governor cited war bowers assistance inslee washington +1269 terrorist al network terrorism terrorists attack suppress qaeda muslim effective chemical strategy weapon public intelligence justice uk radiological battle counter +1270 paris molenbeek police belgian attack playstation belgium train brussels terrorists number salah arrest international message officer suburb game attacks console +1271 attack galloway country iraq labour minister people government killed party yesterday mp terrorist remove atrocity blood britain london thought years +1272 settler jewish gaza settlement israeli israel pullout sharon plan katif move government palestinian yesterday day council leader gush state activist +1273 mp syria yesterday britain veto isi raf vote bomb insisted backing paris poll support pm security operation soldier cameron told +1274 concert cancelled due arena scrapping play wembley show hyde london park tonight saturday rem gig caused attacks cancellation astoria terror +1275 terrorist provost paris syrian refugee bute attack latest scoullar glasgow claimed reservations housing planeload absolutely catastrophic family arrived war torn +1276 britain armed force uk tonight mp extra attack paris chief unveiled cameron security france terrorist match isi people troop million +1277 muslim britain force extremism safe british faith lived home effectively prevent young root qaeda al phone call show afraid centre +1278 market economy expected ecb euro eurozone rate cash week america attack global oil price paris friday bank france fed investors +1279 muslim terrorism war paris attack people islamic act christian dead terrorist afghanistan military europe france suicide west life pakistan report +1280 game rooney show french terrorist friday world bos attack message football match wembley friendly london terrorism le kick win doe +1281 eu passport called schengen attack paris relentless terrorism change improve france legal interior travel measure expert minister operational concrete lord +1282 muslim religious crime friday al muslims world population trust allah killing terrorist islam turn president doe britain surrender border syria +1283 war british terrorist blair week defiance churchill bombing response terrorists answer tony identified enemy qaeda drawn london terrorism clever muslim +1284 london people thought embassy left victim world love today sign mary added prayer city olympic silence match gael offered elaina +1285 blair attack perpetrator thursday extremist praise tory prevent howard session muslim promised police fanaticism terror law warned spirit minister mp +1286 iraq war people terrorist world human terrorism london blair pain reason move link fatal street group loss gulf civil falluja +1287 fan yesterday stadium bomber paris france de attack terror woman fanatic syrian entrance horror people night greek refugee french passport +1288 prickling terror fielding death stroke state morning wake conducted chum dog blood stomach calm loud offensive apparently express famous violence +1289 beckham paris game french place side match england moment time special football world patrick france yesterday beck head fan sport +1290 london shopper sale retail number early returned force spsl pc mark day country footfall observer exist tourist rival group decline +1291 vote party corbyn labour syria china bring deal mp yesterday leader minister action source cameron war security isi international part +1292 paris war time western france europe terrorist muslim men run watching fighting london world shared live murder dead life feel +1293 button raikkonen speed home point year silverstone formula mclaren coulthard team alonso place practice season tomorrow schumacher high british victory +1294 israel netanyahu growth country reform bank company year privatisation security economy london cut government people highly minister decade freeing bomb +1295 killed attacked suicide bomb dead people saudi capital bomber world worker riyadh plane hijacked israeli hotel hit gunman istanbul coast +1296 french football vos de cameron wembley le match terrorist killed life glenn solidarity national day est prematch london showing security +1297 paris restaurant people mcinerney street act march band attack u2 dublin sounded bono irish french music night murdered live bar +1298 isi paris country saudi group islam sunni assad state understand london british oil ransom support bank huge including cameron money +1299 paris lumiere support city tower profile councillor catherdral ripple media illuminated freedom flag ouseburn qlit house french understanding ward facebook +1300 hollande president party sarkozy security leader attack poll parliament jupp french ally le gain assad today isi friday pen election +1301 police official advice attack lockdown hide lie cover behave counter quickly incident week exit released business staff terrorist safe general +1302 missile putin russia reported russian moscow president target terrorist military isi bombing raqqa yesterday cruise submarine syria french mediterranean vengeance +1303 scotland world scottish g8 gleneagles flag medium helicopter jack week leader welcoming host police riot protester african image flowed nation +1304 economy london policy tax economic year brown mpc bank chancellor growth rate business week consumer time country figure weakness osborne +1305 bomb british police government home chief phone bomber dossier attacks terrorists cell mi5 qaeda people information convinced university al gang +1306 police attack yesterday terrorist dead source people number london bus bomb senior home british process believed bomber security hope set +1307 bbc comment reilly london news guest mediaguardian vietnam beneath publication mosey osama bin guardian writing good living inflicted worldwide jihadist +1308 gatwick gun terminal man airport firearm france french staff fly paris minute police fear north home friend cop information friday +1309 lord police neighbourhood number commissioner support counterterrorist world security national policing intelligence loss threat local cut metropolitan terrorism equipped post +1310 security britain data clarke people minister eu attack issue terrorist common blair suspect group european british require london record meeting +1311 hotel london business people american hilton tourism term cancellation bombing international jonus visitor spokesman war carter year tourist weekend early +1312 hamilton rosberg race driver lap black place vettel finished win strategy todt hold road wanted french close nico victim hard +1313 labour corbyn mp ken party foreign secretary force defence shadow livingstone leader save met day chief london sir piled mayor +1314 service london station train police travel closed home faced chaos capital people heathrow heading affected reduced night major calm bus +1315 business london security world deal snyder bomb corporation financial stand terrorist city tech entering attack templeman people working ordinate exchange +1316 frank public bus beaches speech pancras crowd rousing st catch humble people stop holborn secretary nearest square set tavistock action +1317 qinetiq defence wadey government business year yesterday international contract share theme group budget market submarine world security vessel site paris +1318 turrell victim family face london school girl davinia mask day ambitious told essex friend month reporter law died time pain +1319 bomber detail london reveal match forensic fragment human station body remains dna diet picture believed bomb explosive black police fingerprint +1320 claim business lawyer insurance day policy week legal united thursday attack point life underground time fear covered government authority compensation +1321 risk ban anger spokesman american accused decision lift force delighted victory order staff entering based commander admitted britain bomb defence +1322 syria assad syrian ceasefire france group paris isi international country al government statement deadline isis attack vienna party talk called +1323 officer police threat paris armoured including armed counter firearm match met highly attack work france face tactic british confirmed concrete +1324 security paris event final tennis itf main belgium events show ghent davis shop association cup check arena day ensure great +1325 police terrorist attack state syria terrorism france president paris abdeslam belgian page yesterday refugee year power member french announced abaaoud +1326 security sa special britain billion cameron drone service speech suicide terrorist night budget military government equipment defence review fighting year +1327 nick music night played hatred islamist artist show killer lovely bristol train big concert founded playing hour africa merchandise london +1328 french football diarra team france match wembley national player tomorrow country friday mourning time year english victim cup nation play +1329 share company market group ftse bank shell operator vodafone year performance oil friday strong offer regent dealer index fund sector +1330 london bombers happened call ham give don terrorists catch fear neighbour idiot feed blitz mocked police telling osama song hitler +1331 set al muslim middle message mohammed brotherhood world west ready build include egypt violent strength support fundamentalist osama spawned bin +1332 killed hospital ill station injured bomb square road bus blast circle train london line street aldgate attack hunt premier evil +1333 emwazi labour war cage killing corbyn mohammed trial state tweeted party campaign security death military man group added killer fight +1334 mobile network madrid phone bomb message part emergency jammed call bruce hour chaos family heard contact worried ofcom service worst +1335 terrorist attack paris hear isi night uk enemy stand la evans blame people politician atrocity deluded radicalisation martyrdom show shafiq +1336 paris attack syria prosecutor people french police brussels foreign st point information wednesday belgian evidence phone abdeslam raid detail van +1337 emwazi isi british american intelligence isis drone john cameron beheading thought thursday al security syria believed raqqa man car moved +1338 isi attack paris france group attacker local people syria operation earlier scenario jewish qaida act terror hit tactic target latest +1339 american base bagram prison military men escape helicopter escaped taleban official afghan mohammed ahmed mehmood suspected dangerous colonel high loss +1340 france syria french assad syrian paris isi including hollande target military regime fighter evidence government policy war airstrikes attacked fabius +1341 french show fan paris national england wembley due anthem stadium threat twitter fa held tribute lit postponed memory night tonight +1342 intelligence threat level police attack london britain security mi5 home general alert world failure downgrading month reduced secretary decision terrorism +1343 risk terrorist security france euro french concern president event tournament work family affected paris charlie committee organising wake relax emergency +1344 body victim team carriage garden tunnel work peace recovery risk tube full part difficult cross retrieve operation flower london front +1345 people train passenger london cut smoke carriage hospital head tunnel ground woman screaming scene track thought blood fire blast thrown +1346 financial market economic london day trader trading economy impact cut interest thursday united greatest column latest aftermath screen terrorism collective +1347 levy family london hertfordshire loss susan coroner funeral mother jewish travelling yesterday left son train frankel victim died street newgate +1348 boulahcen ait told recalled youssef abaaoud pal added cousin bad western thought facebook lot paris france hat grew father lived +1349 survivor people disaster event psychological counselling ptsd memory didn normal reddy include trauma term suffer parent lives thompson support flashback +1350 explosive small official london attack police cell bomb military attacks group anti home terrorist told senior intelligence possibility local british +1351 london city phone time event people street news wrecked work real life left mobile home war bus long station conrad +1352 muslim event islamic caliphate called government british uk islamist preacher insensitive plan isi mahmood intention adding started speaker friday mustafa +1353 g20 summit turnbull president obama australia paris terrorism trade syria attack meet sunday leader minister eu fabius meeting european syrian +1354 london faith fail word horror livingstone ken passionate bombing class mass londoner capital isn stand terrorist powerful responsible age attempt +1355 muslim war terror britain iraq religious terrorism world country islam western west qaeda people london act islamic terrorists attack al +1356 western isi syria control territory political state president turkey based air sectarianism ankara leader military islamic position intervention force sunni +1357 abdeslam salah police terror yesterday friday paris arrested died emerged france woman official carried mohammed north night saturday attack released +1358 mariesha people thought told room didn heard christine terrorist bullet door neil hour thud police phone body point ran guy +1359 amvescap group canadian fund offer future arrive bid management american part valour price day attacks week terrorist manager grinning situation +1360 game london city olympics ioc kind effect thursday britain east singapore time close warmth fervent national year people terrorist doubt +1361 hospital work friend dead arrived thursday phone missing cowen jamie home party photograph building familiar message king desperate grim london +1362 family victim identification police identified dead delay london people yesterday body relative information time day process told forensic missing wundowa +1363 dead people jones reach square nearby underground rail save horrific injury body limb don horror lying emerged paramedic station emergency +1364 london olympic team coe tragic city world support shocked horror attacks committee bereaved ioc family atrocity hour send fact entire +1365 football show friday time week year life ll france home paris air rest feel england won robbie horror wouldn armband +1366 mcc member security play england suffered ecb terrorist ground pakistan player challenge match liability celebrating queued knott group body silence +1367 corbyn war speech released response violence security terrorist kneel french cycle feed islamic paris briefing requirement solidarity member report rise +1368 moved asylum hunger starving death liquid mugabe patricia africa manager brother terrorists zimbabwean rang eve white farmer deteriorating halted cynicism +1369 people paris attack france police night shot bar dead gunman shooting le theatre french meeting killed restaurant heard shut rock +1370 ve debt archibald play mathias week january thistle ll sign attack bit club pogba wage year financial splash window fresh +1371 france french game today match germany happened stade stadium people fear player fa fan england tragic coach emergency goal president +1372 hero nkoudou netted angelov phane terrorist friday draw marjan st haller paris man caught radeski defender died put marseille goals +1373 brother syria terrorist jihad brothers family people terrorism social militant parent recruitment abdeslam year al individual iraq british process turn +1374 war hollande french france security attack speech paris terrorism social syria left place election political january history country attacks rhetoric +1375 english join french anthem england supporter marseillaise moment play game lloris keeper atrocity show fa match left terrorist character overwhelmed +1376 muslim britain people preparing rome action leader prevent terrorism police glorifying community face terrorist blair evil qc offence aimed act +1377 young generation social paris killer military friday radicalised easily message john police war caf easy medium integrated show concert hunt +1378 security rogge attack terrorist athens considered person israeli ioc madrid york london quarter expected safe major massacre considerably greek review +1379 america isi refugee obama republican assad world trump policy democrat people paris president global anti ally syrian won syria sentiment +1380 football dyke england sport age bbc involved doesn council genuine league national chance year ireland fa give grealish republic game +1381 people feel place paris fear de felt night time friend weekend street city life ll attack news happened didn home +1382 terrorism corbyn time jeremy family security british evil paris leader labour put party biggest head britain ignore today handwringing chin +1383 mother boy wife bullet life phone top wrote dead give elsa leiris louis son night day concert hall pressed le +1384 school people teacher child open closed today london pupils bomb assembly talk advice comfort discussion support week primary form situation +1385 police suspect pakistan london information man bomber men attack explosive luton individual report anti number large sarkozy yesterday phone difficult +1386 eu card terrorist travel face home measure passport plan emergency clarke stolen crucial proposal london fingerprint internet phone id minister +1387 legislation government week terrorist terrorists clarke terrorism home measure people britain blair minister british davis anti opposition political expert stop +1388 jofre police thought terrorist concert heard black cm people spoke hid don corner middle day box singer happened life fianc +1389 shop area man police london left incident attacks local foster nearby gang link attack city attacked estate murder named people +1390 bomb police centre street bus train provide bomber terrorist attacks yesterday explosive people cell tube public exploded king terror london +1391 nade table scared terrorist story paris caught restaurant sister star david shooting revealed carnage terror friel leave franzette saturday rescued +1392 bill surveillance paris debate power murder expert carlile week attack man omar suggest reaching communication involved hebdo threat event liberty +1393 france paris french police country attack attacker man refugee syria belgian brother identified attacks sunday people car including named isi +1394 london picture message afraid thursday image defiance website alfie corner realise holding put posting hour underground designer web mobile face +1395 police car terrorist paris abdeslam ninth french man stopped belgian hour abdesalam salah mohamed men arm amri terrorism people yesterday +1396 london presentation olympic great time paris bid man city home member ioc coe livingstone group performance youth tear moscow york +1397 service line closed bus yesterday stretch running london piccadilly tube grove full open network section arno south heathrow circle busiest +1398 police paris abaaoud flat apartment cop hand terror year abdelhamid woman officer aitboulahcen suspect building told heard thought night siege +1399 refugee people council scottish glasgow paris scotland family authority arrival safety government syrian show area accommodation protest friday bute activist +1400 muslim advert people paris uk terrorist mcb khan terrorism attack france britain reaction act briton represent night friday mention hear +1401 italy attack group terrorist threat security measure minister italian iraq increase g8 denmark intelligence police country london leader force infrastructure +1402 muslim britain world london effort rightly word intolerance brought wreckage begun tolerance mark asked movement faith fanaticism hatred religion worrying +1403 palestinian attack bombing netanya bomber israeli car israel sharon security gaza air suicide group official tulkarm mall killed town call +1404 price london market loss stock economic travel share suffering time fear york street impact great investor property bombs damage human +1405 passport terrorist leros paris group greek terror passed fighter arrest gang checking travel link mass austria suicide ramadan refugee linked +1406 match ulster yesterday attack european champion opening trounced cup oyonnax weekend bath clash warrior belfast france toulon struggling olivier coach +1407 intelligence security terrorism threat cameron scrutiny sawers iraq mi6 mi5 special trident relevant syria learned france conflict fight tuesday monday +1408 britain madrid link team expert living qaeda spain al police islamic long hunt arrive follow mi6 asked massacre extremism believed +1409 paris amimour yesterday attack french terror massacre samy isi police bataclan syria suspected attempt france year driver missed belgium family +1410 bomb british terrorists bomber mi5 security government level call dossier hunt forensic surveillance convinced information people world alert gang night +1411 blair terror government terrorism work country people conservative police responsible law day act promised include minister bill mp power intelligence +1412 sir society paris muslim syria france belgium area government intelligence security western isis border parliamentary british assured required qc foreign +1413 europe terrorist european agency syria intelligence radicalisation country common security isi paris provide response borders political agreement eu crisis effective +1414 missile france raqqa putin hit isi brought terrorist earlier crashed middle night confirmed airliner russian mission vladimir future syria military +1415 muslim london british britain terrorist young al intelligence security extremist qaeda radical mi5 people group terrorists home terrorism islamic abu +1416 people young uncertainty war terror time thursday changed sense week life uncertain change hope le iraq heart duty surely terrorists +1417 security wembley france french game arrive police team football stadium attacks committee screen threat fan friday fff supporter griezmann chance +1418 european information call phone state clarke attack terrorists data intelligence eu terrorism crucial source home stolen demand helped international meeting +1419 police yesterday train support bomb explosive provide terrorist attacks cross centre westminster cell working people bombing body tube terror king +1420 people council family fear comment scoullar local night msp arriving told refugee brown bute paris provost hope island arrival life +1421 africa deal blair g8 summit leader change climate act world today hope agreement statement hotel communique obscure aid action emerging +1422 word terrorist bbc bomb night neutral bulletin culture row reporter terror report coverage secretary numerous asked boaden helen news theresa +1423 london muslim community dewsbury people town khan wife mosque law don year doe street bnp driver islamic young zaman man +1424 game french flood side rugby paris postponed scored day show european singing anthem oyonnax guy cup champion wanted weekend toulouse +1425 group woman suicide bomber female attack organisation al terrorist militant attacker wave qaida aim died significant spectacular islamist apparently isi +1426 message website condemned posted london muslim attack britain bombing victim people islam radical british fanatical god iraq read iraqi land +1427 staying tie player thought paris glasgow game france good bad believed postponed event news involved sporting don city racing unaware +1428 galloway attack war iraq britain mp ignoring unpredictable lives londoner price pm mass pool terror armed peaceful saluting tongue blair +1429 london british britain madrid al police nasar flat abu associate authority spanish yesterday pakistan target syrian strong laden iraq hair +1430 abdeslam friend family happened suspect suspected role supplying outrage suicide vest attacker reportedly mohamed khoualed french police met handed revenge +1431 london issued raf directive mildenhall security allowed american personnel day message lakenheath people appeared mccree military insisted told british force +1432 ira london parade statement side street marching pressure north area political prevent democratic kelly resident arrest contentious orange finally put +1433 thomson morton johnstone minute save barr ware mccluskey forbes shot queen previous min fourth win south marshall brownlie picked goalkeeper +1434 phone debris blown sylvestre saved close french passed device struck news attacked hitting bomber channel stopped survivor injured flint attack +1435 leeds london bombing follower mohammed hiding bakri cleric organisation suicide bombers king mobile live internet train switched west muslim longer +1436 blair london change leader people world hand bush life terrorists day determination statement european political meeting gleneagles faced night victory +1437 train tube work london commuter thursday people journey underground transport capital great life bus attack mayor cycle worker told buses +1438 hospital juvin injured people war victim lot operation physical injury bullet condition sense emergency wound expressed injuries happened suffered terrorist +1439 agency french paris surveillance intelligence data terrorist potential argument government phone police lack attacks attack communication people huge act day +1440 muslim ireland racial attack rise fearing people racist centre terrorist laden community number twisted abdul build hate peaceful called told +1441 isi attack paris president war friday act appeared emwazi isis security terrorist year al face long terrorists france russian life +1442 summit london blair agreement deal talk climate g8 campaigner trade discussion president issue yesterday bush aid eu subsidy developing change +1443 yesterday refugee passport migrant almuhamed paris boat eu suicide finding greek ticket policy cop tracing rescued produced innocent ashore showed +1444 police man bomber attack suicide men britain night security al bomb london leeds potential flat born thought country mastermind believed +1445 medium attack france peace jean drew symbol image paris art charlie suis shared jamie magazine site celebrity john reflect including +1446 syria isi british syrian common britain operation bombing vote time military ally long security party free trident symbolic parliament house +1447 corbyn labour con cameron question susan minister year green force week officer leader justice arrest front gerald police legal duty +1448 dog diesel police french raid special operation officer death france tribute killed dead added chien balanced motivated brother kevlar extremely +1449 missile device drone mi6 emwazi car agent located john surveillance move window died horrible spook wanted waited mole extraordinary night +1450 french paris france police syria state suicide brussels eu attacks authority minister hollande islamic assistance abdeslam accomplice time defence belgian +1451 france french country security paris suicide syria attack police isi ve conservative terrorist citizen week ground francois friday told centre +1452 people police london bombing bomber luton community linked labour evidence relation relative source family terrorism mp problem east leeds urged +1453 security german match hanover germany stadium information attack police football event cancellation decision head high tuesday fear due told time +1454 security airport government spending threat cameron aviation british police resource uk paris attack french year provide extra defence intelligence staff +1455 refugee terrorist sturgeon people part important scotland syrian europe crime community paris check asylum security atrocities message vulnerable arrive minister +1456 attack house gang room hotel police rented abandoned paris explosive district killed based ibrahim salah drug islamic cocaine suicide car +1457 french paris banlieues emergency law power government religious france police belgian toulouse valls ghetto attack month radical president long estate +1458 spending cut department education treasury chancellor budget parliament deficit home police big foundation pupil resolution business school public cabinet year +1459 attack security isi police syrian paris terrorist cameron night french gunman greek uk refugee government europe war threat political arrested +1460 number call telecom cost organisation helpline charge inappropriate london rate mobile blears minute ofcom geographic true wireless high overseas peacock +1461 aitboulahcen paris french police attack suicide parent cell apartment hat syria cowgirl phone attacks believed la years told large terrorist +1462 threat yesterday attack security intelligence act foreign terrorism terrorist british police world order mi5 madrid contact justify calmer legislation march +1463 bbc word journalist terrorist senior editor news guidance boaden careful attack staff director guidelines told refer service terrorists bomber corporation +1464 people attack muslim british islam terrorist government measure london today blair talk thursday question bombing act mobilise including kind community +1465 france nation action country isi paris defence nato war greater attack law basis treaty military article international security force domestic +1466 police london british nasar country britain attack bomb madrid bombing north number radical time iraq camp terror legal islamic major +1467 intelligence french security terrorist attack belgian france year paris stopped syria authority service belgium brother house information suspect attacks attacker +1468 attack power terrorism terrorists paris muslim security border action communication uk gun islamic police attacks britain london open concerned message +1469 people tube community potential bomber life work young mourning threat bombing imagine fear tear blair missing mail london july ordinary +1470 london people british friend world great time side england stand britain terrorists york remember canada fear heart outrage proud city +1471 iraq don shia blown war jew people men bar al place english world future british conservative death time community bosnia +1472 police incident terminal airport man item concern security firearm france attack suspicious threat terror friday specialist night disruption recovered major +1473 police data eu hour set scheme medic switchboard sending bomb minister medical european unable contact doctor charles runner dealing worried +1474 belfast world dublin band night bono sse arena gig proceeding friday kick attack clayton adam jr le thrill terror mullen +1475 paris attack eu europe french abaaoud border including security police minister national terror friday body passport european belgian official brussels +1476 iraq london muslim attack blair western britain bush qaida al government minister british war terror occupation week people campaign yesterday +1477 isi raqqa drone emwazi strike city american jihadist car intelligence yesterday al night isis senior people force british remained man +1478 dutch arrested group bouyeri police amsterdam murder confessed court including bomb hofstad van terrorism islam active internet member set start +1479 dead son alive gregoire terrorist limb false leg execute slowly floor continued resisted played teenage pal don move fan murdered +1480 price year rate month uk deflation continue good consumer higher pc bank carrier high rise increase natural starting inflation economic +1481 suicide passport britain security chief prepared cool carry session application blair people case ready terrorism trained muslim year states life +1482 britain ramadan professor london terror scholar reasonable suicide community project oxygen apologist bus fresh publicity bombing reasoned muslim file force +1483 war enemy world struck weapon blow paris reason france free alas vigilance calculated friday cold city revenge reaction trap thoughtless +1484 crow leader rail power union tube employer explosion accused boss privateer terrorism ruled interviewer speculation surge yesterday event lorna capital +1485 london blair war terror global response world terrorism bomb britain thursday week bombing iraq security billion policing urban muslim west +1486 muslim police islamophobic youth murder shouted london britain community man shop senior backlash attack incident muslims buy abuse raza source +1487 jasmine bullet gunman samir lucille bar woman table attack killer customer cctv ak47 hand pal car paris young life restaurant +1488 video paris york mayor isi scene threat directed terrorist bill show attack appears intimidate city blasio continue yorkers bratton bomber +1489 shot told people gunman dead band white heard shooting nick arm feel started killer concert gun floor theatre knew night +1490 market paris gmt european attack investor november french economy confidence today economic concern stock france morning europe friday share buffett +1491 isi attack oil russia french lorry group russian civilian reported assad international terrorist blair syrian area terrorism general war agreed +1492 isi western syria syrian iraq force war state terrorism opposition military supporting iraqi report sectarian intelligence ally islamic group sunni +1493 isi turkey erdogan force hdp isis ypg turkish pkk syria attack government war jarablus party paris support leader terrorist kurdish +1494 city paris travel visit twisted stepped caution gastronomy horrific deserves safety exercise coming culture guarantee hand event street cancelled army +1495 queen london people british prince time told yesterday andrew staff day centrecomm aftermath centre act change hospital explosions blast patient +1496 week london backlash attack yesterday asian mosque worrying raza murder racist street sunday nottingham dave died group bunglawala bristol area +1497 france paris player country feel england talk wenger kind return targeted arsenal shock completely night football game premier league recovered +1498 game spain football france lot french player england world happened show area face people team night international united popular good +1499 market paris share event economy pound france fear people stock hit today result attack pc morning nervous bond finger open +1500 italy measure group attack denmark security minister police pisanu iraq targets intelligence italian country coalition increase yesterday rome bombing bomb +1501 chemical weapon gas europe claimed islamic militant france iraq kind attack extremist capable valls doe evidence threat possibility facility laboratory +1502 romney candidate republican trump nominee president presidential isi taliban world clinton obama suggested primary running defeat bush hillary rumor nato +1503 syria bomb paris written missile launched raid destination message defence aircraft france photograph tape emirate destroyed massacre emerged writing world +1504 restaurant people don man paris hand bataclan parisian woman le adds feel scene terrible flower nearby open pascal agent city +1505 isi syrian horror syria assad country state west regime dr community difficult military al time attack dictatorship organisation attempt france +1506 france attack attacks street paris high bataclan war time hollande national people dog parisian began le party friday fear heard +1507 london athens security destroy terrorists tragic stop staging olympics ioc cowardly yesterday team games thousand police coe today game time +1508 girl disney hospital paramedic heart year world complained deputies stopped tower employee ride town care feeling called zone alerted death +1509 kayal attacks celtic city happened people plan shock paris head imagine clear french lot capital received play uncomfortable friend stressful +1510 people attack paris pelloux friday attacks charlie emergency victim book gunman hebdo terrorist save colleague massacre war died young strong +1511 london olympic television couple olympics vast stadium coe park life game year barcelona sydney set games promise campaign order story +1512 risk bbc urge stand service jones ken left terrorism free paris bomb isi telling red livingstone repetition blair side mp +1513 chemical attack police military gas emergency terrorist people symptom victim sarin biological weapon order avoid bomb anthrax team service government +1514 london capital train staff thursday military terrorist people american personnel week family security life cycle coming spokeswoman underground subject uk +1515 murray double team jamie match davis final squad cup week tomorrow player brother brit edmund change play win bedene tennis +1516 london event devices jones outset recovered bush tourism sanguine violence true good rallying stock increasingly system bomb call bore grown +1517 london brit british bus war response upper mobile tomb unknown friend hang detected mayor square fresh applauded taxi party bomb +1518 internet bill extremist service anti blair night promised carefully cost letts defend people tory hatred government information inciting warned statement +1519 french france police attack isi paris syria de country people man raid day refugee attacker including target european syrian raqqa +1520 london olympic group olympics game british transport business hotel games company ioc year run announcement chairman service bid study benefit +1521 finance action brown measure eu terrorist country track council asset speed call agreed realise weakest strong bank money taliban froze +1522 london bus hackney tube city people olympics news black bomb world morning underground nasty transport olympic map newsagent find day +1523 mostefai life chartres yesterday cathedral mosque luce france bataclan attended mass trouble home isi young jihadi radical live friends paris +1524 london attack ve bugger sides uk arab terrorist solidarity sad madrid cherub brit people salaymeh canada blog parallel chilling disregard +1525 march paris people world expected emission talk event climate considered year organiser leader hope gather place local rise top number +1526 syria putin russian isis attack change assad leader cameron russia president paris g20 sunday number british france europe syrian persuade +1527 terrorist individual radical drawn news emwazi idea part group killer murderer case authority life security long message problem horror jihadist +1528 pm blair muslim government mp britain british attack community constituency country question thursday home agrees evil vaz expect enemy speaks +1529 war london fight united terror hard family celebrated veteran terrorists celebration sunday generation ww2 evil show blantyre bombing fanatic veterans +1530 attack paris people doe terror state drone attacks religion security duty isi violence victim root freedom simply coverage world western +1531 evil london outrage city adam coward bombed lessen heartache people loss terror doughty renowned leader mcaleese empathise rise thought inducing +1532 cricket spirit leske south highbury british win divide thought hope sorrow britain home call fan aussie london australian bulldog shine +1533 intelligence britain scarlett officer chief london attack failure terrorists political incompetent weapon inquiry thursday billion history official expert arabic technology +1534 muslim iraqi boat london yorkshire falluja don war year prayer mosque men iraq angry punish shocked anger people attitude police +1535 police britain terrorist suspect terrorists intelligence born attack carry extremist al walking qaeda greater danger attacks mi5 abiding commissioner authorities +1536 psg return luiz fear paris duty friday edinson lorient unfolded brazil terrorist atrocity family cavani french clash chelsea defender killed +1537 paris incident troop police attack terror france terminal officer weapon uk man airport britain armed security gun level capital passenger +1538 explosive blast explosion fisher real model information qinetiq happened world created science effect injured amount investigator type lot attack dstl +1539 england french english france good player people wembley played team security added skipper goal hodgson night game level greater fa +1540 abaaoud police weapon border europe year abdeslam brussels paris attack plot syria country life intelligence january belgian terrorists belgium fear +1541 corbyn party paris london leader political labour mp question declared terrorist security stop politics world won time people asked christmas +1542 insurer market major london attacks price share day damage business rate insurance close claim government early pool pay britain city +1543 dr god london leader terrorist statement islam pope added evil badawi hatred williams group issued read condemn council event terrorism +1544 minister blair government london secretary war terrorist people george repeatedly terrorism iraq britain attacks support clarke struck carry chord possibly +1545 police force letter terror cut officer paris budget terrorist reduction top stop attack martin ability number emergency friday warned funding +1546 wife life son wrote leiris night hatred give letter don gang pain published melvil find love body facebook left friday +1547 rehman atrocity twitter investigator london terrorist khan told urea amount terror nitrate double tony carrying crick heard allegedly deny sana +1548 labour con french good nous home mp brake chamber support needed colleague paris sat france vous house response held terrorists +1549 belgian hadfi gang suicide threaten community feel syria france faced year hijacked death country gesture father stay play traditional radicalised +1550 bbc terrorist terrorists britain story bus islamist terrorism page simply gardner word bomb belief political threat attack prevent monday order +1551 gunman woman told people realised lay point ground newspaper boyfriend sebastian terrorist bataclan fell covered pregnant shot catch hear nolan +1552 attack police threat security intelligence terror inevitable level radio met tory mail comment substantial mi5 policing london paddick envy ian +1553 bus blast london attack night bomber organisation terror al bombing police cell street qaeda terrorism mid britain group emergency biggest +1554 g8 economic london week oil business olympics event cost part commercial change bad investment attention communique people bombing good news +1555 abaaoud isi paris belgian police syria isis killed europe greece european year jihadis border attack number security jihadi passport france +1556 game city northern london olympic good north time yorkshire loft sky visitor bat local middlesborough home sheffield day news evening +1557 hospital bullet victim duty plaisance professor doctor arrived terrorist night police attack head department staff injury paris patient chest nurse +1558 davinia face mask london world leg left time girl burn told david paul operation picking dad barrister france rimmer reporting +1559 belfast play gig show finger cancelled paris normal part wonderful parisian operation yesterday french confusion mill attack band famed terror +1560 men abdeslam brussels paris police charged prosecutor austria attack belgian molenbeek lawyer amri press told attouh stopped border quoted terrorist +1561 week people friday paris bataclan life student france killed war cafe feel victim french time wasn place show artist fear +1562 corbyn happy uk pm shoot john labour unfit secretary warned asked kill sun james fallon michael legality framework cleverly party +1563 police bomber house thought leeds attack london didn student hour emerged born flat believed contact french raid clarke bombings khan +1564 davis terrorists response added mp wickedness today unspeakable word secretary attack ready play nation essential clearheaded full assault remain innocent +1565 french france muslim paris britain long friday houellebecq islamist secular life submission francois citizens education reactionary disaffected attack hebdo le +1566 muslim white asian community people cricket british population raja group shop beeston britain home time racial good exley east christian +1567 corbyn party defence labour policy leader support mp role article kill momentum row group war clear british people nuclear attack +1568 seal team commando helicopter taliban afghanistan murphy mission military target commander search officer operation enemy force area mountain battle coalition +1569 jet defence mp britain vote syria squadron bombing syrian cameron group isi airstrikes aircraft role common expected raqqa raf set +1570 kerr band night ve people song studio album gig time tour play week mind playing stage year paris uk track +1571 isi working uk plan military mp airstrikes bombing syrian force sturgeon minister effort snp foreign internet labour government told training +1572 france terror eu european abaaoud ten criminal europe security admitted minister moroccan french cazeneuve revealed year yesterday greece source saint +1573 molenbeek belgian brussels belgium paris borough french involved syria people foreign place jihadi district local fighter sunday france centre flemish +1574 phone london call police network mobile public friend service happened underground yesterday report didn bomb madrid control people company remote +1575 corbyn labour group shoot policy people support party paris kill leader war security momentum refused attack british clear figure monday +1576 economy economic business event policy spending tourist interest hit cut confidence return london recovery week election longer area focus public +1577 london hampstead hyman jewish working miriam school sister popular father july day sun french canary home likeminded stabbing time art +1578 paris moment manager brad thomas killed music vamps week gig memory hit album teenage chosen london upcoming material cancer charity +1579 people ireland paris garda isi concern threat message darknet security attack game conflict irish group french intelligence travel led officer +1580 fan tribute republic great allahu friendly earlier god akbar attack dublin arabic meaning jihadists phrase paris aviva victim showed respect +1581 terrorists show game football england rooney admitted world hard ceremony tonight fan togetherness wembley fa watched hotel news match night +1582 hodgson match start team england delph game friday france spain senior squad caused tottenham called event lingard friendly vardy significance +1583 economic rate ecb mpc economy policy week bank thursday cut political europe world government market london response unemployment monetary terrorist +1584 people train carriage bus explosion glass smoke blown bomb looked window work body couldn thought bang black screaming tube calm +1585 place germany champion france paris added fixture action football travel weekend travelling fan security club tuesday match brussels manchester league +1586 death fanatic britain terror toll told proud figure missing king cross yesterday glorifies act taxi husband herts needle condones driver +1587 police attack bus london people commissioner week tunnel ian body today train information bomb attacks figure bombing branch terrorist problem +1588 ryan told plane cabin landing hour crash emergency position flight jet die sunworld family captain airport niall outrageous minute horrible +1589 agent terrorist mi5 bomb suspected source long country group vulnerable london command pronged term living terrorists support sleeper state bomber +1590 iraq kennedy war suicide dem terror leader terrorism condition world street fuelled aftermath unstable branded mismanagement night tyranny claiming sparked +1591 attack paris thought news called twitter people french statement world shocked victim tonight clinton hashtag started heinous night leader terrorist +1592 terrorists border british attack training stevens people bomber london card thursday islamic mass passed lord britain foiled country fear terror +1593 london africa week eu summit aid verdict bush olympic generosity economic play climate canada italy japan target talk blair change +1594 islam humanity egypt act senseless cleric muslim attack cowardly killing mufti allam state grand seat highest community distorted learning emphasises +1595 france people petit game friday attack started tear put directed heard football time paris life summer powerful wrong anger work +1596 teacher pupil tension school abuse attack union teachers understanding problem day ethnic nut meeting deal classroom racism saturday division exist +1597 boulahcen woman young life paris told month yesterday islamic flat began female care boumedienne brother foster mother girl sister french +1598 london retail store weekend capital thursday group retailer early time shopper cent suffer closed le tesco selfridges profile wh mail +1599 fa security paris chief club part police safe de friday terrorist conniford england making green attend supporters france met initial +1600 game face week agen paris solomon team home cup emotional reflecting animal front host france terrorist respect ll charged emotionally +1601 police officer raid terrorist house leeds london area morning bus bomber attack today people bomb couple train road operation searching +1602 omagh month son gallagher people difficult real ira bomb warned priority body terror blow deal london identify aftermath supporting car +1603 rubio cruz isi obama republican paris senator refugee attack war radical syrian people immigration president hate paul huckabee america air +1604 yesterday ireland sympathy london security situation intelligence dea victim adam offer defence sinn terrorist fein people time dublin company assessment +1605 muslim britain british islamic le leadership week great racism mosque minority attack work providing majority statement kind tolerated preach imam +1606 france war hollande terrorism putin law president called stop lay military unite speeding standing represent force offences gave threatens achieve +1607 germany match police paris de night concrete explosion planned hannover german people forced safety arrived threat stadium explosive situation attacked +1608 passport refugee europe greece man migrant greek syrian night terrorist october official asylum german police almohammad isis schengen wreak authority +1609 ryan medical hospital war army london wound uch injured ship centre simon incident bombing hero week civil calm resilience attack +1610 bomb panic police bus bomber organisation cross northern fourth direction device time statement properly timing underground long plan present western +1611 french navarre germain band sample paris including music fan minute st member house flute troxy named gig album close arm \ No newline at end of file diff --git a/机器学习/聚类/K-means算法实现/k-means.py b/机器学习/聚类/K-means算法实现/k-means.py new file mode 100644 index 0000000..571154e --- /dev/null +++ b/机器学习/聚类/K-means算法实现/k-means.py @@ -0,0 +1,94 @@ +import os +import sys as sys +from sklearn.cluster import KMeans +from sklearn import feature_extraction +from sklearn.feature_extraction.text import TfidfTransformer +from sklearn.feature_extraction.text import CountVectorizer + +import matplotlib.pyplot as plt +from matplotlib.font_manager import FontProperties +from sklearn.cluster import KMeans +from scipy.spatial.distance import cdist +import numpy as np + +# vectorize the input documents +def tfidf_vector(corpus_path): + corpus_train = [] + # 利用train-corpus提取特征 + target_train = [] + for line in open(corpus_path): + line = line.strip().split('\t') + if len(line) == 2: + words = line[1] + category = line[0] + target_train.append(category) + corpus_train.append(words) + print("build train-corpus done!!") + count_v1 = CountVectorizer(max_df=0.4, min_df=0.01) + counts_train = count_v1.fit_transform(corpus_train) + + word_dict = {} + for index, word in enumerate(count_v1.get_feature_names()): + word_dict[index] = word + + print("the shape of train is ") + print(repr(counts_train.shape)) + tfidftransformer = TfidfTransformer() + tfidf_train = tfidftransformer.fit(counts_train).transform(counts_train) + return tfidf_train, word_dict + + +# topic cluster +def cluster_kmeans(tfidf_train, word_dict, cluster_docs, cluster_keywords, num_clusters): # K均值分类 + f_docs = open(cluster_docs, 'w+') + km = KMeans(n_clusters=num_clusters) + km.fit(tfidf_train) + clusters = km.labels_.tolist() + cluster_dict = {} + order_centroids = km.cluster_centers_.argsort()[:, ::-1] + doc = 1 + for cluster in clusters: + f_docs.write(str(str(doc)) + ',' + str(cluster) + '\n') + doc += 1 + if cluster not in cluster_dict: + cluster_dict[cluster] = 1 + else: + cluster_dict[cluster] += 1 + f_docs.close() + cluster = 1 + + f_clusterwords = open(cluster_keywords, 'w+') + for ind in order_centroids: # 每个聚类选 50 个词 + words = [] + for index in ind[:50]: + words.append(word_dict[index]) + print(cluster), (','.join(words)) + f_clusterwords.write(str(cluster) + '\t' + ','.join(words) + '\n') + cluster += 1 + print('*****' * 5) + f_clusterwords.close() + +# select the best cluster num +def best_kmeans(tfidf_matrix,word_dict): + K = range(1, 10) + meandistortions = [] + for k in K: + print (k),('****'*5) + kmeans = KMeans(n_clusters=k) + kmeans.fit(tfidf_matrix) + meandistortions.append(sum(np.min(cdist(tfidf_matrix.toarray(), kmeans.cluster_centers_, 'euclidean'), axis=1)) / tfidf_matrix.shape[0]) + plt.plot(K, meandistortions, 'bx-') + plt.grid(True) + plt.xlabel('Number of clusters') + plt.ylabel('Average within-cluster sum of squares') + plt.title('Elbow for Kmeans clustering') + plt.show() + + +corpus_train = "corpus_train.txt" +cluster_docs = "cluster_result_document.txt" +cluster_keywords = "cluster_result_keyword.txt" +num_clusters = 7 +tfidf_train,word_dict=tfidf_vector(corpus_train) +best_kmeans(tfidf_train,word_dict) +cluster_kmeans(tfidf_train,word_dict,cluster_docs,cluster_keywords,num_clusters) \ No newline at end of file diff --git a/机器学习/逻辑回归/LogisticRegression.py b/机器学习/逻辑回归/LogisticRegression.py new file mode 100644 index 0000000..a03262d --- /dev/null +++ b/机器学习/逻辑回归/LogisticRegression.py @@ -0,0 +1,61 @@ +import numpy as np +from sklearn.metrics import accuracy_score +class LogisticRegression: + def __init__(self): + """初始化Logistic Regression模型""" + self.coef_ = None + self.intercept_ = None + self._theta = None + def _sigmoid(self, t): + return 1. / (1. + np.exp(-t)) + def fit(self, X_train, y_train, eta=0.01, n_iters=1e4): + """根据训练数据集X_train, y_train, 使用梯度下降法训练Logistic Regression模型""" + assert X_train.shape[0] == y_train.shape[0], \ + "the size of X_train must be equal to the size of y_train" + def J(theta, X_b, y): + y_hat = self._sigmoid(X_b.dot(theta)) + try: + return - np.sum(y*np.log(y_hat) + (1-y)*np.log(1-y_hat)) / len(y) + except: + return float('inf') + def dJ(theta, X_b, y): + return X_b.T.dot(self._sigmoid(X_b.dot(theta)) - y) / len(y) + def gradient_descent(X_b, y, initial_theta, eta, n_iters=1e4, epsilon=1e-8): + theta = initial_theta + cur_iter = 0 + while cur_iter < n_iters: + gradient = dJ(theta, X_b, y) + last_theta = theta + theta = theta - eta * gradient + if (abs(J(theta, X_b, y) - J(last_theta, X_b, y)) < epsilon): + break + cur_iter += 1 + return theta + X_b = np.hstack([np.ones((len(X_train), 1)), X_train]) + initial_theta = np.zeros(X_b.shape[1]) + self._theta = gradient_descent(X_b, y_train, initial_theta, eta, n_iters) + self.intercept_ = self._theta[0] + self.coef_ = self._theta[1:] + return self + def predict_proba(self, X_predict): + """给定待预测数据集X_predict，返回表示X_predict的结果概率向量""" + assert self.intercept_ is not None and self.coef_ is not None, \ + "must fit before predict!" + assert X_predict.shape[1] == len(self.coef_), \ + "the feature number of X_predict must be equal to X_train" + X_b = np.hstack([np.ones((len(X_predict), 1)), X_predict]) + return self._sigmoid(X_b.dot(self._theta)) + def predict(self, X_predict): + """给定待预测数据集X_predict，返回表示X_predict的结果向量""" + assert self.intercept_ is not None and self.coef_ is not None, \ + "must fit before predict!" + assert X_predict.shape[1] == len(self.coef_), \ + "the feature number of X_predict must be equal to X_train" + proba = self.predict_proba(X_predict) + return np.array(proba >= 0.5, dtype='int') + def score(self, X_test, y_test): + """根据测试数据集 X_test 和 y_test 确定当前模型的准确度""" + y_predict = self.predict(X_test) + return accuracy_score(y_test, y_predict) + def __repr__(self): + return "LogisticRegression()" \ No newline at end of file diff --git a/机器学习/逻辑回归/readme b/机器学习/逻辑回归/readme new file mode 100644 index 0000000..cc74b98 --- /dev/null +++ b/机器学习/逻辑回归/readme @@ -0,0 +1,2 @@ +最简单例子 +https://blog.csdn.net/weixin_39445556/article/details/83930186 \ No newline at end of file diff --git a/机器学习/逻辑回归/sigmoid曲线.py b/机器学习/逻辑回归/sigmoid曲线.py new file mode 100644 index 0000000..e50a7b0 --- /dev/null +++ b/机器学习/逻辑回归/sigmoid曲线.py @@ -0,0 +1,7 @@ +import numpy as np +import matplotlib.pyplot as plt +def sigmoid(t): + return 1. / (1. + np.exp(-t)) +x = np.linspace(-10, 10, 500) +plt.plot(x, sigmoid(x)) +plt.show() \ No newline at end of file diff --git a/机器学习/逻辑回归/入门例子/data.txt b/机器学习/逻辑回归/入门例子/data.txt new file mode 100644 index 0000000..3a5f952 --- /dev/null +++ b/机器学习/逻辑回归/入门例子/data.txt @@ -0,0 +1,100 @@ +34.62365962451697,78.0246928153624,0 +30.28671076822607,43.89499752400101,0 +35.84740876993872,72.90219802708364,0 +60.18259938620976,86.30855209546826,1 +79.0327360507101,75.3443764369103,1 +45.08327747668339,56.3163717815305,0 +61.10666453684766,96.51142588489624,1 +75.02474556738889,46.55401354116538,1 +76.09878670226257,87.42056971926803,1 +84.43281996120035,43.53339331072109,1 +95.86155507093572,38.22527805795094,0 +75.01365838958247,30.60326323428011,0 +82.30705337399482,76.48196330235604,1 +69.36458875970939,97.71869196188608,1 +39.53833914367223,76.03681085115882,0 +53.9710521485623,89.20735013750205,1 +69.07014406283025,52.74046973016765,1 +67.94685547711617,46.67857410673128,0 +70.66150955499435,92.92713789364831,1 +76.97878372747498,47.57596364975532,1 +67.37202754570876,42.83843832029179,0 +89.67677575072079,65.79936592745237,1 +50.534788289883,48.85581152764205,0 +34.21206097786789,44.20952859866288,0 +77.9240914545704,68.9723599933059,1 +62.27101367004632,69.95445795447587,1 +80.1901807509566,44.82162893218353,1 +93.114388797442,38.80067033713209,0 +61.83020602312595,50.25610789244621,0 +38.78580379679423,64.99568095539578,0 +61.379289447425,72.80788731317097,1 +85.40451939411645,57.05198397627122,1 +52.10797973193984,63.12762376881715,0 +52.04540476831827,69.43286012045222,1 +40.23689373545111,71.16774802184875,0 +54.63510555424817,52.21388588061123,0 +33.91550010906887,98.86943574220611,0 +64.17698887494485,80.90806058670817,1 +74.78925295941542,41.57341522824434,0 +34.1836400264419,75.2377203360134,0 +83.90239366249155,56.30804621605327,1 +51.54772026906181,46.85629026349976,0 +94.44336776917852,65.56892160559052,1 +82.36875375713919,40.61825515970618,0 +51.04775177128865,45.82270145776001,0 +62.22267576120188,52.06099194836679,0 +77.19303492601364,70.45820000180959,1 +97.77159928000232,86.7278223300282,1 +62.07306379667647,96.76882412413983,1 +91.56497449807442,88.69629254546599,1 +79.94481794066932,74.16311935043758,1 +99.2725269292572,60.99903099844988,1 +90.54671411399852,43.39060180650027,1 +34.52451385320009,60.39634245837173,0 +50.2864961189907,49.80453881323059,0 +49.58667721632031,59.80895099453265,0 +97.64563396007767,68.86157272420604,1 +32.57720016809309,95.59854761387875,0 +74.24869136721598,69.82457122657193,1 +71.79646205863379,78.45356224515052,1 +75.3956114656803,85.75993667331619,1 +35.28611281526193,47.02051394723416,0 +56.25381749711624,39.26147251058019,0 +30.05882244669796,49.59297386723685,0 +44.66826172480893,66.45008614558913,0 +66.56089447242954,41.09209807936973,0 +40.45755098375164,97.53518548909936,1 +49.07256321908844,51.88321182073966,0 +80.27957401466998,92.11606081344084,1 +66.74671856944039,60.99139402740988,1 +32.72283304060323,43.30717306430063,0 +64.0393204150601,78.03168802018232,1 +72.34649422579923,96.22759296761404,1 +60.45788573918959,73.09499809758037,1 +58.84095621726802,75.85844831279042,1 +99.82785779692128,72.36925193383885,1 +47.26426910848174,88.47586499559782,1 +50.45815980285988,75.80985952982456,1 +60.45555629271532,42.50840943572217,0 +82.22666157785568,42.71987853716458,0 +88.9138964166533,69.80378889835472,1 +94.83450672430196,45.69430680250754,1 +67.31925746917527,66.58935317747915,1 +57.23870631569862,59.51428198012956,1 +80.36675600171273,90.96014789746954,1 +68.46852178591112,85.59430710452014,1 +42.0754545384731,78.84478600148043,0 +75.47770200533905,90.42453899753964,1 +78.63542434898018,96.64742716885644,1 +52.34800398794107,60.76950525602592,0 +94.09433112516793,77.15910509073893,1 +90.44855097096364,87.50879176484702,1 +55.48216114069585,35.57070347228866,0 +74.49269241843041,84.84513684930135,1 +89.84580670720979,45.35828361091658,1 +83.48916274498238,48.38028579728175,1 +42.2617008099817,87.10385094025457,1 +99.31500880510394,68.77540947206617,1 +55.34001756003703,64.9319380069486,1 +74.77589300092767,89.52981289513276,1 diff --git a/机器学习/逻辑回归/入门例子/readme b/机器学习/逻辑回归/入门例子/readme new file mode 100644 index 0000000..df8ae14 --- /dev/null +++ b/机器学习/逻辑回归/入门例子/readme @@ -0,0 +1 @@ +https://blog.csdn.net/weixin_40807247/article/details/82797452 \ No newline at end of file diff --git a/机器学习/逻辑回归/入门例子/入门例子.py b/机器学习/逻辑回归/入门例子/入门例子.py new file mode 100644 index 0000000..c209087 --- /dev/null +++ b/机器学习/逻辑回归/入门例子/入门例子.py @@ -0,0 +1,206 @@ + +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import os +# 相对路径 +# # 在 Windows 上，文件的路径分割符号是 '\' ， +# 在 Linux 上 是 ‘/’为了让你的代码在不同的平台上都能运行，那么你写路径的时候是写 ‘/’ 还是写 '\' 呢？ +# 为了让你的代码在不同的平台上都能运行，那么你写路径的时候是写 ‘/’ 还是写 '\' 呢？ +# 使用 os.sep 的话，你就不用去考虑这个了，os.sep 根据你所处的平台，自动地采用相应的分割符号 +path = 'data.txt' +pdData = pd.read_csv(path, header=None, names=['Exam 1', 'Exam 2', 'Admitted']) +pdData.head() +# 可以看到学生有两门成绩，学校是通过两门成绩来决定是否录取。 +# 之后我们可以利用python的绘图包通过散点图的绘制来将数据更直接的表现出来。 +# 画出正例 负例的散点图 +positive = pdData[pdData['Admitted'] == 1] +negative = pdData[pdData['Admitted'] == 0] +# 画图区域的长和宽 +# fig代表绘图窗口（Figure），ax代表这个绘图窗口上的坐标系（axes）。后面的ax.xxx则是表示对ax坐标系进行xxx操作 +# 调用subplots函数 +# 指定图像分辨率、大小和长宽比例 +# 创建一个800*600像素、100dpi(每英寸100点)分辨率的图形 +# 返回一个画布对象和一个轴数组 +# fig,axe=plt.subplots(figsize=(8,6),dpi=100) +fig, ax = plt.subplots(figsize=(10, 5)) +# 画散点图 +ax.scatter(positive['Exam 1'], positive['Exam 2'], s=30, c='b', marker='o', label='Admitted') +ax.scatter(negative['Exam 1'], negative['Exam 2'], s=30, c='r', marker='x', label='Not Admitted') +ax.legend() +# 设置X轴标记为Exam 1 Score +ax.set_xlabel('Exam 1 Score') +# 设置Y轴标记为Exam 1 Score +ax.set_ylabel('Exam 2 Score') +# 设置图标题 +# axe.set_title("y=x**2") +# 显示绘制的图片 +# plt.show() + + +# 画图区域的长和宽 +# fig代表绘图窗口（Figure），ax代表这个绘图窗口上的坐标系（axes）。后面的ax.xxx则是表示对ax坐标系进行xxx操作 +# 调用subplots函数 +# 指定图像分辨率、大小和长宽比例 +# 创建一个800*600像素、100dpi(每英寸100点)分辨率的图形 +# 返回一个画布对象和一个轴数组 +# fig,axe=plt.subplots(figsize=(8,6),dpi=100) +fig, ax = plt.subplots(figsize=(10, 5)) + + +## The logistic regression +def sigmoid(z): + return 1 / (1 + np.exp(-z))#注意e的指数次形式的写法 +#creates a vector containing 20 equally spaced values from -10 to 10 +nums = np.arange(-10,10,step=1) +fig, ax = plt.subplots(figsize=(12,4)) +# ax.plot(x,y,'go--') +# 上面的例子中：g表示颜色，o表示标记，--表示线型，标记类型和线型必须放在颜色后面 +ax.plot(nums,sigmoid(nums), 'r') + +# 预测函数模型 +def model(X, theta): + return sigmoid(np.dot(X,theta.T)) +# in a try / except structure so as not to return an error if the block si executed several times +# 给输入特征变量添加一列全1 +pdData.insert(0, 'Ones', 1) +# pdData.head() +# 打印出来是原始表格里的数据 +# print(pdData) +# 将数据的Pandas表示转换为可用于进一步计算的数组 +# set X (training data) and y (target variable) +# 表格转换为矩阵 +orig_data = pdData.values +# 打印出来是矩阵形式 +pdData.head() + +# 样本维度 +cols = orig_data.shape[1] +X = orig_data[:,0:cols-1] +Y = orig_data[:,cols-1:cols] +# 给参数占位 +theta = np.zeros([1, 3]) + +# 平均损失 损失函数 +def cost(X, Y, theta): + left = np.multiply(-Y, np.log(model(X, theta))) + right = np.multiply(1 - Y, np.log(1 - model(X, theta))) + return np.sum(left - right) / (len(X)) + + +# 计算梯度 +def gradient(X, Y, theta): + # 进行一个占位 初始化grad + # 一维矩阵b, b.shape 为矩阵的长度 + grad = np.zeros(theta.shape) + # 把H(0) - y + error = (model(X, theta) - Y).ravel() + for j in range(len(theta.ravel())): + term = np.multiply(error, X[:, j]) + grad[0, j] = np.sum(term) / len(X) + return grad + +# Gradient descent +# 比较3中不同梯度下降方法 +STOP_ITER = 0 # +STOP_COST = 1 # 根据损失函数 +STOP_GRAD = 2 # 根据梯度 +def stopCriterion(type, value, threshold): + # 设定三种不同的停止策略 + if type == STOP_ITER: + return value > threshold + # 最近两次损失值差别不大 + elif type == STOP_COST: + return abs(value[-1] - value[-2]) < threshold + elif type == STOP_GRAD: + return np.linalg.norm(value) < threshold + +import numpy.random +# 数据要进行洗牌 +def shuffleData(data): + np.random.shuffle(data) + cols = data.shape[1] + X = data[:, 0:cols - 1] + y = data[:, cols-1:] + return X, y + + +import time + + +def descent(data, theta, batchSize, stopType, thresh, alpha): + # 梯度下降求解 + init_time = time.time() + # 迭代次数 + i = 0 + # batch + k = 0 + X, y = shuffleData(data) + # 计算梯度 + grad = np.zeros(theta.shape) + # 损失值 + costs = [cost(X, y, theta)] + + while True: + grad = gradient(X[k: k + batchSize], y[k: k + batchSize], theta) + # 取batch数量个数据 + k += batchSize + # 大于总数据 + if k >= n: + k = 0 + # 重新洗牌 + X, y = shuffleData(data) + # 参数更新 + theta = theta - alpha * grad + # 计算新的损失 + costs.append(cost(X, y, theta)) + i += 1 + + if stopType == STOP_ITER: + value = i + elif stopType == STOP_COST: + value = costs + elif stopType == STOP_GRAD: + value = grad + if stopCriterion(stopType, value, thresh): break + return theta, i - 1, costs, grad, time.time() - init_time + +def runExpe(data, theta, batchSize, stopType, thresh, alpha): +# 总数据 + n = 100 + #import pdb; pdb.set_trace(); + theta, iter, costs, grad, dur = descent(data, theta, batchSize, stopType, thresh, alpha) + name = "Original" if (data[:,1]>2).sum() > 1 else "Scaled" + name += " data - learning rate: {} - ".format(alpha) + if batchSize == n: strDescType = "Gradient" + elif batchSize==1: strDescType = "Stochastic" + else: strDescType = "Mini-batch ({})".format(batchSize) + name += strDescType + " descent - Stop: " + if stopType == STOP_ITER: strStop = "{} iterations".format(thresh) + elif stopType == STOP_COST: strStop = "costs change < {}".format(thresh) + else: strStop = "gradient norm < {}".format(thresh) + name += strStop + print ("***{}\nTheta: {} - Iter: {} - Last cost: {:03.2f} - Duration: {:03.2f}s".format( + name, theta, iter, costs[-1], dur)) + fig, ax = plt.subplots(figsize=(12,4)) + ax.plot(np.arange(len(costs)), costs, 'r') + ax.set_xlabel('Iterations') + ax.set_ylabel('Cost') + ax.set_title(name.upper() + ' - Error vs. Iteration') + return theta + +# 不同的停止策略 +# 设定迭代次数 +#选择的梯度下降方法是基于所有样本的 +n=100 # 数据总共100行 +runExpe(orig_data, theta, n, STOP_ITER, thresh=5000, alpha=0.000001) +# 根据损失值停止 按照损失函数的精度 +# 设定阈值 1E-6, 差不多需要110 000次迭代 +runExpe(orig_data, theta, n, STOP_COST, thresh=0.000001, alpha=0.001) +# 根据梯度变化停止 +# 设定阈值 0.05,差不多需要40 000次迭代 +runExpe(orig_data, theta, n, STOP_GRAD, thresh=0.05, alpha=0.001) +# 有点爆炸。。。很不稳定,再来试试把学习率调小一些 +# 速度快，但稳定性差，需要很小的学习率 +runExpe(orig_data, theta, 1, STOP_ITER, thresh=15000, alpha=0.000002) +plt.show() diff --git a/机器学习/逻辑回归/大小数据例子 投篮训练/data b/机器学习/逻辑回归/大小数据例子 投篮训练/data new file mode 100644 index 0000000..00e805f --- /dev/null +++ b/机器学习/逻辑回归/大小数据例子 投篮训练/data @@ -0,0 +1,6 @@ +成绩1 成绩2 是否录取 +34.623660 78.024693 0 +30.286711 43.894998 0 +35.847409 72.902198 0 +60.182599 86.308552 1 +79.032736 75.344376 1 \ No newline at end of file diff --git a/机器学习/逻辑回归/大小数据例子 投篮训练/readme b/机器学习/逻辑回归/大小数据例子 投篮训练/readme new file mode 100644 index 0000000..c3b0e3c --- /dev/null +++ b/机器学习/逻辑回归/大小数据例子 投篮训练/readme @@ -0,0 +1,5 @@ +https://www.cnblogs.com/Kris777/p/11731758.html + +数据:考试成绩,每组两门课,如果被录取则标记为1,未录取则为0. +目的:根据已有数据评估新数据是否会被录取. +思想:在已有数据上进行逻辑回归训练,获得理想的\theta值. \ No newline at end of file diff --git a/机器学习/逻辑回归/大小数据例子 投篮训练/最简单例子.py b/机器学习/逻辑回归/大小数据例子 投篮训练/最简单例子.py new file mode 100644 index 0000000..38297c3 --- /dev/null +++ b/机器学习/逻辑回归/大小数据例子 投篮训练/最简单例子.py @@ -0,0 +1,41 @@ +import numpy as np +from sklearn.metrics import accuracy_score +# step 1 构造sigmoid函数(根据(0)式) +def sigmoid(z): + return 1 / (1 + np.exp(-z)) +# step 2 构造预测函数(根据(1)式) +def model(X, theta): + return sigmoid(np.dot(X, theta.T)) +# step 3 构造损失函数(根据(1)式) +def cost(X, y, theta): + left = np.multiply(-y, np.log(model(X, theta))) + #print(left.shape) + right = np.multiply(1 - y, np.log(1 - model(X, theta))) + #print(right.shape) + return np.sum(left - right) / (len(X)) +# step 4 求出\theta的梯度方向(根据(13)式) +def gradient(X, y, theta): + grad = np.zeros(theta.shape) + error = (model(X, theta) - y).ravel() + for j in range(len(theta.ravel())): + term = np.multiply(error, X[:, j]) + grad[0, j] = np.sum(term) / len(X) + return grad +# step 5 运用梯度下降方法求得最优解(根据(14式)) +def descent(data, theta,y,thresh,alpha): + #梯度下降求解 + i = 0 # 迭代次数 + costs = [cost(data, y, theta)] # 损失值 + while True: + grad = gradient(data, y, theta) + theta = theta - alpha*grad # 参数更新 + costs.append(cost(data, y, theta)) # 计算新的损失 + i += 1 + if i>thresh: break + return theta, i-1, costs, grad +# step6 代入数据,进行运算 +data=np.array([[1,34.623660,78.024693],[1,30.286711,43.894998],[1,35.847409,72.902198], +[1,60.182599,86.308552],[1,79.032736,75.344376]]) +y=np.array([0,0,0,1,1]).reshape(-1,1) +theta=np.array([[0.5,0.5,0]]) +theta, iter, costs, grad= descent(data, theta,y, 100, 0.00001) diff --git a/机器学习/逻辑回归/完整例子/ex2data1.txt b/机器学习/逻辑回归/完整例子/ex2data1.txt new file mode 100644 index 0000000..d7e2995 --- /dev/null +++ b/机器学习/逻辑回归/完整例子/ex2data1.txt @@ -0,0 +1,100 @@ +34.62365962451697,78.0246928153624,0 +30.28671076822607,43.89499752400101,0 +35.84740876993872,72.90219802708364,0 +60.18259938620976,86.30855209546826,1 +79.0327360507101,75.3443764369103,1 +45.08327747668339,56.3163717815305,0 +61.10666453684766,96.51142588489624,1 +75.02474556738889,46.55401354116538,1 +76.09878670226257,87.42056971926803,1 +84.43281996120035,43.53339331072109,1 +95.86155507093572,38.22527805795094,0 +75.01365838958247,30.60326323428011,0 +82.30705337399482,76.48196330235604,1 +69.36458875970939,97.71869196188608,1 +39.53833914367223,76.03681085115882,0 +53.9710521485623,89.20735013750205,1 +69.07014406283025,52.74046973016765,1 +67.94685547711617,46.67857410673128,0 +70.66150955499435,92.92713789364831,1 +76.97878372747498,47.57596364975532,1 +67.37202754570876,42.83843832029179,0 +89.67677575072079,65.79936592745237,1 +50.534788289883,48.85581152764205,0 +34.21206097786789,44.20952859866288,0 +77.9240914545704,68.9723599933059,1 +62.27101367004632,69.95445795447587,1 +80.1901807509566,44.82162893218353,1 +93.114388797442,38.80067033713209,0 +61.83020602312595,50.25610789244621,0 +38.78580379679423,64.99568095539578,0 +61.379289447425,72.80788731317097,1 +85.40451939411645,57.05198397627122,1 +52.10797973193984,63.12762376881715,0 +52.04540476831827,69.43286012045222,1 +40.23689373545111,71.16774802184875,0 +54.63510555424817,52.21388588061123,0 +33.91550010906887,98.86943574220611,0 +64.17698887494485,80.90806058670817,1 +74.78925295941542,41.57341522824434,0 +34.1836400264419,75.2377203360134,0 +83.90239366249155,56.30804621605327,1 +51.54772026906181,46.85629026349976,0 +94.44336776917852,65.56892160559052,1 +82.36875375713919,40.61825515970618,0 +51.04775177128865,45.82270145776001,0 +62.22267576120188,52.06099194836679,0 +77.19303492601364,70.45820000180959,1 +97.77159928000232,86.7278223300282,1 +62.07306379667647,96.76882412413983,1 +91.56497449807442,88.69629254546599,1 +79.94481794066932,74.16311935043758,1 +99.2725269292572,60.99903099844988,1 +90.54671411399852,43.39060180650027,1 +34.52451385320009,60.39634245837173,0 +50.2864961189907,49.80453881323059,0 +49.58667721632031,59.80895099453265,0 +97.64563396007767,68.86157272420604,1 +32.57720016809309,95.59854761387875,0 +74.24869136721598,69.82457122657193,1 +71.79646205863379,78.45356224515052,1 +75.3956114656803,85.75993667331619,1 +35.28611281526193,47.02051394723416,0 +56.25381749711624,39.26147251058019,0 +30.05882244669796,49.59297386723685,0 +44.66826172480893,66.45008614558913,0 +66.56089447242954,41.09209807936973,0 +40.45755098375164,97.53518548909936,1 +49.07256321908844,51.88321182073966,0 +80.27957401466998,92.11606081344084,1 +66.74671856944039,60.99139402740988,1 +32.72283304060323,43.30717306430063,0 +64.0393204150601,78.03168802018232,1 +72.34649422579923,96.22759296761404,1 +60.45788573918959,73.09499809758037,1 +58.84095621726802,75.85844831279042,1 +99.82785779692128,72.36925193383885,1 +47.26426910848174,88.47586499559782,1 +50.45815980285988,75.80985952982456,1 +60.45555629271532,42.50840943572217,0 +82.22666157785568,42.71987853716458,0 +88.9138964166533,69.80378889835472,1 +94.83450672430196,45.69430680250754,1 +67.31925746917527,66.58935317747915,1 +57.23870631569862,59.51428198012956,1 +80.36675600171273,90.96014789746954,1 +68.46852178591112,85.59430710452014,1 +42.0754545384731,78.84478600148043,0 +75.47770200533905,90.42453899753964,1 +78.63542434898018,96.64742716885644,1 +52.34800398794107,60.76950525602592,0 +94.09433112516793,77.15910509073893,1 +90.44855097096364,87.50879176484702,1 +55.48216114069585,35.57070347228866,0 +74.49269241843041,84.84513684930135,1 +89.84580670720979,45.35828361091658,1 +83.48916274498238,48.38028579728175,1 +42.2617008099817,87.10385094025457,1 +99.31500880510394,68.77540947206617,1 +55.34001756003703,64.9319380069486,1 +74.77589300092767,89.52981289513276,1 \ No newline at end of file diff --git a/机器学习/逻辑回归/完整例子/ex2data2.txt b/机器学习/逻辑回归/完整例子/ex2data2.txt new file mode 100644 index 0000000..637f7a6 --- /dev/null +++ b/机器学习/逻辑回归/完整例子/ex2data2.txt @@ -0,0 +1,118 @@ +0.051267,0.69956,1 +-0.092742,0.68494,1 +-0.21371,0.69225,1 +-0.375,0.50219,1 +-0.51325,0.46564,1 +-0.52477,0.2098,1 +-0.39804,0.034357,1 +-0.30588,-0.19225,1 +0.016705,-0.40424,1 +0.13191,-0.51389,1 +0.38537,-0.56506,1 +0.52938,-0.5212,1 +0.63882,-0.24342,1 +0.73675,-0.18494,1 +0.54666,0.48757,1 +0.322,0.5826,1 +0.16647,0.53874,1 +-0.046659,0.81652,1 +-0.17339,0.69956,1 +-0.47869,0.63377,1 +-0.60541,0.59722,1 +-0.62846,0.33406,1 +-0.59389,0.005117,1 +-0.42108,-0.27266,1 +-0.11578,-0.39693,1 +0.20104,-0.60161,1 +0.46601,-0.53582,1 +0.67339,-0.53582,1 +-0.13882,0.54605,1 +-0.29435,0.77997,1 +-0.26555,0.96272,1 +-0.16187,0.8019,1 +-0.17339,0.64839,1 +-0.28283,0.47295,1 +-0.36348,0.31213,1 +-0.30012,0.027047,1 +-0.23675,-0.21418,1 +-0.06394,-0.18494,1 +0.062788,-0.16301,1 +0.22984,-0.41155,1 +0.2932,-0.2288,1 +0.48329,-0.18494,1 +0.64459,-0.14108,1 +0.46025,0.012427,1 +0.6273,0.15863,1 +0.57546,0.26827,1 +0.72523,0.44371,1 +0.22408,0.52412,1 +0.44297,0.67032,1 +0.322,0.69225,1 +0.13767,0.57529,1 +-0.0063364,0.39985,1 +-0.092742,0.55336,1 +-0.20795,0.35599,1 +-0.20795,0.17325,1 +-0.43836,0.21711,1 +-0.21947,-0.016813,1 +-0.13882,-0.27266,1 +0.18376,0.93348,0 +0.22408,0.77997,0 +0.29896,0.61915,0 +0.50634,0.75804,0 +0.61578,0.7288,0 +0.60426,0.59722,0 +0.76555,0.50219,0 +0.92684,0.3633,0 +0.82316,0.27558,0 +0.96141,0.085526,0 +0.93836,0.012427,0 +0.86348,-0.082602,0 +0.89804,-0.20687,0 +0.85196,-0.36769,0 +0.82892,-0.5212,0 +0.79435,-0.55775,0 +0.59274,-0.7405,0 +0.51786,-0.5943,0 +0.46601,-0.41886,0 +0.35081,-0.57968,0 +0.28744,-0.76974,0 +0.085829,-0.75512,0 +0.14919,-0.57968,0 +-0.13306,-0.4481,0 +-0.40956,-0.41155,0 +-0.39228,-0.25804,0 +-0.74366,-0.25804,0 +-0.69758,0.041667,0 +-0.75518,0.2902,0 +-0.69758,0.68494,0 +-0.4038,0.70687,0 +-0.38076,0.91886,0 +-0.50749,0.90424,0 +-0.54781,0.70687,0 +0.10311,0.77997,0 +0.057028,0.91886,0 +-0.10426,0.99196,0 +-0.081221,1.1089,0 +0.28744,1.087,0 +0.39689,0.82383,0 +0.63882,0.88962,0 +0.82316,0.66301,0 +0.67339,0.64108,0 +1.0709,0.10015,0 +-0.046659,-0.57968,0 +-0.23675,-0.63816,0 +-0.15035,-0.36769,0 +-0.49021,-0.3019,0 +-0.46717,-0.13377,0 +-0.28859,-0.060673,0 +-0.61118,-0.067982,0 +-0.66302,-0.21418,0 +-0.59965,-0.41886,0 +-0.72638,-0.082602,0 +-0.83007,0.31213,0 +-0.72062,0.53874,0 +-0.59389,0.49488,0 +-0.48445,0.99927,0 +-0.0063364,0.99927,0 +0.63265,-0.030612,0 \ No newline at end of file diff --git a/机器学习/逻辑回归/完整例子/逻辑回归.py b/机器学习/逻辑回归/完整例子/逻辑回归.py new file mode 100644 index 0000000..f200d82 --- /dev/null +++ b/机器学习/逻辑回归/完整例子/逻辑回归.py @@ -0,0 +1,59 @@ +# https://github.com/fengdu78/Coursera-ML-AndrewNg-Notes/blob/master/code/ex2-logistic%20regression/1.%20logistic_regression_v1.ipynb + +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns +plt.style.use('fivethirtyeight') +import matplotlib.pyplot as plt +# import tensorflow as tf +from sklearn.metrics import classification_report#这个包是评价报告 +data = pd.read_csv('ex2data1.txt', names=['exam1', 'exam2', 'admitted']) +data.head()#看前五行 +data.describe() +sns.set(context="notebook", style="darkgrid", palette=sns.color_palette("RdBu", 2)) +sns.lmplot('exam1', 'exam2', hue='admitted', data=data, + size=6, + fit_reg=False, + scatter_kws={"s": 50} ) +plt.show()#看下数据的样子 +def get_X(df):#读取特征 +# """ +# use concat to add intersect feature to avoid side effect +# not efficient for big dataset though +# """ + ones = pd.DataFrame({'ones': np.ones(len(df))})#ones是m行1列的dataframe + data = pd.concat([ones, df], axis=1) # 合并数据，根据列合并 + return data.iloc[:, :-1].values # 这个操作返回 ndarray,不是矩阵 +def get_y(df):#读取标签 +# '''assume the last column is the target''' + return np.array(df.iloc[:, -1])#df.iloc[:, -1]是指df的最后一列 +def normalize_feature(df): +# """Applies function along input axis(default 0) of DataFrame.""" + return df.apply(lambda column: (column - column.mean()) / column.std())#特征缩放 +X = get_X(data) +print(X.shape) +y = get_y(data) +print(y.shape) +def sigmoid(z): + return 1 / (1 + np.exp(-z)) +theta = theta=np.zeros(3) # X(m*n) so theta is n*1 +# 代价函数 +def cost(theta, X, y): + ''' cost fn is -l(theta) for you to minimize''' + return np.mean(-y * np.log(sigmoid(X @ theta)) - (1 - y) * np.log(1 - sigmoid(X @ theta))) +# 梯度下降 +def gradient(theta, X, y): +# '''just 1 batch gradient''' + return (1 / len(X)) * X.T @ (sigmoid(X @ theta) - y) +gradient(theta, X, y) +# 拟合参数 +import scipy.optimize as opt +res = opt.minimize(fun=cost, x0=theta, args=(X, y), method='Newton-CG', jac=gradient) +print(res) +def predict(x, theta): + prob = sigmoid(x @ theta) + return (prob >= 0.5).astype(int) +final_theta = res.x +y_pred = predict(X, final_theta) +print(classification_report(y, y_pred)) diff --git a/机器学习/逻辑回归/成熟例子 银行存款/bank-additional.csv b/机器学习/逻辑回归/成熟例子 银行存款/bank-additional.csv new file mode 100644 index 0000000..28505d5 --- /dev/null +++ b/机器学习/逻辑回归/成熟例子 银行存款/bank-additional.csv @@ -0,0 +1,4120 @@ +"age";"job";"marital";"education";"default";"housing";"loan";"contact";"month";"day_of_week";"duration";"campaign";"pdays";"previous";"poutcome";"emp.var.rate";"cons.price.idx";"cons.conf.idx";"euribor3m";"nr.employed";"y" +30;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"fri";487;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +39;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"fri";346;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +25;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"wed";227;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +38;"services";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"fri";17;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +47;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";58;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +32;"services";"single";"university.degree";"no";"no";"no";"cellular";"sep";"thu";128;3;999;2;"failure";-1.1;94.199;-37.5;0.884;4963.6;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"mon";290;4;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +41;"entrepreneur";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"mon";44;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"services";"divorced";"professional.course";"no";"no";"no";"cellular";"nov";"tue";68;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +35;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"thu";170;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +25;"services";"single";"basic.6y";"unknown";"yes";"no";"cellular";"jul";"thu";301;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +36;"self-employed";"single";"basic.4y";"no";"no";"no";"cellular";"jul";"thu";148;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +36;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";97;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +47;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"jun";"thu";211;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +29;"admin.";"single";"high.school";"no";"no";"no";"cellular";"may";"fri";553;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +27;"services";"single";"university.degree";"no";"no";"no";"cellular";"jul";"wed";698;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +44;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"jul";"wed";191;6;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +46;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"jul";"mon";59;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"entrepreneur";"married";"university.degree";"unknown";"yes";"yes";"cellular";"aug";"mon";38;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +50;"blue-collar";"married";"basic.4y";"no";"no";"yes";"cellular";"jul";"tue";849;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"yes" +55;"services";"married";"basic.6y";"unknown";"yes";"no";"cellular";"jul";"tue";326;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"technician";"divorced";"high.school";"no";"no";"no";"cellular";"mar";"mon";222;1;12;2;"success";-1.8;93.369;-34.8;0.639;5008.7;"yes" +29;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";626;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +40;"management";"married";"high.school";"no";"no";"yes";"cellular";"aug";"wed";119;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +44;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"fri";388;7;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +38;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";479;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +36;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"may";"wed";446;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +28;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"may";"mon";68;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +47;"admin.";"single";"unknown";"unknown";"no";"no";"telephone";"may";"thu";127;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";109;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +38;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"mar";"tue";113;1;999;1;"failure";-1.8;92.843;-50;1.687;5099.1;"no" +33;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";393;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +51;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jun";"fri";151;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +30;"blue-collar";"single";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"tue";256;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +48;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";42;7;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +28;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"jun";"wed";525;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +36;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"wed";57;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +46;"management";"divorced";"high.school";"no";"no";"no";"cellular";"nov";"wed";499;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +31;"technician";"single";"unknown";"no";"yes";"no";"cellular";"may";"wed";84;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +20;"student";"single";"unknown";"no";"no";"no";"cellular";"oct";"mon";137;3;999;3;"failure";-1.1;94.601;-49.5;0.977;4963.6;"no" +35;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"tue";31;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +38;"blue-collar";"married";"basic.9y";"unknown";"unknown";"unknown";"telephone";"jun";"fri";430;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +76;"retired";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";126;1;999;1;"failure";-1.7;94.027;-38.3;0.899;4991.6;"no" +45;"entrepreneur";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";211;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"housemaid";"married";"basic.4y";"no";"yes";"yes";"cellular";"may";"fri";340;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +39;"management";"single";"university.degree";"unknown";"no";"no";"cellular";"may";"thu";412;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +32;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"nov";"thu";132;1;999;0;"nonexistent";-0.1;93.2;-42;4.592;5195.8;"no" +29;"admin.";"single";"basic.9y";"no";"no";"no";"cellular";"may";"mon";79;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +44;"services";"married";"professional.course";"no";"no";"no";"cellular";"aug";"mon";341;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +32;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"fri";157;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +56;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";252;1;999;2;"failure";-2.9;92.963;-40.8;1.26;5076.2;"no" +33;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";263;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +39;"management";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";215;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +24;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"sep";"tue";89;2;3;1;"success";-3.4;92.379;-29.8;0.77;5017.5;"yes" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";143;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +58;"entrepreneur";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"thu";40;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";10;27;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";113;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +27;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";191;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +60;"admin.";"divorced";"professional.course";"no";"yes";"no";"cellular";"sep";"wed";481;1;999;1;"failure";-1.1;94.199;-37.5;0.886;4963.6;"yes" +55;"entrepreneur";"married";"professional.course";"no";"yes";"yes";"cellular";"oct";"mon";233;1;999;2;"failure";-3.4;92.431;-26.9;0.739;5017.5;"no" +37;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"wed";204;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +52;"admin.";"married";"unknown";"no";"yes";"no";"telephone";"apr";"wed";403;1;6;1;"success";-1.8;93.749;-34.6;0.654;5008.7;"yes" +46;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"mon";180;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"blue-collar";"divorced";"basic.6y";"no";"yes";"no";"cellular";"may";"wed";16;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";447;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +49;"technician";"divorced";"unknown";"no";"yes";"yes";"cellular";"oct";"thu";81;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.754;5017.5;"no" +29;"services";"divorced";"high.school";"no";"no";"yes";"telephone";"jun";"mon";361;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"mon";1091;2;5;1;"success";-0.1;93.2;-42;4.191;5195.8;"yes" +37;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"may";"fri";395;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +39;"technician";"single";"professional.course";"unknown";"no";"no";"telephone";"jun";"mon";432;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"yes" +51;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jul";"mon";596;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +28;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"tue";59;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +34;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";77;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +31;"technician";"single";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";768;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"yes" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";96;5;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";357;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +38;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"may";"thu";459;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +33;"unemployed";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";11;6;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +32;"technician";"single";"university.degree";"no";"no";"no";"cellular";"aug";"tue";264;12;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +54;"technician";"married";"professional.course";"unknown";"yes";"no";"cellular";"apr";"mon";698;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +41;"admin.";"divorced";"high.school";"no";"yes";"no";"telephone";"jun";"tue";204;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +59;"services";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"thu";93;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +57;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";374;1;2;1;"success";-1.8;93.075;-47.1;1.365;5099.1;"no" +38;"entrepreneur";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";252;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +46;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";158;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"unemployed";"single";"university.degree";"no";"yes";"yes";"cellular";"nov";"tue";95;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +47;"services";"single";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"thu";835;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"yes" +45;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";505;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"yes" +36;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jul";"wed";16;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +40;"unemployed";"single";"high.school";"no";"yes";"no";"cellular";"jul";"mon";300;5;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +38;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"tue";180;2;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +44;"blue-collar";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"tue";390;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +25;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";274;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"blue-collar";"single";"basic.6y";"no";"yes";"no";"telephone";"jul";"tue";135;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +43;"management";"married";"professional.course";"no";"no";"no";"cellular";"nov";"tue";257;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +58;"retired";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"mon";268;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +31;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";157;6;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"management";"married";"university.degree";"no";"no";"no";"cellular";"jul";"tue";477;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +52;"admin.";"married";"unknown";"no";"no";"no";"cellular";"aug";"tue";91;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +37;"management";"married";"university.degree";"unknown";"no";"yes";"cellular";"apr";"fri";76;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +58;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"tue";103;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +37;"services";"married";"high.school";"no";"yes";"yes";"cellular";"may";"thu";436;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +38;"admin.";"single";"unknown";"no";"yes";"no";"cellular";"may";"fri";191;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +33;"services";"single";"basic.9y";"no";"yes";"no";"cellular";"apr";"thu";483;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +45;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"fri";250;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +44;"entrepreneur";"married";"professional.course";"no";"no";"no";"telephone";"may";"mon";259;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +38;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jul";"thu";389;2;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"tue";7;1;999;0;"nonexistent";-1.7;94.055;-39.8;0.702;4991.6;"no" +47;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";123;1;999;0;"nonexistent";-2.9;92.469;-33.6;1.029;5076.2;"no" +59;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";92;1;999;0;"nonexistent";-2.9;92.469;-33.6;1.085;5076.2;"no" +51;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"aug";"thu";297;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +31;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"wed";406;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +56;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"wed";104;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";135;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +41;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";854;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"yes" +41;"management";"divorced";"basic.6y";"no";"yes";"no";"cellular";"nov";"thu";147;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +53;"services";"married";"high.school";"unknown";"no";"no";"telephone";"may";"thu";203;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +35;"blue-collar";"married";"high.school";"no";"no";"yes";"cellular";"jul";"mon";149;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +58;"retired";"married";"basic.9y";"no";"no";"yes";"cellular";"may";"wed";144;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +25;"self-employed";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"wed";394;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +35;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";523;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +28;"services";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";73;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +55;"blue-collar";"married";"professional.course";"no";"yes";"yes";"cellular";"may";"fri";197;3;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +54;"entrepreneur";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"thu";108;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +45;"technician";"divorced";"basic.9y";"unknown";"no";"no";"cellular";"jul";"wed";80;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"thu";114;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +50;"admin.";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"thu";122;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +75;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"apr";"tue";109;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"yes" +33;"self-employed";"divorced";"unknown";"no";"no";"no";"telephone";"may";"wed";1161;4;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +29;"management";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"wed";181;2;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +45;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"thu";239;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +38;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"apr";"mon";360;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.392;5099.1;"yes" +24;"services";"single";"professional.course";"no";"yes";"no";"telephone";"may";"mon";314;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +41;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";984;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +58;"retired";"divorced";"high.school";"no";"yes";"no";"cellular";"jun";"tue";663;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"yes" +34;"admin.";"married";"university.degree";"no";"no";"yes";"telephone";"may";"wed";157;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";141;2;999;0;"nonexistent";-1.1;94.767;-50.8;1.05;4963.6;"no" +37;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"may";"wed";374;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"blue-collar";"divorced";"basic.4y";"no";"no";"no";"telephone";"jun";"wed";706;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"yes" +54;"technician";"divorced";"professional.course";"no";"yes";"yes";"cellular";"jul";"tue";797;14;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"nov";"tue";250;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +42;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";311;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";63;2;3;1;"success";-2.9;92.201;-31.4;0.851;5076.2;"yes" +33;"services";"single";"high.school";"no";"yes";"no";"telephone";"may";"fri";111;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +41;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"mon";148;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"services";"married";"high.school";"no";"no";"yes";"cellular";"nov";"thu";49;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +40;"technician";"married";"basic.9y";"unknown";"no";"yes";"telephone";"may";"thu";171;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +53;"unknown";"married";"basic.9y";"no";"no";"yes";"cellular";"nov";"wed";242;1;999;1;"failure";-3.4;92.649;-30.1;0.716;5017.5;"no" +40;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";257;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +82;"housemaid";"married";"basic.4y";"no";"no";"no";"telephone";"sep";"tue";279;3;3;2;"success";-1.1;94.199;-37.5;0.877;4963.6;"yes" +28;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"mon";113;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +30;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"nov";"wed";246;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +31;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";309;1;6;3;"success";-1.7;94.215;-40.3;0.835;4991.6;"yes" +32;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";168;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +54;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"tue";153;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +31;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";152;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +50;"services";"married";"unknown";"no";"yes";"no";"cellular";"aug";"thu";90;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +47;"technician";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";117;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +31;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"may";"wed";149;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +32;"unemployed";"married";"high.school";"no";"yes";"no";"cellular";"nov";"thu";640;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +46;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"nov";"mon";199;2;999;2;"failure";-1.1;94.767;-50.8;1.048;4963.6;"no" +47;"admin.";"single";"high.school";"no";"no";"no";"cellular";"may";"mon";1114;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"admin.";"single";"high.school";"no";"no";"no";"cellular";"nov";"mon";74;2;999;2;"failure";-1.1;94.767;-50.8;1.048;4963.6;"no" +52;"services";"divorced";"high.school";"unknown";"no";"no";"cellular";"nov";"mon";190;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +45;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"oct";"fri";738;3;6;1;"success";-1.1;94.601;-49.5;1.029;4963.6;"yes" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";374;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +71;"blue-collar";"divorced";"basic.4y";"unknown";"no";"no";"cellular";"aug";"thu";224;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.904;4991.6;"no" +49;"services";"married";"high.school";"no";"yes";"no";"telephone";"may";"fri";344;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +46;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"jun";"wed";148;10;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +46;"blue-collar";"married";"professional.course";"no";"no";"no";"cellular";"nov";"fri";383;1;999;0;"nonexistent";-1.1;94.767;-50.8;1.028;4963.6;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";35;6;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +57;"services";"married";"professional.course";"unknown";"no";"no";"cellular";"aug";"mon";153;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"services";"single";"high.school";"unknown";"unknown";"unknown";"cellular";"may";"mon";772;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +44;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";124;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +47;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";345;7;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +40;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"wed";951;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +57;"retired";"single";"professional.course";"no";"yes";"no";"telephone";"may";"mon";188;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"admin.";"single";"unknown";"no";"no";"no";"cellular";"mar";"tue";128;1;3;1;"success";-1.8;93.369;-34.8;0.637;5008.7;"yes" +52;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"fri";809;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"yes" +34;"management";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"wed";192;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +42;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";154;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"technician";"married";"unknown";"no";"yes";"no";"telephone";"jun";"fri";17;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +45;"management";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";100;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +56;"retired";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";317;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +41;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"thu";93;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +44;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";111;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +50;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"mon";293;3;3;1;"success";-1.8;92.893;-46.2;1.354;5099.1;"yes" +54;"self-employed";"married";"high.school";"no";"no";"no";"cellular";"aug";"tue";119;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +51;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"aug";"fri";393;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"nov";"wed";30;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +42;"housemaid";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"fri";38;8;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"jun";"mon";442;11;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +47;"services";"single";"basic.9y";"no";"no";"no";"cellular";"nov";"tue";187;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +35;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"apr";"fri";113;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +58;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"tue";64;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +50;"blue-collar";"divorced";"high.school";"no";"yes";"yes";"cellular";"jul";"mon";629;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +41;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";92;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";147;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +32;"student";"single";"university.degree";"no";"no";"no";"cellular";"nov";"thu";151;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +21;"student";"single";"high.school";"no";"no";"no";"cellular";"aug";"tue";259;1;999;1;"failure";-2.9;92.201;-31.4;0.884;5076.2;"no" +46;"admin.";"divorced";"basic.9y";"unknown";"no";"no";"telephone";"may";"wed";423;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +42;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";888;3;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +55;"services";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"wed";76;13;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +29;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"nov";"mon";207;1;6;1;"success";-1.1;94.767;-50.8;1.05;4963.6;"no" +30;"blue-collar";"single";"basic.6y";"unknown";"yes";"no";"telephone";"jun";"wed";100;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +53;"management";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"wed";63;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +35;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";265;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +46;"services";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";273;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +30;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"wed";85;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"entrepreneur";"married";"university.degree";"unknown";"yes";"no";"cellular";"jul";"tue";261;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +42;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"mon";136;4;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"tue";711;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"fri";88;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +28;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"tue";72;3;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +24;"services";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";113;6;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +43;"management";"married";"university.degree";"unknown";"yes";"yes";"cellular";"apr";"fri";307;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";39;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +55;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"nov";"tue";63;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +51;"retired";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"fri";64;1;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +22;"student";"single";"high.school";"no";"no";"yes";"cellular";"jul";"fri";154;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +32;"entrepreneur";"single";"university.degree";"no";"no";"yes";"cellular";"nov";"thu";126;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +43;"admin.";"married";"professional.course";"unknown";"no";"no";"cellular";"jul";"thu";127;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +39;"management";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"mon";156;5;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +52;"blue-collar";"divorced";"unknown";"no";"no";"no";"cellular";"jul";"tue";111;8;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";202;3;999;1;"failure";-1.8;92.893;-46.2;1.244;5099.1;"no" +59;"retired";"married";"basic.4y";"no";"no";"no";"telephone";"apr";"tue";353;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.453;5099.1;"no" +31;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"wed";159;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +76;"retired";"single";"basic.4y";"no";"no";"no";"cellular";"nov";"mon";347;4;6;1;"success";-3.4;92.649;-30.1;0.715;5017.5;"yes" +44;"unknown";"single";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"mon";76;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +30;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"fri";85;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +32;"services";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"fri";174;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"unemployed";"married";"unknown";"no";"no";"no";"telephone";"jun";"fri";280;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";686;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"yes" +59;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"fri";94;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +28;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";225;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +33;"blue-collar";"single";"basic.6y";"no";"yes";"no";"cellular";"may";"fri";474;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +53;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"thu";76;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +41;"services";"married";"high.school";"no";"no";"no";"cellular";"mar";"wed";377;6;999;0;"nonexistent";-1.8;92.843;-50;1.778;5099.1;"yes" +55;"unknown";"married";"basic.4y";"no";"no";"yes";"cellular";"jul";"thu";185;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";121;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +35;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";126;4;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +31;"services";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"mon";160;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +53;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";313;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +35;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"thu";141;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +45;"blue-collar";"divorced";"basic.6y";"unknown";"yes";"no";"cellular";"may";"thu";219;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +34;"housemaid";"single";"university.degree";"no";"no";"no";"telephone";"jun";"thu";267;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +42;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"apr";"mon";406;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +36;"self-employed";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"thu";151;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +44;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";228;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +50;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";73;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"fri";355;1;999;0;"nonexistent";-3.4;92.379;-29.8;0.773;5017.5;"no" +27;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";102;9;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +40;"management";"married";"unknown";"no";"no";"no";"telephone";"may";"fri";97;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +25;"technician";"single";"university.degree";"no";"yes";"yes";"telephone";"jun";"mon";35;6;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +29;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";116;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +44;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";83;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +57;"blue-collar";"married";"unknown";"unknown";"yes";"no";"telephone";"may";"tue";473;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +30;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";605;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +37;"self-employed";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";585;2;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +57;"technician";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"tue";94;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";255;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +54;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"nov";"tue";1868;2;10;1;"success";-1.1;94.767;-50.8;1.035;4963.6;"yes" +58;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"mon";846;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"yes" +29;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"tue";158;5;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +60;"services";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"tue";73;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +27;"unemployed";"single";"university.degree";"no";"no";"no";"telephone";"jun";"wed";404;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +30;"unemployed";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";383;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +42;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";51;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +48;"housemaid";"married";"high.school";"no";"no";"no";"telephone";"jun";"tue";87;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";167;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +46;"blue-collar";"married";"basic.6y";"unknown";"yes";"yes";"telephone";"may";"mon";440;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +57;"retired";"unknown";"basic.4y";"no";"no";"no";"telephone";"may";"tue";673;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"services";"married";"high.school";"no";"no";"no";"telephone";"jun";"mon";151;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +28;"technician";"single";"high.school";"no";"yes";"yes";"cellular";"apr";"thu";48;4;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +34;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"tue";309;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +42;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"thu";236;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";288;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +27;"student";"single";"basic.9y";"no";"yes";"no";"cellular";"aug";"wed";111;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.9;4991.6;"no" +23;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";87;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"tue";193;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +59;"management";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"tue";318;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +31;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";209;1;999;2;"failure";-1.7;94.027;-38.3;0.898;4991.6;"no" +43;"self-employed";"married";"basic.9y";"no";"no";"no";"telephone";"may";"wed";173;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +52;"technician";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";503;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +26;"housemaid";"single";"high.school";"unknown";"yes";"yes";"telephone";"jul";"thu";127;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +24;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"fri";101;6;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +35;"blue-collar";"single";"basic.6y";"no";"no";"no";"cellular";"nov";"thu";370;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +59;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jun";"thu";1207;4;999;1;"failure";-1.7;94.055;-39.8;0.742;4991.6;"yes" +28;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"thu";262;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +37;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"may";"wed";211;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"apr";"fri";609;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +26;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";806;3;6;2;"success";-1.7;94.215;-40.3;0.861;4991.6;"yes" +40;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";77;6;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +56;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"tue";335;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +40;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";459;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"wed";266;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +28;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";225;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +48;"technician";"single";"unknown";"unknown";"no";"no";"telephone";"may";"thu";257;7;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +28;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";434;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"thu";191;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +56;"entrepreneur";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"thu";82;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +57;"retired";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"tue";388;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +24;"admin.";"single";"high.school";"unknown";"yes";"no";"telephone";"jul";"thu";15;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +39;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";17;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +40;"blue-collar";"married";"unknown";"no";"yes";"yes";"telephone";"may";"mon";155;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"blue-collar";"divorced";"unknown";"unknown";"yes";"no";"telephone";"jun";"thu";339;3;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +25;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jun";"wed";188;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";951;3;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"yes" +48;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";288;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";206;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +48;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"fri";154;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"technician";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"wed";72;3;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +41;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"tue";293;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"retired";"divorced";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"tue";141;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";215;1;999;0;"nonexistent";-1.8;93.369;-34.8;0.639;5008.7;"yes" +28;"blue-collar";"single";"high.school";"no";"yes";"no";"telephone";"jun";"mon";102;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +30;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";178;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";461;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +33;"entrepreneur";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";82;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";204;1;11;1;"success";-1.8;92.893;-46.2;1.281;5099.1;"no" +46;"housemaid";"divorced";"basic.6y";"no";"yes";"no";"telephone";"jun";"tue";143;8;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +38;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"fri";50;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +38;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";81;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +33;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";233;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +25;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";56;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +29;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"may";"fri";104;10;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +60;"technician";"married";"professional.course";"unknown";"no";"no";"telephone";"jul";"tue";55;15;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +57;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";126;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";142;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +54;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";9;5;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +25;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"may";"tue";247;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +41;"entrepreneur";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";130;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +54;"management";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"tue";336;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +39;"blue-collar";"divorced";"basic.6y";"unknown";"no";"no";"cellular";"may";"wed";101;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +55;"entrepreneur";"divorced";"university.degree";"unknown";"no";"no";"cellular";"may";"fri";56;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +40;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";160;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"unemployed";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"tue";424;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +81;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";617;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"yes" +43;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"may";"mon";143;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +34;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jun";"wed";238;1;6;2;"success";-1.7;94.055;-39.8;0.704;4991.6;"yes" +42;"technician";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";188;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +30;"services";"married";"basic.6y";"no";"no";"no";"cellular";"nov";"tue";154;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +24;"services";"single";"basic.9y";"unknown";"no";"yes";"telephone";"jun";"mon";222;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +51;"unknown";"married";"unknown";"unknown";"yes";"no";"cellular";"aug";"fri";10;5;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +42;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"tue";632;5;10;1;"success";-1.8;92.893;-46.2;1.344;5099.1;"no" +51;"self-employed";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"wed";91;7;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +38;"blue-collar";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"mon";90;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"aug";"mon";187;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +51;"admin.";"divorced";"university.degree";"unknown";"no";"no";"telephone";"aug";"fri";86;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +44;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"fri";165;6;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +52;"technician";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"fri";102;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +49;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";212;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";57;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +52;"unknown";"married";"basic.6y";"no";"no";"no";"telephone";"may";"fri";54;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +32;"entrepreneur";"married";"university.degree";"no";"no";"no";"cellular";"nov";"thu";73;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +27;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";184;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +44;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"tue";173;8;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"wed";6;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +30;"services";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"tue";70;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";96;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +36;"blue-collar";"married";"professional.course";"unknown";"yes";"yes";"telephone";"jun";"tue";102;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +49;"unemployed";"married";"high.school";"no";"yes";"no";"cellular";"jul";"wed";98;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +48;"services";"single";"basic.4y";"unknown";"yes";"yes";"cellular";"may";"thu";106;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +48;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";336;8;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"yes" +42;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";456;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"wed";293;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +52;"management";"married";"university.degree";"unknown";"yes";"yes";"cellular";"aug";"thu";118;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +23;"management";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";314;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +36;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"wed";167;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +43;"admin.";"divorced";"university.degree";"unknown";"no";"no";"cellular";"aug";"tue";111;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +31;"services";"divorced";"high.school";"unknown";"yes";"no";"cellular";"may";"thu";236;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +49;"unemployed";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"wed";155;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";80;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +47;"management";"divorced";"basic.4y";"no";"no";"no";"telephone";"may";"fri";241;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +31;"technician";"single";"professional.course";"no";"unknown";"unknown";"cellular";"aug";"mon";202;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +46;"entrepreneur";"married";"professional.course";"unknown";"no";"no";"telephone";"jun";"mon";88;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +54;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"tue";439;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +35;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"thu";322;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +37;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"thu";51;10;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +44;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"mon";147;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +30;"unemployed";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";417;1;3;1;"success";-1.8;92.893;-46.2;1.354;5099.1;"yes" +33;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"tue";498;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +57;"services";"divorced";"unknown";"no";"no";"no";"cellular";"may";"fri";405;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +39;"admin.";"single";"unknown";"no";"no";"yes";"telephone";"may";"fri";219;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"unemployed";"married";"basic.4y";"no";"no";"no";"cellular";"may";"wed";117;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +32;"services";"married";"high.school";"no";"unknown";"unknown";"telephone";"may";"mon";72;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"single";"university.degree";"no";"no";"no";"cellular";"may";"mon";68;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +35;"admin.";"divorced";"high.school";"no";"yes";"yes";"telephone";"may";"mon";82;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +47;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";99;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +37;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";252;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +35;"technician";"single";"university.degree";"unknown";"no";"no";"cellular";"apr";"mon";712;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +37;"self-employed";"married";"basic.9y";"no";"yes";"yes";"cellular";"jul";"thu";171;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"technician";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"wed";112;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +50;"admin.";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"thu";84;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";135;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"tue";132;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +37;"admin.";"single";"high.school";"no";"no";"yes";"cellular";"jul";"tue";223;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +45;"self-employed";"divorced";"university.degree";"no";"no";"yes";"cellular";"may";"fri";133;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"fri";258;2;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +51;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"wed";345;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +49;"self-employed";"single";"basic.9y";"no";"no";"no";"telephone";"may";"mon";58;10;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +31;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";958;5;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +40;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";250;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"technician";"married";"professional.course";"no";"no";"yes";"cellular";"aug";"thu";898;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +58;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"apr";"thu";185;1;2;1;"success";-1.8;93.075;-47.1;1.365;5099.1;"no" +49;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"thu";282;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +39;"technician";"divorced";"professional.course";"no";"yes";"no";"telephone";"may";"fri";135;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +48;"technician";"married";"basic.6y";"no";"no";"yes";"telephone";"may";"tue";175;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"entrepreneur";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"thu";235;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +54;"blue-collar";"married";"unknown";"no";"yes";"no";"cellular";"aug";"wed";99;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"blue-collar";"married";"unknown";"unknown";"no";"yes";"telephone";"may";"wed";181;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +51;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"tue";132;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +36;"admin.";"single";"university.degree";"unknown";"no";"no";"telephone";"may";"wed";117;4;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +35;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"nov";"tue";372;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +44;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";126;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"no";"no";"yes";"cellular";"may";"wed";69;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +30;"technician";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";183;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +41;"technician";"divorced";"basic.4y";"no";"yes";"no";"telephone";"may";"tue";270;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +27;"management";"single";"university.degree";"no";"yes";"no";"telephone";"may";"tue";134;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +45;"blue-collar";"married";"high.school";"no";"yes";"yes";"cellular";"nov";"mon";449;2;5;3;"success";-1.1;94.767;-50.8;1.05;4963.6;"yes" +26;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"may";"fri";160;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +36;"technician";"married";"professional.course";"no";"unknown";"unknown";"telephone";"may";"tue";155;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"student";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";115;1;999;1;"failure";-2.9;92.469;-33.6;1.029;5076.2;"no" +46;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";205;6;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +61;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"cellular";"may";"fri";403;1;3;2;"success";-1.8;93.876;-40;0.695;5008.7;"yes" +50;"admin.";"divorced";"basic.9y";"no";"no";"no";"telephone";"may";"fri";145;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"tue";82;9;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +55;"admin.";"married";"basic.4y";"no";"yes";"no";"cellular";"apr";"fri";548;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +54;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"thu";109;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +40;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";207;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"may";"wed";173;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +58;"entrepreneur";"married";"university.degree";"no";"no";"no";"telephone";"jul";"wed";175;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";379;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";105;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +45;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";544;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +40;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";401;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +42;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";84;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"blue-collar";"married";"unknown";"no";"yes";"no";"cellular";"may";"tue";128;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +24;"student";"single";"high.school";"unknown";"no";"no";"cellular";"jul";"tue";86;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +49;"management";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";549;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +55;"unemployed";"married";"basic.4y";"no";"yes";"no";"telephone";"sep";"tue";6;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +49;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";183;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +48;"blue-collar";"married";"basic.4y";"no";"no";"yes";"telephone";"jun";"tue";291;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +49;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";151;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +40;"blue-collar";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";98;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";301;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +32;"admin.";"single";"professional.course";"no";"yes";"no";"telephone";"may";"mon";16;11;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +67;"housemaid";"divorced";"professional.course";"no";"yes";"no";"cellular";"nov";"mon";655;2;5;5;"success";-1.1;94.767;-50.8;1.039;4963.6;"yes" +41;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"fri";170;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +73;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"mar";"fri";179;1;999;0;"nonexistent";-1.8;92.843;-50;1.531;5099.1;"yes" +32;"management";"single";"basic.4y";"no";"no";"no";"telephone";"may";"mon";73;7;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +33;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";113;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +36;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";86;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +40;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";180;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +25;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"cellular";"jul";"thu";212;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +60;"entrepreneur";"married";"unknown";"no";"no";"no";"cellular";"aug";"thu";130;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +45;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";391;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +33;"technician";"married";"university.degree";"no";"no";"no";"telephone";"nov";"wed";91;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";280;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +48;"self-employed";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"thu";750;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +42;"services";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"mon";257;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +40;"management";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";454;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +30;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jun";"fri";171;1;7;1;"success";-1.7;94.055;-39.8;0.748;4991.6;"no" +41;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"wed";38;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +36;"housemaid";"married";"basic.4y";"no";"unknown";"unknown";"cellular";"aug";"tue";23;14;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"management";"divorced";"basic.6y";"no";"no";"no";"cellular";"nov";"thu";268;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +60;"unknown";"married";"university.degree";"no";"no";"yes";"telephone";"may";"thu";112;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +32;"services";"single";"high.school";"no";"unknown";"unknown";"cellular";"may";"wed";363;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +44;"self-employed";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";775;5;999;1;"failure";-1.8;92.893;-46.2;1.354;5099.1;"yes" +25;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";164;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +30;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";988;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +25;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";109;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +31;"technician";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";132;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +44;"blue-collar";"married";"basic.4y";"no";"unknown";"unknown";"telephone";"jun";"thu";471;3;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +29;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jul";"wed";259;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +47;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"thu";42;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +18;"student";"single";"unknown";"no";"no";"no";"cellular";"sep";"thu";385;1;3;1;"success";-3.4;92.379;-29.8;0.809;5017.5;"yes" +25;"admin.";"married";"high.school";"no";"no";"yes";"telephone";"may";"tue";125;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +29;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";886;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"yes" +53;"unknown";"married";"unknown";"unknown";"no";"no";"cellular";"aug";"mon";51;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"self-employed";"married";"basic.9y";"unknown";"no";"no";"cellular";"aug";"thu";406;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +45;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";185;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +31;"technician";"single";"university.degree";"no";"no";"no";"telephone";"oct";"thu";154;1;999;0;"nonexistent";-0.1;93.798;-40.4;4.794;5195.8;"yes" +54;"admin.";"married";"unknown";"unknown";"no";"no";"telephone";"jun";"fri";34;16;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +51;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"tue";334;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +44;"entrepreneur";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"tue";955;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"yes" +24;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"fri";545;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +40;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";124;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +39;"services";"married";"basic.4y";"no";"no";"no";"telephone";"may";"thu";126;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +44;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"may";"tue";659;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +44;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";230;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.479;5099.1;"no" +52;"entrepreneur";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"mon";699;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +51;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"may";"wed";809;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"yes" +38;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";1276;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"yes" +34;"technician";"married";"professional.course";"no";"no";"no";"cellular";"may";"fri";83;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +23;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";251;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"wed";25;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +26;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"wed";389;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +24;"unknown";"single";"university.degree";"no";"yes";"yes";"cellular";"jun";"tue";696;1;999;2;"failure";-2.9;92.963;-40.8;1.262;5076.2;"no" +34;"admin.";"married";"basic.6y";"no";"yes";"yes";"cellular";"nov";"wed";102;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +59;"unknown";"married";"unknown";"unknown";"no";"no";"telephone";"jun";"thu";701;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"yes" +32;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"tue";342;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +27;"self-employed";"single";"university.degree";"no";"yes";"yes";"telephone";"jun";"wed";161;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +39;"housemaid";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"thu";223;6;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +29;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";34;8;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +42;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";275;8;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +60;"management";"married";"unknown";"unknown";"no";"no";"cellular";"jul";"mon";230;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +30;"technician";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"fri";81;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";172;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +49;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"aug";"thu";139;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";232;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +41;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";239;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +56;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"fri";143;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +58;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"wed";127;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +52;"blue-collar";"divorced";"basic.4y";"no";"yes";"no";"cellular";"apr";"thu";291;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +32;"admin.";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";173;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +51;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";131;2;999;4;"failure";-1.8;93.876;-40;0.697;5008.7;"no" +31;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";73;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";36;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +60;"retired";"married";"unknown";"no";"yes";"no";"cellular";"aug";"mon";600;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";334;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +30;"services";"divorced";"basic.9y";"no";"no";"no";"telephone";"may";"thu";177;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +51;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"jun";"fri";263;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +26;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";159;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +39;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";217;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +38;"entrepreneur";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"tue";477;11;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";216;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +43;"unknown";"married";"high.school";"unknown";"yes";"yes";"telephone";"may";"mon";329;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +60;"entrepreneur";"married";"basic.4y";"no";"unknown";"unknown";"telephone";"may";"thu";101;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +28;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"tue";151;7;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +34;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";144;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +64;"unemployed";"divorced";"basic.9y";"no";"yes";"no";"cellular";"oct";"wed";604;2;999;0;"nonexistent";-1.1;94.601;-49.5;0.959;4963.6;"no" +35;"blue-collar";"married";"professional.course";"no";"yes";"yes";"telephone";"may";"wed";634;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +40;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"tue";107;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +46;"blue-collar";"single";"basic.6y";"unknown";"no";"yes";"cellular";"may";"thu";245;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"tue";690;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"yes" +74;"retired";"married";"university.degree";"no";"no";"no";"telephone";"oct";"mon";160;1;999;0;"nonexistent";-1.1;94.601;-49.5;0.977;4963.6;"no" +40;"management";"married";"high.school";"no";"yes";"no";"cellular";"aug";"wed";286;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +46;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"mon";93;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"entrepreneur";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";72;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"technician";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"thu";103;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +44;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";201;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +47;"blue-collar";"married";"high.school";"no";"unknown";"unknown";"cellular";"aug";"tue";153;10;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +50;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";74;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +29;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";245;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +51;"blue-collar";"divorced";"basic.4y";"no";"yes";"no";"cellular";"may";"tue";314;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +52;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"may";"fri";136;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +27;"admin.";"single";"high.school";"no";"no";"no";"telephone";"apr";"thu";198;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +44;"self-employed";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"tue";249;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +34;"unemployed";"married";"basic.9y";"no";"no";"no";"cellular";"may";"mon";123;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +23;"student";"single";"high.school";"no";"yes";"no";"cellular";"oct";"mon";226;2;999;1;"failure";-1.1;94.601;-49.5;1.032;4963.6;"yes" +30;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jul";"tue";136;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +26;"student";"single";"high.school";"no";"yes";"no";"cellular";"may";"mon";113;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +35;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";262;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +24;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jul";"wed";141;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +38;"unemployed";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";1058;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"yes" +36;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";263;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +24;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";299;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +31;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";181;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +41;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";206;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +39;"unemployed";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";168;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +36;"technician";"divorced";"professional.course";"unknown";"no";"no";"telephone";"jun";"mon";90;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +47;"retired";"married";"basic.4y";"unknown";"unknown";"unknown";"telephone";"may";"wed";441;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +33;"technician";"married";"professional.course";"no";"no";"no";"cellular";"apr";"thu";285;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"yes" +34;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"tue";135;3;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +42;"technician";"divorced";"professional.course";"unknown";"no";"yes";"telephone";"may";"fri";286;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +51;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"nov";"fri";11;4;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +34;"blue-collar";"single";"basic.6y";"no";"yes";"yes";"cellular";"jul";"wed";195;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";275;6;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +37;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";292;1;6;1;"success";-1.7;94.215;-40.3;0.896;4991.6;"yes" +33;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"jul";"mon";9;1;999;0;"nonexistent";-1.7;94.215;-40.3;0.827;4991.6;"no" +36;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"mon";73;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +43;"services";"married";"high.school";"no";"no";"no";"cellular";"nov";"thu";81;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +47;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"cellular";"jul";"mon";298;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";224;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +42;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";1013;3;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";248;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +42;"blue-collar";"divorced";"basic.9y";"no";"unknown";"unknown";"telephone";"may";"mon";100;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +31;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"apr";"thu";285;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.483;5099.1;"no" +41;"admin.";"divorced";"basic.6y";"no";"no";"no";"telephone";"jul";"mon";141;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +31;"technician";"married";"basic.9y";"no";"no";"yes";"cellular";"jul";"thu";1319;5;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"yes" +36;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jun";"fri";146;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"yes" +46;"services";"married";"basic.9y";"no";"no";"yes";"cellular";"may";"wed";227;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"nov";"mon";49;3;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +30;"technician";"married";"high.school";"no";"yes";"no";"telephone";"may";"thu";212;6;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +35;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"may";"wed";294;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +47;"management";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";190;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"management";"single";"high.school";"no";"yes";"yes";"cellular";"may";"fri";130;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +77;"management";"married";"unknown";"no";"yes";"no";"cellular";"aug";"fri";160;1;3;6;"success";-1.7;94.027;-38.3;0.905;4991.6;"yes" +39;"technician";"married";"professional.course";"no";"unknown";"unknown";"telephone";"may";"wed";575;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +37;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jul";"tue";49;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +31;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"mon";237;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"jul";"thu";388;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +57;"self-employed";"married";"university.degree";"unknown";"no";"no";"cellular";"jul";"mon";83;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"telephone";"jun";"thu";155;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +35;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";115;6;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +39;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"apr";"mon";861;6;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +34;"technician";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"mon";95;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"admin.";"single";"high.school";"no";"no";"yes";"telephone";"jun";"fri";180;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +35;"student";"single";"university.degree";"unknown";"no";"no";"telephone";"jun";"thu";618;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"yes" +53;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";59;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +30;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"jul";"wed";31;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"student";"single";"unknown";"unknown";"yes";"no";"telephone";"may";"mon";114;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"apr";"mon";271;2;999;1;"failure";-1.8;93.075;-47.1;1.466;5099.1;"no" +50;"admin.";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"thu";23;14;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +56;"retired";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";167;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +58;"retired";"divorced";"high.school";"no";"yes";"no";"cellular";"jun";"tue";145;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +54;"technician";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"thu";322;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +40;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"mon";130;1;7;2;"failure";-3.4;92.649;-30.1;0.714;5017.5;"yes" +31;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"jul";"fri";103;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +41;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";181;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +31;"blue-collar";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";361;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +39;"services";"married";"high.school";"no";"yes";"yes";"cellular";"may";"tue";200;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +37;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";166;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"unknown";"single";"unknown";"unknown";"yes";"no";"telephone";"jun";"fri";94;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +50;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";367;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +49;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";187;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";197;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +35;"services";"married";"professional.course";"no";"yes";"no";"cellular";"apr";"thu";218;2;6;1;"success";-1.8;93.749;-34.6;0.644;5008.7;"yes" +52;"management";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";412;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +33;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"thu";166;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +32;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";299;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +35;"management";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";584;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +54;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"fri";204;1;999;1;"failure";-2.9;92.201;-31.4;0.849;5076.2;"yes" +27;"services";"single";"high.school";"unknown";"no";"no";"cellular";"jul";"tue";509;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +52;"management";"married";"professional.course";"no";"yes";"yes";"telephone";"may";"tue";280;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"fri";131;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.881;5076.2;"no" +36;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";27;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +27;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"may";"thu";584;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +39;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";78;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"entrepreneur";"married";"university.degree";"no";"no";"yes";"cellular";"apr";"fri";77;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";162;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"wed";180;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +42;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"wed";96;1;999;1;"failure";-2.9;92.201;-31.4;0.879;5076.2;"no" +42;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"mon";651;2;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"yes" +37;"management";"single";"university.degree";"no";"yes";"no";"telephone";"may";"fri";415;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"fri";85;3;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +27;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"thu";130;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +49;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"thu";1149;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"yes" +35;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";235;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +22;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"jul";"mon";110;7;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +45;"housemaid";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"thu";105;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +29;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"jul";"wed";42;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +59;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"aug";"wed";240;3;999;1;"failure";-2.9;92.201;-31.4;0.834;5076.2;"no" +55;"retired";"divorced";"basic.6y";"unknown";"no";"no";"telephone";"jun";"mon";228;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +32;"blue-collar";"married";"unknown";"no";"no";"no";"cellular";"nov";"thu";366;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +49;"blue-collar";"divorced";"unknown";"unknown";"yes";"no";"cellular";"jul";"wed";284;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +43;"admin.";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"thu";193;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +47;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";181;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +41;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";102;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +50;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"mon";192;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";148;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +32;"services";"married";"high.school";"no";"yes";"yes";"telephone";"may";"wed";184;9;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +47;"retired";"single";"basic.6y";"unknown";"yes";"yes";"cellular";"jul";"mon";431;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +54;"admin.";"married";"university.degree";"unknown";"no";"yes";"telephone";"may";"thu";82;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +29;"technician";"married";"university.degree";"no";"no";"no";"cellular";"apr";"mon";135;3;999;1;"failure";-1.8;93.749;-34.6;0.645;5008.7;"no" +33;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"apr";"thu";157;6;999;0;"nonexistent";-1.8;93.749;-34.6;0.659;5008.7;"no" +31;"student";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";608;3;6;2;"success";-1.7;94.215;-40.3;0.885;4991.6;"yes" +27;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";339;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +25;"student";"single";"high.school";"no";"no";"no";"cellular";"nov";"thu";244;1;999;0;"nonexistent";-1.1;94.767;-50.8;1.041;4963.6;"yes" +34;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";686;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"yes" +35;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";165;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"services";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"wed";211;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +34;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";455;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"yes" +33;"blue-collar";"single";"basic.4y";"no";"no";"yes";"cellular";"may";"tue";807;3;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +54;"self-employed";"married";"high.school";"no";"yes";"no";"cellular";"aug";"thu";204;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";175;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +40;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"mon";258;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +37;"technician";"single";"high.school";"no";"yes";"no";"cellular";"apr";"thu";44;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +34;"housemaid";"divorced";"university.degree";"no";"yes";"yes";"cellular";"apr";"fri";73;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +25;"unemployed";"married";"high.school";"unknown";"unknown";"unknown";"cellular";"jul";"fri";147;10;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +59;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";17;18;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +25;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"thu";420;1;1;1;"success";-3.4;92.379;-29.8;0.809;5017.5;"no" +58;"unemployed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";344;2;999;0;"nonexistent";-1.1;94.767;-50.8;1.041;4963.6;"yes" +42;"blue-collar";"single";"basic.4y";"no";"unknown";"unknown";"telephone";"jul";"fri";385;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";182;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +50;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"fri";80;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +39;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"thu";393;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +30;"technician";"single";"high.school";"no";"no";"no";"cellular";"aug";"mon";638;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"yes" +33;"management";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"wed";641;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +33;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";21;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +41;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";446;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +36;"management";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";170;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +44;"entrepreneur";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";96;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +57;"retired";"married";"basic.4y";"no";"yes";"yes";"telephone";"apr";"tue";1348;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"yes" +40;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"tue";85;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +42;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"fri";148;9;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +41;"self-employed";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"wed";23;17;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";324;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.904;4991.6;"yes" +33;"services";"married";"professional.course";"no";"yes";"yes";"cellular";"aug";"thu";331;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +32;"technician";"single";"high.school";"no";"no";"no";"telephone";"jul";"wed";40;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +45;"unemployed";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";550;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +29;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jun";"thu";442;3;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +35;"technician";"single";"basic.9y";"no";"no";"no";"cellular";"nov";"wed";178;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"wed";110;2;18;2;"failure";-1.1;94.199;-37.5;0.886;4963.6;"no" +86;"retired";"married";"unknown";"unknown";"yes";"yes";"cellular";"sep";"tue";211;1;7;4;"success";-1.1;94.199;-37.5;0.877;4963.6;"yes" +45;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";27;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"technician";"married";"professional.course";"no";"no";"yes";"telephone";"may";"fri";388;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +41;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"mon";545;2;999;0;"nonexistent";-1.1;94.767;-50.8;1.039;4963.6;"yes" +50;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"wed";146;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +28;"management";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";166;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";139;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +42;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"may";"wed";301;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +43;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"fri";218;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +42;"services";"married";"university.degree";"no";"no";"no";"cellular";"dec";"wed";179;1;6;1;"success";-3;92.713;-33;0.715;5023.5;"yes" +56;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"cellular";"aug";"thu";360;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +29;"student";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";489;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"housemaid";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";125;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"thu";304;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"tue";189;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +43;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"jul";"tue";377;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +44;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"wed";728;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +43;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"mon";128;22;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"retired";"single";"basic.4y";"no";"yes";"no";"cellular";"oct";"fri";278;1;999;0;"nonexistent";-1.1;94.601;-49.5;0.942;4963.6;"no" +31;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"aug";"tue";387;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +59;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"thu";29;9;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +32;"housemaid";"single";"university.degree";"unknown";"yes";"no";"cellular";"jul";"tue";71;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +24;"student";"single";"high.school";"no";"no";"no";"cellular";"jun";"tue";292;1;999;1;"failure";-1.7;94.055;-39.8;0.737;4991.6;"no" +31;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"jun";"wed";767;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"yes" +38;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"nov";"thu";1476;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"may";"mon";176;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jul";"fri";52;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +27;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"mon";150;4;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";285;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +46;"self-employed";"married";"basic.6y";"unknown";"yes";"no";"cellular";"nov";"tue";32;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +30;"admin.";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";227;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +31;"unemployed";"single";"basic.4y";"no";"no";"no";"cellular";"nov";"fri";12;8;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +56;"management";"married";"university.degree";"no";"no";"yes";"telephone";"may";"wed";171;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +52;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";183;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"jul";"thu";501;2;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +34;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"jun";"fri";381;3;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +31;"admin.";"married";"high.school";"no";"no";"no";"cellular";"oct";"thu";142;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.722;5017.5;"yes" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";482;1;12;1;"success";-1.1;94.767;-50.8;1.049;4963.6;"yes" +33;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"apr";"wed";117;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.415;5099.1;"no" +30;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";14;13;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"apr";"fri";69;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +24;"technician";"single";"professional.course";"no";"no";"no";"telephone";"may";"tue";240;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"yes";"yes";"cellular";"may";"wed";389;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +26;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";326;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +40;"admin.";"married";"unknown";"no";"no";"no";"telephone";"may";"thu";387;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +45;"housemaid";"single";"basic.4y";"no";"no";"no";"telephone";"sep";"mon";569;4;999;0;"nonexistent";-3.4;92.379;-29.8;0.797;5017.5;"yes" +42;"admin.";"married";"university.degree";"unknown";"yes";"no";"telephone";"jun";"thu";160;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +41;"technician";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";697;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"yes" +56;"management";"divorced";"basic.9y";"unknown";"yes";"no";"telephone";"may";"thu";313;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +25;"technician";"single";"high.school";"no";"yes";"no";"cellular";"may";"fri";581;3;999;2;"failure";-1.8;93.876;-40;0.699;5008.7;"no" +25;"blue-collar";"single";"high.school";"unknown";"yes";"no";"cellular";"may";"mon";23;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +33;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"tue";659;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +34;"technician";"married";"basic.9y";"no";"no";"no";"cellular";"may";"mon";103;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +36;"technician";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";243;1;999;1;"failure";-2.9;92.469;-33.6;1.029;5076.2;"no" +75;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";229;1;999;2;"failure";-1.7;94.215;-40.3;0.81;4991.6;"yes" +38;"management";"married";"university.degree";"no";"no";"yes";"cellular";"nov";"fri";79;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +28;"student";"single";"unknown";"no";"yes";"no";"cellular";"aug";"thu";111;1;999;1;"failure";-2.9;92.201;-31.4;0.883;5076.2;"no" +56;"retired";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"wed";102;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +58;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"jun";"fri";15;12;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +30;"blue-collar";"single";"unknown";"no";"yes";"yes";"telephone";"may";"mon";408;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +48;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"tue";286;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +30;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";53;6;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +43;"admin.";"married";"high.school";"no";"unknown";"unknown";"telephone";"may";"wed";164;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"mon";305;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +36;"technician";"married";"basic.6y";"no";"no";"no";"cellular";"apr";"mon";316;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +54;"retired";"single";"high.school";"no";"yes";"no";"cellular";"jul";"thu";577;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"blue-collar";"single";"high.school";"no";"yes";"no";"cellular";"jul";"fri";90;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"dec";"fri";454;6;999;1;"failure";-3;92.713;-33;0.71;5023.5;"no" +59;"retired";"divorced";"professional.course";"no";"no";"no";"cellular";"may";"wed";69;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +45;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"apr";"tue";427;4;999;1;"failure";-1.8;93.075;-47.1;1.423;5099.1;"no" +32;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";25;13;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +55;"retired";"divorced";"professional.course";"no";"no";"yes";"telephone";"may";"wed";217;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";139;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +31;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";257;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +34;"technician";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";107;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +25;"technician";"divorced";"university.degree";"no";"yes";"no";"telephone";"jun";"mon";214;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +35;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"dec";"thu";105;1;4;3;"success";-3;92.713;-33;0.707;5023.5;"no" +49;"technician";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"mon";146;6;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jul";"thu";19;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +36;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"tue";65;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +29;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";281;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +30;"admin.";"single";"high.school";"no";"unknown";"unknown";"cellular";"nov";"tue";229;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +24;"student";"married";"university.degree";"no";"no";"no";"cellular";"jul";"tue";114;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +47;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"mon";243;4;999;0;"nonexistent";-2.9;92.963;-40.8;1.281;5076.2;"yes" +32;"blue-collar";"married";"basic.4y";"no";"no";"yes";"cellular";"may";"thu";80;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +34;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"mon";468;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +34;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"fri";101;4;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +39;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"tue";83;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"wed";74;6;999;2;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +32;"technician";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";67;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +29;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";438;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +57;"retired";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";12;5;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +49;"management";"married";"high.school";"no";"no";"no";"cellular";"nov";"wed";582;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +42;"technician";"married";"professional.course";"unknown";"yes";"no";"cellular";"jul";"thu";721;10;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +29;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"fri";142;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +34;"technician";"married";"professional.course";"no";"yes";"yes";"telephone";"may";"fri";224;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +51;"entrepreneur";"divorced";"university.degree";"no";"yes";"no";"cellular";"may";"mon";212;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +47;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"cellular";"may";"tue";295;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +53;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"mar";"mon";247;5;999;2;"failure";-1.8;93.369;-34.8;0.646;5008.7;"no" +28;"technician";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";236;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +27;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"oct";"wed";184;1;999;1;"failure";-1.1;94.601;-49.5;1.043;4963.6;"yes" +23;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";104;1;999;2;"failure";-1.7;94.215;-40.3;0.881;4991.6;"no" +30;"student";"single";"high.school";"no";"no";"no";"cellular";"aug";"thu";200;1;999;1;"failure";-1.7;94.027;-38.3;0.904;4991.6;"no" +42;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"wed";172;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +38;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";190;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +29;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"apr";"mon";245;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +44;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"wed";31;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +59;"retired";"married";"high.school";"no";"unknown";"unknown";"telephone";"aug";"thu";204;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +45;"management";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";165;3;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +51;"management";"married";"university.degree";"unknown";"no";"yes";"telephone";"jun";"thu";93;1;999;0;"nonexistent";1.4;94.465;-41.8;4.955;5228.1;"no" +28;"services";"married";"high.school";"no";"yes";"yes";"telephone";"may";"mon";114;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";94;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +28;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"apr";"thu";477;2;999;1;"failure";-1.8;93.075;-47.1;1.483;5099.1;"no" +29;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"wed";231;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +40;"admin.";"single";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";142;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"mon";221;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +54;"management";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"tue";218;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";370;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +55;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";336;1;999;1;"failure";-1.8;92.893;-46.2;1.244;5099.1;"no" +49;"blue-collar";"single";"basic.4y";"unknown";"no";"no";"cellular";"jul";"wed";121;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +52;"services";"married";"professional.course";"unknown";"yes";"yes";"cellular";"aug";"mon";84;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +32;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";52;8;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +23;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"jul";"mon";69;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"nov";"thu";42;7;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +36;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";98;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +54;"admin.";"single";"university.degree";"unknown";"no";"no";"cellular";"aug";"thu";218;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +39;"services";"divorced";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";51;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +50;"housemaid";"divorced";"basic.4y";"no";"no";"no";"telephone";"sep";"tue";57;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.877;4963.6;"no" +30;"services";"single";"high.school";"no";"yes";"no";"cellular";"jun";"mon";181;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +27;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"thu";1170;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +32;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"thu";147;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +54;"technician";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";71;4;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +40;"blue-collar";"married";"basic.4y";"unknown";"unknown";"unknown";"telephone";"jul";"wed";135;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +50;"blue-collar";"married";"professional.course";"unknown";"yes";"no";"cellular";"may";"thu";157;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"technician";"single";"professional.course";"no";"unknown";"unknown";"cellular";"may";"mon";146;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +26;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"tue";355;1;999;1;"failure";-1.1;94.199;-37.5;0.881;4963.6;"no" +45;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";99;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"technician";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";180;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +28;"blue-collar";"single";"basic.4y";"no";"yes";"no";"telephone";"may";"mon";101;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";121;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"fri";55;12;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +34;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"fri";114;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +56;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";368;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +29;"entrepreneur";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";103;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +58;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";233;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +46;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";471;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +35;"blue-collar";"divorced";"basic.9y";"no";"no";"yes";"telephone";"may";"tue";131;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +34;"management";"married";"university.degree";"unknown";"yes";"no";"cellular";"may";"thu";281;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +39;"admin.";"single";"high.school";"no";"no";"no";"cellular";"apr";"fri";297;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +40;"management";"married";"unknown";"no";"yes";"no";"cellular";"nov";"thu";165;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +40;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";117;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +54;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"jul";"thu";71;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +25;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jun";"mon";94;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +40;"unemployed";"married";"professional.course";"no";"yes";"no";"cellular";"sep";"fri";155;3;999;0;"nonexistent";-3.4;92.379;-29.8;0.773;5017.5;"no" +49;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"thu";67;3;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +41;"admin.";"married";"unknown";"no";"yes";"no";"cellular";"sep";"thu";228;1;999;1;"failure";-1.1;94.199;-37.5;0.879;4963.6;"no" +32;"admin.";"married";"high.school";"no";"no";"no";"cellular";"jul";"mon";549;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +44;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"fri";39;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";1360;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +30;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";433;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +27;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";352;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"wed";152;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"wed";38;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +54;"entrepreneur";"married";"professional.course";"no";"yes";"yes";"cellular";"nov";"tue";134;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +30;"blue-collar";"single";"professional.course";"no";"no";"no";"cellular";"may";"tue";165;1;999;1;"failure";-1.8;93.876;-40;0.668;5008.7;"no" +25;"student";"single";"unknown";"unknown";"yes";"no";"cellular";"aug";"fri";81;1;999;1;"failure";-2.9;92.201;-31.4;0.825;5076.2;"no" +42;"management";"married";"high.school";"no";"no";"no";"cellular";"nov";"thu";59;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +36;"services";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";255;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +45;"admin.";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"tue";99;6;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"technician";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"thu";257;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"admin.";"single";"professional.course";"no";"no";"no";"telephone";"may";"mon";160;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"fri";78;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +44;"admin.";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";217;3;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +37;"services";"single";"basic.9y";"no";"no";"no";"cellular";"may";"tue";37;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +39;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"may";"tue";650;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +57;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";230;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"technician";"married";"professional.course";"unknown";"yes";"no";"cellular";"jul";"wed";64;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +25;"admin.";"married";"unknown";"no";"no";"no";"telephone";"jun";"mon";112;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +52;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"apr";"thu";152;2;999;1;"failure";-1.8;93.075;-47.1;1.435;5099.1;"no" +23;"technician";"single";"high.school";"no";"no";"no";"cellular";"may";"thu";104;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"technician";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"tue";101;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";206;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +46;"technician";"married";"professional.course";"no";"no";"yes";"telephone";"jun";"mon";63;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +43;"blue-collar";"single";"basic.4y";"unknown";"no";"no";"telephone";"may";"wed";339;3;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +38;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"mon";136;2;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +53;"admin.";"single";"basic.6y";"no";"yes";"yes";"telephone";"may";"mon";148;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"self-employed";"unknown";"university.degree";"no";"no";"no";"cellular";"nov";"thu";221;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +28;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"tue";289;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +25;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";155;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +56;"services";"divorced";"high.school";"unknown";"no";"no";"telephone";"may";"thu";311;5;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +56;"technician";"married";"university.degree";"unknown";"no";"no";"cellular";"jul";"mon";17;19;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +33;"services";"single";"high.school";"no";"yes";"no";"telephone";"jun";"thu";326;5;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +31;"housemaid";"single";"professional.course";"unknown";"yes";"yes";"cellular";"aug";"tue";213;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +48;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"aug";"thu";544;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.904;4991.6;"yes" +45;"self-employed";"divorced";"university.degree";"no";"yes";"yes";"telephone";"jun";"mon";173;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +24;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"oct";"fri";160;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.72;5017.5;"no" +33;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"tue";341;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +38;"admin.";"married";"high.school";"unknown";"no";"no";"telephone";"apr";"mon";121;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +48;"housemaid";"married";"basic.4y";"unknown";"no";"yes";"cellular";"aug";"mon";148;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +28;"entrepreneur";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"fri";22;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +50;"self-employed";"married";"basic.4y";"unknown";"unknown";"unknown";"telephone";"may";"wed";153;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +29;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"wed";281;3;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +38;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"mon";177;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +18;"student";"single";"unknown";"no";"yes";"yes";"telephone";"aug";"wed";297;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.9;4991.6;"no" +31;"unemployed";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";43;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";487;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"tue";43;9;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +57;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"may";"mon";26;5;12;1;"success";-1.8;92.893;-46.2;1.244;5099.1;"no" +35;"technician";"divorced";"unknown";"no";"yes";"yes";"telephone";"may";"wed";432;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +77;"retired";"divorced";"professional.course";"no";"no";"no";"cellular";"aug";"mon";258;1;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"no" +29;"blue-collar";"single";"basic.9y";"unknown";"yes";"yes";"cellular";"jul";"tue";532;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +46;"management";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"fri";153;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +21;"student";"single";"high.school";"no";"yes";"yes";"cellular";"jun";"wed";286;2;999;0;"nonexistent";-1.7;94.055;-39.8;0.767;4991.6;"yes" +43;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";75;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"no" +43;"admin.";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"thu";294;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +31;"technician";"married";"university.degree";"no";"no";"no";"cellular";"oct";"tue";146;2;12;3;"failure";-1.1;94.601;-49.5;0.982;4963.6;"no" +39;"student";"single";"unknown";"no";"yes";"no";"telephone";"jun";"tue";367;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +44;"technician";"single";"university.degree";"no";"no";"yes";"cellular";"jul";"fri";228;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"wed";53;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +43;"self-employed";"single";"high.school";"unknown";"no";"no";"cellular";"may";"wed";79;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +48;"services";"married";"high.school";"no";"no";"no";"telephone";"sep";"tue";11;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.881;4963.6;"no" +28;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"may";"fri";557;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"wed";55;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +52;"self-employed";"divorced";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";26;5;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +34;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";541;3;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +37;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";115;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +25;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"wed";101;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +48;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"aug";"tue";69;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +36;"self-employed";"single";"professional.course";"no";"yes";"no";"telephone";"may";"mon";113;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"technician";"single";"professional.course";"no";"no";"no";"telephone";"may";"tue";148;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"mon";151;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"services";"married";"high.school";"no";"yes";"yes";"telephone";"apr";"fri";73;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +37;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"thu";117;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +41;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"thu";142;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +51;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"nov";"tue";62;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +27;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"thu";84;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";199;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +31;"services";"divorced";"high.school";"no";"yes";"yes";"cellular";"nov";"mon";90;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"sep";"mon";5;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +31;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jul";"tue";280;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +64;"unknown";"married";"unknown";"no";"yes";"no";"telephone";"aug";"fri";239;4;999;0;"nonexistent";-1.7;94.027;-38.3;0.905;4991.6;"yes" +33;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";35;6;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +41;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"apr";"fri";150;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +34;"admin.";"single";"high.school";"no";"no";"no";"telephone";"jun";"tue";423;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +41;"admin.";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";135;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +36;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"nov";"wed";70;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +59;"retired";"married";"professional.course";"unknown";"yes";"no";"telephone";"jun";"wed";59;8;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +56;"management";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"tue";941;3;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"yes" +59;"retired";"married";"professional.course";"no";"no";"no";"telephone";"may";"thu";422;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +32;"admin.";"single";"university.degree";"no";"unknown";"unknown";"cellular";"nov";"fri";59;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +40;"technician";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";34;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";64;1;3;3;"success";-3.4;92.649;-30.1;0.715;5017.5;"yes" +34;"admin.";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";248;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +41;"unknown";"married";"unknown";"no";"no";"no";"cellular";"aug";"mon";258;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +33;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"mon";31;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +31;"technician";"single";"high.school";"no";"yes";"yes";"cellular";"aug";"wed";113;2;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +29;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"wed";168;4;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +38;"admin.";"single";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"wed";247;5;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +24;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"mar";"wed";224;1;999;0;"nonexistent";-1.8;92.843;-50;1.602;5099.1;"yes" +34;"admin.";"single";"basic.6y";"no";"no";"no";"cellular";"may";"thu";22;11;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +27;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"may";"thu";201;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +32;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";319;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +49;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";59;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"technician";"divorced";"basic.9y";"no";"no";"no";"telephone";"jul";"wed";372;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +46;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"thu";155;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +47;"services";"divorced";"high.school";"no";"yes";"no";"telephone";"may";"tue";313;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"services";"married";"high.school";"unknown";"yes";"yes";"telephone";"may";"thu";73;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +31;"services";"married";"high.school";"no";"unknown";"unknown";"cellular";"may";"thu";582;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +36;"technician";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"tue";232;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +30;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"fri";173;2;15;4;"failure";-1.1;94.199;-37.5;0.879;4963.6;"yes" +32;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";100;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +54;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";42;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +51;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"fri";653;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"yes" +28;"technician";"divorced";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";136;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +54;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"mon";397;1;999;1;"failure";-1.8;92.893;-46.2;1.264;5099.1;"yes" +31;"admin.";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"tue";101;13;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +57;"admin.";"married";"basic.6y";"no";"no";"no";"cellular";"may";"fri";259;1;999;1;"failure";-1.8;92.893;-46.2;1.259;5099.1;"no" +49;"unemployed";"married";"professional.course";"no";"no";"no";"cellular";"jun";"fri";317;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +45;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"wed";157;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"management";"married";"university.degree";"unknown";"yes";"yes";"cellular";"apr";"tue";258;8;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"no" +53;"services";"married";"university.degree";"no";"no";"no";"cellular";"may";"fri";136;1;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +26;"student";"single";"basic.9y";"no";"yes";"no";"cellular";"mar";"mon";1447;2;999;0;"nonexistent";-1.8;92.843;-50;1.811;5099.1;"yes" +31;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";56;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";999;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +29;"technician";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"thu";321;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +31;"technician";"single";"high.school";"no";"no";"no";"cellular";"aug";"tue";191;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +29;"student";"single";"unknown";"no";"no";"no";"telephone";"may";"mon";1143;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +49;"blue-collar";"married";"basic.9y";"unknown";"no";"yes";"telephone";"may";"wed";667;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +26;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"may";"tue";15;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +43;"blue-collar";"married";"unknown";"unknown";"no";"yes";"telephone";"may";"wed";73;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +56;"retired";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"wed";71;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";228;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +31;"technician";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";17;5;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +50;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"tue";215;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +37;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"jul";"tue";242;6;999;0;"nonexistent";1.4;93.918;-42.7;4.955;5228.1;"no" +42;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"mon";105;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"services";"married";"basic.9y";"unknown";"yes";"no";"cellular";"nov";"mon";209;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +25;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"jul";"thu";59;3;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +35;"self-employed";"single";"university.degree";"no";"no";"yes";"cellular";"nov";"wed";197;1;3;1;"success";-0.1;93.2;-42;4.12;5195.8;"no" +37;"entrepreneur";"married";"high.school";"unknown";"no";"no";"cellular";"nov";"thu";68;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +30;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";164;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +33;"blue-collar";"married";"basic.6y";"unknown";"yes";"yes";"telephone";"may";"fri";1132;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"yes" +36;"technician";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";146;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";60;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"unemployed";"married";"basic.6y";"no";"no";"no";"cellular";"jun";"thu";280;2;999;1;"failure";-2.9;92.963;-40.8;1.26;5076.2;"yes" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";396;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"yes" +26;"entrepreneur";"married";"unknown";"no";"no";"no";"telephone";"may";"fri";194;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +40;"blue-collar";"divorced";"high.school";"unknown";"no";"no";"telephone";"may";"thu";155;6;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +25;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"may";"fri";1068;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"yes" +38;"management";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"fri";772;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"yes" +54;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"mon";337;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"yes" +50;"admin.";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"wed";137;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";7;6;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +43;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";213;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +57;"management";"divorced";"university.degree";"unknown";"no";"no";"cellular";"apr";"mon";322;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +38;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"wed";161;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +27;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"may";"fri";137;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +35;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";400;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +28;"technician";"single";"high.school";"no";"yes";"no";"cellular";"jul";"tue";124;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +57;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"fri";161;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +40;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"nov";"thu";22;5;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +43;"blue-collar";"married";"basic.6y";"no";"no";"yes";"cellular";"jul";"tue";197;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +34;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"apr";"fri";122;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +67;"retired";"married";"unknown";"no";"no";"no";"cellular";"oct";"thu";140;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.722;5017.5;"no" +48;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"mon";309;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +35;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"may";"tue";200;4;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +27;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"mon";409;1;1;1;"success";-1.8;92.893;-46.2;1.299;5099.1;"no" +25;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"thu";103;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +42;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"may";"thu";50;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +47;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"mon";208;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";13;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +36;"admin.";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";458;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"yes" +35;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"mon";200;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +29;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"mon";127;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +45;"technician";"married";"professional.course";"unknown";"no";"no";"telephone";"jun";"fri";124;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +53;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";95;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +41;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"mon";114;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +50;"management";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"mon";65;17;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +31;"management";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"wed";161;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +46;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";174;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +36;"blue-collar";"married";"high.school";"unknown";"no";"no";"telephone";"may";"wed";713;4;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +43;"blue-collar";"single";"professional.course";"no";"no";"no";"telephone";"jun";"thu";133;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +48;"entrepreneur";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"tue";201;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"services";"married";"high.school";"no";"unknown";"unknown";"cellular";"may";"thu";215;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +21;"services";"single";"high.school";"no";"yes";"yes";"cellular";"apr";"thu";820;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.435;5099.1;"no" +56;"services";"married";"high.school";"unknown";"no";"no";"cellular";"may";"fri";310;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +54;"management";"married";"basic.6y";"no";"no";"no";"telephone";"jun";"wed";255;3;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +44;"services";"married";"high.school";"unknown";"no";"no";"cellular";"nov";"tue";43;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +31;"unemployed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";91;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +50;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";587;2;999;1;"failure";-2.9;92.201;-31.4;0.859;5076.2;"yes" +48;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";288;1;0;3;"success";-1.7;94.027;-38.3;0.9;4991.6;"yes" +26;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";181;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.244;5076.2;"no" +37;"services";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"fri";320;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +37;"unemployed";"unknown";"university.degree";"no";"no";"no";"cellular";"jun";"tue";100;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +50;"services";"married";"unknown";"unknown";"no";"no";"telephone";"may";"tue";144;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +47;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";653;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"wed";128;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +32;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";22;17;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"services";"married";"basic.9y";"no";"no";"yes";"telephone";"jun";"fri";177;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.224;5076.2;"no" +48;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"tue";288;1;999;1;"failure";-1.7;94.215;-40.3;0.876;4991.6;"no" +46;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"tue";566;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +48;"self-employed";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"tue";318;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"unknown";"divorced";"high.school";"unknown";"yes";"no";"telephone";"may";"wed";107;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";748;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +55;"retired";"married";"basic.4y";"unknown";"no";"yes";"cellular";"jul";"tue";599;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +27;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"jul";"mon";101;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"services";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";223;3;999;2;"failure";-1.1;94.767;-50.8;1.048;4963.6;"no" +29;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";411;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"services";"divorced";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";149;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +34;"student";"single";"basic.4y";"unknown";"yes";"no";"telephone";"may";"thu";1185;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +51;"services";"divorced";"high.school";"unknown";"no";"no";"cellular";"may";"tue";398;2;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +40;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";65;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +38;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"jun";"mon";169;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +42;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";212;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +30;"unemployed";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";266;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"services";"married";"high.school";"unknown";"no";"no";"telephone";"may";"mon";427;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"admin.";"single";"high.school";"no";"no";"yes";"telephone";"jun";"wed";113;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +47;"management";"married";"university.degree";"no";"no";"no";"cellular";"apr";"mon";51;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"thu";272;2;999;0;"nonexistent";-1.1;94.199;-37.5;0.878;4963.6;"yes" +30;"services";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";22;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +54;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";66;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +47;"admin.";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"thu";164;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +32;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";58;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"fri";297;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +38;"self-employed";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";26;1;999;2;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +38;"technician";"single";"high.school";"no";"no";"no";"cellular";"aug";"wed";74;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"unknown";"married";"unknown";"no";"yes";"no";"cellular";"aug";"thu";27;10;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +53;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";118;7;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +26;"unemployed";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";112;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"may";"tue";169;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jun";"tue";103;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.099;5076.2;"no" +41;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";679;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"yes" +39;"self-employed";"divorced";"high.school";"no";"no";"no";"cellular";"sep";"tue";261;1;3;1;"success";-3.4;92.379;-29.8;0.788;5017.5;"yes" +48;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"jul";"mon";352;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +32;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"fri";16;6;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +35;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"wed";39;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"tue";107;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";8;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +60;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"apr";"mon";18;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +28;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"jul";"fri";94;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +52;"management";"married";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";167;1;10;4;"failure";-2.9;92.201;-31.4;0.883;5076.2;"yes" +35;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"tue";497;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +27;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"tue";134;1;3;1;"success";-1.8;92.893;-46.2;1.266;5099.1;"no" +34;"technician";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";481;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"blue-collar";"married";"basic.4y";"no";"no";"yes";"cellular";"nov";"wed";217;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +28;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"thu";140;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"mon";175;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"blue-collar";"divorced";"basic.6y";"unknown";"no";"no";"cellular";"jul";"mon";1065;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +55;"admin.";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"thu";430;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +50;"technician";"married";"high.school";"no";"yes";"no";"cellular";"dec";"mon";229;1;999;1;"failure";-3;92.713;-33;0.717;5023.5;"yes" +37;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"wed";51;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"blue-collar";"divorced";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"mon";276;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +58;"unknown";"married";"basic.9y";"no";"yes";"no";"cellular";"dec";"thu";154;1;999;1;"failure";-3;92.713;-33;0.72;5023.5;"yes" +32;"entrepreneur";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";95;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +35;"retired";"single";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"mon";145;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";213;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +26;"admin.";"single";"high.school";"unknown";"no";"no";"cellular";"may";"thu";136;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +47;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"apr";"tue";225;4;999;1;"failure";-1.8;93.075;-47.1;1.423;5099.1;"no" +29;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"wed";68;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +37;"entrepreneur";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";222;1;2;1;"success";-1.8;92.893;-46.2;1.266;5099.1;"no" +32;"technician";"single";"high.school";"no";"no";"no";"telephone";"jul";"wed";239;11;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +46;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"mon";181;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +36;"services";"married";"high.school";"no";"no";"yes";"telephone";"may";"wed";166;5;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +35;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jun";"thu";121;4;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +31;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";242;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";716;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +46;"housemaid";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"fri";550;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +85;"housemaid";"divorced";"basic.4y";"unknown";"yes";"no";"telephone";"oct";"fri";181;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"no" +29;"technician";"single";"basic.9y";"no";"no";"no";"cellular";"may";"thu";20;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +31;"management";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";165;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +34;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"thu";54;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +29;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"nov";"fri";215;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +46;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"tue";62;7;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +29;"blue-collar";"divorced";"high.school";"no";"no";"no";"cellular";"may";"fri";760;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"yes" +54;"blue-collar";"single";"basic.4y";"no";"no";"no";"telephone";"may";"thu";253;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +26;"management";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";112;5;999;0;"nonexistent";-1.1;94.767;-50.8;1.039;4963.6;"no" +27;"admin.";"married";"professional.course";"no";"yes";"no";"cellular";"may";"thu";143;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"management";"married";"basic.4y";"unknown";"yes";"no";"cellular";"may";"fri";10;5;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +32;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";158;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +35;"services";"married";"high.school";"no";"yes";"no";"telephone";"may";"tue";87;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +32;"blue-collar";"single";"high.school";"no";"unknown";"unknown";"cellular";"nov";"wed";77;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +59;"retired";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";551;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";193;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +37;"admin.";"married";"high.school";"no";"no";"yes";"telephone";"may";"thu";155;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +40;"admin.";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"tue";675;5;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +55;"admin.";"married";"professional.course";"no";"yes";"yes";"cellular";"aug";"tue";482;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +33;"housemaid";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"wed";46;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +36;"admin.";"single";"high.school";"no";"no";"no";"cellular";"apr";"fri";193;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +59;"admin.";"married";"high.school";"no";"no";"no";"telephone";"jun";"mon";204;4;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +34;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"thu";484;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +30;"self-employed";"married";"professional.course";"no";"no";"no";"cellular";"may";"tue";34;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +29;"admin.";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";48;7;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +34;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"mon";281;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +47;"blue-collar";"single";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";162;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +41;"entrepreneur";"married";"basic.4y";"no";"yes";"no";"telephone";"jul";"fri";89;2;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";107;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +33;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"tue";68;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"unemployed";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";211;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +33;"services";"married";"high.school";"no";"unknown";"unknown";"cellular";"may";"fri";333;1;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +59;"retired";"married";"basic.4y";"no";"yes";"yes";"cellular";"aug";"thu";265;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +29;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";94;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";369;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +41;"admin.";"single";"unknown";"unknown";"yes";"no";"cellular";"apr";"fri";464;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +55;"technician";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"mon";362;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +39;"entrepreneur";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";997;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +48;"services";"married";"basic.6y";"no";"no";"no";"cellular";"jul";"wed";69;6;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +56;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";177;5;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +63;"technician";"married";"unknown";"no";"yes";"no";"cellular";"aug";"tue";173;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.838;5076.2;"no" +50;"self-employed";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"thu";287;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +42;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"mon";454;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"unemployed";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";114;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";51;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +28;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"apr";"mon";218;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.392;5099.1;"no" +26;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"may";"thu";649;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +24;"admin.";"single";"high.school";"unknown";"yes";"no";"cellular";"jul";"thu";470;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +38;"blue-collar";"divorced";"unknown";"no";"no";"no";"telephone";"jun";"fri";278;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +30;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"nov";"thu";175;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +29;"blue-collar";"single";"basic.4y";"no";"yes";"no";"cellular";"may";"fri";13;9;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +56;"management";"married";"university.degree";"no";"no";"no";"cellular";"jul";"tue";442;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +36;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"telephone";"jun";"thu";762;3;999;0;"nonexistent";1.4;94.465;-41.8;4.955;5228.1;"yes" +33;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"tue";88;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +47;"services";"married";"unknown";"no";"no";"no";"telephone";"may";"wed";262;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +50;"housemaid";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"mon";287;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"services";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";335;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +54;"entrepreneur";"divorced";"unknown";"no";"no";"yes";"cellular";"apr";"thu";461;2;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"apr";"fri";108;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.479;5099.1;"no" +38;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"tue";189;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"management";"single";"high.school";"no";"yes";"yes";"cellular";"nov";"wed";201;2;6;1;"success";-0.1;93.2;-42;4.12;5195.8;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"tue";192;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +55;"admin.";"married";"unknown";"no";"yes";"yes";"cellular";"nov";"thu";591;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +31;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";201;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +43;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";225;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +59;"unemployed";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"thu";458;9;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +53;"technician";"married";"university.degree";"no";"unknown";"unknown";"cellular";"apr";"thu";758;2;999;2;"failure";-1.8;93.749;-34.6;0.64;5008.7;"yes" +56;"unemployed";"married";"professional.course";"no";"no";"no";"cellular";"sep";"fri";1551;1;999;2;"failure";-3.4;92.379;-29.8;0.762;5017.5;"no" +32;"entrepreneur";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jul";"tue";258;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"thu";159;3;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +42;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"wed";92;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";209;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"services";"married";"high.school";"unknown";"no";"no";"cellular";"nov";"thu";117;6;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +56;"technician";"married";"unknown";"no";"no";"no";"telephone";"jun";"fri";49;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +31;"entrepreneur";"divorced";"high.school";"no";"yes";"no";"telephone";"may";"tue";168;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"management";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";228;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +33;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"jun";"fri";78;7;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +23;"housemaid";"single";"basic.4y";"no";"no";"yes";"cellular";"may";"thu";9;6;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +26;"services";"single";"high.school";"unknown";"yes";"yes";"telephone";"jul";"fri";11;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +55;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";106;6;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +47;"services";"divorced";"basic.4y";"no";"yes";"no";"telephone";"jun";"fri";60;6;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +36;"blue-collar";"married";"professional.course";"unknown";"yes";"no";"telephone";"jun";"fri";324;5;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +33;"blue-collar";"married";"basic.6y";"unknown";"yes";"yes";"telephone";"may";"thu";369;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +60;"retired";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";557;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";142;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +35;"admin.";"married";"high.school";"unknown";"unknown";"unknown";"telephone";"may";"wed";35;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +47;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"mon";480;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +30;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"may";"wed";207;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"blue-collar";"single";"basic.9y";"no";"no";"yes";"telephone";"jun";"thu";869;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +36;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"tue";259;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +46;"services";"divorced";"high.school";"no";"no";"no";"cellular";"may";"mon";222;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +30;"entrepreneur";"divorced";"basic.6y";"no";"no";"yes";"cellular";"may";"thu";149;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +88;"retired";"divorced";"basic.4y";"no";"yes";"yes";"cellular";"mar";"wed";82;2;999;0;"nonexistent";-1.8;92.843;-50;1.663;5099.1;"no" +45;"services";"divorced";"high.school";"unknown";"no";"no";"telephone";"may";"mon";166;12;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"apr";"thu";82;6;999;0;"nonexistent";-1.8;93.075;-47.1;1.483;5099.1;"no" +43;"technician";"single";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";461;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +48;"retired";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"jul";"mon";27;17;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +56;"unemployed";"divorced";"university.degree";"unknown";"yes";"no";"telephone";"may";"fri";98;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"technician";"single";"high.school";"unknown";"yes";"no";"telephone";"may";"wed";617;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";63;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +56;"housemaid";"divorced";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"tue";77;5;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"technician";"married";"high.school";"no";"unknown";"unknown";"cellular";"aug";"fri";61;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +39;"services";"single";"high.school";"unknown";"no";"no";"telephone";"may";"thu";206;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +49;"unemployed";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";96;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +30;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";129;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"tue";979;9;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +32;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"jul";"thu";119;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +59;"admin.";"divorced";"high.school";"unknown";"no";"yes";"cellular";"jul";"mon";630;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +38;"technician";"married";"high.school";"no";"unknown";"unknown";"cellular";"aug";"tue";234;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +49;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"fri";354;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +28;"admin.";"married";"high.school";"no";"unknown";"unknown";"cellular";"jul";"tue";502;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +39;"technician";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";451;4;3;1;"success";-1.8;92.893;-46.2;1.291;5099.1;"no" +37;"blue-collar";"married";"basic.6y";"no";"unknown";"unknown";"cellular";"oct";"fri";93;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.73;5017.5;"no" +51;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";250;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +31;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"fri";241;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +59;"technician";"divorced";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";142;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +46;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"tue";304;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";296;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +28;"management";"single";"university.degree";"no";"no";"no";"telephone";"jun";"thu";651;5;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"yes" +31;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";102;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +26;"services";"single";"high.school";"no";"yes";"no";"telephone";"may";"tue";188;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"mon";221;8;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +50;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";57;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +41;"unemployed";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"mon";263;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.466;5099.1;"no" +50;"self-employed";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";73;7;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +32;"blue-collar";"single";"high.school";"no";"no";"yes";"cellular";"may";"wed";204;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +56;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"apr";"mon";83;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";111;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +38;"technician";"married";"professional.course";"unknown";"no";"no";"telephone";"may";"mon";407;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"mon";12;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +45;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"mon";134;8;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +52;"retired";"married";"basic.4y";"unknown";"unknown";"unknown";"cellular";"jul";"thu";143;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +55;"technician";"married";"university.degree";"no";"no";"no";"telephone";"jun";"tue";126;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"may";"thu";238;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +71;"retired";"married";"basic.4y";"no";"yes";"yes";"cellular";"oct";"tue";120;1;6;1;"success";-3.4;92.431;-26.9;0.728;5017.5;"no" +22;"services";"single";"basic.4y";"no";"no";"no";"telephone";"may";"wed";91;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"fri";331;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"yes" +78;"retired";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";754;2;3;2;"failure";-1.8;92.893;-46.2;1.264;5099.1;"no" +30;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";589;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +51;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"apr";"wed";89;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.372;5099.1;"no" +35;"management";"divorced";"university.degree";"no";"unknown";"unknown";"cellular";"aug";"mon";123;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +26;"student";"single";"unknown";"no";"yes";"no";"cellular";"nov";"wed";92;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.716;5017.5;"no" +34;"services";"married";"high.school";"no";"no";"no";"telephone";"jun";"fri";9;14;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +49;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";87;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +50;"blue-collar";"divorced";"basic.4y";"no";"no";"no";"cellular";"jul";"thu";150;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +51;"entrepreneur";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";98;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +57;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";187;1;999;1;"failure";-2.9;92.201;-31.4;0.834;5076.2;"no" +33;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";76;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +35;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";41;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"thu";609;2;7;3;"success";-1.7;94.215;-40.3;0.782;4991.6;"yes" +39;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";514;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +39;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";919;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +20;"student";"single";"high.school";"no";"no";"no";"cellular";"nov";"wed";187;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.715;5017.5;"no" +55;"blue-collar";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"fri";530;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"student";"single";"professional.course";"no";"no";"no";"telephone";"nov";"thu";72;1;999;0;"nonexistent";-0.1;93.2;-42;4.245;5195.8;"no" +33;"admin.";"married";"high.school";"no";"no";"no";"cellular";"jul";"fri";595;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +24;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"thu";226;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +39;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";168;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +55;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"aug";"thu";142;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +35;"unknown";"married";"basic.9y";"no";"no";"no";"telephone";"may";"thu";108;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +55;"retired";"divorced";"basic.4y";"unknown";"no";"no";"cellular";"may";"wed";526;4;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"yes" +42;"self-employed";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";83;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +50;"self-employed";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"thu";59;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +39;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";53;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +40;"services";"single";"high.school";"no";"no";"no";"cellular";"may";"wed";197;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +51;"services";"single";"high.school";"unknown";"no";"no";"telephone";"jun";"mon";329;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +59;"retired";"unknown";"university.degree";"unknown";"no";"no";"telephone";"may";"tue";253;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"technician";"married";"high.school";"no";"no";"no";"cellular";"apr";"mon";58;3;999;2;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"management";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"thu";109;5;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +33;"technician";"divorced";"professional.course";"no";"yes";"yes";"cellular";"aug";"mon";679;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +26;"admin.";"single";"basic.4y";"no";"yes";"yes";"telephone";"jun";"tue";68;6;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +27;"management";"married";"university.degree";"no";"no";"no";"cellular";"apr";"mon";54;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.392;5099.1;"no" +30;"technician";"single";"high.school";"no";"yes";"no";"cellular";"aug";"thu";230;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +42;"self-employed";"married";"high.school";"unknown";"yes";"no";"cellular";"nov";"thu";77;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +53;"unemployed";"married";"university.degree";"no";"unknown";"unknown";"cellular";"nov";"mon";126;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +36;"management";"married";"university.degree";"no";"unknown";"unknown";"cellular";"sep";"wed";331;1;6;4;"failure";-1.1;94.199;-37.5;0.876;4963.6;"yes" +29;"management";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";139;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +45;"services";"married";"professional.course";"no";"unknown";"unknown";"cellular";"aug";"fri";133;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +35;"services";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"fri";102;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"blue-collar";"married";"high.school";"unknown";"yes";"no";"cellular";"mar";"tue";494;1;999;0;"nonexistent";-1.8;92.843;-50;1.51;5099.1;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";19;11;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +29;"blue-collar";"married";"basic.6y";"no";"no";"yes";"telephone";"may";"wed";168;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +32;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"apr";"mon";24;1;999;2;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +34;"technician";"married";"professional.course";"no";"unknown";"unknown";"cellular";"may";"thu";35;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +36;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"dec";"thu";234;1;999;0;"nonexistent";-0.2;92.756;-45.9;3.329;5176.3;"no" +51;"management";"married";"university.degree";"no";"no";"no";"telephone";"jun";"wed";16;17;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +34;"blue-collar";"married";"basic.4y";"no";"no";"yes";"telephone";"may";"thu";23;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +50;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"sep";"wed";1353;2;999;0;"nonexistent";-3.4;92.379;-29.8;0.749;5017.5;"no" +54;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"thu";65;6;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +53;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";88;4;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +52;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"may";"tue";57;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +71;"retired";"married";"high.school";"no";"no";"no";"cellular";"sep";"mon";363;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"yes" +52;"retired";"married";"university.degree";"no";"yes";"yes";"telephone";"nov";"mon";215;3;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +53;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";332;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";287;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +43;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"thu";67;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +31;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"mon";122;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +58;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"mon";1234;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"yes" +46;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";124;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +38;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"jul";"thu";456;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"wed";329;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +37;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";58;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +40;"self-employed";"single";"university.degree";"no";"no";"yes";"cellular";"jun";"wed";54;4;999;0;"nonexistent";-2.9;92.963;-40.8;1.244;5076.2;"no" +42;"blue-collar";"divorced";"high.school";"no";"no";"no";"telephone";"jun";"tue";256;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +40;"technician";"single";"high.school";"no";"no";"no";"cellular";"aug";"fri";85;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +27;"unemployed";"married";"high.school";"no";"yes";"no";"telephone";"jun";"fri";23;13;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +57;"unknown";"married";"unknown";"unknown";"yes";"no";"telephone";"may";"mon";48;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +45;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"apr";"mon";79;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +46;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"nov";"wed";184;2;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +47;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";129;3;999;2;"failure";-1.7;94.215;-40.3;0.896;4991.6;"no" +56;"retired";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"wed";687;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"entrepreneur";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";314;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"services";"married";"unknown";"no";"no";"no";"telephone";"may";"tue";192;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +58;"services";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";155;5;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";123;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +39;"blue-collar";"married";"basic.6y";"unknown";"no";"yes";"cellular";"jul";"thu";122;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +41;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"nov";"thu";255;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";428;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";181;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"management";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"mon";207;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"management";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"mon";488;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +41;"services";"divorced";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";189;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";355;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +28;"services";"married";"high.school";"no";"unknown";"unknown";"cellular";"jul";"thu";81;4;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +35;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"nov";"tue";106;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +44;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"sep";"thu";10;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.884;4963.6;"no" +25;"blue-collar";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"tue";94;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +47;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"tue";118;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +32;"unemployed";"married";"professional.course";"no";"yes";"no";"telephone";"nov";"tue";486;1;999;0;"nonexistent";-0.1;93.2;-42;4.343;5195.8;"yes" +26;"student";"single";"high.school";"no";"no";"no";"cellular";"jul";"tue";235;1;999;1;"failure";-1.7;94.215;-40.3;0.893;4991.6;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";167;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";206;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +57;"management";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"wed";236;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"blue-collar";"single";"basic.6y";"unknown";"no";"yes";"cellular";"may";"wed";42;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +33;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"oct";"mon";61;2;6;2;"failure";-3.4;92.431;-26.9;0.731;5017.5;"no" +32;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"fri";219;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +47;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"jul";"thu";114;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +34;"blue-collar";"single";"basic.6y";"no";"no";"no";"cellular";"may";"mon";204;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +36;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"apr";"fri";413;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +28;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";77;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +72;"retired";"divorced";"university.degree";"no";"no";"no";"cellular";"aug";"tue";270;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.884;5076.2;"no" +27;"services";"single";"basic.9y";"no";"yes";"yes";"cellular";"jul";"tue";88;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +43;"admin.";"divorced";"high.school";"no";"yes";"yes";"cellular";"may";"thu";892;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +39;"entrepreneur";"single";"university.degree";"no";"yes";"no";"cellular";"may";"fri";452;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +27;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"mar";"tue";238;4;999;0;"nonexistent";-1.8;93.369;-34.8;0.635;5008.7;"yes" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";614;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +34;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"mon";123;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"no" +36;"services";"married";"high.school";"unknown";"yes";"yes";"telephone";"jun";"wed";57;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +39;"technician";"married";"high.school";"no";"no";"no";"cellular";"nov";"fri";749;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"yes" +35;"management";"divorced";"high.school";"no";"yes";"no";"telephone";"jun";"fri";176;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +56;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"tue";130;3;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";1327;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +31;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"tue";28;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +45;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"fri";27;3;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +20;"student";"single";"unknown";"no";"yes";"yes";"cellular";"apr";"tue";47;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";111;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"fri";272;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +45;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"telephone";"jun";"tue";65;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +50;"services";"married";"high.school";"no";"yes";"no";"cellular";"aug";"mon";54;15;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jun";"tue";641;6;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"unknown";"married";"unknown";"unknown";"no";"no";"telephone";"may";"mon";362;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"entrepreneur";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"wed";474;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";61;6;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"mon";234;13;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +41;"technician";"married";"professional.course";"unknown";"no";"no";"telephone";"may";"mon";677;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"may";"fri";87;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +39;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";247;1;4;1;"success";-2.9;92.201;-31.4;0.884;5076.2;"no" +34;"blue-collar";"married";"basic.6y";"unknown";"no";"yes";"telephone";"jul";"mon";164;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +52;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";643;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +47;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";2653;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"yes" +59;"management";"married";"university.degree";"no";"no";"no";"cellular";"dec";"thu";112;4;999;1;"failure";-3;92.713;-33;0.7;5023.5;"no" +37;"services";"married";"high.school";"no";"no";"yes";"cellular";"apr";"fri";175;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +33;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";85;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"fri";288;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +33;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";67;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"nov";"fri";44;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +39;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"fri";302;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";77;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.714;5017.5;"no" +29;"technician";"single";"high.school";"no";"yes";"no";"cellular";"aug";"tue";130;6;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +32;"admin.";"single";"high.school";"no";"no";"no";"cellular";"apr";"thu";1143;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"yes" +35;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"fri";221;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";570;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +38;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"apr";"tue";239;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.453;5099.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"aug";"tue";66;7;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";200;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +34;"self-employed";"single";"high.school";"no";"yes";"no";"cellular";"nov";"tue";581;4;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +42;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"wed";938;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"yes" +28;"technician";"single";"basic.9y";"no";"no";"no";"cellular";"may";"tue";223;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +53;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";260;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"services";"single";"basic.9y";"no";"no";"no";"telephone";"may";"mon";93;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"entrepreneur";"married";"professional.course";"no";"yes";"yes";"cellular";"may";"fri";114;1;999;1;"failure";-1.8;92.893;-46.2;1.259;5099.1;"no" +51;"unemployed";"married";"professional.course";"unknown";"yes";"yes";"cellular";"jul";"thu";901;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +35;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"jun";"fri";81;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";168;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +36;"technician";"single";"professional.course";"no";"no";"yes";"telephone";"may";"mon";114;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +35;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";138;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"services";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";31;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +45;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"thu";272;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +24;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";590;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"jul";"tue";231;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +31;"entrepreneur";"divorced";"basic.4y";"no";"no";"no";"cellular";"nov";"tue";152;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +30;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";217;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +68;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";546;2;999;1;"failure";-1.7;94.215;-40.3;0.889;4991.6;"yes" +50;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"aug";"tue";137;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"unemployed";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";85;8;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +55;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"thu";371;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"admin.";"married";"high.school";"unknown";"yes";"yes";"telephone";"jun";"wed";135;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +55;"services";"married";"basic.4y";"no";"no";"yes";"cellular";"aug";"wed";64;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +37;"admin.";"married";"high.school";"no";"unknown";"unknown";"cellular";"jul";"thu";56;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +41;"blue-collar";"single";"basic.4y";"no";"unknown";"unknown";"cellular";"jul";"mon";107;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";102;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +33;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"fri";728;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"yes" +42;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";312;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +56;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jul";"fri";55;9;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +46;"entrepreneur";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";245;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +42;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"fri";163;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";214;2;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +53;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"fri";264;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +43;"self-employed";"married";"basic.4y";"no";"no";"yes";"cellular";"nov";"wed";206;5;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +52;"services";"married";"basic.6y";"no";"no";"yes";"cellular";"jul";"mon";161;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +40;"technician";"single";"unknown";"no";"yes";"no";"telephone";"jul";"wed";145;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +49;"housemaid";"single";"university.degree";"no";"no";"yes";"cellular";"dec";"mon";334;3;999;0;"nonexistent";-3;92.713;-33;0.717;5023.5;"no" +41;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";47;13;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +26;"blue-collar";"single";"basic.4y";"no";"yes";"yes";"cellular";"jul";"wed";215;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"blue-collar";"divorced";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";304;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +33;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"tue";164;7;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +36;"admin.";"single";"basic.6y";"no";"yes";"no";"telephone";"may";"wed";125;2;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +33;"blue-collar";"married";"basic.9y";"unknown";"no";"yes";"telephone";"jun";"tue";321;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +36;"services";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"tue";49;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +61;"self-employed";"divorced";"university.degree";"no";"no";"no";"cellular";"mar";"fri";102;2;999;1;"failure";-1.8;93.369;-34.8;0.649;5008.7;"no" +40;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";224;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"technician";"single";"professional.course";"no";"no";"no";"telephone";"jul";"fri";141;2;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"jun";"mon";132;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +39;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"thu";22;8;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +39;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"tue";121;17;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";328;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.873;5076.2;"no" +47;"management";"married";"high.school";"no";"no";"yes";"cellular";"apr";"fri";245;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +24;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jul";"mon";722;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +45;"blue-collar";"divorced";"high.school";"unknown";"no";"no";"cellular";"jul";"thu";323;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +34;"technician";"divorced";"unknown";"no";"no";"no";"cellular";"jul";"thu";40;7;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +51;"entrepreneur";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";142;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"unknown";"married";"professional.course";"no";"no";"no";"cellular";"jun";"thu";217;2;3;1;"success";-2.9;92.963;-40.8;1.26;5076.2;"no" +24;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jun";"tue";211;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +24;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";10;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +35;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"wed";108;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +71;"retired";"single";"university.degree";"no";"yes";"no";"cellular";"oct";"tue";167;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.742;5017.5;"no" +27;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"apr";"wed";98;1;999;1;"failure";-1.8;93.075;-47.1;1.445;5099.1;"no" +32;"services";"married";"high.school";"no";"no";"no";"cellular";"oct";"mon";217;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"no" +56;"technician";"divorced";"university.degree";"unknown";"no";"yes";"cellular";"jul";"thu";13;2;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +35;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";66;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"aug";"thu";347;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"services";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";193;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +52;"services";"single";"high.school";"no";"yes";"no";"telephone";"jun";"wed";43;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +27;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"jul";"tue";72;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +35;"student";"single";"unknown";"unknown";"no";"no";"cellular";"jul";"wed";103;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +40;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";26;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"jul";"wed";122;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"management";"single";"university.degree";"no";"no";"no";"cellular";"may";"thu";162;4;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +35;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"tue";95;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +28;"blue-collar";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";611;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +25;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"thu";420;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";202;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.879;5076.2;"no" +31;"technician";"married";"university.degree";"no";"no";"no";"cellular";"sep";"thu";244;1;3;1;"success";-1.1;94.199;-37.5;0.878;4963.6;"yes" +38;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jun";"wed";539;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +53;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"thu";75;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +32;"technician";"divorced";"professional.course";"no";"yes";"no";"telephone";"may";"fri";76;17;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +73;"retired";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";135;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.873;5076.2;"no" +34;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"may";"wed";359;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +64;"housemaid";"married";"unknown";"no";"yes";"no";"telephone";"may";"wed";671;3;999;0;"nonexistent";-1.8;93.876;-40;0.697;5008.7;"yes" +41;"technician";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";167;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +51;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"telephone";"jun";"tue";781;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"yes" +34;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jun";"tue";116;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +50;"management";"married";"unknown";"no";"yes";"no";"telephone";"jun";"thu";1005;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +39;"retired";"single";"high.school";"no";"no";"no";"telephone";"may";"thu";109;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"mar";"mon";93;1;999;0;"nonexistent";-1.8;92.843;-50;1.629;5099.1;"no" +37;"housemaid";"divorced";"basic.9y";"unknown";"yes";"no";"telephone";"may";"mon";226;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +40;"admin.";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"fri";85;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";197;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +41;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";188;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";191;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +47;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"jul";"thu";303;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +23;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";523;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"jun";"wed";83;11;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +49;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";91;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +51;"admin.";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"fri";343;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +36;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"wed";225;2;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +49;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"aug";"mon";383;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +21;"student";"single";"professional.course";"no";"no";"no";"telephone";"nov";"wed";250;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.716;5017.5;"no" +34;"unemployed";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";284;2;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +45;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"thu";367;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +54;"unemployed";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";193;1;3;1;"success";-1.8;92.893;-46.2;1.27;5099.1;"yes" +34;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";71;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +36;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"may";"mon";193;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +45;"admin.";"single";"professional.course";"no";"no";"no";"telephone";"may";"tue";265;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"nov";"wed";274;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";75;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +51;"admin.";"married";"basic.4y";"unknown";"no";"no";"cellular";"may";"tue";142;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +35;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"fri";418;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"jul";"thu";18;8;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +32;"admin.";"divorced";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";118;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";211;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +51;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"jul";"wed";65;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +24;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";147;1;999;1;"failure";-2.9;92.201;-31.4;0.851;5076.2;"no" +37;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"mon";91;2;999;0;"nonexistent";-2.9;92.469;-33.6;0.944;5076.2;"no" +37;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"jun";"mon";90;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +56;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"tue";147;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +27;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"nov";"fri";24;1;999;0;"nonexistent";-0.1;93.2;-42;3.853;5195.8;"no" +59;"retired";"divorced";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"fri";141;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +54;"retired";"married";"basic.4y";"no";"no";"yes";"cellular";"oct";"thu";164;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.722;5017.5;"yes" +34;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";144;3;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +36;"housemaid";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"mon";45;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +54;"blue-collar";"married";"professional.course";"unknown";"yes";"yes";"telephone";"may";"mon";198;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"mon";434;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";263;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +46;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";34;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +50;"services";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"mon";113;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +35;"services";"single";"university.degree";"no";"unknown";"unknown";"cellular";"aug";"mon";419;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.884;5076.2;"no" +78;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"mon";1148;1;999;0;"nonexistent";-1.7;94.215;-40.3;0.87;4991.6;"yes" +27;"services";"single";"high.school";"no";"no";"no";"cellular";"jul";"fri";423;3;999;0;"nonexistent";-1.7;94.215;-40.3;0.79;4991.6;"yes" +55;"technician";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";349;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"retired";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";259;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +41;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"may";"wed";204;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +54;"retired";"married";"high.school";"no";"no";"no";"cellular";"nov";"tue";172;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +46;"admin.";"divorced";"high.school";"no";"yes";"no";"telephone";"oct";"fri";3253;1;999;0;"nonexistent";-0.1;93.798;-40.4;5.045;5195.8;"no" +30;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";329;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +33;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"tue";280;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +38;"services";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"thu";503;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"blue-collar";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";286;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"blue-collar";"married";"unknown";"no";"yes";"no";"cellular";"may";"thu";349;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +46;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";165;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +40;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";606;5;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +38;"blue-collar";"single";"university.degree";"unknown";"no";"no";"telephone";"may";"fri";894;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"yes" +35;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"tue";117;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +55;"blue-collar";"divorced";"basic.4y";"unknown";"no";"no";"telephone";"may";"wed";148;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +49;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";813;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"admin.";"single";"high.school";"no";"no";"no";"cellular";"apr";"fri";140;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"fri";81;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +48;"admin.";"divorced";"unknown";"no";"yes";"no";"cellular";"may";"wed";16;6;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +40;"management";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";309;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +53;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";178;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +42;"blue-collar";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"wed";257;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +40;"admin.";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"mon";163;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jul";"mon";195;2;999;0;"nonexistent";-2.9;92.469;-33.6;0.914;5076.2;"no" +34;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";98;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +36;"blue-collar";"single";"basic.4y";"no";"yes";"no";"telephone";"jun";"fri";250;8;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +38;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"mon";79;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";187;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +32;"services";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"mon";891;4;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +49;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"mon";334;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"may";"fri";585;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"yes" +38;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"tue";61;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +38;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";210;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +28;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"may";"thu";16;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +26;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"sep";"fri";249;1;3;3;"success";-1.1;94.199;-37.5;0.879;4963.6;"yes" +27;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"tue";192;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +59;"retired";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"tue";807;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +26;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"fri";155;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";268;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +39;"entrepreneur";"single";"basic.6y";"no";"yes";"no";"telephone";"may";"thu";77;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +30;"services";"married";"unknown";"no";"yes";"no";"telephone";"may";"wed";274;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +40;"technician";"married";"university.degree";"unknown";"no";"no";"cellular";"jul";"mon";185;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +37;"admin.";"divorced";"university.degree";"unknown";"yes";"no";"cellular";"may";"wed";31;7;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +31;"services";"married";"basic.9y";"no";"no";"no";"cellular";"apr";"mon";74;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +47;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";94;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +54;"blue-collar";"married";"high.school";"no";"yes";"yes";"cellular";"may";"wed";184;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +32;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"fri";1067;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +41;"technician";"married";"professional.course";"no";"unknown";"unknown";"telephone";"may";"tue";154;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +55;"technician";"married";"professional.course";"no";"no";"yes";"cellular";"may";"fri";543;3;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +80;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";382;1;3;3;"success";-1.8;93.876;-40;0.697;5008.7;"yes" +29;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";492;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"wed";412;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"yes" +47;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";310;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +49;"blue-collar";"divorced";"basic.4y";"unknown";"no";"no";"telephone";"jun";"wed";122;5;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +33;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"wed";1183;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"yes" +51;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"wed";286;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +40;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";145;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +44;"services";"divorced";"high.school";"no";"no";"no";"cellular";"may";"mon";903;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"yes" +28;"self-employed";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";4;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"technician";"married";"professional.course";"no";"no";"no";"cellular";"nov";"mon";64;3;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +46;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";105;11;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +52;"self-employed";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"tue";90;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +25;"student";"single";"high.school";"no";"no";"no";"telephone";"nov";"tue";345;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.715;5017.5;"no" +31;"entrepreneur";"single";"basic.6y";"unknown";"yes";"no";"telephone";"jun";"fri";12;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +38;"blue-collar";"divorced";"unknown";"no";"no";"no";"telephone";"may";"wed";258;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +52;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"apr";"wed";249;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.445;5099.1;"no" +39;"admin.";"divorced";"university.degree";"no";"no";"yes";"cellular";"jul";"mon";375;3;999;0;"nonexistent";-1.7;94.215;-40.3;0.827;4991.6;"yes" +44;"admin.";"divorced";"high.school";"no";"yes";"no";"telephone";"nov";"mon";1628;2;6;1;"success";-3.4;92.649;-30.1;0.719;5017.5;"yes" +39;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"fri";361;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +54;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"apr";"fri";840;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"yes" +55;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";188;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +46;"admin.";"divorced";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";56;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +55;"blue-collar";"divorced";"basic.4y";"unknown";"yes";"no";"cellular";"apr";"thu";164;1;999;1;"failure";-1.8;93.075;-47.1;1.483;5099.1;"no" +45;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"wed";651;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.415;5099.1;"no" +29;"blue-collar";"single";"basic.9y";"no";"no";"yes";"cellular";"oct";"wed";107;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.735;5017.5;"yes" +46;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"jul";"tue";231;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +50;"unknown";"married";"unknown";"unknown";"yes";"no";"telephone";"jul";"tue";237;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +39;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"cellular";"jul";"tue";157;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +50;"admin.";"married";"university.degree";"no";"no";"yes";"telephone";"may";"tue";20;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";1167;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"entrepreneur";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";386;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"blue-collar";"single";"basic.4y";"no";"yes";"yes";"cellular";"nov";"thu";104;5;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +43;"housemaid";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"wed";228;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +42;"unemployed";"married";"high.school";"unknown";"no";"no";"telephone";"may";"mon";181;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"housemaid";"married";"unknown";"no";"yes";"no";"cellular";"aug";"fri";121;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.881;5076.2;"no" +26;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";369;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +31;"student";"single";"unknown";"no";"yes";"no";"cellular";"aug";"mon";868;3;18;3;"failure";-1.7;94.027;-38.3;0.898;4991.6;"yes" +47;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"jun";"tue";168;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +54;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"apr";"fri";14;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +40;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";258;6;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +29;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"jun";"tue";347;3;5;1;"success";-1.7;94.055;-39.8;0.702;4991.6;"yes" +39;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"may";"mon";327;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +55;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"wed";525;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +43;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";265;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +26;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"may";"wed";78;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +33;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";170;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +42;"entrepreneur";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jul";"thu";485;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"mon";506;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +33;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"apr";"wed";351;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.498;5099.1;"yes" +36;"technician";"single";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";629;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +45;"unknown";"married";"unknown";"unknown";"no";"no";"telephone";"may";"tue";315;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +39;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";273;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"admin.";"unknown";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";529;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +28;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";161;4;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"no" +38;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"wed";333;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +49;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";122;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"management";"single";"university.degree";"no";"no";"no";"cellular";"jul";"wed";76;17;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";234;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +51;"blue-collar";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";99;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +57;"retired";"married";"professional.course";"unknown";"no";"yes";"cellular";"jul";"tue";1720;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +44;"services";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"thu";533;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"yes" +27;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";429;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.879;5076.2;"yes" +58;"management";"divorced";"university.degree";"no";"yes";"no";"telephone";"jul";"wed";174;5;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +28;"services";"single";"high.school";"no";"no";"no";"telephone";"jun";"tue";406;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +41;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";766;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"yes" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";232;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +29;"services";"single";"high.school";"no";"yes";"yes";"cellular";"jun";"wed";431;2;999;2;"failure";-2.9;92.963;-40.8;1.26;5076.2;"yes" +55;"blue-collar";"divorced";"basic.4y";"unknown";"no";"no";"cellular";"may";"wed";130;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +37;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";481;2;999;4;"failure";-1.7;94.027;-38.3;0.899;4991.6;"yes" +18;"student";"single";"unknown";"no";"yes";"no";"cellular";"may";"thu";183;1;7;2;"success";-1.8;93.876;-40;0.677;5008.7;"no" +39;"blue-collar";"married";"professional.course";"unknown";"yes";"no";"telephone";"jun";"thu";27;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"wed";360;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"may";"wed";50;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";212;1;999;2;"failure";-1.1;94.767;-50.8;1.05;4963.6;"no" +36;"unemployed";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";616;2;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +55;"admin.";"married";"high.school";"no";"no";"yes";"cellular";"apr";"wed";307;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"yes" +50;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"mon";1130;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +37;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"apr";"mon";93;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +24;"student";"single";"high.school";"no";"no";"no";"telephone";"jun";"wed";132;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +57;"technician";"married";"university.degree";"unknown";"no";"yes";"telephone";"may";"mon";76;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +59;"retired";"divorced";"high.school";"no";"yes";"no";"cellular";"apr";"thu";247;2;999;1;"failure";-1.8;93.749;-34.6;0.644;5008.7;"no" +32;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"sep";"tue";69;2;999;0;"nonexistent";-3.4;92.379;-29.8;0.819;5017.5;"no" +36;"self-employed";"divorced";"professional.course";"unknown";"yes";"yes";"cellular";"jul";"tue";110;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +48;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"tue";747;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.715;5017.5;"yes" +33;"admin.";"single";"university.degree";"unknown";"unknown";"unknown";"cellular";"aug";"tue";313;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"technician";"divorced";"professional.course";"no";"yes";"no";"telephone";"jun";"mon";99;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +39;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"fri";496;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +26;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"may";"fri";49;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +47;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"sep";"tue";188;1;3;1;"success";-3.4;92.379;-29.8;0.77;5017.5;"no" +24;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";171;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +35;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"nov";"mon";81;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +26;"student";"single";"basic.9y";"no";"yes";"no";"cellular";"oct";"tue";75;2;999;1;"failure";-3.4;92.431;-26.9;0.742;5017.5;"no" +31;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";11;9;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +33;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"may";"mon";2301;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"yes" +53;"admin.";"single";"high.school";"no";"yes";"yes";"telephone";"apr";"wed";75;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.372;5099.1;"no" +43;"technician";"married";"professional.course";"no";"no";"no";"cellular";"may";"thu";460;1;999;1;"failure";-1.8;93.876;-40;0.699;5008.7;"yes" +34;"technician";"single";"professional.course";"no";"yes";"yes";"telephone";"aug";"mon";64;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +41;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";54;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +33;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"may";"wed";139;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +33;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"mon";220;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"technician";"married";"unknown";"unknown";"yes";"no";"cellular";"jul";"wed";239;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +29;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"aug";"mon";36;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +25;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"fri";170;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +35;"admin.";"married";"high.school";"unknown";"no";"no";"telephone";"may";"mon";66;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";332;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +57;"retired";"married";"university.degree";"no";"no";"no";"cellular";"apr";"thu";81;1;999;1;"failure";-1.8;93.075;-47.1;1.365;5099.1;"no" +49;"unemployed";"married";"basic.6y";"unknown";"no";"no";"cellular";"apr";"mon";68;5;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";150;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"wed";439;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"tue";127;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +34;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"mon";320;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +38;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"tue";284;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +43;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";281;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";83;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +46;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";247;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +39;"admin.";"single";"high.school";"unknown";"no";"no";"telephone";"may";"thu";344;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +47;"entrepreneur";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";400;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +25;"blue-collar";"single";"basic.4y";"no";"yes";"no";"telephone";"may";"fri";304;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +38;"management";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";776;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"technician";"married";"professional.course";"no";"no";"yes";"telephone";"jun";"thu";247;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +30;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"tue";496;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"yes" +34;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"tue";568;1;6;3;"success";-1.8;93.369;-34.8;0.652;5008.7;"yes" +47;"self-employed";"married";"university.degree";"no";"unknown";"unknown";"cellular";"aug";"tue";95;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +46;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"aug";"mon";109;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"no" +45;"admin.";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";173;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"housemaid";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";295;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +30;"housemaid";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";207;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +31;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"may";"fri";156;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +52;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"fri";87;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"unemployed";"divorced";"basic.4y";"no";"no";"yes";"telephone";"jun";"mon";119;2;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +27;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"jul";"tue";68;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"wed";173;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +45;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"thu";333;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";152;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"mon";142;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +60;"retired";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";448;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +32;"admin.";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";77;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";78;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +54;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";39;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +53;"management";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";8;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +36;"admin.";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";209;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +27;"technician";"single";"high.school";"no";"yes";"no";"telephone";"may";"thu";43;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +29;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"may";"tue";342;1;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +55;"unemployed";"single";"basic.4y";"unknown";"unknown";"unknown";"telephone";"may";"fri";147;7;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"thu";26;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +28;"blue-collar";"single";"basic.4y";"unknown";"no";"no";"cellular";"jul";"wed";186;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +37;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"tue";316;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +37;"housemaid";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"thu";481;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +30;"technician";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"thu";78;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";159;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +43;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";534;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +35;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";126;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +47;"blue-collar";"married";"unknown";"unknown";"no";"no";"telephone";"may";"tue";1334;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +42;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"thu";295;1;6;2;"success";-1.7;94.027;-38.3;0.899;4991.6;"yes" +39;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"nov";"thu";391;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +41;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";1138;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +38;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"jul";"mon";182;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +29;"services";"single";"high.school";"unknown";"yes";"no";"cellular";"jul";"fri";289;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";1019;11;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"yes" +41;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"mon";279;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +45;"management";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";165;1;999;3;"failure";-1.8;93.876;-40;0.692;5008.7;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";146;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +56;"retired";"married";"basic.6y";"no";"yes";"no";"telephone";"apr";"mon";172;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.466;5099.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";188;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +41;"management";"divorced";"university.degree";"unknown";"yes";"yes";"telephone";"may";"thu";341;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +41;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"mon";105;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +31;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"mon";157;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"aug";"fri";202;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"unknown";"divorced";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";73;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +48;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";284;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"student";"single";"high.school";"no";"yes";"yes";"cellular";"jul";"tue";316;3;999;1;"failure";-1.7;94.215;-40.3;0.835;4991.6;"no" +53;"blue-collar";"divorced";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";64;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +56;"self-employed";"married";"basic.9y";"no";"yes";"no";"telephone";"aug";"wed";41;7;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"technician";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"wed";322;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"apr";"thu";71;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +32;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";106;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +28;"student";"single";"high.school";"no";"yes";"yes";"telephone";"jun";"wed";604;6;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"wed";201;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +28;"technician";"divorced";"university.degree";"no";"no";"no";"cellular";"jul";"wed";265;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";180;5;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +54;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";173;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +31;"blue-collar";"single";"basic.4y";"no";"yes";"no";"cellular";"nov";"thu";111;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +36;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jul";"thu";140;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +56;"retired";"married";"professional.course";"no";"no";"no";"cellular";"jul";"wed";135;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +45;"technician";"married";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";474;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +54;"technician";"married";"basic.6y";"no";"no";"no";"cellular";"jul";"thu";112;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"fri";193;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +60;"management";"married";"unknown";"unknown";"yes";"no";"telephone";"jun";"mon";35;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";252;5;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +27;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";88;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +51;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";212;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.829;5076.2;"yes" +40;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jun";"thu";136;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +36;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"mon";88;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"management";"married";"university.degree";"no";"no";"no";"telephone";"nov";"thu";29;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +44;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";10;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +37;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";286;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +46;"blue-collar";"married";"unknown";"no";"yes";"no";"telephone";"jul";"fri";257;1;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +52;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"fri";362;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +23;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"apr";"wed";343;5;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +39;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";36;6;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +34;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"mar";"fri";136;1;999;0;"nonexistent";-1.8;92.843;-50;1.726;5099.1;"no" +36;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"jun";"mon";422;1;3;4;"success";-1.7;94.055;-39.8;0.72;4991.6;"yes" +43;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"tue";286;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +45;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"may";"tue";121;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +86;"retired";"married";"unknown";"unknown";"yes";"no";"cellular";"sep";"tue";340;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.877;4963.6;"yes" +34;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"apr";"fri";377;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +37;"entrepreneur";"divorced";"high.school";"no";"no";"no";"cellular";"nov";"wed";298;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.719;5017.5;"no" +32;"technician";"married";"high.school";"no";"yes";"no";"cellular";"aug";"mon";55;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +37;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"fri";300;1;999;2;"failure";-1.7;94.055;-39.8;0.748;4991.6;"yes" +66;"housemaid";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";210;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.259;5099.1;"no" +32;"technician";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"fri";271;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +35;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"apr";"mon";26;4;999;2;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +30;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"jun";"mon";212;4;999;0;"nonexistent";-1.7;94.055;-39.8;0.72;4991.6;"yes" +33;"services";"married";"high.school";"unknown";"no";"no";"telephone";"may";"tue";131;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +57;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"tue";145;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +57;"retired";"single";"basic.4y";"no";"yes";"no";"telephone";"jun";"thu";107;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"services";"divorced";"basic.4y";"unknown";"no";"no";"cellular";"jul";"wed";67;6;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +56;"services";"divorced";"high.school";"unknown";"no";"no";"telephone";"may";"fri";185;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"fri";62;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +40;"admin.";"divorced";"high.school";"no";"yes";"yes";"cellular";"jul";"mon";52;10;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +59;"entrepreneur";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"thu";146;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +31;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"dec";"wed";854;1;999;0;"nonexistent";-3;92.713;-33;0.715;5023.5;"yes" +34;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";244;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +28;"unemployed";"single";"basic.9y";"no";"no";"yes";"cellular";"aug";"tue";261;1;999;1;"failure";-1.7;94.027;-38.3;0.899;4991.6;"yes" +40;"services";"married";"high.school";"no";"yes";"yes";"telephone";"may";"fri";141;9;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +42;"technician";"married";"high.school";"no";"yes";"no";"cellular";"apr";"thu";163;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.406;5099.1;"yes" +49;"admin.";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"mon";161;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +48;"admin.";"married";"high.school";"unknown";"yes";"yes";"cellular";"jul";"thu";64;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +41;"technician";"single";"university.degree";"unknown";"no";"no";"telephone";"may";"wed";79;8;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"oct";"wed";364;1;999;1;"failure";-3.4;92.431;-26.9;0.742;5017.5;"yes" +39;"services";"married";"high.school";"no";"yes";"yes";"telephone";"jun";"mon";149;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +42;"services";"single";"basic.6y";"no";"yes";"yes";"cellular";"may";"wed";11;8;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +32;"services";"married";"high.school";"no";"no";"no";"cellular";"apr";"fri";1090;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.479;5099.1;"no" +47;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";145;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +35;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"jul";"tue";139;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +60;"admin.";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"thu";259;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +30;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"thu";18;11;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +54;"entrepreneur";"married";"basic.9y";"no";"no";"yes";"telephone";"jun";"fri";249;6;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +39;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";85;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +61;"unknown";"single";"basic.4y";"no";"yes";"yes";"cellular";"may";"tue";131;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +43;"unemployed";"married";"basic.9y";"unknown";"yes";"yes";"cellular";"nov";"mon";252;3;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +32;"technician";"single";"university.degree";"unknown";"no";"no";"telephone";"may";"wed";857;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"yes" +48;"blue-collar";"married";"professional.course";"no";"yes";"yes";"telephone";"may";"tue";231;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"entrepreneur";"divorced";"university.degree";"no";"no";"yes";"cellular";"may";"thu";95;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +34;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"may";"wed";168;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +41;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";269;7;6;3;"success";-1.7;94.215;-40.3;0.896;4991.6;"no" +36;"self-employed";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"mon";101;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";147;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"tue";120;11;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +58;"housemaid";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";533;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +40;"services";"married";"high.school";"no";"no";"no";"cellular";"apr";"mon";377;3;999;1;"failure";-1.8;93.075;-47.1;1.466;5099.1;"no" +36;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";161;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +49;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"tue";181;4;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +45;"blue-collar";"married";"unknown";"no";"yes";"yes";"cellular";"apr";"fri";637;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +36;"self-employed";"single";"university.degree";"no";"no";"yes";"cellular";"jun";"mon";458;1;4;4;"success";-1.7;94.055;-39.8;0.72;4991.6;"yes" +32;"unemployed";"single";"professional.course";"no";"yes";"yes";"cellular";"jun";"wed";310;1;999;0;"nonexistent";-1.7;94.055;-39.8;0.704;4991.6;"yes" +55;"entrepreneur";"divorced";"unknown";"no";"no";"no";"cellular";"jul";"tue";67;9;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +28;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";497;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +76;"retired";"married";"professional.course";"unknown";"yes";"no";"cellular";"jun";"tue";352;1;3;1;"success";-1.7;94.055;-39.8;0.761;4991.6;"yes" +46;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"thu";247;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +28;"management";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"tue";368;1;999;0;"nonexistent";-3.4;92.379;-29.8;0.819;5017.5;"no" +30;"technician";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"thu";115;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +52;"housemaid";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";188;3;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +42;"technician";"divorced";"basic.9y";"no";"no";"no";"telephone";"may";"tue";474;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"management";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"tue";269;10;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"unknown";"high.school";"no";"yes";"no";"cellular";"aug";"wed";536;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +47;"housemaid";"divorced";"basic.4y";"unknown";"yes";"yes";"telephone";"nov";"wed";475;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +56;"technician";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"fri";178;2;3;1;"success";-3.4;92.649;-30.1;0.716;5017.5;"yes" +33;"blue-collar";"single";"basic.4y";"no";"no";"no";"cellular";"may";"tue";313;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +38;"blue-collar";"single";"high.school";"unknown";"no";"no";"cellular";"jul";"thu";147;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";210;2;15;1;"success";-1.7;94.215;-40.3;0.846;4991.6;"no" +31;"student";"single";"unknown";"no";"no";"no";"cellular";"may";"thu";243;2;999;1;"failure";-1.8;93.876;-40;0.677;5008.7;"yes" +35;"self-employed";"married";"university.degree";"no";"no";"yes";"telephone";"may";"thu";188;6;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +41;"blue-collar";"married";"basic.6y";"unknown";"no";"yes";"cellular";"may";"tue";178;3;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +41;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";95;1;3;1;"success";-3.4;92.649;-30.1;0.715;5017.5;"yes" +30;"services";"married";"high.school";"unknown";"no";"no";"telephone";"may";"wed";629;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +36;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"apr";"fri";245;5;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +38;"self-employed";"married";"high.school";"no";"yes";"no";"telephone";"jul";"tue";121;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +28;"student";"single";"unknown";"unknown";"yes";"no";"cellular";"aug";"wed";453;1;999;1;"failure";-1.7;94.027;-38.3;0.9;4991.6;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";330;1;10;1;"success";-1.8;93.749;-34.6;0.644;5008.7;"yes" +42;"technician";"single";"unknown";"no";"yes";"no";"cellular";"aug";"tue";158;1;999;1;"failure";-2.9;92.201;-31.4;0.884;5076.2;"no" +40;"unemployed";"single";"basic.4y";"no";"no";"no";"cellular";"jun";"tue";355;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.252;5076.2;"yes" +31;"entrepreneur";"single";"basic.6y";"unknown";"yes";"yes";"telephone";"jun";"fri";8;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +39;"technician";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";50;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +37;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";56;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +52;"housemaid";"married";"basic.6y";"no";"yes";"no";"cellular";"aug";"tue";112;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";240;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"unemployed";"married";"university.degree";"no";"no";"yes";"telephone";"jul";"fri";85;3;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +34;"services";"single";"high.school";"no";"no";"no";"telephone";"jul";"tue";29;16;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";47;8;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +56;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"wed";99;6;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +47;"services";"married";"high.school";"no";"yes";"no";"cellular";"aug";"mon";140;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +41;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";186;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +34;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";145;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +35;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"fri";70;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +19;"student";"single";"high.school";"unknown";"yes";"no";"cellular";"may";"tue";338;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +28;"unemployed";"single";"high.school";"no";"yes";"no";"telephone";"jul";"wed";203;1;999;0;"nonexistent";1.4;93.918;-42.7;4.956;5228.1;"no" +41;"blue-collar";"divorced";"basic.6y";"no";"yes";"yes";"telephone";"may";"wed";343;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +27;"services";"single";"high.school";"unknown";"no";"no";"cellular";"may";"fri";54;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"mon";57;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"tue";231;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +32;"services";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";168;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +43;"management";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";764;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +42;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"wed";73;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"self-employed";"single";"basic.9y";"no";"no";"yes";"telephone";"oct";"mon";5;1;999;0;"nonexistent";-1.1;94.601;-49.5;0.953;4963.6;"no" +34;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jun";"mon";62;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"no" +26;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";345;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jul";"tue";125;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +61;"retired";"married";"basic.9y";"no";"no";"no";"cellular";"apr";"thu";165;2;999;0;"nonexistent";-1.8;93.749;-34.6;0.659;5008.7;"no" +48;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"mon";179;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +38;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"wed";382;3;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +50;"blue-collar";"married";"unknown";"unknown";"no";"no";"cellular";"jul";"thu";84;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +32;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";185;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"technician";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";46;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"jun";"mon";267;10;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +35;"management";"married";"university.degree";"no";"no";"yes";"telephone";"aug";"mon";67;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +37;"technician";"single";"high.school";"no";"no";"no";"telephone";"jun";"mon";394;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +48;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"tue";130;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"unemployed";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"mon";57;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +47;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"mon";108;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"wed";873;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"yes" +53;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"tue";119;4;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +27;"services";"married";"high.school";"unknown";"no";"yes";"telephone";"may";"fri";100;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"thu";69;6;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +52;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";161;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +39;"admin.";"married";"basic.6y";"unknown";"no";"no";"cellular";"jul";"wed";1176;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +56;"retired";"single";"professional.course";"unknown";"yes";"no";"cellular";"jul";"fri";161;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"mon";77;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";24;10;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +53;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"sep";"fri";384;1;999;0;"nonexistent";-3.4;92.379;-29.8;0.803;5017.5;"no" +32;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";278;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +29;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";33;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.859;5076.2;"no" +36;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"jul";"tue";305;7;999;0;"nonexistent";-2.9;92.469;-33.6;0.937;5076.2;"no" +24;"technician";"single";"professional.course";"no";"no";"no";"cellular";"may";"fri";582;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +49;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";199;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +28;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";187;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +51;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"mon";200;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +33;"unemployed";"married";"high.school";"no";"yes";"yes";"cellular";"may";"mon";109;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +34;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"thu";38;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +35;"technician";"married";"professional.course";"no";"no";"no";"cellular";"apr";"wed";225;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.415;5099.1;"no" +39;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"dec";"mon";387;1;6;2;"success";-3;92.713;-33;0.706;5023.5;"yes" +34;"management";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";84;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";67;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +49;"blue-collar";"married";"basic.9y";"unknown";"no";"yes";"cellular";"may";"mon";290;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";8;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +53;"self-employed";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";600;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +51;"blue-collar";"single";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";448;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"technician";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";62;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";602;7;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +51;"management";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"mon";104;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";617;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +41;"management";"married";"unknown";"no";"yes";"no";"telephone";"jun";"fri";143;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +39;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"thu";476;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"yes" +27;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"tue";185;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +26;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"fri";338;1;7;1;"success";-3.4;92.649;-30.1;0.714;5017.5;"yes" +31;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";115;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +49;"retired";"divorced";"professional.course";"no";"yes";"yes";"telephone";"aug";"tue";128;8;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +47;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"thu";69;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +39;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"tue";0;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +56;"technician";"married";"professional.course";"no";"no";"no";"cellular";"nov";"thu";51;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";375;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +44;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"may";"tue";177;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +52;"services";"married";"high.school";"no";"yes";"no";"telephone";"nov";"tue";251;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +25;"services";"single";"high.school";"no";"no";"no";"cellular";"aug";"fri";553;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.869;5076.2;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"wed";154;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +41;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"may";"thu";74;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +37;"technician";"single";"high.school";"no";"yes";"no";"telephone";"apr";"thu";63;2;999;2;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +38;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";461;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +34;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"thu";223;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +31;"management";"single";"high.school";"no";"no";"no";"cellular";"may";"wed";90;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +39;"technician";"married";"professional.course";"unknown";"yes";"no";"cellular";"aug";"wed";145;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +36;"housemaid";"divorced";"basic.4y";"no";"yes";"no";"cellular";"nov";"tue";163;2;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +38;"blue-collar";"married";"basic.9y";"unknown";"unknown";"unknown";"cellular";"jul";"tue";319;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"technician";"divorced";"professional.course";"no";"yes";"yes";"cellular";"aug";"tue";80;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";689;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"yes" +51;"services";"married";"high.school";"no";"no";"no";"telephone";"jun";"tue";236;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +52;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"may";"fri";81;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +55;"technician";"married";"professional.course";"no";"no";"no";"cellular";"nov";"fri";182;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";90;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"tue";75;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +29;"blue-collar";"married";"high.school";"no";"no";"no";"telephone";"jun";"thu";718;13;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +38;"blue-collar";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";321;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"technician";"married";"high.school";"no";"no";"no";"cellular";"nov";"mon";198;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +35;"entrepreneur";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";42;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"wed";195;2;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +47;"housemaid";"married";"unknown";"no";"yes";"no";"cellular";"nov";"wed";87;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";322;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +39;"admin.";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"wed";131;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +56;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"jun";"fri";129;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +31;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";458;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +46;"technician";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";796;5;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"yes" +44;"unknown";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"tue";153;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +36;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"may";"tue";246;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +31;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";662;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +37;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";475;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +32;"management";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";75;2;999;0;"nonexistent";-1.8;92.843;-50;1.703;5099.1;"no" +48;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"tue";315;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +51;"entrepreneur";"married";"professional.course";"unknown";"no";"no";"cellular";"may";"mon";295;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +30;"unemployed";"married";"unknown";"no";"yes";"no";"cellular";"nov";"thu";216;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"technician";"married";"professional.course";"unknown";"yes";"yes";"cellular";"jul";"tue";144;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"blue-collar";"single";"high.school";"no";"yes";"yes";"telephone";"jun";"thu";21;1;999;0;"nonexistent";-1.7;94.055;-39.8;0.729;4991.6;"no" +36;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";219;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +55;"blue-collar";"divorced";"basic.4y";"no";"no";"no";"cellular";"may";"fri";278;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +51;"services";"married";"professional.course";"unknown";"no";"no";"cellular";"may";"thu";113;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +42;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"wed";799;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";142;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +59;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";61;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +31;"services";"single";"high.school";"no";"no";"yes";"cellular";"jul";"thu";9;17;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +31;"admin.";"married";"professional.course";"no";"no";"yes";"cellular";"dec";"mon";367;2;999;1;"failure";-3;92.713;-33;0.709;5023.5;"yes" +34;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"may";"fri";20;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +37;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"mon";204;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +25;"blue-collar";"single";"basic.4y";"no";"no";"no";"telephone";"jun";"wed";107;19;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +34;"self-employed";"married";"university.degree";"no";"unknown";"unknown";"cellular";"jul";"fri";156;3;999;2;"failure";-1.7;94.215;-40.3;0.896;4991.6;"no" +37;"technician";"married";"high.school";"no";"yes";"no";"telephone";"jun";"tue";267;3;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +26;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"tue";232;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +24;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";112;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"services";"divorced";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";122;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +28;"admin.";"single";"professional.course";"no";"no";"yes";"telephone";"jun";"thu";253;1;999;0;"nonexistent";1.4;94.465;-41.8;4.955;5228.1;"no" +31;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";715;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +32;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"tue";77;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +52;"retired";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"wed";633;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"yes" +41;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";348;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"blue-collar";"single";"basic.6y";"no";"no";"no";"cellular";"nov";"tue";238;1;999;0;"nonexistent";-1.1;94.767;-50.8;1.046;4963.6;"yes" +32;"blue-collar";"married";"high.school";"no";"no";"yes";"telephone";"jun";"mon";140;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +24;"services";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";139;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"services";"divorced";"basic.4y";"no";"no";"no";"cellular";"nov";"wed";134;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +57;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"sep";"tue";473;1;3;5;"success";-1.1;94.199;-37.5;0.877;4963.6;"yes" +36;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"wed";275;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +46;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"fri";6;1;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +55;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"thu";230;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"wed";207;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +37;"housemaid";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"thu";126;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +33;"management";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";400;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"aug";"thu";226;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"nov";"wed";131;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +33;"technician";"married";"professional.course";"no";"no";"yes";"telephone";"jun";"tue";46;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +31;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";301;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +47;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"tue";1014;3;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +24;"student";"single";"high.school";"no";"no";"no";"cellular";"may";"mon";557;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +30;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";229;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +48;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"jun";"thu";700;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +29;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"may";"thu";116;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +47;"technician";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";72;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +32;"technician";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";195;3;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +32;"services";"single";"unknown";"no";"no";"yes";"cellular";"jul";"thu";415;2;999;0;"nonexistent";-1.7;94.215;-40.3;0.846;4991.6;"yes" +48;"entrepreneur";"married";"basic.6y";"no";"no";"no";"cellular";"may";"wed";119;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +34;"technician";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"thu";114;2;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +42;"admin.";"single";"high.school";"no";"no";"no";"cellular";"aug";"wed";127;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";122;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +28;"unemployed";"single";"basic.4y";"no";"yes";"no";"cellular";"oct";"fri";160;2;4;1;"success";-3.4;92.431;-26.9;0.752;5017.5;"no" +58;"retired";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"tue";1045;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +43;"management";"married";"high.school";"no";"yes";"yes";"cellular";"nov";"mon";70;3;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +28;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";326;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"yes" +37;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";261;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"yes" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";345;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"thu";199;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +36;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"jul";"mon";84;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +50;"management";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";383;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"self-employed";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"fri";78;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"apr";"mon";180;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +46;"technician";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";185;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +34;"technician";"single";"high.school";"no";"no";"no";"cellular";"may";"wed";63;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +52;"admin.";"divorced";"basic.6y";"no";"yes";"no";"telephone";"jun";"wed";219;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +54;"technician";"married";"university.degree";"unknown";"no";"no";"cellular";"may";"fri";217;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +43;"services";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";135;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +35;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";130;3;999;1;"failure";-1.8;92.893;-46.2;1.354;5099.1;"no" +40;"entrepreneur";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"wed";448;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";123;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +31;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";409;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";142;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +29;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";96;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +53;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"tue";122;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +47;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"mon";1152;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +51;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";81;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";137;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +51;"technician";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"tue";166;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +44;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"fri";194;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +59;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";47;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +31;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";369;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"tue";259;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +41;"technician";"married";"professional.course";"no";"no";"no";"cellular";"apr";"fri";219;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +32;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"mon";126;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +32;"housemaid";"single";"high.school";"no";"no";"no";"telephone";"jun";"thu";406;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +56;"unknown";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";102;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +51;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"fri";139;5;999;0;"nonexistent";-2.9;92.469;-33.6;0.921;5076.2;"yes" +53;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"cellular";"jul";"thu";36;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +25;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";234;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"management";"married";"university.degree";"no";"no";"yes";"cellular";"nov";"wed";113;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +41;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"mon";62;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"services";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";363;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +48;"management";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";725;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"yes" +28;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"fri";103;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +43;"services";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"thu";110;17;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +29;"management";"single";"university.degree";"no";"no";"no";"telephone";"may";"wed";99;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"blue-collar";"divorced";"high.school";"no";"yes";"no";"telephone";"jun";"wed";133;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";873;8;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +49;"admin.";"single";"basic.6y";"no";"yes";"yes";"cellular";"apr";"fri";441;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +55;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";94;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"management";"single";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";125;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +29;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";75;1;4;2;"success";-2.9;92.201;-31.4;0.873;5076.2;"no" +35;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"apr";"thu";358;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +40;"technician";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"mon";141;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +42;"housemaid";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";176;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"admin.";"single";"high.school";"no";"yes";"yes";"telephone";"jun";"mon";123;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"technician";"married";"high.school";"unknown";"yes";"no";"cellular";"nov";"fri";183;3;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +39;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";169;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +55;"technician";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"tue";452;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"services";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"wed";86;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +34;"blue-collar";"married";"basic.6y";"unknown";"no";"yes";"telephone";"jun";"mon";35;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +45;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";226;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +50;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";183;1;3;1;"success";-3.4;92.649;-30.1;0.714;5017.5;"yes" +55;"self-employed";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";604;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +28;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"tue";60;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +30;"technician";"married";"high.school";"no";"no";"no";"cellular";"aug";"tue";79;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +32;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"mon";87;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +31;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";196;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"thu";21;12;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +39;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"mon";87;5;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +24;"admin.";"single";"high.school";"unknown";"yes";"yes";"cellular";"jul";"thu";493;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +57;"retired";"married";"professional.course";"no";"yes";"no";"cellular";"jun";"mon";166;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"yes" +27;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";131;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +44;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";254;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"yes" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";232;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +37;"housemaid";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";262;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +29;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"wed";406;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +31;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"tue";180;1;10;1;"success";-1.8;93.369;-34.8;0.646;5008.7;"yes" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"fri";198;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";128;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +48;"services";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"thu";137;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +42;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"may";"fri";262;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +31;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"nov";"wed";212;2;3;6;"success";-1.1;94.767;-50.8;1.048;4963.6;"no" +41;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"fri";204;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +33;"self-employed";"single";"basic.4y";"no";"yes";"no";"telephone";"may";"fri";742;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +45;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jul";"wed";20;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";243;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jul";"wed";84;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +53;"self-employed";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";62;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +32;"blue-collar";"single";"basic.6y";"unknown";"unknown";"unknown";"cellular";"jul";"tue";199;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +27;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";401;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +46;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";98;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"tue";103;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";179;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +26;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"fri";133;2;999;1;"failure";-3.4;92.431;-26.9;0.73;5017.5;"no" +47;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";100;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +39;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";504;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +29;"self-employed";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"thu";22;8;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jun";"wed";206;1;3;1;"success";-1.7;94.055;-39.8;0.715;4991.6;"yes" +56;"retired";"married";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";97;1;3;2;"success";-2.9;92.201;-31.4;0.883;5076.2;"no" +30;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"fri";166;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"yes" +32;"technician";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"thu";131;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +33;"services";"married";"professional.course";"no";"no";"no";"cellular";"oct";"mon";291;1;999;3;"failure";-1.1;94.601;-49.5;0.977;4963.6;"no" +49;"technician";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";107;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"wed";134;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +58;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"nov";"wed";1092;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.716;5017.5;"no" +37;"admin.";"married";"professional.course";"unknown";"yes";"no";"cellular";"nov";"wed";37;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +48;"housemaid";"married";"high.school";"no";"no";"no";"cellular";"jun";"tue";399;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.252;5076.2;"no" +39;"technician";"married";"basic.6y";"no";"no";"no";"cellular";"apr";"tue";88;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.453;5099.1;"no" +53;"admin.";"single";"basic.6y";"no";"yes";"no";"telephone";"may";"tue";27;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +59;"housemaid";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"tue";70;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +40;"admin.";"married";"university.degree";"unknown";"no";"yes";"telephone";"may";"mon";61;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"cellular";"nov";"tue";182;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +39;"technician";"married";"professional.course";"no";"no";"no";"telephone";"oct";"thu";171;1;999;0;"nonexistent";-0.1;93.798;-40.4;4.921;5195.8;"yes" +30;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"fri";138;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +48;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";203;7;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +51;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"mon";81;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +29;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";190;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"may";"fri";136;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +30;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";176;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +62;"retired";"single";"university.degree";"no";"yes";"yes";"cellular";"may";"mon";112;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +30;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";93;4;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +36;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"aug";"fri";159;1;3;2;"success";-2.9;92.201;-31.4;0.849;5076.2;"yes" +32;"student";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";21;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +56;"unemployed";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"fri";322;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +39;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"mon";58;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +36;"admin.";"single";"high.school";"no";"no";"yes";"telephone";"may";"fri";148;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";167;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +34;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"tue";137;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +21;"student";"single";"high.school";"no";"no";"no";"cellular";"oct";"tue";362;1;999;0;"nonexistent";-1.1;94.601;-49.5;0.982;4963.6;"yes" +44;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"apr";"mon";81;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"admin.";"married";"high.school";"no";"no";"no";"telephone";"jun";"thu";952;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"yes" +37;"admin.";"single";"professional.course";"no";"no";"no";"cellular";"aug";"tue";223;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +37;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";8;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";58;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +47;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"mon";147;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"tue";72;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";316;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +57;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"may";"mon";190;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +29;"services";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";339;5;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +33;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"aug";"thu";49;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +40;"admin.";"divorced";"professional.course";"no";"yes";"yes";"cellular";"aug";"fri";90;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"technician";"married";"university.degree";"unknown";"unknown";"unknown";"cellular";"may";"tue";426;1;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"yes" +27;"admin.";"single";"basic.9y";"no";"yes";"yes";"cellular";"jul";"tue";81;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +41;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";106;6;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +58;"retired";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"wed";374;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +28;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"mon";329;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +55;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"aug";"tue";244;2;6;3;"success";-1.7;94.027;-38.3;0.904;4991.6;"yes" +54;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"oct";"thu";99;3;999;0;"nonexistent";-1.1;94.601;-49.5;0.987;4963.6;"no" +56;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"wed";287;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +56;"unemployed";"divorced";"high.school";"unknown";"yes";"no";"cellular";"nov";"fri";109;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +40;"technician";"married";"high.school";"no";"yes";"no";"cellular";"nov";"wed";118;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +49;"management";"married";"university.degree";"no";"no";"no";"cellular";"jul";"mon";86;4;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"mon";123;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +29;"student";"single";"professional.course";"no";"no";"no";"telephone";"nov";"fri";232;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +31;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"thu";167;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +30;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";166;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +34;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";111;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +44;"entrepreneur";"divorced";"basic.4y";"no";"no";"no";"cellular";"jul";"fri";170;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"technician";"single";"university.degree";"no";"no";"no";"cellular";"may";"fri";457;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +38;"housemaid";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"wed";403;2;999;0;"nonexistent";-1.1;94.767;-50.8;1.03;4963.6;"yes" +37;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";48;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +29;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";5;23;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";374;12;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +54;"management";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";85;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +43;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"jul";"tue";393;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +33;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";92;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"fri";256;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +57;"retired";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";124;6;999;0;"nonexistent";-1.1;94.767;-50.8;1.031;4963.6;"no" +29;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";137;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +36;"entrepreneur";"married";"unknown";"unknown";"yes";"no";"cellular";"jul";"mon";44;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +48;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";268;1;3;3;"success";-1.8;93.876;-40;0.668;5008.7;"yes" +30;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"mon";231;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +45;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"fri";64;1;999;2;"failure";-3.4;92.379;-29.8;0.741;5017.5;"no" +42;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"thu";56;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +31;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";96;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"services";"single";"unknown";"no";"yes";"no";"cellular";"may";"tue";83;9;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +53;"services";"married";"unknown";"no";"yes";"no";"cellular";"jun";"tue";501;3;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"yes" +58;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"oct";"mon";9;1;999;0;"nonexistent";-1.1;94.601;-49.5;0.953;4963.6;"no" +32;"services";"married";"high.school";"no";"no";"yes";"cellular";"apr";"fri";340;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"unemployed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";124;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +53;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"mon";545;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +53;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"may";"wed";35;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +32;"housemaid";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";73;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"services";"single";"basic.6y";"no";"unknown";"unknown";"telephone";"jun";"thu";131;3;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +43;"unemployed";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";305;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +44;"housemaid";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"thu";124;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +45;"blue-collar";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"thu";124;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +41;"blue-collar";"married";"unknown";"unknown";"no";"no";"cellular";"apr";"fri";203;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +64;"unknown";"married";"unknown";"no";"yes";"yes";"cellular";"aug";"thu";219;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.873;5076.2;"no" +30;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"jul";"thu";150;10;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";3643;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +27;"admin.";"single";"high.school";"unknown";"no";"no";"cellular";"jul";"mon";1105;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +38;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"nov";"wed";11;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +37;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"may";"mon";553;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +50;"blue-collar";"married";"basic.9y";"unknown";"unknown";"unknown";"telephone";"jul";"thu";90;1;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +60;"technician";"divorced";"professional.course";"unknown";"yes";"no";"telephone";"may";"wed";202;6;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +50;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"aug";"mon";73;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +34;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";127;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"admin.";"married";"basic.6y";"no";"no";"yes";"cellular";"jul";"fri";268;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"services";"single";"professional.course";"unknown";"yes";"no";"cellular";"may";"thu";199;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +36;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"thu";166;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"management";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";838;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"yes" +31;"blue-collar";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"wed";829;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"yes" +27;"student";"single";"university.degree";"no";"yes";"no";"telephone";"may";"mon";104;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +35;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"mon";312;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"technician";"married";"university.degree";"no";"no";"no";"cellular";"jul";"fri";146;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +53;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";313;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +27;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"thu";88;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"housemaid";"married";"university.degree";"no";"no";"no";"cellular";"jul";"wed";388;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"cellular";"may";"wed";136;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +59;"technician";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"thu";24;16;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +49;"housemaid";"married";"professional.course";"no";"no";"no";"telephone";"may";"thu";565;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +32;"management";"married";"high.school";"no";"no";"yes";"cellular";"nov";"mon";256;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"unemployed";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";218;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +25;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"may";"wed";199;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +45;"blue-collar";"married";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"wed";207;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +34;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"fri";651;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jun";"thu";247;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +53;"blue-collar";"married";"unknown";"unknown";"yes";"no";"cellular";"jul";"fri";386;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"technician";"single";"professional.course";"unknown";"yes";"no";"cellular";"nov";"thu";239;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +39;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"thu";183;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +40;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"fri";164;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +27;"services";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";104;1;6;1;"success";-1.8;93.369;-34.8;0.652;5008.7;"yes" +55;"unemployed";"married";"basic.9y";"no";"yes";"no";"cellular";"oct";"tue";156;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.728;5017.5;"no" +32;"services";"married";"high.school";"no";"no";"no";"cellular";"aug";"wed";55;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +54;"admin.";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";103;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +39;"unemployed";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"mon";74;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +43;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"may";"thu";644;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +41;"blue-collar";"divorced";"basic.4y";"no";"yes";"no";"telephone";"jun";"wed";122;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +26;"admin.";"married";"high.school";"no";"no";"yes";"cellular";"nov";"wed";112;1;999;1;"failure";-3.4;92.649;-30.1;0.719;5017.5;"no" +52;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"aug";"wed";203;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +44;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";96;2;4;1;"success";-2.9;92.201;-31.4;0.879;5076.2;"no" +38;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"nov";"wed";145;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +42;"services";"married";"university.degree";"no";"unknown";"unknown";"cellular";"jun";"tue";122;1;999;1;"failure";-2.9;92.963;-40.8;1.099;5076.2;"no" +44;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";135;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +27;"admin.";"single";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";195;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +28;"management";"married";"university.degree";"no";"no";"no";"telephone";"jun";"wed";771;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"yes" +47;"housemaid";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";232;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.843;5076.2;"yes" +34;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"mon";206;6;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +55;"blue-collar";"divorced";"basic.4y";"unknown";"yes";"yes";"cellular";"may";"mon";163;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"mon";513;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +25;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"aug";"tue";103;3;999;0;"nonexistent";-2.9;92.201;-31.4;0.838;5076.2;"no" +31;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";150;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +35;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"fri";393;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +50;"management";"married";"university.degree";"no";"no";"no";"cellular";"sep";"thu";718;4;999;3;"failure";-1.1;94.199;-37.5;0.878;4963.6;"no" +22;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"fri";106;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +48;"unknown";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"tue";375;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +35;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"wed";36;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"wed";107;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +50;"blue-collar";"married";"basic.4y";"no";"yes";"yes";"telephone";"nov";"tue";234;3;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +25;"student";"single";"high.school";"no";"yes";"no";"cellular";"jul";"tue";112;1;999;1;"failure";-2.9;92.469;-33.6;1.044;5076.2;"no" +51;"entrepreneur";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"mon";231;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"student";"single";"high.school";"unknown";"yes";"no";"telephone";"may";"tue";107;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +59;"management";"married";"university.degree";"no";"yes";"no";"cellular";"dec";"thu";646;3;6;1;"success";-3;92.713;-33;0.7;5023.5;"no" +37;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";138;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +40;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"tue";181;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +26;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"jun";"wed";605;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +32;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";84;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +33;"management";"single";"university.degree";"no";"yes";"yes";"cellular";"apr";"wed";1176;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.498;5099.1;"yes" +35;"self-employed";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"thu";140;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +32;"student";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";209;12;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +35;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"mon";356;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +31;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";984;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"yes" +38;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";693;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"yes" +30;"student";"single";"high.school";"no";"no";"no";"cellular";"aug";"tue";592;3;999;1;"failure";-1.7;94.027;-38.3;0.899;4991.6;"yes" +32;"services";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";628;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"yes" +44;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"thu";556;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";673;8;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"thu";454;4;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +52;"retired";"married";"university.degree";"unknown";"no";"no";"cellular";"nov";"wed";172;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +41;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"fri";198;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +65;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"jun";"mon";89;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"no" +43;"services";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"mon";122;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +40;"blue-collar";"married";"professional.course";"no";"no";"yes";"cellular";"nov";"mon";80;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +30;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"fri";70;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +66;"retired";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"wed";211;1;999;1;"failure";-1.7;94.215;-40.3;0.896;4991.6;"no" +44;"services";"single";"high.school";"no";"no";"no";"telephone";"jun";"mon";20;1;999;0;"nonexistent";-1.7;94.055;-39.8;0.72;4991.6;"no" +35;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"jun";"mon";172;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +57;"management";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"wed";338;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +26;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"jun";"wed";83;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +39;"unemployed";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";72;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +45;"services";"married";"basic.6y";"no";"unknown";"unknown";"telephone";"jun";"wed";173;10;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +35;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";192;2;999;1;"failure";-3.4;92.649;-30.1;0.714;5017.5;"yes" +42;"housemaid";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";90;4;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"wed";146;1;999;1;"failure";-3.4;92.431;-26.9;0.742;5017.5;"no" +46;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"may";"mon";195;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +35;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";192;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +24;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";145;4;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +50;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";204;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";67;6;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +39;"technician";"single";"professional.course";"no";"no";"no";"telephone";"jul";"thu";206;1;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +57;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"mon";769;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +42;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"tue";110;4;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +31;"blue-collar";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";35;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +41;"admin.";"single";"unknown";"no";"yes";"yes";"telephone";"may";"mon";1111;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"yes" +25;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"fri";114;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +58;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"jul";"thu";48;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";367;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"technician";"single";"unknown";"no";"no";"no";"telephone";"may";"tue";162;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +41;"management";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"mon";213;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"blue-collar";"divorced";"basic.6y";"no";"no";"no";"cellular";"nov";"wed";55;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +44;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"mon";33;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +52;"services";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";119;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +26;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";45;2;999;2;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +43;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"may";"wed";431;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +43;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";134;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +26;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"mon";149;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +34;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"tue";162;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +24;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"mon";401;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +33;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";92;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"self-employed";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";843;8;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +31;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"mon";363;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";668;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +25;"self-employed";"single";"unknown";"no";"no";"no";"cellular";"apr";"mon";131;2;999;1;"failure";-1.8;93.749;-34.6;0.643;5008.7;"no" +26;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"jul";"wed";342;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +56;"retired";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";88;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"thu";21;9;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +37;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"nov";"fri";136;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.716;5017.5;"no" +22;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"cellular";"jul";"mon";848;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +50;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"tue";128;6;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"wed";606;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +35;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";271;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +48;"services";"divorced";"basic.9y";"no";"unknown";"unknown";"cellular";"may";"thu";67;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +25;"admin.";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";95;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"blue-collar";"single";"basic.4y";"no";"no";"no";"cellular";"may";"thu";93;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +52;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"sep";"mon";211;1;999;1;"failure";-3.4;92.379;-29.8;0.797;5017.5;"yes" +48;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";239;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +44;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"apr";"fri";225;3;999;2;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +30;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";178;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"management";"married";"high.school";"no";"no";"no";"telephone";"jun";"tue";206;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +52;"unemployed";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";115;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +44;"blue-collar";"single";"professional.course";"no";"no";"no";"cellular";"oct";"tue";123;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.742;5017.5;"no" +29;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"thu";254;3;3;1;"success";-2.9;92.201;-31.4;0.873;5076.2;"yes" +41;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";85;5;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +26;"technician";"married";"high.school";"no";"yes";"no";"telephone";"may";"fri";305;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";233;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";191;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +29;"admin.";"single";"basic.9y";"unknown";"yes";"no";"telephone";"may";"wed";198;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"thu";148;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +56;"technician";"married";"basic.4y";"unknown";"unknown";"unknown";"telephone";"may";"tue";272;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +23;"blue-collar";"single";"professional.course";"no";"yes";"no";"cellular";"may";"fri";136;3;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +50;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";855;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"yes" +29;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";565;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"yes" +31;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"thu";140;3;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +48;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"mon";248;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +27;"blue-collar";"single";"unknown";"no";"unknown";"unknown";"cellular";"jul";"tue";81;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +24;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"apr";"fri";332;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"technician";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";208;3;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +42;"technician";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"tue";228;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +37;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";14;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";118;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +58;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";164;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +54;"retired";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";148;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +54;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"tue";149;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +39;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"mon";71;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +48;"admin.";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"thu";517;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +34;"blue-collar";"divorced";"basic.4y";"no";"no";"no";"cellular";"apr";"fri";204;5;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +28;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";77;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +30;"admin.";"single";"high.school";"no";"no";"no";"cellular";"aug";"fri";72;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +59;"retired";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"tue";77;8;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +29;"admin.";"single";"high.school";"unknown";"yes";"no";"cellular";"jul";"fri";139;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +25;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"fri";498;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +47;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"sep";"tue";159;1;999;1;"failure";-3.4;92.379;-29.8;0.755;5017.5;"no" +32;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";301;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +30;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"jun";"tue";338;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +24;"technician";"single";"university.degree";"no";"no";"no";"cellular";"oct";"wed";197;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.724;5017.5;"no" +58;"entrepreneur";"married";"high.school";"no";"no";"no";"cellular";"sep";"mon";145;1;999;2;"failure";-1.1;94.199;-37.5;0.882;4963.6;"no" +44;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"wed";158;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +36;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"sep";"tue";28;2;999;0;"nonexistent";-3.4;92.379;-29.8;0.819;5017.5;"no" +33;"self-employed";"divorced";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";355;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"jul";"mon";42;6;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +38;"admin.";"single";"university.degree";"unknown";"yes";"no";"telephone";"jun";"tue";992;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"yes" +35;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";108;4;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +29;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"fri";202;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +58;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";260;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"tue";269;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +55;"self-employed";"married";"basic.4y";"unknown";"unknown";"unknown";"cellular";"aug";"thu";169;5;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +53;"management";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"tue";186;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"entrepreneur";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"fri";215;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +36;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jul";"thu";54;4;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +56;"retired";"married";"professional.course";"no";"no";"no";"cellular";"aug";"tue";139;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"thu";99;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +48;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"aug";"fri";67;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +31;"technician";"married";"university.degree";"no";"no";"no";"telephone";"nov";"mon";57;4;999;0;"nonexistent";-3.4;92.649;-30.1;0.714;5017.5;"no" +50;"self-employed";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"mon";311;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +38;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";25;7;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +34;"admin.";"single";"university.degree";"unknown";"no";"no";"telephone";"jun";"thu";17;16;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"tue";234;1;999;2;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +51;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";386;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +26;"admin.";"single";"high.school";"no";"no";"no";"telephone";"may";"fri";619;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"yes" +34;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"sep";"fri";260;3;3;2;"success";-3.4;92.379;-29.8;0.773;5017.5;"yes" +41;"technician";"married";"university.degree";"unknown";"yes";"yes";"cellular";"apr";"thu";139;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.435;5099.1;"no" +41;"technician";"married";"professional.course";"no";"unknown";"unknown";"cellular";"jun";"tue";318;1;4;3;"success";-2.9;92.963;-40.8;1.262;5076.2;"yes" +26;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"wed";71;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +32;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"may";"wed";459;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"yes" +49;"blue-collar";"married";"basic.6y";"unknown";"no";"yes";"cellular";"may";"tue";354;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +39;"technician";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";225;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +38;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"fri";144;4;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +52;"retired";"divorced";"professional.course";"no";"no";"no";"cellular";"jul";"tue";867;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +57;"self-employed";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"thu";1441;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +38;"housemaid";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";100;5;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +31;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";172;2;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"fri";42;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +42;"self-employed";"married";"professional.course";"unknown";"unknown";"unknown";"cellular";"may";"fri";665;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +32;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"wed";154;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";97;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +32;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"nov";"thu";356;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +40;"management";"married";"unknown";"no";"yes";"no";"telephone";"jun";"fri";170;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jun";"fri";570;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"yes" +44;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";351;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +46;"entrepreneur";"married";"unknown";"unknown";"yes";"no";"telephone";"jun";"fri";86;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +47;"admin.";"married";"basic.6y";"unknown";"yes";"no";"cellular";"apr";"thu";399;2;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +44;"management";"married";"basic.6y";"no";"yes";"yes";"cellular";"mar";"thu";218;1;999;0;"nonexistent";-1.8;92.843;-50;1.757;5099.1;"no" +39;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"wed";138;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +38;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"mar";"thu";63;2;999;0;"nonexistent";-1.8;92.843;-50;1.757;5099.1;"yes" +59;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"mon";293;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"management";"divorced";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";138;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +51;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";295;3;999;0;"nonexistent";-2.9;92.963;-40.8;1.215;5076.2;"no" +55;"unemployed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";303;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +49;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"jul";"thu";1171;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +44;"admin.";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"tue";222;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +29;"blue-collar";"single";"high.school";"no";"yes";"yes";"cellular";"may";"wed";146;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +49;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"tue";286;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";77;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +45;"admin.";"divorced";"basic.9y";"unknown";"no";"no";"cellular";"may";"thu";270;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +39;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"nov";"thu";281;2;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +35;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"wed";91;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +55;"entrepreneur";"single";"unknown";"unknown";"no";"no";"telephone";"jul";"wed";542;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"yes" +30;"services";"single";"high.school";"no";"no";"no";"cellular";"may";"mon";111;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +26;"management";"single";"university.degree";"unknown";"yes";"no";"cellular";"jul";"wed";124;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"fri";347;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +29;"self-employed";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"tue";32;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";50;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +35;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";224;3;999;0;"nonexistent";-2.9;92.201;-31.4;0.869;5076.2;"no" +41;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"tue";175;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +31;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"fri";258;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +30;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";514;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"tue";166;3;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +31;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"jun";"tue";70;8;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"oct";"thu";166;3;6;2;"success";-3.4;92.431;-26.9;0.74;5017.5;"yes" +30;"management";"divorced";"university.degree";"no";"no";"yes";"telephone";"may";"fri";164;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +47;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";429;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +32;"services";"married";"professional.course";"no";"yes";"no";"cellular";"may";"tue";146;3;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +49;"management";"married";"university.degree";"unknown";"yes";"no";"telephone";"jul";"mon";182;12;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"technician";"married";"high.school";"no";"yes";"no";"telephone";"jun";"fri";145;24;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +60;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";59;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"mon";274;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +39;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"thu";328;2;6;3;"success";-1.8;93.876;-40;0.683;5008.7;"yes" +52;"admin.";"married";"unknown";"no";"no";"no";"cellular";"aug";"thu";331;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +29;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"thu";108;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +40;"blue-collar";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";498;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"fri";147;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +38;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";275;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +37;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";316;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +60;"blue-collar";"divorced";"basic.4y";"unknown";"no";"no";"cellular";"jul";"wed";105;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +26;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";200;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +37;"management";"married";"university.degree";"no";"no";"no";"telephone";"jun";"thu";288;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +56;"services";"married";"high.school";"unknown";"no";"yes";"telephone";"may";"fri";90;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"technician";"married";"high.school";"no";"yes";"yes";"cellular";"aug";"fri";390;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +46;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";318;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +59;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"oct";"tue";85;1;999;0;"nonexistent";-0.1;93.798;-40.4;4.968;5195.8;"yes" +52;"services";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";607;5;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +40;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"aug";"tue";279;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +44;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"fri";40;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +35;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";121;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +33;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"fri";335;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +38;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"thu";130;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +53;"entrepreneur";"married";"basic.4y";"no";"yes";"yes";"cellular";"apr";"tue";398;2;999;0;"nonexistent";-1.8;93.749;-34.6;0.644;5008.7;"yes" +56;"unemployed";"divorced";"high.school";"no";"yes";"no";"telephone";"may";"wed";267;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +48;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"aug";"wed";128;6;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +45;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"jul";"fri";800;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +56;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"fri";213;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +48;"management";"married";"university.degree";"no";"yes";"no";"cellular";"oct";"wed";294;1;999;1;"failure";-3.4;92.431;-26.9;0.74;5017.5;"yes" +62;"admin.";"married";"high.school";"no";"no";"no";"telephone";"mar";"mon";163;2;999;0;"nonexistent";-1.8;92.843;-50;1.52;5099.1;"yes" +24;"services";"single";"high.school";"no";"no";"no";"cellular";"jul";"thu";1150;3;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"yes" +33;"admin.";"single";"high.school";"no";"no";"no";"cellular";"oct";"mon";87;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.731;5017.5;"no" +49;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"mar";"tue";361;2;999;1;"failure";-1.8;93.369;-34.8;0.635;5008.7;"no" +54;"housemaid";"married";"professional.course";"no";"no";"no";"telephone";"oct";"mon";187;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"no" +57;"technician";"divorced";"university.degree";"no";"no";"yes";"telephone";"jun";"tue";187;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +31;"admin.";"single";"high.school";"no";"no";"no";"cellular";"nov";"fri";89;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +51;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";147;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +35;"admin.";"single";"basic.4y";"unknown";"no";"no";"telephone";"may";"mon";95;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"apr";"fri";634;1;999;0;"nonexistent";-1.8;93.749;-34.6;0.644;5008.7;"yes" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";83;1;999;2;"failure";-2.9;92.201;-31.4;0.881;5076.2;"no" +30;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";245;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"wed";630;3;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +45;"blue-collar";"single";"high.school";"unknown";"yes";"no";"cellular";"may";"mon";8;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +46;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"jun";"mon";372;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +48;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"mon";984;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +31;"entrepreneur";"single";"university.degree";"no";"no";"no";"cellular";"nov";"thu";1855;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +40;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"fri";133;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +56;"blue-collar";"unknown";"basic.4y";"no";"no";"no";"cellular";"apr";"fri";422;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"technician";"married";"professional.course";"no";"no";"no";"cellular";"may";"mon";377;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"yes" +57;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"nov";"wed";5;1;999;0;"nonexistent";-0.1;93.2;-42;4.663;5195.8;"no" +47;"technician";"married";"professional.course";"unknown";"no";"no";"telephone";"may";"fri";261;6;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +36;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"mon";101;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +53;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";429;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +58;"self-employed";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"tue";83;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"cellular";"nov";"tue";95;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";143;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +34;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"thu";266;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +41;"admin.";"married";"basic.6y";"no";"no";"no";"cellular";"apr";"fri";1203;2;999;1;"failure";-1.8;93.075;-47.1;1.479;5099.1;"yes" +30;"unknown";"married";"professional.course";"no";"no";"no";"cellular";"may";"mon";399;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +30;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";129;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +37;"services";"single";"high.school";"no";"yes";"no";"telephone";"may";"tue";227;9;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"jul";"tue";723;2;999;0;"nonexistent";1.4;93.918;-42.7;4.955;5228.1;"no" +34;"services";"unknown";"high.school";"no";"yes";"yes";"cellular";"may";"tue";369;2;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +28;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"fri";119;4;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +29;"entrepreneur";"single";"university.degree";"no";"no";"no";"telephone";"jun";"wed";347;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +44;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";358;4;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +56;"retired";"married";"high.school";"no";"yes";"yes";"cellular";"jul";"fri";308;2;999;0;"nonexistent";-2.9;92.469;-33.6;1.059;5076.2;"yes" +31;"services";"single";"high.school";"no";"no";"no";"cellular";"jul";"thu";16;35;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +40;"blue-collar";"single";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";128;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +47;"blue-collar";"married";"high.school";"no";"yes";"yes";"telephone";"may";"fri";72;6;6;1;"success";-1.8;92.893;-46.2;1.313;5099.1;"no" +37;"management";"single";"university.degree";"no";"no";"no";"cellular";"may";"tue";107;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +57;"retired";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";768;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"blue-collar";"single";"professional.course";"no";"no";"no";"cellular";"aug";"wed";94;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +52;"self-employed";"single";"basic.4y";"unknown";"yes";"no";"telephone";"may";"thu";61;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +34;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"fri";78;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +43;"services";"married";"high.school";"no";"no";"yes";"telephone";"may";"tue";262;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"blue-collar";"single";"unknown";"no";"no";"no";"cellular";"mar";"fri";98;2;999;0;"nonexistent";-1.8;93.369;-34.8;0.636;5008.7;"no" +49;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"tue";163;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +25;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jun";"wed";54;3;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +38;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"thu";74;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +40;"unemployed";"divorced";"high.school";"no";"no";"yes";"telephone";"jun";"thu";257;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +31;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"tue";259;1;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +29;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";64;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +57;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";73;10;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +38;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"fri";525;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +48;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";210;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";823;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"yes" +30;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"sep";"mon";103;2;999;0;"nonexistent";-3.4;92.379;-29.8;0.771;5017.5;"no" +52;"retired";"divorced";"basic.4y";"unknown";"yes";"yes";"telephone";"jun";"thu";26;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +34;"services";"divorced";"high.school";"no";"no";"no";"cellular";"may";"fri";66;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +60;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"tue";347;2;4;1;"success";-1.1;94.767;-50.8;1.035;4963.6;"no" +37;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";96;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"aug";"wed";56;5;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +57;"admin.";"married";"unknown";"no";"yes";"no";"cellular";"dec";"wed";391;2;999;0;"nonexistent";-3;92.713;-33;0.706;5023.5;"yes" +28;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";226;3;999;1;"failure";-1.7;94.027;-38.3;0.898;4991.6;"no" +61;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"jun";"wed";1076;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";165;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"yes" +36;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"wed";183;9;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +53;"services";"married";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"fri";9;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +36;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"wed";837;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"self-employed";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"mon";464;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +44;"management";"divorced";"basic.9y";"unknown";"yes";"no";"telephone";"jun";"mon";73;2;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +37;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";271;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +32;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";93;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +44;"blue-collar";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";73;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"management";"single";"university.degree";"no";"yes";"no";"cellular";"may";"fri";468;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +37;"management";"divorced";"unknown";"no";"no";"yes";"cellular";"nov";"mon";74;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +48;"retired";"married";"basic.4y";"unknown";"no";"yes";"cellular";"jul";"mon";780;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"services";"single";"university.degree";"no";"yes";"no";"cellular";"oct";"mon";252;2;3;2;"success";-1.1;94.601;-49.5;0.977;4963.6;"yes" +38;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"jun";"tue";258;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"apr";"mon";197;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +57;"housemaid";"married";"basic.4y";"no";"yes";"no";"telephone";"jul";"thu";381;3;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +35;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";15;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"fri";210;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +50;"entrepreneur";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";82;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +49;"management";"married";"university.degree";"no";"no";"no";"cellular";"apr";"thu";289;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +28;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";549;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +53;"admin.";"single";"unknown";"unknown";"no";"no";"cellular";"jul";"tue";183;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +52;"admin.";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"tue";139;2;6;1;"success";-1.7;94.215;-40.3;0.893;4991.6;"no" +35;"admin.";"single";"professional.course";"unknown";"yes";"no";"telephone";"may";"tue";352;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +65;"technician";"married";"professional.course";"no";"no";"no";"cellular";"sep";"thu";263;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +26;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"thu";77;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +56;"blue-collar";"divorced";"basic.9y";"no";"yes";"yes";"cellular";"jul";"mon";123;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"housemaid";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"fri";150;4;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +23;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"mon";34;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";159;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";789;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +50;"management";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";650;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +52;"management";"married";"professional.course";"no";"unknown";"unknown";"telephone";"may";"fri";135;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +58;"retired";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"mon";83;4;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +37;"blue-collar";"divorced";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";75;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +34;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"thu";169;1;7;2;"success";-3.4;92.649;-30.1;0.714;5017.5;"yes" +54;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";150;3;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +60;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";133;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"no" +30;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";219;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"apr";"thu";234;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +30;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"jun";"mon";32;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"fri";226;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +37;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"wed";164;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +34;"technician";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";347;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +30;"admin.";"married";"high.school";"no";"unknown";"unknown";"cellular";"nov";"mon";104;1;999;1;"failure";-3.4;92.649;-30.1;0.714;5017.5;"no" +31;"technician";"married";"basic.6y";"no";"yes";"no";"telephone";"nov";"thu";51;8;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +41;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"wed";314;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"yes" +48;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"thu";298;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +21;"student";"single";"high.school";"no";"no";"no";"cellular";"oct";"mon";328;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"yes" +42;"admin.";"married";"unknown";"no";"no";"no";"telephone";"may";"tue";221;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jul";"wed";226;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +42;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";1002;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"thu";105;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +33;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"tue";286;2;999;0;"nonexistent";-1.7;94.055;-39.8;0.761;4991.6;"no" +37;"admin.";"divorced";"university.degree";"unknown";"yes";"no";"cellular";"may";"mon";230;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +37;"blue-collar";"married";"high.school";"unknown";"no";"no";"telephone";"may";"tue";26;14;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +38;"blue-collar";"single";"high.school";"no";"no";"no";"cellular";"mar";"wed";141;1;999;1;"failure";-1.8;93.369;-34.8;0.655;5008.7;"yes" +52;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"mon";578;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +44;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";95;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +38;"technician";"single";"high.school";"no";"no";"no";"telephone";"may";"wed";152;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"services";"single";"high.school";"no";"yes";"no";"telephone";"jun";"wed";453;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +32;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"jul";"thu";234;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +32;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";162;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"services";"married";"unknown";"no";"no";"yes";"cellular";"jun";"mon";151;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +39;"services";"single";"university.degree";"unknown";"yes";"no";"cellular";"nov";"thu";43;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +57;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"fri";153;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +50;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";160;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.4;5099.1;"yes" +50;"services";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";507;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"yes" +36;"management";"married";"university.degree";"unknown";"yes";"yes";"cellular";"aug";"fri";508;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +40;"services";"divorced";"high.school";"no";"no";"no";"telephone";"jun";"fri";155;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +47;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"telephone";"may";"thu";93;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +36;"student";"single";"unknown";"unknown";"yes";"no";"cellular";"may";"mon";567;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"aug";"tue";167;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +27;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"mon";112;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +60;"retired";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"mon";430;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +37;"entrepreneur";"married";"university.degree";"unknown";"yes";"no";"telephone";"nov";"mon";215;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +35;"management";"married";"high.school";"no";"yes";"no";"telephone";"nov";"tue";159;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +49;"admin.";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"wed";43;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +40;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"jul";"wed";192;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"may";"tue";545;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +47;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";470;1;4;2;"success";-1.7;94.027;-38.3;0.9;4991.6;"yes" +33;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";191;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +40;"admin.";"single";"high.school";"no";"no";"no";"telephone";"jun";"fri";97;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"mon";86;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +46;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";387;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"mon";221;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +47;"services";"divorced";"high.school";"no";"no";"no";"telephone";"may";"wed";421;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +59;"admin.";"married";"professional.course";"no";"yes";"yes";"cellular";"aug";"fri";1241;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +35;"services";"married";"basic.9y";"no";"no";"yes";"telephone";"jun";"thu";98;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";112;5;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +50;"management";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"fri";381;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +39;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";10;6;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +32;"admin.";"single";"professional.course";"no";"no";"yes";"cellular";"may";"fri";6;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +31;"technician";"married";"university.degree";"no";"no";"yes";"telephone";"may";"wed";125;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"mon";298;6;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +41;"services";"married";"high.school";"unknown";"yes";"yes";"telephone";"jun";"tue";31;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +22;"services";"single";"high.school";"no";"yes";"no";"telephone";"jun";"mon";94;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +28;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"jun";"mon";373;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"no" +41;"admin.";"married";"basic.9y";"no";"yes";"no";"telephone";"jul";"wed";120;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"thu";218;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +53;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"mar";"thu";228;1;999;1;"failure";-1.8;93.369;-34.8;0.65;5008.7;"no" +28;"entrepreneur";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";143;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +62;"management";"divorced";"high.school";"no";"no";"no";"cellular";"aug";"mon";405;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"yes" +52;"admin.";"divorced";"university.degree";"unknown";"yes";"yes";"cellular";"jul";"tue";201;9;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"may";"thu";1148;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"yes" +29;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"nov";"fri";69;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +39;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";182;6;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +39;"technician";"single";"university.degree";"unknown";"no";"yes";"cellular";"oct";"fri";125;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.72;5017.5;"yes" +60;"admin.";"married";"professional.course";"no";"yes";"no";"cellular";"apr";"thu";571;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"yes" +33;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"mon";390;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +32;"blue-collar";"married";"basic.6y";"no";"no";"yes";"cellular";"nov";"wed";188;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +49;"self-employed";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";214;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";469;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"housemaid";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";189;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +38;"services";"married";"high.school";"no";"no";"no";"cellular";"apr";"tue";186;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.384;5099.1;"no" +31;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";112;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +40;"management";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";94;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +28;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"tue";254;5;999;0;"nonexistent";-3.4;92.649;-30.1;0.715;5017.5;"yes" +56;"admin.";"married";"high.school";"no";"no";"no";"cellular";"sep";"thu";276;1;999;0;"nonexistent";-3.4;92.379;-29.8;0.778;5017.5;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";330;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +56;"management";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"fri";62;2;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +35;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";536;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +46;"admin.";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"fri";275;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"wed";230;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +45;"services";"single";"unknown";"no";"no";"no";"telephone";"apr";"fri";541;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"yes" +34;"management";"divorced";"basic.6y";"unknown";"yes";"no";"telephone";"may";"thu";271;5;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +56;"housemaid";"divorced";"basic.4y";"no";"yes";"no";"cellular";"nov";"thu";212;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +39;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jul";"mon";617;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"yes" +24;"unknown";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"tue";74;1;3;2;"success";-2.9;92.963;-40.8;1.262;5076.2;"no" +50;"management";"single";"university.degree";"no";"yes";"no";"telephone";"may";"fri";184;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +43;"unemployed";"divorced";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";398;7;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +52;"retired";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";293;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +59;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";119;4;999;0;"nonexistent";-2.9;92.201;-31.4;0.879;5076.2;"no" +27;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"tue";259;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +33;"unemployed";"married";"basic.9y";"no";"yes";"no";"telephone";"nov";"wed";41;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +25;"services";"single";"high.school";"no";"no";"no";"cellular";"oct";"mon";79;1;999;2;"failure";-1.1;94.601;-49.5;0.977;4963.6;"no" +47;"housemaid";"married";"professional.course";"no";"yes";"yes";"telephone";"jun";"mon";132;5;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +31;"blue-collar";"single";"high.school";"unknown";"yes";"no";"telephone";"jun";"tue";187;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"unknown";"unknown";"unknown";"cellular";"may";"tue";123;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +34;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"telephone";"may";"mon";289;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"services";"married";"high.school";"no";"yes";"no";"cellular";"nov";"tue";90;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";64;6;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +45;"services";"divorced";"basic.4y";"no";"no";"no";"cellular";"apr";"thu";296;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +35;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"sep";"thu";390;2;999;0;"nonexistent";-1.1;94.199;-37.5;0.878;4963.6;"no" +59;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"jun";"wed";340;1;999;1;"failure";-2.9;92.963;-40.8;1.26;5076.2;"yes" +29;"technician";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"wed";80;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"may";"thu";393;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +45;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"mon";527;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +47;"technician";"single";"university.degree";"no";"no";"no";"cellular";"apr";"fri";115;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +41;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";92;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +42;"management";"married";"high.school";"no";"no";"no";"cellular";"aug";"wed";588;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +32;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";645;4;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"yes" +32;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"fri";251;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"blue-collar";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";328;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"management";"married";"unknown";"unknown";"no";"no";"cellular";"apr";"thu";177;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +34;"blue-collar";"married";"university.degree";"no";"no";"yes";"cellular";"may";"fri";208;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +59;"housemaid";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"tue";77;6;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";210;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +24;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"jun";"mon";74;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +27;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"thu";284;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +37;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";81;2;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +53;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";1221;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +31;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"wed";704;4;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"yes" +56;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"fri";196;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +35;"technician";"married";"high.school";"no";"unknown";"unknown";"cellular";"aug";"fri";171;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +54;"retired";"married";"professional.course";"unknown";"no";"no";"cellular";"aug";"tue";95;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.838;5076.2;"yes" +39;"entrepreneur";"married";"basic.9y";"unknown";"yes";"yes";"cellular";"may";"thu";158;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +44;"management";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"wed";260;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +49;"technician";"married";"professional.course";"no";"yes";"yes";"telephone";"jul";"mon";70;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +47;"management";"married";"basic.4y";"no";"no";"yes";"telephone";"jun";"thu";216;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +30;"blue-collar";"single";"basic.6y";"no";"no";"no";"cellular";"may";"fri";92;4;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +29;"admin.";"single";"high.school";"no";"no";"no";"cellular";"may";"wed";230;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +39;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"jul";"mon";241;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +33;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";135;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"technician";"married";"university.degree";"no";"no";"no";"telephone";"jun";"thu";281;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +49;"technician";"married";"unknown";"no";"no";"no";"cellular";"apr";"fri";378;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"yes" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";144;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +52;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"fri";127;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +28;"services";"divorced";"high.school";"unknown";"no";"yes";"cellular";"jul";"fri";278;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"yes" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";88;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +47;"management";"married";"high.school";"no";"no";"no";"cellular";"may";"wed";282;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +36;"admin.";"married";"high.school";"unknown";"no";"no";"telephone";"may";"tue";21;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +23;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"thu";250;4;999;1;"failure";-1.7;94.215;-40.3;0.846;4991.6;"yes" +59;"technician";"divorced";"basic.4y";"no";"yes";"no";"telephone";"jun";"fri";135;2;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +45;"unknown";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";83;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +29;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"may";"thu";16;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +74;"retired";"divorced";"high.school";"no";"yes";"yes";"telephone";"dec";"mon";88;6;999;0;"nonexistent";-3;92.713;-33;0.715;5023.5;"no" +66;"retired";"married";"basic.4y";"no";"yes";"yes";"telephone";"nov";"thu";1127;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.714;5017.5;"yes" +46;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"mon";504;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +43;"blue-collar";"single";"unknown";"unknown";"no";"no";"telephone";"may";"wed";299;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"thu";293;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +49;"admin.";"married";"high.school";"unknown";"no";"no";"telephone";"may";"wed";139;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +28;"management";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";292;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +34;"unemployed";"single";"university.degree";"no";"no";"no";"telephone";"jun";"mon";409;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +43;"technician";"married";"basic.9y";"unknown";"yes";"yes";"telephone";"jun";"fri";818;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +45;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";157;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +46;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"may";"mon";78;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +36;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"wed";226;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +44;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"thu";107;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +30;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";103;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.479;5099.1;"no" +42;"technician";"married";"professional.course";"unknown";"no";"no";"cellular";"aug";"wed";88;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +48;"admin.";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"tue";1062;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"yes" +34;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"thu";562;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"services";"married";"basic.4y";"no";"no";"no";"telephone";"may";"fri";58;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +40;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";156;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +37;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"tue";157;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +30;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";191;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"jun";"wed";63;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +32;"technician";"single";"high.school";"no";"yes";"no";"cellular";"may";"tue";361;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +44;"technician";"married";"basic.6y";"unknown";"yes";"no";"telephone";"jun";"mon";160;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +58;"retired";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"fri";825;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +62;"technician";"married";"unknown";"no";"yes";"no";"cellular";"jul";"mon";273;1;16;1;"success";-1.7;94.215;-40.3;0.827;4991.6;"no" +42;"services";"single";"high.school";"no";"no";"no";"telephone";"jun";"fri";207;4;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +46;"services";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"tue";630;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"management";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";292;3;999;0;"nonexistent";-1.8;93.876;-40;0.682;5008.7;"yes" +37;"blue-collar";"married";"professional.course";"no";"yes";"no";"telephone";"may";"thu";112;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +46;"services";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";984;1;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"yes" +34;"admin.";"unknown";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";243;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +46;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";92;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +37;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"mon";546;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +47;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";24;12;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +36;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";199;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +32;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";370;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +46;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";435;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +51;"entrepreneur";"divorced";"university.degree";"unknown";"no";"yes";"telephone";"may";"mon";112;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"student";"single";"basic.4y";"no";"yes";"yes";"telephone";"jul";"fri";57;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +53;"admin.";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"fri";168;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +46;"unemployed";"married";"basic.6y";"no";"yes";"no";"cellular";"nov";"thu";113;4;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +51;"blue-collar";"married";"basic.9y";"unknown";"unknown";"unknown";"telephone";"may";"tue";487;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +56;"technician";"married";"unknown";"no";"yes";"no";"telephone";"may";"tue";174;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"may";"tue";13;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +34;"technician";"married";"professional.course";"unknown";"yes";"yes";"cellular";"aug";"thu";189;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +38;"self-employed";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";270;4;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"services";"single";"professional.course";"unknown";"yes";"no";"cellular";"nov";"tue";114;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +32;"admin.";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"fri";17;9;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +38;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"tue";213;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +44;"management";"divorced";"university.degree";"no";"yes";"no";"telephone";"jun";"mon";96;8;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +37;"unemployed";"single";"professional.course";"no";"no";"no";"telephone";"jun";"fri";394;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +59;"retired";"married";"professional.course";"no";"no";"no";"cellular";"aug";"fri";218;3;3;1;"success";-1.7;94.027;-38.3;0.905;4991.6;"yes" +24;"blue-collar";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";62;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +35;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"fri";451;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";386;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"mon";266;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"nov";"tue";249;3;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +41;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"jun";"wed";802;3;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +57;"admin.";"married";"professional.course";"no";"unknown";"unknown";"cellular";"jul";"mon";127;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +49;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"mon";16;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +30;"entrepreneur";"married";"professional.course";"no";"yes";"yes";"cellular";"nov";"thu";267;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +45;"blue-collar";"divorced";"basic.4y";"no";"yes";"no";"cellular";"jul";"wed";112;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"entrepreneur";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";531;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"yes" +41;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";238;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +53;"management";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";111;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +29;"management";"single";"university.degree";"no";"no";"yes";"cellular";"nov";"tue";73;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +45;"technician";"married";"university.degree";"no";"no";"no";"telephone";"jun";"thu";65;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +24;"blue-collar";"single";"basic.4y";"no";"yes";"no";"cellular";"may";"fri";389;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +43;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"thu";306;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +45;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"mon";252;2;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +34;"services";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"fri";453;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +35;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"may";"mon";83;2;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +25;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"fri";72;2;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +58;"blue-collar";"married";"unknown";"no";"yes";"no";"telephone";"may";"tue";38;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"admin.";"married";"high.school";"no";"unknown";"unknown";"telephone";"jun";"wed";360;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +30;"self-employed";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";131;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +30;"blue-collar";"single";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";72;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +37;"admin.";"divorced";"university.degree";"unknown";"yes";"no";"cellular";"may";"mon";442;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"yes" +58;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";114;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +34;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"aug";"tue";168;2;999;0;"nonexistent";-1.7;94.027;-38.3;0.904;4991.6;"no" +34;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"thu";263;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +43;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";78;7;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"student";"single";"professional.course";"no";"no";"no";"cellular";"sep";"mon";162;2;9;2;"failure";-1.1;94.199;-37.5;0.879;4963.6;"no" +35;"unknown";"married";"basic.9y";"no";"no";"no";"telephone";"may";"thu";241;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";154;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +45;"management";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"fri";37;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +28;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"fri";200;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +29;"student";"single";"professional.course";"no";"no";"no";"cellular";"jun";"fri";95;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";95;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +27;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"thu";530;1;3;1;"success";-1.1;94.199;-37.5;0.879;4963.6;"yes" +41;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"fri";432;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +29;"services";"single";"high.school";"no";"yes";"no";"telephone";"may";"thu";430;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +24;"services";"single";"basic.9y";"no";"yes";"yes";"cellular";"may";"fri";68;4;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +34;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"tue";145;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"no" +58;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"thu";289;1;3;4;"success";-1.8;93.876;-40;0.683;5008.7;"yes" +52;"housemaid";"married";"basic.6y";"no";"yes";"no";"cellular";"aug";"tue";106;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +30;"student";"single";"university.degree";"no";"no";"no";"cellular";"nov";"fri";585;4;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";208;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +39;"entrepreneur";"married";"high.school";"no";"no";"no";"telephone";"jun";"mon";232;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";236;3;999;0;"nonexistent";-1.1;94.767;-50.8;1.03;4963.6;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"wed";55;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +30;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"apr";"thu";739;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.483;5099.1;"yes" +34;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"may";"wed";133;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +34;"admin.";"single";"high.school";"no";"no";"no";"telephone";"may";"wed";194;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"unemployed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";117;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +39;"entrepreneur";"married";"high.school";"no";"yes";"no";"telephone";"jun";"thu";582;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +51;"unemployed";"married";"high.school";"no";"unknown";"unknown";"telephone";"sep";"fri";228;1;999;2;"failure";-1.1;94.199;-37.5;0.883;4963.6;"no" +29;"technician";"married";"high.school";"no";"yes";"no";"cellular";"jun";"fri";365;3;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"yes" +35;"technician";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";112;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +46;"technician";"married";"professional.course";"no";"no";"no";"cellular";"mar";"tue";163;2;999;0;"nonexistent";-1.8;92.843;-50;1.614;5099.1;"no" +35;"technician";"single";"professional.course";"no";"no";"no";"cellular";"nov";"wed";161;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +23;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"tue";246;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +49;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"wed";155;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +33;"admin.";"single";"high.school";"no";"no";"no";"cellular";"may";"tue";399;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +41;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";122;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +48;"technician";"married";"professional.course";"no";"no";"yes";"telephone";"oct";"tue";200;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.742;5017.5;"no" +43;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"wed";255;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +76;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";344;1;999;1;"failure";-2.9;92.201;-31.4;0.873;5076.2;"no" +54;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"wed";28;10;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +43;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"thu";345;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +27;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"tue";19;9;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +55;"admin.";"married";"basic.9y";"unknown";"no";"yes";"telephone";"may";"thu";103;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +37;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";178;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +29;"technician";"single";"professional.course";"no";"no";"yes";"cellular";"nov";"fri";127;1;6;2;"success";-1.1;94.767;-50.8;1.04;4963.6;"no" +37;"services";"single";"basic.9y";"no";"no";"no";"cellular";"may";"tue";348;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +30;"services";"married";"high.school";"no";"yes";"yes";"telephone";"jul";"mon";342;9;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +29;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";126;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"blue-collar";"single";"basic.9y";"unknown";"yes";"no";"cellular";"nov";"thu";71;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +25;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"may";"fri";137;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +34;"management";"single";"high.school";"no";"no";"no";"cellular";"jul";"mon";264;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +58;"management";"married";"basic.4y";"no";"yes";"yes";"cellular";"may";"wed";184;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +26;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jun";"mon";223;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +54;"entrepreneur";"married";"professional.course";"no";"no";"no";"cellular";"nov";"tue";1855;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"yes" +51;"blue-collar";"divorced";"unknown";"unknown";"no";"no";"telephone";"jun";"wed";220;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +22;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"sep";"mon";194;2;999;3;"failure";-1.1;94.199;-37.5;0.882;4963.6;"yes" +48;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"mon";607;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"yes" +48;"technician";"married";"high.school";"no";"unknown";"unknown";"telephone";"jun";"mon";221;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +53;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";100;1;999;1;"failure";-2.9;92.201;-31.4;0.883;5076.2;"no" +55;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"tue";266;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +59;"entrepreneur";"divorced";"high.school";"unknown";"yes";"no";"telephone";"may";"fri";138;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +52;"self-employed";"married";"basic.4y";"unknown";"no";"yes";"telephone";"jun";"thu";71;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"thu";115;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +56;"services";"divorced";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";13;1;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +35;"admin.";"single";"high.school";"no";"yes";"yes";"telephone";"may";"mon";19;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +30;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";155;1;4;1;"success";-2.9;92.201;-31.4;0.883;5076.2;"no" +45;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"mar";"thu";143;2;999;0;"nonexistent";-1.8;92.843;-50;1.538;5099.1;"no" +48;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"fri";224;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +36;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"tue";168;5;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +40;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"telephone";"may";"wed";325;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +32;"technician";"divorced";"professional.course";"no";"no";"yes";"cellular";"aug";"tue";75;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +60;"entrepreneur";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"thu";82;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +37;"unemployed";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"fri";129;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +32;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"jul";"thu";276;2;999;0;"nonexistent";-2.9;92.469;-33.6;1.072;5076.2;"yes" +58;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"fri";256;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +48;"entrepreneur";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";438;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"services";"single";"high.school";"no";"no";"yes";"cellular";"may";"thu";50;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"self-employed";"single";"high.school";"no";"yes";"no";"cellular";"may";"wed";207;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +41;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"apr";"fri";412;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +42;"blue-collar";"married";"unknown";"unknown";"no";"yes";"cellular";"may";"thu";428;3;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +55;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";97;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +36;"admin.";"divorced";"high.school";"no";"yes";"no";"telephone";"may";"mon";84;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"admin.";"single";"unknown";"no";"yes";"no";"cellular";"mar";"mon";132;1;999;0;"nonexistent";-1.8;93.369;-34.8;0.652;5008.7;"yes" +34;"entrepreneur";"single";"professional.course";"no";"no";"no";"telephone";"jun";"tue";76;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +55;"retired";"married";"high.school";"no";"yes";"no";"cellular";"oct";"thu";424;2;7;1;"success";-3.4;92.431;-26.9;0.722;5017.5;"yes" +27;"blue-collar";"single";"basic.4y";"no";"no";"no";"cellular";"may";"tue";176;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +32;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"may";"mon";246;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +30;"services";"married";"high.school";"no";"yes";"yes";"telephone";"may";"fri";114;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +39;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"thu";193;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +39;"blue-collar";"married";"unknown";"no";"yes";"no";"cellular";"jul";"tue";82;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +39;"entrepreneur";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"mon";219;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +48;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";44;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +33;"admin.";"single";"high.school";"no";"no";"no";"telephone";"may";"tue";60;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +46;"services";"divorced";"basic.4y";"no";"no";"no";"cellular";"may";"fri";493;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +51;"admin.";"single";"university.degree";"unknown";"yes";"yes";"cellular";"nov";"fri";53;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +44;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"thu";153;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +26;"services";"single";"high.school";"no";"no";"no";"cellular";"jul";"mon";91;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +53;"technician";"married";"professional.course";"unknown";"yes";"yes";"cellular";"jul";"fri";264;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";116;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"unemployed";"single";"professional.course";"no";"no";"no";"telephone";"may";"tue";20;12;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";186;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +31;"admin.";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";1432;5;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +31;"blue-collar";"single";"basic.4y";"no";"no";"no";"telephone";"jun";"thu";590;3;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"yes" +27;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jun";"fri";266;2;999;1;"failure";-1.7;94.055;-39.8;0.748;4991.6;"yes" +50;"management";"married";"university.degree";"no";"no";"no";"telephone";"sep";"tue";84;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +31;"services";"married";"high.school";"unknown";"yes";"yes";"telephone";"jun";"wed";146;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +39;"blue-collar";"married";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"tue";358;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"blue-collar";"single";"professional.course";"no";"no";"no";"cellular";"aug";"tue";109;11;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +58;"retired";"married";"professional.course";"unknown";"no";"no";"cellular";"aug";"mon";244;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +32;"entrepreneur";"married";"basic.9y";"no";"no";"no";"cellular";"may";"mon";184;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +43;"blue-collar";"single";"basic.6y";"no";"yes";"yes";"cellular";"jul";"wed";1806;4;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"yes" +33;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";63;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +29;"technician";"single";"professional.course";"no";"yes";"yes";"cellular";"nov";"wed";182;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +32;"entrepreneur";"divorced";"university.degree";"no";"yes";"yes";"cellular";"jul";"fri";57;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +42;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"fri";353;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"may";"fri";247;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +29;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"tue";294;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"admin.";"single";"professional.course";"no";"yes";"yes";"cellular";"may";"thu";1046;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"yes" +51;"services";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";241;4;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +47;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"mon";767;3;999;0;"nonexistent";-1.1;94.601;-49.5;1;4963.6;"yes" +36;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";137;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +37;"blue-collar";"married";"professional.course";"unknown";"no";"no";"telephone";"may";"tue";128;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +48;"services";"divorced";"high.school";"unknown";"yes";"yes";"telephone";"may";"mon";158;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +50;"management";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";117;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"tue";211;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +31;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"mon";15;11;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +39;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"may";"wed";488;12;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +38;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"tue";67;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +58;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"oct";"thu";81;1;999;0;"nonexistent";-0.1;93.798;-40.4;4.794;5195.8;"no" +37;"technician";"married";"professional.course";"no";"no";"yes";"cellular";"jul";"fri";674;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"yes" +34;"services";"married";"high.school";"no";"no";"no";"telephone";"jun";"tue";51;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +35;"technician";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"tue";740;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +39;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";260;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +78;"retired";"married";"basic.9y";"no";"yes";"no";"telephone";"oct";"thu";321;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.754;5017.5;"no" +43;"blue-collar";"single";"high.school";"no";"no";"yes";"telephone";"may";"thu";137;1;999;0;"nonexistent";-1.8;93.876;-40;0.699;5008.7;"no" +49;"technician";"divorced";"university.degree";"no";"yes";"no";"telephone";"nov";"thu";30;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";293;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +58;"entrepreneur";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"fri";218;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";127;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +32;"blue-collar";"married";"professional.course";"no";"no";"no";"telephone";"may";"thu";1119;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"yes" +31;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"wed";225;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"services";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"mon";19;23;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"may";"fri";288;3;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +53;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"tue";76;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +42;"admin.";"married";"high.school";"no";"yes";"yes";"telephone";"jul";"mon";388;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +40;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"fri";179;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"management";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"thu";172;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +47;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";159;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +53;"admin.";"married";"university.degree";"no";"no";"yes";"telephone";"may";"tue";37;13;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +60;"retired";"married";"university.degree";"no";"yes";"no";"cellular";"oct";"mon";338;2;999;0;"nonexistent";-1.1;94.601;-49.5;1;4963.6;"no" +32;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"thu";485;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +67;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"mon";300;3;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"no" +49;"management";"divorced";"university.degree";"no";"no";"no";"cellular";"jul";"thu";144;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"admin.";"unknown";"high.school";"no";"no";"no";"telephone";"may";"mon";182;8;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +31;"admin.";"single";"basic.9y";"no";"no";"no";"telephone";"may";"wed";80;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +60;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"apr";"thu";482;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"yes" +33;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"apr";"mon";87;2;999;2;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +41;"self-employed";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";796;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +45;"services";"married";"professional.course";"no";"yes";"no";"telephone";"may";"mon";221;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"services";"divorced";"high.school";"no";"no";"yes";"telephone";"may";"mon";251;11;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +39;"unemployed";"married";"university.degree";"no";"no";"no";"telephone";"jun";"tue";132;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"admin.";"married";"high.school";"unknown";"yes";"yes";"telephone";"may";"tue";236;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";106;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.435;5099.1;"no" +27;"unemployed";"single";"university.degree";"no";"no";"no";"telephone";"jul";"tue";27;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +32;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"jul";"thu";240;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +45;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jun";"thu";10;16;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"thu";140;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +41;"services";"single";"unknown";"no";"yes";"no";"cellular";"may";"thu";206;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +40;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"tue";337;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";44;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";138;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"telephone";"may";"mon";287;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"wed";67;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +27;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";136;5;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +35;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"thu";636;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +41;"admin.";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"mon";77;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +45;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"thu";468;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +45;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"tue";114;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +44;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"fri";262;4;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +51;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"wed";221;9;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +50;"unemployed";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";74;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"thu";604;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +29;"admin.";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"thu";120;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +44;"management";"married";"basic.9y";"no";"no";"no";"cellular";"may";"tue";296;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +30;"blue-collar";"married";"professional.course";"no";"no";"no";"cellular";"may";"fri";1357;4;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"yes" +39;"housemaid";"married";"basic.4y";"no";"yes";"yes";"cellular";"aug";"fri";123;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +39;"management";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";23;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +50;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"tue";209;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"fri";37;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +36;"blue-collar";"married";"unknown";"no";"no";"no";"telephone";"may";"tue";257;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +80;"retired";"divorced";"high.school";"no";"yes";"no";"cellular";"oct";"thu";169;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.722;5017.5;"yes" +36;"admin.";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"wed";61;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"mon";104;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"jul";"mon";122;5;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +51;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"tue";40;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +30;"admin.";"single";"high.school";"no";"no";"no";"cellular";"sep";"fri";219;3;6;1;"success";-1.1;94.199;-37.5;0.883;4963.6;"yes" +24;"technician";"single";"professional.course";"no";"unknown";"unknown";"cellular";"may";"wed";311;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"yes" +47;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"aug";"tue";204;6;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jul";"thu";414;1;999;0;"nonexistent";1.4;93.918;-42.7;4.966;5228.1;"no" +37;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";191;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"mon";475;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"yes" +34;"entrepreneur";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"mon";343;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +69;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"sep";"mon";258;3;6;1;"success";-1.1;94.199;-37.5;0.879;4963.6;"no" +42;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";226;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +34;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"jul";"wed";727;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +48;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"fri";36;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +41;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"telephone";"may";"tue";207;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +59;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"wed";413;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +50;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"nov";"fri";182;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +36;"admin.";"married";"high.school";"no";"yes";"yes";"cellular";"may";"mon";142;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +38;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"fri";100;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"mon";109;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"wed";65;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +30;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";77;9;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +32;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"thu";434;2;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +53;"management";"single";"professional.course";"unknown";"no";"no";"cellular";"jul";"wed";76;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +36;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";231;2;999;4;"failure";-1.8;93.369;-34.8;0.635;5008.7;"no" +61;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"apr";"thu";266;5;999;0;"nonexistent";-1.8;93.075;-47.1;1.406;5099.1;"yes" +51;"self-employed";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";310;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +69;"retired";"divorced";"university.degree";"no";"yes";"no";"cellular";"apr";"tue";207;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"yes" +30;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";150;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +33;"admin.";"married";"university.degree";"no";"unknown";"unknown";"cellular";"aug";"fri";227;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +53;"services";"divorced";"basic.9y";"no";"no";"no";"cellular";"jul";"fri";127;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +49;"blue-collar";"married";"professional.course";"no";"no";"no";"cellular";"may";"tue";118;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +35;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"may";"tue";206;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +40;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";177;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"services";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"wed";201;1;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +41;"self-employed";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"tue";349;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +31;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"jul";"wed";421;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +40;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";608;3;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +53;"management";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";92;2;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +53;"entrepreneur";"divorced";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";97;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +48;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";126;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +32;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"cellular";"jul";"fri";316;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +27;"blue-collar";"married";"basic.9y";"unknown";"yes";"yes";"cellular";"jul";"mon";119;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +51;"housemaid";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"fri";135;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"unemployed";"married";"university.degree";"no";"no";"no";"telephone";"jun";"fri";212;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +28;"student";"single";"basic.9y";"no";"yes";"no";"cellular";"mar";"tue";320;1;999;0;"nonexistent";-1.8;92.843;-50;1.799;5099.1;"yes" +31;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"wed";650;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +58;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"sep";"thu";272;4;6;1;"success";-1.1;94.199;-37.5;0.878;4963.6;"yes" +54;"housemaid";"divorced";"basic.4y";"no";"no";"no";"telephone";"may";"wed";485;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +45;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";390;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";82;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +55;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";201;14;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +51;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";359;2;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +27;"blue-collar";"single";"high.school";"no";"yes";"no";"cellular";"jul";"wed";55;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +41;"blue-collar";"divorced";"basic.6y";"no";"no";"no";"cellular";"jul";"fri";159;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +40;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"aug";"fri";144;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +28;"technician";"single";"professional.course";"no";"no";"no";"cellular";"may";"wed";116;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +57;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"tue";674;2;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +37;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jul";"mon";1009;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +58;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"wed";84;3;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +34;"technician";"married";"professional.course";"no";"no";"no";"cellular";"aug";"mon";126;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"may";"thu";129;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +57;"self-employed";"married";"university.degree";"no";"no";"no";"cellular";"jul";"thu";313;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"services";"divorced";"high.school";"unknown";"yes";"yes";"cellular";"apr";"mon";92;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +37;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"may";"fri";200;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +35;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"fri";91;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +42;"services";"married";"high.school";"unknown";"no";"yes";"telephone";"jun";"tue";214;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +30;"student";"single";"high.school";"no";"no";"no";"cellular";"mar";"fri";268;5;10;2;"failure";-1.8;92.843;-50;1.64;5099.1;"yes" +25;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"fri";712;2;19;1;"success";-1.1;94.767;-50.8;1.04;4963.6;"yes" +36;"admin.";"married";"university.degree";"no";"no";"yes";"telephone";"may";"thu";184;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +49;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"fri";283;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +52;"admin.";"married";"high.school";"no";"no";"no";"cellular";"nov";"fri";165;1;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +31;"self-employed";"divorced";"university.degree";"no";"unknown";"unknown";"cellular";"jul";"thu";262;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +26;"unemployed";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";203;1;3;3;"success";-1.7;94.027;-38.3;0.904;4991.6;"yes" +56;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";242;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"nov";"fri";45;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"tue";80;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"wed";181;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +36;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"fri";171;11;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +26;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";230;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"yes" +48;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"thu";214;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"thu";144;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +45;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"mar";"tue";829;1;999;0;"nonexistent";-1.8;92.843;-50;1.51;5099.1;"no" +46;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";170;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +38;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"wed";362;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +24;"self-employed";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";40;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +38;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";249;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +60;"retired";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"tue";245;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"services";"divorced";"basic.6y";"no";"yes";"no";"cellular";"aug";"wed";153;3;0;1;"success";-1.7;94.027;-38.3;0.9;4991.6;"yes" +32;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"telephone";"jul";"tue";89;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"jul";"fri";102;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";215;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"blue-collar";"single";"basic.4y";"no";"yes";"no";"telephone";"jun";"tue";159;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +44;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"may";"thu";102;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +31;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";239;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +32;"blue-collar";"married";"basic.6y";"no";"no";"no";"telephone";"jun";"mon";147;2;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +45;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"fri";134;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"technician";"married";"high.school";"no";"yes";"no";"cellular";"may";"tue";394;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +45;"blue-collar";"married";"professional.course";"no";"no";"no";"cellular";"aug";"thu";398;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +44;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";171;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +43;"admin.";"single";"high.school";"no";"no";"no";"cellular";"nov";"wed";1011;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"yes" +25;"student";"single";"high.school";"no";"no";"no";"telephone";"may";"fri";97;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +47;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"tue";202;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +39;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"jul";"wed";128;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";186;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +41;"technician";"married";"basic.9y";"no";"no";"no";"telephone";"may";"mon";180;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +58;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"tue";216;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +42;"services";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";149;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +50;"unknown";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"mon";511;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +42;"management";"married";"university.degree";"no";"yes";"yes";"telephone";"may";"fri";123;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +53;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"aug";"tue";1186;4;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"yes" +54;"housemaid";"divorced";"university.degree";"no";"yes";"yes";"cellular";"nov";"thu";653;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"yes" +31;"admin.";"married";"high.school";"no";"no";"yes";"cellular";"aug";"mon";155;2;4;1;"success";-2.9;92.201;-31.4;0.884;5076.2;"yes" +50;"housemaid";"married";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"wed";125;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +48;"self-employed";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"mon";82;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +30;"technician";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"mon";132;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +43;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";119;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"nov";"mon";131;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +37;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"mon";264;5;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +55;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"mar";"thu";220;7;999;0;"nonexistent";-1.8;93.369;-34.8;0.654;5008.7;"no" +47;"management";"married";"basic.9y";"no";"no";"no";"telephone";"nov";"mon";53;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +54;"technician";"married";"professional.course";"unknown";"yes";"no";"cellular";"apr";"mon";130;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +26;"management";"single";"university.degree";"no";"no";"no";"cellular";"sep";"fri";351;2;999;0;"nonexistent";-3.4;92.379;-29.8;0.803;5017.5;"no" +27;"admin.";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";483;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";340;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +43;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"wed";402;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +26;"management";"single";"university.degree";"no";"no";"no";"cellular";"mar";"thu";139;1;999;0;"nonexistent";-1.8;92.843;-50;1.65;5099.1;"yes" +32;"services";"married";"high.school";"no";"yes";"yes";"telephone";"may";"wed";383;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +32;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";165;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"blue-collar";"married";"basic.9y";"unknown";"no";"yes";"telephone";"jun";"fri";17;5;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +33;"self-employed";"single";"university.degree";"no";"unknown";"unknown";"telephone";"jun";"thu";169;3;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"wed";519;2;999;2;"failure";-1.8;92.893;-46.2;1.334;5099.1;"yes" +42;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";246;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.879;5076.2;"no" +53;"services";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"mon";136;2;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +70;"retired";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"thu";320;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +47;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";20;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +43;"blue-collar";"married";"high.school";"no";"yes";"no";"cellular";"nov";"mon";107;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +51;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jul";"wed";139;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +34;"housemaid";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";58;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +57;"retired";"unknown";"basic.4y";"no";"yes";"no";"telephone";"may";"thu";171;10;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +30;"admin.";"single";"professional.course";"no";"unknown";"unknown";"cellular";"jun";"thu";246;1;7;1;"success";-2.9;92.963;-40.8;1.26;5076.2;"yes" +41;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";184;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +36;"blue-collar";"married";"unknown";"unknown";"yes";"yes";"telephone";"may";"wed";161;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"mon";86;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +28;"student";"single";"university.degree";"unknown";"yes";"no";"telephone";"may";"mon";208;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +31;"management";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";424;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"yes" +58;"retired";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";307;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +54;"admin.";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";490;12;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +48;"unemployed";"married";"professional.course";"no";"no";"no";"telephone";"may";"wed";360;1;6;1;"success";-1.8;93.876;-40;0.682;5008.7;"yes" +50;"blue-collar";"single";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"thu";184;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +38;"technician";"single";"university.degree";"no";"yes";"no";"telephone";"may";"tue";446;12;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +25;"student";"single";"unknown";"no";"no";"no";"cellular";"jun";"mon";301;3;999;0;"nonexistent";-2.9;92.963;-40.8;1.281;5076.2;"yes" +37;"admin.";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";123;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +31;"technician";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";60;6;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jun";"mon";114;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +46;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"mon";78;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +31;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"telephone";"jun";"tue";105;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +31;"management";"married";"high.school";"no";"yes";"yes";"telephone";"jun";"tue";343;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";39;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";633;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +30;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";683;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"yes" +36;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"jun";"tue";30;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +34;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"thu";134;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +32;"technician";"married";"professional.course";"no";"no";"yes";"cellular";"jul";"wed";183;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +43;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"wed";382;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +57;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"fri";19;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"unemployed";"divorced";"professional.course";"no";"unknown";"unknown";"cellular";"aug";"tue";271;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +34;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"telephone";"jun";"tue";276;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"cellular";"apr";"mon";688;2;999;0;"nonexistent";-1.8;93.749;-34.6;0.645;5008.7;"yes" +33;"admin.";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";1340;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"yes" +46;"management";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";93;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +80;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"mar";"fri";213;3;6;4;"success";-1.8;93.369;-34.8;0.649;5008.7;"yes" +45;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"tue";243;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"telephone";"nov";"tue";137;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +49;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"thu";82;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +50;"management";"married";"high.school";"unknown";"no";"yes";"telephone";"may";"fri";223;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +34;"entrepreneur";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"fri";233;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +47;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";145;3;3;2;"success";-1.7;94.027;-38.3;0.904;4991.6;"no" +47;"services";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";130;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +55;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"jul";"tue";232;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +46;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"wed";196;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +24;"student";"single";"high.school";"no";"yes";"no";"cellular";"apr";"thu";88;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +32;"blue-collar";"single";"basic.4y";"no";"yes";"no";"cellular";"jul";"tue";145;12;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +31;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";248;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +31;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"wed";248;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +29;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"jul";"fri";668;2;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +48;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"mon";420;7;999;1;"failure";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"tue";125;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +43;"technician";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";24;9;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +29;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"mon";207;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +47;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"mon";82;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +47;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";133;8;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"may";"mon";511;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +56;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"apr";"thu";472;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +33;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"tue";153;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +30;"blue-collar";"single";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"thu";331;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +36;"management";"married";"university.degree";"no";"no";"no";"telephone";"jun";"thu";22;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +50;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"mon";36;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +45;"technician";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";88;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"apr";"thu";882;1;6;1;"success";-1.8;93.749;-34.6;0.659;5008.7;"yes" +31;"unemployed";"single";"high.school";"no";"no";"no";"cellular";"may";"thu";339;2;999;0;"nonexistent";-1.8;93.876;-40;0.692;5008.7;"no" +30;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"fri";292;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +39;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"thu";543;29;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +37;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"wed";203;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +45;"management";"married";"unknown";"no";"yes";"no";"cellular";"apr";"tue";379;3;7;1;"success";-1.8;93.749;-34.6;0.642;5008.7;"yes" +36;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"telephone";"may";"tue";201;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +22;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"fri";161;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"entrepreneur";"married";"university.degree";"no";"yes";"no";"telephone";"may";"mon";130;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +37;"technician";"single";"high.school";"no";"yes";"no";"telephone";"apr";"thu";201;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.406;5099.1;"no" +38;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"thu";68;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +53;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"may";"tue";520;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";515;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +44;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";175;2;999;2;"failure";-2.9;92.201;-31.4;0.883;5076.2;"yes" +31;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";636;6;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +43;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"tue";1332;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"yes" +30;"blue-collar";"single";"basic.9y";"unknown";"no";"no";"telephone";"jun";"fri";10;8;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +47;"housemaid";"single";"basic.4y";"no";"no";"no";"telephone";"jun";"tue";241;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +28;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"thu";1820;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"unemployed";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";74;1;999;1;"failure";-1.8;92.893;-46.2;1.264;5099.1;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";1311;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"yes" +45;"services";"married";"high.school";"unknown";"no";"no";"telephone";"jun";"tue";559;7;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +32;"services";"married";"high.school";"no";"no";"no";"cellular";"may";"mon";161;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +41;"management";"married";"high.school";"no";"no";"yes";"telephone";"may";"tue";129;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +50;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"thu";1365;2;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"yes" +42;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"wed";332;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +45;"blue-collar";"single";"basic.4y";"unknown";"yes";"yes";"cellular";"jul";"tue";21;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +52;"entrepreneur";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"fri";390;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +49;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";1980;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"yes" +39;"management";"married";"unknown";"no";"no";"no";"cellular";"nov";"thu";352;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +20;"blue-collar";"single";"high.school";"no";"yes";"no";"cellular";"may";"wed";410;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +36;"entrepreneur";"married";"university.degree";"no";"no";"yes";"telephone";"may";"fri";180;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +44;"services";"divorced";"high.school";"no";"yes";"yes";"cellular";"apr";"tue";895;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.453;5099.1;"yes" +34;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"may";"fri";1190;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"yes" +67;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";68;4;999;1;"failure";-3.4;92.649;-30.1;0.72;5017.5;"no" +42;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";71;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"self-employed";"single";"university.degree";"no";"yes";"no";"telephone";"may";"wed";318;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +37;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"may";"tue";322;1;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +35;"unknown";"single";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";121;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"entrepreneur";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";69;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +48;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";115;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +46;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";251;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +57;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"fri";162;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"tue";133;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"admin.";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";252;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +29;"technician";"single";"high.school";"no";"no";"no";"cellular";"nov";"tue";155;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +38;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"thu";218;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +27;"student";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";101;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +42;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"may";"wed";458;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"technician";"divorced";"professional.course";"no";"yes";"no";"telephone";"jun";"thu";312;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +40;"entrepreneur";"married";"professional.course";"unknown";"yes";"no";"cellular";"apr";"thu";176;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +44;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"may";"mon";158;7;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";316;4;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +54;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"wed";101;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.719;5017.5;"no" +32;"technician";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";160;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +47;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";156;4;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +40;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"may";"wed";222;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +30;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"mon";742;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"yes" +28;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";167;2;6;1;"success";-1.7;94.215;-40.3;0.893;4991.6;"no" +40;"entrepreneur";"married";"basic.4y";"no";"yes";"yes";"cellular";"nov";"wed";322;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +39;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"apr";"fri";156;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +27;"technician";"single";"high.school";"no";"yes";"no";"cellular";"jul";"fri";784;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +51;"housemaid";"married";"basic.4y";"unknown";"no";"no";"cellular";"aug";"fri";253;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +39;"admin.";"divorced";"professional.course";"no";"yes";"yes";"telephone";"jun";"thu";106;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +46;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";164;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.873;5076.2;"no" +49;"unemployed";"married";"high.school";"unknown";"no";"no";"cellular";"nov";"fri";671;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +47;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"fri";59;3;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +32;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"wed";315;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"entrepreneur";"married";"high.school";"no";"yes";"no";"cellular";"nov";"mon";131;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +27;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"may";"wed";177;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +42;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"apr";"thu";55;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +35;"technician";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"thu";246;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +37;"technician";"single";"university.degree";"no";"no";"no";"telephone";"jun";"mon";182;2;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +48;"blue-collar";"married";"basic.4y";"no";"no";"yes";"cellular";"may";"wed";170;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +29;"unemployed";"single";"university.degree";"no";"no";"no";"telephone";"may";"thu";297;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +50;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"apr";"fri";206;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +30;"blue-collar";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";245;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +58;"self-employed";"divorced";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";548;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +52;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"aug";"fri";112;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +32;"entrepreneur";"married";"university.degree";"no";"yes";"yes";"telephone";"nov";"mon";249;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +55;"retired";"married";"basic.6y";"unknown";"yes";"yes";"cellular";"jul";"tue";632;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +49;"technician";"married";"professional.course";"unknown";"yes";"no";"telephone";"jul";"thu";219;12;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";14;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +41;"blue-collar";"divorced";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";160;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"blue-collar";"married";"basic.6y";"no";"no";"yes";"cellular";"may";"thu";244;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"technician";"married";"professional.course";"no";"no";"no";"cellular";"nov";"wed";427;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +44;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";102;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +27;"technician";"single";"basic.9y";"no";"yes";"no";"cellular";"apr";"wed";131;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.445;5099.1;"no" +35;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"thu";269;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";101;2;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +35;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";121;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.259;5099.1;"no" +32;"management";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";221;4;16;1;"success";-1.7;94.215;-40.3;0.896;4991.6;"no" +39;"entrepreneur";"single";"university.degree";"no";"yes";"no";"telephone";"may";"thu";43;9;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +53;"blue-collar";"married";"high.school";"unknown";"yes";"yes";"cellular";"apr";"mon";62;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +26;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"fri";134;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +25;"self-employed";"single";"university.degree";"no";"no";"no";"telephone";"jun";"mon";178;7;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +39;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";302;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +33;"admin.";"married";"university.degree";"unknown";"yes";"yes";"cellular";"aug";"thu";259;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +63;"management";"married";"basic.4y";"unknown";"yes";"no";"cellular";"nov";"tue";131;4;999;2;"failure";-3.4;92.649;-30.1;0.715;5017.5;"yes" +59;"retired";"married";"basic.4y";"no";"no";"yes";"telephone";"jul";"thu";22;3;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +52;"self-employed";"single";"professional.course";"no";"no";"yes";"cellular";"nov";"thu";139;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +25;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"cellular";"jul";"wed";322;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +29;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"wed";54;1;6;1;"success";-1.8;92.893;-46.2;1.281;5099.1;"no" +48;"entrepreneur";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"wed";487;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";376;2;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +39;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";202;1;999;1;"failure";-1.7;94.215;-40.3;0.81;4991.6;"no" +31;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";162;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"blue-collar";"single";"professional.course";"no";"yes";"no";"cellular";"may";"mon";113;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +40;"self-employed";"married";"high.school";"no";"no";"no";"cellular";"jul";"mon";521;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"jun";"mon";69;3;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +41;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"jul";"tue";281;3;999;0;"nonexistent";1.4;93.918;-42.7;4.955;5228.1;"no" +39;"housemaid";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";80;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +30;"self-employed";"married";"professional.course";"no";"yes";"no";"cellular";"may";"tue";98;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +40;"management";"married";"basic.9y";"no";"yes";"yes";"telephone";"jun";"fri";162;1;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +32;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"mon";330;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"aug";"tue";211;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +52;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"may";"thu";195;1;999;0;"nonexistent";-1.8;93.876;-40;0.677;5008.7;"yes" +28;"student";"single";"basic.9y";"no";"yes";"no";"cellular";"mar";"tue";156;1;999;0;"nonexistent";-1.8;92.843;-50;1.799;5099.1;"yes" +43;"blue-collar";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";294;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"tue";112;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +45;"housemaid";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"tue";834;6;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +47;"blue-collar";"divorced";"basic.4y";"no";"yes";"no";"cellular";"aug";"mon";149;7;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +58;"admin.";"divorced";"university.degree";"no";"yes";"no";"telephone";"may";"wed";244;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +33;"technician";"single";"high.school";"no";"yes";"no";"cellular";"jul";"fri";270;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +28;"blue-collar";"single";"university.degree";"unknown";"no";"no";"cellular";"may";"wed";169;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +47;"admin.";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"thu";252;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"blue-collar";"single";"high.school";"no";"no";"no";"telephone";"mar";"tue";450;3;6;2;"success";-1.8;93.369;-34.8;0.652;5008.7;"yes" +60;"management";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";89;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +28;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"may";"fri";1128;3;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +33;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";265;2;999;0;"nonexistent";-1.8;93.369;-34.8;0.652;5008.7;"yes" +41;"entrepreneur";"divorced";"basic.9y";"no";"yes";"yes";"cellular";"jul";"thu";219;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +33;"student";"single";"unknown";"no";"yes";"yes";"cellular";"aug";"tue";203;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +41;"management";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"tue";527;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +30;"student";"single";"unknown";"no";"yes";"no";"cellular";"apr";"wed";176;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +54;"self-employed";"divorced";"high.school";"unknown";"no";"no";"telephone";"jul";"mon";178;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +46;"technician";"single";"professional.course";"no";"no";"no";"cellular";"aug";"thu";128;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +32;"blue-collar";"married";"high.school";"no";"no";"no";"cellular";"jul";"wed";259;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +42;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";33;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"mon";87;2;999;1;"failure";-3.4;92.431;-26.9;0.731;5017.5;"no" +41;"blue-collar";"married";"unknown";"unknown";"no";"no";"cellular";"jul";"wed";516;4;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +24;"blue-collar";"single";"basic.6y";"no";"no";"no";"telephone";"jul";"wed";115;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +44;"technician";"divorced";"unknown";"no";"no";"no";"telephone";"jul";"tue";222;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +58;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"jun";"tue";79;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.252;5076.2;"no" +31;"admin.";"married";"high.school";"no";"no";"yes";"telephone";"may";"thu";349;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +34;"services";"single";"basic.9y";"no";"no";"no";"cellular";"may";"wed";308;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.281;5099.1;"no" +44;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"jul";"wed";97;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +59;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"may";"thu";190;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +34;"technician";"single";"university.degree";"no";"no";"no";"telephone";"aug";"thu";214;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +48;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";112;1;4;1;"success";-0.1;93.2;-42;4.191;5195.8;"no" +47;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"nov";"tue";193;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.72;5017.5;"no" +54;"housemaid";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";164;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +44;"blue-collar";"married";"high.school";"unknown";"yes";"no";"cellular";"apr";"thu";253;1;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +31;"management";"single";"university.degree";"unknown";"yes";"no";"telephone";"jun";"fri";15;4;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +34;"blue-collar";"married";"professional.course";"no";"yes";"no";"telephone";"may";"mon";210;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +29;"technician";"single";"basic.9y";"no";"unknown";"unknown";"telephone";"apr";"mon";116;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +38;"technician";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"thu";245;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +56;"admin.";"married";"unknown";"no";"yes";"no";"telephone";"jun";"tue";87;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +26;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"apr";"fri";362;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"technician";"divorced";"high.school";"no";"no";"no";"cellular";"aug";"fri";129;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"tue";116;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +57;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"thu";134;9;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +36;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"jul";"fri";118;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +43;"unemployed";"married";"university.degree";"unknown";"unknown";"unknown";"telephone";"may";"tue";87;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"self-employed";"married";"basic.9y";"unknown";"yes";"yes";"telephone";"may";"mon";140;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +24;"student";"single";"unknown";"no";"yes";"no";"cellular";"sep";"wed";222;1;17;4;"failure";-1.1;94.199;-37.5;0.886;4963.6;"no" +37;"blue-collar";"single";"professional.course";"no";"no";"no";"cellular";"may";"mon";54;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.264;5099.1;"no" +33;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"aug";"fri";58;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +41;"technician";"single";"high.school";"no";"yes";"no";"cellular";"aug";"wed";88;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +53;"housemaid";"married";"basic.4y";"unknown";"no";"no";"telephone";"may";"mon";245;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +51;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"aug";"tue";133;1;999;1;"failure";-2.9;92.201;-31.4;0.838;5076.2;"no" +36;"housemaid";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"thu";767;5;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +47;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";38;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +44;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"may";"thu";245;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +45;"services";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"mon";307;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +38;"blue-collar";"married";"high.school";"no";"no";"no";"telephone";"apr";"mon";340;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +36;"technician";"single";"professional.course";"unknown";"no";"no";"telephone";"may";"fri";180;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +30;"blue-collar";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"tue";111;2;999;0;"nonexistent";-1.1;94.767;-50.8;1.049;4963.6;"no" +55;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";122;5;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +45;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";73;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +58;"retired";"divorced";"university.degree";"no";"yes";"no";"cellular";"apr";"wed";129;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.415;5099.1;"yes" +33;"management";"single";"university.degree";"no";"no";"yes";"telephone";"may";"fri";71;11;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +36;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"mon";770;7;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"self-employed";"single";"high.school";"no";"yes";"yes";"cellular";"may";"tue";113;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +44;"services";"divorced";"high.school";"no";"yes";"yes";"cellular";"nov";"mon";164;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +30;"services";"single";"high.school";"no";"yes";"no";"cellular";"aug";"thu";148;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.873;5076.2;"yes" +25;"student";"single";"high.school";"no";"no";"no";"cellular";"jun";"mon";485;2;999;0;"nonexistent";-1.7;94.055;-39.8;0.72;4991.6;"yes" +56;"unknown";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"mon";106;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +31;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"fri";238;1;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +32;"services";"married";"high.school";"no";"yes";"yes";"cellular";"apr";"mon";6;6;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"blue-collar";"single";"basic.4y";"no";"no";"yes";"cellular";"nov";"wed";125;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +36;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"may";"thu";238;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +41;"housemaid";"married";"high.school";"no";"yes";"no";"telephone";"nov";"fri";1074;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"yes" +55;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"aug";"mon";304;4;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +57;"management";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"fri";111;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +34;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";320;3;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +30;"management";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";19;12;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +40;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";342;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +41;"unemployed";"married";"basic.9y";"unknown";"yes";"no";"telephone";"apr";"fri";246;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +53;"blue-collar";"single";"basic.9y";"no";"unknown";"unknown";"cellular";"mar";"thu";362;1;9;2;"success";-1.8;93.369;-34.8;0.643;5008.7;"yes" +35;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";1259;6;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +59;"entrepreneur";"married";"university.degree";"no";"no";"no";"telephone";"jun";"fri";9;5;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +41;"self-employed";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";178;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"thu";77;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"admin.";"divorced";"high.school";"no";"no";"no";"telephone";"may";"mon";177;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";250;2;6;1;"success";-1.7;94.215;-40.3;0.846;4991.6;"no" +46;"services";"divorced";"basic.9y";"no";"unknown";"unknown";"cellular";"may";"wed";222;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +60;"self-employed";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"tue";17;13;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"oct";"fri";281;1;999;2;"failure";-3.4;92.431;-26.9;0.73;5017.5;"yes" +48;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"tue";82;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +50;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"thu";161;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"admin.";"married";"high.school";"no";"no";"no";"telephone";"jun";"fri";1422;10;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"yes" +46;"services";"divorced";"basic.9y";"no";"no";"no";"cellular";"may";"wed";96;2;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +50;"entrepreneur";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";408;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +30;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";215;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +44;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";121;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +37;"management";"married";"unknown";"no";"no";"no";"cellular";"dec";"wed";149;3;999;0;"nonexistent";-3;92.713;-33;0.715;5023.5;"yes" +23;"services";"single";"high.school";"no";"unknown";"unknown";"cellular";"jul";"wed";1300;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"jun";"tue";712;1;3;2;"failure";-2.9;92.963;-40.8;1.262;5076.2;"yes" +36;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"thu";247;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +40;"services";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"mon";49;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +53;"admin.";"divorced";"university.degree";"no";"yes";"yes";"telephone";"may";"thu";172;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +53;"housemaid";"married";"basic.6y";"unknown";"unknown";"unknown";"cellular";"apr";"mon";372;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +34;"blue-collar";"married";"basic.4y";"no";"yes";"yes";"cellular";"may";"wed";338;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +34;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"may";"wed";91;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +41;"self-employed";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";1135;3;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"yes" +48;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"tue";134;7;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +47;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"wed";624;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +39;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";359;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +50;"technician";"married";"basic.9y";"no";"yes";"no";"telephone";"nov";"mon";55;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +38;"technician";"single";"basic.6y";"no";"yes";"no";"cellular";"nov";"wed";164;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +37;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"mon";540;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +29;"services";"single";"basic.9y";"unknown";"yes";"no";"cellular";"apr";"thu";105;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +24;"entrepreneur";"single";"high.school";"no";"yes";"no";"telephone";"jun";"fri";113;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +46;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";103;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"admin.";"single";"university.degree";"no";"no";"yes";"telephone";"jun";"fri";159;9;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"unknown";"unknown";"cellular";"aug";"fri";107;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";226;4;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +58;"retired";"married";"professional.course";"unknown";"no";"no";"cellular";"nov";"fri";158;3;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +36;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";166;2;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +41;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";67;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";290;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +29;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"fri";14;5;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +51;"technician";"single";"university.degree";"no";"no";"no";"cellular";"jun";"fri";657;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"yes" +52;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";600;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.884;5076.2;"yes" +44;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"fri";41;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +42;"admin.";"married";"high.school";"no";"no";"yes";"cellular";"jul";"thu";219;6;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"tue";101;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"services";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"mon";44;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +32;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"may";"mon";41;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"services";"married";"basic.4y";"no";"no";"yes";"telephone";"jun";"thu";90;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +32;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";402;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +31;"technician";"married";"professional.course";"no";"no";"no";"cellular";"apr";"mon";551;3;999;1;"failure";-1.8;93.075;-47.1;1.466;5099.1;"no" +37;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"jul";"wed";184;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"thu";340;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +30;"technician";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";165;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";264;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +36;"management";"married";"unknown";"no";"no";"no";"cellular";"jun";"mon";98;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.281;5076.2;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";333;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +52;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"nov";"tue";183;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +54;"retired";"divorced";"basic.4y";"no";"no";"no";"telephone";"jun";"mon";157;3;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +31;"services";"married";"professional.course";"no";"no";"no";"cellular";"nov";"thu";627;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"jul";"wed";345;10;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +40;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"mon";141;3;999;0;"nonexistent";-3.4;92.649;-30.1;0.714;5017.5;"no" +43;"technician";"married";"professional.course";"unknown";"no";"no";"cellular";"may";"thu";681;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"jun";"wed";66;1;13;2;"failure";-1.7;94.055;-39.8;0.739;4991.6;"no" +37;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"mon";291;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +35;"services";"married";"basic.6y";"no";"no";"no";"telephone";"may";"mon";70;6;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +53;"admin.";"married";"professional.course";"no";"yes";"yes";"cellular";"nov";"tue";140;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +55;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"wed";345;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +40;"unemployed";"married";"professional.course";"no";"no";"yes";"telephone";"sep";"fri";91;1;999;0;"nonexistent";-3.4;92.379;-29.8;0.773;5017.5;"yes" +28;"blue-collar";"single";"high.school";"no";"yes";"no";"telephone";"apr";"thu";240;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.483;5099.1;"no" +39;"blue-collar";"single";"basic.4y";"no";"no";"yes";"telephone";"jun";"fri";396;4;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +41;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"fri";491;1;999;2;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +46;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"aug";"tue";398;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +52;"self-employed";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"mon";175;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +44;"admin.";"single";"high.school";"no";"no";"yes";"telephone";"jul";"fri";12;1;999;0;"nonexistent";-1.7;94.215;-40.3;0.861;4991.6;"no" +31;"unemployed";"married";"high.school";"yes";"no";"no";"cellular";"nov";"tue";111;2;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +31;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"wed";129;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +31;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";196;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +35;"services";"married";"high.school";"no";"yes";"no";"cellular";"jul";"tue";377;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +58;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"thu";184;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +38;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"mar";"fri";363;2;10;1;"success";-1.8;92.843;-50;1.726;5099.1;"yes" +51;"admin.";"married";"basic.4y";"unknown";"no";"no";"cellular";"may";"tue";516;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +36;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"mon";151;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +47;"blue-collar";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";224;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +49;"admin.";"single";"high.school";"no";"no";"no";"cellular";"aug";"thu";103;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +39;"housemaid";"married";"basic.4y";"no";"yes";"yes";"cellular";"aug";"fri";215;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +33;"admin.";"single";"university.degree";"unknown";"yes";"no";"cellular";"aug";"wed";183;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +66;"retired";"married";"professional.course";"no";"no";"yes";"cellular";"mar";"tue";525;1;21;2;"failure";-1.8;93.369;-34.8;0.655;5008.7;"yes" +36;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";45;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +46;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"cellular";"apr";"tue";332;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"no" +44;"services";"married";"professional.course";"unknown";"yes";"no";"cellular";"may";"thu";428;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +50;"technician";"married";"professional.course";"unknown";"yes";"yes";"telephone";"jun";"fri";705;7;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"yes" +32;"services";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";379;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +52;"housemaid";"married";"basic.6y";"no";"yes";"no";"cellular";"aug";"fri";268;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +26;"blue-collar";"single";"high.school";"no";"no";"no";"telephone";"may";"fri";213;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +30;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";180;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"technician";"divorced";"professional.course";"no";"yes";"no";"telephone";"may";"wed";296;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +30;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"nov";"tue";196;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +56;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"fri";163;2;999;1;"failure";-0.1;93.2;-42;4.021;5195.8;"no" +33;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";76;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +31;"blue-collar";"divorced";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";597;17;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +47;"admin.";"single";"unknown";"unknown";"yes";"no";"telephone";"may";"tue";247;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"services";"married";"professional.course";"no";"no";"no";"telephone";"jun";"tue";75;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +54;"technician";"married";"basic.4y";"no";"no";"no";"telephone";"may";"tue";120;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"technician";"single";"university.degree";"no";"no";"no";"cellular";"nov";"thu";78;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +40;"self-employed";"married";"unknown";"unknown";"no";"no";"cellular";"jul";"mon";143;9;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"services";"married";"high.school";"no";"yes";"no";"telephone";"jul";"tue";68;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +45;"unemployed";"married";"basic.4y";"no";"yes";"yes";"telephone";"jun";"fri";264;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +55;"retired";"married";"high.school";"no";"yes";"no";"cellular";"jun";"fri";136;3;3;1;"success";-2.9;92.963;-40.8;1.268;5076.2;"no" +30;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"mon";313;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +82;"housemaid";"divorced";"basic.4y";"no";"no";"no";"cellular";"jul";"wed";316;1;999;0;"nonexistent";-1.7;94.215;-40.3;0.881;4991.6;"yes" +55;"unknown";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"thu";1298;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +39;"entrepreneur";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";157;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"technician";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"fri";1135;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +33;"blue-collar";"single";"basic.4y";"no";"no";"no";"cellular";"nov";"fri";60;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +39;"admin.";"single";"unknown";"no";"no";"no";"cellular";"nov";"fri";188;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +37;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"fri";97;3;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +28;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"thu";78;3;999;0;"nonexistent";-2.9;92.201;-31.4;0.851;5076.2;"yes" +41;"technician";"divorced";"university.degree";"no";"yes";"yes";"cellular";"aug";"fri";116;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +39;"admin.";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";160;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +27;"blue-collar";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"mon";51;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +39;"housemaid";"married";"basic.9y";"no";"yes";"yes";"cellular";"nov";"mon";272;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +46;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"mon";61;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +38;"technician";"married";"professional.course";"no";"no";"no";"cellular";"mar";"thu";119;1;999;0;"nonexistent";-1.8;92.843;-50;1.757;5099.1;"no" +54;"technician";"single";"high.school";"no";"yes";"no";"cellular";"nov";"fri";32;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +25;"admin.";"single";"basic.9y";"no";"no";"no";"cellular";"jul";"thu";18;29;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +37;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"dec";"mon";206;2;6;1;"success";-3;92.713;-33;0.706;5023.5;"yes" +28;"self-employed";"single";"basic.9y";"no";"no";"no";"telephone";"may";"tue";125;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"thu";446;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +58;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"may";"tue";451;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +31;"admin.";"single";"high.school";"no";"no";"no";"telephone";"may";"thu";132;22;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +42;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"fri";174;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +37;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"mon";340;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"self-employed";"divorced";"university.degree";"no";"no";"no";"cellular";"may";"wed";143;3;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +24;"blue-collar";"single";"basic.9y";"no";"yes";"no";"cellular";"may";"mon";61;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"jul";"mon";9;17;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +59;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";1438;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +60;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"oct";"mon";82;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"no" +31;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";209;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +38;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";101;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +35;"unknown";"single";"high.school";"unknown";"yes";"no";"cellular";"jul";"thu";277;3;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +26;"admin.";"single";"university.degree";"no";"no";"no";"telephone";"aug";"mon";1087;1;3;1;"success";-1.7;94.027;-38.3;0.904;4991.6;"yes" +52;"retired";"married";"university.degree";"no";"no";"no";"cellular";"nov";"mon";147;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +35;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"jun";"mon";782;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +42;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"wed";232;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +46;"unemployed";"divorced";"basic.9y";"no";"yes";"no";"telephone";"jun";"tue";231;2;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +40;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"mon";92;6;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +58;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";129;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +52;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"jul";"thu";156;6;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +30;"admin.";"divorced";"university.degree";"no";"no";"yes";"cellular";"nov";"tue";198;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +44;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"aug";"mon";135;3;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +53;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"mon";107;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +30;"management";"single";"university.degree";"no";"no";"no";"telephone";"jun";"thu";27;7;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +43;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"jul";"wed";272;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +39;"services";"single";"high.school";"no";"yes";"no";"cellular";"aug";"fri";308;6;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"yes" +43;"management";"married";"basic.9y";"no";"yes";"no";"cellular";"aug";"fri";180;1;6;2;"failure";-2.9;92.201;-31.4;0.869;5076.2;"no" +57;"blue-collar";"divorced";"basic.4y";"unknown";"yes";"no";"telephone";"may";"tue";47;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +37;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"fri";416;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.72;5017.5;"yes" +32;"technician";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";137;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +40;"admin.";"single";"professional.course";"no";"yes";"no";"cellular";"may";"tue";43;1;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +41;"blue-collar";"single";"unknown";"unknown";"no";"no";"telephone";"jun";"mon";780;3;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +46;"technician";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"fri";1288;3;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +33;"services";"single";"high.school";"no";"yes";"no";"cellular";"may";"thu";367;2;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +49;"management";"divorced";"university.degree";"no";"no";"no";"telephone";"may";"fri";170;7;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +52;"management";"married";"high.school";"no";"no";"no";"cellular";"aug";"tue";408;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"yes" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";244;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"no" +32;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"wed";261;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +37;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"wed";125;11;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +45;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"thu";76;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +39;"blue-collar";"divorced";"basic.6y";"unknown";"yes";"yes";"telephone";"may";"wed";32;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +28;"blue-collar";"single";"basic.9y";"no";"no";"no";"telephone";"may";"fri";489;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +45;"blue-collar";"divorced";"basic.4y";"unknown";"yes";"no";"telephone";"jul";"fri";168;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +33;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"thu";386;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"fri";834;9;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"entrepreneur";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";87;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +39;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"tue";322;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"aug";"tue";115;2;999;0;"nonexistent";-2.9;92.201;-31.4;0.883;5076.2;"no" +41;"management";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";180;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +55;"admin.";"married";"high.school";"no";"no";"no";"telephone";"oct";"mon";317;2;10;3;"success";-1.1;94.601;-49.5;0.977;4963.6;"no" +49;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"tue";135;1;999;2;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +36;"admin.";"divorced";"university.degree";"unknown";"yes";"no";"cellular";"jul";"thu";187;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +26;"admin.";"married";"high.school";"no";"no";"no";"telephone";"jun";"fri";120;6;999;0;"nonexistent";1.4;94.465;-41.8;4.947;5228.1;"no" +46;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"tue";55;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +38;"management";"divorced";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";543;9;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +40;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"mon";504;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +38;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"tue";47;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +49;"housemaid";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"thu";351;2;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +51;"technician";"married";"professional.course";"no";"yes";"yes";"cellular";"aug";"thu";246;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +41;"services";"divorced";"basic.9y";"no";"yes";"no";"telephone";"jun";"thu";163;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +42;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"tue";326;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"thu";175;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +37;"technician";"single";"professional.course";"unknown";"unknown";"unknown";"telephone";"jun";"mon";51;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +46;"services";"married";"high.school";"no";"yes";"no";"cellular";"aug";"tue";183;3;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +33;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"may";"wed";85;4;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +68;"retired";"divorced";"professional.course";"no";"yes";"no";"cellular";"oct";"tue";418;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.728;5017.5;"yes" +41;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"apr";"fri";69;1;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +32;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";460;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"tue";245;6;999;1;"failure";-1.8;92.893;-46.2;1.344;5099.1;"no" +36;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"tue";196;1;999;0;"nonexistent";-1.8;93.876;-40;0.697;5008.7;"yes" +37;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"fri";212;7;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +57;"technician";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"fri";784;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"yes" +40;"blue-collar";"single";"basic.6y";"unknown";"no";"no";"telephone";"may";"thu";201;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +36;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"mon";147;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +33;"unemployed";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";151;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +53;"management";"married";"university.degree";"no";"yes";"yes";"telephone";"aug";"fri";81;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +56;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";90;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +33;"management";"married";"professional.course";"no";"no";"no";"cellular";"may";"thu";578;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"yes" +48;"admin.";"divorced";"basic.9y";"no";"no";"no";"cellular";"jul";"tue";1424;4;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"yes" +38;"self-employed";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";96;10;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +22;"student";"single";"high.school";"no";"no";"no";"cellular";"aug";"thu";53;2;3;1;"success";-2.9;92.201;-31.4;0.873;5076.2;"no" +50;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";23;9;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +58;"retired";"married";"professional.course";"no";"no";"no";"cellular";"nov";"wed";577;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +56;"retired";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";202;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +53;"self-employed";"divorced";"university.degree";"no";"no";"no";"cellular";"jul";"mon";397;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +41;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"may";"fri";114;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +80;"retired";"divorced";"basic.4y";"no";"no";"yes";"cellular";"dec";"fri";720;5;999;1;"failure";-3;92.713;-33;0.718;5023.5;"no" +50;"management";"married";"university.degree";"no";"yes";"no";"telephone";"apr";"fri";198;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +33;"services";"single";"high.school";"no";"yes";"no";"telephone";"may";"thu";789;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +29;"technician";"single";"university.degree";"no";"no";"yes";"cellular";"nov";"thu";57;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +45;"self-employed";"single";"basic.9y";"no";"yes";"no";"cellular";"apr";"wed";156;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +22;"blue-collar";"single";"basic.6y";"unknown";"unknown";"unknown";"telephone";"may";"tue";270;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +34;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"may";"tue";25;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.291;5099.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";690;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +46;"admin.";"single";"high.school";"no";"no";"no";"cellular";"aug";"thu";329;2;9;4;"failure";-1.7;94.027;-38.3;0.904;4991.6;"no" +47;"blue-collar";"married";"unknown";"unknown";"yes";"no";"cellular";"aug";"thu";227;3;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +33;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"aug";"tue";195;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +51;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"tue";104;2;1;1;"success";-0.1;93.2;-42;4.153;5195.8;"no" +38;"blue-collar";"single";"unknown";"no";"yes";"no";"telephone";"oct";"tue";39;1;999;1;"failure";-0.1;93.798;-40.4;4.968;5195.8;"no" +58;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"thu";214;1;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +49;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"jul";"mon";97;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +45;"housemaid";"single";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";113;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +42;"management";"married";"high.school";"unknown";"no";"no";"cellular";"jul";"tue";179;5;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +31;"technician";"married";"high.school";"no";"yes";"yes";"cellular";"nov";"thu";232;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +45;"blue-collar";"married";"basic.9y";"unknown";"no";"yes";"telephone";"may";"wed";145;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +24;"student";"single";"professional.course";"no";"no";"no";"cellular";"nov";"mon";180;2;999;1;"failure";-3.4;92.649;-30.1;0.722;5017.5;"no" +37;"services";"divorced";"high.school";"no";"yes";"no";"telephone";"jun";"tue";42;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +27;"admin.";"married";"high.school";"unknown";"no";"yes";"telephone";"may";"tue";318;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +48;"technician";"married";"professional.course";"no";"no";"yes";"cellular";"jul";"wed";266;5;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +46;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"nov";"thu";308;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +57;"retired";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"wed";57;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +56;"technician";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"mon";143;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +33;"self-employed";"single";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";85;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +42;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"tue";63;4;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +53;"entrepreneur";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"fri";150;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +54;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"jun";"fri";258;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"yes" +28;"technician";"single";"high.school";"no";"yes";"no";"telephone";"jul";"tue";166;6;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +38;"technician";"married";"high.school";"no";"no";"no";"cellular";"aug";"tue";100;5;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +45;"technician";"married";"basic.9y";"unknown";"no";"no";"cellular";"nov";"fri";174;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +30;"technician";"single";"university.degree";"no";"no";"no";"cellular";"sep";"thu";327;2;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"yes" +55;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"oct";"tue";182;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.742;5017.5;"no" +45;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"wed";158;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +25;"admin.";"single";"high.school";"no";"yes";"no";"cellular";"jul";"thu";418;4;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +54;"management";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";725;4;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"blue-collar";"single";"basic.4y";"unknown";"yes";"no";"telephone";"may";"mon";181;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"mon";120;3;999;0;"nonexistent";-1.8;92.843;-50;1.811;5099.1;"yes" +33;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"wed";244;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +48;"admin.";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"fri";94;4;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +36;"technician";"married";"high.school";"no";"no";"no";"telephone";"jun";"tue";128;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"services";"single";"high.school";"no";"no";"no";"cellular";"sep";"fri";256;2;999;0;"nonexistent";-1.1;94.199;-37.5;0.878;4963.6;"yes" +42;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"aug";"fri";153;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +24;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"mon";393;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"thu";44;1;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +34;"entrepreneur";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";75;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +56;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"fri";400;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +52;"technician";"married";"university.degree";"no";"no";"no";"cellular";"may";"thu";211;1;3;4;"success";-1.8;93.876;-40;0.677;5008.7;"yes" +29;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";106;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +54;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"fri";796;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +43;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"thu";246;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +60;"retired";"married";"high.school";"no";"no";"no";"cellular";"may";"thu";181;3;6;1;"success";-1.8;93.876;-40;0.699;5008.7;"yes" +49;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"thu";602;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +51;"admin.";"divorced";"university.degree";"unknown";"no";"no";"cellular";"aug";"fri";59;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";351;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"admin.";"married";"basic.9y";"no";"no";"no";"cellular";"jul";"mon";77;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +31;"services";"single";"basic.9y";"no";"unknown";"unknown";"cellular";"may";"fri";429;1;999;3;"failure";-1.8;93.876;-40;0.695;5008.7;"no" +54;"retired";"divorced";"university.degree";"no";"no";"no";"cellular";"nov";"fri";296;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +31;"admin.";"single";"high.school";"unknown";"no";"no";"cellular";"jul";"wed";90;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +35;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"fri";104;4;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +44;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"fri";109;4;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +63;"retired";"married";"professional.course";"no";"no";"no";"cellular";"dec";"mon";83;4;999;0;"nonexistent";-3;92.713;-33;0.706;5023.5;"no" +28;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"thu";175;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +56;"management";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jul";"tue";122;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +31;"services";"married";"high.school";"no";"yes";"no";"cellular";"may";"mon";32;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +33;"management";"married";"university.degree";"no";"no";"no";"telephone";"may";"mon";405;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +25;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"fri";835;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +44;"admin.";"divorced";"university.degree";"no";"yes";"yes";"cellular";"jun";"tue";130;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +54;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";252;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"housemaid";"married";"basic.6y";"unknown";"no";"no";"telephone";"jun";"thu";19;1;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +54;"housemaid";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"mon";152;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"cellular";"may";"fri";158;2;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +46;"admin.";"married";"high.school";"no";"no";"no";"cellular";"apr";"thu";243;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"no" +57;"retired";"divorced";"professional.course";"no";"no";"no";"telephone";"jun";"wed";203;1;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +30;"technician";"single";"professional.course";"no";"no";"no";"cellular";"nov";"thu";214;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +54;"management";"married";"university.degree";"no";"yes";"no";"cellular";"jul";"wed";281;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";141;2;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +28;"services";"married";"high.school";"no";"no";"no";"cellular";"jul";"tue";171;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +37;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";386;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +40;"technician";"married";"basic.9y";"no";"no";"no";"telephone";"nov";"wed";319;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +28;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"thu";402;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +41;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"mon";95;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +27;"student";"single";"high.school";"unknown";"no";"no";"telephone";"jun";"fri";471;1;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +45;"admin.";"married";"professional.course";"no";"no";"no";"cellular";"jul";"fri";49;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"management";"married";"basic.9y";"unknown";"yes";"no";"cellular";"may";"mon";305;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +43;"blue-collar";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"tue";169;4;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +35;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"mon";87;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +36;"blue-collar";"single";"basic.4y";"no";"yes";"no";"cellular";"may";"thu";279;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +47;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"may";"mon";472;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +57;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"mon";231;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +27;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"jul";"wed";215;3;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +64;"retired";"married";"unknown";"no";"no";"no";"cellular";"aug";"fri";252;4;999;0;"nonexistent";-2.9;92.201;-31.4;0.849;5076.2;"yes" +29;"management";"single";"university.degree";"no";"no";"no";"telephone";"may";"fri";118;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +45;"management";"married";"university.degree";"unknown";"no";"no";"cellular";"jul";"wed";225;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +26;"blue-collar";"single";"high.school";"unknown";"no";"no";"cellular";"may";"mon";314;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +54;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"tue";184;5;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +29;"admin.";"single";"basic.9y";"unknown";"yes";"no";"telephone";"may";"wed";83;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +39;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";726;2;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +46;"blue-collar";"married";"basic.4y";"unknown";"no";"yes";"telephone";"jun";"thu";89;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +44;"technician";"married";"professional.course";"unknown";"no";"yes";"telephone";"may";"fri";203;4;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +36;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"tue";320;1;999;2;"failure";-3.4;92.649;-30.1;0.715;5017.5;"no" +59;"admin.";"married";"high.school";"no";"yes";"no";"cellular";"aug";"wed";1019;2;2;1;"success";-2.9;92.201;-31.4;0.884;5076.2;"yes" +56;"technician";"married";"university.degree";"no";"no";"yes";"telephone";"jun";"mon";69;1;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +33;"unemployed";"married";"high.school";"unknown";"yes";"no";"cellular";"jul";"wed";590;9;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +51;"technician";"divorced";"professional.course";"no";"no";"yes";"cellular";"aug";"fri";50;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +59;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"tue";258;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +31;"services";"married";"basic.9y";"no";"yes";"no";"cellular";"jul";"wed";537;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"yes" +46;"technician";"married";"professional.course";"unknown";"no";"no";"cellular";"aug";"tue";235;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +21;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"jul";"wed";89;6;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +33;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"wed";90;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +46;"entrepreneur";"single";"university.degree";"no";"no";"no";"cellular";"apr";"mon";89;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +24;"blue-collar";"single";"unknown";"no";"no";"no";"cellular";"jul";"tue";39;17;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +35;"technician";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";204;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"dec";"mon";205;4;999;1;"failure";-3;92.713;-33;0.706;5023.5;"yes" +35;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"fri";36;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +32;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"may";"mon";66;3;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +34;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"sep";"mon";157;5;999;0;"nonexistent";-1.1;94.199;-37.5;0.879;4963.6;"no" +47;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"cellular";"may";"mon";208;4;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +60;"retired";"divorced";"high.school";"no";"no";"no";"cellular";"sep";"wed";99;2;999;2;"failure";-3.4;92.379;-29.8;0.768;5017.5;"no" +43;"services";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"mon";388;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +58;"technician";"married";"basic.4y";"no";"yes";"no";"telephone";"oct";"wed";88;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.74;5017.5;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";114;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +38;"blue-collar";"single";"basic.4y";"no";"no";"no";"cellular";"may";"thu";121;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +35;"management";"married";"university.degree";"no";"no";"no";"cellular";"may";"thu";304;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +34;"services";"married";"basic.9y";"unknown";"yes";"no";"cellular";"jul";"mon";80;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +31;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";75;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"self-employed";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";329;2;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +49;"management";"divorced";"high.school";"unknown";"no";"no";"telephone";"may";"mon";124;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"services";"married";"high.school";"no";"yes";"no";"telephone";"may";"tue";59;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +53;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"fri";180;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +45;"housemaid";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"wed";83;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +58;"retired";"married";"basic.4y";"no";"yes";"no";"telephone";"jun";"tue";159;4;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +46;"technician";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"fri";81;3;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +56;"services";"divorced";"high.school";"unknown";"yes";"no";"cellular";"apr";"thu";144;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.41;5099.1;"no" +28;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"mar";"fri";186;2;999;0;"nonexistent";-1.8;92.843;-50;1.64;5099.1;"no" +38;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"mon";159;1;999;1;"failure";-1.8;92.893;-46.2;1.299;5099.1;"no" +32;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"may";"wed";97;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +36;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jun";"mon";174;1;3;1;"success";-2.9;92.963;-40.8;1.266;5076.2;"yes" +27;"blue-collar";"married";"basic.9y";"no";"yes";"yes";"telephone";"may";"fri";152;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +46;"management";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"fri";996;1;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +40;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"apr";"thu";815;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.365;5099.1;"yes" +31;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"jun";"tue";208;1;999;0;"nonexistent";-1.7;94.055;-39.8;0.723;4991.6;"yes" +45;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"may";"fri";300;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +49;"self-employed";"married";"high.school";"no";"no";"no";"cellular";"may";"fri";532;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"yes" +52;"self-employed";"married";"university.degree";"no";"no";"no";"telephone";"may";"tue";31;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +53;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"jun";"mon";70;1;999;1;"failure";-2.9;92.963;-40.8;1.266;5076.2;"no" +26;"services";"single";"high.school";"no";"unknown";"unknown";"telephone";"jul";"wed";588;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +48;"services";"single";"high.school";"no";"yes";"no";"cellular";"apr";"fri";267;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +32;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";805;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +34;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"nov";"wed";127;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +35;"technician";"married";"professional.course";"no";"no";"no";"telephone";"jun";"thu";159;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +38;"student";"single";"university.degree";"no";"no";"no";"telephone";"may";"thu";619;4;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +53;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"wed";1468;3;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"yes" +44;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"jun";"thu";112;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +53;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"aug";"tue";159;2;3;1;"success";-2.9;92.201;-31.4;0.838;5076.2;"no" +39;"management";"single";"basic.9y";"no";"yes";"no";"cellular";"nov";"mon";125;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +38;"entrepreneur";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"thu";166;3;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +33;"services";"married";"high.school";"no";"yes";"no";"cellular";"jun";"wed";274;2;12;2;"success";-1.7;94.055;-39.8;0.767;4991.6;"yes" +37;"technician";"married";"high.school";"unknown";"yes";"no";"cellular";"aug";"tue";69;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +29;"technician";"single";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";225;1;999;0;"nonexistent";1.4;93.444;-36.1;4.967;5228.1;"no" +33;"unemployed";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";126;2;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"mar";"tue";406;2;999;1;"failure";-1.8;92.843;-50;1.614;5099.1;"yes" +28;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"oct";"fri";317;2;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"no" +26;"blue-collar";"single";"high.school";"no";"no";"yes";"cellular";"jul";"wed";111;8;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +35;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"tue";131;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +46;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";193;7;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +43;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"may";"fri";99;6;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +45;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"fri";582;1;3;1;"success";-1.8;92.893;-46.2;1.259;5099.1;"yes" +50;"technician";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";224;5;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +42;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"mon";378;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +28;"student";"single";"professional.course";"no";"no";"no";"telephone";"jun";"fri";168;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +36;"admin.";"divorced";"high.school";"no";"no";"yes";"cellular";"aug";"fri";263;1;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +28;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"mon";149;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +49;"housemaid";"married";"basic.4y";"unknown";"no";"yes";"telephone";"may";"wed";801;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"yes" +25;"blue-collar";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";217;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"management";"married";"unknown";"no";"no";"yes";"cellular";"jul";"mon";86;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +36;"housemaid";"married";"basic.6y";"no";"yes";"no";"telephone";"may";"fri";60;16;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +34;"technician";"divorced";"unknown";"no";"yes";"no";"cellular";"jul";"thu";420;6;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"tue";145;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +56;"management";"divorced";"university.degree";"no";"no";"no";"telephone";"jun";"mon";252;4;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +34;"management";"married";"university.degree";"no";"yes";"no";"cellular";"nov";"wed";96;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +28;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"jun";"mon";273;5;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +52;"technician";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"fri";10;3;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +38;"admin.";"married";"high.school";"no";"unknown";"unknown";"cellular";"nov";"thu";309;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"may";"fri";24;7;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +55;"admin.";"married";"university.degree";"unknown";"no";"no";"cellular";"aug";"wed";96;6;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +33;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jun";"tue";189;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +33;"blue-collar";"divorced";"basic.6y";"unknown";"yes";"no";"telephone";"may";"thu";365;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +48;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jun";"fri";63;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +36;"management";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"thu";90;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";198;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"fri";231;1;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +29;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"fri";83;4;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +55;"management";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"wed";52;2;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +53;"admin.";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";233;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +28;"blue-collar";"single";"basic.9y";"no";"no";"no";"cellular";"may";"thu";156;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +30;"blue-collar";"single";"basic.4y";"unknown";"no";"no";"telephone";"may";"fri";130;1;999;0;"nonexistent";1.1;93.994;-36.4;4.864;5191;"no" +38;"technician";"married";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";150;1;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +32;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"mon";79;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +55;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"mon";113;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"technician";"single";"high.school";"no";"no";"no";"telephone";"may";"tue";151;4;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +33;"services";"married";"high.school";"no";"yes";"yes";"cellular";"nov";"wed";69;1;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +33;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"fri";384;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +48;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"wed";477;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +57;"services";"married";"high.school";"no";"yes";"no";"cellular";"apr";"mon";113;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +46;"services";"married";"university.degree";"no";"no";"no";"cellular";"aug";"tue";246;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +52;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"nov";"fri";495;1;3;1;"success";-3.4;92.649;-30.1;0.714;5017.5;"yes" +32;"services";"single";"high.school";"no";"yes";"yes";"cellular";"aug";"wed";253;1;4;2;"success";-2.9;92.201;-31.4;0.884;5076.2;"yes" +27;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jun";"fri";96;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +41;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"apr";"tue";463;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.453;5099.1;"yes" +38;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";130;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jun";"thu";237;3;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";320;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +27;"services";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";395;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +43;"blue-collar";"married";"basic.9y";"no";"yes";"no";"cellular";"may";"thu";83;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +36;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"mon";91;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +38;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"may";"wed";814;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.334;5099.1;"no" +50;"entrepreneur";"married";"basic.9y";"no";"no";"no";"cellular";"nov";"tue";59;1;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +54;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";464;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +72;"retired";"divorced";"basic.4y";"no";"no";"no";"cellular";"aug";"mon";152;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.861;5076.2;"no" +48;"admin.";"divorced";"basic.4y";"no";"yes";"no";"cellular";"may";"mon";227;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +54;"entrepreneur";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";100;17;999;0;"nonexistent";1.4;94.465;-41.8;4.96;5228.1;"no" +31;"management";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"thu";166;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +50;"self-employed";"married";"basic.9y";"no";"yes";"yes";"cellular";"may";"mon";673;6;3;1;"success";-1.8;92.893;-46.2;1.354;5099.1;"yes" +40;"blue-collar";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";154;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +29;"services";"single";"high.school";"no";"yes";"no";"cellular";"nov";"fri";171;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +68;"retired";"married";"basic.4y";"no";"no";"no";"telephone";"sep";"tue";201;1;999;1;"failure";-3.4;92.379;-29.8;0.788;5017.5;"no" +47;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"jul";"tue";108;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +30;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"thu";66;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +34;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"jul";"wed";198;2;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +52;"technician";"married";"high.school";"unknown";"no";"no";"telephone";"may";"wed";68;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +30;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"thu";157;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +37;"admin.";"single";"university.degree";"no";"no";"no";"cellular";"aug";"fri";89;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"yes";"cellular";"jun";"tue";384;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"yes" +43;"blue-collar";"married";"basic.6y";"no";"no";"no";"cellular";"may";"fri";36;5;999;1;"failure";-1.8;92.893;-46.2;1.313;5099.1;"no" +31;"admin.";"married";"high.school";"no";"no";"no";"telephone";"may";"wed";350;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"technician";"single";"unknown";"no";"yes";"yes";"cellular";"jul";"mon";326;3;999;0;"nonexistent";-2.9;92.469;-33.6;0.996;5076.2;"no" +34;"admin.";"single";"high.school";"no";"yes";"no";"telephone";"jun";"fri";122;16;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +47;"self-employed";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";146;7;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +38;"technician";"divorced";"professional.course";"no";"no";"no";"cellular";"aug";"thu";7;8;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +42;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"jul";"fri";154;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +33;"services";"married";"professional.course";"no";"yes";"yes";"cellular";"jul";"thu";630;4;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"yes" +55;"management";"single";"basic.4y";"no";"yes";"no";"telephone";"jun";"wed";89;4;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +46;"services";"married";"high.school";"no";"no";"no";"cellular";"apr";"mon";124;4;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +50;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"telephone";"may";"mon";152;5;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +34;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"telephone";"jun";"thu";549;1;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +34;"blue-collar";"married";"basic.9y";"no";"no";"no";"cellular";"may";"tue";52;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +26;"blue-collar";"single";"high.school";"no";"no";"no";"telephone";"nov";"fri";201;1;999;0;"nonexistent";-3.4;92.649;-30.1;0.714;5017.5;"no" +34;"blue-collar";"married";"basic.4y";"no";"no";"no";"telephone";"jul";"mon";252;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"technician";"divorced";"high.school";"no";"yes";"yes";"telephone";"jun";"tue";131;2;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +27;"technician";"single";"professional.course";"no";"no";"no";"cellular";"jul";"thu";234;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +38;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"aug";"fri";119;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +45;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";240;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +50;"management";"married";"university.degree";"no";"yes";"no";"telephone";"may";"wed";281;2;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"aug";"fri";172;5;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +29;"admin.";"single";"university.degree";"no";"yes";"no";"telephone";"jul";"wed";73;6;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +41;"blue-collar";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"fri";160;6;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +45;"technician";"married";"university.degree";"unknown";"yes";"no";"telephone";"may";"tue";122;1;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +32;"management";"divorced";"university.degree";"no";"yes";"yes";"cellular";"may";"tue";160;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +38;"admin.";"married";"basic.6y";"no";"no";"yes";"telephone";"nov";"mon";204;2;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +52;"entrepreneur";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"nov";"mon";147;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +37;"services";"married";"high.school";"no";"yes";"no";"cellular";"jun";"wed";200;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"no" +33;"technician";"single";"high.school";"no";"no";"no";"cellular";"apr";"fri";124;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +57;"technician";"married";"high.school";"no";"no";"yes";"cellular";"may";"mon";161;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +33;"services";"single";"high.school";"no";"no";"no";"telephone";"may";"mon";702;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"jun";"thu";327;2;999;0;"nonexistent";1.4;94.465;-41.8;4.866;5228.1;"no" +31;"services";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";163;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +49;"blue-collar";"married";"professional.course";"unknown";"no";"no";"telephone";"may";"mon";144;6;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"technician";"married";"professional.course";"no";"yes";"no";"cellular";"may";"thu";16;6;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +55;"housemaid";"married";"basic.4y";"no";"yes";"no";"telephone";"may";"thu";14;1;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +42;"retired";"divorced";"illiterate";"no";"no";"no";"cellular";"aug";"wed";146;4;999;0;"nonexistent";-2.9;92.201;-31.4;0.834;5076.2;"no" +29;"entrepreneur";"single";"university.degree";"no";"no";"no";"cellular";"apr";"fri";758;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +51;"admin.";"married";"basic.6y";"unknown";"yes";"no";"telephone";"may";"tue";531;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";77;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +45;"entrepreneur";"married";"high.school";"no";"no";"no";"cellular";"nov";"mon";623;1;999;1;"failure";-0.1;93.2;-42;4.191;5195.8;"no" +41;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"thu";12;13;999;0;"nonexistent";1.4;93.444;-36.1;4.962;5228.1;"no" +44;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"jul";"tue";121;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +66;"unknown";"married";"basic.4y";"no";"yes";"yes";"cellular";"may";"thu";110;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +39;"admin.";"married";"university.degree";"no";"unknown";"unknown";"cellular";"apr";"fri";198;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +47;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"tue";170;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";273;6;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +25;"student";"single";"university.degree";"no";"no";"no";"cellular";"aug";"thu";184;1;999;0;"nonexistent";-2.9;92.201;-31.4;0.851;5076.2;"yes" +58;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"jul";"thu";160;1;999;0;"nonexistent";-2.9;92.469;-33.6;1.072;5076.2;"no" +71;"housemaid";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"tue";193;2;999;0;"nonexistent";-3.4;92.649;-30.1;0.715;5017.5;"yes" +48;"admin.";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"wed";530;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +30;"unemployed";"married";"professional.course";"no";"yes";"no";"cellular";"jun";"tue";194;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.262;5076.2;"no" +24;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"apr";"mon";200;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +27;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"apr";"fri";156;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"yes" +45;"admin.";"divorced";"high.school";"no";"yes";"no";"cellular";"nov";"fri";980;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"yes" +29;"unemployed";"married";"basic.4y";"no";"no";"no";"telephone";"dec";"thu";805;1;999;0;"nonexistent";-3;92.713;-33;0.714;5023.5;"yes" +26;"student";"single";"professional.course";"no";"yes";"no";"cellular";"aug";"tue";176;2;999;1;"failure";-2.9;92.201;-31.4;0.883;5076.2;"yes" +36;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"telephone";"may";"fri";378;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"blue-collar";"married";"basic.6y";"unknown";"no";"no";"cellular";"nov";"wed";300;5;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +54;"unemployed";"married";"high.school";"no";"yes";"no";"cellular";"dec";"wed";346;1;999;0;"nonexistent";-3;92.713;-33;0.721;5023.5;"yes" +42;"admin.";"married";"basic.6y";"no";"yes";"no";"telephone";"jun";"wed";300;3;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +49;"services";"married";"basic.6y";"no";"no";"yes";"cellular";"apr";"fri";383;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.479;5099.1;"no" +28;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"jun";"wed";1195;2;999;0;"nonexistent";1.4;94.465;-41.8;4.962;5228.1;"no" +52;"technician";"married";"basic.9y";"no";"yes";"no";"telephone";"may";"thu";208;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +26;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"may";"thu";400;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +54;"management";"married";"basic.6y";"no";"yes";"no";"cellular";"nov";"wed";616;3;999;1;"failure";-0.1;93.2;-42;4.12;5195.8;"no" +58;"retired";"married";"basic.4y";"no";"no";"no";"cellular";"jul";"tue";81;1;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +28;"blue-collar";"married";"basic.9y";"no";"no";"yes";"telephone";"may";"fri";478;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"technician";"single";"professional.course";"no";"yes";"no";"telephone";"aug";"fri";107;2;999;1;"failure";-2.9;92.201;-31.4;0.881;5076.2;"no" +48;"technician";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"thu";409;2;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +28;"admin.";"single";"high.school";"no";"no";"no";"cellular";"jun";"mon";491;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.26;5076.2;"yes" +37;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";145;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.268;5076.2;"no" +31;"admin.";"single";"professional.course";"no";"no";"no";"cellular";"jul";"tue";173;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +41;"blue-collar";"married";"unknown";"unknown";"yes";"no";"cellular";"apr";"fri";50;2;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +52;"services";"married";"basic.9y";"unknown";"no";"no";"telephone";"may";"thu";80;3;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +35;"technician";"divorced";"professional.course";"no";"no";"yes";"telephone";"may";"fri";102;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +40;"services";"single";"high.school";"no";"no";"no";"cellular";"apr";"mon";275;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.466;5099.1;"no" +32;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"fri";562;2;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +24;"services";"single";"high.school";"no";"no";"yes";"cellular";"may";"thu";91;1;999;1;"failure";-1.8;92.893;-46.2;1.266;5099.1;"no" +39;"management";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"thu";291;3;999;0;"nonexistent";-1.1;94.199;-37.5;0.884;4963.6;"yes" +73;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"mar";"mon";209;2;999;1;"failure";-1.8;93.369;-34.8;0.646;5008.7;"no" +28;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"tue";261;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +29;"management";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";264;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +43;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"may";"mon";128;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +31;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";207;5;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +41;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"may";"mon";121;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.244;5099.1;"no" +61;"retired";"divorced";"university.degree";"no";"yes";"no";"cellular";"apr";"tue";118;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.384;5099.1;"no" +30;"blue-collar";"married";"basic.9y";"no";"no";"yes";"cellular";"jul";"wed";173;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +50;"management";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"tue";600;2;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +30;"management";"single";"university.degree";"no";"no";"no";"cellular";"apr";"wed";244;3;999;0;"nonexistent";-1.8;93.075;-47.1;1.415;5099.1;"no" +43;"blue-collar";"married";"basic.6y";"no";"yes";"no";"cellular";"jun";"mon";458;6;999;0;"nonexistent";-2.9;92.963;-40.8;1.281;5076.2;"yes" +32;"student";"married";"high.school";"no";"yes";"no";"telephone";"dec";"wed";87;5;999;0;"nonexistent";-3;92.713;-33;0.715;5023.5;"no" +47;"blue-collar";"divorced";"basic.9y";"no";"yes";"no";"cellular";"jul";"thu";504;2;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +43;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"aug";"tue";161;3;13;1;"success";-2.9;92.201;-31.4;0.838;5076.2;"no" +34;"technician";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";309;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.327;5099.1;"no" +52;"admin.";"married";"university.degree";"no";"no";"yes";"cellular";"jul";"fri";171;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +30;"blue-collar";"single";"basic.9y";"no";"yes";"yes";"telephone";"may";"mon";163;4;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +35;"admin.";"married";"basic.9y";"no";"no";"no";"telephone";"may";"tue";259;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +39;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"fri";175;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +30;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"tue";608;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +47;"blue-collar";"married";"basic.4y";"no";"no";"no";"cellular";"nov";"wed";202;2;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +44;"services";"single";"high.school";"no";"yes";"no";"cellular";"nov";"wed";116;5;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +33;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"oct";"fri";233;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.739;5017.5;"yes" +43;"unemployed";"married";"university.degree";"unknown";"no";"no";"telephone";"may";"thu";456;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +39;"services";"divorced";"high.school";"no";"no";"no";"cellular";"jul";"thu";151;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +42;"admin.";"single";"high.school";"no";"no";"yes";"cellular";"jul";"fri";295;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +55;"admin.";"married";"high.school";"unknown";"yes";"no";"cellular";"may";"tue";139;2;999;1;"failure";-1.8;92.893;-46.2;1.291;5099.1;"no" +56;"services";"married";"high.school";"no";"no";"yes";"cellular";"jul";"fri";87;4;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +66;"retired";"married";"high.school";"no";"unknown";"unknown";"cellular";"mar";"tue";881;3;999;1;"failure";-1.8;93.369;-34.8;0.646;5008.7;"yes" +30;"services";"single";"high.school";"no";"yes";"yes";"cellular";"may";"mon";178;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.299;5099.1;"no" +34;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"fri";37;1;999;0;"nonexistent";1.1;93.994;-36.4;4.859;5191;"no" +38;"technician";"single";"high.school";"no";"yes";"yes";"cellular";"aug";"tue";97;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +39;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"cellular";"may";"thu";195;1;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +27;"technician";"single";"high.school";"no";"no";"no";"cellular";"jul";"wed";445;2;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +27;"admin.";"single";"high.school";"no";"no";"no";"cellular";"apr";"thu";314;2;999;1;"failure";-1.8;93.075;-47.1;1.41;5099.1;"no" +35;"blue-collar";"married";"high.school";"unknown";"yes";"no";"cellular";"apr";"mon";19;5;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"technician";"married";"professional.course";"no";"no";"no";"telephone";"may";"tue";103;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +53;"retired";"married";"high.school";"no";"yes";"no";"cellular";"nov";"fri";711;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +37;"management";"married";"university.degree";"no";"no";"no";"cellular";"nov";"tue";658;3;999;1;"failure";-0.1;93.2;-42;4.153;5195.8;"no" +33;"unknown";"married";"unknown";"unknown";"yes";"no";"telephone";"jun";"wed";247;1;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +54;"management";"divorced";"university.degree";"no";"yes";"yes";"cellular";"may";"wed";265;2;999;1;"failure";-1.8;92.893;-46.2;1.334;5099.1;"no" +39;"services";"married";"basic.9y";"no";"yes";"no";"cellular";"nov";"tue";219;3;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +45;"blue-collar";"married";"basic.4y";"unknown";"yes";"no";"cellular";"aug";"tue";528;7;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"admin.";"married";"university.degree";"unknown";"yes";"yes";"cellular";"aug";"fri";94;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +36;"self-employed";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";200;2;4;1;"success";-0.1;93.2;-42;4.191;5195.8;"no" +27;"student";"married";"high.school";"no";"yes";"no";"telephone";"may";"wed";54;1;999;0;"nonexistent";-1.8;93.876;-40;0.672;5008.7;"no" +42;"admin.";"single";"university.degree";"unknown";"yes";"yes";"cellular";"jul";"fri";115;1;999;0;"nonexistent";1.4;93.918;-42.7;4.957;5228.1;"no" +38;"management";"married";"university.degree";"no";"no";"no";"cellular";"aug";"wed";157;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +44;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"jun";"wed";25;1;999;0;"nonexistent";1.4;94.465;-41.8;4.864;5228.1;"no" +23;"student";"single";"high.school";"no";"no";"no";"cellular";"may";"thu";361;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.27;5099.1;"no" +50;"blue-collar";"divorced";"high.school";"unknown";"no";"yes";"telephone";"may";"mon";200;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"technician";"married";"high.school";"unknown";"yes";"yes";"telephone";"jul";"thu";193;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +38;"technician";"divorced";"professional.course";"no";"no";"no";"telephone";"jun";"thu";128;2;999;0;"nonexistent";1.4;94.465;-41.8;4.958;5228.1;"no" +33;"blue-collar";"married";"basic.9y";"no";"unknown";"unknown";"telephone";"may";"wed";141;3;999;0;"nonexistent";1.1;93.994;-36.4;4.856;5191;"no" +31;"services";"married";"basic.9y";"no";"yes";"no";"telephone";"jun";"mon";277;1;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"no" +44;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"fri";93;8;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +26;"admin.";"single";"high.school";"no";"yes";"yes";"cellular";"jul";"wed";668;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"sep";"wed";7;1;999;0;"nonexistent";-1.1;94.199;-37.5;0.876;4963.6;"no" +31;"services";"divorced";"high.school";"no";"yes";"no";"cellular";"jul";"mon";522;1;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +56;"admin.";"married";"unknown";"no";"yes";"no";"cellular";"aug";"mon";476;2;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +37;"technician";"divorced";"professional.course";"no";"unknown";"unknown";"cellular";"aug";"tue";417;1;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +57;"technician";"married";"professional.course";"no";"yes";"no";"telephone";"may";"mon";483;2;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"yes" +46;"housemaid";"married";"basic.4y";"no";"no";"no";"telephone";"may";"wed";336;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +49;"admin.";"married";"basic.9y";"unknown";"no";"yes";"cellular";"aug";"thu";86;3;999;0;"nonexistent";1.4;93.444;-36.1;4.968;5228.1;"no" +74;"retired";"married";"university.degree";"no";"yes";"yes";"cellular";"aug";"wed";232;3;999;0;"nonexistent";-2.9;92.201;-31.4;0.854;5076.2;"yes" +31;"blue-collar";"single";"basic.9y";"unknown";"no";"yes";"telephone";"jul";"thu";70;3;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +38;"technician";"single";"professional.course";"unknown";"yes";"no";"telephone";"jun";"fri";111;5;999;0;"nonexistent";1.4;94.465;-41.8;4.967;5228.1;"no" +37;"entrepreneur";"married";"university.degree";"unknown";"yes";"no";"cellular";"nov";"mon";1012;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +56;"admin.";"married";"basic.9y";"no";"no";"yes";"cellular";"may";"thu";225;2;999;1;"failure";-1.8;92.893;-46.2;1.327;5099.1;"no" +35;"entrepreneur";"single";"university.degree";"no";"no";"no";"cellular";"jul";"mon";120;3;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +46;"admin.";"married";"high.school";"unknown";"no";"no";"cellular";"aug";"fri";49;3;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +30;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"jun";"thu";348;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +40;"blue-collar";"single";"basic.9y";"no";"unknown";"unknown";"cellular";"nov";"wed";245;4;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +54;"management";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"mon";224;3;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +32;"blue-collar";"married";"basic.9y";"no";"no";"no";"telephone";"nov";"tue";296;2;999;0;"nonexistent";-0.1;93.2;-42;4.153;5195.8;"no" +34;"self-employed";"single";"university.degree";"no";"no";"no";"cellular";"may";"wed";340;2;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +35;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"oct";"thu";86;1;999;1;"failure";-3.4;92.431;-26.9;0.74;5017.5;"no" +38;"blue-collar";"married";"basic.4y";"unknown";"no";"no";"telephone";"jun";"wed";95;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +42;"technician";"divorced";"high.school";"no";"yes";"no";"cellular";"may";"wed";228;2;999;1;"failure";-1.8;92.893;-46.2;1.281;5099.1;"no" +49;"management";"divorced";"basic.6y";"no";"no";"no";"telephone";"nov";"thu";88;6;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +27;"student";"single";"high.school";"no";"no";"yes";"cellular";"jul";"wed";537;2;999;1;"failure";-2.9;92.469;-33.6;1.029;5076.2;"no" +52;"services";"married";"high.school";"no";"no";"yes";"cellular";"may";"fri";38;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.313;5099.1;"no" +54;"retired";"married";"university.degree";"unknown";"no";"no";"telephone";"jun";"mon";26;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +59;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"thu";464;1;999;0;"nonexistent";1.4;93.918;-42.7;4.962;5228.1;"no" +48;"blue-collar";"married";"basic.9y";"unknown";"no";"no";"cellular";"may";"thu";506;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +47;"technician";"married";"professional.course";"no";"no";"no";"cellular";"jul";"mon";66;2;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +27;"services";"married";"university.degree";"no";"no";"no";"cellular";"may";"tue";223;1;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +41;"blue-collar";"married";"basic.6y";"no";"yes";"yes";"cellular";"apr";"tue";608;2;999;0;"nonexistent";-1.8;93.075;-47.1;1.423;5099.1;"no" +47;"blue-collar";"married";"basic.4y";"no";"unknown";"unknown";"telephone";"jul";"thu";175;1;999;0;"nonexistent";1.4;93.918;-42.7;4.968;5228.1;"no" +36;"services";"married";"high.school";"no";"no";"yes";"telephone";"may";"tue";1590;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +40;"admin.";"single";"university.degree";"no";"yes";"yes";"telephone";"may";"mon";190;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +57;"self-employed";"married";"basic.4y";"no";"yes";"no";"telephone";"apr";"mon";534;3;999;1;"failure";-1.8;93.075;-47.1;1.405;5099.1;"no" +31;"unemployed";"divorced";"university.degree";"no";"yes";"yes";"cellular";"jul";"wed";104;7;999;0;"nonexistent";1.4;93.918;-42.7;4.963;5228.1;"no" +65;"housemaid";"married";"basic.4y";"no";"no";"no";"cellular";"jun";"mon";145;2;999;0;"nonexistent";-2.9;92.963;-40.8;1.266;5076.2;"no" +60;"technician";"married";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";11;8;999;0;"nonexistent";1.4;93.444;-36.1;4.965;5228.1;"no" +53;"services";"married";"high.school";"unknown";"yes";"no";"telephone";"jun";"mon";381;2;999;0;"nonexistent";1.4;94.465;-41.8;4.865;5228.1;"no" +81;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"oct";"wed";621;1;999;2;"failure";-1.1;94.601;-49.5;1.016;4963.6;"yes" +81;"retired";"married";"basic.4y";"no";"yes";"no";"cellular";"aug";"mon";90;4;999;0;"nonexistent";-1.7;94.027;-38.3;0.898;4991.6;"no" +47;"blue-collar";"divorced";"basic.9y";"unknown";"yes";"no";"telephone";"may";"wed";30;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +60;"admin.";"married";"university.degree";"no";"yes";"no";"cellular";"may";"mon";1602;2;999;0;"nonexistent";-1.8;92.893;-46.2;1.354;5099.1;"yes" +55;"management";"divorced";"university.degree";"unknown";"no";"no";"cellular";"nov";"fri";89;2;999;0;"nonexistent";-0.1;93.2;-42;4.021;5195.8;"no" +70;"retired";"married";"basic.4y";"unknown";"no";"no";"cellular";"oct";"thu";122;1;14;3;"failure";-1.1;94.601;-49.5;0.965;4963.6;"no" +32;"blue-collar";"married";"professional.course";"no";"yes";"no";"cellular";"may";"fri";757;1;999;1;"failure";-1.8;92.893;-46.2;1.25;5099.1;"no" +31;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";359;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +46;"admin.";"married";"university.degree";"no";"no";"no";"cellular";"nov";"thu";358;1;999;1;"failure";-0.1;93.2;-42;4.076;5195.8;"no" +36;"services";"married";"high.school";"no";"yes";"no";"telephone";"jun";"fri";241;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +68;"retired";"married";"basic.4y";"unknown";"yes";"no";"cellular";"jun";"mon";383;3;999;0;"nonexistent";-1.7;94.055;-39.8;0.754;4991.6;"no" +31;"technician";"single";"high.school";"no";"yes";"no";"cellular";"nov";"wed";77;4;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" +52;"blue-collar";"married";"basic.9y";"unknown";"yes";"no";"telephone";"may";"fri";346;3;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +58;"admin.";"divorced";"university.degree";"no";"yes";"no";"cellular";"nov";"mon";70;1;999;0;"nonexistent";-0.1;93.2;-42;4.191;5195.8;"no" +54;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"mon";351;1;999;0;"nonexistent";1.1;93.994;-36.4;4.858;5191;"no" +40;"housemaid";"single";"university.degree";"no";"no";"no";"telephone";"jun";"mon";126;3;999;0;"nonexistent";1.4;94.465;-41.8;4.961;5228.1;"no" +44;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";413;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +42;"technician";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"tue";578;2;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +30;"unemployed";"single";"high.school";"no";"no";"no";"cellular";"may";"fri";13;11;999;0;"nonexistent";-1.8;92.893;-46.2;1.25;5099.1;"no" +42;"technician";"single";"basic.9y";"no";"yes";"no";"telephone";"may";"wed";99;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +54;"technician";"married";"professional.course";"no";"yes";"yes";"telephone";"may";"mon";196;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +29;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";302;1;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +47;"management";"married";"university.degree";"no";"yes";"no";"cellular";"sep";"mon";323;1;3;2;"success";-3.4;92.379;-29.8;0.771;5017.5;"yes" +25;"admin.";"single";"university.degree";"no";"yes";"yes";"cellular";"oct";"fri";115;1;999;1;"failure";-3.4;92.431;-26.9;0.739;5017.5;"yes" +43;"blue-collar";"married";"basic.4y";"unknown";"yes";"yes";"telephone";"may";"tue";593;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +38;"management";"married";"high.school";"unknown";"no";"no";"telephone";"may";"thu";879;2;999;0;"nonexistent";1.1;93.994;-36.4;4.86;5191;"no" +30;"blue-collar";"single";"high.school";"no";"no";"no";"telephone";"jul";"wed";71;1;999;0;"nonexistent";1.4;93.918;-42.7;4.956;5228.1;"no" +56;"retired";"married";"basic.4y";"unknown";"no";"no";"cellular";"jul";"tue";580;3;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +62;"blue-collar";"married";"basic.4y";"no";"yes";"no";"cellular";"nov";"mon";152;1;6;1;"success";-3.4;92.649;-30.1;0.719;5017.5;"no" +36;"admin.";"single";"university.degree";"no";"no";"yes";"cellular";"aug";"fri";69;2;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +33;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";146;2;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +41;"blue-collar";"divorced";"basic.9y";"no";"no";"no";"cellular";"aug";"tue";102;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +34;"housemaid";"single";"university.degree";"no";"yes";"no";"cellular";"aug";"thu";159;3;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +58;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"aug";"tue";290;1;999;0;"nonexistent";1.4;93.444;-36.1;4.963;5228.1;"no" +41;"admin.";"divorced";"high.school";"no";"no";"no";"cellular";"apr";"fri";620;1;999;0;"nonexistent";-1.8;93.075;-47.1;1.405;5099.1;"no" +35;"entrepreneur";"single";"university.degree";"no";"yes";"no";"cellular";"jul";"mon";88;5;999;0;"nonexistent";1.4;93.918;-42.7;4.96;5228.1;"no" +31;"blue-collar";"single";"basic.9y";"unknown";"no";"yes";"telephone";"jun";"fri";70;2;999;0;"nonexistent";1.4;94.465;-41.8;4.959;5228.1;"no" +43;"services";"married";"high.school";"no";"no";"no";"telephone";"may";"mon";77;1;999;0;"nonexistent";1.1;93.994;-36.4;4.857;5191;"no" +42;"technician";"divorced";"professional.course";"no";"yes";"no";"cellular";"aug";"mon";408;1;999;0;"nonexistent";1.4;93.444;-36.1;4.97;5228.1;"no" +47;"housemaid";"married";"basic.4y";"unknown";"yes";"no";"telephone";"jul";"tue";159;2;999;0;"nonexistent";1.4;93.918;-42.7;4.961;5228.1;"no" +45;"entrepreneur";"divorced";"basic.9y";"no";"yes";"no";"cellular";"may";"tue";29;3;999;0;"nonexistent";-1.8;92.893;-46.2;1.344;5099.1;"no" +36;"admin.";"married";"university.degree";"unknown";"yes";"no";"cellular";"aug";"wed";155;11;999;0;"nonexistent";1.4;93.444;-36.1;4.964;5228.1;"no" +32;"admin.";"married";"university.degree";"no";"yes";"no";"telephone";"may";"thu";151;5;999;0;"nonexistent";-1.8;92.893;-46.2;1.266;5099.1;"no" +63;"retired";"married";"high.school";"no";"no";"no";"cellular";"oct";"wed";1386;1;999;0;"nonexistent";-3.4;92.431;-26.9;0.74;5017.5;"no" +53;"housemaid";"divorced";"basic.6y";"unknown";"unknown";"unknown";"telephone";"may";"fri";85;2;999;0;"nonexistent";1.1;93.994;-36.4;4.855;5191;"no" +30;"technician";"married";"university.degree";"no";"no";"yes";"cellular";"jun";"fri";131;1;999;1;"failure";-1.7;94.055;-39.8;0.748;4991.6;"no" +31;"technician";"single";"professional.course";"no";"yes";"no";"cellular";"nov";"thu";155;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +31;"admin.";"single";"university.degree";"no";"yes";"no";"cellular";"nov";"thu";463;1;999;0;"nonexistent";-0.1;93.2;-42;4.076;5195.8;"no" +30;"admin.";"married";"basic.6y";"no";"yes";"yes";"cellular";"jul";"thu";53;1;999;0;"nonexistent";1.4;93.918;-42.7;4.958;5228.1;"no" +39;"admin.";"married";"high.school";"no";"yes";"no";"telephone";"jul";"fri";219;1;999;0;"nonexistent";1.4;93.918;-42.7;4.959;5228.1;"no" +27;"student";"single";"high.school";"no";"no";"no";"cellular";"may";"mon";64;2;999;1;"failure";-1.8;92.893;-46.2;1.354;5099.1;"no" +58;"admin.";"married";"high.school";"no";"no";"no";"cellular";"aug";"fri";528;1;999;0;"nonexistent";1.4;93.444;-36.1;4.966;5228.1;"no" +34;"management";"single";"high.school";"no";"yes";"no";"cellular";"nov";"wed";175;1;999;0;"nonexistent";-0.1;93.2;-42;4.12;5195.8;"no" diff --git a/机器学习/逻辑回归/成熟例子 银行存款/bank.csv b/机器学习/逻辑回归/成熟例子 银行存款/bank.csv new file mode 100644 index 0000000..98feed3 --- /dev/null +++ b/机器学习/逻辑回归/成熟例子 银行存款/bank.csv @@ -0,0 +1,4522 @@ +"age";"job";"marital";"education";"default";"balance";"housing";"loan";"contact";"day";"month";"duration";"campaign";"pdays";"previous";"poutcome";"y" +30;"unemployed";"married";"primary";"no";1787;"no";"no";"cellular";19;"oct";79;1;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";4789;"yes";"yes";"cellular";11;"may";220;1;339;4;"failure";"no" +35;"management";"single";"tertiary";"no";1350;"yes";"no";"cellular";16;"apr";185;1;330;1;"failure";"no" +30;"management";"married";"tertiary";"no";1476;"yes";"yes";"unknown";3;"jun";199;4;-1;0;"unknown";"no" +59;"blue-collar";"married";"secondary";"no";0;"yes";"no";"unknown";5;"may";226;1;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";747;"no";"no";"cellular";23;"feb";141;2;176;3;"failure";"no" +36;"self-employed";"married";"tertiary";"no";307;"yes";"no";"cellular";14;"may";341;1;330;2;"other";"no" +39;"technician";"married";"secondary";"no";147;"yes";"no";"cellular";6;"may";151;2;-1;0;"unknown";"no" +41;"entrepreneur";"married";"tertiary";"no";221;"yes";"no";"unknown";14;"may";57;2;-1;0;"unknown";"no" +43;"services";"married";"primary";"no";-88;"yes";"yes";"cellular";17;"apr";313;1;147;2;"failure";"no" +39;"services";"married";"secondary";"no";9374;"yes";"no";"unknown";20;"may";273;1;-1;0;"unknown";"no" +43;"admin.";"married";"secondary";"no";264;"yes";"no";"cellular";17;"apr";113;2;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";1109;"no";"no";"cellular";13;"aug";328;2;-1;0;"unknown";"no" +20;"student";"single";"secondary";"no";502;"no";"no";"cellular";30;"apr";261;1;-1;0;"unknown";"yes" +31;"blue-collar";"married";"secondary";"no";360;"yes";"yes";"cellular";29;"jan";89;1;241;1;"failure";"no" +40;"management";"married";"tertiary";"no";194;"no";"yes";"cellular";29;"aug";189;2;-1;0;"unknown";"no" +56;"technician";"married";"secondary";"no";4073;"no";"no";"cellular";27;"aug";239;5;-1;0;"unknown";"no" +37;"admin.";"single";"tertiary";"no";2317;"yes";"no";"cellular";20;"apr";114;1;152;2;"failure";"no" +25;"blue-collar";"single";"primary";"no";-221;"yes";"no";"unknown";23;"may";250;1;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";132;"no";"no";"cellular";7;"jul";148;1;152;1;"other";"no" +38;"management";"divorced";"unknown";"no";0;"yes";"no";"cellular";18;"nov";96;2;-1;0;"unknown";"no" +42;"management";"divorced";"tertiary";"no";16;"no";"no";"cellular";19;"nov";140;3;-1;0;"unknown";"no" +44;"services";"single";"secondary";"no";106;"no";"no";"unknown";12;"jun";109;2;-1;0;"unknown";"no" +44;"entrepreneur";"married";"secondary";"no";93;"no";"no";"cellular";7;"jul";125;2;-1;0;"unknown";"no" +26;"housemaid";"married";"tertiary";"no";543;"no";"no";"cellular";30;"jan";169;3;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";5883;"no";"no";"cellular";20;"nov";182;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";627;"yes";"no";"unknown";5;"may";247;1;-1;0;"unknown";"no" +67;"retired";"married";"unknown";"no";696;"no";"no";"telephone";17;"aug";119;1;105;2;"failure";"no" +56;"self-employed";"married";"secondary";"no";784;"no";"yes";"cellular";30;"jul";149;2;-1;0;"unknown";"no" +53;"admin.";"married";"secondary";"no";105;"no";"yes";"cellular";21;"aug";74;2;-1;0;"unknown";"no" +68;"retired";"divorced";"secondary";"no";4189;"no";"no";"telephone";14;"jul";897;2;-1;0;"unknown";"yes" +31;"technician";"married";"secondary";"no";171;"no";"no";"cellular";27;"aug";81;3;-1;0;"unknown";"no" +59;"management";"married";"secondary";"no";42;"no";"no";"cellular";21;"nov";40;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";2536;"yes";"no";"cellular";26;"aug";958;6;-1;0;"unknown";"yes" +49;"technician";"married";"tertiary";"no";1235;"no";"no";"cellular";13;"aug";354;3;-1;0;"unknown";"yes" +42;"admin.";"divorced";"secondary";"no";1811;"yes";"no";"unknown";14;"may";150;1;-1;0;"unknown";"no" +78;"retired";"divorced";"primary";"no";229;"no";"no";"telephone";22;"oct";97;1;-1;0;"unknown";"yes" +32;"blue-collar";"married";"secondary";"no";2089;"yes";"no";"cellular";14;"nov";132;1;-1;0;"unknown";"yes" +33;"management";"married";"secondary";"no";3935;"yes";"no";"cellular";6;"may";765;1;342;2;"failure";"yes" +23;"services";"single";"tertiary";"no";363;"yes";"no";"unknown";30;"may";16;18;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";11971;"yes";"no";"unknown";17;"nov";609;2;101;3;"failure";"no" +36;"management";"single";"tertiary";"no";553;"no";"no";"cellular";11;"aug";106;2;-1;0;"unknown";"no" +52;"blue-collar";"married";"secondary";"no";1117;"yes";"no";"cellular";13;"may";365;1;-1;0;"unknown";"no" +32;"technician";"married";"tertiary";"no";396;"yes";"no";"cellular";13;"may";205;3;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";2204;"yes";"no";"cellular";21;"nov";11;4;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";872;"yes";"no";"unknown";7;"may";105;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";145;"no";"no";"telephone";2;"feb";59;3;5;2;"other";"no" +26;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";21;"may";425;1;-1;0;"unknown";"no" +32;"entrepreneur";"single";"primary";"yes";-849;"yes";"yes";"cellular";4;"feb";204;1;-1;0;"unknown";"no" +61;"admin.";"married";"unknown";"no";4629;"yes";"no";"cellular";27;"jan";181;1;92;1;"success";"yes" +45;"blue-collar";"divorced";"primary";"no";844;"no";"no";"unknown";5;"jun";1018;3;-1;0;"unknown";"yes" +37;"technician";"single";"secondary";"no";228;"yes";"no";"cellular";20;"aug";1740;2;-1;0;"unknown";"no" +38;"technician";"single";"secondary";"no";50;"no";"no";"cellular";29;"aug";98;2;-1;0;"unknown";"no" +34;"technician";"married";"tertiary";"no";1539;"yes";"no";"cellular";15;"jun";441;1;56;1;"other";"yes" +53;"blue-collar";"married";"secondary";"no";2231;"yes";"no";"cellular";14;"jul";272;3;-1;0;"unknown";"no" +48;"admin.";"married";"secondary";"no";3064;"yes";"no";"telephone";15;"jul";159;2;-1;0;"unknown";"no" +57;"management";"married";"secondary";"no";82;"no";"yes";"telephone";4;"feb";140;1;-1;0;"unknown";"no" +33;"self-employed";"single";"tertiary";"no";2155;"no";"no";"cellular";17;"nov";295;1;-1;0;"unknown";"no" +36;"retired";"single";"secondary";"no";101;"yes";"yes";"unknown";26;"may";314;1;-1;0;"unknown";"no" +54;"technician";"divorced";"secondary";"no";784;"yes";"yes";"unknown";15;"may";579;1;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";-516;"no";"yes";"telephone";8;"jul";554;3;-1;0;"unknown";"no" +63;"retired";"married";"secondary";"no";415;"yes";"no";"cellular";7;"oct";323;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";5887;"no";"no";"cellular";13;"aug";227;2;-1;0;"unknown";"no" +48;"services";"married";"secondary";"no";1355;"no";"no";"cellular";4;"jul";134;2;-1;0;"unknown";"no" +56;"admin.";"married";"secondary";"no";16873;"no";"no";"cellular";7;"oct";223;1;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"secondary";"no";203;"yes";"no";"cellular";8;"may";134;1;170;5;"failure";"no" +31;"services";"married";"secondary";"no";338;"yes";"no";"cellular";28;"jan";155;1;-1;0;"unknown";"no" +29;"technician";"married";"secondary";"no";444;"yes";"no";"cellular";21;"jul";130;4;-1;0;"unknown";"no" +41;"management";"married";"secondary";"no";0;"no";"yes";"cellular";7;"jul";630;3;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";360;"no";"no";"cellular";19;"nov";164;2;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";0;"no";"no";"cellular";16;"jul";268;2;182;3;"success";"yes" +42;"entrepreneur";"divorced";"tertiary";"yes";2;"yes";"no";"unknown";5;"may";380;1;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";6248;"yes";"no";"unknown";9;"may";154;2;-1;0;"unknown";"no" +41;"services";"married";"tertiary";"no";412;"yes";"no";"unknown";3;"jun";154;5;-1;0;"unknown";"no" +56;"retired";"married";"secondary";"no";344;"yes";"no";"unknown";15;"may";221;1;-1;0;"unknown";"no" +54;"management";"divorced";"tertiary";"no";3222;"no";"no";"cellular";14;"aug";67;2;-1;0;"unknown";"no" +41;"blue-collar";"divorced";"secondary";"no";174;"yes";"no";"cellular";14;"may";367;2;297;1;"other";"no" +40;"technician";"single";"secondary";"no";591;"no";"yes";"cellular";14;"aug";87;6;-1;0;"unknown";"no" +50;"blue-collar";"divorced";"primary";"no";388;"no";"no";"cellular";5;"feb";701;1;-1;0;"unknown";"no" +40;"unemployed";"married";"secondary";"no";219;"yes";"no";"cellular";17;"nov";204;2;196;1;"failure";"no" +27;"admin.";"divorced";"secondary";"no";451;"yes";"no";"cellular";16;"jul";652;1;-1;0;"unknown";"yes" +60;"retired";"married";"primary";"no";5;"no";"no";"cellular";26;"aug";63;2;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";177;"yes";"yes";"cellular";6;"may";150;1;-1;0;"unknown";"no" +52;"services";"married";"secondary";"no";657;"no";"no";"telephone";7;"jul";398;2;460;2;"failure";"yes" +37;"management";"married";"tertiary";"no";1315;"no";"no";"cellular";30;"jun";224;1;-1;0;"unknown";"yes" +51;"blue-collar";"married";"primary";"no";1466;"yes";"no";"unknown";7;"may";406;2;-1;0;"unknown";"no" +41;"technician";"single";"secondary";"no";879;"no";"yes";"cellular";7;"jul";60;4;-1;0;"unknown";"no" +35;"blue-collar";"single";"primary";"no";293;"yes";"no";"unknown";30;"may";521;2;-1;0;"unknown";"no" +38;"admin.";"married";"secondary";"no";424;"yes";"no";"cellular";17;"apr";279;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";1831;"yes";"no";"unknown";20;"may";203;2;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";111;"no";"no";"cellular";18;"nov";201;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";455;"yes";"no";"unknown";20;"jun";372;3;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";-195;"yes";"no";"cellular";18;"may";391;1;-1;0;"unknown";"yes" +32;"management";"single";"tertiary";"no";3616;"no";"no";"cellular";14;"aug";165;2;-1;0;"unknown";"no" +57;"blue-collar";"married";"secondary";"no";14093;"no";"no";"cellular";11;"aug";231;5;-1;0;"unknown";"no" +41;"unknown";"single";"tertiary";"no";1567;"no";"no";"cellular";1;"jul";291;2;-1;0;"unknown";"no" +41;"admin.";"married";"tertiary";"no";5426;"yes";"no";"unknown";14;"may";149;2;-1;0;"unknown";"no" +30;"admin.";"single";"tertiary";"no";261;"no";"no";"cellular";19;"oct";233;1;137;20;"failure";"no" +36;"blue-collar";"divorced";"secondary";"no";2843;"no";"no";"cellular";12;"feb";473;1;182;1;"success";"no" +31;"unemployed";"single";"primary";"no";406;"no";"no";"cellular";4;"feb";736;1;-1;0;"unknown";"yes" +36;"blue-collar";"married";"secondary";"no";0;"yes";"no";"unknown";6;"may";337;1;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";493;"yes";"no";"cellular";11;"may";553;1;367;7;"failure";"no" +49;"technician";"married";"secondary";"no";5996;"no";"no";"telephone";21;"nov";345;2;-1;0;"unknown";"no" +57;"services";"single";"primary";"no";3777;"yes";"no";"telephone";13;"may";65;2;-1;0;"unknown";"no" +34;"management";"single";"secondary";"no";524;"no";"no";"unknown";13;"aug";9;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";574;"yes";"no";"cellular";14;"apr";259;2;145;3;"failure";"no" +37;"blue-collar";"married";"secondary";"no";427;"yes";"yes";"unknown";9;"jun";371;3;-1;0;"unknown";"no" +33;"self-employed";"married";"tertiary";"no";483;"yes";"no";"cellular";3;"feb";280;2;-1;0;"unknown";"no" +56;"unemployed";"married";"primary";"no";3391;"no";"no";"cellular";21;"apr";243;1;-1;0;"unknown";"yes" +27;"housemaid";"married";"primary";"no";0;"yes";"no";"cellular";23;"jul";435;3;-1;0;"unknown";"no" +21;"student";"single";"secondary";"no";2488;"no";"no";"cellular";30;"jun";258;6;169;3;"success";"yes" +58;"management";"married";"tertiary";"no";1517;"yes";"no";"telephone";29;"jul";7;5;-1;0;"unknown";"no" +32;"self-employed";"married";"secondary";"no";217;"yes";"yes";"cellular";15;"jul";317;5;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";22;"no";"no";"cellular";30;"jan";76;2;207;1;"failure";"no" +25;"student";"single";"secondary";"no";331;"no";"no";"telephone";26;"aug";170;4;-1;0;"unknown";"yes" +25;"technician";"single";"secondary";"no";505;"no";"yes";"cellular";17;"nov";386;2;-1;0;"unknown";"yes" +30;"services";"married";"secondary";"no";1808;"yes";"no";"cellular";18;"may";83;2;-1;0;"unknown";"no" +22;"admin.";"single";"secondary";"no";4111;"no";"yes";"cellular";19;"aug";65;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";52;"no";"no";"cellular";13;"aug";69;1;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";25;"no";"no";"unknown";17;"jun";564;2;-1;0;"unknown";"no" +31;"admin.";"divorced";"secondary";"no";1890;"yes";"no";"cellular";21;"jul";588;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";419;"no";"no";"cellular";18;"aug";113;4;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";2693;"yes";"no";"unknown";21;"may";16;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";-231;"no";"yes";"cellular";15;"jul";779;2;-1;0;"unknown";"no" +51;"management";"single";"tertiary";"yes";-55;"yes";"no";"cellular";11;"may";281;2;266;6;"failure";"no" +34;"self-employed";"single";"tertiary";"no";462;"no";"no";"cellular";21;"aug";1877;3;-1;0;"unknown";"yes" +24;"unemployed";"single";"secondary";"no";119;"no";"no";"unknown";15;"sep";51;1;-1;0;"unknown";"no" +45;"technician";"single";"secondary";"no";586;"no";"yes";"cellular";28;"jul";32;3;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";228;"no";"no";"telephone";5;"feb";176;1;288;3;"failure";"no" +77;"retired";"divorced";"tertiary";"no";4659;"no";"no";"cellular";14;"apr";161;1;-1;0;"unknown";"yes" +41;"blue-collar";"married";"primary";"no";168;"yes";"no";"cellular";18;"nov";187;3;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";26;"may";24;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"unknown";"yes";-715;"yes";"no";"unknown";30;"may";67;3;-1;0;"unknown";"no" +48;"admin.";"married";"unknown";"no";0;"yes";"no";"cellular";8;"may";85;1;168;2;"failure";"no" +27;"technician";"single";"secondary";"no";769;"yes";"no";"unknown";9;"may";317;2;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";0;"no";"no";"cellular";28;"aug";236;10;-1;0;"unknown";"no" +29;"admin.";"single";"secondary";"no";428;"yes";"yes";"cellular";7;"may";54;1;345;2;"failure";"no" +34;"management";"single";"tertiary";"no";0;"no";"no";"cellular";5;"feb";71;1;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";-970;"yes";"no";"cellular";4;"feb";489;1;-1;0;"unknown";"yes" +60;"management";"married";"unknown";"no";6313;"no";"no";"unknown";19;"jun";39;2;-1;0;"unknown";"no" +32;"management";"divorced";"tertiary";"no";948;"no";"no";"cellular";12;"aug";204;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";22;"jul";455;2;-1;0;"unknown";"no" +56;"services";"divorced";"unknown";"no";1877;"yes";"no";"unknown";30;"may";86;1;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";874;"yes";"no";"cellular";18;"nov";190;2;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";323;"yes";"yes";"unknown";8;"may";280;2;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";106;"no";"yes";"cellular";11;"aug";588;2;-1;0;"unknown";"no" +56;"retired";"married";"primary";"no";1906;"no";"yes";"unknown";19;"jun";45;9;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";1152;"yes";"no";"cellular";21;"jul";168;5;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";179;"yes";"no";"cellular";29;"jan";194;4;436;1;"other";"no" +37;"technician";"single";"unknown";"no";391;"yes";"no";"unknown";8;"may";103;3;-1;0;"unknown";"no" +41;"entrepreneur";"married";"unknown";"no";89;"yes";"no";"unknown";6;"may";333;2;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";442;"yes";"yes";"cellular";29;"jul";102;3;-1;0;"unknown";"no" +45;"unemployed";"divorced";"primary";"yes";-249;"yes";"yes";"unknown";1;"jul";92;1;-1;0;"unknown";"no" +55;"entrepreneur";"married";"secondary";"no";8104;"no";"no";"cellular";6;"feb";213;2;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"no";501;"no";"no";"unknown";26;"may";289;1;-1;0;"unknown";"no" +35;"technician";"divorced";"secondary";"no";308;"no";"no";"cellular";22;"aug";77;2;-1;0;"unknown";"no" +55;"admin.";"married";"secondary";"no";602;"no";"no";"cellular";1;"jun";324;3;90;2;"success";"yes" +55;"technician";"married";"secondary";"no";273;"yes";"no";"cellular";29;"jan";84;3;183;3;"failure";"no" +27;"self-employed";"single";"secondary";"no";50;"no";"no";"cellular";29;"jan";168;1;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";1641;"yes";"no";"cellular";17;"apr";380;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"tertiary";"no";20;"no";"no";"unknown";4;"oct";10;1;-1;0;"unknown";"no" +25;"admin.";"single";"secondary";"no";4590;"yes";"no";"unknown";28;"may";199;2;-1;0;"unknown";"no" +41;"admin.";"single";"secondary";"no";-256;"no";"yes";"unknown";9;"may";35;3;-1;0;"unknown";"no" +43;"services";"married";"secondary";"no";978;"yes";"yes";"unknown";26;"may";82;2;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";80;"no";"no";"cellular";20;"oct";676;2;146;2;"failure";"yes" +31;"admin.";"single";"secondary";"no";2104;"yes";"no";"unknown";3;"jun";455;1;-1;0;"unknown";"no" +78;"housemaid";"married";"secondary";"no";499;"no";"no";"telephone";16;"mar";80;4;-1;0;"unknown";"no" +45;"blue-collar";"divorced";"secondary";"no";1269;"yes";"no";"cellular";29;"jan";549;2;-1;0;"unknown";"no" +48;"technician";"married";"tertiary";"no";310;"no";"no";"unknown";6;"may";135;1;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";1143;"yes";"yes";"cellular";10;"jul";412;1;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";2980;"no";"no";"unknown";20;"jun";101;3;-1;0;"unknown";"no" +37;"management";"single";"tertiary";"no";37;"no";"no";"cellular";28;"jan";253;2;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";462;"yes";"yes";"cellular";6;"apr";272;1;335;4;"other";"no" +32;"admin.";"married";"secondary";"no";1031;"yes";"no";"cellular";17;"jul";84;1;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";9009;"no";"no";"cellular";20;"nov";135;2;-1;0;"unknown";"no" +43;"admin.";"married";"secondary";"no";-465;"yes";"yes";"cellular";23;"jul";166;1;-1;0;"unknown";"no" +44;"admin.";"married";"secondary";"no";5181;"yes";"yes";"cellular";31;"jul";18;7;-1;0;"unknown";"no" +37;"admin.";"married";"secondary";"no";176;"yes";"no";"cellular";5;"may";147;2;347;1;"failure";"no" +37;"unknown";"married";"unknown";"no";1699;"no";"no";"unknown";9;"jun";63;1;-1;0;"unknown";"no" +37;"admin.";"married";"tertiary";"no";0;"yes";"no";"cellular";17;"nov";65;2;119;1;"failure";"no" +28;"technician";"single";"tertiary";"no";172;"yes";"yes";"cellular";2;"feb";194;2;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";0;"no";"yes";"cellular";11;"jul";333;2;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";6979;"yes";"no";"cellular";15;"may";14;5;-1;0;"unknown";"no" +40;"admin.";"divorced";"secondary";"no";6;"no";"no";"unknown";11;"jun";140;1;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";-62;"yes";"no";"unknown";16;"jun";109;3;-1;0;"unknown";"no" +34;"self-employed";"married";"tertiary";"no";1972;"yes";"no";"cellular";23;"jul";61;2;-1;0;"unknown";"no" +34;"admin.";"married";"tertiary";"no";899;"yes";"no";"telephone";19;"nov";377;3;7;4;"success";"no" +37;"services";"single";"secondary";"no";21;"yes";"no";"cellular";2;"feb";96;1;271;2;"other";"no" +36;"technician";"married";"secondary";"no";23;"yes";"no";"cellular";8;"may";152;2;347;1;"failure";"no" +56;"retired";"married";"secondary";"no";-1206;"yes";"no";"cellular";15;"jun";382;2;-1;0;"unknown";"yes" +49;"blue-collar";"married";"primary";"no";0;"yes";"yes";"telephone";23;"jul";97;6;-1;0;"unknown";"no" +33;"self-employed";"married";"secondary";"no";215;"yes";"no";"cellular";29;"jul";543;12;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";1372;"no";"no";"cellular";20;"nov";240;2;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";1981;"no";"no";"unknown";17;"jun";48;2;-1;0;"unknown";"no" +23;"student";"single";"secondary";"no";9216;"no";"no";"cellular";5;"jun";471;2;-1;0;"unknown";"no" +57;"retired";"divorced";"secondary";"no";39;"yes";"no";"cellular";30;"jul";354;3;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";5563;"yes";"no";"unknown";30;"may";435;2;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";1;"no";"yes";"cellular";21;"nov";152;2;-1;0;"unknown";"no" +42;"technician";"married";"tertiary";"no";782;"no";"no";"cellular";3;"apr";285;1;-1;0;"unknown";"no" +75;"retired";"married";"secondary";"no";3771;"no";"no";"telephone";15;"apr";185;1;181;2;"success";"yes" +34;"technician";"single";"tertiary";"no";992;"yes";"no";"cellular";4;"may";301;1;88;2;"success";"no" +48;"technician";"married";"secondary";"no";1526;"no";"no";"cellular";6;"aug";273;2;-1;0;"unknown";"no" +35;"technician";"single";"tertiary";"no";2658;"yes";"no";"cellular";19;"aug";768;2;141;3;"failure";"yes" +39;"management";"divorced";"tertiary";"no";1315;"yes";"no";"cellular";19;"nov";1337;4;126;1;"failure";"no" +29;"blue-collar";"single";"tertiary";"no";455;"no";"no";"telephone";21;"apr";403;1;-1;0;"unknown";"yes" +45;"technician";"single";"tertiary";"no";0;"yes";"no";"cellular";18;"nov";139;2;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";2030;"yes";"yes";"cellular";9;"jul";196;1;-1;0;"unknown";"no" +29;"technician";"married";"secondary";"no";1599;"yes";"no";"cellular";8;"jul";115;1;61;1;"failure";"no" +38;"services";"single";"secondary";"no";-196;"yes";"no";"cellular";2;"feb";60;1;271;1;"failure";"no" +56;"retired";"married";"secondary";"no";1333;"no";"no";"cellular";28;"aug";17;14;-1;0;"unknown";"no" +36;"technician";"single";"secondary";"no";9149;"yes";"no";"cellular";13;"aug";141;3;-1;0;"unknown";"no" +25;"blue-collar";"single";"secondary";"no";-350;"yes";"no";"unknown";23;"jun";95;3;-1;0;"unknown";"no" +38;"technician";"married";"tertiary";"no";432;"yes";"no";"cellular";15;"may";10;2;373;1;"other";"no" +57;"self-employed";"married";"secondary";"no";11494;"no";"no";"cellular";19;"nov";198;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"yes";-253;"no";"no";"cellular";12;"aug";220;4;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";372;"yes";"no";"cellular";3;"aug";654;2;-1;0;"unknown";"yes" +45;"technician";"married";"secondary";"no";1410;"no";"no";"cellular";11;"aug";71;2;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";975;"yes";"no";"cellular";13;"may";256;2;351;2;"failure";"no" +49;"blue-collar";"married";"primary";"no";305;"yes";"yes";"telephone";10;"jul";834;10;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";400;"no";"no";"cellular";21;"aug";151;3;-1;0;"unknown";"no" +53;"retired";"married";"tertiary";"no";-22;"yes";"no";"cellular";31;"jul";20;3;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";4030;"yes";"no";"unknown";26;"may";178;5;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";365;"no";"no";"unknown";26;"may";59;2;-1;0;"unknown";"no" +41;"self-employed";"married";"primary";"no";204;"no";"no";"cellular";13;"aug";111;7;-1;0;"unknown";"no" +54;"management";"married";"primary";"no";1691;"yes";"no";"cellular";20;"nov";186;1;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";406;"yes";"no";"unknown";6;"may";227;1;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";-204;"no";"no";"cellular";15;"may";297;3;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";359;"yes";"no";"cellular";20;"apr";210;1;242;1;"other";"no" +36;"blue-collar";"married";"primary";"no";123;"yes";"no";"cellular";18;"may";9;1;-1;0;"unknown";"no" +35;"technician";"married";"tertiary";"no";0;"yes";"yes";"cellular";23;"sep";112;1;62;6;"other";"no" +52;"unknown";"married";"secondary";"no";142;"no";"no";"cellular";25;"aug";112;6;-1;0;"unknown";"no" +40;"entrepreneur";"married";"tertiary";"no";3571;"no";"no";"unknown";9;"jun";222;3;-1;0;"unknown";"no" +44;"technician";"single";"secondary";"no";33;"yes";"no";"cellular";13;"may";195;3;351;10;"failure";"no" +45;"blue-collar";"single";"secondary";"no";0;"yes";"no";"cellular";26;"jul";768;2;91;5;"success";"no" +30;"student";"single";"secondary";"no";3096;"no";"no";"cellular";26;"jan";123;1;-1;0;"unknown";"no" +48;"technician";"divorced";"secondary";"yes";20;"no";"no";"cellular";27;"aug";145;3;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";3576;"yes";"no";"cellular";2;"apr";124;1;308;2;"other";"no" +57;"technician";"married";"unknown";"no";206;"yes";"no";"unknown";5;"may";216;3;-1;0;"unknown";"no" +57;"housemaid";"married";"primary";"no";7082;"no";"no";"unknown";6;"jun";69;3;-1;0;"unknown";"no" +51;"unemployed";"married";"tertiary";"no";1634;"yes";"no";"cellular";22;"jul";168;4;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";1;"yes";"no";"cellular";22;"jul";483;7;-1;0;"unknown";"no" +50;"self-employed";"married";"tertiary";"no";4012;"no";"no";"cellular";19;"nov";690;3;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";3762;"no";"no";"cellular";28;"aug";125;12;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";-247;"yes";"yes";"unknown";4;"jun";344;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";606;"yes";"no";"unknown";14;"may";673;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";28;"jan";60;1;250;1;"other";"no" +42;"management";"married";"secondary";"no";-189;"yes";"no";"unknown";12;"may";247;2;-1;0;"unknown";"no" +32;"unemployed";"single";"secondary";"no";0;"no";"no";"cellular";27;"may";123;2;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";484;"yes";"no";"cellular";11;"jul";144;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";0;"no";"yes";"cellular";8;"may";9;2;172;5;"failure";"no" +31;"management";"married";"tertiary";"no";395;"yes";"no";"cellular";9;"feb";155;3;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";2349;"no";"no";"cellular";14;"aug";134;5;-1;0;"unknown";"no" +55;"blue-collar";"divorced";"primary";"no";410;"no";"yes";"cellular";11;"jul";221;2;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";3401;"yes";"no";"cellular";3;"feb";84;3;265;2;"failure";"no" +46;"blue-collar";"married";"primary";"no";222;"no";"no";"cellular";8;"aug";71;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"secondary";"no";989;"yes";"yes";"unknown";23;"may";246;4;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";415;"no";"yes";"cellular";23;"jul";361;2;-1;0;"unknown";"no" +28;"unemployed";"single";"secondary";"no";16;"no";"no";"cellular";12;"aug";119;4;-1;0;"unknown";"no" +42;"technician";"divorced";"tertiary";"no";7190;"yes";"no";"cellular";29;"jul";375;2;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";482;"no";"yes";"cellular";10;"jul";1097;3;-1;0;"unknown";"yes" +54;"housemaid";"married";"secondary";"no";209;"yes";"yes";"cellular";25;"jul";97;1;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";0;"no";"no";"cellular";26;"aug";181;2;-1;0;"unknown";"no" +39;"technician";"single";"tertiary";"no";5803;"no";"no";"cellular";2;"feb";83;3;-1;0;"unknown";"no" +53;"entrepreneur";"married";"tertiary";"no";624;"no";"yes";"cellular";21;"jul";180;4;-1;0;"unknown";"no" +58;"technician";"married";"tertiary";"no";883;"no";"no";"cellular";18;"aug";543;1;78;2;"failure";"no" +40;"self-employed";"married";"secondary";"no";1516;"yes";"yes";"unknown";23;"may";373;1;-1;0;"unknown";"no" +29;"student";"single";"secondary";"no";872;"yes";"no";"unknown";7;"may";230;1;-1;0;"unknown";"no" +33;"technician";"married";"tertiary";"no";-988;"yes";"yes";"cellular";15;"jul";83;3;-1;0;"unknown";"no" +38;"admin.";"single";"secondary";"no";902;"yes";"no";"telephone";31;"jul";58;13;-1;0;"unknown";"no" +56;"services";"divorced";"secondary";"no";1007;"no";"no";"cellular";29;"jul";88;6;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";0;"yes";"no";"cellular";2;"jun";297;1;28;3;"failure";"no" +24;"blue-collar";"single";"secondary";"no";174;"yes";"yes";"cellular";18;"may";487;1;-1;0;"unknown";"yes" +46;"management";"married";"secondary";"no";12186;"no";"no";"unknown";20;"jun";29;3;-1;0;"unknown";"no" +35;"self-employed";"married";"secondary";"no";524;"yes";"no";"cellular";21;"nov";484;4;-1;0;"unknown";"no" +35;"blue-collar";"single";"tertiary";"no";0;"yes";"no";"cellular";21;"jul";262;4;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";4;"yes";"no";"unknown";15;"may";644;1;-1;0;"unknown";"no" +35;"housemaid";"married";"tertiary";"no";11219;"no";"no";"cellular";12;"aug";699;2;79;1;"failure";"no" +38;"technician";"single";"tertiary";"no";0;"no";"no";"cellular";28;"aug";247;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";5776;"no";"no";"cellular";18;"nov";49;3;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"primary";"no";37;"yes";"no";"cellular";13;"may";341;1;-1;0;"unknown";"no" +59;"self-employed";"married";"tertiary";"no";593;"no";"no";"unknown";13;"may";64;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";1148;"yes";"no";"cellular";20;"apr";121;1;-1;0;"unknown";"no" +37;"blue-collar";"single";"secondary";"no";3561;"yes";"no";"unknown";2;"jun";98;1;-1;0;"unknown";"no" +42;"admin.";"divorced";"secondary";"no";63;"no";"no";"unknown";16;"may";88;6;-1;0;"unknown";"no" +40;"student";"married";"secondary";"no";260;"no";"no";"unknown";20;"jun";197;6;-1;0;"unknown";"no" +28;"technician";"single";"tertiary";"no";2269;"yes";"no";"unknown";9;"may";331;1;-1;0;"unknown";"no" +47;"admin.";"married";"secondary";"no";1060;"yes";"no";"unknown";6;"jun";83;3;-1;0;"unknown";"no" +27;"self-employed";"married";"secondary";"no";-220;"yes";"no";"unknown";26;"may";138;2;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";49;"yes";"no";"cellular";17;"jul";312;5;-1;0;"unknown";"no" +34;"admin.";"married";"tertiary";"no";69;"no";"yes";"cellular";4;"aug";120;3;1;6;"success";"yes" +50;"blue-collar";"married";"primary";"no";4108;"yes";"no";"cellular";7;"aug";526;2;-1;0;"unknown";"yes" +47;"blue-collar";"married";"secondary";"no";480;"yes";"no";"unknown";28;"may";211;2;-1;0;"unknown";"no" +53;"services";"married";"secondary";"no";4994;"no";"no";"cellular";18;"aug";62;6;-1;0;"unknown";"no" +53;"technician";"divorced";"secondary";"no";0;"yes";"yes";"cellular";15;"jul";135;5;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";3681;"no";"no";"cellular";14;"aug";101;2;-1;0;"unknown";"no" +49;"entrepreneur";"divorced";"unknown";"yes";-701;"yes";"no";"cellular";30;"jul";988;2;-1;0;"unknown";"yes" +29;"management";"married";"tertiary";"no";451;"no";"no";"cellular";28;"jan";451;1;-1;0;"unknown";"no" +45;"blue-collar";"divorced";"primary";"no";-311;"yes";"no";"unknown";23;"may";1030;1;-1;0;"unknown";"yes" +38;"entrepreneur";"married";"secondary";"no";593;"yes";"yes";"cellular";24;"jul";1484;24;-1;0;"unknown";"yes" +32;"blue-collar";"married";"secondary";"no";759;"yes";"no";"cellular";9;"apr";317;5;-1;0;"unknown";"yes" +70;"retired";"divorced";"primary";"no";4531;"no";"no";"cellular";18;"may";445;1;-1;0;"unknown";"no" +65;"retired";"divorced";"primary";"no";1840;"no";"no";"cellular";1;"jun";383;2;188;5;"failure";"no" +56;"blue-collar";"married";"secondary";"no";345;"yes";"no";"telephone";22;"jul";605;1;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";1287;"yes";"no";"cellular";14;"jul";330;2;-1;0;"unknown";"no" +56;"management";"married";"unknown";"no";353;"no";"yes";"cellular";25;"jul";171;2;-1;0;"unknown";"no" +56;"technician";"married";"secondary";"no";205;"no";"yes";"cellular";23;"jul";442;2;-1;0;"unknown";"no" +49;"entrepreneur";"married";"secondary";"no";687;"yes";"no";"cellular";17;"apr";772;1;-1;0;"unknown";"yes" +38;"unemployed";"married";"primary";"no";1147;"yes";"yes";"unknown";8;"may";249;5;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";4286;"yes";"no";"unknown";9;"may";357;1;-1;0;"unknown";"no" +38;"admin.";"married";"tertiary";"no";605;"no";"no";"cellular";18;"nov";147;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";8545;"yes";"yes";"cellular";6;"may";199;7;167;1;"failure";"no" +55;"management";"married";"unknown";"no";559;"no";"no";"cellular";28;"jan";271;2;-1;0;"unknown";"no" +43;"blue-collar";"single";"primary";"no";2;"yes";"no";"cellular";30;"jul";783;3;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";2;"no";"yes";"cellular";20;"aug";472;2;-1;0;"unknown";"no" +25;"admin.";"single";"tertiary";"no";760;"yes";"no";"cellular";27;"may";223;3;89;2;"failure";"yes" +30;"blue-collar";"married";"primary";"no";1317;"yes";"no";"unknown";21;"may";395;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";182;"no";"no";"cellular";4;"feb";56;1;-1;0;"unknown";"no" +50;"admin.";"married";"primary";"no";276;"no";"yes";"unknown";17;"jun";641;6;-1;0;"unknown";"no" +35;"entrepreneur";"married";"secondary";"no";2971;"no";"no";"cellular";4;"may";429;4;164;2;"failure";"yes" +26;"unemployed";"single";"secondary";"no";1064;"no";"no";"unknown";31;"may";113;1;-1;0;"unknown";"no" +45;"admin.";"married";"unknown";"no";1783;"no";"no";"unknown";20;"jun";11;11;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";-67;"no";"no";"cellular";2;"feb";157;1;-1;0;"unknown";"no" +60;"self-employed";"single";"tertiary";"no";179;"no";"yes";"cellular";29;"jul";79;4;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";1199;"no";"no";"cellular";4;"aug";178;1;1;1;"success";"yes" +47;"blue-collar";"married";"primary";"no";214;"yes";"yes";"unknown";9;"jun";168;1;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";6699;"no";"no";"cellular";9;"nov";425;1;462;1;"failure";"no" +51;"unemployed";"married";"secondary";"no";1760;"no";"yes";"cellular";19;"nov";162;1;-1;0;"unknown";"no" +35;"entrepreneur";"single";"tertiary";"no";145;"yes";"no";"cellular";18;"jul";799;2;-1;0;"unknown";"yes" +35;"unemployed";"married";"secondary";"no";978;"no";"no";"cellular";29;"dec";1370;3;209;3;"success";"yes" +48;"admin.";"single";"secondary";"no";1150;"yes";"no";"unknown";28;"may";357;1;-1;0;"unknown";"no" +37;"admin.";"married";"secondary";"no";121;"no";"no";"cellular";22;"jul";22;6;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";828;"yes";"no";"cellular";16;"apr";215;3;321;3;"other";"no" +34;"admin.";"married";"secondary";"no";244;"yes";"no";"cellular";31;"jul";56;4;-1;0;"unknown";"no" +32;"services";"married";"primary";"no";228;"yes";"no";"cellular";21;"jul";1017;6;-1;0;"unknown";"yes" +30;"management";"single";"tertiary";"no";424;"no";"no";"cellular";16;"apr";298;4;-1;0;"unknown";"yes" +47;"management";"divorced";"tertiary";"no";447;"no";"yes";"unknown";7;"may";126;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";-195;"no";"no";"unknown";20;"sep";9;1;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";1410;"yes";"no";"cellular";5;"feb";8;1;254;5;"failure";"no" +63;"retired";"married";"primary";"no";1084;"no";"no";"cellular";14;"oct";201;1;183;1;"success";"no" +51;"self-employed";"divorced";"primary";"no";10924;"no";"no";"cellular";6;"may";106;2;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";832;"yes";"yes";"cellular";21;"nov";164;1;176;1;"failure";"no" +56;"retired";"married";"tertiary";"no";478;"no";"no";"cellular";5;"feb";97;1;-1;0;"unknown";"no" +60;"management";"single";"tertiary";"no";0;"no";"yes";"cellular";23;"jul";151;1;-1;0;"unknown";"no" +41;"self-employed";"single";"tertiary";"no";3950;"yes";"no";"unknown";30;"may";96;2;-1;0;"unknown";"no" +37;"management";"single";"unknown";"no";504;"yes";"no";"cellular";16;"apr";555;1;-1;0;"unknown";"no" +36;"blue-collar";"single";"secondary";"no";219;"yes";"yes";"cellular";11;"may";270;2;347;1;"failure";"no" +57;"management";"married";"tertiary";"no";1602;"no";"no";"cellular";29;"jul";339;3;-1;0;"unknown";"no" +55;"management";"married";"primary";"no";2587;"no";"no";"cellular";4;"sep";328;2;94;2;"success";"yes" +44;"admin.";"married";"secondary";"no";0;"yes";"yes";"unknown";16;"may";159;1;-1;0;"unknown";"no" +47;"self-employed";"married";"tertiary";"no";2303;"yes";"no";"cellular";6;"may";323;2;364;1;"failure";"no" +31;"blue-collar";"married";"secondary";"no";1660;"yes";"no";"cellular";20;"apr";342;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"yes";32;"yes";"no";"cellular";21;"nov";180;1;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";278;"no";"yes";"cellular";28;"jul";60;3;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";4;"no";"no";"cellular";17;"nov";223;1;96;2;"failure";"no" +29;"management";"married";"tertiary";"no";318;"yes";"no";"cellular";18;"may";1434;2;356;4;"failure";"no" +30;"services";"single";"secondary";"no";209;"yes";"no";"unknown";6;"may";30;2;-1;0;"unknown";"no" +46;"services";"married";"secondary";"no";271;"yes";"no";"unknown";16;"may";134;4;-1;0;"unknown";"no" +27;"management";"single";"unknown";"no";3196;"no";"no";"cellular";9;"feb";10;2;-1;0;"unknown";"no" +48;"admin.";"divorced";"secondary";"no";4099;"no";"no";"cellular";2;"apr";397;2;-1;0;"unknown";"yes" +26;"student";"single";"secondary";"no";2572;"yes";"no";"cellular";5;"may";620;1;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";339;"no";"no";"cellular";21;"nov";6;6;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";0;"yes";"yes";"cellular";7;"may";209;2;-1;0;"unknown";"no" +50;"housemaid";"married";"primary";"no";395;"yes";"no";"unknown";15;"may";419;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";2039;"yes";"no";"cellular";18;"nov";283;2;-1;0;"unknown";"no" +45;"management";"married";"tertiary";"no";5450;"no";"no";"cellular";8;"aug";188;2;-1;0;"unknown";"no" +23;"student";"single";"secondary";"no";780;"no";"no";"cellular";16;"sep";267;1;-1;0;"unknown";"no" +38;"technician";"single";"secondary";"no";0;"yes";"no";"cellular";7;"apr";196;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";8436;"yes";"no";"cellular";17;"apr";245;1;149;2;"failure";"no" +60;"technician";"single";"primary";"no";11262;"no";"no";"cellular";26;"aug";323;1;-1;0;"unknown";"yes" +30;"entrepreneur";"married";"secondary";"no";946;"yes";"no";"cellular";19;"nov";1065;1;183;1;"other";"no" +58;"housemaid";"married";"tertiary";"no";497;"no";"no";"unknown";11;"jun";138;5;-1;0;"unknown";"no" +60;"retired";"married";"primary";"no";55;"no";"no";"cellular";4;"jun";207;1;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";-140;"no";"no";"unknown";25;"jun";456;3;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";-379;"yes";"no";"cellular";5;"aug";261;1;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";-396;"yes";"no";"cellular";11;"may";80;1;308;4;"failure";"no" +30;"services";"single";"secondary";"no";0;"yes";"no";"cellular";18;"may";131;6;363;9;"failure";"no" +40;"management";"married";"primary";"no";733;"yes";"no";"unknown";6;"jun";94;7;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";393;"yes";"no";"cellular";14;"may";567;3;275;4;"failure";"yes" +53;"technician";"divorced";"primary";"no";7290;"yes";"no";"unknown";30;"may";153;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";468;"yes";"no";"cellular";13;"may";109;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";30;"apr";53;1;325;1;"failure";"no" +39;"blue-collar";"married";"primary";"no";3705;"yes";"no";"unknown";16;"jun";77;1;-1;0;"unknown";"no" +59;"retired";"married";"tertiary";"no";9676;"no";"no";"telephone";27;"mar";234;2;-1;0;"unknown";"yes" +37;"services";"married";"secondary";"no";1328;"yes";"no";"telephone";13;"may";121;2;341;4;"failure";"no" +41;"blue-collar";"married";"primary";"no";8;"yes";"no";"cellular";15;"jul";155;2;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";61;"no";"no";"cellular";17;"apr";108;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";6613;"no";"no";"unknown";17;"jun";159;3;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";302;"yes";"no";"unknown";26;"may";208;3;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";1005;"no";"no";"cellular";12;"may";215;1;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";109;"yes";"no";"unknown";6;"may";597;3;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";1240;"yes";"no";"cellular";4;"feb";505;2;260;1;"other";"no" +28;"blue-collar";"single";"primary";"no";0;"yes";"yes";"unknown";3;"jun";380;4;-1;0;"unknown";"no" +64;"retired";"married";"unknown";"no";2923;"no";"no";"cellular";12;"mar";120;1;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";0;"no";"no";"cellular";27;"aug";106;4;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";43;"yes";"no";"cellular";14;"may";332;2;358;2;"failure";"no" +41;"technician";"married";"secondary";"no";288;"yes";"no";"unknown";15;"may";221;4;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";613;"yes";"no";"cellular";4;"jun";80;1;-1;0;"unknown";"no" +37;"technician";"single";"tertiary";"no";6101;"no";"no";"cellular";4;"may";60;5;87;1;"success";"no" +38;"blue-collar";"married";"primary";"no";168;"yes";"yes";"telephone";13;"may";212;3;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";7685;"yes";"no";"cellular";14;"apr";493;3;-1;0;"unknown";"no" +35;"technician";"divorced";"tertiary";"no";4515;"yes";"no";"cellular";19;"nov";98;2;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";517;"no";"yes";"cellular";8;"jul";681;1;-1;0;"unknown";"yes" +27;"blue-collar";"single";"secondary";"no";148;"no";"no";"cellular";22;"jul";203;1;-1;0;"unknown";"no" +48;"retired";"married";"primary";"yes";-285;"no";"yes";"cellular";19;"nov";157;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";887;"no";"no";"unknown";16;"jun";287;1;-1;0;"unknown";"no" +45;"self-employed";"married";"secondary";"no";3098;"yes";"no";"cellular";7;"aug";159;2;-1;0;"unknown";"no" +41;"technician";"married";"tertiary";"no";744;"yes";"no";"unknown";14;"may";125;1;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"no";130;"no";"no";"cellular";8;"jul";202;2;-1;0;"unknown";"no" +44;"management";"married";"secondary";"no";438;"yes";"no";"telephone";8;"may";37;3;303;1;"failure";"no" +54;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";28;"jan";161;1;98;2;"failure";"yes" +49;"management";"married";"tertiary";"no";322;"no";"no";"cellular";6;"aug";72;4;-1;0;"unknown";"no" +34;"blue-collar";"single";"secondary";"no";186;"no";"no";"cellular";2;"feb";342;1;-1;0;"unknown";"no" +75;"retired";"divorced";"tertiary";"no";3810;"yes";"no";"cellular";16;"nov";262;1;183;1;"failure";"yes" +42;"management";"married";"tertiary";"no";0;"no";"no";"cellular";13;"aug";325;2;-1;0;"unknown";"no" +53;"blue-collar";"married";"secondary";"no";4380;"no";"no";"telephone";19;"aug";223;7;-1;0;"unknown";"no" +49;"management";"divorced";"tertiary";"no";755;"no";"no";"cellular";31;"jul";1212;4;-1;0;"unknown";"yes" +31;"services";"single";"secondary";"no";2070;"no";"no";"cellular";29;"aug";319;2;-1;0;"unknown";"no" +45;"blue-collar";"single";"primary";"no";999;"no";"no";"cellular";29;"jan";182;2;-1;0;"unknown";"no" +39;"self-employed";"married";"secondary";"no";167;"yes";"yes";"cellular";17;"jul";330;1;-1;0;"unknown";"no" +46;"technician";"married";"secondary";"no";1322;"yes";"yes";"cellular";19;"nov";514;1;-1;0;"unknown";"no" +42;"admin.";"divorced";"secondary";"no";1076;"yes";"no";"unknown";14;"may";213;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";502;"yes";"no";"cellular";7;"may";551;1;351;1;"failure";"no" +26;"technician";"single";"tertiary";"no";1216;"yes";"no";"cellular";16;"apr";472;2;-1;0;"unknown";"no" +37;"management";"single";"tertiary";"no";876;"yes";"no";"cellular";15;"apr";140;4;327;2;"failure";"no" +36;"services";"single";"secondary";"no";342;"yes";"no";"unknown";7;"may";142;1;-1;0;"unknown";"no" +29;"blue-collar";"single";"primary";"no";950;"yes";"no";"unknown";4;"jun";135;3;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";973;"yes";"yes";"unknown";23;"may";293;1;-1;0;"unknown";"no" +26;"technician";"married";"tertiary";"no";3825;"yes";"no";"unknown";13;"may";107;1;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";2366;"yes";"no";"unknown";20;"may";127;2;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";542;"yes";"no";"cellular";20;"nov";1816;1;-1;0;"unknown";"no" +53;"management";"married";"primary";"no";995;"no";"no";"cellular";4;"feb";200;3;-1;0;"unknown";"no" +29;"management";"married";"tertiary";"no";20;"yes";"no";"cellular";12;"may";418;1;-1;0;"unknown";"no" +34;"technician";"single";"tertiary";"no";228;"yes";"no";"cellular";22;"jul";387;4;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";130;"no";"no";"cellular";5;"may";156;1;337;3;"failure";"no" +56;"management";"married";"tertiary";"no";217;"no";"yes";"cellular";21;"jul";121;2;-1;0;"unknown";"no" +55;"entrepreneur";"divorced";"tertiary";"no";0;"no";"no";"unknown";6;"jun";108;2;-1;0;"unknown";"no" +31;"self-employed";"married";"tertiary";"no";259;"yes";"no";"cellular";7;"may";47;1;-1;0;"unknown";"no" +27;"admin.";"single";"secondary";"no";619;"yes";"no";"cellular";20;"apr";16;5;322;4;"other";"no" +36;"management";"married";"secondary";"no";644;"yes";"no";"cellular";18;"nov";54;2;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";22;"yes";"no";"cellular";6;"aug";265;2;-1;0;"unknown";"no" +37;"admin.";"divorced";"tertiary";"no";4303;"yes";"no";"unknown";23;"may";168;1;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";239;"yes";"no";"cellular";7;"may";115;3;-1;0;"unknown";"no" +42;"technician";"single";"secondary";"no";275;"no";"no";"cellular";26;"aug";31;8;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";1221;"yes";"no";"telephone";25;"jul";279;4;-1;0;"unknown";"yes" +62;"retired";"married";"secondary";"no";816;"no";"no";"cellular";1;"sep";28;2;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";1222;"yes";"no";"cellular";20;"apr";369;1;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";2363;"yes";"no";"unknown";13;"may";247;1;-1;0;"unknown";"no" +66;"retired";"married";"tertiary";"no";2262;"no";"no";"cellular";22;"apr";155;1;-1;0;"unknown";"no" +47;"admin.";"married";"secondary";"no";2;"no";"no";"cellular";10;"jul";89;1;-1;0;"unknown";"no" +39;"entrepreneur";"married";"tertiary";"no";2;"yes";"no";"cellular";17;"nov";180;1;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";4508;"yes";"no";"cellular";18;"nov";854;1;-1;0;"unknown";"yes" +35;"admin.";"divorced";"secondary";"no";-402;"yes";"no";"cellular";17;"apr";46;1;-1;0;"unknown";"no" +27;"technician";"married";"secondary";"no";1577;"yes";"yes";"unknown";28;"may";266;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";34;"yes";"no";"cellular";5;"may";321;2;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";795;"no";"no";"cellular";28;"aug";99;24;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";117;"yes";"no";"unknown";9;"may";147;1;-1;0;"unknown";"no" +34;"self-employed";"single";"tertiary";"no";5462;"no";"no";"cellular";30;"apr";430;1;-1;0;"unknown";"yes" +25;"services";"single";"secondary";"no";402;"no";"yes";"cellular";7;"jul";264;1;-1;0;"unknown";"no" +40;"technician";"single";"secondary";"no";641;"no";"no";"cellular";16;"jul";156;6;-1;0;"unknown";"no" +43;"management";"divorced";"tertiary";"no";36;"no";"no";"cellular";26;"may";118;1;102;2;"failure";"no" +55;"unemployed";"married";"tertiary";"no";383;"no";"no";"unknown";6;"may";343;3;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";283;"yes";"no";"cellular";7;"aug";226;3;-1;0;"unknown";"no" +45;"management";"divorced";"tertiary";"no";0;"no";"no";"unknown";1;"jun";5;1;-1;0;"unknown";"no" +35;"blue-collar";"divorced";"secondary";"no";3102;"yes";"no";"cellular";20;"nov";138;1;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";889;"yes";"no";"cellular";10;"sep";185;1;99;5;"success";"yes" +59;"housemaid";"married";"secondary";"no";0;"no";"no";"telephone";3;"feb";722;1;99;4;"failure";"no" +34;"self-employed";"married";"secondary";"no";-370;"yes";"no";"unknown";21;"may";748;1;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";-606;"yes";"no";"unknown";26;"may";142;1;-1;0;"unknown";"no" +40;"management";"single";"secondary";"no";10378;"yes";"no";"cellular";17;"nov";523;3;-1;0;"unknown";"no" +36;"blue-collar";"single";"primary";"no";1313;"yes";"no";"unknown";20;"jun";8;10;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";8969;"yes";"no";"cellular";17;"nov";153;1;-1;0;"unknown";"no" +55;"self-employed";"married";"secondary";"no";-196;"yes";"no";"unknown";20;"may";210;2;-1;0;"unknown";"no" +38;"entrepreneur";"married";"secondary";"yes";15;"yes";"no";"cellular";10;"jul";121;1;-1;0;"unknown";"no" +61;"admin.";"married";"secondary";"no";4608;"no";"no";"cellular";12;"mar";212;1;-1;0;"unknown";"yes" +41;"management";"married";"tertiary";"no";666;"yes";"no";"unknown";21;"may";253;3;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";452;"yes";"no";"unknown";13;"may";139;4;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";149;"yes";"no";"unknown";9;"may";71;1;-1;0;"unknown";"no" +77;"retired";"married";"tertiary";"no";7802;"no";"no";"telephone";4;"may";421;1;92;2;"success";"yes" +35;"services";"married";"secondary";"no";1453;"yes";"no";"unknown";28;"may";199;1;-1;0;"unknown";"no" +54;"blue-collar";"married";"secondary";"no";1480;"yes";"no";"unknown";14;"may";108;1;-1;0;"unknown";"no" +37;"management";"single";"unknown";"no";715;"yes";"no";"unknown";20;"may";247;2;-1;0;"unknown";"no" +56;"management";"single";"secondary";"no";237;"yes";"no";"telephone";9;"jul";236;4;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";694;"yes";"no";"cellular";4;"feb";97;4;196;5;"failure";"no" +40;"management";"married";"tertiary";"no";0;"no";"no";"cellular";14;"jul";109;8;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";55;"yes";"no";"cellular";2;"jun";112;2;-1;0;"unknown";"no" +55;"housemaid";"married";"primary";"no";136;"yes";"no";"unknown";19;"jun";15;10;-1;0;"unknown";"no" +55;"services";"divorced";"secondary";"yes";-404;"yes";"no";"cellular";22;"jul";502;3;-1;0;"unknown";"no" +52;"blue-collar";"married";"primary";"no";779;"yes";"no";"unknown";16;"may";30;3;-1;0;"unknown";"no" +55;"blue-collar";"single";"primary";"no";1187;"yes";"no";"unknown";2;"jun";193;2;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";641;"yes";"no";"cellular";13;"aug";347;2;-1;0;"unknown";"no" +52;"blue-collar";"married";"unknown";"no";826;"yes";"no";"unknown";15;"may";468;2;-1;0;"unknown";"no" +33;"services";"divorced";"secondary";"no";991;"yes";"no";"unknown";27;"may";148;1;-1;0;"unknown";"no" +53;"admin.";"married";"secondary";"no";1796;"no";"no";"telephone";16;"mar";295;1;91;2;"success";"yes" +46;"admin.";"married";"secondary";"no";22;"no";"no";"cellular";26;"aug";388;6;-1;0;"unknown";"yes" +44;"technician";"single";"secondary";"no";244;"yes";"no";"cellular";12;"aug";1735;4;-1;0;"unknown";"yes" +48;"management";"divorced";"tertiary";"no";1328;"yes";"no";"unknown";6;"may";339;1;-1;0;"unknown";"no" +50;"housemaid";"married";"secondary";"no";7317;"yes";"no";"cellular";13;"may";172;1;370;1;"failure";"no" +34;"technician";"single";"secondary";"no";4943;"yes";"yes";"cellular";19;"nov";117;2;-1;0;"unknown";"no" +38;"technician";"single";"secondary";"no";258;"no";"yes";"unknown";20;"jun";587;2;-1;0;"unknown";"no" +42;"management";"single";"tertiary";"no";515;"yes";"no";"cellular";19;"nov";501;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";12607;"no";"no";"cellular";14;"aug";203;5;84;1;"failure";"no" +58;"admin.";"married";"secondary";"no";2;"yes";"yes";"telephone";25;"jul";282;9;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";13;"no";"no";"cellular";28;"aug";110;5;-1;0;"unknown";"no" +19;"student";"single";"primary";"no";103;"no";"no";"cellular";10;"jul";104;2;-1;0;"unknown";"yes" +41;"management";"married";"tertiary";"no";3872;"no";"no";"cellular";15;"oct";231;1;-1;0;"unknown";"no" +31;"unemployed";"married";"secondary";"no";296;"yes";"no";"unknown";20;"may";378;3;-1;0;"unknown";"no" +52;"self-employed";"single";"primary";"no";217;"no";"yes";"cellular";15;"jul";193;6;-1;0;"unknown";"no" +42;"self-employed";"divorced";"tertiary";"no";360;"yes";"no";"unknown";24;"jun";110;5;-1;0;"unknown";"no" +41;"blue-collar";"single";"secondary";"no";428;"yes";"no";"cellular";12;"may";92;1;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";315;"no";"no";"cellular";23;"jun";1407;1;-1;0;"unknown";"yes" +38;"blue-collar";"married";"secondary";"no";121;"yes";"yes";"cellular";6;"feb";168;1;212;2;"failure";"no" +32;"management";"married";"tertiary";"no";820;"yes";"no";"cellular";17;"jul";738;3;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";195;"yes";"no";"cellular";18;"feb";220;1;63;5;"failure";"yes" +48;"management";"divorced";"tertiary";"no";108;"yes";"no";"unknown";27;"may";89;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";-381;"yes";"no";"cellular";31;"jul";30;29;-1;0;"unknown";"no" +45;"unemployed";"divorced";"primary";"no";757;"no";"no";"cellular";20;"apr";103;1;325;4;"failure";"no" +34;"technician";"married";"tertiary";"no";691;"yes";"yes";"unknown";2;"jun";70;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";1925;"yes";"no";"cellular";20;"apr";904;2;-1;0;"unknown";"yes" +34;"management";"married";"tertiary";"no";902;"yes";"no";"cellular";14;"may";159;1;367;2;"other";"no" +61;"retired";"married";"secondary";"no";5207;"no";"no";"cellular";11;"sep";336;1;81;2;"other";"no" +54;"services";"married";"secondary";"no";0;"no";"no";"unknown";19;"jun";220;1;-1;0;"unknown";"no" +50;"entrepreneur";"married";"secondary";"no";665;"no";"no";"telephone";17;"nov";238;1;-1;0;"unknown";"no" +43;"admin.";"divorced";"secondary";"no";738;"yes";"no";"cellular";21;"nov";585;4;191;4;"failure";"no" +47;"blue-collar";"married";"primary";"no";233;"no";"no";"cellular";8;"aug";293;3;-1;0;"unknown";"no" +45;"services";"married";"secondary";"no";-839;"yes";"no";"unknown";28;"may";68;1;-1;0;"unknown";"no" +57;"retired";"married";"primary";"no";5799;"no";"no";"unknown";17;"jun";97;1;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";1033;"yes";"no";"unknown";9;"may";1713;1;-1;0;"unknown";"no" +49;"unemployed";"divorced";"secondary";"no";66;"no";"no";"cellular";9;"jul";218;3;-1;0;"unknown";"no" +43;"services";"married";"primary";"no";2567;"yes";"no";"cellular";14;"may";109;1;360;2;"failure";"no" +40;"management";"married";"tertiary";"no";1584;"yes";"no";"telephone";21;"nov";661;1;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";182;"yes";"no";"cellular";6;"may";145;1;-1;0;"unknown";"no" +58;"management";"married";"primary";"no";76;"yes";"no";"telephone";18;"may";54;4;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";663;"yes";"no";"cellular";20;"apr";111;1;-1;0;"unknown";"no" +46;"technician";"divorced";"secondary";"no";3455;"yes";"no";"unknown";14;"may";566;2;-1;0;"unknown";"no" +29;"blue-collar";"married";"secondary";"no";15;"no";"no";"cellular";3;"jun";136;1;-1;0;"unknown";"no" +52;"blue-collar";"married";"primary";"no";1054;"no";"no";"cellular";4;"aug";273;1;-1;0;"unknown";"no" +45;"management";"married";"tertiary";"no";1529;"no";"no";"cellular";30;"jun";160;1;-1;0;"unknown";"no" +26;"management";"single";"secondary";"no";63;"no";"no";"cellular";28;"jul";76;4;-1;0;"unknown";"no" +40;"technician";"married";"tertiary";"no";0;"no";"no";"cellular";19;"aug";44;1;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";920;"yes";"yes";"unknown";27;"may";239;1;-1;0;"unknown";"no" +47;"admin.";"single";"secondary";"no";3696;"no";"no";"cellular";12;"jul";250;2;181;4;"success";"yes" +27;"technician";"single";"unknown";"no";59;"no";"no";"cellular";15;"jul";792;4;-1;0;"unknown";"no" +27;"services";"married";"secondary";"no";0;"yes";"no";"cellular";23;"jul";198;13;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";157;"yes";"no";"unknown";6;"may";73;1;-1;0;"unknown";"no" +49;"admin.";"married";"secondary";"no";2465;"no";"no";"cellular";20;"aug";157;3;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";24;"jul";90;6;-1;0;"unknown";"no" +47;"self-employed";"married";"secondary";"yes";2;"no";"no";"cellular";5;"feb";236;2;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";0;"no";"no";"cellular";16;"jul";118;5;-1;0;"unknown";"no" +39;"management";"single";"tertiary";"no";12437;"no";"no";"telephone";18;"nov";40;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";378;"yes";"no";"cellular";17;"apr";346;1;-1;0;"unknown";"no" +54;"blue-collar";"married";"primary";"no";211;"no";"no";"unknown";19;"jun";200;2;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";-228;"yes";"no";"cellular";20;"apr";187;3;332;3;"other";"no" +63;"retired";"married";"secondary";"no";2747;"no";"no";"cellular";11;"sep";113;1;80;1;"failure";"no" +42;"self-employed";"married";"tertiary";"no";1932;"yes";"no";"unknown";16;"may";192;32;-1;0;"unknown";"no" +43;"technician";"single";"secondary";"no";11269;"no";"no";"unknown";29;"may";92;1;-1;0;"unknown";"no" +37;"admin.";"married";"secondary";"no";1314;"yes";"no";"cellular";8;"may";682;2;85;7;"success";"no" +55;"blue-collar";"married";"primary";"no";2275;"no";"no";"cellular";25;"aug";139;9;-1;0;"unknown";"no" +43;"management";"single";"tertiary";"no";1304;"no";"no";"cellular";6;"aug";501;2;-1;0;"unknown";"yes" +41;"blue-collar";"married";"secondary";"yes";720;"no";"yes";"cellular";24;"jul";651;1;-1;0;"unknown";"yes" +47;"technician";"divorced";"secondary";"no";2914;"yes";"no";"cellular";18;"aug";405;13;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";1464;"yes";"no";"unknown";23;"may";350;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";11555;"no";"no";"cellular";8;"apr";125;2;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";-302;"yes";"no";"cellular";13;"may";36;2;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";2497;"yes";"no";"cellular";21;"nov";35;1;176;1;"failure";"no" +35;"blue-collar";"married";"secondary";"no";-339;"yes";"no";"unknown";8;"may";389;2;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";56;"yes";"yes";"cellular";29;"jan";194;1;247;1;"failure";"no" +26;"self-employed";"single";"tertiary";"no";211;"no";"no";"cellular";29;"jan";168;3;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";3611;"yes";"no";"unknown";4;"jun";347;3;-1;0;"unknown";"no" +59;"unemployed";"married";"primary";"no";0;"no";"no";"cellular";30;"jan";3025;2;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";459;"no";"no";"cellular";16;"mar";83;13;-1;0;"unknown";"no" +46;"entrepreneur";"married";"unknown";"no";242;"yes";"no";"unknown";9;"may";332;2;-1;0;"unknown";"no" +50;"self-employed";"married";"secondary";"no";1138;"no";"no";"cellular";14;"aug";219;10;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";1319;"yes";"no";"cellular";16;"apr";427;1;150;1;"failure";"no" +81;"retired";"married";"secondary";"no";1;"no";"no";"cellular";19;"aug";65;5;-1;0;"unknown";"no" +35;"services";"divorced";"secondary";"no";67;"yes";"no";"cellular";5;"may";192;2;-1;0;"unknown";"no" +58;"retired";"married";"unknown";"no";937;"no";"no";"cellular";5;"aug";155;1;-1;0;"unknown";"no" +44;"services";"married";"secondary";"no";0;"yes";"yes";"cellular";11;"may";161;1;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";-558;"yes";"no";"cellular";21;"jul";533;1;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";171;"no";"no";"cellular";4;"feb";19;3;175;2;"other";"no" +33;"technician";"single";"tertiary";"no";696;"no";"yes";"cellular";5;"feb";193;1;176;8;"failure";"no" +29;"management";"married";"tertiary";"no";361;"yes";"yes";"cellular";28;"jul";819;3;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";227;"no";"no";"cellular";30;"apr";278;1;-1;0;"unknown";"yes" +31;"admin.";"married";"secondary";"no";236;"yes";"yes";"telephone";4;"may";211;3;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";-53;"no";"no";"cellular";29;"jan";617;2;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";192;"yes";"no";"cellular";23;"jul";61;2;-1;0;"unknown";"no" +43;"management";"divorced";"tertiary";"no";38;"yes";"no";"cellular";25;"jul";197;6;-1;0;"unknown";"no" +32;"self-employed";"single";"secondary";"no";518;"yes";"no";"cellular";18;"may";34;7;-1;0;"unknown";"no" +36;"self-employed";"married";"tertiary";"no";16;"yes";"yes";"cellular";18;"jul";95;4;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";-256;"yes";"no";"unknown";3;"jun";147;2;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";105;"no";"yes";"cellular";4;"jul";668;2;-1;0;"unknown";"no" +45;"self-employed";"married";"tertiary";"no";334;"no";"no";"unknown";5;"jun";87;2;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"no";1048;"no";"yes";"cellular";21;"jul";405;1;-1;0;"unknown";"no" +41;"services";"married";"secondary";"no";108;"yes";"yes";"unknown";13;"may";83;7;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";660;"no";"no";"cellular";22;"jun";115;1;-1;0;"unknown";"no" +37;"unemployed";"single";"tertiary";"yes";0;"yes";"no";"cellular";10;"jul";108;1;-1;0;"unknown";"no" +28;"entrepreneur";"married";"unknown";"no";1034;"no";"no";"cellular";29;"jan";113;1;-1;0;"unknown";"no" +47;"housemaid";"married";"primary";"no";201;"yes";"no";"cellular";7;"aug";58;2;382;1;"failure";"no" +37;"housemaid";"married";"primary";"no";189;"no";"no";"cellular";8;"aug";148;4;-1;0;"unknown";"no" +60;"retired";"divorced";"unknown";"no";-49;"yes";"no";"cellular";29;"jan";188;1;261;2;"failure";"no" +43;"technician";"divorced";"secondary";"no";1413;"yes";"no";"telephone";28;"jul";75;3;-1;0;"unknown";"no" +58;"retired";"divorced";"tertiary";"no";264;"yes";"yes";"cellular";8;"jul";523;3;-1;0;"unknown";"no" +52;"entrepreneur";"married";"tertiary";"no";54;"yes";"yes";"telephone";18;"nov";103;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";12519;"yes";"no";"cellular";17;"apr";146;2;147;4;"success";"no" +32;"services";"single";"secondary";"no";2881;"no";"no";"cellular";2;"jul";356;1;-1;0;"unknown";"yes" +42;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";17;"jul";71;1;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";88;"yes";"yes";"cellular";8;"aug";189;2;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";1020;"yes";"no";"unknown";28;"may";251;1;-1;0;"unknown";"no" +36;"technician";"divorced";"tertiary";"no";119;"no";"no";"cellular";23;"jul";127;8;-1;0;"unknown";"no" +51;"unemployed";"single";"tertiary";"no";1594;"no";"no";"telephone";4;"feb";197;1;-1;0;"unknown";"no" +46;"technician";"married";"tertiary";"no";342;"yes";"yes";"cellular";5;"may";84;1;-1;0;"unknown";"no" +50;"services";"single";"secondary";"no";72;"no";"no";"unknown";8;"may";141;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";14;"yes";"no";"unknown";2;"jun";171;1;-1;0;"unknown";"no" +26;"entrepreneur";"single";"tertiary";"no";81;"no";"no";"cellular";21;"jul";262;3;-1;0;"unknown";"no" +41;"self-employed";"married";"tertiary";"no";231;"no";"no";"cellular";7;"aug";352;2;-1;0;"unknown";"yes" +39;"technician";"married";"tertiary";"no";1161;"yes";"no";"cellular";9;"apr";236;1;336;1;"failure";"no" +31;"blue-collar";"married";"secondary";"no";-45;"yes";"no";"unknown";2;"jun";184;1;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";231;"yes";"yes";"cellular";25;"jul";568;2;-1;0;"unknown";"no" +31;"management";"single";"secondary";"no";36;"no";"no";"cellular";27;"aug";105;2;-1;0;"unknown";"no" +30;"technician";"married";"tertiary";"no";1570;"yes";"no";"cellular";26;"may";260;1;-1;0;"unknown";"no" +35;"technician";"married";"tertiary";"no";7050;"no";"no";"cellular";11;"aug";222;3;182;4;"success";"yes" +33;"blue-collar";"married";"primary";"no";3704;"yes";"no";"unknown";6;"jun";447;2;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";6619;"yes";"no";"cellular";21;"aug";239;8;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";-84;"yes";"no";"cellular";11;"may";426;1;-1;0;"unknown";"no" +40;"management";"single";"tertiary";"no";1509;"no";"no";"cellular";12;"may";333;1;58;3;"failure";"no" +31;"self-employed";"married";"tertiary";"no";1134;"no";"no";"cellular";6;"feb";174;2;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";146;"yes";"yes";"unknown";15;"may";284;2;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";9449;"yes";"no";"cellular";8;"may";428;1;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"no";374;"yes";"yes";"cellular";16;"jul";236;1;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";88;"no";"no";"cellular";29;"aug";150;2;-1;0;"unknown";"no" +59;"management";"married";"tertiary";"no";2764;"no";"no";"cellular";24;"dec";237;1;206;2;"failure";"no" +30;"management";"single";"tertiary";"no";2;"yes";"yes";"cellular";25;"jul";1031;8;-1;0;"unknown";"yes" +33;"technician";"married";"tertiary";"no";8023;"no";"no";"cellular";30;"nov";107;1;105;3;"failure";"no" +52;"blue-collar";"married";"secondary";"no";289;"yes";"no";"unknown";21;"may";45;13;-1;0;"unknown";"no" +83;"retired";"married";"secondary";"no";0;"no";"no";"cellular";18;"mar";140;10;-1;0;"unknown";"no" +58;"self-employed";"divorced";"tertiary";"no";1382;"no";"no";"unknown";9;"jun";700;1;-1;0;"unknown";"yes" +33;"management";"divorced";"tertiary";"yes";280;"no";"yes";"cellular";18;"nov";155;1;-1;0;"unknown";"no" +41;"blue-collar";"divorced";"primary";"no";2195;"yes";"no";"unknown";3;"jun";211;5;-1;0;"unknown";"no" +31;"self-employed";"married";"secondary";"no";33;"no";"no";"cellular";6;"aug";165;4;-1;0;"unknown";"no" +35;"blue-collar";"divorced";"secondary";"no";275;"no";"yes";"cellular";10;"jul";144;5;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";703;"yes";"no";"unknown";5;"jun";590;3;-1;0;"unknown";"yes" +57;"admin.";"divorced";"unknown";"no";887;"no";"no";"unknown";20;"jun";43;8;-1;0;"unknown";"no" +56;"unknown";"married";"unknown";"no";0;"no";"no";"unknown";20;"jun";471;2;-1;0;"unknown";"no" +53;"admin.";"single";"secondary";"no";1178;"yes";"no";"unknown";15;"may";295;2;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";2763;"yes";"no";"unknown";2;"jun";526;2;-1;0;"unknown";"yes" +32;"entrepreneur";"single";"tertiary";"no";890;"yes";"yes";"cellular";28;"aug";27;10;-1;0;"unknown";"no" +46;"self-employed";"married";"secondary";"no";548;"no";"no";"cellular";12;"aug";1181;4;-1;0;"unknown";"yes" +56;"technician";"married";"tertiary";"no";272;"no";"no";"cellular";26;"aug";103;2;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";6269;"yes";"no";"telephone";18;"nov";249;3;112;2;"failure";"no" +29;"entrepreneur";"married";"secondary";"no";178;"yes";"no";"cellular";5;"may";231;4;-1;0;"unknown";"no" +60;"management";"married";"primary";"no";252;"yes";"yes";"cellular";13;"apr";123;2;147;3;"failure";"no" +33;"housemaid";"single";"tertiary";"no";23663;"yes";"no";"cellular";16;"apr";199;2;146;2;"failure";"no" +27;"entrepreneur";"single";"tertiary";"no";81;"no";"no";"cellular";5;"feb";197;1;199;3;"failure";"no" +50;"self-employed";"divorced";"tertiary";"no";59;"yes";"no";"unknown";28;"may";67;2;-1;0;"unknown";"no" +45;"services";"married";"secondary";"no";1343;"no";"yes";"cellular";8;"jul";220;1;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";225;"no";"no";"cellular";7;"aug";122;6;-1;0;"unknown";"no" +59;"retired";"married";"primary";"no";0;"yes";"no";"unknown";26;"may";104;7;-1;0;"unknown";"no" +58;"retired";"divorced";"primary";"no";2538;"yes";"no";"cellular";31;"jul";307;6;-1;0;"unknown";"no" +64;"retired";"married";"primary";"no";43;"no";"no";"cellular";11;"mar";117;1;91;1;"success";"no" +47;"technician";"married";"secondary";"no";57;"no";"no";"cellular";5;"may";253;1;342;1;"success";"no" +40;"management";"married";"tertiary";"no";-117;"yes";"no";"cellular";17;"jul";770;2;-1;0;"unknown";"no" +36;"technician";"divorced";"secondary";"no";666;"yes";"yes";"cellular";3;"apr";190;1;133;1;"other";"no" +28;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";16;"jul";767;5;-1;0;"unknown";"yes" +38;"technician";"single";"tertiary";"no";25;"yes";"no";"cellular";1;"jun";232;2;-1;0;"unknown";"yes" +53;"entrepreneur";"married";"primary";"no";1034;"yes";"no";"cellular";19;"nov";854;2;170;3;"other";"no" +46;"blue-collar";"single";"secondary";"no";324;"yes";"no";"unknown";30;"may";293;6;-1;0;"unknown";"no" +54;"technician";"married";"secondary";"no";0;"no";"no";"telephone";16;"nov";986;1;94;8;"failure";"no" +32;"management";"married";"tertiary";"no";0;"no";"no";"cellular";19;"nov";66;1;-1;0;"unknown";"no" +55;"management";"married";"primary";"no";621;"no";"yes";"cellular";2;"feb";114;1;208;1;"failure";"no" +55;"retired";"divorced";"secondary";"no";138;"no";"no";"cellular";17;"jul";205;1;-1;0;"unknown";"no" +56;"technician";"married";"secondary";"no";4063;"no";"yes";"telephone";28;"jul";31;4;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";11084;"no";"no";"unknown";11;"jun";113;1;-1;0;"unknown";"no" +44;"technician";"married";"secondary";"no";310;"yes";"no";"cellular";6;"feb";200;1;253;1;"failure";"no" +32;"entrepreneur";"married";"unknown";"no";73;"yes";"no";"cellular";21;"nov";158;1;135;1;"failure";"no" +33;"management";"married";"tertiary";"no";1808;"yes";"no";"unknown";4;"jun";99;4;-1;0;"unknown";"no" +41;"unemployed";"divorced";"secondary";"no";1281;"no";"no";"cellular";31;"jul";45;3;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";64;"yes";"no";"cellular";12;"may";239;4;278;2;"other";"no" +58;"management";"single";"tertiary";"no";2;"yes";"no";"telephone";11;"may";168;3;-1;0;"unknown";"no" +52;"blue-collar";"married";"secondary";"no";60;"no";"yes";"cellular";26;"aug";196;2;-1;0;"unknown";"no" +49;"services";"single";"secondary";"no";133;"no";"no";"unknown";11;"jun";319;6;-1;0;"unknown";"no" +44;"housemaid";"married";"primary";"no";3706;"no";"no";"unknown";17;"jun";209;3;-1;0;"unknown";"no" +28;"admin.";"single";"unknown";"no";174;"no";"no";"cellular";28;"sep";184;1;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";251;"no";"yes";"cellular";29;"aug";156;2;-1;0;"unknown";"no" +37;"self-employed";"married";"secondary";"no";4153;"yes";"no";"cellular";31;"jul";35;16;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";985;"yes";"no";"cellular";19;"feb";88;2;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";168;"no";"no";"cellular";1;"jun";347;3;140;2;"success";"yes" +46;"services";"married";"secondary";"no";1550;"yes";"no";"cellular";16;"apr";126;2;149;8;"failure";"no" +47;"management";"married";"tertiary";"no";7708;"yes";"no";"cellular";21;"nov";157;5;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";-12;"yes";"no";"unknown";12;"may";212;5;-1;0;"unknown";"no" +80;"management";"married";"primary";"no";6483;"no";"no";"telephone";19;"oct";123;1;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";60;"yes";"yes";"unknown";7;"may";306;5;-1;0;"unknown";"no" +55;"technician";"single";"secondary";"no";3339;"yes";"no";"unknown";2;"jun";63;1;-1;0;"unknown";"no" +22;"student";"single";"tertiary";"no";1161;"no";"yes";"cellular";16;"jun";119;1;-1;0;"unknown";"no" +33;"blue-collar";"single";"primary";"no";599;"yes";"no";"unknown";21;"may";29;1;-1;0;"unknown";"no" +53;"entrepreneur";"married";"unknown";"no";28;"no";"no";"cellular";31;"jul";117;2;-1;0;"unknown";"no" +49;"management";"married";"tertiary";"no";1430;"no";"no";"cellular";18;"nov";231;2;-1;0;"unknown";"no" +51;"retired";"married";"secondary";"no";35;"no";"yes";"cellular";8;"jul";123;4;-1;0;"unknown";"no" +41;"self-employed";"married";"tertiary";"no";6000;"yes";"no";"cellular";18;"nov";265;1;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";0;"yes";"no";"cellular";15;"jul";144;1;-1;0;"unknown";"no" +36;"blue-collar";"single";"secondary";"no";340;"no";"yes";"unknown";16;"jun";559;3;-1;0;"unknown";"no" +35;"entrepreneur";"married";"tertiary";"no";0;"no";"no";"cellular";5;"may";74;1;168;4;"failure";"no" +29;"services";"married";"secondary";"no";3;"yes";"no";"cellular";10;"jul";183;1;-1;0;"unknown";"no" +40;"technician";"single";"tertiary";"no";445;"yes";"no";"cellular";24;"jul";631;1;-1;0;"unknown";"no" +32;"management";"divorced";"tertiary";"no";874;"no";"no";"cellular";12;"aug";1282;6;-1;0;"unknown";"yes" +48;"blue-collar";"married";"secondary";"no";705;"no";"no";"unknown";13;"may";108;2;-1;0;"unknown";"no" +59;"retired";"married";"unknown";"no";1033;"no";"no";"unknown";11;"jun";1199;1;-1;0;"unknown";"yes" +35;"self-employed";"divorced";"tertiary";"no";1354;"yes";"no";"unknown";23;"may";736;2;-1;0;"unknown";"yes" +33;"technician";"single";"tertiary";"no";123;"no";"no";"cellular";19;"aug";264;1;-1;0;"unknown";"no" +55;"retired";"married";"primary";"no";8894;"no";"no";"unknown";11;"jun";262;1;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";429;"yes";"no";"unknown";13;"may";244;1;-1;0;"unknown";"no" +42;"housemaid";"married";"primary";"no";14752;"no";"no";"unknown";19;"may";107;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";67;"no";"no";"unknown";24;"jun";9;1;-1;0;"unknown";"no" +35;"housemaid";"divorced";"secondary";"no";39;"no";"no";"cellular";31;"jul";149;2;-1;0;"unknown";"no" +28;"technician";"single";"tertiary";"no";102;"no";"no";"cellular";28;"jan";321;2;-1;0;"unknown";"no" +25;"student";"single";"secondary";"no";1790;"no";"no";"cellular";17;"apr";224;1;322;3;"failure";"no" +56;"management";"single";"tertiary";"no";15311;"no";"no";"cellular";29;"apr";157;6;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";-635;"no";"no";"cellular";25;"jul";250;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";115;"no";"no";"cellular";11;"aug";209;4;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";10786;"no";"no";"unknown";20;"jun";111;3;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";498;"yes";"no";"cellular";8;"may";55;2;298;4;"failure";"no" +39;"blue-collar";"married";"secondary";"no";1045;"yes";"yes";"cellular";9;"jul";290;13;-1;0;"unknown";"no" +48;"entrepreneur";"married";"tertiary";"no";810;"no";"no";"unknown";6;"jun";383;1;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";-162;"yes";"no";"cellular";18;"may";380;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";55;"no";"no";"cellular";2;"feb";124;3;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";586;"yes";"yes";"unknown";8;"may";224;2;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";455;"no";"no";"cellular";29;"jan";240;1;182;8;"other";"no" +31;"management";"married";"tertiary";"no";1010;"yes";"no";"cellular";15;"may";385;3;364;9;"other";"no" +37;"management";"single";"tertiary";"no";509;"yes";"no";"cellular";6;"may";133;1;-1;0;"unknown";"no" +29;"student";"single";"unknown";"no";2929;"no";"no";"cellular";11;"aug";91;1;-1;0;"unknown";"no" +57;"technician";"married";"secondary";"no";3071;"yes";"yes";"cellular";7;"may";63;3;-1;0;"unknown";"no" +47;"management";"single";"tertiary";"no";153;"yes";"no";"cellular";18;"nov";192;2;-1;0;"unknown";"no" +38;"self-employed";"single";"secondary";"no";1146;"yes";"no";"unknown";21;"may";91;2;-1;0;"unknown";"no" +48;"blue-collar";"married";"primary";"no";1092;"no";"yes";"cellular";18;"nov";79;1;172;8;"failure";"no" +50;"management";"married";"tertiary";"no";3463;"no";"yes";"cellular";28;"oct";96;1;-1;0;"unknown";"yes" +33;"admin.";"married";"secondary";"no";1158;"yes";"no";"cellular";20;"apr";25;2;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";26;"yes";"no";"cellular";7;"may";227;2;-1;0;"unknown";"no" +30;"services";"single";"secondary";"no";566;"no";"no";"cellular";5;"feb";110;1;-1;0;"unknown";"no" +52;"technician";"divorced";"secondary";"no";204;"no";"no";"cellular";7;"aug";134;2;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";480;"no";"no";"cellular";20;"oct";213;1;-1;0;"unknown";"yes" +36;"technician";"single";"secondary";"no";1855;"yes";"no";"cellular";4;"feb";75;1;273;1;"failure";"no" +46;"services";"married";"secondary";"no";1034;"no";"no";"cellular";8;"aug";109;2;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";3250;"no";"no";"cellular";20;"aug";162;3;-1;0;"unknown";"no" +28;"management";"single";"secondary";"no";1633;"no";"no";"cellular";5;"jun";275;1;-1;0;"unknown";"yes" +46;"services";"married";"secondary";"no";0;"yes";"no";"cellular";22;"jun";154;1;124;1;"other";"no" +55;"retired";"married";"primary";"no";3334;"no";"no";"cellular";14;"aug";632;4;-1;0;"unknown";"yes" +33;"management";"married";"tertiary";"no";4020;"yes";"yes";"cellular";15;"apr";251;1;-1;0;"unknown";"no" +53;"management";"married";"secondary";"no";66;"no";"yes";"telephone";8;"jul";141;1;-1;0;"unknown";"no" +41;"technician";"single";"secondary";"no";-41;"yes";"yes";"cellular";3;"apr";154;1;-1;0;"unknown";"no" +60;"blue-collar";"married";"secondary";"no";322;"yes";"no";"cellular";7;"may";63;1;-1;0;"unknown";"no" +35;"entrepreneur";"married";"primary";"no";2643;"no";"yes";"cellular";8;"jul";259;1;-1;0;"unknown";"no" +43;"blue-collar";"divorced";"primary";"no";49;"yes";"no";"unknown";9;"may";100;1;-1;0;"unknown";"no" +57;"admin.";"divorced";"primary";"no";1;"no";"no";"unknown";15;"may";17;10;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";3098;"yes";"no";"telephone";21;"nov";192;9;-1;0;"unknown";"no" +31;"blue-collar";"married";"primary";"no";352;"yes";"no";"unknown";19;"may";97;9;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";65;"no";"no";"cellular";25;"aug";41;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";1949;"yes";"no";"unknown";2;"jun";200;3;-1;0;"unknown";"no" +32;"admin.";"single";"secondary";"no";739;"yes";"no";"cellular";20;"nov";91;3;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";1167;"yes";"yes";"cellular";1;"jun";264;1;-1;0;"unknown";"yes" +50;"admin.";"married";"secondary";"no";231;"yes";"no";"cellular";21;"nov";397;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";1136;"yes";"no";"unknown";21;"may";86;1;-1;0;"unknown";"no" +42;"entrepreneur";"married";"tertiary";"no";233;"no";"no";"cellular";5;"feb";446;1;-1;0;"unknown";"no" +59;"admin.";"married";"secondary";"no";817;"no";"no";"cellular";9;"apr";304;1;-1;0;"unknown";"no" +27;"blue-collar";"single";"primary";"no";1128;"yes";"no";"unknown";30;"jun";88;4;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";1831;"yes";"no";"cellular";20;"apr";86;2;-1;0;"unknown";"no" +35;"technician";"single";"secondary";"no";450;"yes";"no";"cellular";13;"may";63;1;-1;0;"unknown";"no" +28;"services";"married";"secondary";"no";0;"yes";"no";"cellular";5;"may";335;2;281;8;"failure";"no" +37;"management";"divorced";"secondary";"no";414;"no";"no";"cellular";29;"jan";293;2;162;4;"failure";"no" +57;"management";"married";"primary";"no";1052;"yes";"no";"unknown";13;"may";227;4;-1;0;"unknown";"no" +42;"admin.";"single";"secondary";"no";1022;"yes";"no";"unknown";5;"may";146;2;-1;0;"unknown";"no" +55;"admin.";"married";"primary";"no";343;"yes";"no";"cellular";14;"jul";276;3;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";1944;"yes";"no";"cellular";15;"apr";238;3;323;2;"failure";"no" +26;"blue-collar";"single";"secondary";"no";-32;"yes";"yes";"cellular";31;"jul";14;6;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";1781;"yes";"no";"unknown";19;"may";144;2;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";350;"no";"no";"cellular";8;"jul";367;1;-1;0;"unknown";"no" +33;"unemployed";"married";"secondary";"no";2;"yes";"no";"cellular";16;"jul";132;1;-1;0;"unknown";"no" +24;"blue-collar";"single";"primary";"no";111;"yes";"yes";"unknown";27;"may";42;4;-1;0;"unknown";"no" +37;"management";"divorced";"tertiary";"no";168;"yes";"no";"unknown";5;"jun";227;1;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";3;"no";"no";"telephone";18;"may";40;8;349;6;"failure";"no" +30;"technician";"single";"secondary";"no";102;"yes";"no";"unknown";7;"may";614;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";15;"may";270;1;-1;0;"unknown";"no" +55;"unknown";"married";"primary";"no";159;"no";"no";"unknown";4;"sep";15;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";1134;"yes";"no";"unknown";23;"may";304;2;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";352;"yes";"no";"cellular";11;"may";79;3;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";865;"yes";"no";"cellular";3;"jun";101;1;-1;0;"unknown";"no" +59;"blue-collar";"married";"primary";"no";179;"yes";"no";"unknown";5;"may";55;3;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";5;"yes";"no";"unknown";19;"may";205;3;-1;0;"unknown";"no" +23;"student";"married";"tertiary";"yes";-230;"yes";"no";"cellular";18;"may";259;2;-1;0;"unknown";"no" +51;"management";"divorced";"tertiary";"no";0;"no";"no";"cellular";13;"aug";60;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";3924;"yes";"no";"cellular";20;"apr";122;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";764;"yes";"no";"cellular";14;"jul";557;5;-1;0;"unknown";"no" +37;"blue-collar";"divorced";"primary";"no";511;"yes";"no";"telephone";11;"may";42;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";4348;"yes";"no";"cellular";28;"aug";373;8;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";3016;"yes";"no";"cellular";14;"jul";80;3;-1;0;"unknown";"no" +26;"student";"single";"secondary";"no";279;"no";"no";"cellular";7;"may";239;3;-1;0;"unknown";"no" +49;"management";"divorced";"tertiary";"no";1405;"no";"no";"unknown";8;"jun";29;1;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";908;"yes";"no";"unknown";20;"jun";1663;1;-1;0;"unknown";"yes" +30;"management";"single";"tertiary";"no";162;"yes";"no";"unknown";20;"may";186;4;-1;0;"unknown";"no" +38;"services";"divorced";"secondary";"no";792;"no";"no";"unknown";6;"jun";430;1;-1;0;"unknown";"no" +58;"management";"married";"secondary";"no";111;"no";"no";"telephone";24;"mar";58;2;-1;0;"unknown";"no" +34;"student";"single";"unknown";"no";1281;"no";"no";"cellular";25;"aug";279;1;117;1;"failure";"no" +53;"services";"divorced";"unknown";"no";1012;"yes";"no";"cellular";28;"jul";332;2;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";2881;"no";"no";"cellular";5;"aug";510;2;2;5;"other";"no" +30;"blue-collar";"single";"secondary";"no";445;"yes";"no";"cellular";16;"apr";218;1;330;2;"failure";"no" +40;"management";"married";"secondary";"no";643;"yes";"no";"cellular";17;"apr";74;2;256;1;"failure";"no" +57;"housemaid";"single";"secondary";"no";254;"no";"no";"cellular";8;"oct";676;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";-1212;"yes";"no";"cellular";15;"may";1259;2;333;18;"failure";"no" +41;"technician";"married";"secondary";"no";2125;"yes";"yes";"cellular";21;"nov";285;3;116;4;"failure";"no" +53;"technician";"divorced";"unknown";"no";629;"yes";"no";"cellular";8;"may";298;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";-202;"yes";"yes";"cellular";30;"jul";225;4;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";271;"yes";"no";"cellular";13;"may";80;2;268;2;"other";"no" +34;"management";"married";"tertiary";"no";703;"yes";"no";"cellular";14;"apr";342;1;-1;0;"unknown";"yes" +46;"blue-collar";"married";"secondary";"no";-216;"yes";"no";"cellular";28;"jul";404;3;-1;0;"unknown";"no" +45;"services";"divorced";"secondary";"no";88;"no";"yes";"cellular";7;"jul";332;1;-1;0;"unknown";"no" +51;"admin.";"single";"tertiary";"no";16;"yes";"no";"cellular";30;"jan";158;1;-1;0;"unknown";"no" +31;"management";"married";"secondary";"no";466;"yes";"no";"cellular";14;"may";164;1;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";-75;"yes";"no";"cellular";4;"feb";57;1;247;1;"other";"no" +32;"blue-collar";"married";"secondary";"no";456;"no";"no";"cellular";12;"may";121;1;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";77;"yes";"no";"cellular";7;"may";56;1;-1;0;"unknown";"no" +37;"services";"single";"secondary";"no";-244;"no";"no";"unknown";3;"jul";178;1;-1;0;"unknown";"no" +27;"blue-collar";"single";"primary";"no";1209;"no";"no";"cellular";29;"jan";283;1;-1;0;"unknown";"no" +27;"services";"married";"secondary";"no";58;"yes";"no";"cellular";7;"may";113;1;337;2;"other";"no" +50;"management";"married";"secondary";"yes";421;"no";"no";"cellular";20;"nov";22;5;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";112;"yes";"no";"cellular";2;"feb";159;2;271;1;"failure";"no" +40;"self-employed";"married";"tertiary";"no";13669;"no";"no";"cellular";15;"oct";138;1;136;8;"other";"no" +43;"management";"married";"tertiary";"no";1429;"yes";"no";"cellular";19;"nov";1015;1;198;2;"other";"yes" +39;"technician";"married";"tertiary";"no";794;"no";"no";"telephone";2;"feb";182;1;-1;0;"unknown";"no" +31;"entrepreneur";"single";"tertiary";"no";1957;"no";"no";"cellular";4;"feb";112;3;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";454;"yes";"no";"cellular";10;"jul";114;1;-1;0;"unknown";"no" +32;"blue-collar";"single";"primary";"no";882;"no";"yes";"cellular";29;"jul";80;8;-1;0;"unknown";"no" +47;"unemployed";"married";"primary";"no";168;"yes";"no";"telephone";30;"jan";66;1;241;1;"other";"no" +35;"management";"single";"tertiary";"no";714;"yes";"no";"cellular";26;"aug";135;22;-1;0;"unknown";"no" +42;"management";"single";"tertiary";"no";0;"no";"no";"cellular";7;"sep";99;1;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";1996;"no";"no";"unknown";5;"jun";761;2;-1;0;"unknown";"yes" +59;"retired";"married";"secondary";"no";163;"no";"no";"cellular";24;"jul";464;1;-1;0;"unknown";"no" +38;"admin.";"married";"secondary";"no";3190;"yes";"no";"unknown";20;"jun";20;2;-1;0;"unknown";"no" +50;"unemployed";"married";"secondary";"no";1772;"no";"no";"cellular";29;"jul";206;4;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";-151;"no";"no";"cellular";8;"jul";283;2;-1;0;"unknown";"no" +55;"housemaid";"married";"primary";"no";16;"no";"no";"unknown";20;"jun";64;1;-1;0;"unknown";"no" +39;"services";"single";"secondary";"no";7066;"yes";"no";"cellular";15;"may";667;3;357;3;"other";"yes" +31;"technician";"single";"tertiary";"no";454;"no";"no";"cellular";4;"feb";73;3;-1;0;"unknown";"no" +37;"entrepreneur";"married";"tertiary";"no";4798;"yes";"no";"unknown";20;"may";156;2;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"yes";-298;"yes";"no";"unknown";3;"jun";559;7;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";439;"no";"no";"cellular";20;"aug";143;2;-1;0;"unknown";"no" +40;"services";"divorced";"secondary";"no";1927;"yes";"no";"unknown";15;"may";62;1;-1;0;"unknown";"no" +59;"management";"single";"secondary";"no";671;"yes";"yes";"cellular";29;"jan";219;2;259;5;"failure";"no" +40;"services";"single";"secondary";"no";65;"yes";"no";"cellular";15;"may";15;3;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";-932;"yes";"no";"cellular";16;"apr";567;1;-1;0;"unknown";"no" +38;"technician";"single";"secondary";"no";4366;"yes";"no";"cellular";29;"jul";188;2;-1;0;"unknown";"no" +54;"retired";"married";"primary";"no";0;"yes";"no";"cellular";11;"jul";159;2;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";4900;"yes";"no";"telephone";31;"jul";121;2;-1;0;"unknown";"no" +55;"housemaid";"divorced";"primary";"no";976;"no";"no";"cellular";28;"jun";345;1;94;3;"other";"yes" +33;"management";"married";"tertiary";"no";148;"no";"no";"unknown";20;"may";717;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";5;"no";"no";"cellular";18;"aug";71;3;-1;0;"unknown";"no" +36;"management";"married";"secondary";"no";-148;"no";"no";"cellular";18;"nov";144;2;-1;0;"unknown";"no" +48;"technician";"divorced";"tertiary";"no";113;"no";"yes";"cellular";22;"jul";38;1;-1;0;"unknown";"no" +42;"management";"married";"secondary";"no";-105;"yes";"no";"cellular";28;"aug";60;2;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";624;"no";"no";"cellular";17;"sep";336;2;183;2;"success";"yes" +49;"technician";"married";"secondary";"yes";-1680;"yes";"yes";"unknown";27;"jun";92;4;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";-461;"no";"no";"cellular";11;"may";254;2;353;1;"failure";"no" +34;"technician";"single";"tertiary";"no";144;"yes";"yes";"cellular";14;"oct";104;1;85;19;"failure";"no" +51;"entrepreneur";"divorced";"tertiary";"no";4;"yes";"yes";"cellular";20;"apr";74;5;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";309;"no";"no";"cellular";19;"aug";156;2;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";866;"no";"no";"cellular";29;"jan";146;2;-1;0;"unknown";"no" +41;"admin.";"single";"secondary";"no";1020;"yes";"no";"unknown";19;"may";882;1;-1;0;"unknown";"yes" +49;"self-employed";"married";"primary";"no";489;"yes";"no";"unknown";27;"may";84;4;-1;0;"unknown";"no" +43;"management";"married";"primary";"no";8167;"yes";"no";"unknown";19;"may";114;2;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";-255;"no";"yes";"unknown";2;"jul";957;3;-1;0;"unknown";"no" +54;"retired";"married";"secondary";"no";3671;"no";"no";"unknown";11;"jun";67;3;-1;0;"unknown";"no" +33;"blue-collar";"divorced";"primary";"no";636;"yes";"no";"cellular";9;"jul";211;11;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";141;"yes";"no";"cellular";19;"aug";299;2;-1;0;"unknown";"no" +56;"technician";"married";"secondary";"no";150;"yes";"yes";"cellular";11;"may";102;6;349;1;"failure";"no" +57;"technician";"married";"secondary";"no";839;"no";"yes";"unknown";5;"may";225;1;-1;0;"unknown";"no" +31;"housemaid";"single";"primary";"no";26965;"no";"no";"cellular";21;"apr";654;2;-1;0;"unknown";"yes" +33;"technician";"single";"secondary";"no";716;"yes";"no";"cellular";14;"may";234;2;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";2485;"no";"no";"telephone";24;"jul";48;6;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";15030;"yes";"no";"cellular";13;"may";167;1;174;7;"other";"no" +37;"admin.";"married";"secondary";"no";11303;"no";"no";"cellular";26;"may";500;2;-1;0;"unknown";"no" +33;"entrepreneur";"married";"tertiary";"no";595;"no";"no";"cellular";7;"aug";22;2;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";19358;"no";"no";"cellular";19;"nov";258;2;-1;0;"unknown";"no" +31;"self-employed";"single";"secondary";"no";203;"no";"yes";"cellular";19;"nov";177;1;-1;0;"unknown";"no" +28;"technician";"single";"tertiary";"no";183;"yes";"yes";"unknown";28;"may";62;2;-1;0;"unknown";"no" +26;"admin.";"single";"secondary";"no";255;"no";"no";"cellular";30;"apr";457;1;80;1;"success";"yes" +31;"technician";"single";"secondary";"no";102;"yes";"no";"telephone";17;"apr";460;2;345;2;"failure";"no" +50;"housemaid";"divorced";"primary";"no";94;"yes";"no";"cellular";22;"jul";184;4;-1;0;"unknown";"no" +45;"entrepreneur";"married";"primary";"no";58;"yes";"no";"telephone";13;"may";119;3;371;3;"failure";"no" +48;"management";"married";"primary";"no";606;"no";"no";"cellular";5;"mar";77;6;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";0;"no";"yes";"cellular";23;"jul";107;1;-1;0;"unknown";"no" +60;"technician";"married";"primary";"no";65;"yes";"no";"unknown";9;"may";1028;2;-1;0;"unknown";"yes" +41;"blue-collar";"married";"secondary";"no";338;"yes";"no";"unknown";14;"may";87;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";757;"yes";"no";"unknown";9;"may";315;4;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";9269;"yes";"yes";"cellular";19;"nov";107;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";1206;"no";"yes";"telephone";16;"jul";201;5;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";882;"no";"yes";"cellular";29;"jan";94;1;205;2;"failure";"no" +27;"student";"single";"tertiary";"no";5291;"no";"no";"cellular";12;"nov";192;2;92;2;"failure";"yes" +49;"management";"single";"secondary";"no";61;"yes";"no";"cellular";29;"jan";185;2;246;1;"failure";"no" +37;"technician";"married";"tertiary";"no";0;"yes";"no";"cellular";17;"nov";77;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";1407;"yes";"no";"cellular";6;"may";142;3;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"yes";25;"no";"no";"cellular";2;"feb";381;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";1354;"yes";"yes";"cellular";17;"nov";222;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";793;"yes";"no";"cellular";17;"apr";106;1;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"unknown";"no";10287;"yes";"no";"unknown";29;"may";117;1;-1;0;"unknown";"no" +33;"technician";"single";"secondary";"no";5235;"no";"no";"cellular";7;"aug";67;3;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";3;"yes";"no";"cellular";6;"may";45;2;169;2;"failure";"no" +58;"technician";"single";"secondary";"no";409;"no";"yes";"cellular";14;"jul";643;2;-1;0;"unknown";"no" +34;"admin.";"married";"tertiary";"no";35;"yes";"no";"cellular";15;"oct";76;1;69;2;"failure";"no" +45;"management";"married";"tertiary";"no";-459;"no";"no";"cellular";21;"aug";508;6;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";198;"no";"no";"cellular";5;"jul";128;2;-1;0;"unknown";"yes" +31;"blue-collar";"married";"primary";"no";99;"yes";"no";"cellular";17;"apr";193;2;322;1;"other";"no" +40;"management";"married";"tertiary";"no";60;"no";"no";"unknown";16;"jun";172;6;-1;0;"unknown";"no" +30;"services";"single";"secondary";"no";3485;"no";"no";"cellular";2;"feb";142;2;-1;0;"unknown";"no" +34;"entrepreneur";"married";"secondary";"no";-139;"yes";"yes";"unknown";27;"may";492;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";952;"no";"yes";"unknown";12;"jun";140;1;-1;0;"unknown";"no" +59;"retired";"married";"primary";"no";1427;"no";"no";"unknown";18;"jun";140;2;-1;0;"unknown";"no" +43;"technician";"single";"tertiary";"no";1017;"yes";"no";"unknown";19;"may";257;2;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";-29;"no";"no";"cellular";29;"jan";41;2;266;2;"failure";"no" +33;"technician";"divorced";"secondary";"no";9;"no";"no";"cellular";21;"aug";91;2;-1;0;"unknown";"no" +33;"management";"married";"secondary";"no";4040;"yes";"no";"cellular";20;"apr";132;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";13;"no";"no";"unknown";3;"jun";284;1;-1;0;"unknown";"no" +32;"self-employed";"single";"secondary";"no";1259;"no";"no";"cellular";25;"jul";184;2;-1;0;"unknown";"no" +25;"admin.";"married";"secondary";"no";18;"yes";"no";"cellular";18;"jul";225;1;-1;0;"unknown";"no" +25;"blue-collar";"married";"secondary";"no";-76;"yes";"no";"unknown";12;"may";241;3;-1;0;"unknown";"no" +38;"technician";"single";"tertiary";"no";221;"no";"no";"cellular";20;"aug";79;3;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";136;"yes";"no";"cellular";22;"apr";156;1;-1;0;"unknown";"no" +67;"blue-collar";"married";"secondary";"no";16353;"no";"no";"cellular";27;"oct";223;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";-63;"yes";"no";"unknown";30;"may";198;1;-1;0;"unknown";"no" +45;"housemaid";"married";"primary";"no";7353;"no";"no";"cellular";13;"aug";536;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";511;"yes";"no";"unknown";21;"may";304;2;-1;0;"unknown";"no" +38;"admin.";"married";"primary";"no";3913;"yes";"no";"cellular";20;"apr";196;2;315;2;"failure";"no" +32;"technician";"divorced";"secondary";"no";1097;"yes";"no";"unknown";12;"may";298;2;-1;0;"unknown";"no" +54;"retired";"divorced";"tertiary";"no";6102;"yes";"yes";"unknown";21;"may";86;6;-1;0;"unknown";"no" +51;"admin.";"divorced";"secondary";"no";340;"yes";"no";"unknown";8;"may";186;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";-119;"yes";"no";"cellular";22;"jul";167;3;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";2993;"yes";"no";"cellular";22;"jul";24;12;-1;0;"unknown";"no" +39;"management";"divorced";"tertiary";"no";3575;"no";"yes";"cellular";18;"aug";74;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";361;"yes";"no";"unknown";11;"jun";601;1;-1;0;"unknown";"no" +39;"management";"married";"secondary";"no";1072;"yes";"no";"unknown";27;"may";1168;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";2904;"no";"no";"cellular";20;"apr";277;2;-1;0;"unknown";"no" +50;"entrepreneur";"divorced";"tertiary";"no";1790;"no";"yes";"cellular";6;"feb";748;3;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";86;"yes";"no";"unknown";19;"may";364;1;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";1633;"yes";"no";"unknown";19;"may";229;3;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";8312;"no";"no";"cellular";29;"aug";43;13;-1;0;"unknown";"no" +34;"blue-collar";"divorced";"unknown";"no";172;"no";"no";"cellular";15;"jun";177;1;-1;0;"unknown";"yes" +34;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";7;"aug";262;1;99;2;"success";"yes" +36;"management";"married";"tertiary";"no";222;"yes";"no";"cellular";6;"may";317;1;169;2;"failure";"no" +40;"technician";"married";"secondary";"no";109;"no";"no";"unknown";20;"jun";402;22;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";1451;"no";"no";"cellular";1;"jun";314;1;-1;0;"unknown";"yes" +41;"technician";"married";"secondary";"no";1066;"no";"no";"cellular";11;"feb";109;3;-1;0;"unknown";"yes" +52;"management";"married";"tertiary";"no";3163;"no";"no";"cellular";25;"aug";56;6;-1;0;"unknown";"no" +40;"services";"single";"secondary";"no";888;"yes";"no";"unknown";12;"may";169;2;-1;0;"unknown";"no" +48;"blue-collar";"single";"unknown";"no";428;"yes";"no";"cellular";18;"may";127;1;-1;0;"unknown";"no" +33;"management";"divorced";"secondary";"no";106;"no";"no";"cellular";20;"aug";175;3;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";0;"no";"no";"cellular";12;"aug";56;2;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";979;"no";"yes";"cellular";8;"jul";123;1;-1;0;"unknown";"no" +51;"admin.";"married";"secondary";"no";2662;"no";"no";"telephone";28;"jan";148;2;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";84;"no";"no";"cellular";5;"feb";231;1;-1;0;"unknown";"no" +58;"retired";"divorced";"unknown";"no";5920;"yes";"no";"cellular";23;"jul";255;1;-1;0;"unknown";"no" +39;"management";"single";"tertiary";"no";816;"yes";"no";"cellular";27;"aug";37;3;-1;0;"unknown";"no" +27;"unemployed";"single";"secondary";"no";3276;"no";"no";"cellular";5;"aug";106;1;110;2;"other";"no" +55;"management";"divorced";"unknown";"no";2;"yes";"no";"unknown";19;"may";95;1;-1;0;"unknown";"no" +35;"technician";"single";"secondary";"no";-51;"no";"no";"unknown";2;"jul";134;2;-1;0;"unknown";"no" +37;"technician";"single";"tertiary";"no";3315;"yes";"no";"cellular";9;"apr";820;2;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";196;"yes";"yes";"cellular";24;"feb";116;1;273;3;"failure";"no" +41;"blue-collar";"married";"secondary";"no";552;"yes";"no";"cellular";12;"may";463;1;-1;0;"unknown";"no" +52;"admin.";"married";"secondary";"no";2347;"no";"yes";"cellular";12;"aug";603;3;-1;0;"unknown";"no" +34;"blue-collar";"single";"secondary";"no";3723;"yes";"no";"unknown";27;"may";47;5;-1;0;"unknown";"no" +53;"management";"divorced";"primary";"no";255;"no";"no";"cellular";19;"nov";126;1;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";3143;"no";"no";"cellular";29;"jun";421;2;-1;0;"unknown";"yes" +47;"self-employed";"married";"secondary";"no";0;"no";"no";"unknown";26;"jun";174;8;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";6411;"yes";"yes";"cellular";30;"jan";144;1;266;2;"failure";"no" +33;"management";"single";"tertiary";"no";1909;"no";"no";"cellular";8;"aug";191;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";3873;"no";"no";"telephone";21;"apr";222;1;-1;0;"unknown";"no" +58;"self-employed";"married";"primary";"no";1013;"yes";"no";"cellular";11;"aug";206;1;461;1;"failure";"yes" +44;"admin.";"married";"secondary";"no";262;"yes";"no";"cellular";9;"jul";74;1;-1;0;"unknown";"no" +25;"services";"single";"secondary";"no";3217;"yes";"no";"unknown";28;"may";24;1;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";5436;"yes";"no";"cellular";6;"may";7;11;351;1;"failure";"no" +41;"blue-collar";"married";"primary";"no";2067;"yes";"no";"cellular";15;"may";493;7;-1;0;"unknown";"no" +34;"blue-collar";"single";"secondary";"no";215;"no";"no";"cellular";3;"mar";350;3;-1;0;"unknown";"yes" +36;"services";"divorced";"secondary";"no";1594;"no";"no";"unknown";6;"jun";250;3;-1;0;"unknown";"no" +44;"self-employed";"married";"tertiary";"no";134;"no";"no";"cellular";28;"aug";86;4;-1;0;"unknown";"no" +34;"entrepreneur";"divorced";"tertiary";"no";262;"no";"no";"cellular";20;"nov";371;1;-1;0;"unknown";"no" +56;"blue-collar";"divorced";"primary";"no";3021;"no";"no";"unknown";9;"jun";419;2;-1;0;"unknown";"no" +43;"management";"divorced";"tertiary";"no";388;"yes";"no";"unknown";8;"may";2087;2;-1;0;"unknown";"yes" +28;"blue-collar";"single";"secondary";"no";3412;"yes";"no";"cellular";15;"may";22;4;-1;0;"unknown";"no" +54;"blue-collar";"married";"secondary";"no";1291;"yes";"no";"unknown";5;"may";266;1;-1;0;"unknown";"no" +37;"technician";"divorced";"secondary";"no";79;"no";"no";"cellular";21;"jul";191;1;-1;0;"unknown";"no" +59;"self-employed";"married";"tertiary";"no";2013;"no";"no";"cellular";19;"feb";222;4;94;2;"success";"yes" +58;"blue-collar";"divorced";"secondary";"no";543;"no";"yes";"telephone";17;"jul";264;3;-1;0;"unknown";"no" +56;"management";"divorced";"tertiary";"no";1016;"yes";"no";"unknown";9;"jun";184;5;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";604;"no";"yes";"cellular";28;"may";95;3;-1;0;"unknown";"no" +42;"management";"single";"tertiary";"no";525;"no";"no";"cellular";13;"aug";127;2;-1;0;"unknown";"no" +52;"retired";"divorced";"primary";"no";353;"no";"no";"cellular";31;"jul";395;4;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";964;"yes";"no";"cellular";8;"apr";174;1;-1;0;"unknown";"no" +37;"admin.";"married";"tertiary";"no";3913;"yes";"no";"cellular";27;"apr";124;1;-1;0;"unknown";"yes" +39;"blue-collar";"married";"primary";"no";879;"yes";"no";"unknown";26;"may";102;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";314;"yes";"no";"cellular";17;"apr";279;1;-1;0;"unknown";"no" +59;"housemaid";"married";"primary";"no";0;"no";"no";"cellular";27;"aug";76;11;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";1370;"yes";"no";"cellular";11;"may";472;2;-1;0;"unknown";"no" +58;"management";"married";"secondary";"no";37;"no";"no";"cellular";18;"aug";84;11;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";673;"yes";"yes";"cellular";20;"nov";271;1;184;1;"failure";"no" +40;"services";"married";"secondary";"no";-342;"yes";"no";"unknown";26;"may";754;1;-1;0;"unknown";"no" +20;"student";"single";"secondary";"no";291;"no";"no";"telephone";11;"may";172;5;371;5;"failure";"no" +34;"technician";"married";"secondary";"no";209;"yes";"yes";"cellular";8;"apr";375;2;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";438;"yes";"no";"cellular";12;"aug";130;2;-1;0;"unknown";"no" +39;"admin.";"single";"secondary";"no";1242;"yes";"no";"unknown";12;"may";303;3;-1;0;"unknown";"no" +34;"entrepreneur";"married";"tertiary";"no";355;"yes";"no";"unknown";16;"may";261;1;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";204;"yes";"yes";"cellular";17;"apr";229;3;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";10758;"yes";"no";"cellular";1;"jun";288;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";5;"yes";"no";"cellular";18;"nov";219;3;-1;0;"unknown";"no" +45;"technician";"single";"secondary";"no";410;"yes";"no";"unknown";30;"may";891;4;-1;0;"unknown";"yes" +36;"management";"married";"tertiary";"no";605;"yes";"no";"unknown";26;"may";204;1;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";4;"no";"no";"unknown";20;"jun";19;6;-1;0;"unknown";"no" +23;"student";"single";"secondary";"no";8494;"no";"no";"cellular";25;"aug";158;2;-1;0;"unknown";"no" +42;"entrepreneur";"married";"primary";"no";198;"yes";"no";"unknown";8;"may";314;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";841;"yes";"no";"unknown";19;"may";215;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";8;"no";"no";"cellular";25;"aug";169;4;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";470;"yes";"no";"cellular";31;"jul";101;4;-1;0;"unknown";"no" +43;"retired";"married";"secondary";"no";520;"yes";"no";"unknown";20;"may";15;13;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";439;"yes";"no";"unknown";21;"may";260;5;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";-454;"yes";"no";"cellular";14;"may";558;1;-1;0;"unknown";"yes" +55;"retired";"married";"secondary";"no";466;"no";"no";"unknown";17;"jun";287;4;-1;0;"unknown";"no" +53;"retired";"married";"secondary";"no";665;"yes";"no";"cellular";22;"apr";371;2;-1;0;"unknown";"yes" +42;"technician";"married";"secondary";"no";994;"yes";"no";"cellular";11;"aug";149;1;78;5;"failure";"yes" +45;"admin.";"married";"secondary";"no";5346;"yes";"yes";"unknown";21;"oct";187;1;-1;0;"unknown";"yes" +31;"blue-collar";"married";"secondary";"no";1243;"yes";"no";"unknown";21;"may";32;1;-1;0;"unknown";"no" +32;"admin.";"married";"tertiary";"no";0;"yes";"no";"unknown";5;"may";138;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";2357;"yes";"no";"unknown";17;"jun";228;2;-1;0;"unknown";"no" +56;"retired";"married";"secondary";"no";1044;"no";"no";"telephone";3;"jul";353;2;-1;0;"unknown";"yes" +46;"admin.";"married";"secondary";"no";1069;"yes";"no";"unknown";8;"may";45;2;-1;0;"unknown";"no" +41;"housemaid";"single";"secondary";"no";231;"no";"no";"cellular";9;"jul";76;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";0;"yes";"yes";"unknown";6;"may";144;2;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";266;"yes";"no";"cellular";19;"aug";168;2;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";-70;"yes";"no";"cellular";30;"jan";140;1;2;3;"other";"no" +49;"retired";"single";"primary";"no";25824;"no";"no";"unknown";17;"jun";94;1;-1;0;"unknown";"no" +46;"management";"single";"primary";"no";538;"no";"no";"unknown";17;"jun";118;3;-1;0;"unknown";"no" +29;"technician";"single";"secondary";"no";534;"yes";"no";"cellular";18;"may";382;1;-1;0;"unknown";"no" +36;"admin.";"married";"unknown";"no";2323;"no";"no";"cellular";19;"nov";111;1;-1;0;"unknown";"no" +38;"admin.";"married";"secondary";"no";1852;"yes";"no";"cellular";15;"may";298;2;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";2647;"yes";"no";"unknown";30;"may";121;1;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";2767;"yes";"no";"unknown";15;"may";317;7;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";176;"yes";"yes";"unknown";5;"may";42;1;-1;0;"unknown";"no" +42;"management";"single";"secondary";"no";9720;"no";"no";"cellular";5;"aug";81;2;-1;0;"unknown";"no" +55;"blue-collar";"divorced";"secondary";"no";1613;"yes";"no";"cellular";3;"apr";296;1;270;3;"failure";"yes" +39;"admin.";"divorced";"secondary";"no";2903;"yes";"yes";"telephone";25;"jul";259;2;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";81;"yes";"no";"cellular";6;"aug";121;6;112;3;"other";"no" +41;"blue-collar";"married";"secondary";"no";780;"yes";"no";"cellular";15;"may";432;3;-1;0;"unknown";"no" +44;"unemployed";"married";"tertiary";"no";178;"no";"no";"cellular";8;"aug";126;2;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";299;"no";"no";"cellular";16;"jul";120;4;-1;0;"unknown";"no" +35;"retired";"married";"primary";"no";285;"yes";"no";"cellular";29;"jan";136;1;-1;0;"unknown";"no" +27;"blue-collar";"married";"secondary";"no";872;"yes";"no";"cellular";17;"apr";1130;3;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";1337;"no";"no";"cellular";17;"dec";330;2;127;3;"success";"yes" +25;"services";"married";"secondary";"no";72;"yes";"no";"cellular";23;"jul";305;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";0;"no";"no";"unknown";20;"jun";332;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";-388;"yes";"no";"unknown";9;"may";412;1;-1;0;"unknown";"no" +30;"admin.";"married";"secondary";"no";11;"yes";"no";"cellular";11;"may";157;1;-1;0;"unknown";"no" +47;"blue-collar";"divorced";"secondary";"yes";-535;"yes";"no";"cellular";30;"jul";71;2;-1;0;"unknown";"no" +41;"services";"divorced";"secondary";"no";787;"yes";"no";"cellular";8;"may";297;2;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";3343;"no";"no";"cellular";18;"nov";307;1;-1;0;"unknown";"no" +63;"entrepreneur";"married";"secondary";"no";3904;"no";"no";"telephone";4;"aug";250;2;187;2;"success";"yes" +23;"management";"single";"tertiary";"no";736;"yes";"no";"cellular";30;"apr";119;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";1390;"no";"no";"cellular";7;"aug";116;2;-1;0;"unknown";"no" +57;"retired";"married";"primary";"no";808;"no";"no";"telephone";7;"jul";274;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";1147;"no";"no";"cellular";5;"aug";389;1;64;2;"success";"yes" +49;"services";"married";"secondary";"no";1122;"no";"no";"cellular";4;"aug";143;1;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";-568;"yes";"yes";"unknown";28;"may";860;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";1165;"yes";"no";"unknown";21;"may";420;2;-1;0;"unknown";"no" +53;"services";"divorced";"secondary";"no";-905;"yes";"no";"unknown";28;"may";213;1;-1;0;"unknown";"no" +30;"unemployed";"married";"tertiary";"no";0;"yes";"no";"cellular";18;"nov";756;1;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";740;"no";"no";"cellular";7;"aug";259;3;-1;0;"unknown";"no" +44;"management";"married";"secondary";"no";8262;"yes";"no";"cellular";23;"jul";201;16;-1;0;"unknown";"no" +39;"admin.";"single";"secondary";"no";14;"yes";"yes";"unknown";13;"may";19;9;-1;0;"unknown";"no" +45;"technician";"single";"unknown";"no";7108;"yes";"yes";"cellular";18;"nov";53;1;172;3;"failure";"no" +36;"blue-collar";"married";"secondary";"no";1049;"yes";"no";"cellular";14;"may";224;4;-1;0;"unknown";"yes" +38;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";13;"may";57;5;349;1;"other";"no" +36;"housemaid";"married";"secondary";"no";419;"yes";"no";"unknown";30;"may";251;1;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";726;"yes";"no";"cellular";16;"apr";39;1;342;3;"failure";"no" +28;"technician";"divorced";"tertiary";"no";594;"yes";"yes";"unknown";18;"jun";54;3;-1;0;"unknown";"no" +26;"unemployed";"married";"tertiary";"no";454;"yes";"yes";"unknown";23;"may";28;18;-1;0;"unknown";"no" +54;"unknown";"married";"secondary";"no";2206;"no";"no";"cellular";12;"nov";104;1;99;2;"other";"yes" +38;"admin.";"married";"tertiary";"no";1988;"no";"no";"cellular";27;"mar";164;2;130;2;"failure";"yes" +32;"technician";"single";"tertiary";"no";0;"no";"no";"cellular";7;"aug";268;2;-1;0;"unknown";"no" +50;"admin.";"divorced";"secondary";"no";202;"no";"yes";"cellular";17;"nov";148;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";667;"yes";"no";"unknown";7;"may";228;3;-1;0;"unknown";"no" +48;"admin.";"married";"secondary";"no";112;"no";"no";"cellular";18;"aug";139;5;-1;0;"unknown";"no" +57;"housemaid";"married";"primary";"no";50;"no";"no";"cellular";18;"aug";89;3;-1;0;"unknown";"no" +64;"housemaid";"married";"primary";"no";768;"no";"no";"cellular";15;"jul";250;2;182;1;"success";"no" +26;"services";"divorced";"secondary";"no";74;"yes";"no";"unknown";23;"may";106;6;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";661;"yes";"no";"cellular";18;"jul";968;1;-1;0;"unknown";"yes" +50;"self-employed";"married";"secondary";"no";3025;"no";"yes";"cellular";6;"aug";168;3;-1;0;"unknown";"no" +47;"self-employed";"married";"tertiary";"no";751;"no";"no";"cellular";24;"jul";408;14;-1;0;"unknown";"no" +39;"management";"single";"tertiary";"no";416;"no";"no";"cellular";23;"oct";56;4;-1;0;"unknown";"no" +52;"services";"married";"primary";"no";14;"no";"yes";"cellular";28;"jul";55;5;-1;0;"unknown";"no" +31;"blue-collar";"single";"primary";"no";-502;"yes";"no";"unknown";29;"may";76;4;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";0;"no";"no";"cellular";11;"aug";72;5;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";599;"yes";"no";"cellular";13;"aug";99;3;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";-218;"yes";"no";"cellular";27;"aug";13;15;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";1012;"no";"no";"cellular";14;"apr";178;1;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";300;"no";"no";"unknown";9;"jun";287;1;-1;0;"unknown";"no" +46;"technician";"married";"tertiary";"no";217;"yes";"no";"cellular";14;"may";141;1;346;2;"other";"no" +45;"management";"divorced";"tertiary";"no";2096;"no";"no";"cellular";21;"nov";127;1;100;2;"failure";"no" +37;"technician";"single";"secondary";"no";0;"no";"no";"cellular";4;"aug";69;2;-1;0;"unknown";"no" +58;"housemaid";"married";"primary";"no";5278;"yes";"no";"unknown";4;"jun";763;4;-1;0;"unknown";"no" +59;"management";"married";"tertiary";"no";1831;"no";"no";"cellular";17;"feb";122;1;92;1;"failure";"no" +28;"management";"married";"tertiary";"no";1480;"yes";"no";"cellular";18;"may";143;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";7289;"yes";"no";"cellular";2;"feb";316;3;-1;0;"unknown";"no" +55;"blue-collar";"married";"unknown";"no";1665;"no";"no";"telephone";30;"jul";89;2;-1;0;"unknown";"no" +37;"blue-collar";"single";"primary";"no";851;"yes";"no";"cellular";15;"may";151;1;352;1;"failure";"no" +41;"management";"married";"tertiary";"no";2885;"no";"no";"cellular";19;"nov";40;1;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";137;"no";"yes";"unknown";4;"oct";5;1;808;12;"failure";"no" +34;"blue-collar";"single";"secondary";"no";1239;"yes";"no";"cellular";18;"jul";90;1;-1;0;"unknown";"no" +43;"management";"single";"tertiary";"no";146;"no";"no";"cellular";21;"nov";50;1;113;5;"other";"no" +59;"technician";"married";"secondary";"no";1;"no";"no";"cellular";15;"apr";159;2;378;3;"failure";"yes" +50;"blue-collar";"divorced";"primary";"no";-10;"no";"yes";"cellular";10;"jul";369;6;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";480;"no";"no";"cellular";22;"oct";344;2;182;8;"other";"yes" +35;"technician";"married";"secondary";"no";2789;"yes";"no";"cellular";4;"sep";256;2;94;1;"failure";"no" +50;"technician";"single";"secondary";"no";3897;"no";"no";"cellular";26;"oct";298;1;-1;0;"unknown";"no" +36;"technician";"divorced";"secondary";"no";487;"no";"yes";"cellular";11;"aug";268;3;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";5110;"yes";"no";"cellular";13;"apr";231;1;-1;0;"unknown";"no" +28;"management";"married";"tertiary";"no";318;"yes";"no";"unknown";27;"may";4;4;-1;0;"unknown";"no" +42;"technician";"single";"tertiary";"no";-411;"yes";"no";"cellular";12;"may";78;5;292;3;"failure";"no" +60;"retired";"married";"secondary";"no";4820;"no";"no";"unknown";5;"jun";419;1;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";4937;"yes";"no";"telephone";13;"may";421;3;-1;0;"unknown";"no" +48;"entrepreneur";"married";"secondary";"no";725;"no";"yes";"cellular";10;"jul";105;1;-1;0;"unknown";"no" +51;"entrepreneur";"married";"tertiary";"no";5403;"no";"no";"unknown";6;"jun";42;1;-1;0;"unknown";"no" +32;"technician";"married";"tertiary";"no";4089;"no";"no";"cellular";26;"may";114;7;287;3;"failure";"no" +35;"technician";"married";"tertiary";"no";188;"no";"no";"cellular";26;"aug";286;2;-1;0;"unknown";"no" +37;"technician";"married";"unknown";"no";189;"no";"no";"cellular";1;"oct";238;1;107;2;"success";"yes" +38;"blue-collar";"divorced";"secondary";"no";2998;"yes";"no";"unknown";11;"jun";91;1;-1;0;"unknown";"no" +77;"retired";"married";"secondary";"no";610;"no";"no";"cellular";13;"aug";766;3;-1;0;"unknown";"no" +32;"management";"single";"unknown";"no";787;"no";"no";"cellular";28;"jan";92;1;-1;0;"unknown";"no" +43;"technician";"divorced";"secondary";"no";167;"no";"no";"cellular";4;"aug";211;3;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";243;"yes";"no";"cellular";7;"may";160;2;360;3;"failure";"no" +29;"management";"married";"tertiary";"no";877;"no";"no";"cellular";3;"feb";166;3;-1;0;"unknown";"no" +32;"admin.";"single";"secondary";"no";2817;"yes";"no";"cellular";21;"nov";195;1;-1;0;"unknown";"no" +41;"management";"divorced";"tertiary";"no";4567;"yes";"yes";"cellular";16;"jul";106;1;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";127;"yes";"yes";"cellular";23;"jul";85;3;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";176;"no";"no";"cellular";24;"jul";78;1;-1;0;"unknown";"no" +57;"retired";"married";"tertiary";"no";0;"yes";"yes";"unknown";28;"may";648;1;-1;0;"unknown";"yes" +36;"services";"single";"secondary";"no";1482;"yes";"no";"cellular";18;"nov";177;2;174;1;"other";"no" +42;"blue-collar";"married";"secondary";"no";3052;"yes";"no";"unknown";27;"may";32;1;-1;0;"unknown";"no" +35;"technician";"divorced";"secondary";"no";56;"no";"no";"cellular";29;"aug";24;12;-1;0;"unknown";"no" +52;"entrepreneur";"divorced";"primary";"no";278;"yes";"no";"unknown";7;"may";688;2;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";3875;"yes";"no";"unknown";27;"may";21;5;-1;0;"unknown";"no" +46;"technician";"married";"secondary";"no";-337;"yes";"no";"unknown";27;"may";112;1;-1;0;"unknown";"no" +60;"management";"divorced";"tertiary";"no";366;"no";"no";"cellular";3;"jun";593;1;-1;0;"unknown";"yes" +57;"housemaid";"married";"primary";"no";501;"yes";"yes";"cellular";7;"aug";59;2;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";998;"yes";"no";"cellular";29;"jan";121;3;-1;0;"unknown";"no" +59;"self-employed";"married";"primary";"no";0;"yes";"no";"telephone";28;"jul";97;2;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";246;"no";"no";"cellular";11;"aug";86;2;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";-182;"yes";"yes";"cellular";14;"may";10;10;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";446;"no";"no";"cellular";23;"jun";205;3;-1;0;"unknown";"no" +59;"retired";"married";"secondary";"no";1173;"no";"no";"unknown";9;"jun";77;2;-1;0;"unknown";"no" +36;"technician";"divorced";"secondary";"no";5957;"yes";"no";"cellular";18;"nov";138;2;-1;0;"unknown";"no" +44;"admin.";"married";"secondary";"no";205;"no";"no";"cellular";3;"nov";289;1;-1;0;"unknown";"yes" +50;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";4;"aug";86;4;-1;0;"unknown";"no" +41;"management";"divorced";"tertiary";"no";369;"yes";"no";"telephone";22;"aug";9;3;-1;0;"unknown";"no" +47;"admin.";"married";"secondary";"no";1934;"no";"yes";"cellular";14;"may";225;1;364;1;"failure";"no" +32;"technician";"single";"tertiary";"no";259;"no";"no";"cellular";22;"jul";407;4;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";284;"yes";"yes";"unknown";3;"jun";1030;6;-1;0;"unknown";"no" +55;"blue-collar";"married";"unknown";"no";23;"no";"no";"cellular";13;"aug";123;2;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";1373;"no";"no";"cellular";22;"oct";119;4;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";62;"yes";"no";"cellular";18;"may";175;1;293;5;"failure";"no" +38;"blue-collar";"divorced";"secondary";"no";157;"no";"no";"unknown";9;"jun";299;5;-1;0;"unknown";"no" +29;"unemployed";"single";"tertiary";"no";991;"no";"no";"cellular";5;"feb";563;1;-1;0;"unknown";"no" +55;"services";"married";"secondary";"no";186;"yes";"yes";"unknown";9;"may";241;1;-1;0;"unknown";"no" +35;"unemployed";"married";"secondary";"no";977;"yes";"no";"cellular";4;"may";52;4;91;1;"other";"no" +40;"self-employed";"single";"tertiary";"no";2893;"no";"no";"cellular";2;"jun";76;3;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";1897;"yes";"yes";"cellular";19;"nov";441;1;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";5514;"no";"no";"cellular";22;"apr";319;1;182;1;"success";"yes" +33;"blue-collar";"married";"secondary";"no";889;"yes";"no";"unknown";18;"sep";13;1;373;6;"success";"no" +33;"management";"married";"tertiary";"no";273;"yes";"no";"unknown";16;"may";803;1;-1;0;"unknown";"yes" +37;"admin.";"married";"secondary";"no";1193;"no";"no";"cellular";12;"may";396;2;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";2729;"no";"no";"unknown";18;"jun";188;1;-1;0;"unknown";"no" +36;"admin.";"single";"secondary";"no";0;"no";"no";"cellular";20;"apr";637;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";230;"yes";"no";"unknown";5;"jun";175;7;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";2729;"yes";"no";"cellular";6;"apr";945;1;139;1;"success";"no" +35;"management";"married";"tertiary";"no";317;"yes";"no";"unknown";23;"may";162;3;-1;0;"unknown";"no" +60;"housemaid";"married";"primary";"no";517;"no";"no";"unknown";12;"jun";1178;3;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";-470;"yes";"no";"cellular";8;"may";506;2;170;3;"failure";"no" +28;"self-employed";"single";"tertiary";"no";4579;"no";"no";"cellular";12;"jan";409;2;-1;0;"unknown";"yes" +27;"blue-collar";"divorced";"secondary";"no";1;"yes";"no";"cellular";14;"jul";116;3;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";5106;"no";"no";"cellular";30;"apr";244;1;-1;0;"unknown";"yes" +31;"technician";"married";"tertiary";"no";636;"yes";"no";"cellular";4;"may";352;4;-1;0;"unknown";"yes" +34;"services";"married";"secondary";"no";1076;"no";"no";"cellular";12;"may";152;1;182;6;"success";"yes" +38;"management";"married";"tertiary";"no";126;"yes";"no";"unknown";21;"may";164;2;-1;0;"unknown";"no" +32;"self-employed";"married";"secondary";"no";-33;"yes";"no";"unknown";28;"may";234;3;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";430;"no";"no";"cellular";27;"aug";154;4;-1;0;"unknown";"no" +33;"admin.";"married";"secondary";"no";-6;"yes";"no";"unknown";7;"may";566;2;-1;0;"unknown";"no" +71;"technician";"married";"tertiary";"no";383;"no";"no";"cellular";27;"oct";327;2;183;3;"success";"no" +27;"technician";"married";"secondary";"no";130;"yes";"no";"cellular";7;"may";265;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";2569;"no";"no";"unknown";9;"jun";172;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";201;"no";"no";"cellular";22;"jul";257;2;-1;0;"unknown";"no" +54;"retired";"divorced";"tertiary";"no";0;"no";"no";"unknown";13;"may";618;1;-1;0;"unknown";"yes" +30;"blue-collar";"married";"secondary";"no";6;"yes";"no";"cellular";28;"jan";241;3;-1;0;"unknown";"no" +35;"entrepreneur";"single";"secondary";"no";475;"no";"yes";"cellular";21;"jul";936;4;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";706;"yes";"no";"cellular";7;"apr";329;1;322;1;"failure";"no" +36;"management";"married";"secondary";"no";1825;"yes";"no";"cellular";14;"may";24;1;346;1;"failure";"no" +59;"self-employed";"married";"tertiary";"no";185;"no";"no";"cellular";22;"jun";177;5;138;1;"failure";"no" +72;"blue-collar";"married";"primary";"no";4415;"no";"no";"telephone";13;"oct";120;1;-1;0;"unknown";"no" +64;"management";"married";"tertiary";"no";679;"no";"no";"telephone";22;"apr";135;3;-1;0;"unknown";"no" +53;"technician";"divorced";"secondary";"no";320;"no";"no";"cellular";9;"jul";175;1;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";2988;"yes";"no";"cellular";25;"may";179;1;-1;0;"unknown";"no" +58;"self-employed";"married";"secondary";"no";1407;"yes";"no";"unknown";30;"may";58;1;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";1270;"no";"no";"cellular";17;"apr";342;2;-1;0;"unknown";"no" +41;"services";"divorced";"secondary";"no";654;"yes";"no";"cellular";13;"may";139;2;-1;0;"unknown";"no" +48;"retired";"married";"primary";"no";5173;"yes";"no";"unknown";18;"jun";88;8;-1;0;"unknown";"no" +44;"entrepreneur";"married";"tertiary";"no";3463;"yes";"yes";"cellular";28;"aug";210;3;-1;0;"unknown";"no" +39;"blue-collar";"married";"unknown";"no";0;"no";"no";"cellular";2;"feb";731;1;193;3;"failure";"no" +61;"management";"married";"tertiary";"no";6016;"no";"no";"cellular";2;"feb";670;3;-1;0;"unknown";"yes" +36;"entrepreneur";"married";"primary";"no";177;"yes";"no";"unknown";12;"may";63;5;-1;0;"unknown";"no" +28;"management";"married";"tertiary";"no";3694;"no";"yes";"cellular";8;"jul";70;2;-1;0;"unknown";"no" +58;"retired";"single";"secondary";"no";1640;"no";"yes";"cellular";4;"feb";72;6;274;4;"failure";"no" +60;"admin.";"divorced";"secondary";"no";174;"yes";"no";"cellular";15;"may";241;1;364;1;"failure";"no" +66;"admin.";"single";"secondary";"no";10177;"no";"no";"cellular";5;"may";272;4;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";490;"no";"no";"cellular";28;"aug";207;8;98;1;"failure";"yes" +49;"self-employed";"married";"secondary";"no";2576;"yes";"no";"cellular";15;"may";64;6;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";0;"no";"no";"unknown";12;"jun";543;2;-1;0;"unknown";"no" +23;"technician";"single";"secondary";"no";598;"no";"no";"cellular";30;"apr";166;1;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";15459;"no";"no";"cellular";26;"may";245;3;97;7;"success";"no" +44;"blue-collar";"married";"primary";"no";271;"yes";"yes";"unknown";9;"may";94;1;-1;0;"unknown";"no" +54;"unknown";"married";"unknown";"no";2508;"no";"no";"unknown";20;"jun";34;8;-1;0;"unknown";"no" +47;"blue-collar";"married";"primary";"no";320;"no";"no";"telephone";30;"jul";203;2;-1;0;"unknown";"no" +33;"admin.";"married";"tertiary";"no";640;"no";"no";"cellular";24;"jul";318;1;-1;0;"unknown";"no" +30;"self-employed";"married";"secondary";"no";1772;"yes";"no";"cellular";13;"apr";158;4;-1;0;"unknown";"no" +27;"admin.";"single";"secondary";"no";15;"no";"yes";"cellular";21;"jul";177;1;-1;0;"unknown";"no" +49;"management";"divorced";"tertiary";"no";2370;"yes";"yes";"unknown";17;"nov";56;1;103;2;"other";"no" +27;"services";"single";"secondary";"no";201;"yes";"no";"unknown";4;"jun";172;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"secondary";"no";160;"yes";"no";"cellular";7;"may";136;1;359;1;"failure";"no" +32;"admin.";"divorced";"secondary";"yes";5;"yes";"yes";"cellular";18;"may";82;3;363;2;"other";"no" +30;"blue-collar";"single";"secondary";"no";75;"yes";"no";"unknown";16;"may";123;1;-1;0;"unknown";"no" +33;"admin.";"married";"secondary";"no";4902;"yes";"no";"cellular";20;"nov";110;1;-1;0;"unknown";"no" +27;"blue-collar";"single";"primary";"no";-79;"yes";"no";"unknown";30;"may";385;5;-1;0;"unknown";"no" +75;"retired";"divorced";"secondary";"no";1341;"no";"no";"cellular";18;"dec";415;7;-1;0;"unknown";"yes" +37;"services";"divorced";"secondary";"no";490;"yes";"no";"cellular";2;"feb";73;1;-1;0;"unknown";"no" +36;"technician";"single";"secondary";"no";1521;"yes";"no";"unknown";16;"jun";243;2;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";131;"yes";"no";"unknown";9;"may";137;2;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";8;"yes";"no";"unknown";23;"may";55;4;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";-632;"yes";"yes";"cellular";20;"apr";18;5;-1;0;"unknown";"no" +32;"admin.";"single";"secondary";"no";116;"no";"yes";"cellular";16;"jul";255;2;-1;0;"unknown";"no" +35;"admin.";"married";"primary";"no";189;"yes";"no";"cellular";11;"may";95;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"primary";"no";2;"yes";"yes";"cellular";10;"jul";112;1;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";4229;"yes";"yes";"cellular";5;"may";205;2;-1;0;"unknown";"no" +27;"services";"married";"secondary";"no";54;"yes";"no";"cellular";18;"may";97;1;370;1;"failure";"no" +22;"student";"single";"unknown";"no";549;"no";"no";"cellular";2;"sep";154;1;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";298;"yes";"no";"cellular";13;"may";135;2;370;2;"failure";"no" +69;"retired";"married";"primary";"no";579;"no";"no";"cellular";14;"aug";230;1;-1;0;"unknown";"no" +37;"entrepreneur";"single";"tertiary";"no";1467;"yes";"yes";"cellular";17;"nov";349;1;-1;0;"unknown";"no" +45;"admin.";"single";"secondary";"no";0;"yes";"no";"cellular";8;"may";38;1;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";109;"yes";"no";"cellular";22;"jul";268;1;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";-11;"yes";"no";"cellular";11;"may";94;4;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";90;"yes";"no";"cellular";28;"jul";263;2;-1;0;"unknown";"no" +60;"blue-collar";"married";"primary";"no";493;"no";"no";"cellular";18;"aug";671;4;-1;0;"unknown";"yes" +33;"management";"divorced";"secondary";"no";1897;"yes";"yes";"unknown";2;"jun";197;1;-1;0;"unknown";"no" +44;"admin.";"married";"secondary";"no";2403;"yes";"no";"cellular";28;"jan";180;2;-1;0;"unknown";"no" +38;"entrepreneur";"married";"secondary";"no";868;"no";"no";"cellular";20;"nov";452;2;-1;0;"unknown";"no" +54;"entrepreneur";"married";"secondary";"no";653;"yes";"no";"unknown";15;"may";352;1;-1;0;"unknown";"no" +32;"unemployed";"divorced";"primary";"no";0;"no";"no";"cellular";15;"jul";175;4;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";0;"yes";"yes";"cellular";19;"nov";163;2;-1;0;"unknown";"no" +55;"services";"divorced";"secondary";"no";218;"yes";"no";"unknown";29;"may";200;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";5050;"no";"yes";"unknown";16;"jun";75;7;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";741;"yes";"no";"cellular";16;"apr";227;1;-1;0;"unknown";"no" +37;"services";"single";"secondary";"no";1050;"yes";"no";"cellular";3;"feb";586;3;-1;0;"unknown";"no" +33;"services";"single";"secondary";"no";-56;"no";"yes";"cellular";10;"jul";119;5;-1;0;"unknown";"no" +30;"blue-collar";"married";"primary";"no";1;"yes";"yes";"telephone";22;"jul";80;2;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";-98;"yes";"yes";"cellular";12;"may";112;2;330;3;"other";"no" +49;"technician";"married";"secondary";"no";4667;"yes";"no";"unknown";19;"may";130;2;-1;0;"unknown";"no" +54;"unemployed";"married";"primary";"no";541;"yes";"no";"cellular";3;"feb";237;3;-1;0;"unknown";"no" +31;"unemployed";"married";"tertiary";"no";7744;"no";"no";"cellular";26;"aug";377;8;-1;0;"unknown";"no" +54;"unknown";"married";"unknown";"no";895;"no";"no";"cellular";7;"oct";335;1;-1;0;"unknown";"yes" +36;"unemployed";"married";"secondary";"no";-129;"yes";"no";"cellular";29;"jul";121;3;-1;0;"unknown";"no" +30;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";15;"jul";127;5;-1;0;"unknown";"no" +27;"technician";"single";"secondary";"no";158;"no";"no";"unknown";1;"jul";650;2;-1;0;"unknown";"yes" +30;"admin.";"married";"secondary";"no";122;"yes";"no";"unknown";16;"may";107;1;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";673;"yes";"no";"unknown";20;"may";610;2;-1;0;"unknown";"no" +35;"technician";"divorced";"secondary";"no";0;"no";"no";"cellular";25;"aug";124;4;-1;0;"unknown";"no" +33;"services";"divorced";"secondary";"no";411;"yes";"no";"unknown";8;"may";216;1;-1;0;"unknown";"no" +43;"blue-collar";"divorced";"primary";"no";-97;"yes";"yes";"cellular";31;"jul";747;4;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";-217;"yes";"no";"cellular";11;"may";313;1;349;3;"other";"no" +41;"management";"divorced";"tertiary";"no";5037;"no";"no";"cellular";23;"apr";252;9;185;5;"other";"yes" +46;"admin.";"divorced";"secondary";"no";2232;"no";"no";"cellular";13;"feb";121;1;-1;0;"unknown";"yes" +54;"blue-collar";"married";"secondary";"no";-932;"yes";"no";"unknown";7;"may";799;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";913;"yes";"no";"cellular";23;"jun";883;1;674;4;"failure";"no" +30;"technician";"single";"tertiary";"no";236;"yes";"no";"unknown";16;"may";197;1;-1;0;"unknown";"no" +40;"entrepreneur";"married";"primary";"no";0;"yes";"no";"cellular";11;"jul";271;2;-1;0;"unknown";"no" +30;"blue-collar";"married";"primary";"no";2581;"no";"no";"unknown";12;"may";221;2;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";639;"no";"yes";"cellular";14;"jul";243;3;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";849;"yes";"no";"unknown";15;"may";72;1;-1;0;"unknown";"no" +54;"services";"married";"secondary";"no";386;"yes";"no";"cellular";2;"aug";155;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";1218;"yes";"no";"telephone";28;"jan";70;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";2603;"yes";"no";"cellular";11;"feb";280;4;-1;0;"unknown";"yes" +42;"blue-collar";"married";"secondary";"no";-921;"yes";"no";"unknown";26;"may";115;2;-1;0;"unknown";"no" +48;"admin.";"married";"primary";"no";607;"no";"no";"unknown";20;"jun";29;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";79;"yes";"no";"cellular";14;"may";406;2;-1;0;"unknown";"no" +55;"technician";"divorced";"secondary";"no";61;"yes";"yes";"cellular";25;"aug";113;3;-1;0;"unknown";"no" +49;"technician";"married";"secondary";"no";1091;"no";"no";"telephone";30;"jul";47;2;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";743;"no";"no";"unknown";5;"jun";36;2;-1;0;"unknown";"no" +47;"entrepreneur";"married";"unknown";"no";209;"yes";"no";"unknown";6;"may";135;2;-1;0;"unknown";"no" +24;"management";"single";"tertiary";"no";172;"no";"no";"cellular";3;"jul";67;2;-1;0;"unknown";"no" +58;"entrepreneur";"married";"secondary";"no";2;"no";"no";"unknown";16;"jun";684;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";41;"no";"no";"cellular";21;"aug";686;5;-1;0;"unknown";"yes" +25;"student";"single";"secondary";"no";1116;"yes";"no";"cellular";2;"mar";170;3;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";-55;"no";"no";"unknown";17;"jun";150;3;-1;0;"unknown";"no" +59;"retired";"divorced";"secondary";"no";5845;"no";"no";"cellular";14;"may";1060;2;-1;0;"unknown";"yes" +30;"management";"single";"tertiary";"no";329;"yes";"no";"unknown";6;"jun";122;16;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";494;"yes";"no";"unknown";26;"may";724;1;-1;0;"unknown";"no" +42;"management";"married";"unknown";"no";1519;"no";"no";"cellular";19;"oct";230;1;92;1;"success";"yes" +37;"entrepreneur";"married";"tertiary";"no";2685;"no";"no";"unknown";20;"jun";187;2;-1;0;"unknown";"no" +44;"blue-collar";"married";"primary";"no";-14;"yes";"yes";"unknown";19;"may";179;4;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";5673;"no";"yes";"cellular";4;"aug";357;3;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";1459;"no";"no";"unknown";5;"jun";82;1;-1;0;"unknown";"no" +48;"technician";"married";"tertiary";"no";0;"no";"no";"telephone";26;"aug";176;15;-1;0;"unknown";"no" +31;"management";"married";"secondary";"no";625;"yes";"no";"cellular";7;"apr";424;1;138;1;"failure";"no" +37;"student";"married";"unknown";"no";0;"no";"no";"unknown";18;"jun";115;1;-1;0;"unknown";"no" +51;"services";"married";"secondary";"no";867;"yes";"no";"cellular";3;"feb";177;2;211;3;"failure";"no" +80;"retired";"married";"secondary";"no";8304;"no";"no";"telephone";9;"jun";712;1;64;12;"failure";"yes" +32;"management";"single";"tertiary";"no";151;"yes";"no";"unknown";6;"may";118;1;-1;0;"unknown";"no" +48;"services";"married";"primary";"yes";-583;"yes";"no";"unknown";2;"jun";25;7;-1;0;"unknown";"no" +49;"blue-collar";"married";"tertiary";"no";1784;"no";"no";"unknown";12;"jun";753;1;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";3134;"yes";"no";"cellular";17;"jul";124;1;-1;0;"unknown";"no" +27;"self-employed";"single";"secondary";"no";49;"yes";"no";"cellular";30;"jan";208;2;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";-346;"no";"no";"cellular";13;"aug";136;4;-1;0;"unknown";"no" +49;"management";"married";"secondary";"no";1623;"yes";"no";"cellular";19;"nov";1081;2;-1;0;"unknown";"yes" +48;"management";"married";"tertiary";"no";60;"no";"no";"telephone";7;"may";376;2;339;7;"failure";"no" +40;"services";"married";"secondary";"no";17;"no";"no";"cellular";4;"jun";78;1;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";2008;"yes";"no";"cellular";18;"nov";354;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";91;"yes";"no";"cellular";6;"may";29;1;356;2;"failure";"no" +41;"entrepreneur";"married";"tertiary";"no";171;"yes";"no";"cellular";19;"nov";209;1;191;4;"failure";"no" +28;"management";"single";"tertiary";"no";1027;"yes";"no";"cellular";14;"may";433;1;-1;0;"unknown";"no" +51;"services";"married";"unknown";"no";5801;"yes";"no";"unknown";29;"may";147;2;-1;0;"unknown";"no" +33;"blue-collar";"divorced";"primary";"no";142;"yes";"no";"telephone";11;"may";41;2;300;5;"failure";"no" +26;"management";"single";"tertiary";"no";205;"no";"no";"unknown";26;"may";111;1;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";852;"no";"no";"cellular";14;"apr";108;2;-1;0;"unknown";"no" +27;"blue-collar";"married";"secondary";"yes";-584;"yes";"no";"cellular";7;"may";411;2;-1;0;"unknown";"no" +42;"self-employed";"married";"secondary";"no";97;"no";"no";"cellular";10;"jul";108;2;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";204;"yes";"no";"cellular";3;"jun";224;2;-1;0;"unknown";"yes" +31;"technician";"single";"secondary";"no";628;"yes";"no";"unknown";12;"may";1083;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";311;"no";"no";"unknown";12;"may";757;2;-1;0;"unknown";"yes" +39;"blue-collar";"married";"primary";"no";1564;"no";"no";"unknown";17;"jun";57;1;-1;0;"unknown";"no" +26;"blue-collar";"single";"secondary";"no";856;"yes";"yes";"cellular";30;"jul";95;5;-1;0;"unknown";"no" +40;"management";"single";"tertiary";"no";1509;"no";"no";"cellular";15;"mar";144;2;124;1;"failure";"no" +52;"services";"married";"secondary";"no";-888;"no";"no";"cellular";16;"jul";135;1;-1;0;"unknown";"no" +40;"technician";"single";"tertiary";"no";226;"no";"no";"cellular";15;"jan";176;2;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";127;"no";"yes";"cellular";7;"aug";524;5;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";413;"yes";"no";"unknown";13;"may";65;1;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";710;"yes";"yes";"cellular";6;"may";653;1;334;2;"success";"yes" +47;"technician";"married";"secondary";"no";1233;"yes";"no";"unknown";11;"sep";91;1;100;2;"other";"yes" +28;"management";"single";"secondary";"no";171;"no";"no";"cellular";10;"mar";93;1;-1;0;"unknown";"yes" +40;"management";"divorced";"tertiary";"no";69;"yes";"no";"cellular";6;"may";503;2;280;2;"failure";"no" +34;"admin.";"married";"secondary";"no";1499;"yes";"no";"cellular";13;"apr";186;1;327;2;"failure";"no" +29;"self-employed";"married";"tertiary";"no";751;"yes";"no";"unknown";23;"may";121;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";61;"no";"yes";"cellular";19;"aug";452;2;-1;0;"unknown";"no" +83;"retired";"married";"primary";"no";425;"no";"no";"telephone";22;"jun";883;1;140;1;"failure";"yes" +55;"services";"divorced";"primary";"no";2923;"yes";"no";"unknown";15;"may";104;2;-1;0;"unknown";"no" +43;"management";"divorced";"tertiary";"no";99;"no";"no";"cellular";29;"jan";24;3;-1;0;"unknown";"no" +23;"student";"single";"secondary";"no";1021;"no";"no";"telephone";19;"jun";79;9;-1;0;"unknown";"no" +44;"technician";"married";"tertiary";"no";1146;"no";"no";"cellular";4;"jul";178;2;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";781;"yes";"no";"cellular";15;"may";74;2;-1;0;"unknown";"no" +29;"admin.";"single";"secondary";"no";1448;"no";"no";"cellular";10;"mar";217;1;184;7;"other";"no" +30;"management";"single";"tertiary";"no";604;"no";"yes";"cellular";2;"feb";475;1;-1;0;"unknown";"no" +29;"admin.";"single";"secondary";"no";-194;"yes";"no";"cellular";7;"may";127;1;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";0;"no";"no";"cellular";11;"mar";101;1;-1;0;"unknown";"no" +35;"housemaid";"married";"primary";"no";0;"yes";"no";"cellular";14;"jul";340;3;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";1014;"yes";"no";"cellular";23;"jul";158;4;-1;0;"unknown";"no" +27;"admin.";"single";"tertiary";"no";73;"no";"no";"cellular";29;"jan";242;1;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";2597;"yes";"no";"unknown";16;"may";323;1;-1;0;"unknown";"no" +53;"self-employed";"married";"tertiary";"no";2627;"yes";"yes";"unknown";16;"jun";18;30;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";1906;"yes";"no";"cellular";14;"jul";68;3;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";-319;"yes";"yes";"cellular";9;"jul";134;4;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";-296;"yes";"no";"cellular";14;"may";113;3;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";169;"yes";"no";"cellular";18;"aug";43;4;-1;0;"unknown";"no" +37;"self-employed";"single";"tertiary";"no";556;"no";"no";"unknown";17;"jun";200;2;-1;0;"unknown";"no" +65;"retired";"divorced";"unknown";"no";300;"no";"no";"cellular";2;"aug";245;2;-1;0;"unknown";"no" +53;"technician";"divorced";"secondary";"no";751;"yes";"no";"unknown";16;"may";343;4;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";126;"no";"no";"cellular";3;"mar";229;1;-1;0;"unknown";"no" +33;"technician";"divorced";"tertiary";"no";-386;"yes";"no";"unknown";23;"may";530;1;-1;0;"unknown";"no" +56;"blue-collar";"married";"primary";"no";379;"no";"no";"cellular";13;"aug";58;5;-1;0;"unknown";"no" +45;"self-employed";"married";"secondary";"no";706;"no";"no";"cellular";30;"apr";78;2;176;1;"success";"no" +39;"technician";"married";"secondary";"no";9121;"no";"no";"unknown";5;"jun";147;1;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";1466;"yes";"no";"cellular";25;"jul";40;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";18;"nov";618;2;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";951;"yes";"no";"cellular";20;"apr";23;4;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";368;"no";"no";"cellular";20;"aug";293;1;90;4;"other";"yes" +41;"blue-collar";"married";"secondary";"no";121;"yes";"no";"cellular";13;"may";16;6;176;5;"other";"no" +59;"services";"married";"secondary";"no";204;"no";"no";"cellular";23;"jul";286;2;-1;0;"unknown";"no" +24;"admin.";"married";"secondary";"no";299;"yes";"no";"cellular";6;"may";209;1;321;1;"failure";"no" +34;"management";"married";"tertiary";"no";4170;"yes";"no";"unknown";21;"may";935;1;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";-335;"yes";"no";"unknown";27;"may";260;1;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";3165;"yes";"no";"unknown";16;"jun";298;4;-1;0;"unknown";"no" +50;"services";"married";"secondary";"no";254;"yes";"no";"cellular";15;"apr";397;2;337;1;"failure";"no" +25;"management";"single";"tertiary";"no";553;"yes";"no";"cellular";17;"sep";113;4;479;1;"failure";"no" +51;"services";"divorced";"secondary";"no";518;"yes";"no";"telephone";17;"nov";76;1;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";85;"no";"yes";"cellular";1;"jun";141;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"unknown";"no";603;"yes";"no";"unknown";23;"may";773;2;-1;0;"unknown";"no" +21;"services";"single";"secondary";"no";361;"no";"no";"telephone";5;"jun";329;1;95;1;"other";"no" +52;"blue-collar";"married";"secondary";"no";-98;"yes";"no";"unknown";7;"may";423;1;-1;0;"unknown";"no" +55;"retired";"married";"primary";"no";4424;"no";"no";"cellular";5;"aug";67;4;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";2610;"yes";"yes";"unknown";2;"jun";626;1;-1;0;"unknown";"no" +38;"technician";"married";"tertiary";"no";3234;"no";"no";"cellular";18;"nov";578;2;-1;0;"unknown";"yes" +32;"blue-collar";"married";"secondary";"no";687;"yes";"no";"unknown";9;"may";61;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";631;"yes";"no";"unknown";23;"may";248;4;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";341;"no";"yes";"cellular";29;"jan";136;1;262;3;"failure";"no" +33;"technician";"single";"tertiary";"no";316;"no";"no";"cellular";21;"aug";126;3;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";2;"no";"no";"telephone";28;"jan";653;3;-1;0;"unknown";"no" +44;"management";"married";"unknown";"no";415;"yes";"no";"telephone";14;"may";7;7;-1;0;"unknown";"no" +48;"management";"divorced";"tertiary";"no";507;"yes";"no";"cellular";9;"apr";528;1;-1;0;"unknown";"no" +29;"blue-collar";"married";"secondary";"no";912;"yes";"no";"cellular";13;"may";785;1;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";0;"no";"no";"cellular";9;"jul";243;5;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";37;"yes";"no";"cellular";13;"may";24;2;362;1;"other";"no" +44;"admin.";"single";"secondary";"no";2524;"no";"no";"unknown";19;"jun";82;1;-1;0;"unknown";"no" +36;"unemployed";"single";"tertiary";"no";9019;"yes";"no";"unknown";11;"jun";952;3;-1;0;"unknown";"no" +49;"blue-collar";"divorced";"unknown";"no";39;"yes";"no";"cellular";13;"may";27;5;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";0;"yes";"no";"unknown";5;"may";143;1;-1;0;"unknown";"no" +49;"technician";"divorced";"secondary";"no";265;"yes";"no";"unknown";12;"may";274;6;-1;0;"unknown";"no" +35;"blue-collar";"single";"secondary";"no";0;"yes";"no";"cellular";16;"apr";1174;1;345;4;"other";"yes" +57;"admin.";"divorced";"unknown";"no";4012;"no";"no";"cellular";20;"nov";915;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";1520;"yes";"no";"cellular";5;"feb";115;1;-1;0;"unknown";"no" +36;"blue-collar";"divorced";"secondary";"no";-140;"yes";"no";"unknown";26;"may";222;2;-1;0;"unknown";"no" +75;"retired";"divorced";"primary";"no";852;"no";"no";"cellular";15;"mar";341;1;-1;0;"unknown";"no" +38;"blue-collar";"single";"secondary";"no";578;"yes";"no";"unknown";21;"may";112;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"yes";0;"yes";"no";"unknown";6;"may";64;2;-1;0;"unknown";"no" +38;"services";"single";"secondary";"no";2253;"yes";"no";"cellular";13;"may";937;3;-1;0;"unknown";"yes" +34;"management";"single";"tertiary";"no";1171;"yes";"no";"cellular";10;"jul";129;1;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";452;"yes";"no";"cellular";11;"may";59;1;-1;0;"unknown";"no" +28;"admin.";"married";"secondary";"no";-97;"yes";"no";"cellular";29;"jan";79;1;225;2;"success";"no" +79;"retired";"married";"secondary";"no";4738;"no";"no";"telephone";9;"jul";151;5;-1;0;"unknown";"no" +51;"admin.";"divorced";"secondary";"no";467;"yes";"no";"unknown";19;"may";83;1;-1;0;"unknown";"no" +32;"student";"single";"tertiary";"no";0;"no";"no";"cellular";6;"aug";101;5;3;6;"other";"no" +36;"management";"married";"tertiary";"no";495;"no";"no";"cellular";5;"aug";157;3;97;2;"success";"yes" +38;"entrepreneur";"married";"secondary";"no";157;"no";"yes";"cellular";15;"may";57;11;366;1;"other";"no" +49;"self-employed";"married";"secondary";"no";358;"yes";"yes";"unknown";13;"may";176;3;-1;0;"unknown";"no" +42;"services";"married";"secondary";"no";292;"yes";"no";"cellular";11;"may";222;3;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";7343;"yes";"no";"unknown";2;"jun";217;4;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";-563;"yes";"no";"unknown";26;"may";252;1;-1;0;"unknown";"no" +59;"retired";"single";"secondary";"no";351;"yes";"no";"unknown";27;"may";1063;5;-1;0;"unknown";"yes" +35;"unknown";"married";"primary";"no";365;"no";"no";"cellular";29;"aug";41;2;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";13494;"yes";"no";"unknown";20;"jun";27;25;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";846;"yes";"no";"cellular";17;"apr";758;2;-1;0;"unknown";"no" +64;"retired";"married";"secondary";"no";1574;"no";"no";"telephone";29;"jul";301;3;-1;0;"unknown";"yes" +34;"entrepreneur";"married";"tertiary";"no";-28;"yes";"no";"cellular";16;"jul";574;1;-1;0;"unknown";"no" +77;"retired";"married";"tertiary";"no";0;"no";"no";"cellular";16;"oct";847;1;60;1;"success";"yes" +57;"retired";"married";"primary";"no";2927;"no";"yes";"telephone";30;"jul";78;5;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";501;"yes";"yes";"unknown";27;"may";514;1;-1;0;"unknown";"no" +56;"housemaid";"divorced";"primary";"yes";1238;"no";"no";"unknown";5;"jun";1558;1;-1;0;"unknown";"yes" +49;"unknown";"married";"unknown";"no";301;"no";"no";"cellular";14;"aug";789;2;-1;0;"unknown";"no" +73;"retired";"married";"primary";"no";1388;"no";"no";"cellular";20;"jul";146;3;190;3;"success";"no" +39;"technician";"single";"secondary";"no";102;"yes";"no";"cellular";14;"aug";272;2;-1;0;"unknown";"no" +57;"technician";"divorced";"primary";"no";13;"yes";"no";"cellular";8;"may";323;2;368;2;"failure";"no" +32;"self-employed";"married";"secondary";"no";413;"yes";"no";"cellular";11;"jul";712;2;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";4665;"yes";"no";"unknown";21;"may";860;2;-1;0;"unknown";"yes" +45;"admin.";"married";"secondary";"no";638;"yes";"no";"cellular";20;"aug";75;9;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";101;"yes";"no";"unknown";19;"may";191;4;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1224;"yes";"yes";"cellular";24;"jul";1441;2;-1;0;"unknown";"yes" +49;"self-employed";"married";"secondary";"no";1103;"no";"no";"cellular";12;"aug";428;2;-1;0;"unknown";"no" +29;"services";"married";"secondary";"no";3748;"no";"no";"cellular";28;"may";322;3;-1;0;"unknown";"no" +55;"technician";"married";"secondary";"no";955;"yes";"no";"cellular";29;"jan";104;1;-1;0;"unknown";"no" +30;"admin.";"married";"secondary";"no";518;"yes";"no";"cellular";8;"may";127;1;-1;0;"unknown";"no" +45;"services";"single";"primary";"no";1893;"yes";"no";"unknown";3;"jun";1259;6;-1;0;"unknown";"yes" +39;"technician";"married";"tertiary";"no";14;"no";"no";"cellular";28;"jan";114;2;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";-423;"yes";"yes";"unknown";13;"may";106;1;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";3696;"no";"no";"cellular";19;"nov";305;1;182;3;"failure";"no" +36;"management";"married";"tertiary";"no";2987;"yes";"no";"cellular";12;"aug";307;1;-1;0;"unknown";"yes" +31;"technician";"single";"secondary";"no";433;"no";"no";"cellular";11;"aug";1504;2;-1;0;"unknown";"no" +36;"technician";"married";"unknown";"no";756;"no";"no";"cellular";11;"jul";396;3;-1;0;"unknown";"no" +38;"technician";"single";"tertiary";"no";0;"yes";"no";"cellular";1;"jun";71;1;-1;0;"unknown";"no" +33;"unknown";"married";"secondary";"no";2727;"no";"no";"cellular";6;"aug";205;3;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";93;"yes";"no";"unknown";13;"may";134;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";1766;"no";"yes";"cellular";5;"jun";166;2;-1;0;"unknown";"yes" +39;"services";"married";"secondary";"no";124;"yes";"no";"cellular";31;"jul";81;5;-1;0;"unknown";"no" +33;"admin.";"married";"tertiary";"no";69;"no";"yes";"cellular";4;"may";77;2;-1;0;"unknown";"no" +53;"services";"divorced";"secondary";"no";0;"no";"no";"cellular";12;"mar";80;2;-1;0;"unknown";"yes" +38;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";13;"may";537;5;303;2;"failure";"no" +59;"technician";"married";"secondary";"no";259;"no";"no";"cellular";15;"jun";415;1;89;1;"success";"yes" +55;"blue-collar";"married";"primary";"no";4103;"no";"no";"cellular";19;"nov";291;1;-1;0;"unknown";"no" +38;"technician";"single";"tertiary";"no";744;"yes";"no";"cellular";14;"may";283;1;288;12;"other";"no" +48;"services";"married";"secondary";"no";116;"yes";"no";"telephone";20;"apr";70;4;-1;0;"unknown";"no" +53;"blue-collar";"married";"secondary";"no";70;"yes";"no";"unknown";5;"may";611;2;-1;0;"unknown";"no" +44;"admin.";"divorced";"secondary";"no";432;"no";"no";"cellular";9;"feb";132;3;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";1172;"no";"no";"unknown";18;"jun";26;1;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";9;"yes";"no";"cellular";11;"may";262;3;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";428;"yes";"no";"unknown";21;"may";272;1;-1;0;"unknown";"no" +35;"technician";"single";"tertiary";"no";7546;"yes";"no";"cellular";28;"dec";137;1;122;3;"failure";"no" +31;"blue-collar";"married";"primary";"no";620;"no";"no";"cellular";30;"mar";95;1;-1;0;"unknown";"no" +35;"self-employed";"married";"tertiary";"no";8647;"no";"no";"cellular";19;"nov";140;2;-1;0;"unknown";"no" +40;"management";"single";"secondary";"no";192;"yes";"no";"unknown";16;"may";71;11;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";7;"may";502;1;7;2;"failure";"no" +43;"technician";"single";"tertiary";"no";27733;"yes";"no";"unknown";3;"jun";164;7;-1;0;"unknown";"no" +44;"entrepreneur";"married";"primary";"no";276;"yes";"yes";"unknown";15;"may";219;1;-1;0;"unknown";"no" +29;"technician";"single";"secondary";"no";113;"no";"no";"cellular";12;"feb";328;2;183;4;"success";"yes" +40;"technician";"married";"secondary";"no";782;"yes";"no";"unknown";14;"may";224;2;-1;0;"unknown";"no" +33;"entrepreneur";"married";"primary";"no";82;"yes";"no";"cellular";18;"nov";63;2;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";1008;"no";"no";"cellular";29;"aug";24;13;-1;0;"unknown";"no" +27;"unknown";"single";"tertiary";"no";6421;"no";"no";"telephone";28;"jan";147;4;-1;0;"unknown";"no" +26;"admin.";"single";"secondary";"no";443;"no";"no";"cellular";30;"jul";84;3;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";351;"yes";"no";"cellular";9;"jul";175;1;-1;0;"unknown";"no" +34;"technician";"married";"tertiary";"no";5060;"yes";"no";"cellular";21;"aug";12;21;-1;0;"unknown";"no" +39;"technician";"single";"tertiary";"no";-41;"no";"yes";"cellular";25;"aug";40;15;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";-124;"no";"no";"cellular";18;"jul";217;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";79;"yes";"yes";"cellular";23;"jul";235;11;-1;0;"unknown";"no" +44;"unemployed";"single";"secondary";"no";3945;"no";"no";"cellular";28;"jan";255;1;-1;0;"unknown";"no" +55;"retired";"married";"tertiary";"no";197;"no";"yes";"cellular";8;"jul";256;1;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"primary";"no";837;"no";"no";"telephone";30;"jul";41;2;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";-94;"no";"yes";"unknown";25;"jun";75;1;-1;0;"unknown";"no" +30;"services";"married";"secondary";"no";1743;"yes";"no";"cellular";5;"feb";192;4;-1;0;"unknown";"no" +46;"technician";"married";"secondary";"no";57;"no";"no";"unknown";28;"may";796;1;-1;0;"unknown";"yes" +49;"admin.";"married";"secondary";"no";635;"no";"no";"cellular";25;"aug";220;3;-1;0;"unknown";"no" +56;"retired";"married";"secondary";"no";-113;"yes";"yes";"cellular";12;"aug";614;2;-1;0;"unknown";"no" +47;"admin.";"divorced";"secondary";"no";225;"no";"no";"cellular";28;"aug";1126;4;-1;0;"unknown";"yes" +30;"admin.";"married";"secondary";"no";124;"no";"no";"telephone";16;"jun";161;2;-1;0;"unknown";"no" +36;"entrepreneur";"single";"secondary";"no";475;"no";"no";"cellular";25;"jul";141;3;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";-7;"no";"yes";"telephone";25;"jul";697;1;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"yes";375;"no";"no";"unknown";9;"jun";223;2;-1;0;"unknown";"no" +42;"admin.";"divorced";"secondary";"no";936;"no";"no";"cellular";30;"jan";931;1;-1;0;"unknown";"yes" +45;"technician";"married";"secondary";"no";1415;"yes";"no";"cellular";17;"nov";483;1;116;1;"failure";"no" +34;"unemployed";"single";"secondary";"no";0;"no";"no";"cellular";17;"nov";63;2;-1;0;"unknown";"no" +27;"admin.";"single";"secondary";"no";3638;"no";"no";"cellular";11;"jul";271;5;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";-99;"yes";"no";"cellular";15;"may";144;5;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";167;"yes";"yes";"cellular";8;"aug";79;3;-1;0;"unknown";"no" +46;"housemaid";"married";"primary";"no";19;"yes";"no";"telephone";21;"jul";171;1;-1;0;"unknown";"no" +29;"self-employed";"married";"tertiary";"no";242;"yes";"no";"cellular";18;"jul";73;4;-1;0;"unknown";"no" +53;"unknown";"married";"unknown";"no";13;"no";"no";"telephone";28;"jan";69;1;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";286;"no";"no";"cellular";20;"apr";60;1;343;4;"failure";"no" +49;"unemployed";"married";"secondary";"no";769;"yes";"no";"unknown";14;"may";257;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";93;"no";"no";"cellular";4;"may";198;2;88;1;"other";"no" +38;"blue-collar";"married";"secondary";"no";1663;"yes";"no";"cellular";13;"apr";217;3;327;1;"failure";"no" +39;"entrepreneur";"married";"primary";"no";238;"yes";"yes";"cellular";19;"nov";134;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";2178;"yes";"no";"cellular";26;"may";41;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";792;"yes";"yes";"cellular";19;"nov";611;2;175;12;"other";"no" +35;"blue-collar";"single";"unknown";"no";871;"yes";"no";"unknown";6;"jun";216;3;-1;0;"unknown";"no" +60;"admin.";"married";"secondary";"no";1025;"no";"no";"cellular";6;"aug";388;8;-1;0;"unknown";"no" +57;"technician";"divorced";"secondary";"no";63;"yes";"no";"unknown";5;"may";242;1;-1;0;"unknown";"no" +31;"blue-collar";"single";"secondary";"no";16;"no";"no";"cellular";7;"jul";387;1;-1;0;"unknown";"no" +29;"management";"single";"secondary";"no";417;"no";"no";"cellular";7;"oct";90;1;-1;0;"unknown";"no" +41;"services";"married";"secondary";"no";3992;"yes";"no";"telephone";20;"nov";281;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";2749;"yes";"no";"cellular";17;"nov";332;1;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";133;"no";"no";"cellular";4;"may";218;1;-1;0;"unknown";"yes" +32;"blue-collar";"single";"secondary";"no";1721;"yes";"no";"unknown";21;"may";650;2;-1;0;"unknown";"no" +54;"management";"divorced";"tertiary";"no";2171;"yes";"yes";"telephone";18;"nov";1034;1;-1;0;"unknown";"yes" +37;"services";"married";"secondary";"no";4760;"yes";"no";"cellular";8;"may";182;2;169;2;"failure";"no" +32;"technician";"single";"secondary";"no";2979;"no";"no";"cellular";25;"may";156;1;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";690;"yes";"no";"cellular";6;"aug";171;3;-1;0;"unknown";"no" +50;"blue-collar";"divorced";"secondary";"no";203;"yes";"no";"telephone";19;"nov";265;1;127;4;"other";"no" +34;"blue-collar";"married";"secondary";"no";322;"yes";"no";"cellular";20;"apr";10;3;-1;0;"unknown";"no" +31;"admin.";"divorced";"secondary";"no";1210;"no";"no";"cellular";16;"jul";350;1;-1;0;"unknown";"no" +43;"self-employed";"married";"secondary";"no";634;"yes";"no";"cellular";17;"nov";65;1;131;1;"failure";"no" +49;"entrepreneur";"married";"secondary";"no";273;"no";"no";"cellular";23;"jul";58;1;-1;0;"unknown";"no" +22;"student";"single";"unknown";"no";47;"no";"no";"cellular";3;"jul";69;3;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";1100;"no";"yes";"cellular";29;"jan";127;2;-1;0;"unknown";"no" +56;"admin.";"married";"secondary";"no";0;"yes";"no";"telephone";19;"nov";154;2;-1;0;"unknown";"no" +53;"blue-collar";"married";"secondary";"no";0;"no";"no";"telephone";31;"jul";36;4;-1;0;"unknown";"no" +54;"entrepreneur";"married";"tertiary";"no";1544;"no";"yes";"cellular";5;"feb";85;7;196;3;"failure";"no" +32;"services";"single";"unknown";"no";6145;"yes";"no";"cellular";14;"may";362;1;287;13;"failure";"no" +41;"self-employed";"married";"secondary";"no";28;"yes";"no";"cellular";11;"may";49;1;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";1012;"yes";"no";"cellular";6;"may";410;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";245;"yes";"yes";"cellular";8;"may";253;3;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";1998;"no";"no";"cellular";19;"nov";570;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";3990;"yes";"no";"cellular";24;"jul";633;7;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";1328;"yes";"no";"unknown";6;"jun";82;4;-1;0;"unknown";"no" +34;"entrepreneur";"married";"tertiary";"no";412;"yes";"yes";"cellular";8;"jul";164;1;-1;0;"unknown";"no" +55;"management";"married";"primary";"no";229;"no";"yes";"unknown";9;"jun";175;3;-1;0;"unknown";"no" +28;"student";"single";"tertiary";"no";1562;"no";"no";"cellular";15;"feb";659;4;-1;0;"unknown";"yes" +29;"admin.";"single";"secondary";"no";3432;"yes";"no";"cellular";17;"apr";139;2;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";144;"yes";"no";"unknown";4;"jul";43;11;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";1339;"yes";"no";"cellular";22;"aug";343;5;-1;0;"unknown";"no" +54;"services";"married";"unknown";"no";386;"no";"yes";"cellular";19;"nov";74;1;152;1;"success";"no" +43;"blue-collar";"married";"primary";"no";7727;"yes";"no";"unknown";15;"may";302;8;-1;0;"unknown";"no" +55;"entrepreneur";"married";"secondary";"no";204;"no";"no";"cellular";14;"jul";455;13;-1;0;"unknown";"no" +28;"blue-collar";"divorced";"unknown";"no";101;"yes";"no";"unknown";28;"may";126;4;-1;0;"unknown";"no" +45;"unemployed";"divorced";"secondary";"no";728;"yes";"yes";"cellular";18;"nov";107;1;-1;0;"unknown";"no" +45;"entrepreneur";"married";"primary";"no";2418;"yes";"no";"unknown";14;"may";120;1;-1;0;"unknown";"no" +51;"management";"married";"tertiary";"no";2934;"yes";"no";"cellular";18;"nov";727;4;-1;0;"unknown";"no" +42;"technician";"single";"secondary";"no";0;"yes";"no";"unknown";7;"may";275;4;-1;0;"unknown";"no" +43;"unknown";"single";"unknown";"no";181;"no";"no";"telephone";28;"jan";41;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";176;"no";"no";"cellular";18;"aug";61;4;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";49;"yes";"no";"cellular";15;"may";232;2;365;5;"other";"no" +37;"blue-collar";"married";"secondary";"no";2023;"yes";"no";"cellular";10;"jul";214;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";372;"yes";"no";"telephone";11;"may";21;1;-1;0;"unknown";"no" +42;"management";"divorced";"unknown";"no";7702;"no";"no";"cellular";16;"feb";138;2;-1;0;"unknown";"yes" +34;"blue-collar";"single";"primary";"no";464;"yes";"no";"cellular";18;"may";173;1;299;2;"other";"no" +48;"management";"married";"secondary";"no";117;"yes";"no";"cellular";16;"apr";635;1;-1;0;"unknown";"no" +47;"admin.";"married";"secondary";"no";104;"yes";"yes";"cellular";14;"jul";77;2;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";1041;"yes";"no";"unknown";12;"jun";73;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";539;"no";"no";"cellular";18;"jan";540;2;115;3;"failure";"no" +38;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";3;"jun";179;2;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";406;"yes";"no";"cellular";17;"jul";119;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";2558;"yes";"no";"telephone";20;"nov";107;1;167;1;"other";"no" +26;"blue-collar";"married";"secondary";"no";484;"yes";"no";"unknown";19;"may";48;2;-1;0;"unknown";"no" +30;"services";"single";"tertiary";"no";3516;"yes";"no";"unknown";29;"may";447;4;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";5639;"yes";"no";"cellular";17;"jul";430;2;-1;0;"unknown";"no" +42;"management";"single";"tertiary";"no";100;"no";"no";"cellular";7;"aug";64;2;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";1306;"yes";"no";"unknown";28;"may";217;5;-1;0;"unknown";"no" +37;"management";"single";"tertiary";"no";815;"yes";"no";"cellular";7;"may";77;1;-1;0;"unknown";"no" +26;"blue-collar";"married";"secondary";"no";245;"yes";"no";"unknown";26;"may";16;11;-1;0;"unknown";"no" +54;"blue-collar";"married";"unknown";"no";191;"no";"no";"cellular";4;"aug";753;2;-1;0;"unknown";"no" +70;"retired";"married";"secondary";"no";2815;"no";"no";"cellular";26;"apr";125;2;182;1;"failure";"no" +29;"self-employed";"single";"secondary";"no";3672;"yes";"yes";"unknown";28;"may";1210;1;-1;0;"unknown";"no" +50;"services";"married";"secondary";"no";1572;"yes";"no";"cellular";9;"jul";185;1;-1;0;"unknown";"no" +60;"unemployed";"divorced";"secondary";"no";385;"yes";"no";"cellular";4;"feb";80;1;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";29;"no";"no";"cellular";19;"aug";156;2;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";84;"no";"yes";"cellular";29;"jul";403;3;-1;0;"unknown";"no" +34;"self-employed";"single";"tertiary";"no";876;"yes";"no";"cellular";17;"nov";145;2;-1;0;"unknown";"no" +48;"services";"single";"primary";"no";1499;"yes";"no";"cellular";12;"may";17;7;-1;0;"unknown";"no" +25;"student";"married";"tertiary";"no";0;"yes";"no";"cellular";9;"jul";160;1;-1;0;"unknown";"no" +32;"management";"married";"secondary";"no";6217;"yes";"yes";"cellular";18;"nov";486;2;181;2;"failure";"no" +32;"blue-collar";"married";"primary";"no";329;"yes";"no";"cellular";3;"feb";321;1;-1;0;"unknown";"no" +47;"admin.";"divorced";"secondary";"no";162;"yes";"no";"unknown";9;"may";203;4;-1;0;"unknown";"no" +32;"technician";"married";"unknown";"no";14533;"no";"no";"cellular";31;"dec";646;3;198;2;"success";"no" +49;"management";"single";"tertiary";"no";151;"yes";"no";"cellular";8;"jul";97;3;-1;0;"unknown";"yes" +53;"services";"married";"secondary";"no";-2;"yes";"yes";"cellular";16;"apr";144;2;-1;0;"unknown";"no" +41;"blue-collar";"single";"unknown";"no";4684;"no";"no";"unknown";20;"jun";30;6;-1;0;"unknown";"no" +47;"management";"divorced";"tertiary";"no";1149;"no";"yes";"cellular";15;"jul";82;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";11;"yes";"no";"unknown";13;"may";326;4;-1;0;"unknown";"no" +33;"management";"single";"secondary";"no";8004;"no";"no";"cellular";19;"nov";414;3;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";1019;"yes";"no";"cellular";16;"apr";285;5;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";1297;"no";"no";"cellular";11;"aug";716;3;-1;0;"unknown";"yes" +29;"management";"divorced";"tertiary";"no";415;"yes";"yes";"unknown";28;"may";449;4;-1;0;"unknown";"no" +58;"self-employed";"married";"primary";"no";671;"yes";"no";"unknown";17;"jun";16;3;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";2378;"yes";"no";"unknown";2;"jun";65;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";417;"yes";"no";"cellular";18;"nov";138;1;-1;0;"unknown";"no" +60;"retired";"married";"primary";"no";71;"no";"no";"cellular";10;"jul";121;3;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";1188;"no";"no";"cellular";27;"may";140;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";8139;"yes";"no";"cellular";18;"aug";256;6;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";249;"yes";"no";"cellular";31;"jul";61;4;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";689;"yes";"no";"cellular";14;"jul";367;2;-1;0;"unknown";"no" +55;"self-employed";"married";"secondary";"no";203;"yes";"no";"telephone";14;"may";9;5;174;12;"other";"no" +45;"blue-collar";"single";"primary";"yes";-183;"no";"yes";"cellular";15;"jul";395;4;-1;0;"unknown";"no" +47;"blue-collar";"married";"primary";"no";3451;"no";"yes";"cellular";21;"nov";125;2;-1;0;"unknown";"no" +58;"technician";"married";"secondary";"no";116;"no";"no";"unknown";16;"jun";580;3;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";1746;"yes";"no";"cellular";7;"apr";15;1;316;1;"failure";"no" +55;"technician";"married";"secondary";"no";0;"yes";"no";"unknown";30;"may";119;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";897;"yes";"no";"unknown";20;"may";26;2;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";821;"yes";"yes";"cellular";17;"nov";224;2;180;1;"failure";"no" +42;"blue-collar";"married";"secondary";"no";130;"yes";"no";"unknown";29;"may";285;1;-1;0;"unknown";"no" +32;"management";"divorced";"tertiary";"no";1;"yes";"no";"unknown";8;"may";399;4;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";8;"no";"no";"cellular";30;"jul";88;3;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";55;"yes";"no";"cellular";6;"aug";185;4;-1;0;"unknown";"no" +59;"blue-collar";"married";"primary";"no";699;"no";"no";"cellular";28;"jan";98;1;154;6;"failure";"no" +42;"unemployed";"divorced";"secondary";"no";759;"no";"no";"cellular";28;"jan";97;1;169;3;"failure";"no" +33;"blue-collar";"married";"secondary";"no";687;"yes";"no";"cellular";14;"may";72;2;370;1;"failure";"no" +53;"retired";"married";"secondary";"no";4968;"no";"no";"cellular";6;"may";109;1;87;2;"failure";"no" +43;"blue-collar";"married";"primary";"no";1211;"yes";"no";"unknown";6;"may";208;3;-1;0;"unknown";"no" +39;"self-employed";"single";"tertiary";"no";426;"no";"no";"unknown";18;"jun";1029;1;-1;0;"unknown";"yes" +27;"entrepreneur";"single";"secondary";"no";376;"yes";"yes";"cellular";5;"may";273;1;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";12;"yes";"no";"unknown";23;"may";130;1;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";23;"no";"no";"cellular";26;"feb";590;2;-1;0;"unknown";"no" +33;"admin.";"married";"secondary";"no";353;"yes";"no";"cellular";19;"nov";107;2;-1;0;"unknown";"no" +29;"services";"divorced";"secondary";"no";330;"yes";"no";"unknown";12;"may";88;2;-1;0;"unknown";"no" +33;"management";"divorced";"tertiary";"no";0;"no";"no";"cellular";13;"aug";305;2;-1;0;"unknown";"no" +41;"entrepreneur";"married";"secondary";"no";353;"no";"no";"cellular";19;"nov";90;2;-1;0;"unknown";"no" +38;"technician";"single";"tertiary";"no";2273;"yes";"no";"cellular";17;"apr";222;1;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";9;"jul";127;1;-1;0;"unknown";"no" +58;"unemployed";"married";"tertiary";"no";744;"no";"no";"telephone";28;"jan";38;1;-1;0;"unknown";"no" +37;"services";"single";"secondary";"no";608;"no";"no";"cellular";14;"may";380;3;-1;0;"unknown";"no" +36;"admin.";"divorced";"secondary";"no";356;"yes";"no";"cellular";7;"apr";244;3;313;1;"failure";"no" +45;"blue-collar";"married";"primary";"no";1291;"yes";"no";"cellular";28;"aug";189;17;-1;0;"unknown";"no" +23;"technician";"single";"secondary";"no";-306;"yes";"no";"unknown";4;"jun";217;2;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";306;"no";"no";"cellular";28;"jul";388;3;181;1;"success";"yes" +44;"blue-collar";"married";"primary";"no";-312;"yes";"no";"unknown";20;"jun";22;3;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";493;"no";"no";"cellular";13;"aug";289;2;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";71;"yes";"no";"cellular";21;"jul";221;8;-1;0;"unknown";"no" +38;"admin.";"married";"tertiary";"no";669;"yes";"yes";"cellular";31;"jul";129;2;-1;0;"unknown";"no" +47;"blue-collar";"married";"primary";"no";556;"yes";"no";"cellular";4;"feb";147;2;264;4;"other";"no" +34;"services";"single";"secondary";"no";84;"yes";"no";"unknown";23;"may";299;1;-1;0;"unknown";"no" +52;"services";"married";"secondary";"no";108;"yes";"no";"unknown";15;"may";543;12;-1;0;"unknown";"no" +45;"admin.";"single";"secondary";"no";-11;"yes";"no";"cellular";5;"may";247;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"primary";"no";1164;"yes";"no";"unknown";8;"may";166;2;-1;0;"unknown";"no" +52;"blue-collar";"divorced";"primary";"no";-191;"yes";"no";"unknown";15;"may";755;1;-1;0;"unknown";"yes" +37;"blue-collar";"married";"secondary";"no";132;"no";"no";"unknown";27;"may";336;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"secondary";"no";2237;"yes";"no";"unknown";29;"may";619;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";4761;"yes";"no";"cellular";5;"may";159;2;350;2;"failure";"no" +33;"blue-collar";"married";"secondary";"no";-346;"yes";"yes";"unknown";23;"may";29;3;-1;0;"unknown";"no" +28;"unemployed";"married";"secondary";"no";655;"yes";"no";"unknown";4;"jun";606;2;-1;0;"unknown";"no" +66;"management";"married";"tertiary";"no";1048;"yes";"no";"cellular";23;"jun";971;2;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";0;"yes";"no";"unknown";28;"may";231;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";624;"yes";"no";"unknown";7;"may";163;1;-1;0;"unknown";"no" +47;"services";"single";"unknown";"no";1784;"no";"no";"cellular";19;"oct";385;2;-1;0;"unknown";"yes" +36;"admin.";"single";"secondary";"no";1281;"no";"no";"telephone";24;"jul";119;2;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";569;"no";"yes";"cellular";29;"jan";348;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";1666;"yes";"no";"unknown";31;"mar";30;1;-1;0;"unknown";"no" +40;"admin.";"married";"secondary";"no";168;"yes";"no";"cellular";7;"may";249;2;169;1;"failure";"no" +33;"self-employed";"married";"tertiary";"no";263;"no";"no";"cellular";4;"may";119;2;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";-405;"yes";"no";"cellular";8;"may";177;1;-1;0;"unknown";"no" +38;"self-employed";"married";"secondary";"no";279;"yes";"no";"unknown";28;"may";110;5;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";0;"no";"no";"cellular";18;"aug";594;4;-1;0;"unknown";"yes" +65;"unknown";"married";"unknown";"no";300;"no";"no";"cellular";12;"jan";105;1;-1;0;"unknown";"no" +34;"unemployed";"single";"tertiary";"no";415;"no";"no";"cellular";12;"aug";123;1;-1;0;"unknown";"no" +34;"admin.";"single";"primary";"no";0;"yes";"yes";"cellular";6;"may";172;4;-1;0;"unknown";"no" +42;"blue-collar";"single";"primary";"no";1322;"yes";"yes";"cellular";8;"jul";178;1;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";1062;"yes";"yes";"cellular";6;"apr";230;1;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";302;"yes";"no";"unknown";20;"jun";89;3;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";809;"yes";"no";"unknown";15;"may";118;4;-1;0;"unknown";"no" +38;"housemaid";"married";"secondary";"no";-278;"yes";"no";"cellular";28;"jul";143;2;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";3238;"yes";"no";"unknown";19;"may";7;1;-1;0;"unknown";"no" +46;"admin.";"single";"secondary";"no";751;"yes";"no";"unknown";13;"may";104;2;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"primary";"no";-28;"no";"yes";"unknown";2;"jul";220;2;-1;0;"unknown";"no" +42;"management";"divorced";"tertiary";"no";0;"no";"no";"unknown";20;"jun";85;2;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";2442;"no";"no";"cellular";16;"feb";91;3;-1;0;"unknown";"yes" +58;"unemployed";"married";"tertiary";"no";1798;"yes";"no";"cellular";5;"feb";19;8;-1;0;"unknown";"no" +43;"admin.";"married";"secondary";"no";132;"no";"no";"cellular";19;"aug";574;1;84;3;"success";"yes" +36;"management";"single";"tertiary";"no";260;"yes";"no";"cellular";7;"may";49;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";7;"yes";"yes";"cellular";2;"feb";171;2;193;2;"other";"no" +31;"management";"single";"tertiary";"no";3283;"no";"no";"cellular";2;"feb";258;1;73;1;"failure";"yes" +49;"technician";"married";"unknown";"no";323;"yes";"no";"cellular";18;"nov";41;2;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";2960;"yes";"no";"cellular";20;"nov";83;1;-1;0;"unknown";"no" +29;"unemployed";"single";"secondary";"no";486;"no";"no";"telephone";30;"apr";95;1;-1;0;"unknown";"no" +51;"retired";"divorced";"secondary";"no";343;"yes";"no";"unknown";30;"may";78;2;-1;0;"unknown";"no" +40;"unemployed";"divorced";"secondary";"no";507;"yes";"no";"cellular";2;"feb";134;1;266;7;"failure";"no" +35;"management";"single";"tertiary";"no";5958;"yes";"no";"cellular";22;"mar";215;1;-1;0;"unknown";"yes" +25;"student";"single";"secondary";"no";304;"no";"no";"cellular";26;"may";226;2;-1;0;"unknown";"yes" +32;"blue-collar";"single";"secondary";"no";118;"yes";"no";"cellular";17;"jul";1275;1;-1;0;"unknown";"yes" +30;"self-employed";"married";"secondary";"no";123;"no";"yes";"unknown";17;"jul";66;1;85;5;"other";"no" +38;"management";"married";"tertiary";"no";76;"yes";"no";"cellular";7;"jul";196;3;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";70;"yes";"no";"cellular";27;"mar";229;2;-1;0;"unknown";"yes" +43;"unemployed";"married";"primary";"no";960;"yes";"yes";"unknown";15;"may";241;2;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";2185;"no";"no";"cellular";20;"nov";354;2;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";309;"yes";"no";"cellular";11;"may";471;3;-1;0;"unknown";"no" +56;"blue-collar";"married";"secondary";"no";2190;"no";"yes";"cellular";30;"jan";90;2;232;1;"failure";"no" +57;"technician";"married";"primary";"no";0;"no";"no";"unknown";5;"jun";58;8;-1;0;"unknown";"no" +38;"admin.";"married";"secondary";"no";3732;"yes";"no";"unknown";21;"may";379;2;-1;0;"unknown";"no" +51;"technician";"married";"primary";"no";1550;"no";"no";"unknown";20;"jun";12;5;-1;0;"unknown";"no" +35;"admin.";"single";"tertiary";"no";62;"no";"yes";"cellular";30;"apr";67;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";704;"no";"no";"unknown";18;"jun";165;7;-1;0;"unknown";"no" +48;"management";"married";"secondary";"no";4415;"yes";"no";"cellular";8;"apr";1032;3;141;7;"failure";"yes" +30;"blue-collar";"single";"secondary";"yes";4;"yes";"no";"unknown";23;"may";84;3;-1;0;"unknown";"no" +60;"retired";"married";"secondary";"no";262;"no";"no";"cellular";18;"aug";393;4;-1;0;"unknown";"no" +56;"management";"married";"secondary";"no";238;"yes";"no";"cellular";19;"nov";808;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";97;"yes";"no";"unknown";7;"may";923;3;-1;0;"unknown";"no" +38;"technician";"divorced";"secondary";"no";410;"no";"no";"cellular";11;"aug";63;6;-1;0;"unknown";"no" +20;"student";"single";"secondary";"no";1191;"no";"no";"cellular";12;"feb";274;1;-1;0;"unknown";"no" +59;"retired";"married";"primary";"no";-47;"yes";"no";"cellular";27;"aug";84;4;-1;0;"unknown";"no" +34;"technician";"married";"tertiary";"no";197;"no";"no";"cellular";20;"aug";78;3;-1;0;"unknown";"yes" +36;"blue-collar";"married";"unknown";"no";6;"no";"no";"unknown";20;"jun";41;7;-1;0;"unknown";"no" +53;"admin.";"single";"secondary";"no";2398;"yes";"no";"cellular";2;"aug";317;1;180;2;"failure";"yes" +51;"management";"married";"tertiary";"no";630;"yes";"no";"cellular";5;"may";138;1;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";235;"no";"no";"cellular";27;"aug";88;4;-1;0;"unknown";"no" +48;"management";"married";"primary";"no";1910;"yes";"no";"unknown";29;"may";413;2;-1;0;"unknown";"no" +56;"management";"married";"tertiary";"no";3172;"yes";"no";"cellular";5;"feb";139;1;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";872;"no";"no";"cellular";8;"aug";82;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";407;"yes";"no";"cellular";20;"apr";12;6;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";100;"yes";"no";"cellular";11;"aug";221;1;461;1;"success";"yes" +59;"housemaid";"married";"secondary";"no";345;"no";"no";"unknown";9;"jun";38;1;-1;0;"unknown";"no" +44;"management";"divorced";"tertiary";"no";2058;"no";"yes";"cellular";21;"nov";661;1;-1;0;"unknown";"no" +49;"housemaid";"married";"primary";"no";889;"no";"no";"telephone";7;"jul";388;1;-1;0;"unknown";"yes" +35;"admin.";"married";"tertiary";"no";0;"yes";"no";"cellular";28;"jul";151;7;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";51;"no";"no";"cellular";25;"aug";140;8;-1;0;"unknown";"no" +55;"retired";"married";"primary";"no";150;"no";"no";"cellular";8;"jul";124;1;-1;0;"unknown";"no" +51;"self-employed";"married";"secondary";"yes";34;"no";"yes";"cellular";7;"jul";200;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";795;"no";"no";"cellular";6;"feb";101;3;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";282;"no";"yes";"cellular";7;"jul";261;12;-1;0;"unknown";"no" +51;"management";"single";"tertiary";"no";2139;"no";"no";"cellular";17;"nov";176;2;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";-469;"yes";"no";"unknown";16;"jun";209;12;-1;0;"unknown";"no" +49;"admin.";"married";"secondary";"no";197;"yes";"no";"cellular";13;"apr";223;1;182;2;"failure";"yes" +40;"technician";"single";"tertiary";"no";825;"yes";"no";"cellular";20;"apr";38;1;335;1;"other";"no" +47;"housemaid";"single";"tertiary";"no";3232;"no";"no";"telephone";6;"oct";541;1;204;3;"failure";"no" +48;"management";"divorced";"secondary";"no";1598;"yes";"no";"unknown";29;"may";84;1;-1;0;"unknown";"no" +47;"services";"married";"tertiary";"no";871;"no";"no";"cellular";22;"aug";602;9;-1;0;"unknown";"no" +56;"services";"married";"secondary";"no";83;"no";"no";"cellular";27;"aug";26;11;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";1445;"no";"no";"cellular";26;"apr";328;2;143;2;"success";"yes" +38;"technician";"married";"secondary";"no";226;"yes";"no";"unknown";30;"may";762;3;-1;0;"unknown";"yes" +32;"management";"married";"tertiary";"no";-55;"yes";"no";"cellular";26;"aug";107;4;-1;0;"unknown";"no" +42;"admin.";"single";"secondary";"no";243;"yes";"no";"unknown";14;"may";46;5;-1;0;"unknown";"no" +30;"blue-collar";"married";"primary";"no";-336;"no";"no";"cellular";10;"jul";128;6;-1;0;"unknown";"no" +26;"admin.";"single";"tertiary";"no";3672;"yes";"no";"unknown";29;"may";360;5;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";0;"yes";"no";"cellular";9;"nov";524;1;96;5;"success";"yes" +35;"technician";"married";"secondary";"no";251;"yes";"yes";"unknown";1;"jul";128;3;-1;0;"unknown";"no" +35;"self-employed";"single";"tertiary";"no";44;"no";"no";"cellular";7;"sep";310;2;96;2;"other";"no" +57;"blue-collar";"married";"secondary";"no";2887;"no";"no";"cellular";21;"aug";819;10;-1;0;"unknown";"yes" +29;"admin.";"single";"secondary";"no";1992;"no";"no";"cellular";8;"jul";202;1;87;2;"failure";"no" +32;"blue-collar";"single";"secondary";"no";2;"no";"no";"unknown";9;"may";144;2;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";1415;"yes";"no";"cellular";24;"jul";311;1;-1;0;"unknown";"no" +51;"management";"single";"tertiary";"no";297;"yes";"no";"cellular";15;"may";415;4;375;1;"failure";"yes" +31;"technician";"single";"secondary";"no";1094;"yes";"no";"unknown";12;"jun";93;8;-1;0;"unknown";"no" +50;"self-employed";"married";"unknown";"no";-84;"yes";"no";"unknown";6;"may";101;1;-1;0;"unknown";"no" +38;"blue-collar";"single";"secondary";"no";-1;"yes";"no";"unknown";7;"may";72;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";347;"yes";"no";"cellular";22;"jul";282;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";1253;"yes";"no";"unknown";19;"may";210;2;-1;0;"unknown";"no" +37;"unemployed";"married";"unknown";"no";4565;"no";"no";"cellular";4;"sep";369;1;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";781;"no";"no";"cellular";9;"apr";125;6;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";7124;"no";"no";"unknown";16;"jun";301;6;-1;0;"unknown";"no" +43;"management";"married";"secondary";"no";17555;"no";"no";"cellular";26;"aug";14;14;-1;0;"unknown";"no" +43;"management";"married";"unknown";"no";5172;"yes";"no";"unknown";29;"may";57;3;-1;0;"unknown";"no" +56;"management";"married";"tertiary";"no";15520;"no";"no";"cellular";18;"nov";420;1;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";13711;"yes";"no";"cellular";14;"may";638;1;175;3;"success";"no" +58;"management";"divorced";"tertiary";"no";1533;"no";"no";"unknown";15;"may";137;2;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";286;"no";"no";"cellular";22;"aug";557;7;-1;0;"unknown";"no" +31;"blue-collar";"single";"secondary";"no";-219;"yes";"no";"unknown";30;"may";66;2;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";20;"may";206;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";810;"yes";"no";"unknown";14;"may";19;14;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";300;"no";"no";"cellular";6;"feb";166;2;-1;0;"unknown";"no" +37;"services";"single";"secondary";"no";1175;"yes";"no";"cellular";15;"may";102;1;333;2;"failure";"no" +39;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";2;"jun";46;2;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";113;"yes";"no";"unknown";4;"jun";126;1;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";641;"yes";"no";"unknown";13;"may";161;1;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";1477;"yes";"no";"cellular";8;"jul";355;1;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";0;"yes";"no";"unknown";14;"may";40;2;-1;0;"unknown";"no" +54;"services";"married";"primary";"no";8;"yes";"no";"cellular";14;"may";143;1;-1;0;"unknown";"no" +39;"admin.";"divorced";"secondary";"no";399;"yes";"yes";"cellular";14;"aug";133;2;-1;0;"unknown";"no" +56;"admin.";"divorced";"secondary";"yes";-435;"yes";"yes";"unknown";9;"may";185;2;-1;0;"unknown";"no" +35;"admin.";"single";"secondary";"no";2830;"no";"no";"unknown";20;"jun";22;12;-1;0;"unknown";"no" +34;"management";"married";"secondary";"no";15;"no";"no";"cellular";25;"aug";184;7;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";125;"no";"no";"cellular";22;"aug";78;2;-1;0;"unknown";"no" +38;"technician";"married";"tertiary";"no";45;"no";"no";"cellular";22;"jul";125;4;-1;0;"unknown";"no" +41;"technician";"married";"tertiary";"no";13;"no";"no";"unknown";5;"jun";189;2;-1;0;"unknown";"no" +44;"entrepreneur";"married";"tertiary";"no";0;"yes";"no";"unknown";9;"jul";300;1;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";579;"yes";"no";"unknown";28;"may";396;1;-1;0;"unknown";"no" +30;"services";"single";"secondary";"no";432;"yes";"no";"unknown";20;"may";340;3;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";1987;"yes";"no";"telephone";20;"nov";55;2;-1;0;"unknown";"no" +34;"management";"married";"secondary";"no";857;"yes";"no";"cellular";22;"aug";238;6;-1;0;"unknown";"no" +70;"retired";"married";"tertiary";"no";15834;"no";"no";"cellular";5;"apr";172;3;186;1;"failure";"no" +45;"management";"married";"tertiary";"no";3370;"no";"no";"unknown";12;"jun";36;3;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";6290;"no";"no";"cellular";20;"nov";303;2;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";808;"no";"no";"cellular";14;"jul";417;3;-1;0;"unknown";"no" +40;"services";"married";"unknown";"no";4075;"yes";"no";"unknown";16;"jun";162;3;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";373;"yes";"no";"cellular";14;"may";10;9;344;1;"failure";"no" +44;"admin.";"single";"secondary";"no";-101;"yes";"no";"cellular";10;"jul";99;1;-1;0;"unknown";"no" +49;"services";"divorced";"secondary";"no";3250;"no";"no";"unknown";16;"jun";32;3;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";1375;"yes";"no";"cellular";17;"nov";308;3;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";180;"no";"no";"cellular";16;"jun";298;3;-1;0;"unknown";"no" +58;"technician";"married";"secondary";"no";175;"no";"no";"cellular";12;"aug";92;4;-1;0;"unknown";"no" +52;"services";"married";"secondary";"no";381;"no";"yes";"cellular";25;"aug";288;12;-1;0;"unknown";"no" +27;"blue-collar";"married";"secondary";"no";2171;"yes";"no";"cellular";16;"apr";130;1;323;1;"other";"no" +48;"technician";"married";"secondary";"no";340;"yes";"no";"cellular";28;"jan";255;2;-1;0;"unknown";"no" +33;"technician";"divorced";"secondary";"yes";10;"yes";"yes";"cellular";18;"nov";167;5;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";4958;"yes";"no";"cellular";17;"nov";64;3;150;5;"other";"no" +51;"housemaid";"married";"unknown";"no";21244;"no";"yes";"cellular";4;"aug";166;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";156;"no";"no";"cellular";13;"aug";657;7;-1;0;"unknown";"yes" +35;"technician";"divorced";"secondary";"no";473;"yes";"yes";"unknown";26;"may";434;4;-1;0;"unknown";"no" +37;"admin.";"single";"secondary";"no";781;"no";"no";"cellular";20;"aug";75;1;-1;0;"unknown";"no" +60;"entrepreneur";"married";"primary";"no";0;"no";"no";"telephone";23;"jul";40;1;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";1819;"no";"no";"cellular";5;"jun";398;2;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";4374;"yes";"no";"cellular";21;"nov";163;2;113;3;"failure";"no" +34;"entrepreneur";"married";"secondary";"no";456;"yes";"yes";"cellular";28;"aug";137;8;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";253;"yes";"no";"unknown";4;"jun";257;3;-1;0;"unknown";"no" +36;"services";"single";"secondary";"no";774;"yes";"no";"cellular";3;"feb";231;2;259;1;"failure";"no" +32;"admin.";"single";"tertiary";"no";-59;"no";"yes";"unknown";4;"jul";192;1;-1;0;"unknown";"no" +40;"services";"divorced";"secondary";"no";-81;"no";"yes";"cellular";23;"jul";186;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";6;"may";226;1;363;3;"other";"no" +57;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";21;"nov";67;1;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";-3;"no";"no";"cellular";28;"aug";205;2;-1;0;"unknown";"no" +31;"blue-collar";"single";"primary";"no";2488;"yes";"no";"cellular";20;"apr";14;1;-1;0;"unknown";"no" +39;"technician";"divorced";"tertiary";"yes";3;"no";"no";"cellular";6;"may";488;1;-1;0;"unknown";"yes" +35;"management";"married";"secondary";"no";839;"yes";"no";"unknown";23;"may";50;3;-1;0;"unknown";"no" +32;"blue-collar";"married";"primary";"no";103;"no";"no";"cellular";23;"jul";312;1;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";316;"yes";"no";"cellular";21;"jul";163;3;-1;0;"unknown";"no" +41;"technician";"single";"secondary";"no";1680;"yes";"no";"unknown";2;"jun";76;2;-1;0;"unknown";"no" +59;"retired";"divorced";"primary";"no";7179;"no";"no";"cellular";5;"feb";150;1;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";247;"yes";"no";"cellular";17;"apr";244;2;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";8295;"no";"no";"cellular";5;"jun";207;1;-1;0;"unknown";"yes" +27;"services";"single";"secondary";"no";261;"yes";"yes";"cellular";18;"may";113;1;-1;0;"unknown";"no" +51;"self-employed";"married";"secondary";"no";95;"yes";"no";"cellular";23;"jul";1309;4;-1;0;"unknown";"yes" +33;"technician";"single";"secondary";"no";291;"no";"no";"cellular";25;"aug";72;6;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";2240;"yes";"no";"cellular";19;"nov";551;1;183;1;"failure";"no" +52;"entrepreneur";"married";"tertiary";"no";0;"no";"no";"unknown";19;"jun";163;3;-1;0;"unknown";"no" +54;"management";"divorced";"tertiary";"no";1295;"yes";"no";"cellular";21;"jul";179;10;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";324;"yes";"no";"cellular";13;"may";217;2;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";669;"yes";"no";"unknown";2;"jun";88;1;-1;0;"unknown";"no" +39;"blue-collar";"single";"secondary";"no";4143;"yes";"yes";"unknown";2;"jun";21;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";2646;"no";"no";"cellular";14;"apr";142;1;-1;0;"unknown";"yes" +41;"technician";"single";"secondary";"no";618;"no";"no";"cellular";5;"feb";1056;1;-1;0;"unknown";"no" +48;"management";"divorced";"tertiary";"no";541;"yes";"no";"cellular";14;"may";72;1;363;2;"other";"no" +38;"services";"married";"secondary";"no";434;"yes";"no";"unknown";20;"may";411;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";622;"yes";"no";"unknown";21;"may";145;1;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";8;"may";80;2;-1;0;"unknown";"no" +48;"management";"married";"secondary";"no";99;"yes";"no";"unknown";28;"may";344;1;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";290;"yes";"no";"cellular";18;"may";128;1;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";1230;"yes";"no";"cellular";30;"apr";412;1;169;1;"success";"yes" +32;"admin.";"single";"secondary";"no";45;"yes";"yes";"cellular";14;"may";908;3;344;7;"other";"no" +32;"admin.";"married";"secondary";"no";923;"yes";"no";"cellular";17;"apr";819;4;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";950;"no";"no";"cellular";5;"aug";210;2;-1;0;"unknown";"no" +86;"retired";"married";"secondary";"no";1503;"no";"no";"telephone";18;"mar";165;3;101;1;"other";"no" +47;"technician";"married";"secondary";"no";65;"no";"no";"cellular";28;"aug";118;8;-1;0;"unknown";"no" +42;"management";"married";"primary";"no";-679;"yes";"yes";"cellular";6;"may";159;1;343;2;"failure";"no" +44;"management";"married";"tertiary";"no";773;"no";"yes";"cellular";9;"jul";618;1;-1;0;"unknown";"no" +25;"student";"single";"unknown";"no";10788;"no";"no";"cellular";23;"dec";102;2;210;2;"other";"no" +34;"services";"divorced";"secondary";"no";991;"yes";"no";"cellular";6;"may";89;1;344;1;"failure";"no" +34;"admin.";"married";"secondary";"no";247;"no";"no";"cellular";8;"oct";401;2;-1;0;"unknown";"yes" +53;"blue-collar";"married";"primary";"no";4143;"no";"no";"cellular";15;"jul";200;3;-1;0;"unknown";"no" +42;"blue-collar";"married";"unknown";"no";-406;"yes";"no";"cellular";30;"jul";152;5;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";180;"no";"no";"cellular";14;"jul";203;1;183;2;"failure";"no" +26;"blue-collar";"single";"primary";"no";-887;"yes";"no";"cellular";18;"may";827;2;-1;0;"unknown";"yes" +40;"services";"married";"secondary";"no";4157;"yes";"no";"unknown";15;"may";735;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";1386;"yes";"yes";"unknown";28;"may";185;6;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";2211;"no";"no";"unknown";8;"may";149;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";-495;"no";"yes";"cellular";29;"jul";303;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";27359;"yes";"no";"unknown";3;"jun";71;2;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";440;"yes";"no";"cellular";6;"may";445;2;345;2;"failure";"no" +32;"blue-collar";"single";"secondary";"no";135;"yes";"no";"cellular";18;"may";232;2;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"no";-735;"yes";"no";"cellular";30;"jan";144;5;248;2;"failure";"no" +36;"technician";"married";"tertiary";"no";60;"no";"no";"cellular";19;"aug";209;2;-1;0;"unknown";"no" +39;"technician";"divorced";"secondary";"no";902;"yes";"no";"cellular";10;"feb";691;2;180;5;"failure";"yes" +33;"management";"married";"unknown";"no";18347;"yes";"no";"unknown";23;"may";415;1;-1;0;"unknown";"no" +34;"blue-collar";"single";"secondary";"no";-72;"yes";"no";"cellular";7;"jul";273;5;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";1205;"no";"no";"telephone";8;"sep";376;2;-1;0;"unknown";"yes" +46;"technician";"married";"secondary";"no";499;"yes";"no";"cellular";31;"jul";37;10;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";656;"yes";"yes";"cellular";20;"apr";148;2;-1;0;"unknown";"no" +27;"services";"married";"secondary";"no";100;"no";"no";"cellular";16;"jul";57;2;-1;0;"unknown";"no" +35;"technician";"divorced";"secondary";"no";69;"yes";"no";"unknown";8;"may";461;3;-1;0;"unknown";"no" +53;"technician";"married";"unknown";"no";619;"no";"no";"unknown";17;"jun";198;6;-1;0;"unknown";"no" +29;"services";"single";"secondary";"no";192;"no";"no";"cellular";30;"jan";327;4;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";0;"no";"no";"cellular";29;"aug";669;6;-1;0;"unknown";"no" +49;"management";"married";"tertiary";"no";87;"no";"no";"cellular";29;"jan";165;1;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";3228;"no";"no";"cellular";19;"aug";58;2;-1;0;"unknown";"no" +40;"management";"single";"tertiary";"no";1361;"no";"no";"cellular";29;"jan";1473;1;-1;0;"unknown";"yes" +19;"student";"single";"unknown";"no";0;"no";"no";"cellular";11;"feb";123;3;-1;0;"unknown";"no" +30;"student";"single";"tertiary";"no";34;"yes";"no";"unknown";6;"may";289;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";318;"no";"yes";"cellular";25;"jul";239;5;-1;0;"unknown";"no" +60;"retired";"married";"secondary";"no";197;"no";"no";"cellular";7;"oct";1386;1;-1;0;"unknown";"no" +28;"student";"single";"tertiary";"no";0;"no";"no";"cellular";28;"sep";294;2;105;7;"other";"yes" +46;"management";"married";"tertiary";"no";273;"yes";"no";"cellular";18;"mar";910;2;184;4;"success";"yes" +49;"blue-collar";"divorced";"primary";"no";15;"yes";"no";"unknown";27;"may";550;7;-1;0;"unknown";"no" +59;"management";"divorced";"tertiary";"no";7813;"yes";"no";"cellular";21;"nov";75;1;-1;0;"unknown";"no" +44;"technician";"single";"secondary";"no";-27;"yes";"yes";"unknown";14;"may";100;3;-1;0;"unknown";"no" +33;"technician";"married";"tertiary";"no";75;"no";"no";"cellular";21;"jul";204;4;-1;0;"unknown";"no" +54;"retired";"married";"secondary";"no";1139;"yes";"no";"cellular";14;"may";155;1;177;7;"failure";"no" +26;"blue-collar";"married";"secondary";"no";115;"yes";"no";"unknown";4;"jul";46;3;-1;0;"unknown";"no" +54;"blue-collar";"married";"secondary";"no";0;"no";"no";"telephone";16;"apr";1366;1;150;1;"failure";"no" +48;"housemaid";"married";"primary";"no";7195;"no";"no";"cellular";21;"nov";609;2;-1;0;"unknown";"yes" +30;"services";"single";"tertiary";"no";-477;"no";"yes";"cellular";21;"aug";1532;2;-1;0;"unknown";"yes" +29;"management";"single";"tertiary";"no";1026;"no";"no";"cellular";12;"nov";226;1;92;1;"other";"yes" +51;"entrepreneur";"married";"tertiary";"no";3921;"yes";"no";"cellular";5;"may";168;1;-1;0;"unknown";"no" +53;"unemployed";"married";"primary";"no";980;"yes";"no";"cellular";3;"dec";352;1;-1;0;"unknown";"yes" +43;"blue-collar";"married";"secondary";"no";-179;"yes";"no";"cellular";30;"jul";335;6;-1;0;"unknown";"no" +34;"admin.";"married";"tertiary";"no";2552;"yes";"yes";"cellular";25;"sep";74;1;-1;0;"unknown";"no" +40;"entrepreneur";"married";"tertiary";"no";1729;"yes";"no";"cellular";12;"may";85;1;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";434;"yes";"no";"unknown";5;"may";117;1;-1;0;"unknown";"no" +33;"admin.";"single";"secondary";"no";-300;"yes";"yes";"cellular";25;"jul";184;1;-1;0;"unknown";"no" +66;"retired";"married";"secondary";"no";4785;"no";"no";"cellular";13;"aug";72;3;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";-329;"yes";"no";"unknown";7;"may";171;1;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";0;"yes";"no";"telephone";22;"jul";44;8;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";391;"no";"no";"cellular";13;"aug";336;2;-1;0;"unknown";"no" +71;"retired";"married";"primary";"no";4657;"no";"no";"cellular";16;"feb";93;5;-1;0;"unknown";"yes" +22;"student";"single";"primary";"no";3472;"no";"no";"cellular";20;"oct";332;1;183;3;"failure";"yes" +46;"unemployed";"single";"tertiary";"no";705;"no";"no";"cellular";4;"feb";398;1;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";255;"yes";"yes";"unknown";21;"may";86;2;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";4365;"no";"yes";"cellular";9;"feb";45;2;-1;0;"unknown";"no" +32;"management";"married";"secondary";"no";350;"yes";"no";"unknown";28;"may";110;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";474;"yes";"yes";"telephone";9;"feb";152;3;221;1;"failure";"no" +27;"technician";"single";"secondary";"no";489;"yes";"no";"cellular";30;"jul";356;4;-1;0;"unknown";"yes" +46;"entrepreneur";"married";"secondary";"no";757;"no";"no";"unknown";16;"jun";382;3;-1;0;"unknown";"no" +37;"management";"single";"tertiary";"no";695;"no";"no";"cellular";28;"jan";233;1;-1;0;"unknown";"no" +30;"unemployed";"single";"secondary";"yes";-770;"yes";"no";"unknown";28;"may";87;1;-1;0;"unknown";"no" +44;"self-employed";"divorced";"secondary";"no";80;"yes";"yes";"unknown";14;"may";387;2;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";315;"yes";"no";"cellular";30;"jun";103;1;-1;0;"unknown";"no" +27;"student";"single";"secondary";"no";213;"no";"no";"cellular";27;"mar";378;1;-1;0;"unknown";"yes" +57;"housemaid";"married";"primary";"no";0;"no";"no";"unknown";9;"jun";257;2;-1;0;"unknown";"no" +66;"management";"married";"tertiary";"no";2169;"no";"no";"cellular";7;"jul";282;1;-1;0;"unknown";"no" +40;"admin.";"divorced";"secondary";"no";212;"no";"no";"unknown";7;"jan";176;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";333;"yes";"no";"cellular";14;"may";24;6;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";4404;"yes";"no";"cellular";20;"nov";766;3;-1;0;"unknown";"no" +42;"services";"divorced";"secondary";"no";257;"yes";"no";"cellular";12;"may";955;2;-1;0;"unknown";"yes" +47;"unemployed";"married";"secondary";"no";3188;"yes";"no";"cellular";3;"feb";426;3;-1;0;"unknown";"no" +27;"technician";"single";"tertiary";"no";3083;"yes";"no";"unknown";29;"may";244;2;-1;0;"unknown";"no" +78;"retired";"married";"tertiary";"no";226;"no";"no";"telephone";6;"nov";136;1;-1;0;"unknown";"no" +50;"services";"married";"primary";"no";1260;"no";"no";"cellular";18;"nov";172;1;-1;0;"unknown";"no" +46;"entrepreneur";"single";"tertiary";"no";1410;"yes";"no";"cellular";19;"nov";93;1;189;8;"failure";"no" +41;"admin.";"divorced";"secondary";"no";6046;"yes";"yes";"telephone";15;"mar";300;6;182;2;"success";"yes" +36;"admin.";"single";"tertiary";"no";980;"no";"no";"cellular";11;"nov";118;4;104;7;"failure";"no" +49;"retired";"married";"primary";"no";-37;"no";"no";"unknown";4;"jul";191;2;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";-154;"yes";"yes";"unknown";27;"may";107;2;-1;0;"unknown";"no" +77;"retired";"married";"primary";"no";680;"no";"no";"telephone";24;"feb";513;2;89;7;"failure";"no" +30;"technician";"single";"tertiary";"no";799;"yes";"yes";"unknown";6;"jun";91;18;-1;0;"unknown";"no" +43;"management";"single";"secondary";"yes";-1164;"yes";"yes";"cellular";18;"jul";76;4;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";2523;"yes";"no";"unknown";29;"may";1236;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";98;"yes";"no";"unknown";2;"jun";193;5;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";3419;"yes";"no";"unknown";20;"jun";324;5;-1;0;"unknown";"no" +25;"unemployed";"single";"tertiary";"no";343;"no";"no";"cellular";1;"jun";377;1;-1;0;"unknown";"yes" +49;"management";"married";"tertiary";"no";852;"yes";"no";"cellular";20;"nov";408;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";50;"yes";"no";"cellular";7;"may";246;2;-1;0;"unknown";"no" +40;"management";"single";"tertiary";"no";0;"no";"no";"cellular";26;"aug";58;7;-1;0;"unknown";"no" +44;"blue-collar";"married";"primary";"no";10;"yes";"no";"cellular";17;"jul";196;1;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";950;"yes";"yes";"cellular";20;"apr";219;4;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";9;"jul";197;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";175;"yes";"no";"cellular";7;"aug";257;2;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";-259;"yes";"no";"cellular";29;"jan";381;1;247;2;"failure";"no" +32;"management";"married";"secondary";"no";6217;"yes";"yes";"unknown";21;"may";486;2;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";-1310;"yes";"yes";"unknown";28;"may";162;1;-1;0;"unknown";"no" +59;"blue-collar";"married";"unknown";"no";139;"no";"no";"unknown";5;"jun";153;1;-1;0;"unknown";"no" +44;"technician";"single";"secondary";"no";7138;"no";"no";"cellular";8;"aug";809;2;-1;0;"unknown";"yes" +50;"admin.";"divorced";"secondary";"no";1111;"yes";"no";"cellular";17;"apr";50;1;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";113;"no";"no";"cellular";22;"jul";39;17;-1;0;"unknown";"no" +55;"management";"divorced";"tertiary";"no";-612;"no";"no";"cellular";26;"aug";131;2;-1;0;"unknown";"no" +54;"blue-collar";"married";"unknown";"no";310;"yes";"no";"telephone";28;"jan";526;4;258;3;"other";"no" +31;"unemployed";"single";"secondary";"no";-186;"yes";"no";"unknown";26;"may";172;3;-1;0;"unknown";"no" +56;"admin.";"married";"unknown";"no";2038;"no";"no";"cellular";8;"feb";405;1;305;1;"success";"no" +51;"self-employed";"married";"tertiary";"no";833;"no";"no";"cellular";31;"jul";77;3;-1;0;"unknown";"no" +61;"blue-collar";"married";"primary";"no";625;"yes";"no";"unknown";19;"may";158;2;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";105;"yes";"no";"cellular";7;"may";146;2;171;3;"failure";"no" +56;"blue-collar";"married";"primary";"no";551;"no";"no";"unknown";29;"may";27;1;-1;0;"unknown";"no" +29;"student";"single";"unknown";"no";145;"no";"no";"cellular";14;"aug";105;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";618;"yes";"no";"unknown";3;"jun";119;4;-1;0;"unknown";"no" +35;"services";"single";"secondary";"no";1063;"yes";"yes";"cellular";16;"apr";327;1;-1;0;"unknown";"no" +56;"admin.";"divorced";"secondary";"no";985;"no";"yes";"cellular";18;"aug";150;2;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";2926;"yes";"yes";"cellular";19;"nov";482;3;120;2;"failure";"no" +31;"admin.";"single";"secondary";"no";-449;"yes";"no";"unknown";28;"may";81;2;-1;0;"unknown";"no" +37;"entrepreneur";"divorced";"tertiary";"no";66;"no";"no";"cellular";18;"nov";1164;2;-1;0;"unknown";"yes" +43;"admin.";"married";"secondary";"no";0;"yes";"no";"cellular";17;"jul";674;3;-1;0;"unknown";"no" +40;"management";"married";"unknown";"no";419;"yes";"no";"cellular";10;"jul";347;1;-1;0;"unknown";"no" +44;"management";"married";"primary";"no";4758;"yes";"no";"cellular";22;"jul";712;6;-1;0;"unknown";"yes" +38;"admin.";"single";"secondary";"no";-23;"no";"no";"cellular";20;"nov";48;2;-1;0;"unknown";"no" +58;"management";"divorced";"tertiary";"no";1573;"yes";"yes";"cellular";17;"nov";279;1;-1;0;"unknown";"no" +24;"blue-collar";"single";"secondary";"no";77;"yes";"no";"unknown";16;"may";236;2;-1;0;"unknown";"no" +53;"services";"married";"secondary";"no";1378;"yes";"no";"cellular";18;"jul";91;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";-73;"yes";"yes";"cellular";18;"may";15;8;-1;0;"unknown";"no" +28;"blue-collar";"married";"primary";"no";60;"yes";"no";"cellular";6;"may";161;1;337;1;"failure";"no" +45;"blue-collar";"married";"primary";"no";137;"yes";"yes";"unknown";16;"may";187;19;-1;0;"unknown";"no" +32;"admin.";"single";"tertiary";"no";1583;"yes";"no";"cellular";19;"nov";100;1;182;1;"failure";"no" +46;"admin.";"married";"secondary";"no";-121;"yes";"yes";"cellular";8;"jul";214;4;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";1065;"yes";"yes";"cellular";17;"apr";406;1;317;1;"failure";"no" +51;"unemployed";"married";"secondary";"no";-13;"yes";"no";"cellular";13;"may";361;1;364;1;"failure";"no" +51;"blue-collar";"married";"primary";"no";1869;"no";"no";"unknown";17;"jun";30;3;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";4787;"yes";"no";"unknown";4;"jun";99;2;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"yes";-183;"yes";"no";"unknown";14;"may";202;2;-1;0;"unknown";"no" +28;"blue-collar";"married";"primary";"no";702;"yes";"no";"unknown";26;"jun";318;2;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";1494;"no";"no";"cellular";13;"aug";275;12;-1;0;"unknown";"no" +31;"blue-collar";"married";"primary";"no";0;"yes";"yes";"unknown";12;"may";59;4;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";46;"no";"no";"cellular";29;"aug";70;4;-1;0;"unknown";"no" +31;"blue-collar";"single";"secondary";"no";609;"yes";"no";"cellular";14;"apr";1126;1;335;1;"failure";"no" +74;"retired";"divorced";"secondary";"no";4079;"no";"no";"cellular";19;"oct";343;3;-1;0;"unknown";"yes" +40;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";23;"feb";228;2;182;6;"failure";"yes" +43;"technician";"married";"secondary";"no";7876;"yes";"no";"cellular";11;"aug";209;2;-1;0;"unknown";"no" +34;"technician";"single";"tertiary";"no";925;"yes";"no";"cellular";13;"apr";709;1;-1;0;"unknown";"yes" +54;"management";"divorced";"tertiary";"no";7010;"no";"no";"cellular";11;"mar";275;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";42;"yes";"no";"cellular";12;"may";51;2;342;3;"failure";"no" +33;"blue-collar";"married";"secondary";"no";285;"no";"yes";"unknown";3;"jul";267;1;-1;0;"unknown";"no" +41;"technician";"married";"tertiary";"no";0;"no";"no";"unknown";20;"jun";95;1;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";3170;"no";"no";"cellular";28;"oct";246;2;-1;0;"unknown";"no" +48;"admin.";"married";"secondary";"no";8;"no";"yes";"cellular";7;"jul";46;1;-1;0;"unknown";"no" +42;"self-employed";"divorced";"tertiary";"no";216;"yes";"no";"cellular";8;"may";144;3;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";2975;"no";"no";"cellular";8;"aug";249;2;-1;0;"unknown";"no" +25;"admin.";"married";"secondary";"no";894;"yes";"no";"unknown";28;"may";328;1;-1;0;"unknown";"no" +38;"blue-collar";"single";"primary";"no";490;"yes";"yes";"unknown";25;"aug";17;1;-1;0;"unknown";"no" +45;"entrepreneur";"married";"secondary";"no";245;"yes";"no";"unknown";14;"may";126;3;-1;0;"unknown";"no" +59;"management";"divorced";"tertiary";"no";0;"yes";"no";"cellular";31;"jul";52;8;-1;0;"unknown";"no" +47;"management";"married";"unknown";"no";150;"no";"no";"unknown";9;"jun";52;1;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";4;"yes";"no";"cellular";16;"jul";285;5;-1;0;"unknown";"no" +59;"management";"married";"primary";"no";1727;"no";"no";"telephone";25;"may";500;4;358;2;"failure";"yes" +41;"blue-collar";"divorced";"primary";"no";664;"no";"yes";"cellular";15;"jul";955;5;-1;0;"unknown";"yes" +42;"technician";"married";"secondary";"no";473;"yes";"no";"cellular";7;"jul";216;5;-1;0;"unknown";"no" +51;"technician";"divorced";"tertiary";"no";0;"no";"no";"cellular";28;"aug";84;7;-1;0;"unknown";"no" +45;"management";"married";"tertiary";"no";-192;"yes";"no";"cellular";6;"may";138;3;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";1942;"yes";"yes";"cellular";21;"nov";436;2;178;3;"other";"yes" +33;"blue-collar";"single";"secondary";"no";5137;"yes";"no";"cellular";6;"may";123;1;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";13044;"no";"no";"cellular";18;"aug";36;4;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";1053;"no";"no";"unknown";16;"jun";405;3;-1;0;"unknown";"no" +73;"retired";"married";"primary";"no";154;"no";"no";"cellular";15;"oct";103;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";625;"yes";"no";"unknown";30;"sep";175;1;-1;0;"unknown";"no" +52;"unemployed";"married";"primary";"no";255;"no";"yes";"cellular";10;"jul";374;3;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";529;"yes";"no";"unknown";4;"jun";129;4;-1;0;"unknown";"no" +56;"management";"married";"tertiary";"no";318;"no";"yes";"telephone";9;"jul";246;3;-1;0;"unknown";"no" +21;"services";"single";"secondary";"no";1903;"yes";"no";"unknown";29;"may";107;2;-1;0;"unknown";"no" +43;"unknown";"married";"tertiary";"no";1937;"no";"no";"unknown";19;"jun";385;1;-1;0;"unknown";"no" +54;"management";"married";"primary";"no";3859;"no";"yes";"cellular";20;"nov";104;3;-1;0;"unknown";"no" +59;"technician";"married";"primary";"no";4198;"no";"no";"cellular";14;"jan";309;1;91;10;"success";"yes" +52;"blue-collar";"married";"primary";"no";230;"yes";"no";"cellular";6;"may";198;2;170;2;"failure";"no" +31;"admin.";"single";"secondary";"no";747;"yes";"no";"unknown";26;"may";543;2;-1;0;"unknown";"yes" +53;"admin.";"married";"secondary";"no";263;"no";"yes";"cellular";18;"jul";143;7;-1;0;"unknown";"no" +24;"technician";"single";"secondary";"no";-46;"yes";"no";"unknown";19;"may";23;1;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"no";0;"no";"yes";"unknown";30;"jun";104;2;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";568;"yes";"no";"cellular";2;"sep";378;2;386;1;"success";"yes" +57;"technician";"married";"secondary";"no";1469;"yes";"no";"cellular";17;"nov";364;1;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";18;"no";"yes";"cellular";25;"jul";363;6;-1;0;"unknown";"no" +50;"management";"divorced";"tertiary";"no";201;"yes";"no";"cellular";24;"jul";248;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";1412;"yes";"yes";"unknown";27;"may";157;2;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";-93;"yes";"no";"unknown";26;"may";402;2;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";-331;"yes";"no";"unknown";23;"may";203;5;-1;0;"unknown";"no" +29;"blue-collar";"married";"unknown";"no";486;"yes";"no";"cellular";6;"may";422;1;363;1;"failure";"no" +39;"blue-collar";"married";"primary";"no";694;"yes";"no";"cellular";21;"nov";44;1;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";2806;"yes";"no";"unknown";30;"may";358;4;-1;0;"unknown";"no" +38;"unemployed";"single";"tertiary";"no";0;"no";"no";"cellular";6;"feb";39;2;-1;0;"unknown";"no" +56;"management";"divorced";"tertiary";"no";2959;"yes";"no";"telephone";18;"may";325;1;-1;0;"unknown";"no" +41;"housemaid";"divorced";"primary";"no";22;"yes";"no";"cellular";18;"nov";238;3;126;4;"other";"no" +47;"technician";"married";"secondary";"no";1167;"yes";"no";"cellular";30;"apr";968;1;87;5;"failure";"yes" +38;"management";"single";"tertiary";"no";35;"yes";"no";"cellular";17;"apr";156;1;273;3;"failure";"no" +80;"retired";"married";"secondary";"no";8304;"no";"no";"telephone";6;"apr";681;1;118;11;"success";"no" +37;"services";"married";"secondary";"no";4760;"yes";"no";"cellular";20;"nov";187;2;-1;0;"unknown";"no" +44;"management";"single";"tertiary";"no";-1313;"yes";"yes";"cellular";15;"may";104;10;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";697;"no";"no";"cellular";6;"feb";860;2;-1;0;"unknown";"yes" +53;"technician";"married";"secondary";"no";230;"no";"yes";"cellular";13;"aug";112;2;-1;0;"unknown";"no" +69;"retired";"married";"tertiary";"no";473;"no";"no";"cellular";7;"jul";112;1;78;1;"failure";"no" +46;"technician";"married";"secondary";"no";1427;"yes";"no";"unknown";14;"may";32;3;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";201;"yes";"no";"cellular";17;"mar";325;2;-1;0;"unknown";"yes" +31;"self-employed";"single";"secondary";"no";1086;"no";"no";"cellular";20;"nov";410;1;-1;0;"unknown";"no" +38;"management";"divorced";"tertiary";"no";4335;"yes";"no";"cellular";20;"nov";640;1;-1;0;"unknown";"no" +34;"services";"divorced";"secondary";"no";44;"no";"no";"unknown";9;"jun";118;1;-1;0;"unknown";"no" +48;"unknown";"married";"unknown";"no";286;"no";"no";"cellular";30;"jul";166;2;-1;0;"unknown";"no" +46;"blue-collar";"divorced";"primary";"no";216;"no";"no";"cellular";2;"feb";173;1;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";214;"yes";"no";"unknown";28;"may";21;24;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";343;"yes";"no";"unknown";14;"may";89;7;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";-77;"yes";"no";"cellular";28;"jul";151;3;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";1046;"no";"no";"unknown";19;"jun";112;4;-1;0;"unknown";"no" +27;"student";"single";"secondary";"no";1566;"no";"no";"cellular";30;"jan";164;5;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";592;"no";"no";"telephone";29;"jan";145;2;164;1;"other";"no" +38;"management";"single";"tertiary";"no";104;"yes";"no";"cellular";6;"may";606;3;-1;0;"unknown";"yes" +48;"blue-collar";"married";"secondary";"no";0;"yes";"no";"unknown";26;"may";105;1;-1;0;"unknown";"no" +54;"services";"married";"secondary";"no";-22;"no";"yes";"cellular";9;"jul";85;1;-1;0;"unknown";"no" +51;"services";"married";"secondary";"no";0;"no";"no";"cellular";18;"jul";439;3;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";72;"no";"no";"unknown";29;"may";278;1;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";100;"no";"no";"cellular";13;"aug";205;4;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";319;"yes";"no";"cellular";16;"jul";221;1;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";9339;"yes";"no";"telephone";18;"nov";52;3;172;3;"other";"no" +52;"management";"divorced";"tertiary";"no";50;"yes";"no";"unknown";12;"jun";84;3;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"yes";32;"yes";"no";"cellular";15;"may";476;3;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";6922;"no";"no";"cellular";20;"nov";371;1;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";633;"yes";"no";"cellular";17;"apr";128;3;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";4265;"yes";"no";"unknown";13;"may";220;2;-1;0;"unknown";"no" +46;"entrepreneur";"married";"tertiary";"no";2262;"no";"no";"telephone";14;"jul";44;14;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";1970;"yes";"no";"unknown";8;"jun";30;1;404;2;"success";"no" +38;"self-employed";"divorced";"tertiary";"no";1513;"no";"no";"cellular";7;"may";330;1;342;1;"failure";"no" +34;"entrepreneur";"married";"secondary";"no";4659;"yes";"no";"unknown";30;"aug";28;1;-1;0;"unknown";"no" +47;"entrepreneur";"married";"primary";"no";668;"no";"no";"cellular";12;"may";908;1;-1;0;"unknown";"no" +35;"management";"divorced";"tertiary";"no";649;"no";"no";"cellular";16;"apr";177;1;-1;0;"unknown";"no" +46;"blue-collar";"divorced";"primary";"no";452;"yes";"no";"unknown";9;"may";113;4;-1;0;"unknown";"no" +27;"admin.";"single";"secondary";"no";-145;"yes";"no";"telephone";15;"may";289;8;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";-498;"yes";"no";"cellular";21;"jul";357;1;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";0;"no";"no";"cellular";28;"aug";38;16;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";22;"yes";"no";"cellular";7;"aug";414;4;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";2304;"yes";"no";"cellular";20;"nov";257;2;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";1412;"yes";"no";"unknown";19;"aug";480;1;-1;0;"unknown";"yes" +42;"housemaid";"married";"primary";"no";145;"no";"no";"cellular";20;"aug";252;2;-1;0;"unknown";"no" +33;"management";"single";"primary";"no";4897;"yes";"no";"unknown";20;"may";151;1;-1;0;"unknown";"no" +40;"housemaid";"married";"primary";"no";1832;"no";"no";"cellular";6;"feb";213;4;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";3726;"no";"yes";"cellular";27;"aug";119;12;-1;0;"unknown";"no" +31;"unemployed";"married";"tertiary";"no";591;"no";"no";"cellular";21;"nov";161;2;-1;0;"unknown";"no" +62;"retired";"divorced";"tertiary";"no";0;"no";"no";"cellular";13;"nov";227;2;-1;0;"unknown";"yes" +24;"student";"single";"secondary";"no";508;"yes";"no";"telephone";18;"may";12;3;374;1;"other";"no" +48;"unemployed";"married";"secondary";"no";817;"no";"no";"cellular";14;"jan";517;1;282;4;"success";"yes" +41;"technician";"divorced";"secondary";"no";348;"yes";"no";"cellular";7;"may";225;2;275;2;"failure";"no" +43;"management";"married";"tertiary";"no";291;"yes";"no";"unknown";9;"may";150;2;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";3554;"no";"yes";"cellular";8;"jul";89;1;-1;0;"unknown";"no" +54;"blue-collar";"married";"primary";"no";781;"yes";"no";"unknown";9;"may";103;2;-1;0;"unknown";"no" +32;"technician";"divorced";"tertiary";"no";267;"no";"no";"cellular";26;"may";128;1;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";1327;"yes";"no";"cellular";20;"nov";277;1;-1;0;"unknown";"no" +41;"admin.";"married";"primary";"no";-306;"yes";"no";"unknown";15;"may";500;1;-1;0;"unknown";"yes" +31;"blue-collar";"single";"primary";"no";864;"yes";"no";"telephone";14;"may";113;2;-1;0;"unknown";"no" +35;"housemaid";"married";"tertiary";"no";1265;"yes";"no";"cellular";15;"may";326;5;179;4;"failure";"yes" +26;"admin.";"married";"secondary";"no";0;"no";"no";"unknown";27;"may";755;1;-1;0;"unknown";"no" +52;"technician";"married";"tertiary";"no";214;"no";"no";"cellular";29;"aug";161;3;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";425;"yes";"yes";"cellular";17;"nov";100;1;-1;0;"unknown";"no" +57;"housemaid";"married";"tertiary";"no";3;"no";"no";"cellular";4;"aug";142;2;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";8;"may";214;2;-1;0;"unknown";"no" +59;"blue-collar";"married";"primary";"no";0;"no";"no";"cellular";18;"nov";167;2;-1;0;"unknown";"no" +27;"technician";"single";"secondary";"no";282;"no";"yes";"cellular";9;"jul";676;5;-1;0;"unknown";"no" +42;"entrepreneur";"married";"tertiary";"no";0;"no";"no";"cellular";9;"jul";236;1;-1;0;"unknown";"no" +47;"housemaid";"single";"tertiary";"no";3727;"no";"no";"unknown";12;"jun";993;6;-1;0;"unknown";"yes" +33;"blue-collar";"married";"secondary";"no";0;"yes";"yes";"cellular";28;"jul";83;12;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";864;"yes";"no";"cellular";6;"may";100;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";4089;"yes";"no";"cellular";2;"feb";289;2;174;4;"other";"yes" +29;"blue-collar";"married";"secondary";"no";-478;"no";"yes";"cellular";8;"jul";528;2;-1;0;"unknown";"no" +38;"unemployed";"married";"primary";"no";-363;"no";"no";"unknown";12;"jun";340;2;-1;0;"unknown";"no" +35;"self-employed";"married";"secondary";"no";8883;"no";"no";"cellular";21;"nov";33;3;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";1970;"no";"no";"telephone";17;"apr";284;3;-1;0;"unknown";"no" +62;"management";"married";"tertiary";"no";1859;"no";"no";"telephone";6;"aug";245;3;-1;0;"unknown";"yes" +32;"technician";"single";"tertiary";"no";1059;"yes";"no";"cellular";17;"apr";115;1;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";388;"yes";"no";"unknown";5;"may";730;2;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"primary";"no";602;"yes";"no";"cellular";11;"may";347;1;284;2;"failure";"no" +29;"services";"single";"secondary";"no";0;"no";"no";"cellular";17;"jul";58;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";255;"yes";"no";"cellular";17;"jul";180;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";63;"yes";"no";"unknown";2;"jun";56;8;-1;0;"unknown";"no" +34;"self-employed";"married";"primary";"no";712;"yes";"no";"unknown";2;"jun";326;3;-1;0;"unknown";"no" +29;"services";"married";"secondary";"no";57;"yes";"no";"telephone";21;"jul";342;9;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"no";523;"no";"yes";"cellular";2;"feb";49;6;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";422;"no";"no";"cellular";12;"aug";110;1;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";386;"no";"no";"cellular";12;"nov";253;1;92;4;"failure";"yes" +60;"management";"married";"tertiary";"no";3387;"no";"no";"cellular";14;"aug";636;2;-1;0;"unknown";"no" +51;"technician";"married";"primary";"no";260;"no";"no";"cellular";19;"aug";137;2;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";-1;"no";"no";"cellular";7;"jul";173;1;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";1490;"yes";"no";"cellular";18;"jul";227;2;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";497;"yes";"yes";"unknown";19;"may";88;5;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";1707;"yes";"no";"unknown";2;"jun";426;3;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";826;"yes";"no";"telephone";18;"nov";195;3;112;8;"other";"no" +45;"blue-collar";"married";"primary";"no";907;"no";"no";"cellular";18;"aug";230;8;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";1836;"yes";"no";"cellular";12;"may";750;2;-1;0;"unknown";"yes" +29;"entrepreneur";"single";"secondary";"no";404;"no";"no";"cellular";30;"jan";413;3;-1;0;"unknown";"no" +52;"management";"divorced";"tertiary";"no";907;"yes";"no";"unknown";4;"jun";104;2;-1;0;"unknown";"no" +26;"technician";"married";"secondary";"no";18;"yes";"yes";"cellular";5;"may";138;1;-1;0;"unknown";"no" +31;"blue-collar";"single";"primary";"no";-495;"yes";"no";"unknown";29;"may";334;2;-1;0;"unknown";"no" +55;"services";"married";"unknown";"no";1210;"yes";"no";"unknown";30;"may";868;1;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";819;"yes";"no";"telephone";14;"jul";102;14;-1;0;"unknown";"no" +56;"management";"divorced";"tertiary";"no";442;"no";"no";"unknown";28;"may";77;3;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";-46;"yes";"no";"cellular";1;"sep";199;1;92;14;"success";"yes" +27;"student";"single";"secondary";"no";671;"yes";"no";"unknown";7;"may";332;2;-1;0;"unknown";"no" +30;"technician";"married";"secondary";"no";371;"no";"no";"cellular";7;"aug";124;2;-1;0;"unknown";"no" +51;"technician";"married";"tertiary";"no";-3;"no";"no";"cellular";25;"aug";91;9;-1;0;"unknown";"no" +33;"management";"married";"secondary";"no";11;"yes";"no";"cellular";4;"may";104;3;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";33;"yes";"no";"cellular";18;"may";125;1;368;4;"failure";"no" +43;"entrepreneur";"married";"secondary";"no";104;"yes";"no";"cellular";18;"jul";635;3;-1;0;"unknown";"yes" +46;"blue-collar";"married";"primary";"no";174;"no";"yes";"cellular";15;"jul";90;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";3107;"yes";"yes";"cellular";25;"jul";310;1;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";1438;"yes";"no";"cellular";6;"may";207;1;351;2;"failure";"no" +39;"blue-collar";"married";"secondary";"no";1367;"no";"no";"unknown";12;"jun";43;1;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";-11;"no";"no";"telephone";16;"jul";126;4;-1;0;"unknown";"no" +46;"admin.";"single";"secondary";"no";1693;"yes";"no";"cellular";25;"jan";137;1;97;1;"success";"no" +43;"blue-collar";"married";"primary";"no";778;"yes";"yes";"unknown";15;"may";284;5;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";837;"no";"no";"cellular";28;"aug";68;6;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";363;"no";"no";"cellular";18;"nov";67;1;-1;0;"unknown";"no" +26;"admin.";"single";"secondary";"no";236;"yes";"yes";"cellular";18;"may";8;2;-1;0;"unknown";"no" +39;"admin.";"single";"unknown";"no";0;"yes";"no";"cellular";11;"may";62;1;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";-50;"no";"yes";"cellular";7;"jul";175;1;-1;0;"unknown";"no" +23;"entrepreneur";"single";"primary";"no";4;"yes";"no";"unknown";13;"may";395;2;-1;0;"unknown";"yes" +54;"management";"divorced";"tertiary";"no";26306;"yes";"no";"cellular";11;"feb";27;1;84;3;"failure";"no" +38;"admin.";"married";"secondary";"no";46;"yes";"yes";"unknown";6;"may";195;1;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";575;"no";"yes";"cellular";4;"feb";254;2;-1;0;"unknown";"no" +35;"admin.";"divorced";"secondary";"no";148;"no";"yes";"cellular";8;"jul";199;1;-1;0;"unknown";"no" +52;"services";"married";"secondary";"no";431;"no";"no";"cellular";26;"aug";73;17;-1;0;"unknown";"no" +25;"technician";"single";"tertiary";"no";777;"yes";"no";"unknown";14;"may";351;1;-1;0;"unknown";"no" +29;"management";"married";"tertiary";"no";199;"yes";"yes";"unknown";7;"may";1689;4;-1;0;"unknown";"yes" +35;"technician";"single";"tertiary";"no";3552;"no";"no";"cellular";21;"nov";267;1;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";47;"no";"no";"unknown";5;"may";234;2;-1;0;"unknown";"no" +41;"admin.";"divorced";"secondary";"no";3823;"no";"no";"cellular";26;"apr";234;10;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";138;"no";"no";"cellular";20;"aug";94;4;-1;0;"unknown";"no" +29;"admin.";"single";"secondary";"no";1117;"yes";"no";"unknown";8;"may";77;2;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";1325;"yes";"no";"cellular";15;"may";242;1;-1;0;"unknown";"no" +59;"retired";"married";"secondary";"no";0;"no";"no";"cellular";18;"jul";247;4;-1;0;"unknown";"no" +34;"entrepreneur";"married";"tertiary";"no";4343;"no";"no";"unknown";9;"jun";85;4;-1;0;"unknown";"no" +55;"management";"divorced";"tertiary";"no";1598;"no";"no";"cellular";22;"aug";607;4;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";3301;"yes";"no";"cellular";17;"jun";485;2;227;4;"failure";"yes" +24;"student";"single";"secondary";"no";822;"no";"no";"cellular";27;"oct";184;1;91;2;"failure";"yes" +42;"technician";"divorced";"secondary";"no";-280;"yes";"no";"unknown";26;"may";258;1;-1;0;"unknown";"no" +34;"management";"single";"unknown";"no";1534;"yes";"no";"cellular";16;"apr";156;1;147;7;"other";"no" +34;"admin.";"married";"secondary";"no";1671;"no";"no";"unknown";21;"may";160;1;-1;0;"unknown";"no" +51;"self-employed";"married";"tertiary";"no";2007;"no";"no";"unknown";16;"jun";1021;1;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";31;"jul";5;25;-1;0;"unknown";"no" +44;"technician";"married";"secondary";"no";2776;"yes";"no";"cellular";27;"jan";701;1;-1;0;"unknown";"yes" +33;"blue-collar";"married";"secondary";"no";139;"yes";"yes";"cellular";18;"may";732;2;291;5;"failure";"yes" +34;"management";"married";"tertiary";"no";573;"no";"no";"cellular";10;"aug";122;1;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";475;"yes";"no";"unknown";7;"may";559;1;-1;0;"unknown";"no" +42;"blue-collar";"divorced";"secondary";"no";47;"yes";"yes";"unknown";8;"may";141;1;-1;0;"unknown";"no" +46;"management";"single";"tertiary";"no";2154;"yes";"no";"cellular";21;"jul";87;4;-1;0;"unknown";"no" +31;"self-employed";"single";"tertiary";"no";96;"no";"no";"cellular";5;"feb";577;1;-1;0;"unknown";"no" +39;"entrepreneur";"married";"tertiary";"no";83;"yes";"no";"cellular";11;"jul";193;2;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";6766;"no";"no";"cellular";28;"aug";210;5;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";3973;"no";"no";"cellular";6;"aug";732;2;-1;0;"unknown";"no" +42;"services";"divorced";"secondary";"no";372;"yes";"yes";"unknown";6;"may";121;2;-1;0;"unknown";"no" +48;"blue-collar";"single";"secondary";"no";-552;"no";"yes";"cellular";21;"nov";150;2;-1;0;"unknown";"no" +30;"self-employed";"single";"tertiary";"no";48;"no";"no";"cellular";21;"nov";140;1;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";7696;"yes";"no";"cellular";20;"nov";386;2;-1;0;"unknown";"no" +24;"services";"married";"secondary";"no";4500;"yes";"no";"cellular";11;"may";733;2;-1;0;"unknown";"yes" +34;"technician";"married";"secondary";"no";1;"yes";"no";"cellular";19;"nov";108;1;-1;0;"unknown";"no" +46;"management";"single";"tertiary";"no";46;"no";"yes";"cellular";17;"nov";80;1;152;1;"failure";"no" +32;"admin.";"divorced";"secondary";"yes";-18;"yes";"no";"unknown";12;"may";155;3;-1;0;"unknown";"no" +46;"services";"married";"secondary";"no";451;"yes";"yes";"cellular";13;"may";389;4;-1;0;"unknown";"no" +26;"self-employed";"married";"tertiary";"no";479;"yes";"no";"cellular";9;"feb";133;3;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";21;"nov";328;6;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";1130;"yes";"no";"cellular";23;"jul";119;2;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";389;"yes";"no";"unknown";16;"jun";87;6;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";10;"no";"yes";"cellular";18;"nov";162;1;173;3;"failure";"no" +32;"services";"married";"secondary";"no";401;"yes";"no";"unknown";15;"may";294;2;-1;0;"unknown";"no" +58;"housemaid";"single";"tertiary";"no";145;"yes";"yes";"cellular";16;"jul";128;2;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";115;"yes";"no";"cellular";6;"may";108;1;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";89;"yes";"yes";"cellular";6;"feb";172;2;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";94;"yes";"yes";"unknown";14;"may";208;5;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";1438;"yes";"no";"unknown";20;"may";212;2;-1;0;"unknown";"no" +49;"unemployed";"divorced";"tertiary";"no";780;"no";"no";"cellular";8;"nov";148;1;871;2;"failure";"no" +50;"management";"married";"tertiary";"no";207;"yes";"no";"cellular";4;"feb";99;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";238;"no";"no";"cellular";3;"feb";185;1;92;1;"success";"yes" +45;"blue-collar";"married";"primary";"no";2433;"no";"no";"cellular";6;"aug";133;2;-1;0;"unknown";"no" +30;"housemaid";"single";"secondary";"no";1924;"no";"no";"cellular";6;"feb";170;1;-1;0;"unknown";"no" +48;"unemployed";"married";"tertiary";"no";-471;"yes";"no";"unknown";19;"may";668;7;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";1531;"yes";"no";"cellular";8;"may";81;3;170;1;"failure";"no" +41;"management";"single";"secondary";"no";764;"no";"no";"cellular";12;"jun";230;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"secondary";"no";383;"no";"no";"unknown";5;"may";287;1;-1;0;"unknown";"no" +70;"retired";"married";"primary";"no";3782;"no";"no";"cellular";16;"mar";618;1;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";326;"yes";"no";"cellular";5;"may";788;1;-1;0;"unknown";"yes" +47;"services";"divorced";"secondary";"no";691;"no";"no";"cellular";6;"feb";285;6;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";0;"no";"no";"cellular";21;"aug";163;2;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";99;"no";"no";"cellular";8;"jul";159;1;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";502;"yes";"no";"cellular";12;"may";197;2;370;3;"failure";"no" +51;"management";"married";"tertiary";"no";-15;"no";"no";"cellular";25;"jul";212;2;-1;0;"unknown";"no" +45;"management";"married";"tertiary";"no";1929;"yes";"no";"unknown";29;"may";44;15;-1;0;"unknown";"no" +55;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";23;"sep";180;2;238;3;"success";"no" +30;"blue-collar";"single";"primary";"no";185;"no";"no";"unknown";26;"jun";11;1;-1;0;"unknown";"no" +33;"management";"single";"secondary";"no";-424;"yes";"no";"unknown";26;"may";863;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";0;"yes";"no";"unknown";7;"may";388;7;-1;0;"unknown";"no" +59;"retired";"married";"secondary";"no";319;"yes";"no";"unknown";5;"may";143;3;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";171;"yes";"no";"cellular";7;"may";191;1;294;1;"failure";"no" +47;"technician";"divorced";"tertiary";"no";-1148;"yes";"yes";"unknown";27;"may";62;2;-1;0;"unknown";"no" +44;"blue-collar";"married";"primary";"no";-11;"yes";"no";"unknown";9;"may";13;1;-1;0;"unknown";"no" +35;"admin.";"single";"secondary";"no";0;"yes";"no";"cellular";13;"may";1073;1;-1;0;"unknown";"yes" +45;"management";"married";"tertiary";"no";-206;"yes";"no";"cellular";6;"may";337;2;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";704;"yes";"yes";"telephone";31;"jul";88;10;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";1931;"no";"no";"cellular";2;"jun";167;1;298;10;"other";"no" +34;"technician";"single";"secondary";"no";943;"no";"no";"cellular";29;"aug";96;4;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";327;"yes";"no";"cellular";13;"apr";537;3;-1;0;"unknown";"no" +29;"management";"single";"secondary";"no";-105;"yes";"no";"unknown";27;"may";5;3;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";983;"no";"no";"cellular";5;"aug";139;1;-1;0;"unknown";"no" +44;"blue-collar";"single";"primary";"no";787;"yes";"no";"unknown";30;"may";570;2;-1;0;"unknown";"no" +45;"entrepreneur";"married";"tertiary";"no";0;"yes";"no";"cellular";29;"jul";100;3;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";3060;"yes";"no";"unknown";15;"may";253;2;-1;0;"unknown";"no" +44;"services";"married";"secondary";"no";5780;"yes";"no";"cellular";1;"apr";525;2;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";790;"no";"no";"cellular";20;"aug";696;3;-1;0;"unknown";"no" +38;"unemployed";"married";"tertiary";"no";1449;"no";"no";"unknown";26;"may";535;6;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";1412;"no";"no";"cellular";6;"aug";131;3;-1;0;"unknown";"no" +21;"student";"single";"secondary";"no";681;"no";"no";"unknown";20;"aug";6;1;-1;0;"unknown";"no" +38;"entrepreneur";"married";"tertiary";"no";228;"yes";"no";"cellular";5;"feb";105;1;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";0;"no";"no";"unknown";19;"jun";370;1;-1;0;"unknown";"no" +45;"technician";"single";"tertiary";"no";2087;"no";"no";"cellular";29;"aug";29;14;-1;0;"unknown";"no" +34;"entrepreneur";"married";"secondary";"no";2;"yes";"yes";"cellular";5;"may";184;1;167;6;"failure";"no" +48;"technician";"married";"secondary";"no";197;"no";"yes";"cellular";3;"feb";47;2;222;3;"other";"no" +34;"services";"married";"secondary";"no";0;"no";"yes";"unknown";2;"jul";193;4;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";1905;"yes";"no";"cellular";16;"jul";709;2;-1;0;"unknown";"yes" +35;"technician";"married";"tertiary";"no";118;"no";"no";"cellular";6;"aug";358;2;-1;0;"unknown";"no" +39;"entrepreneur";"married";"tertiary";"no";2644;"yes";"no";"unknown";20;"may";253;1;-1;0;"unknown";"no" +36;"self-employed";"married";"tertiary";"no";16430;"yes";"no";"unknown";6;"jun";197;3;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";13;"no";"no";"cellular";22;"aug";94;2;-1;0;"unknown";"no" +57;"services";"divorced";"secondary";"no";14;"no";"yes";"cellular";22;"jul";445;2;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";769;"yes";"no";"cellular";15;"may";153;1;371;2;"failure";"no" +43;"admin.";"married";"unknown";"no";3485;"no";"no";"unknown";18;"jun";113;1;-1;0;"unknown";"no" +57;"management";"married";"secondary";"no";139;"no";"no";"cellular";17;"aug";80;1;-1;0;"unknown";"no" +34;"services";"divorced";"secondary";"no";202;"yes";"no";"unknown";15;"may";318;1;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";6;"yes";"no";"cellular";27;"jan";100;1;435;1;"failure";"no" +47;"management";"divorced";"tertiary";"no";2515;"no";"no";"unknown";20;"jun";40;3;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";5195;"yes";"no";"unknown";2;"jun";55;25;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";2098;"no";"no";"cellular";20;"nov";67;1;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";320;"no";"no";"cellular";7;"aug";76;2;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";3431;"yes";"no";"unknown";16;"may";73;1;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";50;"yes";"no";"unknown";20;"may";89;2;-1;0;"unknown";"no" +51;"housemaid";"divorced";"tertiary";"no";370;"yes";"no";"cellular";19;"aug";109;3;-1;0;"unknown";"no" +54;"blue-collar";"divorced";"primary";"no";-182;"no";"no";"cellular";9;"jul";98;1;-1;0;"unknown";"no" +52;"self-employed";"single";"tertiary";"no";1623;"yes";"no";"unknown";5;"jun";21;17;-1;0;"unknown";"no" +43;"entrepreneur";"married";"tertiary";"no";13342;"yes";"no";"cellular";18;"nov";465;1;-1;0;"unknown";"no" +58;"retired";"single";"primary";"no";6570;"no";"no";"cellular";21;"jul";106;3;-1;0;"unknown";"no" +53;"admin.";"married";"secondary";"no";225;"yes";"no";"cellular";20;"apr";304;1;340;1;"failure";"no" +44;"management";"married";"secondary";"no";-665;"no";"no";"cellular";30;"jul";342;3;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";0;"no";"no";"unknown";16;"may";16;25;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";54;"yes";"no";"unknown";28;"may";543;2;-1;0;"unknown";"yes" +35;"blue-collar";"married";"primary";"no";46;"no";"no";"cellular";8;"jul";338;3;-1;0;"unknown";"no" +40;"self-employed";"married";"secondary";"no";2;"no";"no";"cellular";22;"aug";197;5;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";103;"yes";"yes";"unknown";8;"may";956;2;-1;0;"unknown";"no" +38;"admin.";"single";"secondary";"no";883;"yes";"no";"cellular";12;"may";95;1;327;9;"other";"no" +32;"services";"married";"secondary";"no";55;"yes";"no";"unknown";15;"may";546;9;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";8238;"yes";"yes";"unknown";30;"may";124;4;-1;0;"unknown";"no" +25;"blue-collar";"single";"secondary";"no";913;"yes";"no";"cellular";7;"jul";113;4;-1;0;"unknown";"no" +38;"blue-collar";"divorced";"secondary";"no";595;"yes";"no";"cellular";7;"may";245;3;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";7;"yes";"no";"cellular";22;"jul";188;2;-1;0;"unknown";"no" +37;"technician";"single";"tertiary";"no";1661;"no";"no";"cellular";19;"aug";199;5;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";102;"yes";"no";"cellular";5;"apr";470;7;426;3;"other";"yes" +36;"services";"married";"secondary";"no";338;"no";"no";"unknown";14;"may";90;1;-1;0;"unknown";"no" +33;"management";"married";"secondary";"no";3132;"yes";"no";"unknown";23;"may";350;5;-1;0;"unknown";"no" +33;"admin.";"single";"tertiary";"no";490;"yes";"no";"cellular";7;"may";31;1;363;2;"failure";"no" +35;"management";"married";"tertiary";"no";2682;"yes";"no";"cellular";9;"jul";156;1;-1;0;"unknown";"no" +24;"services";"married";"tertiary";"no";0;"yes";"no";"unknown";27;"may";299;1;-1;0;"unknown";"no" +29;"unemployed";"married";"secondary";"no";596;"no";"no";"cellular";30;"jan";510;2;-1;0;"unknown";"no" +54;"blue-collar";"married";"secondary";"no";2059;"yes";"no";"cellular";25;"aug";177;4;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";132;"no";"no";"cellular";13;"oct";123;2;-1;0;"unknown";"no" +34;"management";"married";"secondary";"no";0;"no";"no";"cellular";2;"feb";270;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";385;"yes";"no";"unknown";16;"may";225;4;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";223;"no";"no";"cellular";28;"jan";63;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";3;"jun";247;13;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";512;"yes";"yes";"cellular";30;"jan";206;5;239;3;"failure";"no" +36;"entrepreneur";"married";"tertiary";"no";1169;"yes";"no";"unknown";6;"may";168;2;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";71;"yes";"no";"unknown";21;"may";836;12;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";940;"no";"no";"cellular";8;"aug";131;2;-1;0;"unknown";"no" +25;"technician";"single";"secondary";"no";-80;"yes";"yes";"unknown";3;"jun";89;1;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";0;"yes";"no";"cellular";29;"aug";116;4;-1;0;"unknown";"no" +52;"unknown";"married";"unknown";"no";1317;"no";"no";"unknown";12;"jun";58;1;-1;0;"unknown";"no" +39;"admin.";"married";"secondary";"no";179;"no";"no";"unknown";6;"sep";36;1;-1;0;"unknown";"no" +34;"management";"married";"secondary";"no";1007;"yes";"no";"cellular";21;"jul";240;2;-1;0;"unknown";"no" +34;"management";"single";"secondary";"no";0;"no";"no";"cellular";22;"aug";132;4;-1;0;"unknown";"no" +30;"services";"married";"secondary";"no";1286;"yes";"yes";"cellular";17;"jul";544;1;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";804;"yes";"yes";"unknown";8;"may";266;1;-1;0;"unknown";"no" +30;"student";"single";"secondary";"no";4;"no";"no";"cellular";4;"feb";443;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";0;"yes";"no";"cellular";10;"jul";324;1;-1;0;"unknown";"no" +36;"services";"single";"secondary";"no";417;"yes";"no";"cellular";6;"feb";15;10;207;3;"failure";"no" +48;"blue-collar";"married";"primary";"no";1678;"no";"no";"cellular";28;"jan";263;2;-1;0;"unknown";"no" +37;"services";"divorced";"secondary";"no";532;"yes";"no";"unknown";11;"jun";199;1;-1;0;"unknown";"no" +58;"management";"married";"secondary";"no";407;"yes";"no";"cellular";29;"jul";145;2;-1;0;"unknown";"no" +56;"management";"divorced";"tertiary";"no";659;"no";"yes";"cellular";2;"jun";56;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";393;"yes";"no";"cellular";5;"may";11;9;-1;0;"unknown";"no" +33;"admin.";"divorced";"secondary";"no";661;"yes";"no";"cellular";18;"nov";411;1;173;2;"other";"no" +26;"services";"single";"secondary";"no";0;"no";"no";"cellular";29;"jul";165;23;-1;0;"unknown";"no" +40;"management";"single";"unknown";"no";838;"yes";"no";"unknown";12;"may";619;3;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";195;"yes";"no";"cellular";17;"apr";203;1;-1;0;"unknown";"no" +45;"entrepreneur";"married";"secondary";"no";68;"yes";"no";"unknown";7;"may";254;1;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";-242;"yes";"no";"cellular";13;"aug";1149;6;-1;0;"unknown";"yes" +35;"management";"divorced";"tertiary";"no";321;"yes";"no";"unknown";9;"may";189;1;-1;0;"unknown";"no" +43;"services";"single";"secondary";"no";3403;"yes";"no";"cellular";12;"nov";707;2;97;2;"success";"yes" +28;"blue-collar";"married";"secondary";"no";8;"yes";"no";"cellular";15;"may";196;1;-1;0;"unknown";"no" +32;"blue-collar";"divorced";"secondary";"no";739;"yes";"no";"unknown";9;"may";171;1;-1;0;"unknown";"no" +26;"unemployed";"single";"secondary";"no";622;"no";"no";"cellular";28;"jan";1451;2;-1;0;"unknown";"yes" +35;"services";"married";"secondary";"no";152;"yes";"no";"unknown";2;"jun";563;1;-1;0;"unknown";"yes" +35;"technician";"single";"secondary";"no";2;"no";"no";"cellular";11;"aug";239;4;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";1439;"yes";"no";"telephone";28;"jul";73;6;-1;0;"unknown";"no" +42;"blue-collar";"divorced";"secondary";"no";1491;"yes";"no";"cellular";6;"may";203;2;334;2;"failure";"no" +32;"technician";"single";"secondary";"no";6402;"yes";"no";"cellular";6;"may";158;1;167;1;"success";"no" +30;"unemployed";"married";"secondary";"no";1210;"no";"no";"cellular";9;"jul";100;4;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";122;"no";"yes";"cellular";8;"jul";160;1;-1;0;"unknown";"no" +30;"student";"single";"secondary";"no";0;"yes";"no";"cellular";19;"nov";661;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";62;"yes";"no";"cellular";14;"may";166;1;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";3333;"yes";"yes";"cellular";29;"jul";114;2;-1;0;"unknown";"no" +33;"technician";"married";"tertiary";"no";16992;"yes";"no";"unknown";29;"may";58;1;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";23;"yes";"no";"telephone";31;"jul";25;8;-1;0;"unknown";"no" +35;"admin.";"married";"secondary";"no";0;"yes";"no";"cellular";7;"may";121;2;-1;0;"unknown";"no" +53;"technician";"married";"tertiary";"no";6072;"no";"yes";"unknown";16;"jun";226;4;-1;0;"unknown";"no" +24;"retired";"single";"secondary";"no";366;"no";"yes";"unknown";16;"may";234;2;-1;0;"unknown";"no" +54;"management";"divorced";"tertiary";"no";0;"no";"yes";"cellular";10;"jul";88;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1343;"yes";"yes";"unknown";21;"may";85;1;-1;0;"unknown";"no" +41;"entrepreneur";"married";"secondary";"no";2105;"yes";"no";"cellular";18;"nov";134;1;-1;0;"unknown";"no" +44;"unknown";"married";"secondary";"no";2319;"no";"no";"cellular";4;"aug";251;3;-1;0;"unknown";"no" +35;"services";"single";"secondary";"no";35;"yes";"no";"cellular";14;"may";152;1;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";877;"no";"no";"cellular";13;"aug";202;1;83;5;"failure";"no" +43;"blue-collar";"single";"primary";"no";30;"yes";"no";"unknown";30;"may";379;17;-1;0;"unknown";"no" +51;"entrepreneur";"married";"secondary";"yes";-2082;"no";"yes";"cellular";28;"jul";123;6;-1;0;"unknown";"no" +60;"retired";"married";"secondary";"no";89;"no";"no";"cellular";30;"apr";156;2;-1;0;"unknown";"no" +43;"self-employed";"married";"secondary";"no";104;"no";"no";"unknown";17;"jun";332;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1750;"yes";"no";"telephone";14;"may";90;3;-1;0;"unknown";"no" +56;"management";"married";"primary";"no";772;"yes";"no";"telephone";20;"nov";291;1;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";1048;"yes";"no";"telephone";6;"feb";23;2;-1;0;"unknown";"no" +52;"entrepreneur";"married";"primary";"no";592;"no";"no";"cellular";21;"jul";122;2;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";0;"yes";"yes";"cellular";26;"jul";105;2;172;1;"failure";"no" +36;"services";"married";"secondary";"no";3064;"yes";"no";"telephone";11;"may";1143;4;-1;0;"unknown";"no" +40;"services";"married";"primary";"no";33;"no";"no";"unknown";26;"may";70;3;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";8;"may";264;2;-1;0;"unknown";"no" +32;"admin.";"single";"secondary";"no";1649;"no";"no";"cellular";27;"may";204;2;-1;0;"unknown";"no" +31;"housemaid";"single";"tertiary";"no";287;"yes";"no";"cellular";19;"nov";182;1;-1;0;"unknown";"no" +41;"technician";"divorced";"secondary";"no";0;"yes";"no";"cellular";17;"nov";386;2;-1;0;"unknown";"no" +58;"housemaid";"married";"primary";"no";419;"no";"yes";"unknown";5;"jun";295;3;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";257;"yes";"no";"cellular";12;"may";86;2;-1;0;"unknown";"no" +52;"technician";"married";"secondary";"no";118;"no";"no";"cellular";28;"aug";16;20;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";251;"no";"no";"cellular";20;"aug";413;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";1731;"yes";"yes";"unknown";29;"may";323;3;-1;0;"unknown";"no" +62;"management";"married";"tertiary";"no";0;"no";"no";"cellular";13;"oct";78;3;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";23;"no";"no";"cellular";25;"aug";121;3;-1;0;"unknown";"no" +41;"blue-collar";"single";"secondary";"yes";-386;"no";"yes";"cellular";20;"nov";477;1;-1;0;"unknown";"yes" +34;"self-employed";"married";"tertiary";"no";5498;"no";"no";"cellular";19;"nov";265;1;-1;0;"unknown";"no" +44;"management";"single";"tertiary";"no";5063;"no";"no";"cellular";27;"oct";418;2;-1;0;"unknown";"yes" +42;"blue-collar";"married";"primary";"no";7041;"yes";"no";"cellular";28;"jul";386;4;-1;0;"unknown";"no" +37;"entrepreneur";"single";"secondary";"no";654;"no";"no";"unknown";19;"may";594;2;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";1890;"no";"no";"cellular";8;"jul";161;1;-1;0;"unknown";"no" +32;"unemployed";"married";"secondary";"no";2400;"yes";"yes";"cellular";5;"feb";450;3;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";519;"yes";"no";"cellular";25;"aug";217;6;-1;0;"unknown";"no" +39;"technician";"single";"tertiary";"no";1190;"no";"no";"cellular";8;"aug";136;1;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";229;"yes";"no";"unknown";9;"may";322;1;-1;0;"unknown";"no" +26;"student";"single";"secondary";"no";203;"no";"no";"cellular";16;"nov";104;1;196;1;"failure";"no" +52;"technician";"married";"secondary";"no";1818;"no";"yes";"cellular";17;"nov";189;2;111;4;"failure";"no" +42;"unemployed";"married";"secondary";"no";1289;"no";"no";"cellular";15;"jul";250;4;415;2;"failure";"yes" +33;"technician";"divorced";"tertiary";"no";39;"no";"no";"cellular";19;"aug";123;5;-1;0;"unknown";"no" +73;"retired";"married";"primary";"no";796;"no";"no";"cellular";23;"oct";427;1;182;2;"failure";"yes" +35;"admin.";"single";"secondary";"no";57;"no";"yes";"cellular";8;"jul";632;2;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";1548;"yes";"no";"cellular";13;"apr";101;3;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";117;"no";"no";"cellular";24;"aug";467;2;88;4;"other";"yes" +37;"admin.";"single";"secondary";"no";0;"yes";"no";"cellular";16;"apr";640;2;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";691;"yes";"yes";"cellular";16;"apr";517;1;255;1;"failure";"no" +28;"blue-collar";"married";"secondary";"no";64;"yes";"no";"unknown";13;"may";160;3;-1;0;"unknown";"no" +49;"technician";"divorced";"tertiary";"no";0;"yes";"no";"cellular";12;"jun";177;3;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";957;"yes";"no";"unknown";21;"may";206;1;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";118;"yes";"no";"unknown";7;"may";208;2;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";218;"yes";"no";"cellular";12;"apr";169;1;-1;0;"unknown";"no" +35;"management";"married";"secondary";"no";724;"yes";"no";"cellular";14;"jul";287;2;415;1;"failure";"yes" +35;"housemaid";"married";"tertiary";"no";20;"yes";"yes";"cellular";17;"jul";505;3;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";-28;"yes";"no";"cellular";18;"may";284;2;371;1;"failure";"no" +46;"blue-collar";"married";"primary";"no";665;"no";"no";"cellular";30;"jan";89;4;235;2;"failure";"no" +25;"student";"single";"tertiary";"no";5;"no";"no";"cellular";29;"sep";138;1;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";925;"no";"no";"cellular";14;"dec";321;3;189;4;"success";"yes" +42;"blue-collar";"married";"primary";"no";2519;"yes";"no";"unknown";15;"may";262;4;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";3927;"no";"no";"cellular";13;"oct";61;1;-1;0;"unknown";"no" +42;"management";"divorced";"tertiary";"no";401;"yes";"no";"cellular";24;"jul";217;9;-1;0;"unknown";"no" +29;"management";"married";"tertiary";"no";581;"yes";"yes";"cellular";14;"jul";192;2;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";1327;"no";"no";"cellular";29;"oct";174;2;-1;0;"unknown";"no" +31;"unemployed";"married";"secondary";"no";3242;"no";"no";"unknown";25;"jun";292;2;-1;0;"unknown";"no" +59;"technician";"married";"primary";"no";3163;"yes";"no";"unknown";29;"may";240;2;-1;0;"unknown";"no" +50;"unemployed";"divorced";"secondary";"no";32;"no";"no";"cellular";4;"aug";282;2;-1;0;"unknown";"no" +47;"admin.";"married";"secondary";"no";310;"yes";"yes";"telephone";14;"aug";128;6;-1;0;"unknown";"no" +46;"housemaid";"married";"primary";"no";0;"no";"no";"telephone";2;"feb";161;1;-1;0;"unknown";"no" +26;"blue-collar";"single";"primary";"no";155;"yes";"no";"cellular";29;"jan";291;1;244;4;"failure";"no" +31;"services";"single";"secondary";"no";11386;"yes";"no";"cellular";20;"nov";356;1;-1;0;"unknown";"no" +30;"services";"married";"tertiary";"no";1380;"yes";"no";"unknown";21;"may";294;2;-1;0;"unknown";"no" +47;"blue-collar";"single";"unknown";"no";2443;"no";"no";"unknown";18;"jun";422;1;-1;0;"unknown";"no" +23;"technician";"single";"tertiary";"no";1129;"yes";"no";"unknown";28;"may";806;1;-1;0;"unknown";"yes" +44;"unemployed";"single";"primary";"no";4232;"no";"no";"unknown";16;"jun";227;1;-1;0;"unknown";"no" +42;"self-employed";"married";"secondary";"no";5564;"no";"no";"cellular";17;"nov";560;2;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";-402;"yes";"no";"cellular";17;"apr";135;1;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";1323;"yes";"no";"unknown";3;"jun";361;1;-1;0;"unknown";"no" +57;"retired";"married";"primary";"no";1623;"yes";"yes";"cellular";18;"jul";246;1;-1;0;"unknown";"no" +38;"technician";"married";"tertiary";"no";1042;"yes";"no";"cellular";4;"feb";419;2;-1;0;"unknown";"no" +22;"student";"single";"secondary";"no";2488;"no";"no";"cellular";8;"nov";449;2;38;10;"other";"yes" +54;"admin.";"married";"secondary";"no";865;"yes";"no";"cellular";17;"nov";71;1;-1;0;"unknown";"no" +32;"technician";"married";"tertiary";"no";-1053;"yes";"no";"cellular";21;"jul";357;3;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";1667;"yes";"no";"cellular";18;"nov";164;2;179;3;"failure";"no" +59;"admin.";"divorced";"secondary";"no";975;"yes";"no";"unknown";15;"may";263;4;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";2571;"no";"no";"unknown";18;"jun";146;2;-1;0;"unknown";"no" +53;"unknown";"married";"primary";"no";732;"no";"no";"cellular";27;"oct";759;2;-1;0;"unknown";"yes" +50;"admin.";"divorced";"secondary";"no";769;"no";"no";"cellular";28;"jul";72;2;363;4;"failure";"no" +34;"technician";"married";"secondary";"no";-136;"yes";"yes";"cellular";12;"aug";131;2;-1;0;"unknown";"no" +35;"admin.";"divorced";"secondary";"no";3636;"no";"yes";"cellular";21;"nov";808;2;-1;0;"unknown";"yes" +30;"management";"married";"tertiary";"no";931;"no";"no";"cellular";17;"jul";1183;1;-1;0;"unknown";"no" +62;"housemaid";"married";"secondary";"no";565;"no";"no";"cellular";4;"sep";123;3;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";271;"yes";"no";"unknown";29;"may";483;2;-1;0;"unknown";"no" +26;"self-employed";"single";"tertiary";"no";1153;"no";"no";"cellular";4;"may";238;3;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";-73;"yes";"no";"cellular";11;"jul";90;1;-1;0;"unknown";"no" +50;"unknown";"married";"unknown";"no";558;"no";"no";"cellular";9;"jul";464;1;683;6;"failure";"yes" +31;"unknown";"divorced";"tertiary";"no";137;"no";"no";"cellular";22;"aug";385;9;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";700;"yes";"no";"unknown";23;"may";240;2;-1;0;"unknown";"no" +55;"retired";"married";"primary";"no";-966;"no";"yes";"cellular";14;"may";104;1;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";96;"no";"no";"cellular";29;"aug";109;2;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";4007;"no";"no";"cellular";30;"nov";598;4;-1;0;"unknown";"no" +50;"management";"single";"tertiary";"no";567;"yes";"no";"unknown";16;"may";274;8;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";40;"no";"no";"cellular";7;"aug";123;2;-1;0;"unknown";"no" +47;"admin.";"divorced";"secondary";"no";136;"no";"yes";"cellular";23;"jul";70;1;-1;0;"unknown";"no" +38;"self-employed";"single";"tertiary";"no";917;"yes";"no";"unknown";23;"may";260;1;-1;0;"unknown";"no" +46;"management";"single";"tertiary";"no";593;"yes";"no";"cellular";29;"jan";190;3;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";505;"yes";"no";"unknown";14;"may";521;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";2542;"yes";"no";"cellular";14;"may";228;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";5355;"no";"no";"telephone";17;"feb";466;4;-1;0;"unknown";"yes" +38;"student";"single";"tertiary";"no";807;"no";"no";"cellular";27;"feb";74;2;-1;0;"unknown";"no" +59;"retired";"married";"secondary";"no";9976;"yes";"no";"unknown";29;"may";57;2;-1;0;"unknown";"no" +32;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";30;"jan";119;3;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";540;"no";"no";"cellular";19;"nov";124;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";280;"yes";"yes";"cellular";31;"jul";65;50;-1;0;"unknown";"no" +56;"management";"divorced";"tertiary";"no";-59;"no";"yes";"cellular";28;"jul";127;6;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"yes";-517;"yes";"no";"cellular";14;"jul";172;3;-1;0;"unknown";"no" +42;"unemployed";"single";"secondary";"no";2613;"yes";"no";"cellular";30;"jul";174;6;-1;0;"unknown";"no" +42;"student";"married";"unknown";"no";-7;"no";"no";"telephone";31;"jul";41;6;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";30;"may";232;3;-1;0;"unknown";"no" +53;"retired";"divorced";"secondary";"yes";-200;"no";"yes";"unknown";6;"jun";161;1;-1;0;"unknown";"no" +67;"retired";"married";"primary";"no";2301;"no";"no";"cellular";16;"apr";124;1;-1;0;"unknown";"no" +53;"housemaid";"married";"primary";"no";104;"no";"yes";"unknown";5;"jun";701;1;-1;0;"unknown";"yes" +33;"blue-collar";"married";"primary";"no";191;"yes";"no";"unknown";9;"may";162;2;-1;0;"unknown";"no" +31;"technician";"single";"unknown";"no";694;"yes";"no";"unknown";6;"jun";431;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";212;"yes";"no";"cellular";18;"jul";191;3;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";1882;"yes";"no";"cellular";11;"aug";249;5;-1;0;"unknown";"no" +48;"blue-collar";"married";"unknown";"no";131;"yes";"no";"unknown";6;"may";189;1;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";175;"no";"no";"cellular";25;"aug";167;4;-1;0;"unknown";"no" +43;"technician";"single";"tertiary";"yes";0;"no";"no";"cellular";29;"aug";73;4;-1;0;"unknown";"no" +38;"management";"divorced";"tertiary";"no";4425;"yes";"no";"unknown";30;"may";162;1;-1;0;"unknown";"no" +46;"unemployed";"married";"secondary";"no";3533;"yes";"no";"cellular";12;"aug";235;2;-1;0;"unknown";"no" +59;"blue-collar";"divorced";"secondary";"no";3573;"no";"no";"cellular";15;"may";44;1;-1;0;"unknown";"no" +44;"management";"divorced";"tertiary";"no";476;"yes";"yes";"unknown";26;"may";127;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";1257;"yes";"no";"cellular";20;"apr";93;3;329;7;"failure";"no" +55;"blue-collar";"married";"unknown";"no";23;"no";"no";"cellular";30;"jan";143;1;2;3;"other";"no" +39;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";16;"apr";81;2;-1;0;"unknown";"no" +36;"services";"single";"secondary";"no";398;"yes";"yes";"unknown";17;"jun";77;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";745;"yes";"no";"unknown";23;"may";115;4;-1;0;"unknown";"no" +48;"management";"single";"tertiary";"no";8106;"no";"no";"unknown";17;"nov";125;1;111;3;"failure";"no" +33;"management";"single";"tertiary";"no";0;"no";"no";"cellular";19;"aug";53;4;-1;0;"unknown";"no" +67;"retired";"married";"unknown";"no";696;"no";"no";"telephone";4;"may";77;2;-1;0;"unknown";"no" +48;"unemployed";"divorced";"secondary";"no";1266;"yes";"no";"telephone";3;"feb";45;1;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";2416;"no";"no";"cellular";11;"aug";74;2;-1;0;"unknown";"no" +31;"housemaid";"married";"primary";"no";25;"no";"no";"cellular";21;"aug";169;5;-1;0;"unknown";"no" +30;"student";"single";"tertiary";"no";7513;"no";"no";"cellular";11;"aug";269;2;-1;0;"unknown";"no" +56;"entrepreneur";"divorced";"primary";"no";29;"no";"no";"cellular";29;"jan";52;2;227;1;"failure";"no" +26;"blue-collar";"married";"primary";"no";5116;"yes";"no";"cellular";22;"jul";246;3;-1;0;"unknown";"no" +44;"management";"married";"secondary";"no";-1746;"yes";"no";"unknown";20;"jun";218;1;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";14;"no";"no";"cellular";13;"nov";167;1;92;1;"success";"yes" +31;"management";"married";"tertiary";"no";4148;"yes";"no";"cellular";21;"nov";316;3;99;9;"other";"yes" +47;"self-employed";"married";"unknown";"no";14;"yes";"no";"cellular";15;"may";142;1;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";105;"yes";"no";"cellular";21;"nov";75;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";767;"no";"yes";"cellular";2;"feb";204;1;-1;0;"unknown";"no" +56;"admin.";"divorced";"primary";"no";0;"no";"yes";"cellular";10;"jul";542;1;-1;0;"unknown";"no" +43;"management";"single";"secondary";"no";-228;"yes";"yes";"unknown";16;"may";122;2;-1;0;"unknown";"no" +42;"services";"married";"secondary";"no";508;"yes";"no";"unknown";30;"may";70;1;-1;0;"unknown";"no" +60;"management";"married";"secondary";"no";725;"yes";"no";"cellular";8;"jul";266;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"unknown";"no";41;"yes";"no";"cellular";6;"may";34;9;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";184;"no";"no";"cellular";22;"jul";203;4;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";251;"no";"yes";"unknown";6;"jun";85;3;-1;0;"unknown";"no" +38;"management";"divorced";"secondary";"no";-17;"no";"no";"cellular";21;"nov";11;4;-1;0;"unknown";"no" +23;"services";"married";"secondary";"no";-19;"yes";"no";"unknown";20;"jun";13;10;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";1064;"yes";"no";"cellular";13;"may";562;1;-1;0;"unknown";"yes" +36;"blue-collar";"married";"secondary";"no";777;"yes";"no";"cellular";6;"may";185;3;-1;0;"unknown";"no" +49;"unemployed";"married";"tertiary";"no";377;"no";"no";"cellular";22;"may";158;1;59;2;"failure";"no" +34;"admin.";"divorced";"secondary";"no";479;"yes";"no";"cellular";12;"may";515;1;350;5;"failure";"yes" +40;"technician";"divorced";"secondary";"no";-375;"yes";"no";"cellular";13;"may";60;5;-1;0;"unknown";"no" +72;"retired";"married";"primary";"no";796;"no";"no";"cellular";24;"apr";173;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";17;"yes";"no";"unknown";16;"may";353;4;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";1071;"yes";"no";"cellular";11;"may";143;3;357;1;"failure";"no" +35;"admin.";"married";"secondary";"no";0;"yes";"no";"cellular";20;"apr";18;5;-1;0;"unknown";"no" +46;"admin.";"divorced";"secondary";"no";7378;"no";"no";"cellular";18;"nov";466;1;-1;0;"unknown";"no" +55;"admin.";"married";"secondary";"no";865;"yes";"no";"cellular";17;"apr";85;1;151;1;"failure";"no" +50;"technician";"divorced";"secondary";"no";-701;"yes";"yes";"cellular";24;"jul";148;1;-1;0;"unknown";"no" +23;"blue-collar";"single";"unknown";"no";817;"yes";"no";"cellular";18;"may";123;1;-1;0;"unknown";"no" +34;"student";"married";"unknown";"no";1387;"no";"no";"cellular";30;"apr";121;1;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";0;"yes";"yes";"unknown";29;"may";245;3;-1;0;"unknown";"no" +61;"retired";"married";"secondary";"no";2917;"no";"no";"cellular";6;"oct";215;1;-1;0;"unknown";"yes" +53;"technician";"married";"secondary";"no";4541;"yes";"no";"unknown";15;"may";190;6;-1;0;"unknown";"no" +57;"technician";"married";"secondary";"no";0;"no";"no";"unknown";13;"may";44;1;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";4287;"no";"no";"cellular";30;"apr";171;1;-1;0;"unknown";"no" +25;"admin.";"married";"secondary";"no";242;"yes";"no";"cellular";30;"jul";62;12;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";171;"yes";"yes";"unknown";20;"may";172;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";259;"yes";"no";"unknown";23;"may";78;10;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";827;"yes";"no";"unknown";15;"may";319;5;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";469;"no";"yes";"cellular";2;"feb";111;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";2226;"yes";"no";"unknown";6;"may";158;1;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";0;"no";"no";"cellular";29;"aug";82;12;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";477;"yes";"no";"unknown";20;"may";128;6;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";42;"yes";"no";"unknown";8;"may";102;4;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";775;"yes";"no";"unknown";16;"jun";124;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";9;"yes";"no";"cellular";17;"apr";334;2;-1;0;"unknown";"no" +52;"technician";"married";"tertiary";"no";2557;"no";"no";"cellular";28;"jan";134;5;204;2;"success";"yes" +31;"management";"married";"tertiary";"no";2395;"no";"no";"cellular";27;"apr";218;1;-1;0;"unknown";"no" +60;"management";"married";"primary";"no";4895;"no";"no";"unknown";9;"jun";313;1;-1;0;"unknown";"no" +35;"blue-collar";"single";"secondary";"no";376;"yes";"yes";"unknown";6;"may";207;3;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";389;"yes";"no";"unknown";6;"may";262;1;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";134;"no";"no";"cellular";19;"aug";134;2;-1;0;"unknown";"no" +45;"entrepreneur";"divorced";"tertiary";"no";1273;"yes";"yes";"unknown";11;"jun";197;3;-1;0;"unknown";"no" +59;"services";"married";"secondary";"no";0;"yes";"no";"cellular";12;"may";214;3;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";2892;"yes";"yes";"cellular";30;"jul";1165;7;-1;0;"unknown";"no" +33;"technician";"divorced";"secondary";"no";0;"yes";"no";"cellular";7;"may";177;2;-1;0;"unknown";"no" +46;"management";"single";"secondary";"no";295;"yes";"no";"unknown";23;"may";141;6;-1;0;"unknown";"no" +48;"admin.";"married";"secondary";"no";292;"yes";"yes";"cellular";29;"jul";164;6;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";85;"no";"no";"cellular";16;"jul";151;1;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";4;"no";"no";"cellular";4;"feb";145;2;260;4;"failure";"no" +35;"blue-collar";"divorced";"primary";"no";-587;"yes";"no";"unknown";26;"may";111;1;-1;0;"unknown";"no" +36;"blue-collar";"single";"primary";"no";367;"no";"no";"cellular";2;"feb";217;1;221;1;"failure";"no" +52;"management";"married";"tertiary";"no";-1224;"yes";"no";"cellular";7;"may";253;4;-1;0;"unknown";"no" +45;"management";"divorced";"tertiary";"no";959;"no";"no";"unknown";18;"jun";74;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";0;"no";"no";"cellular";20;"aug";263;2;-1;0;"unknown";"no" +25;"blue-collar";"married";"primary";"yes";-589;"yes";"no";"unknown";3;"jun";233;1;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";-8;"no";"no";"cellular";13;"aug";402;2;-1;0;"unknown";"no" +57;"management";"married";"unknown";"no";0;"no";"no";"cellular";30;"sep";585;1;-1;0;"unknown";"no" +48;"management";"married";"primary";"no";247;"yes";"yes";"unknown";14;"may";145;1;-1;0;"unknown";"no" +48;"technician";"married";"unknown";"no";5543;"no";"no";"unknown";16;"jun";143;5;-1;0;"unknown";"no" +32;"blue-collar";"married";"primary";"no";642;"no";"yes";"cellular";8;"jul";524;1;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";11;"no";"no";"cellular";11;"aug";270;1;-1;0;"unknown";"no" +57;"management";"married";"primary";"no";-226;"yes";"no";"unknown";4;"jun";272;1;-1;0;"unknown";"no" +31;"entrepreneur";"married";"tertiary";"no";5191;"no";"no";"cellular";20;"nov";187;2;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";-320;"no";"no";"cellular";18;"may";268;2;-1;0;"unknown";"no" +53;"entrepreneur";"married";"tertiary";"no";2289;"yes";"yes";"cellular";17;"nov";183;1;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";725;"yes";"no";"cellular";27;"feb";123;3;99;8;"failure";"no" +32;"technician";"single";"tertiary";"no";705;"yes";"no";"cellular";20;"apr";20;4;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";776;"yes";"no";"cellular";6;"feb";232;4;253;1;"failure";"no" +35;"unemployed";"married";"tertiary";"no";816;"yes";"no";"cellular";19;"nov";547;7;-1;0;"unknown";"no" +41;"services";"married";"secondary";"no";171;"no";"no";"cellular";21;"jul";71;9;-1;0;"unknown";"no" +54;"services";"married";"secondary";"no";812;"no";"no";"cellular";31;"jul";113;6;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";823;"no";"no";"cellular";8;"aug";780;4;-1;0;"unknown";"yes" +28;"technician";"single";"secondary";"no";1453;"yes";"no";"cellular";12;"may";246;1;343;1;"other";"no" +24;"blue-collar";"single";"unknown";"no";431;"yes";"no";"unknown";3;"jun";108;12;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";1009;"yes";"no";"cellular";29;"jan";253;1;-1;0;"unknown";"no" +32;"self-employed";"married";"primary";"no";286;"yes";"no";"cellular";6;"aug";175;1;-1;0;"unknown";"no" +53;"entrepreneur";"married";"tertiary";"no";22370;"yes";"no";"unknown";15;"may";106;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";2111;"yes";"no";"cellular";7;"may";86;2;-1;0;"unknown";"no" +48;"blue-collar";"married";"primary";"no";5366;"yes";"no";"unknown";21;"may";248;3;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";181;"yes";"yes";"telephone";28;"jul";265;2;-1;0;"unknown";"no" +31;"blue-collar";"divorced";"secondary";"no";-452;"yes";"no";"unknown";26;"may";182;5;-1;0;"unknown";"no" +56;"unemployed";"divorced";"primary";"no";1770;"no";"no";"cellular";5;"feb";916;3;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";0;"no";"no";"cellular";4;"aug";506;1;-1;0;"unknown";"no" +37;"admin.";"single";"secondary";"no";-296;"yes";"no";"cellular";20;"apr";81;1;-1;0;"unknown";"no" +59;"management";"married";"primary";"no";2358;"yes";"no";"cellular";17;"apr";30;1;-1;0;"unknown";"no" +50;"management";"single";"tertiary";"no";1200;"no";"no";"cellular";14;"aug";904;3;-1;0;"unknown";"yes" +39;"housemaid";"single";"primary";"no";109;"yes";"no";"unknown";6;"may";699;3;-1;0;"unknown";"no" +30;"technician";"married";"secondary";"no";616;"yes";"no";"cellular";6;"may";19;1;-1;0;"unknown";"no" +47;"services";"divorced";"secondary";"no";4906;"yes";"no";"unknown";14;"may";389;1;-1;0;"unknown";"no" +44;"self-employed";"married";"secondary";"no";313;"no";"no";"cellular";6;"aug";211;4;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";290;"yes";"no";"cellular";16;"apr";283;1;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";1240;"no";"no";"cellular";12;"aug";474;2;-1;0;"unknown";"no" +27;"admin.";"single";"tertiary";"no";3672;"yes";"no";"cellular";15;"may";157;2;351;5;"failure";"no" +73;"retired";"married";"secondary";"no";19;"no";"no";"cellular";5;"nov";509;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";143;"yes";"no";"unknown";7;"may";279;1;-1;0;"unknown";"no" +56;"retired";"divorced";"secondary";"no";212;"no";"yes";"telephone";17;"jul";27;1;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";9;"no";"no";"cellular";11;"aug";386;4;-1;0;"unknown";"yes" +33;"blue-collar";"married";"primary";"no";3074;"no";"no";"cellular";18;"nov";679;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";1734;"yes";"no";"unknown";2;"jun";169;1;-1;0;"unknown";"no" +52;"management";"married";"tertiary";"no";575;"no";"no";"unknown";3;"jun";315;1;-1;0;"unknown";"no" +51;"blue-collar";"married";"secondary";"no";397;"yes";"no";"cellular";20;"aug";293;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";640;"yes";"no";"cellular";3;"feb";439;3;-1;0;"unknown";"no" +54;"services";"married";"secondary";"no";158;"yes";"no";"unknown";19;"may";198;1;-1;0;"unknown";"no" +44;"management";"married";"secondary";"no";2984;"yes";"no";"unknown";15;"may";770;2;-1;0;"unknown";"no" +50;"entrepreneur";"married";"secondary";"no";1011;"yes";"no";"telephone";30;"jul";340;2;-1;0;"unknown";"no" +45;"blue-collar";"single";"secondary";"no";0;"yes";"no";"cellular";26;"apr";1472;1;192;4;"failure";"yes" +36;"management";"married";"tertiary";"no";1133;"yes";"no";"cellular";4;"aug";293;1;181;2;"other";"yes" +42;"technician";"married";"secondary";"no";4945;"yes";"no";"cellular";2;"mar";311;2;-1;0;"unknown";"yes" +37;"technician";"married";"secondary";"no";712;"yes";"no";"cellular";18;"nov";291;2;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";-427;"yes";"yes";"unknown";21;"may";965;2;-1;0;"unknown";"no" +56;"admin.";"married";"secondary";"no";2146;"no";"yes";"unknown";9;"jun";594;1;-1;0;"unknown";"no" +59;"admin.";"married";"secondary";"no";92;"yes";"no";"cellular";12;"may";139;2;350;1;"failure";"no" +32;"unemployed";"married";"secondary";"no";10;"yes";"no";"unknown";6;"may";501;4;-1;0;"unknown";"no" +57;"retired";"married";"primary";"no";1238;"yes";"no";"cellular";15;"jul";274;1;-1;0;"unknown";"no" +49;"admin.";"single";"secondary";"no";981;"yes";"no";"telephone";21;"nov";10;3;-1;0;"unknown";"no" +56;"entrepreneur";"married";"unknown";"no";575;"no";"no";"unknown";20;"jun";18;2;-1;0;"unknown";"no" +48;"admin.";"divorced";"unknown";"no";-70;"no";"no";"cellular";14;"may";243;1;-1;0;"unknown";"no" +27;"student";"single";"tertiary";"no";3733;"yes";"no";"cellular";22;"may";198;1;98;6;"success";"yes" +31;"management";"single";"tertiary";"no";574;"yes";"no";"cellular";16;"jul";410;2;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";43;"no";"no";"unknown";19;"may";190;1;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";428;"no";"no";"unknown";28;"may";121;1;-1;0;"unknown";"no" +58;"housemaid";"married";"primary";"no";0;"yes";"no";"telephone";9;"jul";148;1;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";20;"apr";239;2;259;2;"failure";"no" +32;"management";"single";"tertiary";"no";474;"yes";"no";"cellular";7;"aug";90;3;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";-540;"no";"no";"unknown";6;"jun";29;1;-1;0;"unknown";"no" +35;"self-employed";"married";"tertiary";"no";560;"yes";"no";"cellular";2;"apr";58;1;136;1;"failure";"no" +31;"management";"married";"tertiary";"no";325;"yes";"no";"cellular";18;"jul";1139;2;-1;0;"unknown";"yes" +29;"management";"single";"tertiary";"no";437;"no";"no";"cellular";5;"aug";504;1;92;1;"success";"yes" +48;"blue-collar";"married";"primary";"no";574;"no";"no";"cellular";5;"aug";348;1;-1;0;"unknown";"no" +60;"retired";"married";"primary";"no";0;"no";"no";"telephone";30;"jul";130;3;-1;0;"unknown";"no" +74;"retired";"married";"secondary";"no";935;"no";"no";"cellular";26;"jan";100;1;104;1;"other";"no" +30;"services";"married";"secondary";"no";699;"yes";"no";"unknown";29;"may";544;1;-1;0;"unknown";"no" +52;"admin.";"single";"primary";"no";0;"no";"no";"unknown";19;"may";182;11;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";-220;"yes";"no";"cellular";2;"apr";90;1;-1;0;"unknown";"no" +29;"services";"married";"secondary";"no";11417;"yes";"no";"unknown";28;"may";272;2;-1;0;"unknown";"no" +33;"housemaid";"married";"primary";"no";212;"yes";"no";"cellular";11;"jul";260;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";67;"yes";"yes";"unknown";8;"may";672;3;-1;0;"unknown";"no" +45;"admin.";"divorced";"secondary";"no";0;"no";"no";"cellular";29;"oct";264;1;-1;0;"unknown";"yes" +31;"blue-collar";"married";"secondary";"no";0;"no";"yes";"telephone";15;"jul";275;2;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";1673;"no";"no";"cellular";23;"oct";76;1;-1;0;"unknown";"no" +27;"services";"married";"secondary";"no";-1202;"yes";"no";"unknown";4;"jun";749;2;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";4213;"no";"no";"cellular";25;"aug";142;4;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";0;"no";"no";"cellular";26;"aug";454;2;-1;0;"unknown";"no" +57;"blue-collar";"married";"secondary";"no";1521;"yes";"yes";"cellular";18;"may";102;2;178;5;"failure";"no" +34;"management";"married";"tertiary";"no";1310;"no";"no";"telephone";30;"jan";521;3;158;7;"other";"no" +40;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";17;"nov";57;1;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";399;"no";"no";"cellular";9;"apr";504;1;-1;0;"unknown";"no" +46;"technician";"married";"tertiary";"no";405;"no";"no";"cellular";11;"aug";138;3;-1;0;"unknown";"no" +55;"management";"divorced";"tertiary";"no";9756;"yes";"no";"cellular";5;"jun";103;2;95;1;"other";"yes" +25;"management";"single";"tertiary";"no";2506;"no";"no";"cellular";17;"feb";485;1;-1;0;"unknown";"yes" +34;"management";"married";"tertiary";"no";697;"no";"no";"cellular";5;"aug";166;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";403;"yes";"no";"cellular";8;"may";318;2;338;1;"success";"no" +64;"retired";"divorced";"tertiary";"no";890;"no";"no";"cellular";3;"jul";531;3;-1;0;"unknown";"no" +45;"technician";"divorced";"secondary";"no";809;"yes";"no";"cellular";13;"may";155;2;363;4;"failure";"no" +57;"housemaid";"married";"secondary";"no";158;"yes";"no";"telephone";10;"jul";73;1;-1;0;"unknown";"no" +21;"student";"single";"unknown";"no";137;"yes";"no";"unknown";12;"may";198;3;-1;0;"unknown";"no" +58;"housemaid";"married";"secondary";"no";2705;"no";"no";"telephone";14;"aug";137;1;-1;0;"unknown";"no" +41;"blue-collar";"single";"secondary";"no";75;"yes";"no";"unknown";1;"jul";479;9;-1;0;"unknown";"yes" +41;"management";"married";"unknown";"no";2457;"yes";"no";"unknown";9;"may";285;1;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";541;"yes";"no";"cellular";8;"may";98;1;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";287;"yes";"no";"cellular";15;"may";199;2;274;3;"other";"no" +32;"management";"married";"tertiary";"no";273;"yes";"yes";"cellular";18;"jul";97;3;-1;0;"unknown";"no" +44;"services";"divorced";"secondary";"no";0;"yes";"no";"unknown";4;"jun";389;5;-1;0;"unknown";"no" +47;"unknown";"married";"unknown";"no";677;"no";"no";"cellular";7;"aug";384;1;99;4;"success";"no" +41;"self-employed";"married";"primary";"no";340;"no";"no";"unknown";6;"jun";37;3;-1;0;"unknown";"no" +54;"technician";"married";"tertiary";"no";98;"no";"no";"cellular";8;"aug";420;4;-1;0;"unknown";"no" +47;"technician";"divorced";"tertiary";"no";477;"yes";"no";"telephone";7;"may";973;1;366;1;"failure";"no" +32;"management";"single";"tertiary";"no";2629;"no";"no";"cellular";28;"aug";77;4;-1;0;"unknown";"no" +59;"housemaid";"married";"tertiary";"no";0;"no";"yes";"cellular";29;"jul";376;2;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";2325;"no";"no";"cellular";2;"feb";125;1;-1;0;"unknown";"yes" +48;"services";"married";"secondary";"yes";-20;"no";"no";"cellular";20;"aug";142;2;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";230;"yes";"no";"cellular";18;"may";442;1;266;8;"failure";"yes" +46;"management";"divorced";"secondary";"no";-852;"no";"yes";"cellular";29;"aug";728;2;-1;0;"unknown";"no" +31;"blue-collar";"single";"primary";"no";-280;"no";"no";"unknown";21;"may";281;3;-1;0;"unknown";"no" +53;"blue-collar";"married";"secondary";"no";25;"no";"no";"cellular";22;"aug";528;2;-1;0;"unknown";"yes" +34;"technician";"single";"tertiary";"no";9851;"yes";"no";"cellular";20;"nov";128;5;-1;0;"unknown";"no" +48;"services";"single";"unknown";"no";5095;"yes";"no";"unknown";16;"jun";71;1;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";687;"no";"no";"cellular";20;"aug";161;4;-1;0;"unknown";"no" +31;"management";"married";"secondary";"no";1368;"yes";"no";"cellular";12;"aug";129;4;-1;0;"unknown";"no" +27;"blue-collar";"single";"primary";"no";-179;"yes";"no";"cellular";15;"may";54;2;-1;0;"unknown";"no" +60;"admin.";"married";"secondary";"no";-396;"yes";"no";"cellular";11;"may";443;1;350;1;"failure";"no" +34;"blue-collar";"single";"tertiary";"no";1011;"yes";"no";"unknown";6;"may";136;1;-1;0;"unknown";"no" +52;"self-employed";"married";"secondary";"no";9;"no";"yes";"unknown";6;"jun";44;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";1159;"yes";"yes";"cellular";15;"may";1181;9;-1;0;"unknown";"no" +45;"technician";"married";"primary";"no";-322;"no";"no";"unknown";9;"jun";225;2;-1;0;"unknown";"no" +54;"technician";"divorced";"secondary";"no";1114;"yes";"no";"cellular";30;"jan";81;1;-1;0;"unknown";"no" +52;"services";"married";"secondary";"no";2072;"no";"no";"cellular";10;"jul";224;1;-1;0;"unknown";"no" +47;"entrepreneur";"married";"tertiary";"no";459;"yes";"no";"cellular";29;"jul";189;4;-1;0;"unknown";"no" +54;"unknown";"married";"secondary";"no";1157;"no";"no";"cellular";26;"may";98;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";8309;"yes";"yes";"cellular";19;"nov";50;1;-1;0;"unknown";"no" +39;"technician";"single";"tertiary";"no";1043;"no";"no";"cellular";18;"aug";195;10;-1;0;"unknown";"no" +46;"technician";"married";"secondary";"no";2098;"no";"no";"cellular";7;"aug";110;2;-1;0;"unknown";"no" +26;"unemployed";"single";"secondary";"no";461;"no";"no";"cellular";28;"jan";214;1;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";61;"yes";"no";"unknown";19;"may";182;8;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";1203;"yes";"no";"cellular";17;"apr";239;2;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";1067;"no";"yes";"cellular";12;"aug";179;6;-1;0;"unknown";"no" +57;"unemployed";"married";"primary";"no";0;"no";"no";"unknown";9;"jun";540;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";1657;"yes";"no";"cellular";18;"may";566;2;356;4;"failure";"no" +47;"technician";"married";"secondary";"no";1219;"no";"no";"cellular";18;"aug";697;4;-1;0;"unknown";"yes" +27;"technician";"married";"secondary";"no";7;"yes";"no";"unknown";15;"may";98;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";-839;"yes";"yes";"cellular";16;"jul";1018;2;-1;0;"unknown";"yes" +39;"technician";"married";"secondary";"no";994;"no";"no";"cellular";5;"feb";221;1;241;1;"failure";"no" +36;"entrepreneur";"married";"tertiary";"no";6;"no";"no";"telephone";30;"oct";246;1;-1;0;"unknown";"no" +42;"technician";"single";"secondary";"no";0;"no";"no";"cellular";21;"aug";656;2;-1;0;"unknown";"no" +23;"blue-collar";"single";"primary";"no";8627;"yes";"no";"unknown";3;"jun";281;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";133;"yes";"no";"unknown";8;"may";65;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";247;"yes";"yes";"unknown";26;"may";193;5;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";1114;"no";"no";"cellular";17;"nov";283;1;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";1592;"no";"yes";"unknown";20;"jun";78;4;-1;0;"unknown";"no" +59;"retired";"married";"unknown";"no";0;"no";"no";"unknown";8;"may";425;6;-1;0;"unknown";"no" +57;"admin.";"married";"tertiary";"no";46;"no";"no";"cellular";7;"aug";238;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";1221;"yes";"no";"cellular";6;"may";182;1;90;8;"failure";"no" +61;"management";"married";"secondary";"no";985;"no";"no";"cellular";18;"aug";998;6;-1;0;"unknown";"yes" +35;"blue-collar";"divorced";"secondary";"no";0;"yes";"no";"unknown";8;"may";477;1;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";520;"no";"no";"cellular";4;"nov";158;1;-1;0;"unknown";"no" +57;"services";"married";"tertiary";"no";10;"no";"no";"telephone";8;"jul";320;3;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";2157;"yes";"no";"cellular";13;"may";149;1;364;2;"failure";"no" +53;"retired";"married";"secondary";"no";6095;"yes";"yes";"cellular";14;"may";410;5;-1;0;"unknown";"no" +63;"retired";"married";"tertiary";"no";133;"yes";"no";"cellular";13;"feb";104;2;-1;0;"unknown";"no" +47;"self-employed";"married";"secondary";"no";1121;"no";"no";"unknown";20;"jun";454;6;-1;0;"unknown";"no" +54;"services";"married";"secondary";"no";88;"yes";"no";"unknown";13;"may";190;1;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";19;"aug";145;10;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";-328;"yes";"no";"telephone";2;"feb";318;2;-1;0;"unknown";"no" +58;"unemployed";"married";"secondary";"no";610;"yes";"no";"telephone";29;"jul";246;2;-1;0;"unknown";"no" +48;"management";"single";"tertiary";"no";414;"no";"no";"cellular";21;"jul";761;2;-1;0;"unknown";"no" +35;"management";"divorced";"tertiary";"no";0;"yes";"no";"telephone";29;"oct";171;1;-1;0;"unknown";"yes" +37;"self-employed";"married";"tertiary";"no";0;"no";"no";"unknown";6;"jun";143;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";685;"yes";"no";"unknown";6;"jun";968;1;-1;0;"unknown";"no" +37;"management";"married";"primary";"no";22856;"no";"no";"cellular";2;"jul";154;1;388;1;"failure";"no" +25;"services";"single";"secondary";"no";-352;"no";"no";"cellular";15;"jul";246;1;-1;0;"unknown";"no" +58;"blue-collar";"married";"secondary";"no";602;"yes";"no";"cellular";13;"may";201;1;-1;0;"unknown";"no" +52;"management";"married";"secondary";"no";-588;"yes";"no";"cellular";22;"jul";81;4;-1;0;"unknown";"no" +19;"student";"single";"secondary";"no";302;"no";"no";"cellular";16;"jul";205;1;-1;0;"unknown";"yes" +59;"blue-collar";"married";"secondary";"no";5314;"yes";"no";"cellular";5;"may";200;3;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";64;"yes";"yes";"unknown";8;"may";210;2;-1;0;"unknown";"no" +34;"technician";"single";"tertiary";"no";632;"no";"no";"cellular";22;"aug";215;10;-1;0;"unknown";"no" +35;"technician";"single";"secondary";"no";5731;"yes";"no";"cellular";4;"may";164;2;167;4;"other";"no" +41;"technician";"married";"secondary";"no";902;"no";"no";"unknown";16;"jun";35;6;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";6307;"yes";"no";"unknown";28;"may";615;1;-1;0;"unknown";"no" +53;"management";"divorced";"secondary";"no";112;"no";"yes";"cellular";11;"aug";246;3;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";0;"no";"yes";"telephone";9;"jul";42;1;-1;0;"unknown";"no" +33;"admin.";"single";"tertiary";"no";621;"no";"no";"cellular";8;"jul";217;1;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";435;"yes";"no";"unknown";26;"may";210;1;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";782;"yes";"no";"unknown";26;"may";116;4;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";478;"yes";"no";"unknown";3;"jun";200;1;-1;0;"unknown";"no" +54;"services";"married";"unknown";"no";7864;"yes";"no";"unknown";15;"may";145;4;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";1910;"yes";"no";"unknown";5;"jun";41;1;-1;0;"unknown";"no" +36;"technician";"divorced";"tertiary";"no";1174;"yes";"no";"cellular";18;"nov";192;2;-1;0;"unknown";"no" +56;"admin.";"married";"secondary";"no";1270;"yes";"no";"cellular";17;"nov";80;2;165;2;"other";"no" +30;"management";"single";"tertiary";"no";18;"no";"no";"unknown";20;"may";121;11;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";141;"yes";"no";"unknown";23;"may";106;3;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";2886;"no";"no";"cellular";20;"nov";230;1;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";2715;"yes";"no";"unknown";29;"may";125;2;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";1100;"yes";"yes";"cellular";11;"aug";67;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";516;"yes";"yes";"unknown";2;"jun";26;1;-1;0;"unknown";"no" +37;"services";"married";"secondary";"no";1;"no";"no";"unknown";15;"may";395;2;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";775;"no";"no";"cellular";29;"jan";603;2;-1;0;"unknown";"no" +35;"unknown";"married";"primary";"no";634;"no";"no";"cellular";7;"jul";185;2;-1;0;"unknown";"no" +53;"blue-collar";"single";"secondary";"no";5715;"no";"no";"cellular";28;"jan";287;2;-1;0;"unknown";"no" +60;"admin.";"married";"unknown";"no";1088;"yes";"no";"cellular";26;"may";149;1;-1;0;"unknown";"no" +40;"entrepreneur";"married";"secondary";"no";1532;"yes";"yes";"cellular";18;"nov";173;7;-1;0;"unknown";"no" +57;"retired";"married";"primary";"no";75;"no";"no";"cellular";28;"aug";118;2;-1;0;"unknown";"no" +29;"technician";"single";"secondary";"no";103;"no";"no";"unknown";19;"may";314;1;-1;0;"unknown";"no" +44;"blue-collar";"married";"primary";"no";134;"yes";"no";"cellular";7;"may";378;1;-1;0;"unknown";"no" +41;"admin.";"single";"secondary";"no";748;"no";"no";"telephone";21;"nov";94;7;130;3;"other";"no" +47;"technician";"married";"secondary";"no";1990;"yes";"yes";"cellular";25;"aug";108;4;-1;0;"unknown";"no" +43;"technician";"married";"tertiary";"no";192;"no";"no";"cellular";5;"aug";203;2;-1;0;"unknown";"no" +37;"technician";"single";"secondary";"no";267;"no";"no";"cellular";13;"may";121;1;-1;0;"unknown";"no" +34;"technician";"single";"tertiary";"no";586;"yes";"no";"unknown";16;"may";489;2;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";648;"yes";"yes";"unknown";8;"may";287;1;-1;0;"unknown";"no" +57;"entrepreneur";"divorced";"secondary";"yes";25;"yes";"no";"cellular";11;"may";652;1;370;4;"other";"no" +26;"admin.";"single";"secondary";"no";96;"yes";"no";"cellular";13;"may";612;2;348;3;"other";"no" +34;"management";"married";"tertiary";"no";1116;"yes";"no";"cellular";25;"jul";53;5;-1;0;"unknown";"no" +46;"technician";"divorced";"secondary";"no";-90;"no";"yes";"telephone";17;"oct";270;1;-1;0;"unknown";"yes" +38;"entrepreneur";"married";"tertiary";"no";170;"yes";"no";"cellular";18;"may";442;1;-1;0;"unknown";"yes" +37;"technician";"single";"secondary";"no";3665;"no";"no";"cellular";12;"aug";664;3;-1;0;"unknown";"yes" +28;"management";"single";"tertiary";"no";2380;"no";"no";"cellular";14;"sep";394;2;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";179;"no";"no";"unknown";9;"jun";230;3;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";763;"yes";"no";"cellular";11;"may";877;7;300;2;"other";"yes" +49;"services";"married";"secondary";"no";320;"no";"no";"telephone";9;"feb";1971;4;-1;0;"unknown";"yes" +38;"technician";"married";"secondary";"no";1960;"yes";"no";"cellular";21;"aug";161;2;-1;0;"unknown";"no" +27;"blue-collar";"married";"secondary";"no";818;"yes";"no";"unknown";3;"jun";188;5;-1;0;"unknown";"no" +30;"admin.";"married";"secondary";"no";2678;"yes";"no";"cellular";18;"may";23;5;-1;0;"unknown";"no" +38;"admin.";"married";"tertiary";"no";1980;"no";"no";"cellular";5;"aug";176;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";1582;"no";"no";"telephone";3;"feb";26;2;197;1;"failure";"no" +38;"retired";"single";"unknown";"no";62;"no";"no";"unknown";19;"jun";212;1;-1;0;"unknown";"no" +59;"housemaid";"married";"primary";"no";235;"no";"no";"cellular";13;"aug";119;2;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";489;"yes";"no";"cellular";7;"aug";205;5;-1;0;"unknown";"no" +29;"self-employed";"married";"tertiary";"no";3931;"yes";"no";"unknown";3;"jun";73;4;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";699;"yes";"yes";"cellular";20;"nov";1258;2;122;2;"other";"yes" +33;"technician";"married";"secondary";"no";58;"yes";"no";"telephone";29;"aug";57;2;-1;0;"unknown";"no" +54;"housemaid";"divorced";"secondary";"no";1327;"no";"no";"unknown";5;"jun";115;2;-1;0;"unknown";"no" +55;"services";"married";"secondary";"no";557;"no";"no";"unknown";19;"jun";58;1;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";741;"yes";"no";"cellular";11;"aug";238;1;-1;0;"unknown";"no" +48;"management";"married";"primary";"no";3230;"yes";"no";"telephone";20;"nov";207;3;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";1439;"yes";"no";"cellular";3;"jun";178;2;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";120;"yes";"no";"unknown";14;"may";20;11;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";1058;"no";"no";"cellular";11;"mar";188;3;-1;0;"unknown";"yes" +47;"blue-collar";"married";"primary";"no";881;"yes";"no";"cellular";14;"may";143;1;370;2;"failure";"no" +38;"technician";"married";"secondary";"no";6728;"no";"no";"cellular";25;"nov";232;1;96;4;"success";"yes" +80;"retired";"married";"secondary";"no";462;"no";"no";"cellular";7;"dec";127;2;-1;0;"unknown";"no" +40;"self-employed";"married";"secondary";"no";167;"yes";"yes";"cellular";8;"may";380;4;295;1;"failure";"no" +43;"entrepreneur";"married";"tertiary";"no";1574;"yes";"no";"cellular";19;"nov";167;3;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";1625;"no";"no";"cellular";22;"may";796;1;109;1;"failure";"yes" +39;"management";"married";"tertiary";"no";562;"no";"no";"cellular";13;"sep";303;2;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";9305;"yes";"no";"cellular";17;"apr";407;2;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";35;"no";"yes";"cellular";16;"jul";229;1;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";0;"no";"no";"cellular";11;"aug";108;2;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";2486;"yes";"no";"cellular";25;"may";265;1;-1;0;"unknown";"no" +25;"services";"single";"secondary";"no";368;"no";"no";"telephone";25;"jul";168;1;-1;0;"unknown";"no" +33;"management";"single";"secondary";"no";1558;"yes";"no";"cellular";17;"apr";97;1;-1;0;"unknown";"no" +23;"blue-collar";"single";"primary";"no";8627;"yes";"no";"cellular";15;"may";169;1;346;1;"failure";"no" +31;"management";"single";"tertiary";"no";2590;"no";"no";"cellular";23;"sep";103;2;484;2;"other";"no" +36;"management";"married";"tertiary";"no";0;"yes";"yes";"unknown";3;"jun";599;3;-1;0;"unknown";"no" +44;"technician";"single";"tertiary";"no";900;"yes";"no";"cellular";29;"jan";322;2;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";385;"yes";"no";"unknown";21;"may";304;1;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";1649;"yes";"no";"cellular";12;"may";52;3;-1;0;"unknown";"no" +51;"housemaid";"divorced";"secondary";"no";9228;"no";"no";"cellular";18;"jul";655;4;-1;0;"unknown";"yes" +36;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";9;"feb";101;2;-1;0;"unknown";"no" +27;"unemployed";"single";"tertiary";"no";1;"no";"no";"cellular";3;"feb";65;2;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";771;"yes";"no";"cellular";15;"may";173;4;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";280;"yes";"no";"telephone";14;"jul";162;3;-1;0;"unknown";"no" +59;"retired";"married";"primary";"no";46;"no";"no";"cellular";14;"aug";78;2;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";2431;"yes";"no";"cellular";14;"may";646;5;-1;0;"unknown";"yes" +42;"retired";"single";"tertiary";"no";308;"no";"no";"cellular";30;"jan";114;2;-1;0;"unknown";"no" +35;"management";"divorced";"tertiary";"no";160;"yes";"no";"unknown";4;"jun";141;6;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";555;"yes";"no";"cellular";15;"may";133;4;-1;0;"unknown";"no" +29;"technician";"single";"secondary";"no";778;"yes";"no";"unknown";6;"jun";1994;2;-1;0;"unknown";"no" +37;"blue-collar";"single";"secondary";"no";48;"no";"no";"cellular";6;"may";140;2;-1;0;"unknown";"no" +49;"admin.";"married";"primary";"no";169;"yes";"no";"cellular";15;"may";82;3;-1;0;"unknown";"no" +51;"services";"divorced";"secondary";"no";12;"yes";"no";"cellular";17;"nov";150;1;-1;0;"unknown";"no" +61;"housemaid";"married";"primary";"no";848;"no";"no";"cellular";27;"apr";605;1;187;1;"other";"no" +43;"management";"married";"secondary";"no";481;"yes";"no";"telephone";18;"nov";164;1;110;2;"other";"no" +42;"services";"married";"tertiary";"no";12223;"yes";"no";"cellular";19;"nov";36;1;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";-254;"yes";"yes";"unknown";27;"may";290;2;-1;0;"unknown";"no" +46;"self-employed";"married";"tertiary";"no";1148;"no";"no";"telephone";29;"jul";104;2;-1;0;"unknown";"no" +23;"admin.";"single";"secondary";"no";5;"no";"no";"unknown";12;"may";413;1;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";50;"yes";"no";"cellular";12;"aug";153;1;-1;0;"unknown";"no" +43;"blue-collar";"divorced";"primary";"no";92;"yes";"no";"unknown";15;"may";237;2;-1;0;"unknown";"no" +35;"technician";"single";"tertiary";"no";470;"yes";"no";"cellular";25;"jul";743;13;-1;0;"unknown";"yes" +38;"technician";"married";"secondary";"no";0;"no";"no";"cellular";28;"aug";82;4;-1;0;"unknown";"no" +56;"unemployed";"divorced";"primary";"no";109;"no";"no";"cellular";15;"jul";924;4;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";440;"yes";"no";"unknown";17;"jun";117;3;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";0;"no";"no";"cellular";5;"feb";550;4;-1;0;"unknown";"yes" +28;"services";"single";"secondary";"no";2685;"no";"yes";"unknown";24;"aug";5;1;-1;0;"unknown";"no" +26;"admin.";"divorced";"secondary";"yes";-3;"yes";"no";"unknown";13;"may";181;5;-1;0;"unknown";"no" +49;"management";"married";"tertiary";"no";7007;"no";"no";"cellular";17;"nov";325;2;-1;0;"unknown";"no" +33;"admin.";"married";"secondary";"no";220;"yes";"no";"unknown";27;"may";345;1;-1;0;"unknown";"no" +80;"retired";"married";"primary";"no";1548;"no";"no";"cellular";6;"aug";331;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";326;"yes";"yes";"cellular";7;"jul";112;1;-1;0;"unknown";"no" +42;"technician";"divorced";"secondary";"no";0;"yes";"no";"unknown";30;"may";115;6;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";123;"no";"no";"cellular";20;"aug";381;3;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";697;"no";"no";"cellular";7;"aug";119;1;99;3;"failure";"no" +37;"services";"single";"tertiary";"no";223;"yes";"no";"unknown";28;"may";25;1;-1;0;"unknown";"no" +32;"student";"married";"secondary";"no";1694;"yes";"no";"cellular";28;"jan";929;1;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";4446;"yes";"no";"unknown";14;"may";429;1;-1;0;"unknown";"no" +39;"management";"married";"tertiary";"no";894;"yes";"no";"cellular";20;"apr";491;1;326;1;"other";"no" +31;"technician";"divorced";"secondary";"no";202;"yes";"no";"cellular";18;"jul";146;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";0;"no";"no";"cellular";21;"aug";191;2;-1;0;"unknown";"no" +44;"technician";"married";"tertiary";"no";1707;"no";"no";"cellular";8;"aug";406;3;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";13658;"yes";"no";"telephone";9;"dec";220;2;-1;0;"unknown";"no" +39;"admin.";"married";"secondary";"no";406;"no";"no";"cellular";30;"jul";253;5;-1;0;"unknown";"no" +55;"services";"married";"secondary";"no";96;"no";"no";"telephone";30;"jul";340;2;-1;0;"unknown";"no" +34;"housemaid";"married";"secondary";"no";0;"yes";"no";"unknown";30;"oct";154;1;-1;0;"unknown";"yes" +39;"technician";"married";"tertiary";"no";-276;"no";"yes";"cellular";11;"aug";121;4;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";413;"no";"no";"cellular";27;"aug";104;5;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";655;"yes";"no";"cellular";5;"feb";127;2;258;4;"failure";"no" +56;"retired";"divorced";"primary";"no";694;"no";"no";"cellular";29;"jan";144;1;102;1;"other";"yes" +32;"admin.";"single";"secondary";"no";10218;"yes";"no";"cellular";19;"nov";149;2;-1;0;"unknown";"no" +41;"technician";"single";"tertiary";"no";1646;"yes";"no";"cellular";4;"feb";261;1;184;6;"success";"yes" +29;"admin.";"single";"tertiary";"no";14;"no";"no";"cellular";29;"sep";87;1;120;1;"failure";"no" +44;"management";"married";"tertiary";"no";7635;"no";"no";"cellular";21;"aug";719;5;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";9;"yes";"no";"unknown";27;"may";292;7;-1;0;"unknown";"no" +43;"management";"single";"secondary";"no";1029;"yes";"no";"unknown";2;"jun";145;1;-1;0;"unknown";"no" +26;"admin.";"married";"tertiary";"no";2855;"no";"no";"cellular";30;"mar";52;3;-1;0;"unknown";"no" +39;"admin.";"married";"secondary";"no";260;"yes";"no";"cellular";17;"apr";146;1;281;1;"failure";"no" +49;"blue-collar";"married";"secondary";"no";2039;"yes";"no";"cellular";6;"may";451;1;169;2;"failure";"yes" +52;"blue-collar";"divorced";"primary";"no";-97;"yes";"yes";"unknown";9;"may";167;4;-1;0;"unknown";"no" +33;"blue-collar";"married";"tertiary";"no";1465;"no";"no";"cellular";19;"aug";98;4;-1;0;"unknown";"no" +30;"blue-collar";"married";"secondary";"no";125;"yes";"no";"unknown";29;"may";238;2;-1;0;"unknown";"no" +32;"technician";"single";"tertiary";"no";930;"no";"no";"cellular";27;"aug";85;7;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";30;"jan";323;4;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";73;"no";"no";"unknown";17;"jun";116;1;-1;0;"unknown";"no" +46;"retired";"married";"primary";"no";-35;"yes";"no";"cellular";7;"may";304;3;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";1351;"no";"no";"cellular";10;"dec";267;1;-1;0;"unknown";"no" +39;"services";"married";"primary";"no";1601;"yes";"no";"unknown";23;"may";201;2;-1;0;"unknown";"no" +41;"services";"married";"unknown";"no";88;"yes";"no";"cellular";11;"may";105;1;336;2;"failure";"no" +38;"services";"married";"secondary";"no";435;"yes";"no";"unknown";23;"may";193;2;-1;0;"unknown";"no" +50;"unemployed";"divorced";"secondary";"no";717;"yes";"no";"cellular";30;"jan";113;1;-1;0;"unknown";"no" +56;"services";"married";"secondary";"no";705;"yes";"no";"unknown";29;"may";151;2;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";1553;"no";"no";"cellular";20;"aug";200;2;-1;0;"unknown";"no" +33;"blue-collar";"divorced";"secondary";"no";-131;"yes";"no";"unknown";16;"may";145;1;-1;0;"unknown";"no" +61;"technician";"married";"secondary";"no";1191;"no";"no";"cellular";21;"may";214;4;-1;0;"unknown";"yes" +36;"admin.";"single";"secondary";"no";47;"no";"yes";"cellular";9;"jul";36;6;-1;0;"unknown";"no" +34;"technician";"married";"tertiary";"no";544;"yes";"yes";"cellular";18;"nov";58;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";688;"yes";"no";"unknown";6;"may";174;2;-1;0;"unknown";"no" +45;"management";"married";"tertiary";"no";242;"no";"no";"cellular";30;"apr";587;1;-1;0;"unknown";"yes" +27;"student";"single";"tertiary";"no";118;"no";"no";"cellular";25;"may";112;1;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";-388;"yes";"no";"cellular";14;"jul";175;2;-1;0;"unknown";"no" +40;"self-employed";"married";"tertiary";"no";1603;"no";"no";"unknown";17;"jun";279;1;-1;0;"unknown";"no" +36;"management";"single";"secondary";"no";1511;"yes";"no";"cellular";16;"nov";270;1;-1;0;"unknown";"yes" +46;"blue-collar";"married";"primary";"no";147;"yes";"no";"cellular";6;"may";116;2;169;3;"failure";"no" +37;"entrepreneur";"married";"tertiary";"no";836;"yes";"no";"unknown";27;"may";129;2;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";55;"yes";"no";"cellular";13;"may";38;2;369;4;"failure";"no" +37;"admin.";"married";"secondary";"no";1123;"no";"yes";"unknown";28;"may";138;1;-1;0;"unknown";"no" +22;"student";"single";"tertiary";"no";691;"no";"no";"cellular";19;"aug";338;1;-1;0;"unknown";"yes" +51;"services";"married";"secondary";"no";0;"no";"yes";"unknown";26;"jun";565;3;-1;0;"unknown";"no" +49;"technician";"married";"secondary";"no";12531;"no";"no";"cellular";13;"aug";77;8;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";552;"yes";"yes";"cellular";19;"nov";314;2;124;1;"failure";"no" +50;"housemaid";"married";"primary";"no";0;"no";"no";"unknown";20;"jun";179;2;-1;0;"unknown";"no" +31;"services";"married";"tertiary";"no";309;"yes";"yes";"unknown";7;"may";294;1;-1;0;"unknown";"no" +47;"services";"single";"secondary";"no";33;"yes";"no";"cellular";5;"may";298;1;-1;0;"unknown";"no" +59;"blue-collar";"married";"secondary";"no";681;"yes";"no";"telephone";14;"apr";427;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";1787;"yes";"no";"cellular";12;"may";87;4;357;4;"failure";"no" +71;"retired";"married";"tertiary";"no";14220;"yes";"no";"cellular";9;"sep";397;1;-1;0;"unknown";"yes" +31;"management";"single";"tertiary";"no";12569;"no";"no";"cellular";9;"sep";344;1;295;1;"failure";"yes" +41;"blue-collar";"married";"primary";"no";4;"no";"no";"cellular";23;"jul";74;5;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";3587;"yes";"no";"unknown";30;"may";148;4;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";254;"no";"no";"unknown";6;"jun";161;3;-1;0;"unknown";"no" +46;"blue-collar";"divorced";"primary";"no";1712;"no";"no";"unknown";19;"jun";110;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";4855;"yes";"no";"cellular";10;"aug";1529;1;397;1;"failure";"no" +47;"technician";"married";"tertiary";"no";2408;"no";"no";"cellular";12;"aug";236;1;104;1;"success";"no" +35;"management";"single";"tertiary";"no";252;"yes";"no";"cellular";8;"aug";89;2;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";346;"yes";"no";"cellular";17;"apr";390;1;316;1;"failure";"no" +56;"admin.";"married";"secondary";"no";45;"no";"no";"unknown";5;"may";1467;1;-1;0;"unknown";"yes" +46;"admin.";"married";"secondary";"no";556;"yes";"yes";"unknown";15;"may";646;3;-1;0;"unknown";"yes" +44;"management";"divorced";"tertiary";"no";-710;"yes";"no";"cellular";10;"jul";183;1;-1;0;"unknown";"no" +48;"technician";"single";"tertiary";"no";-551;"yes";"no";"cellular";11;"may";168;2;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";56;"yes";"no";"unknown";23;"may";66;1;-1;0;"unknown";"no" +38;"entrepreneur";"married";"tertiary";"no";1514;"no";"yes";"cellular";21;"nov";160;3;120;3;"failure";"no" +34;"management";"single";"tertiary";"no";178;"yes";"no";"cellular";15;"may";14;2;-1;0;"unknown";"no" +56;"technician";"married";"secondary";"no";359;"yes";"no";"unknown";6;"jun";220;4;-1;0;"unknown";"no" +55;"retired";"divorced";"secondary";"no";1580;"no";"yes";"unknown";19;"jun";1007;1;-1;0;"unknown";"yes" +44;"blue-collar";"divorced";"secondary";"no";221;"no";"no";"cellular";30;"jul";149;13;-1;0;"unknown";"no" +38;"technician";"married";"tertiary";"no";1161;"yes";"no";"unknown";8;"may";665;1;-1;0;"unknown";"no" +53;"retired";"married";"secondary";"no";1278;"yes";"no";"telephone";15;"jul";174;3;-1;0;"unknown";"no" +41;"admin.";"single";"tertiary";"no";982;"no";"no";"cellular";23;"jul";105;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";16;"no";"no";"cellular";13;"aug";990;1;-1;0;"unknown";"yes" +34;"management";"single";"tertiary";"no";1;"no";"no";"cellular";19;"nov";582;1;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";128;"yes";"no";"cellular";12;"may";136;1;-1;0;"unknown";"no" +38;"entrepreneur";"single";"secondary";"no";2543;"no";"no";"cellular";10;"aug";223;1;414;4;"failure";"yes" +42;"entrepreneur";"married";"tertiary";"no";42045;"no";"no";"cellular";8;"aug";205;2;-1;0;"unknown";"no" +56;"blue-collar";"married";"primary";"no";828;"yes";"no";"cellular";14;"may";214;1;349;1;"failure";"no" +37;"management";"divorced";"tertiary";"no";0;"yes";"no";"cellular";11;"may";217;6;-1;0;"unknown";"no" +47;"housemaid";"married";"secondary";"no";3940;"yes";"no";"cellular";9;"nov";171;2;96;5;"success";"no" +29;"blue-collar";"married";"secondary";"no";125;"yes";"no";"unknown";13;"may";50;1;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";140;"yes";"no";"unknown";5;"jun";65;3;-1;0;"unknown";"no" +43;"technician";"single";"secondary";"no";593;"yes";"no";"unknown";5;"may";55;1;-1;0;"unknown";"no" +38;"self-employed";"married";"secondary";"no";746;"no";"no";"unknown";20;"jun";256;3;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";589;"yes";"yes";"unknown";21;"may";151;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";2343;"no";"no";"cellular";18;"jul";226;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";294;"yes";"no";"cellular";23;"jul";97;5;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";644;"no";"yes";"telephone";22;"jul";92;1;-1;0;"unknown";"no" +43;"management";"married";"secondary";"no";-26;"yes";"no";"unknown";16;"may";343;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"no";3354;"yes";"no";"cellular";14;"may";493;5;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";23;"no";"no";"cellular";20;"aug";216;3;-1;0;"unknown";"no" +37;"admin.";"married";"secondary";"no";7;"yes";"no";"cellular";27;"may";224;7;105;1;"other";"no" +60;"admin.";"married";"secondary";"no";3735;"no";"no";"cellular";22;"dec";190;1;188;9;"success";"yes" +51;"self-employed";"married";"unknown";"no";2094;"no";"no";"cellular";8;"jun";458;6;-1;0;"unknown";"yes" +44;"blue-collar";"married";"secondary";"no";508;"yes";"no";"cellular";20;"apr";222;1;154;1;"failure";"no" +48;"management";"married";"unknown";"no";0;"yes";"no";"cellular";8;"may";612;1;344;1;"other";"no" +57;"blue-collar";"married";"primary";"no";93;"yes";"no";"telephone";17;"apr";137;1;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";0;"yes";"no";"unknown";7;"may";104;2;-1;0;"unknown";"no" +50;"services";"married";"secondary";"no";26394;"no";"no";"cellular";25;"aug";206;4;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";-11;"yes";"no";"cellular";30;"jul";172;28;-1;0;"unknown";"no" +49;"technician";"married";"tertiary";"no";523;"yes";"no";"cellular";3;"mar";152;2;-1;0;"unknown";"yes" +49;"technician";"married";"secondary";"yes";-74;"yes";"no";"cellular";19;"nov";114;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";0;"no";"no";"cellular";11;"jul";89;1;-1;0;"unknown";"no" +39;"technician";"single";"secondary";"no";122;"yes";"no";"unknown";2;"jun";158;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";351;"no";"yes";"cellular";14;"jul";326;11;-1;0;"unknown";"no" +57;"self-employed";"married";"secondary";"no";35;"no";"yes";"unknown";26;"jun";215;3;-1;0;"unknown";"no" +37;"technician";"divorced";"secondary";"no";2610;"yes";"no";"cellular";13;"may";53;1;-1;0;"unknown";"no" +25;"services";"single";"secondary";"no";64;"no";"no";"cellular";21;"jul";71;11;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";60;"no";"no";"cellular";8;"may";487;2;367;2;"other";"no" +37;"blue-collar";"married";"secondary";"no";342;"yes";"no";"cellular";12;"may";340;2;175;1;"failure";"no" +36;"blue-collar";"single";"tertiary";"no";1830;"no";"no";"cellular";14;"oct";183;1;91;11;"failure";"no" +49;"management";"divorced";"tertiary";"no";1904;"no";"yes";"cellular";17;"nov";131;2;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";16957;"yes";"no";"telephone";29;"jan";208;1;247;2;"failure";"no" +39;"management";"divorced";"tertiary";"no";26;"no";"no";"unknown";18;"jun";311;5;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";0;"no";"no";"cellular";10;"nov";147;1;96;8;"success";"yes" +34;"admin.";"married";"secondary";"no";79;"yes";"no";"unknown";23;"may";83;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";2303;"yes";"no";"unknown";17;"jun";775;3;-1;0;"unknown";"yes" +53;"blue-collar";"married";"secondary";"no";65;"no";"no";"cellular";28;"aug";25;18;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";332;"yes";"no";"cellular";23;"jul";497;5;-1;0;"unknown";"no" +32;"technician";"divorced";"secondary";"no";-399;"yes";"no";"unknown";2;"jun";180;1;-1;0;"unknown";"no" +50;"technician";"divorced";"secondary";"no";-54;"yes";"yes";"cellular";13;"may";698;2;292;1;"failure";"yes" +29;"services";"married";"primary";"no";-102;"no";"no";"unknown";4;"jul";134;1;-1;0;"unknown";"no" +55;"unemployed";"married";"tertiary";"no";4809;"yes";"no";"cellular";21;"nov";223;2;186;3;"other";"no" +73;"retired";"married";"primary";"no";279;"no";"no";"cellular";28;"jan";399;3;-1;0;"unknown";"yes" +52;"technician";"married";"secondary";"no";11;"yes";"no";"unknown";13;"may";420;1;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";2201;"yes";"no";"unknown";15;"may";233;3;-1;0;"unknown";"no" +63;"retired";"married";"primary";"no";8044;"no";"no";"cellular";12;"nov";702;1;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";2374;"yes";"no";"cellular";9;"nov";161;1;209;2;"failure";"yes" +32;"admin.";"single";"secondary";"no";92;"yes";"no";"cellular";18;"may";110;1;315;2;"failure";"no" +49;"housemaid";"married";"tertiary";"no";443;"no";"no";"cellular";8;"aug";27;6;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";1397;"yes";"no";"telephone";12;"may";58;2;334;1;"failure";"no" +53;"entrepreneur";"married";"unknown";"no";7;"no";"no";"cellular";20;"nov";68;1;-1;0;"unknown";"no" +53;"technician";"married";"tertiary";"no";3177;"no";"no";"cellular";8;"aug";92;2;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";232;"no";"yes";"cellular";15;"may";45;1;-1;0;"unknown";"no" +35;"management";"single";"secondary";"no";81;"yes";"no";"cellular";29;"jan";79;1;-1;0;"unknown";"no" +35;"services";"single";"secondary";"no";414;"yes";"no";"cellular";20;"apr";11;5;319;2;"other";"no" +25;"student";"single";"tertiary";"no";1433;"yes";"no";"cellular";15;"may";520;1;-1;0;"unknown";"no" +31;"technician";"single";"unknown";"no";187;"no";"no";"cellular";17;"jul";86;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";0;"no";"no";"cellular";28;"aug";16;16;-1;0;"unknown";"no" +40;"housemaid";"married";"secondary";"no";4610;"no";"no";"cellular";14;"aug";154;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";1429;"yes";"no";"unknown";14;"may";91;1;-1;0;"unknown";"no" +30;"services";"single";"secondary";"no";334;"no";"no";"cellular";29;"jan";389;2;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";2;"no";"yes";"cellular";21;"jul";71;15;-1;0;"unknown";"no" +23;"services";"single";"secondary";"no";500;"yes";"no";"unknown";4;"jun";111;3;-1;0;"unknown";"no" +29;"technician";"married";"tertiary";"no";43;"yes";"no";"unknown";20;"may";68;2;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";4030;"yes";"no";"cellular";19;"nov";75;2;177;5;"failure";"no" +56;"housemaid";"married";"primary";"no";306;"no";"yes";"cellular";8;"jul";212;1;-1;0;"unknown";"no" +52;"admin.";"married";"secondary";"no";0;"no";"no";"cellular";22;"apr";91;2;275;1;"failure";"no" +55;"retired";"married";"secondary";"no";168;"no";"no";"cellular";19;"aug";79;2;-1;0;"unknown";"no" +43;"entrepreneur";"married";"tertiary";"no";210;"no";"no";"cellular";29;"jul";646;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";518;"yes";"no";"cellular";11;"may";206;1;-1;0;"unknown";"no" +43;"management";"single";"tertiary";"no";1696;"yes";"no";"cellular";26;"aug";257;1;474;3;"failure";"yes" +55;"services";"married";"secondary";"no";-31;"no";"yes";"cellular";13;"aug";81;2;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";856;"yes";"no";"cellular";20;"apr";470;1;150;5;"other";"no" +34;"management";"single";"tertiary";"no";318;"yes";"no";"unknown";9;"may";133;2;-1;0;"unknown";"no" +43;"self-employed";"married";"tertiary";"no";64;"no";"no";"unknown";6;"jun";230;2;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";800;"yes";"no";"cellular";19;"nov";76;6;-1;0;"unknown";"no" +39;"technician";"single";"unknown";"no";75;"no";"no";"unknown";6;"jun";26;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";347;"yes";"no";"cellular";6;"feb";154;2;197;6;"failure";"no" +55;"management";"married";"tertiary";"no";2366;"yes";"yes";"cellular";30;"jul";94;4;-1;0;"unknown";"no" +67;"retired";"married";"tertiary";"no";701;"no";"no";"cellular";6;"aug";254;2;-1;0;"unknown";"yes" +34;"entrepreneur";"married";"tertiary";"no";475;"yes";"yes";"cellular";9;"jul";1156;1;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";3285;"no";"no";"cellular";31;"jul";248;5;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";925;"no";"no";"cellular";20;"nov";884;3;-1;0;"unknown";"no" +45;"entrepreneur";"married";"secondary";"no";128;"no";"yes";"cellular";18;"nov";275;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";1587;"yes";"no";"cellular";28;"jul";200;2;-1;0;"unknown";"no" +59;"technician";"divorced";"secondary";"no";879;"yes";"no";"unknown";26;"may";228;1;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";478;"no";"no";"cellular";30;"apr";475;2;-1;0;"unknown";"yes" +52;"technician";"divorced";"secondary";"no";280;"no";"no";"cellular";14;"jul";393;5;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";1868;"no";"no";"cellular";8;"aug";156;4;-1;0;"unknown";"no" +41;"unemployed";"married";"primary";"no";819;"no";"no";"cellular";9;"feb";244;3;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";4646;"yes";"no";"unknown";13;"may";118;1;-1;0;"unknown";"no" +60;"self-employed";"single";"secondary";"no";27;"no";"no";"cellular";22;"aug";40;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";736;"yes";"no";"unknown";23;"may";700;3;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";224;"yes";"no";"cellular";2;"feb";97;3;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";2544;"no";"no";"cellular";15;"jul";252;1;184;3;"success";"yes" +53;"blue-collar";"married";"secondary";"no";427;"no";"yes";"cellular";14;"aug";360;4;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";2764;"no";"no";"cellular";17;"nov";235;1;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";376;"yes";"no";"unknown";7;"may";1521;1;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";523;"yes";"no";"cellular";6;"may";105;4;366;2;"failure";"no" +53;"entrepreneur";"married";"tertiary";"no";71;"no";"yes";"cellular";29;"jan";86;1;-1;0;"unknown";"no" +56;"retired";"married";"secondary";"no";3948;"no";"no";"cellular";3;"apr";484;1;135;3;"failure";"no" +52;"services";"single";"secondary";"no";1810;"no";"no";"telephone";19;"nov";117;1;-1;0;"unknown";"no" +38;"technician";"married";"secondary";"no";994;"no";"no";"unknown";9;"jun";119;1;-1;0;"unknown";"no" +37;"services";"married";"primary";"no";52;"yes";"no";"unknown";7;"may";359;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";11;"no";"no";"telephone";30;"jul";109;8;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"yes";0;"no";"no";"unknown";18;"jun";236;1;-1;0;"unknown";"no" +66;"retired";"married";"primary";"no";747;"no";"no";"telephone";28;"jan";203;3;93;1;"failure";"no" +44;"blue-collar";"married";"primary";"no";2657;"yes";"no";"unknown";20;"jun";202;2;-1;0;"unknown";"no" +61;"retired";"married";"secondary";"no";313;"no";"yes";"unknown";3;"jul";42;1;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";61;"no";"yes";"unknown";5;"may";21;1;-1;0;"unknown";"no" +33;"admin.";"single";"secondary";"no";2557;"yes";"no";"cellular";18;"may";186;1;-1;0;"unknown";"no" +30;"services";"divorced";"secondary";"no";0;"yes";"no";"cellular";13;"may";172;1;-1;0;"unknown";"no" +27;"services";"divorced";"secondary";"no";10;"yes";"no";"cellular";22;"jul";527;1;-1;0;"unknown";"no" +37;"services";"married";"secondary";"no";658;"yes";"no";"telephone";23;"jul";175;1;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";1679;"yes";"no";"unknown";20;"jun";21;18;-1;0;"unknown";"no" +35;"management";"single";"tertiary";"no";0;"no";"yes";"cellular";14;"aug";370;4;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";841;"yes";"no";"unknown";29;"may";54;2;-1;0;"unknown";"no" +39;"management";"married";"secondary";"no";0;"yes";"no";"cellular";27;"aug";63;3;-1;0;"unknown";"no" +35;"management";"married";"secondary";"no";1160;"yes";"no";"unknown";27;"may";116;3;-1;0;"unknown";"no" +36;"admin.";"divorced";"secondary";"no";-37;"yes";"no";"unknown";27;"may";151;1;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";94;"yes";"no";"cellular";16;"apr";300;1;-1;0;"unknown";"no" +39;"self-employed";"married";"tertiary";"no";585;"yes";"no";"cellular";18;"nov";48;1;181;3;"failure";"no" +39;"self-employed";"married";"secondary";"no";235;"no";"no";"unknown";9;"jun";217;1;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";2145;"yes";"no";"cellular";18;"may";727;2;-1;0;"unknown";"yes" +32;"services";"married";"secondary";"no";1464;"yes";"no";"unknown";3;"jun";193;1;-1;0;"unknown";"no" +28;"technician";"married";"secondary";"no";232;"yes";"yes";"cellular";29;"jan";72;1;261;1;"failure";"no" +47;"technician";"married";"primary";"no";187;"yes";"no";"unknown";9;"may";165;1;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";12;"no";"no";"cellular";27;"aug";345;10;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";318;"yes";"no";"unknown";27;"may";206;2;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";405;"no";"yes";"cellular";8;"aug";994;2;-1;0;"unknown";"yes" +56;"management";"married";"tertiary";"no";334;"yes";"no";"unknown";15;"may";127;2;-1;0;"unknown";"no" +38;"admin.";"married";"primary";"no";0;"yes";"no";"unknown";2;"jun";29;32;-1;0;"unknown";"no" +52;"blue-collar";"married";"primary";"no";2;"no";"no";"unknown";9;"jun";70;3;-1;0;"unknown";"no" +46;"technician";"married";"secondary";"no";966;"yes";"yes";"cellular";19;"aug";40;2;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"yes";195;"no";"yes";"telephone";30;"jul";185;4;-1;0;"unknown";"no" +42;"blue-collar";"divorced";"unknown";"no";0;"no";"no";"cellular";7;"jul";64;2;-1;0;"unknown";"no" +57;"unemployed";"married";"secondary";"no";0;"no";"no";"unknown";19;"jun";97;1;-1;0;"unknown";"no" +51;"housemaid";"married";"secondary";"no";260;"no";"no";"cellular";27;"aug";316;5;-1;0;"unknown";"no" +53;"self-employed";"married";"tertiary";"no";451;"yes";"no";"cellular";2;"feb";125;1;249;2;"failure";"no" +37;"blue-collar";"married";"primary";"no";3242;"yes";"no";"unknown";21;"may";233;1;-1;0;"unknown";"no" +47;"self-employed";"divorced";"secondary";"no";8515;"yes";"no";"unknown";20;"nov";14;7;112;4;"other";"no" +48;"management";"married";"tertiary";"no";1808;"yes";"no";"cellular";26;"feb";245;1;-1;0;"unknown";"yes" +39;"blue-collar";"married";"primary";"no";20;"yes";"no";"unknown";7;"may";109;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";3068;"yes";"yes";"cellular";11;"may";429;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";23;"no";"no";"cellular";26;"aug";133;11;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";1076;"no";"no";"cellular";8;"aug";70;2;-1;0;"unknown";"no" +61;"retired";"married";"primary";"no";1060;"yes";"no";"unknown";13;"may";118;1;-1;0;"unknown";"no" +32;"admin.";"single";"secondary";"no";678;"yes";"no";"cellular";4;"feb";1579;1;246;4;"failure";"yes" +35;"blue-collar";"single";"primary";"no";1147;"yes";"yes";"telephone";7;"may";29;1;-1;0;"unknown";"no" +54;"blue-collar";"married";"secondary";"no";-630;"no";"no";"unknown";23;"may";173;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";459;"no";"no";"cellular";28;"aug";13;14;-1;0;"unknown";"no" +45;"technician";"divorced";"secondary";"no";976;"yes";"no";"cellular";17;"apr";183;1;338;2;"failure";"no" +32;"housemaid";"married";"tertiary";"no";357;"yes";"no";"cellular";18;"nov";175;2;-1;0;"unknown";"no" +52;"unemployed";"married";"secondary";"no";-9;"no";"no";"unknown";9;"jun";123;1;-1;0;"unknown";"no" +36;"admin.";"single";"secondary";"no";1927;"yes";"no";"cellular";18;"nov";288;1;137;1;"other";"no" +31;"services";"married";"secondary";"no";500;"yes";"no";"unknown";6;"jun";19;18;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";9146;"no";"no";"cellular";13;"aug";136;4;-1;0;"unknown";"no" +43;"entrepreneur";"married";"secondary";"no";59;"no";"no";"unknown";13;"may";437;2;-1;0;"unknown";"no" +47;"housemaid";"married";"primary";"no";0;"no";"no";"cellular";10;"aug";1225;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";328;"yes";"no";"unknown";21;"may";526;8;-1;0;"unknown";"no" +34;"management";"divorced";"secondary";"no";291;"no";"no";"cellular";7;"aug";91;2;-1;0;"unknown";"no" +55;"technician";"single";"tertiary";"no";-703;"yes";"no";"cellular";8;"may";123;3;-1;0;"unknown";"no" +23;"admin.";"single";"secondary";"no";589;"yes";"no";"cellular";6;"may";62;1;-1;0;"unknown";"no" +75;"blue-collar";"married";"secondary";"no";6053;"no";"no";"cellular";11;"feb";865;2;190;1;"failure";"no" +58;"admin.";"married";"secondary";"no";1142;"no";"no";"telephone";4;"feb";82;3;-1;0;"unknown";"no" +35;"admin.";"married";"secondary";"no";725;"yes";"no";"cellular";20;"nov";219;7;133;1;"failure";"no" +27;"management";"married";"tertiary";"no";802;"no";"no";"cellular";22;"sep";569;1;-1;0;"unknown";"yes" +24;"technician";"married";"secondary";"no";556;"yes";"no";"cellular";18;"aug";460;2;-1;0;"unknown";"yes" +48;"admin.";"married";"secondary";"no";191;"yes";"no";"cellular";5;"feb";238;3;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";373;"no";"no";"cellular";22;"aug";346;5;-1;0;"unknown";"no" +57;"technician";"married";"secondary";"no";6164;"no";"no";"cellular";19;"nov";161;2;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";37;"no";"no";"cellular";28;"aug";51;9;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";1156;"yes";"no";"telephone";20;"apr";37;1;-1;0;"unknown";"no" +50;"entrepreneur";"married";"secondary";"no";806;"yes";"yes";"cellular";7;"may";141;8;297;2;"other";"no" +59;"admin.";"married";"secondary";"no";2381;"no";"no";"cellular";30;"apr";173;2;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";-314;"yes";"no";"unknown";28;"may";66;2;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";285;"yes";"yes";"unknown";6;"may";209;1;-1;0;"unknown";"no" +28;"blue-collar";"single";"primary";"no";1199;"yes";"no";"cellular";30;"jul";1011;20;-1;0;"unknown";"no" +55;"management";"divorced";"tertiary";"no";481;"yes";"no";"telephone";8;"may";147;2;298;3;"failure";"no" +33;"technician";"single";"tertiary";"no";137;"no";"no";"cellular";25;"aug";88;4;-1;0;"unknown";"no" +36;"blue-collar";"single";"secondary";"no";168;"yes";"no";"telephone";12;"may";52;1;-1;0;"unknown";"no" +38;"admin.";"divorced";"secondary";"no";156;"yes";"no";"unknown";17;"jun";544;3;-1;0;"unknown";"no" +28;"admin.";"single";"secondary";"no";4745;"no";"no";"telephone";12;"may";360;1;181;5;"success";"yes" +32;"management";"single";"tertiary";"no";11797;"yes";"no";"cellular";11;"aug";95;2;-1;0;"unknown";"no" +35;"admin.";"married";"secondary";"no";786;"no";"yes";"cellular";25;"jul";322;1;-1;0;"unknown";"no" +58;"technician";"married";"primary";"no";4015;"no";"no";"unknown";20;"jun";106;3;-1;0;"unknown";"no" +30;"services";"married";"secondary";"no";0;"yes";"no";"unknown";9;"may";20;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";331;"yes";"no";"cellular";14;"may";178;7;365;5;"other";"no" +36;"blue-collar";"married";"secondary";"no";1554;"yes";"no";"unknown";12;"may";325;4;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";132;"yes";"yes";"unknown";19;"may";343;2;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";5086;"no";"no";"cellular";25;"may";213;4;-1;0;"unknown";"yes" +42;"admin.";"married";"secondary";"no";529;"yes";"yes";"cellular";19;"nov";193;3;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";4824;"no";"yes";"cellular";18;"jul";168;7;-1;0;"unknown";"no" +63;"retired";"married";"secondary";"no";474;"no";"no";"cellular";25;"jan";423;1;-1;0;"unknown";"yes" +38;"admin.";"divorced";"tertiary";"no";86;"yes";"no";"unknown";6;"may";218;1;-1;0;"unknown";"no" +54;"blue-collar";"married";"primary";"no";2281;"yes";"no";"unknown";20;"jun";158;1;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";186;"yes";"no";"cellular";17;"apr";433;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";137;"no";"no";"unknown";20;"jun";252;3;-1;0;"unknown";"no" +37;"technician";"married";"tertiary";"no";6968;"no";"no";"cellular";1;"jun";175;1;-1;0;"unknown";"no" +76;"retired";"divorced";"primary";"no";86;"no";"no";"cellular";12;"aug";192;1;-1;0;"unknown";"no" +28;"management";"single";"unknown";"no";81;"no";"yes";"cellular";8;"jul";158;1;-1;0;"unknown";"no" +33;"services";"married";"primary";"no";6904;"no";"no";"telephone";20;"nov";114;2;-1;0;"unknown";"no" +46;"self-employed";"married";"tertiary";"no";137;"yes";"yes";"unknown";5;"may";246;1;-1;0;"unknown";"no" +30;"student";"single";"secondary";"no";25;"no";"no";"telephone";30;"apr";44;1;-1;0;"unknown";"no" +60;"management";"married";"tertiary";"no";759;"no";"no";"cellular";14;"aug";136;2;-1;0;"unknown";"no" +56;"housemaid";"married";"tertiary";"no";1922;"yes";"no";"cellular";24;"jul";247;2;-1;0;"unknown";"no" +24;"student";"single";"unknown";"no";3298;"yes";"no";"unknown";28;"may";227;1;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";764;"no";"no";"cellular";12;"aug";219;4;-1;0;"unknown";"no" +79;"retired";"married";"primary";"no";8556;"no";"no";"telephone";18;"jan";326;2;272;2;"success";"yes" +32;"blue-collar";"married";"secondary";"no";3514;"yes";"no";"unknown";20;"may";226;2;-1;0;"unknown";"no" +33;"services";"married";"primary";"no";0;"yes";"no";"cellular";18;"jul";351;2;-1;0;"unknown";"no" +77;"retired";"married";"primary";"no";680;"no";"no";"telephone";27;"nov";341;4;94;3;"failure";"no" +60;"housemaid";"married";"primary";"no";0;"no";"yes";"telephone";22;"jul";124;1;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";2819;"no";"no";"cellular";7;"aug";123;3;-1;0;"unknown";"no" +30;"blue-collar";"married";"primary";"no";-518;"yes";"yes";"unknown";28;"may";244;6;-1;0;"unknown";"no" +50;"services";"married";"secondary";"no";60;"no";"yes";"cellular";27;"aug";151;8;-1;0;"unknown";"no" +50;"management";"married";"secondary";"no";732;"no";"no";"cellular";7;"apr";736;7;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";2707;"yes";"no";"telephone";16;"jul";109;1;-1;0;"unknown";"no" +41;"technician";"married";"tertiary";"no";177;"yes";"no";"telephone";11;"jul";117;2;-1;0;"unknown";"no" +49;"admin.";"married";"secondary";"no";13229;"no";"yes";"telephone";8;"jul";77;2;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";-204;"yes";"yes";"unknown";6;"jun";42;1;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";990;"yes";"no";"cellular";6;"feb";252;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";648;"yes";"no";"unknown";3;"jun";179;1;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";50;"no";"no";"cellular";11;"aug";106;3;-1;0;"unknown";"no" +49;"entrepreneur";"married";"secondary";"no";1916;"no";"yes";"telephone";14;"jul";281;3;-1;0;"unknown";"no" +72;"retired";"married";"primary";"no";763;"no";"no";"cellular";24;"apr";384;2;-1;0;"unknown";"yes" +34;"blue-collar";"married";"secondary";"no";470;"yes";"yes";"cellular";20;"apr";217;1;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";0;"no";"yes";"cellular";19;"aug";144;4;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";5739;"yes";"yes";"cellular";21;"nov";374;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";0;"no";"no";"unknown";14;"may";298;1;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";-375;"no";"no";"cellular";30;"jul";814;2;-1;0;"unknown";"yes" +25;"unemployed";"married";"secondary";"no";157;"yes";"no";"cellular";28;"jul";33;31;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";1518;"yes";"no";"cellular";20;"nov";128;2;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";1343;"no";"no";"cellular";5;"aug";129;4;-1;0;"unknown";"no" +39;"management";"single";"tertiary";"yes";-401;"yes";"no";"cellular";19;"aug";274;4;-1;0;"unknown";"no" +41;"management";"married";"primary";"no";5310;"yes";"no";"cellular";17;"nov";984;1;-1;0;"unknown";"yes" +32;"blue-collar";"single";"secondary";"no";2285;"yes";"no";"unknown";14;"may";413;2;-1;0;"unknown";"no" +29;"admin.";"married";"secondary";"no";22171;"yes";"no";"cellular";18;"may";44;1;355;3;"failure";"no" +56;"management";"married";"tertiary";"no";856;"yes";"yes";"cellular";4;"feb";70;4;7;7;"other";"no" +19;"student";"single";"unknown";"no";1169;"no";"no";"cellular";6;"feb";463;18;-1;0;"unknown";"no" +39;"management";"single";"tertiary";"no";3797;"no";"no";"cellular";2;"jun";96;2;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";53;"yes";"no";"cellular";18;"nov";276;1;195;1;"failure";"no" +43;"blue-collar";"married";"primary";"no";2519;"yes";"no";"cellular";16;"apr";257;2;146;9;"other";"no" +32;"entrepreneur";"married";"primary";"no";795;"no";"no";"cellular";8;"aug";131;3;-1;0;"unknown";"no" +53;"admin.";"divorced";"secondary";"no";0;"yes";"yes";"cellular";30;"apr";586;2;-1;0;"unknown";"no" +52;"blue-collar";"married";"secondary";"no";2087;"yes";"no";"cellular";31;"aug";267;1;474;1;"failure";"yes" +43;"technician";"single";"secondary";"no";34;"no";"no";"telephone";30;"jul";29;1;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";5;"no";"no";"unknown";9;"jun";65;6;-1;0;"unknown";"no" +27;"technician";"single";"secondary";"no";15;"yes";"no";"cellular";25;"jul";67;3;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";390;"no";"no";"cellular";28;"oct";190;1;82;1;"success";"no" +51;"management";"married";"unknown";"no";712;"no";"no";"cellular";13;"aug";287;2;-1;0;"unknown";"no" +39;"admin.";"single";"tertiary";"no";2600;"yes";"no";"unknown";17;"jun";77;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";-241;"yes";"yes";"unknown";27;"may";169;1;-1;0;"unknown";"no" +50;"blue-collar";"divorced";"primary";"no";1545;"yes";"no";"cellular";20;"nov";25;1;-1;0;"unknown";"no" +59;"retired";"divorced";"secondary";"no";1026;"no";"no";"unknown";5;"nov";669;1;-1;0;"unknown";"yes" +58;"housemaid";"married";"primary";"no";435;"yes";"no";"telephone";28;"jul";122;6;-1;0;"unknown";"no" +54;"technician";"married";"tertiary";"no";876;"no";"no";"cellular";27;"oct";269;3;541;3;"success";"yes" +60;"blue-collar";"married";"secondary";"no";1801;"no";"no";"telephone";29;"oct";167;1;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";2278;"yes";"yes";"cellular";13;"may";244;1;-1;0;"unknown";"no" +39;"blue-collar";"married";"unknown";"no";157;"yes";"no";"unknown";30;"may";99;6;-1;0;"unknown";"no" +40;"admin.";"married";"secondary";"no";1327;"yes";"yes";"unknown";26;"may";76;2;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";284;"no";"yes";"telephone";14;"jul";252;4;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";495;"no";"no";"cellular";12;"mar";213;3;182;6;"success";"yes" +31;"admin.";"single";"secondary";"no";1588;"yes";"no";"unknown";3;"jun";14;1;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";0;"yes";"no";"telephone";28;"jul";121;2;-1;0;"unknown";"no" +52;"management";"married";"secondary";"no";428;"yes";"no";"unknown";30;"may";153;1;-1;0;"unknown";"no" +45;"admin.";"married";"primary";"no";542;"no";"no";"cellular";11;"may";8;5;350;3;"other";"no" +32;"blue-collar";"married";"primary";"no";66;"no";"no";"cellular";19;"nov";244;1;-1;0;"unknown";"no" +58;"blue-collar";"divorced";"secondary";"no";314;"no";"no";"unknown";25;"jun";67;2;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";24;"yes";"no";"cellular";8;"apr";169;1;231;2;"failure";"no" +36;"management";"single";"tertiary";"no";613;"no";"no";"cellular";7;"aug";86;2;-1;0;"unknown";"no" +55;"retired";"married";"secondary";"no";1467;"no";"yes";"cellular";29;"jul";277;2;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";192;"yes";"no";"cellular";13;"may";154;5;176;1;"other";"no" +49;"management";"married";"secondary";"no";321;"no";"no";"unknown";9;"jun";135;3;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";788;"yes";"no";"cellular";17;"apr";392;1;-1;0;"unknown";"no" +37;"blue-collar";"divorced";"secondary";"no";48;"yes";"no";"unknown";8;"may";133;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";262;"no";"no";"cellular";2;"jul";96;2;109;4;"success";"no" +36;"blue-collar";"married";"secondary";"no";4438;"yes";"no";"unknown";20;"may";446;1;-1;0;"unknown";"yes" +44;"services";"single";"secondary";"no";5045;"yes";"no";"cellular";21;"nov";20;6;175;15;"other";"no" +32;"blue-collar";"single";"tertiary";"no";3014;"yes";"no";"cellular";7;"may";291;2;-1;0;"unknown";"no" +56;"management";"married";"tertiary";"no";21664;"no";"no";"unknown";17;"jun";214;8;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";5878;"no";"no";"cellular";19;"aug";159;2;-1;0;"unknown";"no" +35;"entrepreneur";"married";"tertiary";"no";2723;"yes";"yes";"cellular";8;"aug";275;4;-1;0;"unknown";"no" +44;"management";"married";"secondary";"no";576;"yes";"no";"unknown";8;"may";128;3;-1;0;"unknown";"no" +59;"entrepreneur";"married";"primary";"no";0;"no";"no";"telephone";19;"nov";207;2;153;1;"failure";"no" +31;"blue-collar";"single";"tertiary";"no";2197;"yes";"no";"unknown";23;"may";146;3;-1;0;"unknown";"no" +60;"blue-collar";"married";"unknown";"no";104;"yes";"no";"unknown";5;"may";22;1;-1;0;"unknown";"no" +33;"technician";"single";"secondary";"no";1279;"yes";"no";"cellular";18;"may";239;2;349;3;"success";"no" +45;"admin.";"married";"secondary";"no";295;"yes";"no";"cellular";23;"jul";92;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";2128;"yes";"no";"unknown";19;"may";149;4;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";367;"no";"no";"telephone";16;"nov";107;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";1477;"no";"no";"cellular";7;"aug";71;2;-1;0;"unknown";"no" +30;"blue-collar";"single";"primary";"no";71;"yes";"no";"unknown";19;"may";122;6;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";127;"yes";"no";"cellular";18;"may";16;6;368;1;"other";"no" +59;"unemployed";"divorced";"secondary";"no";2921;"no";"no";"telephone";3;"feb";251;1;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";16264;"no";"no";"telephone";17;"nov";215;3;-1;0;"unknown";"no" +49;"retired";"married";"primary";"no";1672;"no";"no";"cellular";17;"jul";128;3;-1;0;"unknown";"no" +48;"technician";"married";"tertiary";"no";9207;"no";"no";"cellular";18;"aug";445;3;-1;0;"unknown";"no" +28;"technician";"single";"tertiary";"no";356;"no";"no";"cellular";2;"mar";76;2;-1;0;"unknown";"no" +59;"management";"divorced";"primary";"no";133;"yes";"no";"cellular";9;"jul";206;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";1217;"yes";"yes";"cellular";18;"nov";155;1;-1;0;"unknown";"no" +32;"technician";"divorced";"secondary";"no";202;"yes";"no";"cellular";4;"feb";429;1;201;1;"failure";"no" +58;"blue-collar";"married";"secondary";"no";590;"no";"yes";"unknown";5;"jun";133;1;-1;0;"unknown";"no" +28;"self-employed";"single";"tertiary";"no";442;"no";"no";"cellular";19;"jun";474;3;95;3;"other";"yes" +27;"technician";"single";"tertiary";"no";808;"yes";"no";"cellular";15;"may";578;1;364;1;"other";"no" +38;"management";"single";"tertiary";"no";427;"yes";"no";"cellular";6;"may";17;3;169;2;"failure";"no" +53;"technician";"married";"tertiary";"no";431;"yes";"no";"unknown";11;"jun";74;1;-1;0;"unknown";"no" +60;"services";"married";"tertiary";"no";4256;"yes";"no";"cellular";16;"aug";239;3;761;1;"other";"yes" +33;"management";"divorced";"tertiary";"no";0;"yes";"yes";"cellular";19;"aug";275;8;-1;0;"unknown";"no" +52;"services";"divorced";"secondary";"no";238;"yes";"no";"cellular";6;"may";101;1;362;5;"other";"no" +64;"retired";"married";"tertiary";"no";846;"no";"no";"cellular";11;"feb";671;1;181;3;"failure";"yes" +40;"blue-collar";"single";"secondary";"no";3;"no";"no";"cellular";19;"nov";998;1;-1;0;"unknown";"yes" +52;"admin.";"married";"secondary";"no";693;"no";"no";"unknown";12;"jun";271;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";0;"yes";"no";"unknown";15;"may";133;3;-1;0;"unknown";"no" +49;"management";"married";"secondary";"no";362;"yes";"no";"unknown";4;"jun";84;2;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";618;"yes";"no";"cellular";7;"may";281;1;-1;0;"unknown";"no" +29;"technician";"single";"tertiary";"no";2893;"yes";"no";"unknown";3;"jun";250;1;-1;0;"unknown";"no" +87;"retired";"married";"primary";"no";230;"no";"no";"cellular";30;"oct";144;1;-1;0;"unknown";"yes" +37;"management";"divorced";"secondary";"no";1287;"yes";"no";"cellular";14;"may";432;1;-1;0;"unknown";"no" +36;"services";"married";"primary";"no";179;"no";"no";"unknown";9;"jun";411;1;-1;0;"unknown";"no" +35;"self-employed";"married";"tertiary";"no";980;"no";"no";"cellular";2;"aug";428;2;336;6;"failure";"no" +33;"admin.";"married";"tertiary";"no";79;"yes";"no";"cellular";22;"oct";249;2;335;2;"failure";"yes" +60;"admin.";"married";"secondary";"no";3043;"no";"no";"cellular";19;"aug";235;3;-1;0;"unknown";"no" +25;"management";"single";"tertiary";"no";808;"no";"no";"cellular";18;"sep";267;2;114;2;"failure";"yes" +69;"retired";"married";"secondary";"no";745;"no";"no";"telephone";9;"sep";595;1;-1;0;"unknown";"no" +41;"student";"married";"secondary";"no";1309;"no";"no";"unknown";20;"jun";28;4;-1;0;"unknown";"no" +48;"management";"single";"secondary";"no";290;"yes";"no";"cellular";21;"jul";257;2;-1;0;"unknown";"no" +35;"blue-collar";"divorced";"primary";"no";1792;"yes";"no";"cellular";31;"jul";630;6;-1;0;"unknown";"yes" +30;"blue-collar";"single";"secondary";"no";178;"yes";"no";"unknown";20;"may";747;5;-1;0;"unknown";"no" +59;"management";"married";"tertiary";"no";0;"no";"no";"cellular";27;"aug";87;4;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";537;"no";"no";"unknown";29;"may";187;3;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";416;"yes";"no";"unknown";13;"may";452;2;-1;0;"unknown";"no" +60;"blue-collar";"married";"primary";"no";1472;"no";"no";"unknown";20;"jun";36;4;-1;0;"unknown";"no" +36;"management";"married";"primary";"no";3953;"yes";"no";"cellular";19;"nov";277;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";112;"yes";"no";"cellular";5;"may";118;1;-1;0;"unknown";"no" +34;"management";"divorced";"tertiary";"no";13204;"yes";"yes";"cellular";20;"nov";197;2;-1;0;"unknown";"no" +58;"blue-collar";"married";"secondary";"no";0;"no";"yes";"cellular";14;"apr";101;5;-1;0;"unknown";"no" +53;"management";"married";"unknown";"no";2240;"yes";"no";"cellular";2;"jun";282;2;385;1;"success";"yes" +31;"management";"married";"tertiary";"no";22546;"yes";"no";"cellular";14;"may";8;6;267;4;"failure";"no" +33;"admin.";"married";"secondary";"no";0;"yes";"no";"telephone";17;"jul";1448;7;-1;0;"unknown";"yes" +46;"unemployed";"divorced";"primary";"no";23;"no";"no";"cellular";21;"nov";344;1;-1;0;"unknown";"no" +29;"blue-collar";"married";"secondary";"no";228;"yes";"no";"cellular";11;"may";12;8;342;9;"failure";"no" +37;"self-employed";"married";"secondary";"no";215;"yes";"no";"unknown";6;"jun";61;1;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";23;"yes";"no";"unknown";20;"may";91;6;-1;0;"unknown";"no" +34;"management";"married";"secondary";"no";293;"yes";"no";"unknown";21;"may";162;3;-1;0;"unknown";"no" +34;"blue-collar";"divorced";"secondary";"no";0;"no";"yes";"unknown";21;"may";339;1;-1;0;"unknown";"no" +49;"entrepreneur";"married";"primary";"no";199;"no";"no";"unknown";13;"may";113;2;-1;0;"unknown";"no" +53;"admin.";"married";"secondary";"no";459;"no";"no";"cellular";5;"apr";558;1;-1;0;"unknown";"yes" +42;"unemployed";"married";"secondary";"no";8131;"yes";"no";"unknown";30;"may";69;1;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";-378;"yes";"yes";"cellular";13;"may";541;1;295;6;"failure";"no" +30;"blue-collar";"single";"primary";"no";395;"no";"no";"cellular";21;"nov";429;1;-1;0;"unknown";"no" +31;"technician";"divorced";"secondary";"no";10787;"yes";"no";"unknown";4;"jun";135;2;-1;0;"unknown";"no" +55;"admin.";"married";"secondary";"no";865;"yes";"no";"cellular";27;"oct";96;1;111;3;"failure";"no" +36;"management";"married";"tertiary";"no";340;"yes";"no";"cellular";20;"apr";68;2;-1;0;"unknown";"no" +31;"blue-collar";"single";"secondary";"no";1882;"no";"no";"cellular";7;"may";529;2;-1;0;"unknown";"no" +26;"management";"married";"tertiary";"no";265;"no";"no";"cellular";30;"jan";650;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";389;"yes";"no";"cellular";7;"dec";69;1;185;2;"failure";"no" +49;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";29;"jul";71;7;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";384;"yes";"no";"cellular";12;"may";30;7;-1;0;"unknown";"no" +47;"management";"divorced";"tertiary";"no";94;"yes";"no";"cellular";31;"jul";9;19;-1;0;"unknown";"no" +61;"management";"married";"secondary";"no";1471;"no";"no";"cellular";12;"aug";331;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";937;"yes";"no";"unknown";12;"jun";66;1;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";500;"yes";"no";"cellular";20;"nov";26;6;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";25;"yes";"no";"unknown";6;"may";266;3;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";365;"no";"no";"cellular";21;"nov";168;2;-1;0;"unknown";"no" +25;"unemployed";"single";"secondary";"no";34;"no";"yes";"unknown";4;"jul";316;1;-1;0;"unknown";"no" +79;"retired";"married";"primary";"no";429;"no";"no";"telephone";8;"jul";1006;2;-1;0;"unknown";"yes" +53;"technician";"married";"primary";"no";6839;"yes";"no";"cellular";19;"nov";77;1;-1;0;"unknown";"no" +21;"student";"single";"secondary";"no";6;"no";"no";"unknown";9;"may";622;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";467;"yes";"no";"unknown";21;"may";494;2;-1;0;"unknown";"no" +40;"self-employed";"divorced";"secondary";"no";1876;"no";"yes";"unknown";20;"jun";269;1;-1;0;"unknown";"no" +34;"entrepreneur";"married";"secondary";"no";1847;"yes";"no";"cellular";9;"apr";543;3;321;6;"failure";"no" +52;"unknown";"married";"primary";"no";247;"no";"no";"cellular";29;"jul";268;6;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";897;"no";"no";"cellular";5;"jun";397;1;-1;0;"unknown";"yes" +57;"services";"divorced";"secondary";"no";4664;"no";"no";"cellular";21;"nov";22;4;114;1;"failure";"no" +51;"self-employed";"divorced";"secondary";"no";1291;"yes";"no";"unknown";3;"jun";51;2;-1;0;"unknown";"no" +31;"student";"single";"tertiary";"no";64;"no";"no";"cellular";15;"sep";208;1;105;2;"success";"no" +49;"unemployed";"married";"tertiary";"no";-471;"yes";"no";"cellular";20;"nov";77;3;185;7;"failure";"no" +32;"management";"single";"tertiary";"no";1160;"yes";"yes";"unknown";11;"jun";450;2;-1;0;"unknown";"no" +28;"admin.";"single";"tertiary";"no";14;"no";"no";"cellular";1;"jun";201;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";26;"yes";"no";"cellular";17;"apr";342;3;332;1;"other";"no" +50;"blue-collar";"married";"unknown";"no";452;"no";"no";"cellular";20;"aug";181;2;-1;0;"unknown";"no" +42;"blue-collar";"single";"secondary";"no";382;"yes";"no";"cellular";13;"may";294;1;-1;0;"unknown";"no" +45;"admin.";"married";"unknown";"no";2033;"no";"no";"cellular";30;"nov";123;1;186;4;"failure";"no" +34;"unemployed";"married";"secondary";"no";0;"yes";"no";"cellular";13;"may";172;1;-1;0;"unknown";"no" +56;"admin.";"divorced";"unknown";"no";789;"yes";"no";"cellular";8;"may";1022;1;360;2;"failure";"no" +33;"blue-collar";"single";"secondary";"no";142;"yes";"no";"cellular";14;"may";123;1;360;3;"other";"no" +34;"admin.";"married";"secondary";"no";645;"yes";"no";"unknown";19;"may";420;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"unknown";"no";897;"yes";"no";"cellular";13;"apr";119;2;280;2;"failure";"no" +37;"blue-collar";"married";"secondary";"no";103;"yes";"no";"cellular";12;"may";153;1;-1;0;"unknown";"no" +35;"admin.";"single";"secondary";"no";847;"yes";"no";"cellular";11;"may";85;2;-1;0;"unknown";"no" +38;"unknown";"single";"tertiary";"no";0;"no";"no";"cellular";11;"sep";260;3;95;3;"success";"yes" +32;"blue-collar";"married";"secondary";"no";517;"yes";"no";"unknown";5;"may";528;1;-1;0;"unknown";"no" +52;"technician";"single";"tertiary";"no";1308;"yes";"no";"unknown";29;"may";361;1;-1;0;"unknown";"no" +49;"services";"married";"secondary";"no";66;"yes";"yes";"cellular";21;"nov";59;4;-1;0;"unknown";"no" +46;"management";"divorced";"secondary";"no";361;"yes";"no";"unknown";19;"may";86;7;-1;0;"unknown";"no" +42;"entrepreneur";"married";"primary";"yes";66;"yes";"yes";"cellular";6;"feb";139;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"unknown";"no";70;"yes";"no";"unknown";8;"may";219;4;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";180;"yes";"no";"telephone";15;"may";45;2;-1;0;"unknown";"no" +49;"technician";"married";"tertiary";"no";279;"yes";"no";"unknown";19;"may";168;4;-1;0;"unknown";"no" +46;"services";"married";"secondary";"no";4;"no";"no";"cellular";30;"apr";268;1;261;5;"other";"yes" +40;"entrepreneur";"married";"secondary";"no";1416;"yes";"no";"unknown";14;"may";210;2;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";465;"yes";"no";"unknown";20;"may";160;1;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";998;"yes";"no";"unknown";14;"may";1044;2;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";550;"no";"yes";"cellular";9;"jul";601;1;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";1285;"yes";"no";"unknown";27;"may";89;1;-1;0;"unknown";"no" +32;"services";"married";"tertiary";"no";4908;"no";"yes";"cellular";13;"may";491;2;-1;0;"unknown";"no" +32;"unemployed";"single";"tertiary";"no";336;"yes";"no";"unknown";8;"may";139;1;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";131;"no";"no";"unknown";3;"jun";267;3;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";348;"no";"yes";"cellular";15;"jul";88;3;-1;0;"unknown";"no" +25;"self-employed";"single";"tertiary";"no";453;"yes";"no";"cellular";17;"jul";134;1;-1;0;"unknown";"no" +55;"admin.";"married";"secondary";"no";1102;"yes";"no";"unknown";15;"may";126;2;-1;0;"unknown";"no" +24;"admin.";"single";"secondary";"no";926;"yes";"yes";"cellular";15;"may";191;1;-1;0;"unknown";"no" +40;"management";"divorced";"tertiary";"no";502;"yes";"no";"cellular";3;"feb";267;4;270;3;"other";"no" +38;"management";"single";"tertiary";"no";8669;"yes";"no";"telephone";20;"apr";5;3;150;6;"failure";"no" +48;"blue-collar";"single";"primary";"no";316;"no";"no";"unknown";5;"jun";560;2;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";9324;"yes";"no";"cellular";30;"mar";138;8;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";0;"no";"no";"cellular";19;"aug";188;4;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";72;"yes";"yes";"cellular";15;"may";262;2;352;2;"failure";"no" +33;"self-employed";"single";"tertiary";"no";61;"no";"no";"cellular";19;"aug";836;3;-1;0;"unknown";"yes" +38;"technician";"single";"secondary";"no";173;"no";"no";"cellular";29;"aug";150;4;-1;0;"unknown";"no" +26;"services";"single";"secondary";"yes";-162;"yes";"no";"cellular";15;"may";44;2;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";47;"no";"yes";"cellular";31;"jul";11;17;-1;0;"unknown";"no" +55;"services";"divorced";"tertiary";"no";1983;"yes";"no";"telephone";19;"nov";123;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";326;"yes";"yes";"unknown";15;"may";150;2;-1;0;"unknown";"no" +60;"admin.";"married";"secondary";"no";2552;"no";"yes";"cellular";30;"jan";255;2;2;4;"other";"no" +36;"management";"single";"tertiary";"no";1283;"no";"no";"cellular";18;"aug";92;5;-1;0;"unknown";"no" +65;"housemaid";"married";"primary";"no";2179;"yes";"no";"cellular";4;"sep";112;7;-1;0;"unknown";"no" +39;"self-employed";"married";"tertiary";"no";1047;"no";"no";"unknown";6;"jun";554;1;-1;0;"unknown";"yes" +52;"blue-collar";"married";"primary";"no";36;"no";"no";"cellular";13;"aug";109;2;-1;0;"unknown";"no" +55;"technician";"married";"secondary";"yes";-308;"no";"no";"cellular";2;"feb";781;1;-1;0;"unknown";"yes" +26;"management";"single";"tertiary";"no";1177;"no";"no";"cellular";19;"oct";116;1;-1;0;"unknown";"no" +40;"self-employed";"married";"primary";"no";2077;"yes";"no";"cellular";13;"may";363;1;173;24;"other";"no" +52;"entrepreneur";"married";"secondary";"no";0;"no";"no";"cellular";7;"aug";82;2;-1;0;"unknown";"no" +29;"self-employed";"married";"tertiary";"no";1;"no";"no";"cellular";18;"jul";167;3;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";7735;"yes";"no";"cellular";20;"nov";220;1;190;1;"failure";"no" +30;"technician";"single";"tertiary";"no";1922;"yes";"no";"cellular";18;"may";546;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";153;"no";"no";"cellular";23;"jul";1124;2;-1;0;"unknown";"yes" +26;"blue-collar";"married";"secondary";"no";2770;"yes";"no";"unknown";8;"may";141;1;-1;0;"unknown";"no" +58;"management";"married";"secondary";"no";139;"no";"no";"cellular";27;"may";188;1;161;2;"other";"no" +29;"management";"single";"tertiary";"no";21;"yes";"no";"cellular";14;"may";107;4;371;3;"failure";"no" +48;"technician";"married";"secondary";"no";178;"yes";"no";"unknown";17;"jun";320;4;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";444;"yes";"no";"cellular";15;"apr";244;3;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";209;"yes";"no";"cellular";22;"jul";319;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"unknown";"no";3096;"no";"no";"unknown";16;"jun";147;2;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";5320;"no";"no";"cellular";3;"mar";114;6;467;5;"other";"no" +32;"services";"married";"secondary";"no";4885;"yes";"yes";"cellular";18;"nov";400;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";18;"nov";79;3;-1;0;"unknown";"no" +48;"unemployed";"married";"primary";"no";5462;"no";"no";"unknown";6;"jun";29;4;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";6767;"yes";"no";"cellular";20;"nov";97;2;-1;0;"unknown";"no" +42;"technician";"divorced";"secondary";"no";2974;"yes";"no";"unknown";21;"may";187;5;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";427;"no";"no";"unknown";14;"may";201;1;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";8876;"no";"no";"cellular";2;"feb";280;1;75;1;"failure";"no" +53;"management";"married";"tertiary";"no";146;"no";"no";"unknown";30;"may";150;1;-1;0;"unknown";"no" +59;"retired";"divorced";"secondary";"no";319;"no";"no";"cellular";24;"jul";129;1;-1;0;"unknown";"no" +28;"unemployed";"single";"secondary";"no";304;"no";"no";"cellular";14;"jun";516;1;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";389;"yes";"no";"unknown";16;"jun";127;2;-1;0;"unknown";"no" +50;"management";"single";"primary";"no";766;"no";"no";"unknown";17;"jun";174;2;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";0;"yes";"no";"cellular";29;"jul";82;5;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";3107;"yes";"no";"unknown";3;"jun";1516;2;-1;0;"unknown";"no" +59;"admin.";"divorced";"secondary";"no";174;"yes";"no";"unknown";16;"may";204;1;-1;0;"unknown";"no" +33;"technician";"divorced";"secondary";"yes";-305;"no";"yes";"unknown";9;"may";109;1;-1;0;"unknown";"no" +35;"self-employed";"married";"secondary";"no";670;"no";"no";"cellular";9;"jul";378;1;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";6164;"yes";"no";"unknown";27;"may";152;11;-1;0;"unknown";"no" +71;"retired";"married";"secondary";"no";2850;"no";"no";"cellular";17;"feb";185;1;-1;0;"unknown";"yes" +30;"services";"single";"primary";"no";79;"yes";"no";"cellular";15;"may";317;1;-1;0;"unknown";"no" +24;"services";"married";"secondary";"yes";110;"yes";"no";"unknown";23;"may";27;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";5039;"no";"no";"cellular";20;"nov";205;6;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";360;"yes";"no";"telephone";19;"nov";46;1;182;2;"failure";"no" +52;"admin.";"married";"secondary";"no";199;"no";"no";"cellular";28;"jan";978;2;189;1;"other";"no" +33;"self-employed";"single";"secondary";"no";238;"yes";"yes";"cellular";5;"feb";45;5;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";5092;"yes";"no";"unknown";17;"jun";145;6;-1;0;"unknown";"no" +41;"admin.";"divorced";"secondary";"no";1088;"yes";"no";"cellular";28;"jan";138;1;-1;0;"unknown";"no" +42;"management";"divorced";"tertiary";"no";221;"yes";"no";"unknown";7;"may";720;2;-1;0;"unknown";"no" +38;"blue-collar";"divorced";"secondary";"no";889;"no";"yes";"unknown";18;"jun";362;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"primary";"no";750;"yes";"no";"cellular";18;"may";90;6;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";0;"yes";"yes";"unknown";16;"may";214;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";1291;"yes";"no";"cellular";14;"may";142;3;259;17;"failure";"no" +33;"technician";"married";"secondary";"no";1844;"yes";"no";"unknown";29;"may";241;3;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";89;"yes";"yes";"telephone";9;"feb";148;6;-1;0;"unknown";"no" +36;"admin.";"married";"secondary";"no";4280;"no";"no";"unknown";19;"jun";227;6;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";0;"no";"no";"cellular";21;"aug";126;2;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";625;"yes";"no";"unknown";28;"may";410;1;-1;0;"unknown";"no" +55;"technician";"married";"unknown";"no";574;"yes";"no";"cellular";29;"jan";243;2;-1;0;"unknown";"no" +58;"management";"married";"primary";"no";320;"yes";"no";"unknown";30;"may";171;2;-1;0;"unknown";"no" +25;"technician";"single";"tertiary";"no";468;"yes";"no";"unknown";15;"may";147;1;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";440;"yes";"no";"unknown";12;"jun";91;1;-1;0;"unknown";"no" +40;"unemployed";"married";"secondary";"no";0;"yes";"no";"cellular";19;"nov";332;1;183;1;"failure";"no" +59;"retired";"married";"secondary";"no";5706;"yes";"no";"cellular";25;"jul";471;2;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";7780;"no";"no";"telephone";4;"may";364;1;355;1;"other";"no" +30;"management";"married";"secondary";"no";-559;"yes";"yes";"cellular";7;"may";98;1;167;2;"failure";"no" +25;"entrepreneur";"single";"tertiary";"no";16874;"yes";"yes";"cellular";15;"may";117;2;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";1987;"no";"no";"telephone";14;"jul";185;4;-1;0;"unknown";"no" +39;"entrepreneur";"married";"unknown";"no";98;"yes";"no";"telephone";15;"may";59;3;367;1;"other";"no" +40;"self-employed";"married";"tertiary";"no";642;"no";"no";"cellular";18;"nov";147;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";526;"yes";"yes";"unknown";23;"may";553;2;-1;0;"unknown";"no" +66;"management";"single";"tertiary";"no";6483;"no";"no";"cellular";13;"aug";275;1;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";2306;"no";"no";"telephone";6;"aug";239;4;-1;0;"unknown";"yes" +37;"blue-collar";"married";"secondary";"no";954;"yes";"no";"unknown";2;"jun";402;9;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";-679;"yes";"yes";"cellular";7;"may";172;1;93;1;"failure";"no" +50;"blue-collar";"married";"primary";"no";-1;"no";"no";"cellular";19;"aug";195;2;-1;0;"unknown";"no" +76;"retired";"married";"primary";"no";2590;"no";"no";"telephone";9;"feb";68;12;-1;0;"unknown";"no" +58;"management";"single";"tertiary";"no";331;"no";"yes";"cellular";28;"jul";82;3;-1;0;"unknown";"no" +42;"admin.";"married";"secondary";"no";4209;"yes";"no";"unknown";5;"jun";57;6;-1;0;"unknown";"no" +58;"services";"divorced";"secondary";"no";462;"no";"no";"cellular";13;"nov";495;1;93;1;"success";"yes" +28;"self-employed";"single";"tertiary";"no";0;"yes";"no";"cellular";21;"jul";479;1;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";0;"no";"no";"cellular";29;"aug";141;2;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";151;"no";"no";"cellular";19;"aug";82;4;-1;0;"unknown";"no" +32;"management";"divorced";"tertiary";"no";883;"yes";"no";"cellular";10;"dec";798;1;185;5;"other";"yes" +27;"services";"single";"secondary";"no";266;"no";"yes";"cellular";7;"jul";232;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";0;"no";"no";"cellular";26;"aug";60;5;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";491;"yes";"no";"unknown";8;"may";103;3;-1;0;"unknown";"no" +54;"management";"married";"tertiary";"no";3;"no";"yes";"cellular";8;"jul";443;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";198;"yes";"no";"unknown";9;"may";400;2;-1;0;"unknown";"no" +52;"housemaid";"married";"secondary";"no";14363;"no";"no";"unknown";5;"jun";132;1;-1;0;"unknown";"no" +34;"technician";"divorced";"secondary";"no";0;"yes";"yes";"cellular";18;"aug";374;16;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";136;"no";"no";"cellular";25;"aug";363;7;-1;0;"unknown";"yes" +32;"management";"single";"tertiary";"no";28;"no";"no";"cellular";8;"aug";111;2;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";335;"no";"no";"cellular";29;"aug";130;4;-1;0;"unknown";"no" +51;"housemaid";"married";"unknown";"no";174;"no";"no";"telephone";29;"jul";308;3;-1;0;"unknown";"no" +39;"unemployed";"married";"secondary";"no";270;"yes";"no";"unknown";3;"jun";116;1;-1;0;"unknown";"no" +44;"management";"single";"tertiary";"no";1206;"no";"no";"cellular";9;"jul";160;2;-1;0;"unknown";"no" +49;"housemaid";"divorced";"primary";"no";198;"yes";"no";"unknown";13;"may";205;3;-1;0;"unknown";"no" +25;"technician";"married";"tertiary";"no";914;"yes";"no";"cellular";12;"may";185;2;-1;0;"unknown";"no" +39;"self-employed";"married";"secondary";"no";31;"yes";"no";"cellular";20;"nov";61;2;181;4;"failure";"no" +54;"technician";"married";"secondary";"no";0;"no";"no";"telephone";14;"aug";159;2;106;6;"success";"no" +32;"management";"single";"tertiary";"no";347;"yes";"no";"cellular";18;"may";213;1;264;6;"failure";"no" +36;"management";"married";"tertiary";"no";860;"yes";"no";"unknown";20;"may";294;15;-1;0;"unknown";"no" +54;"technician";"married";"secondary";"no";89;"yes";"no";"cellular";10;"jul";140;3;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";0;"yes";"yes";"cellular";28;"jan";71;1;223;9;"other";"no" +45;"services";"married";"secondary";"no";0;"no";"yes";"cellular";8;"jul";47;7;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";68;"yes";"no";"cellular";16;"apr";570;2;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";-149;"yes";"no";"cellular";14;"jul";287;2;-1;0;"unknown";"no" +33;"services";"divorced";"secondary";"no";2411;"yes";"no";"cellular";23;"oct";130;1;161;1;"failure";"yes" +46;"management";"divorced";"tertiary";"no";225;"yes";"no";"cellular";14;"may";201;1;345;1;"other";"no" +43;"unknown";"single";"tertiary";"no";2731;"no";"no";"cellular";21;"nov";11;7;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";112;"yes";"no";"cellular";4;"nov";70;5;85;5;"other";"no" +44;"management";"divorced";"tertiary";"no";0;"no";"no";"cellular";22;"aug";54;2;-1;0;"unknown";"no" +42;"services";"married";"secondary";"no";3620;"yes";"no";"unknown";27;"may";22;16;-1;0;"unknown";"no" +26;"blue-collar";"single";"secondary";"no";179;"no";"no";"cellular";30;"jul";103;3;-1;0;"unknown";"no" +47;"admin.";"single";"secondary";"no";1544;"yes";"no";"cellular";6;"apr";104;1;312;1;"failure";"no" +48;"blue-collar";"married";"primary";"no";199;"no";"no";"telephone";18;"aug";29;2;-1;0;"unknown";"no" +60;"blue-collar";"married";"unknown";"no";231;"yes";"no";"unknown";12;"may";57;2;-1;0;"unknown";"no" +27;"admin.";"divorced";"secondary";"no";76;"yes";"no";"unknown";4;"jun";236;1;-1;0;"unknown";"no" +30;"unemployed";"single";"tertiary";"no";302;"no";"no";"cellular";11;"feb";528;3;-1;0;"unknown";"yes" +28;"admin.";"single";"secondary";"no";189;"yes";"no";"cellular";31;"jul";68;2;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";565;"no";"no";"telephone";7;"jul";876;1;-1;0;"unknown";"yes" +37;"entrepreneur";"married";"tertiary";"no";310;"no";"no";"cellular";1;"sep";76;1;-1;0;"unknown";"no" +36;"services";"married";"secondary";"no";1746;"yes";"no";"unknown";26;"may";99;1;-1;0;"unknown";"no" +39;"technician";"married";"secondary";"no";6;"yes";"no";"cellular";18;"may";122;3;357;4;"failure";"no" +52;"unemployed";"married";"primary";"no";-110;"no";"yes";"cellular";29;"jan";141;1;-1;0;"unknown";"no" +55;"retired";"married";"secondary";"no";2749;"yes";"yes";"unknown";29;"may";58;2;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";6495;"no";"no";"cellular";30;"mar";78;3;-1;0;"unknown";"no" +36;"blue-collar";"single";"secondary";"no";35;"yes";"no";"unknown";3;"jun";435;3;-1;0;"unknown";"no" +39;"admin.";"married";"secondary";"no";-650;"no";"no";"cellular";15;"may";123;2;364;1;"failure";"no" +47;"blue-collar";"married";"primary";"no";292;"no";"yes";"telephone";28;"jul";210;3;-1;0;"unknown";"no" +42;"housemaid";"single";"primary";"no";5774;"yes";"no";"unknown";15;"may";54;2;-1;0;"unknown";"no" +42;"management";"married";"secondary";"no";2416;"yes";"no";"unknown";20;"may";138;4;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";35;"no";"no";"cellular";29;"jul";336;7;-1;0;"unknown";"no" +68;"retired";"married";"secondary";"no";19317;"yes";"no";"cellular";4;"aug";249;1;-1;0;"unknown";"yes" +43;"technician";"married";"secondary";"no";50;"no";"no";"unknown";28;"may";63;1;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";-674;"yes";"no";"unknown";5;"may";257;1;-1;0;"unknown";"no" +49;"technician";"married";"tertiary";"no";3726;"no";"no";"cellular";5;"aug";875;2;-1;0;"unknown";"yes" +57;"retired";"married";"tertiary";"no";1180;"yes";"yes";"unknown";14;"may";191;2;-1;0;"unknown";"no" +61;"self-employed";"divorced";"tertiary";"no";6610;"no";"no";"cellular";24;"feb";481;2;-1;0;"unknown";"yes" +36;"admin.";"single";"secondary";"no";319;"yes";"no";"cellular";18;"may";120;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";1545;"yes";"yes";"cellular";13;"may";207;1;-1;0;"unknown";"no" +51;"technician";"married";"tertiary";"no";1315;"no";"no";"telephone";5;"jun";303;2;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";424;"no";"no";"cellular";21;"aug";93;2;-1;0;"unknown";"no" +56;"blue-collar";"married";"primary";"no";151;"no";"no";"cellular";3;"feb";128;1;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";-970;"no";"yes";"cellular";21;"aug";194;2;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";-762;"yes";"yes";"unknown";30;"may";408;2;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";181;"yes";"no";"cellular";31;"jul";5;3;-1;0;"unknown";"no" +31;"blue-collar";"married";"unknown";"no";-120;"yes";"no";"cellular";17;"jul";231;2;-1;0;"unknown";"no" +39;"admin.";"divorced";"secondary";"no";1022;"yes";"no";"unknown";20;"jun";20;3;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";78;"yes";"no";"cellular";14;"jan";218;3;161;9;"other";"no" +39;"technician";"married";"tertiary";"no";209;"no";"no";"unknown";23;"jul";36;2;-1;0;"unknown";"no" +26;"admin.";"married";"secondary";"no";2469;"no";"no";"cellular";16;"jul";136;8;-1;0;"unknown";"no" +55;"technician";"married";"secondary";"no";0;"no";"no";"cellular";19;"nov";336;1;-1;0;"unknown";"no" +43;"blue-collar";"divorced";"primary";"no";328;"no";"yes";"cellular";8;"jul";192;1;-1;0;"unknown";"no" +34;"housemaid";"married";"tertiary";"no";0;"no";"no";"cellular";26;"may";141;1;188;1;"failure";"no" +51;"self-employed";"married";"primary";"no";307;"yes";"yes";"unknown";17;"jun";65;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1384;"yes";"no";"cellular";30;"jan";203;2;2;3;"other";"no" +32;"management";"married";"tertiary";"no";0;"no";"no";"cellular";26;"aug";104;9;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";719;"yes";"no";"unknown";14;"may";230;1;-1;0;"unknown";"no" +44;"management";"divorced";"tertiary";"no";0;"no";"no";"cellular";10;"aug";71;1;-1;0;"unknown";"no" +38;"entrepreneur";"married";"tertiary";"no";6704;"yes";"no";"unknown";21;"may";205;2;-1;0;"unknown";"no" +47;"self-employed";"married";"tertiary";"no";4543;"yes";"no";"unknown";14;"may";162;1;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";27;"may";145;2;-1;0;"unknown";"no" +30;"management";"single";"tertiary";"no";149;"yes";"no";"unknown";3;"jun";220;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";-1400;"yes";"no";"telephone";6;"may";309;3;355;4;"failure";"no" +33;"entrepreneur";"married";"secondary";"no";-118;"yes";"yes";"unknown";27;"may";421;3;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";2160;"no";"no";"cellular";8;"sep";261;1;98;1;"success";"yes" +38;"management";"married";"tertiary";"no";3452;"no";"no";"cellular";13;"aug";132;2;-1;0;"unknown";"no" +27;"technician";"single";"secondary";"no";842;"no";"no";"cellular";30;"jul";273;1;91;1;"other";"no" +38;"management";"married";"unknown";"no";3576;"no";"no";"cellular";25;"nov";349;2;183;1;"success";"yes" +41;"unemployed";"married";"tertiary";"no";1666;"no";"no";"unknown";9;"jun";291;3;-1;0;"unknown";"no" +29;"technician";"married";"secondary";"no";0;"yes";"no";"cellular";28;"jul";83;6;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";0;"yes";"no";"unknown";20;"may";793;2;-1;0;"unknown";"no" +42;"blue-collar";"single";"primary";"no";1628;"yes";"no";"cellular";5;"feb";119;1;195;8;"success";"no" +47;"services";"married";"secondary";"no";51;"yes";"yes";"unknown";16;"may";312;1;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"yes";447;"no";"no";"unknown";14;"may";103;6;-1;0;"unknown";"no" +34;"admin.";"married";"secondary";"no";396;"yes";"no";"cellular";16;"jul";101;3;-1;0;"unknown";"no" +45;"housemaid";"married";"primary";"no";4994;"no";"no";"unknown";20;"jun";48;1;-1;0;"unknown";"no" +43;"admin.";"married";"secondary";"no";3215;"yes";"no";"cellular";21;"jul";228;3;-1;0;"unknown";"no" +59;"blue-collar";"married";"primary";"no";2814;"no";"no";"unknown";20;"jun";81;3;-1;0;"unknown";"no" +50;"technician";"married";"secondary";"no";0;"no";"no";"cellular";7;"jul";152;2;-1;0;"unknown";"no" +39;"blue-collar";"married";"secondary";"no";293;"yes";"no";"unknown";23;"may";160;3;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";474;"yes";"no";"unknown";27;"may";59;1;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";16178;"yes";"no";"cellular";21;"nov";297;1;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";0;"no";"no";"cellular";22;"aug";147;2;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";88;"no";"no";"cellular";4;"may";143;1;-1;0;"unknown";"no" +29;"services";"married";"secondary";"no";308;"yes";"no";"unknown";28;"may";75;1;-1;0;"unknown";"no" +70;"retired";"married";"secondary";"no";1164;"no";"no";"telephone";14;"may";338;3;185;2;"failure";"no" +44;"management";"married";"tertiary";"no";13893;"no";"no";"unknown";11;"jun";29;2;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";0;"yes";"no";"unknown";14;"may";159;2;-1;0;"unknown";"no" +36;"technician";"divorced";"secondary";"no";-435;"yes";"no";"unknown";2;"jun";85;8;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";389;"yes";"no";"cellular";11;"may";15;7;-1;0;"unknown";"no" +50;"management";"divorced";"tertiary";"no";356;"no";"no";"cellular";8;"may";198;2;358;5;"other";"no" +49;"technician";"married";"secondary";"no";2718;"no";"no";"unknown";19;"may";114;2;-1;0;"unknown";"no" +71;"retired";"divorced";"tertiary";"no";261;"no";"no";"cellular";12;"aug";1117;2;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";757;"no";"no";"cellular";3;"feb";343;2;-1;0;"unknown";"no" +45;"management";"single";"tertiary";"no";16;"no";"no";"cellular";31;"jul";59;2;-1;0;"unknown";"no" +42;"blue-collar";"married";"secondary";"no";-422;"no";"no";"cellular";9;"jul";31;1;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";248;"no";"no";"cellular";16;"jul";212;2;-1;0;"unknown";"no" +47;"technician";"married";"primary";"no";145;"yes";"no";"unknown";7;"may";157;6;-1;0;"unknown";"no" +60;"retired";"divorced";"secondary";"no";598;"no";"yes";"cellular";8;"jul";96;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";949;"yes";"no";"unknown";27;"may";245;2;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";614;"no";"no";"cellular";11;"aug";72;4;-1;0;"unknown";"no" +33;"blue-collar";"married";"primary";"no";1209;"yes";"no";"cellular";16;"apr";700;1;-1;0;"unknown";"no" +50;"self-employed";"married";"tertiary";"no";202;"yes";"no";"cellular";15;"apr";107;1;148;4;"failure";"no" +51;"blue-collar";"married";"secondary";"no";1840;"yes";"no";"cellular";18;"aug";312;3;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";114;"yes";"yes";"cellular";4;"jun";153;1;309;3;"other";"no" +56;"services";"married";"secondary";"no";-229;"no";"yes";"cellular";23;"jul";55;10;-1;0;"unknown";"no" +29;"services";"married";"secondary";"no";182;"yes";"no";"telephone";13;"may";38;3;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";401;"no";"no";"cellular";14;"aug";96;3;-1;0;"unknown";"no" +44;"technician";"divorced";"unknown";"no";759;"yes";"no";"unknown";23;"may";397;1;-1;0;"unknown";"no" +55;"retired";"married";"secondary";"no";4194;"no";"yes";"telephone";30;"jul";208;3;-1;0;"unknown";"no" +35;"student";"single";"unknown";"no";0;"no";"no";"telephone";28;"jan";122;3;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";629;"yes";"yes";"cellular";29;"dec";109;1;246;1;"failure";"no" +54;"retired";"married";"secondary";"no";153;"yes";"yes";"unknown";26;"may";74;1;-1;0;"unknown";"no" +32;"management";"married";"tertiary";"no";553;"yes";"no";"cellular";22;"jul";72;1;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";1057;"no";"no";"cellular";5;"feb";383;2;-1;0;"unknown";"no" +60;"retired";"married";"secondary";"no";78;"yes";"no";"unknown";12;"may";113;3;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";-28;"no";"yes";"unknown";4;"jul";400;1;-1;0;"unknown";"no" +57;"management";"married";"tertiary";"no";929;"no";"no";"cellular";19;"aug";387;8;-1;0;"unknown";"no" +34;"blue-collar";"married";"primary";"no";428;"yes";"no";"cellular";18;"may";59;2;-1;0;"unknown";"no" +27;"student";"single";"secondary";"no";268;"yes";"no";"cellular";13;"may";528;1;358;2;"failure";"no" +52;"management";"single";"tertiary";"no";83;"no";"no";"cellular";26;"aug";1223;6;-1;0;"unknown";"yes" +45;"admin.";"divorced";"unknown";"no";998;"yes";"no";"telephone";30;"jul";38;2;-1;0;"unknown";"no" +58;"admin.";"single";"secondary";"no";2223;"no";"no";"cellular";4;"dec";1139;2;114;1;"success";"no" +39;"blue-collar";"single";"primary";"no";6;"yes";"no";"cellular";19;"nov";286;2;-1;0;"unknown";"no" +48;"blue-collar";"single";"secondary";"no";312;"yes";"yes";"cellular";3;"feb";369;2;-1;0;"unknown";"no" +36;"management";"single";"secondary";"no";0;"no";"no";"cellular";13;"aug";333;5;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";691;"yes";"no";"cellular";8;"may";198;1;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";771;"yes";"no";"cellular";26;"aug";106;8;-1;0;"unknown";"no" +30;"self-employed";"single";"secondary";"no";192;"no";"no";"cellular";22;"jul";423;1;-1;0;"unknown";"no" +57;"retired";"married";"tertiary";"no";0;"no";"no";"cellular";12;"aug";116;4;-1;0;"unknown";"no" +29;"admin.";"single";"secondary";"no";1070;"yes";"no";"unknown";19;"may";30;1;357;1;"other";"yes" +29;"services";"divorced";"secondary";"no";84;"yes";"no";"cellular";13;"apr";1101;2;-1;0;"unknown";"yes" +30;"management";"single";"tertiary";"no";2;"no";"no";"cellular";16;"jun";102;1;85;1;"failure";"no" +44;"management";"married";"tertiary";"no";1242;"yes";"no";"cellular";6;"aug";384;6;-1;0;"unknown";"no" +33;"student";"single";"unknown";"no";5969;"no";"no";"cellular";4;"sep";156;2;127;8;"failure";"no" +56;"admin.";"divorced";"secondary";"no";3337;"yes";"no";"telephone";17;"nov";99;3;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";1347;"no";"no";"telephone";18;"jun";280;6;92;5;"other";"yes" +52;"technician";"married";"secondary";"no";64;"no";"no";"telephone";29;"aug";20;2;-1;0;"unknown";"no" +32;"management";"single";"secondary";"no";249;"yes";"no";"unknown";2;"jun";258;1;-1;0;"unknown";"no" +36;"technician";"single";"secondary";"no";0;"no";"no";"cellular";29;"aug";85;6;-1;0;"unknown";"no" +26;"blue-collar";"married";"secondary";"no";128;"no";"no";"unknown";4;"jul";355;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";196;"yes";"no";"unknown";5;"jun";66;3;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";351;"yes";"no";"cellular";18;"jul";467;1;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";5533;"yes";"no";"cellular";7;"may";582;2;283;4;"failure";"no" +32;"services";"married";"secondary";"no";38;"yes";"no";"cellular";15;"may";744;1;-1;0;"unknown";"yes" +30;"management";"single";"tertiary";"yes";35;"no";"no";"cellular";30;"jul";185;4;-1;0;"unknown";"no" +27;"technician";"single";"secondary";"no";235;"yes";"no";"cellular";12;"may";13;5;-1;0;"unknown";"no" +42;"admin.";"single";"secondary";"no";30;"yes";"no";"cellular";4;"feb";98;1;266;3;"failure";"no" +33;"blue-collar";"single";"primary";"no";92;"yes";"no";"unknown";9;"may";127;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"secondary";"no";67;"no";"no";"unknown";3;"jun";45;2;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";4022;"yes";"no";"cellular";29;"jan";244;3;-1;0;"unknown";"no" +36;"entrepreneur";"married";"tertiary";"no";3057;"no";"no";"unknown";16;"jun";2769;4;-1;0;"unknown";"yes" +39;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";12;"may";561;4;369;3;"failure";"no" +33;"management";"single";"tertiary";"no";349;"no";"no";"cellular";22;"aug";182;1;-1;0;"unknown";"no" +47;"services";"married";"secondary";"no";2322;"no";"no";"cellular";22;"aug";618;1;-1;0;"unknown";"no" +49;"entrepreneur";"married";"secondary";"no";167;"yes";"yes";"unknown";6;"may";198;3;-1;0;"unknown";"no" +46;"management";"divorced";"secondary";"no";558;"no";"no";"cellular";19;"aug";126;6;-1;0;"unknown";"no" +31;"services";"married";"secondary";"no";-230;"yes";"yes";"cellular";16;"jul";715;1;-1;0;"unknown";"no" +43;"unemployed";"divorced";"secondary";"no";4094;"yes";"no";"cellular";21;"nov";63;1;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"yes";239;"yes";"no";"unknown";21;"may";412;1;-1;0;"unknown";"yes" +43;"management";"divorced";"tertiary";"no";497;"no";"no";"cellular";13;"may";66;1;363;22;"failure";"no" +42;"blue-collar";"married";"secondary";"no";179;"yes";"no";"cellular";17;"nov";96;1;-1;0;"unknown";"no" +30;"admin.";"single";"tertiary";"no";305;"no";"no";"cellular";30;"apr";633;1;85;2;"success";"yes" +33;"management";"single";"tertiary";"no";-67;"yes";"no";"unknown";5;"may";364;1;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";4539;"no";"no";"unknown";30;"may";298;3;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";770;"yes";"no";"cellular";17;"apr";341;1;-1;0;"unknown";"no" +38;"unemployed";"married";"secondary";"no";-673;"yes";"no";"unknown";26;"may";364;1;-1;0;"unknown";"no" +29;"technician";"married";"tertiary";"no";858;"yes";"no";"cellular";12;"jun";234;7;330;1;"failure";"no" +80;"housemaid";"married";"primary";"no";0;"no";"no";"cellular";23;"feb";639;1;189;1;"failure";"yes" +38;"management";"single";"tertiary";"no";5244;"no";"no";"cellular";8;"aug";310;4;-1;0;"unknown";"no" +36;"blue-collar";"divorced";"primary";"no";117;"yes";"no";"unknown";2;"jun";123;4;-1;0;"unknown";"no" +38;"self-employed";"married";"tertiary";"no";846;"no";"no";"cellular";2;"jun";253;1;-1;0;"unknown";"no" +44;"management";"married";"secondary";"yes";0;"yes";"no";"cellular";11;"jul";96;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1331;"no";"no";"cellular";30;"apr";297;1;86;3;"success";"yes" +31;"services";"single";"secondary";"no";31;"yes";"yes";"unknown";26;"may";501;2;-1;0;"unknown";"no" +57;"admin.";"divorced";"primary";"no";179;"yes";"no";"cellular";15;"may";67;1;368;2;"failure";"no" +37;"blue-collar";"married";"primary";"no";543;"yes";"no";"unknown";21;"may";281;1;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";253;"yes";"yes";"cellular";5;"may";475;2;-1;0;"unknown";"no" +60;"retired";"married";"primary";"no";71188;"no";"no";"cellular";6;"oct";205;1;-1;0;"unknown";"no" +51;"management";"married";"tertiary";"no";5108;"yes";"no";"cellular";8;"oct";272;1;102;8;"other";"no" +48;"blue-collar";"married";"secondary";"no";1738;"yes";"no";"cellular";15;"apr";349;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";-97;"yes";"no";"cellular";3;"feb";216;4;271;5;"failure";"no" +36;"blue-collar";"married";"secondary";"no";199;"yes";"no";"cellular";9;"jul";183;1;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";489;"yes";"no";"cellular";8;"may";130;1;172;2;"other";"no" +31;"admin.";"married";"primary";"no";355;"yes";"yes";"unknown";4;"jun";61;6;-1;0;"unknown";"no" +49;"technician";"single";"secondary";"no";-97;"yes";"no";"unknown";6;"jun";92;2;-1;0;"unknown";"no" +35;"management";"divorced";"tertiary";"no";473;"no";"yes";"cellular";5;"aug";37;2;-1;0;"unknown";"no" +44;"entrepreneur";"married";"secondary";"no";6649;"yes";"no";"cellular";19;"nov";354;2;-1;0;"unknown";"no" +34;"self-employed";"married";"tertiary";"no";263;"no";"no";"cellular";4;"may";203;1;78;8;"other";"no" +46;"blue-collar";"married";"secondary";"no";781;"no";"no";"unknown";13;"may";152;1;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";1032;"yes";"no";"unknown";2;"jun";41;5;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";119;"no";"no";"cellular";4;"may";20;5;-1;0;"unknown";"no" +35;"management";"divorced";"tertiary";"no";434;"yes";"no";"cellular";11;"may";277;1;271;2;"success";"no" +51;"admin.";"married";"secondary";"no";2967;"no";"no";"unknown";17;"jun";83;2;-1;0;"unknown";"no" +57;"retired";"divorced";"secondary";"no";-331;"yes";"no";"unknown";6;"may";531;1;-1;0;"unknown";"no" +59;"management";"married";"tertiary";"no";1585;"no";"no";"telephone";28;"aug";91;5;-1;0;"unknown";"no" +40;"services";"divorced";"unknown";"no";4384;"yes";"no";"unknown";5;"may";315;1;-1;0;"unknown";"no" +49;"management";"single";"tertiary";"no";588;"no";"no";"cellular";28;"aug";70;9;-1;0;"unknown";"no" +51;"management";"married";"secondary";"no";3180;"yes";"no";"cellular";9;"jul";384;1;-1;0;"unknown";"no" +35;"admin.";"married";"secondary";"yes";0;"no";"yes";"unknown";4;"jul";105;3;-1;0;"unknown";"no" +29;"self-employed";"married";"secondary";"no";-76;"yes";"no";"unknown";27;"may";305;2;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";152;"yes";"no";"cellular";25;"may";158;2;-1;0;"unknown";"yes" +37;"housemaid";"divorced";"secondary";"no";1040;"yes";"no";"cellular";13;"may";199;1;173;2;"failure";"no" +49;"unemployed";"married";"primary";"no";-384;"yes";"no";"unknown";27;"may";25;1;-1;0;"unknown";"no" +45;"technician";"married";"unknown";"no";473;"yes";"no";"unknown";27;"may";147;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";475;"yes";"no";"cellular";29;"jul";538;8;-1;0;"unknown";"no" +53;"technician";"married";"secondary";"no";0;"no";"no";"cellular";22;"aug";77;9;-1;0;"unknown";"no" +42;"entrepreneur";"married";"primary";"no";149;"no";"no";"cellular";20;"aug";94;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";3285;"yes";"no";"unknown";13;"may";1721;2;-1;0;"unknown";"yes" +52;"retired";"married";"secondary";"no";424;"no";"no";"cellular";19;"nov";143;1;154;3;"failure";"no" +34;"blue-collar";"single";"secondary";"no";79;"no";"yes";"cellular";20;"nov";104;1;-1;0;"unknown";"no" +34;"technician";"divorced";"tertiary";"no";674;"yes";"no";"cellular";7;"aug";587;2;-1;0;"unknown";"yes" +27;"services";"married";"secondary";"no";0;"yes";"no";"cellular";22;"jul";1608;13;-1;0;"unknown";"yes" +43;"unemployed";"married";"tertiary";"no";58;"yes";"no";"cellular";9;"feb";48;4;-1;0;"unknown";"no" +41;"technician";"married";"tertiary";"no";532;"yes";"no";"cellular";9;"jul";74;1;-1;0;"unknown";"no" +72;"retired";"married";"secondary";"no";4130;"no";"no";"cellular";12;"nov";427;1;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";422;"yes";"no";"cellular";14;"may";73;1;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";437;"yes";"no";"unknown";3;"jun";14;21;-1;0;"unknown";"no" +36;"blue-collar";"divorced";"primary";"no";-308;"yes";"no";"cellular";12;"may";725;1;-1;0;"unknown";"yes" +51;"housemaid";"married";"primary";"no";30;"yes";"no";"cellular";14;"jul";333;2;-1;0;"unknown";"no" +37;"self-employed";"married";"tertiary";"no";137;"no";"no";"cellular";13;"aug";244;6;-1;0;"unknown";"no" +42;"admin.";"single";"secondary";"no";-247;"yes";"yes";"telephone";21;"oct";519;1;166;1;"other";"yes" +26;"admin.";"single";"secondary";"no";321;"yes";"no";"cellular";22;"jul";242;7;-1;0;"unknown";"no" +23;"services";"single";"secondary";"no";250;"yes";"no";"cellular";18;"may";222;1;-1;0;"unknown";"no" +50;"management";"married";"tertiary";"no";-470;"yes";"no";"cellular";19;"nov";130;2;160;1;"failure";"no" +37;"blue-collar";"married";"secondary";"no";140;"yes";"yes";"cellular";7;"may";490;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";2793;"no";"no";"cellular";20;"nov";258;2;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";410;"no";"no";"cellular";29;"jan";337;2;-1;0;"unknown";"no" +79;"retired";"divorced";"unknown";"no";2628;"no";"no";"telephone";8;"jul";220;7;450;2;"failure";"no" +39;"technician";"married";"secondary";"no";116;"no";"no";"cellular";24;"aug";79;2;94;2;"success";"no" +47;"services";"married";"secondary";"no";0;"yes";"no";"telephone";9;"jul";250;1;-1;0;"unknown";"no" +44;"blue-collar";"married";"secondary";"no";878;"yes";"no";"cellular";2;"jun";130;1;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";2944;"no";"no";"cellular";18;"aug";882;8;-1;0;"unknown";"yes" +33;"blue-collar";"single";"secondary";"no";3975;"yes";"yes";"cellular";17;"apr";515;1;150;1;"other";"no" +42;"services";"married";"secondary";"no";96;"yes";"no";"cellular";5;"may";238;3;340;2;"failure";"no" +35;"technician";"single";"tertiary";"no";2288;"no";"no";"telephone";28;"may";32;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";472;"yes";"no";"unknown";13;"may";907;2;-1;0;"unknown";"no" +58;"services";"married";"primary";"no";65;"no";"no";"unknown";27;"jun";162;1;-1;0;"unknown";"no" +46;"management";"married";"tertiary";"no";0;"no";"no";"unknown";7;"may";70;2;-1;0;"unknown";"no" +41;"admin.";"single";"secondary";"no";400;"yes";"no";"unknown";4;"jun";99;6;-1;0;"unknown";"no" +58;"technician";"married";"secondary";"no";7495;"yes";"no";"unknown";13;"may";325;1;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";137;"no";"yes";"cellular";18;"jul";305;12;-1;0;"unknown";"no" +31;"unemployed";"married";"secondary";"no";24;"yes";"no";"cellular";19;"nov";631;1;-1;0;"unknown";"no" +55;"technician";"divorced";"secondary";"no";3450;"no";"no";"cellular";10;"feb";169;1;183;1;"failure";"yes" +38;"technician";"single";"secondary";"no";311;"yes";"no";"cellular";28;"may";61;2;-1;0;"unknown";"no" +55;"housemaid";"married";"secondary";"no";139;"no";"no";"cellular";22;"aug";256;2;-1;0;"unknown";"no" +47;"management";"single";"tertiary";"no";0;"no";"no";"unknown";11;"jun";58;3;-1;0;"unknown";"no" +51;"housemaid";"married";"primary";"no";492;"yes";"no";"unknown";20;"may";142;3;-1;0;"unknown";"no" +46;"management";"single";"tertiary";"no";334;"yes";"no";"telephone";4;"may";36;6;90;2;"other";"no" +61;"management";"married";"tertiary";"no";997;"no";"no";"cellular";10;"mar";106;1;-1;0;"unknown";"yes" +47;"management";"single";"tertiary";"no";440;"no";"no";"cellular";21;"aug";71;4;-1;0;"unknown";"no" +34;"technician";"married";"secondary";"no";47;"no";"no";"cellular";25;"aug";132;6;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";1298;"yes";"no";"unknown";20;"may";120;1;-1;0;"unknown";"no" +41;"management";"divorced";"tertiary";"no";3355;"no";"no";"cellular";14;"oct";181;2;500;1;"failure";"no" +36;"blue-collar";"divorced";"secondary";"no";-11;"no";"no";"unknown";5;"jun";152;2;-1;0;"unknown";"no" +26;"blue-collar";"single";"secondary";"no";396;"yes";"no";"unknown";28;"may";302;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";8;"no";"no";"cellular";23;"apr";93;3;-1;0;"unknown";"yes" +36;"blue-collar";"married";"secondary";"no";1409;"no";"no";"unknown";17;"jun";235;2;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";170;"no";"no";"cellular";15;"jun";129;1;-1;0;"unknown";"yes" +58;"management";"married";"primary";"no";2769;"yes";"no";"cellular";11;"jul";94;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";2320;"yes";"no";"cellular";7;"apr";310;1;-1;0;"unknown";"no" +61;"retired";"married";"secondary";"no";76;"yes";"no";"cellular";15;"jul";195;7;-1;0;"unknown";"no" +28;"technician";"single";"secondary";"no";2034;"yes";"no";"unknown";21;"may";196;1;-1;0;"unknown";"no" +49;"blue-collar";"single";"primary";"no";3018;"yes";"no";"unknown";15;"may";93;1;-1;0;"unknown";"no" +74;"retired";"married";"secondary";"no";921;"no";"no";"telephone";17;"apr";394;2;-1;0;"unknown";"yes" +53;"blue-collar";"married";"secondary";"no";483;"yes";"no";"cellular";3;"feb";288;3;-1;0;"unknown";"no" +46;"self-employed";"married";"secondary";"no";390;"yes";"no";"cellular";31;"jul";208;2;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";0;"no";"no";"cellular";27;"oct";508;1;-1;0;"unknown";"yes" +42;"blue-collar";"single";"primary";"no";92;"no";"no";"cellular";30;"jul";86;2;-1;0;"unknown";"no" +56;"services";"married";"secondary";"no";22196;"yes";"no";"cellular";21;"nov";189;1;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";2;"no";"no";"unknown";29;"may";249;2;-1;0;"unknown";"no" +49;"housemaid";"married";"primary";"no";249;"yes";"no";"cellular";21;"nov";450;1;-1;0;"unknown";"no" +43;"unemployed";"single";"unknown";"no";3274;"yes";"no";"cellular";22;"may";680;1;95;1;"failure";"no" +39;"services";"married";"secondary";"no";5731;"yes";"no";"unknown";20;"may";175;2;-1;0;"unknown";"no" +66;"retired";"married";"primary";"no";206;"no";"no";"cellular";9;"feb";479;1;-1;0;"unknown";"yes" +30;"technician";"single";"tertiary";"no";2325;"no";"no";"cellular";5;"apr";270;3;241;4;"other";"no" +38;"management";"single";"tertiary";"no";0;"no";"no";"cellular";24;"jul";164;1;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";1664;"yes";"no";"cellular";20;"apr";158;1;182;1;"success";"no" +32;"technician";"married";"secondary";"no";3333;"no";"no";"cellular";8;"aug";50;4;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";7020;"no";"no";"cellular";6;"aug";80;2;-1;0;"unknown";"no" +34;"admin.";"married";"tertiary";"no";37;"no";"no";"cellular";6;"feb";45;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";28;"no";"no";"cellular";29;"jan";220;2;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";1670;"yes";"no";"unknown";18;"jun";161;2;-1;0;"unknown";"no" +36;"entrepreneur";"married";"secondary";"no";134;"no";"no";"unknown";20;"may";98;1;-1;0;"unknown";"no" +52;"retired";"married";"secondary";"no";603;"no";"yes";"unknown";9;"jun";79;1;-1;0;"unknown";"no" +46;"admin.";"married";"primary";"no";276;"yes";"yes";"unknown";6;"may";157;2;-1;0;"unknown";"no" +25;"technician";"single";"secondary";"no";2157;"yes";"no";"cellular";21;"jul";339;1;-1;0;"unknown";"no" +52;"blue-collar";"married";"secondary";"no";161;"yes";"no";"unknown";13;"may";274;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";3658;"yes";"no";"unknown";14;"may";977;1;-1;0;"unknown";"no" +26;"management";"divorced";"tertiary";"yes";-402;"no";"yes";"unknown";12;"may";127;2;-1;0;"unknown";"no" +26;"blue-collar";"single";"primary";"no";3342;"yes";"no";"unknown";4;"jun";329;4;-1;0;"unknown";"no" +35;"self-employed";"single";"secondary";"no";1732;"no";"no";"telephone";21;"nov";1441;3;-1;0;"unknown";"no" +40;"admin.";"single";"secondary";"no";263;"yes";"no";"unknown";6;"may";231;1;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";623;"yes";"no";"cellular";13;"may";96;2;349;5;"failure";"no" +32;"admin.";"married";"secondary";"no";3540;"yes";"no";"cellular";18;"may";213;1;178;1;"failure";"no" +33;"admin.";"married";"secondary";"no";95;"yes";"no";"cellular";30;"apr";335;1;-1;0;"unknown";"yes" +53;"services";"divorced";"secondary";"no";765;"yes";"no";"cellular";14;"may";959;3;174;7;"other";"yes" +46;"technician";"divorced";"secondary";"no";-824;"yes";"no";"cellular";7;"aug";429;3;-1;0;"unknown";"yes" +28;"management";"single";"tertiary";"no";5549;"no";"no";"cellular";28;"jul";383;6;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";191;"yes";"no";"unknown";2;"jun";40;1;-1;0;"unknown";"no" +44;"blue-collar";"married";"primary";"no";420;"yes";"no";"unknown";7;"may";110;2;-1;0;"unknown";"no" +35;"admin.";"married";"secondary";"no";0;"no";"no";"unknown";7;"may";326;1;-1;0;"unknown";"no" +50;"technician";"divorced";"unknown";"no";2706;"yes";"no";"unknown";28;"may";179;3;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"yes";4;"yes";"yes";"cellular";25;"aug";132;8;-1;0;"unknown";"no" +51;"admin.";"married";"secondary";"no";423;"yes";"yes";"cellular";16;"oct";95;1;-1;0;"unknown";"no" +51;"management";"married";"tertiary";"no";-892;"yes";"yes";"cellular";14;"aug";248;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"unknown";"no";-120;"yes";"no";"cellular";3;"feb";100;3;201;2;"failure";"no" +41;"admin.";"divorced";"secondary";"no";-365;"yes";"no";"unknown";28;"may";226;10;-1;0;"unknown";"no" +57;"technician";"married";"tertiary";"no";27069;"no";"yes";"unknown";20;"jun";174;3;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";8038;"yes";"no";"cellular";20;"apr";29;3;152;1;"failure";"no" +47;"technician";"married";"secondary";"no";-938;"yes";"no";"unknown";28;"may";176;2;-1;0;"unknown";"no" +47;"admin.";"divorced";"secondary";"no";1139;"yes";"no";"cellular";11;"jul";106;2;-1;0;"unknown";"no" +36;"self-employed";"married";"secondary";"no";189;"yes";"no";"cellular";19;"nov";136;1;120;1;"failure";"no" +29;"housemaid";"single";"tertiary";"no";19;"no";"no";"cellular";5;"feb";110;2;64;2;"success";"yes" +39;"technician";"married";"secondary";"no";3663;"no";"no";"cellular";11;"aug";230;3;-1;0;"unknown";"no" +53;"blue-collar";"single";"unknown";"no";0;"no";"no";"unknown";12;"may";140;7;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"yes";-614;"yes";"no";"unknown";26;"may";118;2;-1;0;"unknown";"no" +51;"technician";"divorced";"secondary";"no";2323;"yes";"yes";"cellular";18;"aug";151;10;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";425;"yes";"no";"telephone";9;"jul";693;2;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";5122;"no";"no";"cellular";13;"aug";31;1;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";608;"no";"no";"cellular";26;"aug";125;2;-1;0;"unknown";"no" +50;"unknown";"married";"primary";"no";341;"yes";"yes";"cellular";20;"apr";670;4;340;2;"success";"yes" +39;"admin.";"married";"secondary";"no";607;"yes";"no";"cellular";12;"may";454;2;364;3;"failure";"yes" +31;"blue-collar";"married";"secondary";"no";1495;"yes";"yes";"unknown";23;"may";159;3;-1;0;"unknown";"no" +49;"admin.";"married";"secondary";"no";381;"no";"no";"cellular";5;"aug";504;2;-1;0;"unknown";"no" +33;"unemployed";"divorced";"secondary";"no";385;"no";"no";"telephone";27;"aug";29;28;-1;0;"unknown";"no" +26;"management";"single";"tertiary";"no";1274;"yes";"no";"cellular";1;"jun";190;1;84;1;"failure";"no" +27;"blue-collar";"married";"secondary";"no";362;"yes";"no";"unknown";14;"may";332;2;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";377;"yes";"no";"telephone";3;"feb";143;4;272;1;"failure";"no" +26;"admin.";"single";"secondary";"no";802;"no";"no";"cellular";30;"jan";77;1;2;2;"other";"no" +45;"admin.";"married";"secondary";"no";194;"no";"no";"cellular";31;"jul";517;4;-1;0;"unknown";"no" +54;"technician";"married";"secondary";"no";-315;"no";"yes";"cellular";10;"jul";2029;1;-1;0;"unknown";"yes" +49;"technician";"married";"tertiary";"no";1843;"yes";"no";"cellular";25;"may";269;1;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";-9;"no";"no";"cellular";14;"aug";457;2;-1;0;"unknown";"no" +42;"housemaid";"married";"primary";"no";83;"no";"yes";"cellular";7;"aug";184;1;-1;0;"unknown";"no" +50;"entrepreneur";"married";"tertiary";"no";433;"yes";"no";"cellular";18;"may";47;4;-1;0;"unknown";"no" +37;"admin.";"married";"secondary";"no";-107;"yes";"no";"unknown";28;"may";158;2;-1;0;"unknown";"no" +54;"blue-collar";"married";"primary";"no";4503;"no";"no";"telephone";21;"nov";168;3;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";51;"yes";"no";"cellular";11;"may";50;1;-1;0;"unknown";"no" +50;"services";"married";"secondary";"no";961;"no";"yes";"cellular";14;"aug";757;4;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"no";49;"yes";"yes";"cellular";25;"aug";93;4;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";3470;"no";"no";"cellular";11;"aug";285;2;-1;0;"unknown";"no" +49;"technician";"married";"secondary";"no";-147;"yes";"no";"cellular";20;"apr";390;1;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";0;"yes";"no";"cellular";18;"may";146;2;-1;0;"unknown";"no" +28;"blue-collar";"single";"secondary";"no";0;"yes";"no";"unknown";28;"may";386;1;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";172;"no";"no";"cellular";19;"aug";145;7;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";-407;"no";"yes";"cellular";7;"jul";230;1;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";649;"no";"no";"cellular";16;"jul";237;2;91;1;"failure";"no" +49;"blue-collar";"single";"primary";"no";1040;"no";"no";"cellular";8;"jul";474;2;-1;0;"unknown";"no" +30;"unemployed";"married";"secondary";"no";142;"yes";"no";"unknown";20;"may";350;4;-1;0;"unknown";"no" +29;"services";"single";"secondary";"no";209;"yes";"no";"cellular";28;"jul";487;7;-1;0;"unknown";"no" +50;"management";"married";"unknown";"no";3304;"no";"no";"unknown";5;"jun";1009;2;-1;0;"unknown";"no" +26;"student";"single";"tertiary";"no";294;"no";"no";"cellular";5;"mar";87;1;91;2;"success";"yes" +27;"housemaid";"married";"secondary";"no";4848;"yes";"yes";"telephone";23;"jul";82;3;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";1670;"yes";"no";"cellular";18;"may";183;1;-1;0;"unknown";"no" +62;"unknown";"married";"secondary";"no";367;"no";"no";"telephone";2;"mar";139;5;-1;0;"unknown";"no" +34;"blue-collar";"single";"secondary";"no";13683;"yes";"no";"unknown";3;"jun";115;3;-1;0;"unknown";"no" +25;"admin.";"single";"tertiary";"no";1420;"no";"no";"cellular";8;"apr";124;2;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";340;"yes";"no";"unknown";3;"jun";633;28;-1;0;"unknown";"no" +44;"technician";"single";"secondary";"no";1679;"no";"no";"telephone";20;"oct";718;1;-1;0;"unknown";"yes" +38;"management";"married";"tertiary";"no";1198;"yes";"no";"cellular";2;"feb";63;1;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";169;"no";"no";"cellular";14;"aug";180;1;106;2;"failure";"no" +36;"self-employed";"married";"tertiary";"no";506;"no";"no";"cellular";25;"aug";47;1;120;1;"failure";"no" +41;"entrepreneur";"married";"secondary";"no";1249;"yes";"no";"cellular";9;"jul";391;1;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";678;"no";"yes";"unknown";4;"jul";85;3;-1;0;"unknown";"no" +27;"management";"single";"tertiary";"no";212;"yes";"no";"cellular";15;"may";373;1;-1;0;"unknown";"no" +37;"technician";"divorced";"secondary";"no";23;"no";"no";"cellular";20;"aug";289;2;-1;0;"unknown";"no" +47;"management";"single";"tertiary";"no";4402;"no";"no";"telephone";10;"dec";805;1;190;1;"other";"yes" +31;"services";"divorced";"primary";"no";459;"yes";"no";"cellular";7;"may";623;1;293;1;"success";"yes" +39;"self-employed";"married";"secondary";"no";4722;"yes";"no";"unknown";17;"jun";483;1;-1;0;"unknown";"no" +35;"admin.";"divorced";"tertiary";"no";1555;"yes";"no";"unknown";9;"may";26;2;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";61;"yes";"no";"unknown";7;"may";112;3;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";0;"yes";"no";"cellular";17;"nov";213;2;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";3706;"yes";"no";"cellular";20;"nov";129;1;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";1177;"no";"no";"cellular";15;"apr";330;1;311;4;"success";"yes" +53;"management";"married";"primary";"no";2096;"no";"no";"unknown";9;"jun";104;1;-1;0;"unknown";"no" +59;"blue-collar";"married";"primary";"no";748;"no";"no";"unknown";29;"may";184;1;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";3357;"no";"no";"cellular";21;"jul";120;3;-1;0;"unknown";"no" +30;"admin.";"single";"secondary";"no";3809;"yes";"no";"unknown";3;"jun";159;4;-1;0;"unknown";"no" +52;"admin.";"married";"secondary";"no";395;"yes";"no";"unknown";15;"may";391;3;-1;0;"unknown";"no" +55;"blue-collar";"married";"secondary";"no";1011;"yes";"no";"cellular";12;"aug";112;2;-1;0;"unknown";"no" +56;"blue-collar";"married";"primary";"no";420;"yes";"no";"unknown";9;"may";76;1;-1;0;"unknown";"no" +32;"admin.";"married";"secondary";"no";76;"yes";"no";"unknown";21;"may";189;2;-1;0;"unknown";"no" +24;"blue-collar";"married";"secondary";"no";0;"no";"no";"unknown";28;"may";94;1;-1;0;"unknown";"no" +51;"blue-collar";"married";"primary";"no";844;"yes";"no";"unknown";29;"may";184;3;-1;0;"unknown";"no" +36;"management";"married";"tertiary";"no";1318;"yes";"no";"cellular";7;"aug";100;2;-1;0;"unknown";"no" +36;"technician";"married";"tertiary";"no";167;"yes";"no";"cellular";28;"jan";57;1;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";2187;"yes";"no";"cellular";17;"nov";525;3;-1;0;"unknown";"yes" +49;"admin.";"married";"secondary";"no";14440;"yes";"no";"cellular";21;"nov";60;1;-1;0;"unknown";"no" +48;"management";"married";"secondary";"no";2294;"yes";"no";"unknown";26;"may";251;11;-1;0;"unknown";"no" +36;"management";"married";"secondary";"no";80;"yes";"no";"unknown";30;"may";251;3;-1;0;"unknown";"no" +48;"management";"married";"primary";"no";2537;"no";"no";"cellular";26;"aug";219;6;-1;0;"unknown";"no" +30;"technician";"married";"tertiary";"no";569;"no";"no";"cellular";27;"aug";976;12;-1;0;"unknown";"yes" +27;"management";"single";"tertiary";"yes";0;"no";"yes";"cellular";8;"jul";46;1;-1;0;"unknown";"no" +38;"entrepreneur";"married";"tertiary";"no";0;"yes";"no";"cellular";18;"nov";185;3;-1;0;"unknown";"no" +36;"technician";"single";"secondary";"yes";12;"no";"no";"cellular";12;"aug";587;2;-1;0;"unknown";"yes" +45;"technician";"married";"secondary";"no";49;"no";"no";"cellular";29;"jul";65;2;-1;0;"unknown";"no" +44;"housemaid";"married";"tertiary";"no";460;"no";"no";"unknown";17;"jun";491;1;-1;0;"unknown";"no" +42;"technician";"married";"secondary";"no";613;"yes";"no";"cellular";11;"may";432;2;-1;0;"unknown";"no" +37;"entrepreneur";"married";"tertiary";"no";7944;"no";"no";"cellular";21;"nov";102;1;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";1143;"yes";"no";"cellular";17;"apr";264;1;317;1;"failure";"no" +57;"retired";"married";"primary";"no";-464;"yes";"no";"cellular";4;"feb";75;1;190;6;"failure";"no" +44;"services";"married";"secondary";"no";1989;"yes";"yes";"cellular";20;"apr";106;2;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";17;"yes";"yes";"cellular";17;"nov";81;1;-1;0;"unknown";"no" +56;"retired";"married";"primary";"no";-1;"no";"no";"cellular";27;"aug";89;23;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";1698;"yes";"no";"unknown";6;"jun";95;2;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";5306;"yes";"no";"unknown";15;"may";322;1;-1;0;"unknown";"no" +54;"housemaid";"married";"unknown";"no";0;"no";"no";"cellular";14;"apr";94;5;145;3;"other";"no" +51;"retired";"divorced";"secondary";"no";1679;"no";"no";"cellular";12;"aug";417;1;365;9;"other";"yes" +47;"admin.";"married";"secondary";"no";3676;"no";"no";"cellular";18;"oct";567;1;95;3;"success";"yes" +25;"management";"married";"tertiary";"no";-242;"yes";"yes";"cellular";18;"may";600;4;332;4;"other";"yes" +39;"services";"single";"secondary";"no";471;"no";"no";"unknown";15;"oct";5;1;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";8902;"yes";"no";"cellular";14;"aug";464;5;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";1704;"no";"no";"cellular";1;"sep";222;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";3050;"yes";"no";"cellular";13;"may";469;1;-1;0;"unknown";"yes" +53;"housemaid";"married";"primary";"no";2581;"no";"no";"cellular";15;"apr";99;1;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";162;"yes";"no";"unknown";14;"may";297;2;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";243;"yes";"no";"cellular";20;"apr";41;3;-1;0;"unknown";"no" +24;"student";"single";"secondary";"no";1847;"no";"no";"cellular";9;"dec";390;1;-1;0;"unknown";"no" +58;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";29;"may";535;2;-1;0;"unknown";"no" +49;"management";"married";"primary";"no";3371;"no";"no";"cellular";11;"nov";269;2;-1;0;"unknown";"yes" +45;"services";"single";"secondary";"no";1757;"yes";"no";"cellular";20;"apr";1010;3;326;1;"other";"no" +55;"management";"married";"tertiary";"no";171;"yes";"no";"cellular";8;"aug";73;6;-1;0;"unknown";"no" +42;"entrepreneur";"married";"tertiary";"no";157;"yes";"yes";"unknown";7;"may";650;1;-1;0;"unknown";"no" +28;"admin.";"married";"secondary";"no";934;"yes";"no";"unknown";4;"jul";53;2;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";-19;"no";"yes";"unknown";4;"jul";270;1;-1;0;"unknown";"no" +51;"management";"single";"tertiary";"yes";-55;"yes";"no";"cellular";18;"aug";119;6;-1;0;"unknown";"no" +38;"housemaid";"married";"primary";"no";21;"no";"no";"cellular";26;"aug";634;2;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";14;"no";"no";"unknown";14;"may";72;2;-1;0;"unknown";"no" +50;"technician";"single";"secondary";"no";246;"yes";"no";"cellular";17;"nov";270;1;123;2;"failure";"no" +44;"blue-collar";"married";"primary";"no";887;"yes";"no";"cellular";12;"may";165;2;363;1;"failure";"no" +40;"management";"married";"tertiary";"no";51;"no";"no";"cellular";19;"aug";164;2;-1;0;"unknown";"no" +29;"services";"single";"secondary";"no";-287;"yes";"no";"cellular";18;"may";196;1;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";0;"yes";"no";"cellular";14;"jul";78;4;-1;0;"unknown";"no" +44;"self-employed";"single";"tertiary";"no";2734;"yes";"no";"cellular";12;"may";897;4;-1;0;"unknown";"yes" +50;"entrepreneur";"married";"tertiary";"no";52;"no";"no";"cellular";31;"jul";22;8;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";2594;"yes";"no";"cellular";21;"nov";161;3;-1;0;"unknown";"no" +54;"retired";"divorced";"primary";"no";22;"no";"no";"unknown";20;"jun";23;4;-1;0;"unknown";"no" +34;"technician";"married";"tertiary";"no";1611;"yes";"no";"cellular";11;"may";490;2;-1;0;"unknown";"no" +34;"admin.";"single";"tertiary";"no";18;"yes";"yes";"cellular";30;"apr";359;1;-1;0;"unknown";"yes" +52;"blue-collar";"married";"primary";"no";1331;"yes";"no";"cellular";29;"jul";213;2;-1;0;"unknown";"no" +60;"unknown";"married";"unknown";"no";7337;"no";"no";"cellular";4;"aug";122;1;-1;0;"unknown";"no" +39;"management";"single";"secondary";"no";835;"yes";"no";"unknown";29;"may";587;4;-1;0;"unknown";"no" +58;"retired";"married";"primary";"no";5092;"no";"no";"unknown";11;"jun";199;6;-1;0;"unknown";"no" +41;"technician";"divorced";"secondary";"no";52;"no";"no";"cellular";20;"aug";261;2;-1;0;"unknown";"no" +48;"technician";"married";"secondary";"no";10655;"no";"no";"telephone";31;"jul";5;3;-1;0;"unknown";"no" +58;"management";"married";"tertiary";"no";1831;"no";"no";"cellular";17;"nov";1531;1;-1;0;"unknown";"no" +40;"self-employed";"married";"primary";"no";92;"yes";"no";"unknown";13;"may";92;1;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";586;"yes";"yes";"cellular";6;"may";179;2;-1;0;"unknown";"no" +52;"blue-collar";"divorced";"primary";"no";1758;"yes";"no";"unknown";15;"may";41;1;-1;0;"unknown";"no" +50;"self-employed";"married";"secondary";"no";2061;"yes";"yes";"cellular";29;"jan";197;2;244;3;"failure";"no" +25;"technician";"single";"secondary";"no";959;"no";"no";"cellular";9;"jul";144;5;-1;0;"unknown";"no" +54;"retired";"married";"primary";"no";208;"no";"no";"unknown";12;"may";255;1;-1;0;"unknown";"no" +34;"services";"married";"secondary";"no";-315;"yes";"no";"unknown";8;"may";56;2;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"yes";-13;"yes";"no";"cellular";15;"may";20;6;291;2;"other";"no" +37;"admin.";"married";"tertiary";"no";801;"no";"no";"cellular";11;"aug";331;7;-1;0;"unknown";"no" +66;"retired";"married";"tertiary";"no";1948;"no";"no";"cellular";28;"jan";216;1;91;4;"success";"yes" +32;"management";"single";"tertiary";"no";751;"yes";"no";"unknown";8;"may";64;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"secondary";"no";784;"yes";"yes";"unknown";3;"jun";34;1;-1;0;"unknown";"no" +43;"blue-collar";"single";"secondary";"no";24;"no";"no";"cellular";12;"may";68;1;363;1;"failure";"no" +41;"management";"married";"tertiary";"no";72;"yes";"no";"unknown";7;"may";764;3;-1;0;"unknown";"no" +40;"technician";"divorced";"tertiary";"no";1871;"yes";"no";"cellular";17;"nov";64;1;-1;0;"unknown";"no" +44;"services";"single";"secondary";"no";1378;"yes";"no";"unknown";8;"may";257;2;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";188;"yes";"no";"cellular";12;"may";58;3;347;5;"failure";"no" +30;"unknown";"single";"tertiary";"no";6836;"no";"no";"cellular";27;"feb";30;3;-1;0;"unknown";"no" +32;"services";"married";"secondary";"no";61;"yes";"no";"cellular";8;"jul";529;5;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";-967;"yes";"no";"telephone";15;"may";8;7;-1;0;"unknown";"no" +31;"blue-collar";"single";"tertiary";"no";462;"yes";"yes";"unknown";19;"may";147;1;-1;0;"unknown";"no" +49;"unknown";"married";"secondary";"no";0;"no";"no";"cellular";28;"aug";173;2;-1;0;"unknown";"no" +31;"admin.";"single";"secondary";"no";5527;"yes";"no";"unknown";21;"may";132;1;-1;0;"unknown";"no" +41;"admin.";"married";"tertiary";"no";1287;"no";"no";"unknown";16;"jun";286;1;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";17361;"no";"no";"unknown";18;"jun";476;1;-1;0;"unknown";"no" +54;"entrepreneur";"married";"unknown";"no";1956;"no";"no";"cellular";19;"nov";221;5;-1;0;"unknown";"no" +37;"blue-collar";"divorced";"secondary";"no";0;"yes";"no";"cellular";21;"apr";146;4;-1;0;"unknown";"yes" +34;"management";"married";"secondary";"no";-294;"yes";"no";"unknown";27;"may";532;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";275;"no";"no";"cellular";25;"aug";69;6;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";724;"yes";"no";"cellular";17;"nov";157;2;172;1;"failure";"no" +44;"services";"married";"secondary";"no";27;"no";"no";"cellular";25;"may";485;1;-1;0;"unknown";"no" +53;"admin.";"divorced";"secondary";"no";26;"yes";"no";"cellular";7;"may";56;1;359;1;"failure";"no" +36;"technician";"married";"secondary";"no";191;"no";"no";"cellular";31;"aug";69;1;-1;0;"unknown";"no" +58;"technician";"divorced";"secondary";"no";-123;"no";"no";"cellular";5;"aug";131;2;-1;0;"unknown";"no" +26;"student";"single";"secondary";"no";-147;"no";"no";"unknown";4;"jun";95;2;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";179;"no";"no";"cellular";19;"aug";294;3;-1;0;"unknown";"no" +55;"blue-collar";"married";"primary";"no";1086;"yes";"no";"cellular";6;"may";146;1;272;2;"failure";"no" +55;"blue-collar";"married";"secondary";"no";471;"yes";"no";"unknown";30;"may";58;2;-1;0;"unknown";"no" +34;"entrepreneur";"married";"tertiary";"no";105;"yes";"no";"unknown";28;"may";249;2;-1;0;"unknown";"no" +41;"entrepreneur";"divorced";"secondary";"no";1588;"yes";"yes";"unknown";20;"jun";10;8;-1;0;"unknown";"no" +38;"housemaid";"divorced";"secondary";"no";70;"no";"no";"cellular";27;"oct";255;3;148;1;"success";"yes" +28;"blue-collar";"single";"secondary";"no";2700;"no";"no";"cellular";3;"feb";337;4;-1;0;"unknown";"no" +41;"technician";"married";"secondary";"no";1602;"yes";"no";"cellular";2;"jun";142;1;-1;0;"unknown";"no" +30;"admin.";"married";"tertiary";"no";0;"yes";"no";"cellular";24;"jul";209;2;-1;0;"unknown";"no" +39;"technician";"married";"unknown";"no";839;"no";"no";"unknown";30;"may";825;2;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";21515;"yes";"no";"unknown";5;"jun";87;1;-1;0;"unknown";"no" +36;"technician";"married";"secondary";"no";5902;"yes";"no";"unknown";23;"may";219;4;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";547;"yes";"yes";"unknown";21;"may";143;1;-1;0;"unknown";"no" +59;"self-employed";"married";"tertiary";"no";3800;"no";"yes";"cellular";9;"jul";70;1;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";261;"yes";"no";"unknown";27;"may";371;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";0;"yes";"yes";"cellular";4;"feb";539;8;204;5;"failure";"no" +42;"management";"married";"secondary";"yes";-34;"no";"no";"cellular";5;"feb";176;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"unknown";"no";9328;"yes";"no";"cellular";5;"may";725;3;-1;0;"unknown";"yes" +31;"admin.";"married";"secondary";"no";5;"yes";"yes";"cellular";16;"jul";101;7;-1;0;"unknown";"no" +43;"unemployed";"married";"secondary";"no";3529;"no";"no";"cellular";5;"feb";169;2;-1;0;"unknown";"no" +48;"blue-collar";"single";"tertiary";"no";2330;"yes";"no";"unknown";4;"jun";15;1;-1;0;"unknown";"no" +41;"blue-collar";"married";"secondary";"no";1334;"yes";"no";"cellular";20;"apr";234;5;-1;0;"unknown";"no" +32;"self-employed";"married";"tertiary";"no";3601;"no";"no";"cellular";22;"aug";171;15;-1;0;"unknown";"no" +45;"technician";"married";"tertiary";"no";265;"no";"no";"cellular";28;"aug";14;3;-1;0;"unknown";"no" +52;"admin.";"single";"unknown";"no";2227;"no";"no";"cellular";24;"feb";242;2;-1;0;"unknown";"yes" +37;"self-employed";"married";"secondary";"no";487;"no";"yes";"cellular";27;"aug";155;15;-1;0;"unknown";"no" +38;"blue-collar";"divorced";"secondary";"no";0;"yes";"no";"cellular";11;"may";580;1;173;1;"failure";"no" +36;"services";"single";"secondary";"no";174;"yes";"no";"unknown";7;"may";223;2;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";14412;"no";"no";"cellular";18;"nov";297;1;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";3288;"no";"no";"cellular";8;"aug";124;2;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";57;"no";"no";"cellular";2;"feb";465;2;-1;0;"unknown";"no" +47;"technician";"married";"secondary";"no";2246;"yes";"no";"cellular";10;"jul";330;1;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";4441;"yes";"no";"cellular";20;"nov";153;2;183;2;"failure";"no" +42;"management";"divorced";"tertiary";"no";0;"no";"no";"unknown";19;"may";131;2;-1;0;"unknown";"no" +71;"unknown";"married";"tertiary";"no";353;"no";"no";"cellular";27;"jan";208;1;93;2;"failure";"no" +54;"blue-collar";"married";"secondary";"no";448;"yes";"yes";"cellular";5;"aug";98;1;-1;0;"unknown";"no" +53;"entrepreneur";"married";"primary";"no";27;"yes";"no";"telephone";10;"sep";230;3;-1;0;"unknown";"yes" +33;"blue-collar";"divorced";"secondary";"no";474;"no";"no";"cellular";22;"jul";400;2;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";1185;"yes";"no";"cellular";30;"apr";284;1;339;1;"failure";"no" +39;"services";"divorced";"secondary";"no";282;"yes";"no";"cellular";17;"jul";243;1;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";2;"yes";"no";"cellular";15;"may";16;9;309;1;"failure";"no" +34;"technician";"single";"secondary";"no";60;"no";"no";"cellular";7;"aug";274;2;-1;0;"unknown";"no" +39;"self-employed";"single";"tertiary";"no";3972;"no";"no";"cellular";30;"jul";122;3;-1;0;"unknown";"no" +75;"retired";"married";"secondary";"no";26452;"no";"no";"telephone";15;"jul";219;2;-1;0;"unknown";"no" +33;"admin.";"divorced";"secondary";"no";818;"yes";"yes";"cellular";16;"apr";301;3;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";9374;"yes";"no";"cellular";21;"nov";7;8;185;1;"failure";"no" +37;"technician";"married";"unknown";"no";47;"no";"no";"unknown";19;"jun";374;3;-1;0;"unknown";"no" +69;"retired";"married";"primary";"no";279;"no";"no";"telephone";12;"aug";26;1;-1;0;"unknown";"no" +52;"unemployed";"married";"primary";"no";20;"yes";"no";"telephone";28;"jan";172;1;-1;0;"unknown";"no" +31;"admin.";"divorced";"secondary";"no";360;"no";"no";"cellular";15;"may";332;1;297;2;"other";"no" +28;"technician";"single";"secondary";"no";1532;"no";"no";"cellular";22;"may";253;1;107;5;"failure";"no" +29;"management";"single";"tertiary";"no";1673;"no";"no";"cellular";16;"aug";200;2;159;3;"other";"no" +46;"services";"married";"secondary";"no";2420;"no";"no";"cellular";19;"nov";405;2;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";100;"yes";"yes";"unknown";27;"may";132;2;-1;0;"unknown";"no" +41;"admin.";"married";"secondary";"no";0;"no";"no";"unknown";20;"jun";89;1;-1;0;"unknown";"no" +42;"technician";"divorced";"secondary";"no";1533;"no";"yes";"cellular";5;"aug";86;1;-1;0;"unknown";"no" +34;"admin.";"single";"secondary";"no";296;"no";"no";"cellular";7;"jul";147;4;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";2788;"yes";"no";"unknown";6;"jun";369;2;-1;0;"unknown";"yes" +43;"management";"single";"secondary";"no";109;"yes";"no";"unknown";27;"may";64;3;-1;0;"unknown";"no" +32;"technician";"married";"secondary";"no";485;"no";"no";"cellular";26;"aug";98;14;-1;0;"unknown";"no" +33;"technician";"single";"tertiary";"no";125;"no";"no";"telephone";29;"aug";66;2;-1;0;"unknown";"no" +70;"retired";"married";"secondary";"no";616;"no";"no";"cellular";27;"apr";149;2;182;1;"failure";"no" +36;"services";"married";"secondary";"no";3064;"yes";"no";"telephone";26;"aug";240;3;107;4;"failure";"no" +53;"technician";"married";"secondary";"no";206;"no";"no";"cellular";26;"aug";87;6;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";6900;"no";"no";"cellular";21;"nov";816;1;-1;0;"unknown";"no" +45;"services";"divorced";"secondary";"no";-179;"no";"no";"unknown";3;"jul";155;2;-1;0;"unknown";"no" +31;"services";"single";"secondary";"no";481;"yes";"no";"cellular";20;"nov";106;2;183;2;"failure";"no" +28;"admin.";"married";"secondary";"no";12;"yes";"no";"cellular";30;"jan";73;3;256;3;"other";"no" +45;"blue-collar";"married";"primary";"no";0;"no";"no";"unknown";23;"may";574;5;-1;0;"unknown";"no" +51;"management";"married";"tertiary";"no";176;"yes";"yes";"unknown";1;"jun";8;1;687;2;"failure";"no" +53;"management";"married";"primary";"no";4086;"no";"no";"unknown";20;"jun";14;3;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";257;"yes";"no";"unknown";16;"may";731;4;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";53;"yes";"no";"cellular";7;"apr";208;1;140;1;"failure";"no" +31;"blue-collar";"divorced";"secondary";"no";6;"yes";"no";"cellular";29;"jan";821;1;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";562;"no";"no";"cellular";21;"aug";137;4;-1;0;"unknown";"no" +53;"entrepreneur";"married";"secondary";"no";-118;"yes";"no";"unknown";9;"may";101;3;-1;0;"unknown";"no" +40;"blue-collar";"married";"primary";"no";2805;"yes";"no";"cellular";14;"may";173;6;353;23;"failure";"no" +26;"management";"single";"secondary";"no";565;"yes";"no";"unknown";6;"jun";582;11;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";0;"yes";"no";"cellular";21;"jul";676;1;-1;0;"unknown";"no" +51;"management";"married";"tertiary";"no";1612;"no";"no";"cellular";16;"mar";384;1;182;5;"failure";"no" +45;"unemployed";"married";"primary";"no";180;"yes";"yes";"unknown";27;"may";62;2;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";21;"jul";295;3;-1;0;"unknown";"no" +36;"management";"single";"tertiary";"no";876;"yes";"no";"unknown";23;"may";241;2;-1;0;"unknown";"no" +57;"admin.";"married";"secondary";"no";2137;"no";"no";"telephone";8;"jul";132;7;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";260;"yes";"no";"telephone";31;"jul";175;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"yes";-53;"yes";"no";"cellular";16;"apr";648;1;272;1;"other";"yes" +30;"management";"married";"tertiary";"no";944;"no";"no";"cellular";29;"oct";251;2;-1;0;"unknown";"yes" +36;"technician";"married";"secondary";"no";2394;"no";"no";"cellular";14;"aug";184;2;-1;0;"unknown";"no" +43;"technician";"married";"secondary";"no";297;"yes";"no";"cellular";14;"oct";119;3;-1;0;"unknown";"no" +69;"retired";"single";"tertiary";"no";2144;"no";"no";"cellular";29;"jul";417;1;184;4;"success";"yes" +31;"technician";"single";"tertiary";"no";969;"no";"no";"cellular";15;"jun";95;1;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";0;"no";"no";"cellular";14;"jul";125;2;-1;0;"unknown";"no" +26;"entrepreneur";"married";"tertiary";"no";37;"yes";"yes";"cellular";6;"may";207;1;363;2;"failure";"no" +46;"technician";"married";"secondary";"no";410;"no";"yes";"cellular";21;"nov";162;5;-1;0;"unknown";"no" +30;"technician";"married";"secondary";"no";1211;"yes";"no";"cellular";18;"may";176;1;-1;0;"unknown";"no" +33;"management";"single";"tertiary";"no";71;"no";"no";"cellular";22;"aug";107;6;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";436;"yes";"no";"cellular";17;"apr";28;1;345;1;"failure";"no" +48;"blue-collar";"married";"primary";"no";559;"yes";"no";"unknown";15;"may";1231;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1170;"no";"no";"cellular";20;"aug";200;4;-1;0;"unknown";"no" +46;"management";"divorced";"tertiary";"no";25;"no";"no";"unknown";26;"may";103;2;-1;0;"unknown";"no" +40;"services";"married";"secondary";"no";1325;"no";"no";"unknown";11;"jun";150;2;-1;0;"unknown";"no" +39;"entrepreneur";"married";"secondary";"no";0;"no";"no";"cellular";21;"nov";108;7;-1;0;"unknown";"no" +33;"technician";"single";"secondary";"no";647;"yes";"yes";"cellular";4;"feb";124;1;273;1;"other";"no" +50;"blue-collar";"married";"primary";"no";2142;"yes";"no";"cellular";29;"jan";309;2;224;1;"other";"no" +84;"retired";"divorced";"primary";"no";639;"no";"no";"telephone";18;"may";353;3;-1;0;"unknown";"yes" +40;"blue-collar";"married";"primary";"no";177;"yes";"yes";"telephone";21;"jul";742;4;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";236;"no";"no";"cellular";4;"aug";200;1;-1;0;"unknown";"no" +40;"services";"divorced";"secondary";"no";1959;"yes";"no";"unknown";30;"may";177;1;-1;0;"unknown";"no" +46;"admin.";"married";"primary";"no";96;"no";"no";"telephone";4;"feb";151;2;-1;0;"unknown";"no" +43;"self-employed";"single";"tertiary";"no";0;"no";"no";"unknown";19;"jun";147;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";250;"yes";"no";"unknown";29;"may";193;6;-1;0;"unknown";"no" +35;"technician";"single";"secondary";"no";126;"no";"no";"cellular";22;"aug";112;2;-1;0;"unknown";"no" +57;"retired";"married";"unknown";"no";1621;"yes";"no";"unknown";19;"jun";108;1;-1;0;"unknown";"no" +25;"student";"single";"secondary";"no";8;"no";"no";"cellular";22;"apr";107;2;-1;0;"unknown";"yes" +32;"self-employed";"married";"tertiary";"no";189;"yes";"no";"unknown";6;"jun";106;2;-1;0;"unknown";"no" +52;"retired";"single";"secondary";"no";316;"no";"no";"cellular";12;"may";463;3;-1;0;"unknown";"no" +31;"self-employed";"single";"tertiary";"yes";-282;"yes";"no";"cellular";20;"nov";131;3;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";-308;"yes";"no";"cellular";30;"apr";140;2;-1;0;"unknown";"no" +42;"technician";"divorced";"secondary";"no";248;"no";"no";"cellular";19;"aug";163;4;-1;0;"unknown";"no" +47;"blue-collar";"divorced";"primary";"no";126;"yes";"no";"unknown";3;"jun";2456;2;-1;0;"unknown";"yes" +50;"self-employed";"divorced";"tertiary";"no";13;"yes";"no";"cellular";20;"apr";76;1;-1;0;"unknown";"yes" +30;"technician";"married";"secondary";"no";-393;"yes";"yes";"cellular";16;"jul";435;1;-1;0;"unknown";"yes" +33;"services";"single";"secondary";"no";358;"yes";"no";"cellular";7;"may";302;1;356;3;"failure";"no" +56;"technician";"single";"tertiary";"no";917;"no";"no";"unknown";9;"jun";306;1;-1;0;"unknown";"no" +34;"admin.";"divorced";"secondary";"no";1268;"yes";"no";"cellular";15;"may";259;3;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";-163;"yes";"yes";"cellular";8;"aug";502;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";473;"yes";"no";"cellular";11;"may";72;2;361;1;"other";"no" +34;"management";"married";"tertiary";"no";4831;"yes";"no";"cellular";4;"feb";265;1;-1;0;"unknown";"no" +37;"technician";"married";"secondary";"no";1063;"yes";"no";"cellular";31;"jul";413;2;-1;0;"unknown";"no" +30;"management";"married";"secondary";"no";0;"yes";"no";"cellular";12;"may";756;3;-1;0;"unknown";"no" +29;"blue-collar";"married";"secondary";"no";424;"yes";"yes";"unknown";14;"may";241;2;-1;0;"unknown";"no" +56;"unemployed";"divorced";"primary";"no";802;"no";"no";"telephone";3;"feb";258;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";430;"yes";"no";"cellular";25;"jul";137;16;-1;0;"unknown";"no" +59;"unknown";"married";"unknown";"no";3940;"no";"no";"unknown";5;"jun";48;2;-1;0;"unknown";"no" +36;"housemaid";"married";"secondary";"no";2880;"no";"no";"unknown";12;"jun";283;1;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"secondary";"no";1069;"yes";"no";"unknown";30;"may";247;2;-1;0;"unknown";"no" +54;"self-employed";"divorced";"primary";"no";4382;"yes";"no";"telephone";18;"may";193;4;-1;0;"unknown";"no" +37;"management";"married";"tertiary";"no";0;"no";"no";"cellular";11;"mar";129;4;107;2;"failure";"no" +32;"technician";"married";"tertiary";"no";3939;"no";"no";"cellular";8;"aug";209;2;-1;0;"unknown";"no" +42;"self-employed";"married";"tertiary";"no";753;"no";"no";"unknown";17;"jun";31;1;-1;0;"unknown";"no" +29;"blue-collar";"married";"secondary";"no";358;"no";"no";"cellular";21;"jul";88;5;-1;0;"unknown";"no" +52;"blue-collar";"married";"primary";"no";1141;"yes";"no";"cellular";12;"may";22;5;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";1259;"no";"no";"unknown";20;"may";234;5;-1;0;"unknown";"no" +30;"services";"married";"secondary";"no";227;"no";"yes";"unknown";3;"jun";23;1;-1;0;"unknown";"no" +55;"entrepreneur";"divorced";"secondary";"no";538;"yes";"no";"cellular";7;"aug";353;2;-1;0;"unknown";"yes" +49;"management";"married";"tertiary";"no";92;"yes";"no";"unknown";6;"may";221;2;-1;0;"unknown";"no" +33;"technician";"married";"tertiary";"no";8023;"no";"no";"cellular";25;"feb";196;1;87;4;"failure";"no" +32;"services";"single";"secondary";"no";2478;"no";"yes";"cellular";20;"nov";395;1;-1;0;"unknown";"no" +21;"student";"single";"secondary";"no";6844;"no";"no";"cellular";14;"aug";126;3;127;7;"other";"no" +42;"technician";"married";"secondary";"no";440;"yes";"no";"cellular";3;"feb";13;5;-1;0;"unknown";"no" +56;"self-employed";"married";"secondary";"no";800;"no";"yes";"cellular";9;"jul";170;1;-1;0;"unknown";"no" +39;"unknown";"single";"secondary";"no";914;"no";"no";"unknown";5;"jun";20;1;-1;0;"unknown";"no" +30;"entrepreneur";"single";"secondary";"no";638;"no";"no";"cellular";14;"jul";358;6;-1;0;"unknown";"no" +55;"retired";"married";"secondary";"no";159;"no";"no";"cellular";28;"aug";159;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";483;"yes";"no";"cellular";12;"may";225;3;-1;0;"unknown";"no" +53;"unemployed";"married";"secondary";"no";94;"no";"no";"cellular";10;"aug";493;1;181;14;"success";"yes" +57;"retired";"married";"secondary";"no";1044;"no";"no";"telephone";11;"jan";585;1;192;2;"success";"yes" +39;"self-employed";"single";"unknown";"no";0;"no";"no";"unknown";20;"jun";13;11;-1;0;"unknown";"no" +56;"technician";"divorced";"tertiary";"no";401;"yes";"no";"telephone";20;"nov";26;1;-1;0;"unknown";"no" +29;"services";"single";"unknown";"no";33;"no";"no";"unknown";1;"jul";161;1;-1;0;"unknown";"no" +38;"blue-collar";"married";"primary";"no";506;"yes";"yes";"unknown";12;"jun";122;1;-1;0;"unknown";"no" +59;"management";"married";"tertiary";"no";1881;"no";"no";"cellular";19;"nov";456;2;-1;0;"unknown";"no" +42;"technician";"single";"unknown";"no";344;"yes";"no";"unknown";3;"jun";26;7;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";0;"yes";"no";"unknown";12;"may";51;9;-1;0;"unknown";"no" +31;"admin.";"married";"secondary";"no";3;"yes";"no";"cellular";28;"jul";37;12;-1;0;"unknown";"no" +35;"services";"divorced";"secondary";"no";221;"yes";"no";"cellular";14;"may";150;1;360;1;"failure";"no" +50;"self-employed";"married";"secondary";"no";36;"no";"no";"cellular";13;"aug";104;10;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";969;"yes";"no";"cellular";13;"may";721;1;-1;0;"unknown";"no" +36;"services";"single";"secondary";"no";760;"no";"no";"unknown";20;"jun";9;13;-1;0;"unknown";"no" +25;"admin.";"single";"tertiary";"no";220;"no";"no";"cellular";26;"may";68;1;-1;0;"unknown";"no" +42;"management";"single";"tertiary";"no";10907;"no";"no";"cellular";4;"may";74;3;-1;0;"unknown";"no" +27;"student";"single";"tertiary";"no";-148;"yes";"no";"cellular";11;"sep";146;3;224;1;"other";"no" +32;"blue-collar";"married";"primary";"no";415;"yes";"no";"unknown";2;"jun";777;4;-1;0;"unknown";"yes" +57;"management";"married";"tertiary";"no";1341;"yes";"no";"unknown";8;"may";339;2;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";865;"yes";"no";"cellular";13;"may";78;2;-1;0;"unknown";"no" +34;"blue-collar";"divorced";"secondary";"no";-566;"yes";"no";"unknown";26;"may";248;2;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";210;"yes";"yes";"unknown";20;"may";201;1;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";1275;"yes";"no";"unknown";20;"jun";18;9;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";579;"no";"no";"cellular";26;"aug";83;4;-1;0;"unknown";"no" +60;"technician";"single";"tertiary";"no";2934;"no";"no";"cellular";8;"aug";233;2;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";6637;"yes";"no";"cellular";17;"apr";174;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";271;"no";"no";"cellular";18;"nov";89;1;-1;0;"unknown";"no" +52;"technician";"married";"tertiary";"no";0;"no";"no";"cellular";9;"aug";145;3;94;4;"success";"no" +36;"services";"married";"secondary";"no";472;"yes";"no";"unknown";19;"jun";1017;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"primary";"no";487;"yes";"no";"unknown";7;"may";548;2;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";699;"yes";"no";"cellular";11;"aug";213;4;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";150;"no";"no";"cellular";5;"feb";210;1;-1;0;"unknown";"no" +31;"management";"single";"tertiary";"no";1130;"yes";"no";"cellular";17;"apr";224;3;74;4;"failure";"no" +29;"management";"single";"secondary";"no";584;"yes";"no";"unknown";16;"jun";541;19;-1;0;"unknown";"no" +48;"services";"divorced";"secondary";"no";3186;"no";"yes";"cellular";9;"apr";104;1;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";133;"no";"no";"cellular";15;"apr";171;1;-1;0;"unknown";"yes" +30;"housemaid";"single";"tertiary";"no";868;"no";"no";"cellular";7;"aug";387;2;-1;0;"unknown";"no" +48;"blue-collar";"married";"secondary";"no";480;"yes";"no";"cellular";15;"may";830;1;352;2;"failure";"yes" +51;"blue-collar";"married";"unknown";"no";1883;"yes";"no";"unknown";5;"may";57;1;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";606;"no";"no";"cellular";20;"apr";97;1;-1;0;"unknown";"yes" +35;"blue-collar";"married";"secondary";"no";603;"yes";"no";"cellular";17;"apr";474;2;-1;0;"unknown";"no" +49;"management";"single";"primary";"no";548;"no";"no";"telephone";31;"jul";115;6;-1;0;"unknown";"no" +36;"unemployed";"married";"secondary";"no";-872;"yes";"yes";"cellular";20;"nov";153;1;183;1;"failure";"no" +37;"blue-collar";"divorced";"secondary";"no";33;"yes";"no";"cellular";20;"nov";106;2;167;1;"failure";"no" +37;"management";"married";"tertiary";"no";1689;"yes";"no";"unknown";29;"may";645;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"primary";"no";902;"no";"no";"unknown";9;"jun";210;2;-1;0;"unknown";"no" +44;"services";"divorced";"secondary";"no";0;"yes";"yes";"unknown";13;"may";97;1;-1;0;"unknown";"no" +40;"student";"married";"secondary";"no";260;"no";"no";"cellular";19;"nov";52;1;152;6;"failure";"no" +57;"technician";"married";"secondary";"no";589;"yes";"no";"cellular";2;"feb";223;1;76;4;"failure";"no" +39;"technician";"married";"secondary";"no";626;"yes";"no";"cellular";11;"may";126;2;-1;0;"unknown";"no" +38;"services";"married";"secondary";"no";0;"no";"yes";"cellular";16;"jul";1473;6;-1;0;"unknown";"no" +51;"blue-collar";"divorced";"secondary";"no";78;"yes";"no";"unknown";27;"may";723;2;-1;0;"unknown";"no" +27;"blue-collar";"single";"secondary";"no";3792;"no";"no";"cellular";22;"apr";279;2;-1;0;"unknown";"yes" +38;"blue-collar";"single";"tertiary";"no";14058;"no";"no";"telephone";17;"jul";293;20;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";-522;"yes";"yes";"cellular";5;"may";670;2;286;6;"failure";"yes" +36;"student";"single";"unknown";"no";386;"no";"no";"unknown";18;"jun";359;2;-1;0;"unknown";"no" +37;"unemployed";"married";"secondary";"no";1978;"no";"no";"cellular";9;"sep";404;1;182;1;"success";"yes" +53;"admin.";"married";"secondary";"no";459;"no";"no";"cellular";14;"oct";317;6;192;1;"success";"no" +38;"unemployed";"married";"tertiary";"no";2812;"yes";"no";"cellular";30;"apr";830;1;-1;0;"unknown";"yes" +48;"management";"married";"tertiary";"no";5057;"no";"yes";"cellular";19;"nov";37;1;-1;0;"unknown";"no" +26;"housemaid";"married";"secondary";"no";-759;"yes";"no";"cellular";11;"jul";191;1;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";-416;"yes";"no";"unknown";16;"may";767;2;-1;0;"unknown";"yes" +47;"technician";"married";"unknown";"no";2106;"yes";"no";"unknown";6;"may";168;1;-1;0;"unknown";"no" +45;"management";"divorced";"tertiary";"no";220;"yes";"no";"unknown";18;"jun";89;4;-1;0;"unknown";"no" +32;"blue-collar";"divorced";"secondary";"no";0;"yes";"no";"unknown";2;"jun";746;2;-1;0;"unknown";"no" +69;"retired";"married";"unknown";"no";426;"no";"no";"telephone";9;"mar";225;1;90;1;"success";"yes" +65;"unknown";"married";"unknown";"no";4717;"no";"no";"telephone";6;"aug";256;1;-1;0;"unknown";"yes" +37;"blue-collar";"married";"secondary";"no";395;"yes";"no";"unknown";6;"may";219;2;-1;0;"unknown";"no" +45;"blue-collar";"divorced";"primary";"no";0;"yes";"no";"cellular";21;"jul";211;2;-1;0;"unknown";"no" +36;"blue-collar";"married";"secondary";"no";-206;"yes";"no";"unknown";8;"may";177;2;-1;0;"unknown";"no" +62;"self-employed";"divorced";"tertiary";"no";6;"yes";"no";"cellular";13;"oct";216;1;183;4;"success";"yes" +37;"management";"married";"tertiary";"no";4039;"no";"yes";"cellular";25;"jul";106;2;-1;0;"unknown";"no" +39;"services";"divorced";"secondary";"no";687;"yes";"no";"cellular";9;"jul";869;1;-1;0;"unknown";"yes" +38;"technician";"single";"secondary";"no";-242;"yes";"no";"cellular";18;"may";1173;3;278;6;"success";"yes" +31;"management";"married";"tertiary";"no";582;"yes";"no";"cellular";15;"jul";58;2;-1;0;"unknown";"no" +58;"blue-collar";"divorced";"primary";"no";8218;"yes";"no";"cellular";31;"jul";124;10;-1;0;"unknown";"no" +44;"management";"single";"tertiary";"no";1424;"yes";"no";"cellular";8;"aug";201;2;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";92;"yes";"no";"unknown";16;"may";688;1;-1;0;"unknown";"yes" +33;"technician";"single";"secondary";"no";2085;"no";"no";"cellular";9;"feb";501;2;-1;0;"unknown";"yes" +36;"technician";"single";"tertiary";"no";197;"no";"no";"cellular";30;"apr";260;1;-1;0;"unknown";"yes" +31;"technician";"single";"secondary";"no";2305;"no";"no";"cellular";4;"aug";139;1;-1;0;"unknown";"no" +45;"admin.";"married";"secondary";"no";-547;"yes";"no";"unknown";3;"jun";214;2;-1;0;"unknown";"no" +30;"technician";"single";"tertiary";"no";411;"no";"no";"cellular";21;"apr";142;1;-1;0;"unknown";"no" +34;"blue-collar";"married";"secondary";"no";584;"yes";"no";"cellular";18;"jul";154;2;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";997;"yes";"yes";"cellular";21;"nov";81;1;-1;0;"unknown";"no" +39;"admin.";"divorced";"secondary";"no";83;"yes";"no";"cellular";30;"jul";69;6;-1;0;"unknown";"no" +41;"management";"married";"tertiary";"no";6563;"no";"no";"cellular";27;"aug";136;8;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";0;"yes";"no";"cellular";31;"jul";99;13;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";0;"no";"no";"cellular";21;"nov";9;6;-1;0;"unknown";"no" +36;"blue-collar";"married";"primary";"no";398;"yes";"no";"unknown";12;"jun";278;1;-1;0;"unknown";"no" +35;"admin.";"married";"tertiary";"no";1145;"yes";"no";"cellular";2;"feb";82;2;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";2;"yes";"no";"cellular";11;"sep";100;2;-1;0;"unknown";"yes" +33;"management";"single";"tertiary";"no";201;"yes";"no";"cellular";19;"nov";171;1;183;1;"failure";"no" +49;"entrepreneur";"married";"primary";"no";563;"no";"no";"unknown";19;"jun";84;1;-1;0;"unknown";"no" +35;"management";"married";"tertiary";"no";3161;"no";"no";"cellular";8;"aug";433;2;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";0;"no";"yes";"cellular";15;"jul";624;6;-1;0;"unknown";"no" +42;"management";"married";"secondary";"no";1331;"no";"no";"cellular";23;"jul";698;2;-1;0;"unknown";"no" +34;"housemaid";"married";"primary";"no";2929;"no";"no";"cellular";14;"aug";518;2;-1;0;"unknown";"yes" +32;"services";"married";"secondary";"yes";-220;"yes";"yes";"cellular";25;"jul";123;2;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";5980;"yes";"no";"unknown";28;"may";317;1;-1;0;"unknown";"no" +32;"services";"single";"secondary";"no";48;"yes";"no";"cellular";20;"apr";8;3;-1;0;"unknown";"no" +50;"housemaid";"single";"unknown";"no";0;"no";"no";"telephone";28;"jul";118;8;-1;0;"unknown";"no" +58;"retired";"married";"secondary";"no";3382;"no";"yes";"cellular";28;"may";294;2;309;2;"failure";"no" +59;"technician";"married";"secondary";"no";2308;"no";"no";"cellular";30;"apr";815;1;87;1;"other";"yes" +25;"student";"married";"tertiary";"no";10;"yes";"no";"cellular";21;"jul";857;4;-1;0;"unknown";"yes" +57;"services";"married";"secondary";"no";162;"yes";"no";"unknown";5;"may";174;1;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";1073;"yes";"no";"cellular";5;"may";1130;4;-1;0;"unknown";"no" +26;"services";"single";"secondary";"no";1700;"yes";"no";"cellular";7;"may";13;5;-1;0;"unknown";"no" +50;"services";"single";"primary";"no";148;"yes";"no";"unknown";7;"may";198;2;-1;0;"unknown";"no" +39;"services";"married";"secondary";"no";0;"yes";"no";"cellular";8;"may";503;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";185;"yes";"no";"cellular";29;"jan";249;3;-1;0;"unknown";"no" +37;"management";"divorced";"tertiary";"no";896;"no";"yes";"cellular";14;"aug";343;2;-1;0;"unknown";"no" +47;"blue-collar";"divorced";"primary";"no";1279;"yes";"no";"cellular";6;"feb";479;2;-1;0;"unknown";"no" +50;"technician";"married";"tertiary";"no";199;"yes";"yes";"cellular";3;"feb";116;2;253;1;"failure";"no" +40;"management";"married";"secondary";"no";99;"no";"no";"cellular";9;"feb";15;5;-1;0;"unknown";"no" +35;"blue-collar";"married";"primary";"no";378;"yes";"no";"unknown";16;"may";427;3;-1;0;"unknown";"no" +53;"management";"married";"tertiary";"no";15;"no";"no";"cellular";20;"aug";921;2;-1;0;"unknown";"yes" +35;"admin.";"married";"secondary";"no";147;"yes";"yes";"cellular";29;"jan";41;1;184;7;"failure";"no" +54;"technician";"married";"secondary";"no";2225;"no";"yes";"cellular";13;"aug";73;2;-1;0;"unknown";"no" +35;"admin.";"single";"secondary";"no";1810;"yes";"no";"cellular";25;"may";65;2;-1;0;"unknown";"no" +31;"housemaid";"married";"unknown";"yes";-6;"no";"yes";"telephone";7;"jul";94;2;-1;0;"unknown";"no" +46;"technician";"divorced";"secondary";"no";435;"yes";"no";"unknown";15;"may";192;3;-1;0;"unknown";"no" +52;"management";"married";"secondary";"no";335;"no";"no";"cellular";21;"oct";411;1;182;1;"failure";"yes" +34;"admin.";"divorced";"secondary";"no";-251;"no";"no";"cellular";18;"jul";641;1;-1;0;"unknown";"yes" +46;"services";"divorced";"secondary";"no";5;"yes";"yes";"cellular";29;"jan";305;2;-1;0;"unknown";"no" +54;"self-employed";"married";"secondary";"no";641;"yes";"no";"cellular";17;"apr";472;1;148;2;"failure";"no" +37;"admin.";"married";"tertiary";"no";0;"yes";"no";"cellular";21;"jul";115;1;-1;0;"unknown";"no" +39;"admin.";"married";"tertiary";"no";722;"no";"no";"telephone";23;"apr";141;1;-1;0;"unknown";"no" +50;"technician";"married";"tertiary";"no";3337;"yes";"yes";"telephone";31;"jul";24;14;-1;0;"unknown";"no" +44;"technician";"divorced";"secondary";"no";0;"no";"no";"cellular";28;"jul";264;5;-1;0;"unknown";"no" +56;"admin.";"married";"secondary";"no";1504;"yes";"no";"unknown";29;"may";66;2;-1;0;"unknown";"no" +40;"services";"married";"tertiary";"no";35;"no";"no";"cellular";3;"jul";318;4;317;3;"failure";"no" +36;"services";"married";"secondary";"no";895;"yes";"yes";"unknown";4;"jun";622;1;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";752;"yes";"no";"cellular";11;"aug";104;4;-1;0;"unknown";"no" +33;"blue-collar";"single";"secondary";"no";1925;"yes";"no";"cellular";2;"mar";76;2;-1;0;"unknown";"no" +42;"services";"married";"secondary";"no";-246;"yes";"no";"unknown";7;"may";149;1;-1;0;"unknown";"no" +30;"self-employed";"single";"tertiary";"no";901;"yes";"yes";"unknown";16;"may";601;1;-1;0;"unknown";"no" +33;"admin.";"single";"secondary";"no";894;"no";"no";"cellular";5;"feb";509;2;-1;0;"unknown";"no" +26;"blue-collar";"single";"secondary";"no";592;"yes";"yes";"unknown";27;"may";174;1;-1;0;"unknown";"no" +26;"admin.";"single";"secondary";"no";3529;"no";"yes";"cellular";7;"sep";57;2;-1;0;"unknown";"no" +37;"services";"married";"secondary";"no";0;"yes";"yes";"cellular";31;"jul";187;2;-1;0;"unknown";"no" +59;"retired";"married";"primary";"no";0;"no";"no";"cellular";5;"jun";493;2;-1;0;"unknown";"yes" +49;"blue-collar";"married";"primary";"no";371;"yes";"no";"cellular";31;"jul";18;44;-1;0;"unknown";"no" +33;"blue-collar";"single";"primary";"no";1;"yes";"no";"cellular";20;"apr";257;1;-1;0;"unknown";"no" +46;"technician";"single";"secondary";"no";834;"yes";"no";"cellular";11;"jul";196;2;-1;0;"unknown";"no" +55;"entrepreneur";"married";"primary";"no";298;"yes";"no";"unknown";8;"may";144;3;-1;0;"unknown";"no" +49;"services";"married";"tertiary";"no";306;"yes";"no";"cellular";18;"aug";285;7;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";143;"yes";"no";"unknown";16;"may";627;1;-1;0;"unknown";"no" +27;"admin.";"married";"secondary";"no";186;"yes";"no";"unknown";27;"may";136;2;-1;0;"unknown";"no" +44;"technician";"married";"secondary";"no";5597;"no";"no";"unknown";20;"jun";27;3;-1;0;"unknown";"no" +40;"services";"single";"secondary";"no";1547;"yes";"no";"cellular";12;"may";88;2;173;1;"success";"no" +36;"management";"married";"tertiary";"no";1852;"no";"no";"unknown";8;"may";362;1;-1;0;"unknown";"no" +46;"admin.";"single";"secondary";"no";1790;"yes";"no";"unknown";5;"jun";214;5;-1;0;"unknown";"no" +30;"services";"single";"secondary";"no";20;"yes";"no";"cellular";20;"apr";404;6;340;1;"failure";"no" +35;"admin.";"married";"secondary";"no";8652;"yes";"no";"unknown";24;"jun";103;6;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";1626;"no";"no";"cellular";7;"may";356;2;286;3;"failure";"no" +37;"admin.";"married";"secondary";"no";749;"no";"no";"cellular";21;"apr";219;1;-1;0;"unknown";"no" +49;"blue-collar";"married";"unknown";"no";51;"yes";"no";"unknown";7;"may";984;1;-1;0;"unknown";"no" +27;"services";"single";"secondary";"yes";-1;"no";"no";"cellular";22;"jul";60;2;-1;0;"unknown";"no" +32;"blue-collar";"married";"secondary";"no";-32;"yes";"no";"cellular";12;"may";145;1;-1;0;"unknown";"no" +70;"retired";"divorced";"secondary";"no";6850;"no";"no";"telephone";5;"mar";252;3;183;1;"failure";"no" +22;"technician";"single";"secondary";"no";333;"no";"yes";"telephone";12;"nov";129;1;-1;0;"unknown";"no" +58;"blue-collar";"married";"secondary";"no";-27;"no";"yes";"telephone";31;"jul";77;13;-1;0;"unknown";"no" +33;"blue-collar";"married";"secondary";"no";932;"yes";"no";"unknown";21;"may";226;1;-1;0;"unknown";"no" +83;"retired";"divorced";"primary";"no";0;"no";"no";"telephone";31;"may";664;1;77;3;"success";"no" +50;"management";"divorced";"tertiary";"no";100;"yes";"yes";"cellular";13;"may";157;1;299;3;"failure";"no" +53;"blue-collar";"married";"secondary";"no";-626;"yes";"no";"cellular";9;"jul";205;1;-1;0;"unknown";"no" +37;"management";"single";"tertiary";"no";9;"no";"no";"cellular";26;"aug";484;2;-1;0;"unknown";"no" +55;"services";"divorced";"primary";"no";653;"no";"no";"unknown";6;"jun";800;1;-1;0;"unknown";"no" +49;"admin.";"married";"secondary";"no";3608;"yes";"no";"unknown";13;"nov";231;1;-1;0;"unknown";"yes" +41;"blue-collar";"married";"primary";"no";293;"yes";"yes";"cellular";7;"may";102;1;-1;0;"unknown";"no" +40;"management";"single";"tertiary";"no";36;"yes";"no";"unknown";27;"may";240;3;-1;0;"unknown";"no" +48;"management";"married";"tertiary";"no";263;"yes";"no";"unknown";5;"may";350;2;-1;0;"unknown";"no" +27;"student";"single";"secondary";"no";8366;"no";"no";"cellular";7;"may";458;2;349;1;"other";"no" +30;"management";"single";"tertiary";"no";2186;"yes";"no";"unknown";3;"jun";366;1;-1;0;"unknown";"no" +37;"entrepreneur";"single";"secondary";"no";20453;"yes";"no";"telephone";4;"may";115;1;-1;0;"unknown";"no" +37;"services";"single";"secondary";"no";105;"no";"yes";"unknown";17;"jun";260;4;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";440;"yes";"no";"unknown";5;"jun";327;2;-1;0;"unknown";"no" +73;"retired";"married";"unknown";"no";519;"no";"no";"telephone";16;"oct";434;1;57;1;"failure";"yes" +50;"management";"married";"tertiary";"no";19447;"yes";"yes";"cellular";21;"nov";166;1;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";225;"no";"no";"cellular";18;"jul";171;7;-1;0;"unknown";"no" +47;"blue-collar";"married";"secondary";"no";2548;"yes";"no";"cellular";11;"may";577;1;368;1;"other";"no" +33;"technician";"divorced";"secondary";"no";0;"no";"no";"cellular";21;"aug";224;8;-1;0;"unknown";"no" +50;"blue-collar";"married";"unknown";"no";2284;"yes";"no";"telephone";31;"jul";1088;17;-1;0;"unknown";"yes" +51;"blue-collar";"married";"primary";"no";40;"yes";"no";"cellular";13;"may";79;1;370;1;"failure";"no" +42;"housemaid";"divorced";"tertiary";"no";364;"no";"no";"cellular";18;"nov";52;1;-1;0;"unknown";"no" +34;"technician";"single";"secondary";"no";174;"no";"no";"telephone";11;"may";259;4;-1;0;"unknown";"no" +44;"technician";"married";"secondary";"no";10888;"yes";"no";"cellular";5;"aug";163;1;-1;0;"unknown";"no" +32;"admin.";"married";"secondary";"no";0;"yes";"yes";"cellular";17;"nov";159;2;195;2;"failure";"no" +60;"retired";"married";"tertiary";"no";225;"no";"no";"cellular";19;"aug";54;2;-1;0;"unknown";"no" +60;"retired";"divorced";"tertiary";"no";2131;"no";"no";"cellular";10;"jul";421;6;-1;0;"unknown";"no" +29;"blue-collar";"single";"secondary";"no";-20;"no";"yes";"cellular";21;"jul";574;1;-1;0;"unknown";"yes" +39;"management";"single";"secondary";"no";36;"no";"no";"cellular";29;"aug";70;2;-1;0;"unknown";"no" +47;"blue-collar";"married";"primary";"no";2642;"no";"no";"cellular";13;"aug";310;2;-1;0;"unknown";"no" +30;"admin.";"married";"tertiary";"no";400;"yes";"no";"cellular";7;"may";223;1;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";1214;"no";"no";"cellular";3;"feb";39;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";-292;"yes";"no";"cellular";19;"aug";181;6;-1;0;"unknown";"no" +51;"admin.";"married";"secondary";"no";1415;"yes";"no";"unknown";2;"jun";151;3;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";213;"yes";"no";"unknown";16;"jun";270;15;-1;0;"unknown";"no" +47;"admin.";"single";"secondary";"no";2540;"no";"no";"cellular";18;"nov";110;5;-1;0;"unknown";"no" +46;"housemaid";"single";"tertiary";"no";3232;"no";"no";"telephone";15;"jun";94;2;-1;0;"unknown";"no" +33;"management";"married";"tertiary";"no";296;"no";"no";"cellular";16;"jul";90;2;-1;0;"unknown";"no" +30;"management";"married";"tertiary";"no";42;"no";"no";"cellular";25;"aug";115;6;-1;0;"unknown";"no" +40;"technician";"married";"secondary";"no";697;"no";"no";"cellular";24;"jun";220;2;219;2;"other";"no" +38;"blue-collar";"single";"secondary";"no";13156;"yes";"no";"cellular";17;"apr";291;4;331;1;"failure";"no" +63;"retired";"divorced";"secondary";"no";1490;"no";"no";"cellular";8;"jun";506;1;-1;0;"unknown";"yes" +33;"management";"married";"tertiary";"no";150;"no";"no";"cellular";21;"aug";151;2;-1;0;"unknown";"no" +59;"retired";"married";"secondary";"no";0;"no";"no";"unknown";5;"jun";812;1;-1;0;"unknown";"yes" +29;"management";"single";"tertiary";"no";4210;"yes";"no";"cellular";18;"may";119;1;-1;0;"unknown";"no" +54;"services";"divorced";"secondary";"no";1012;"yes";"no";"cellular";12;"may";33;3;175;2;"other";"no" +57;"technician";"married";"secondary";"no";16063;"yes";"no";"unknown";30;"may";352;3;-1;0;"unknown";"no" +57;"blue-collar";"married";"primary";"no";5431;"yes";"yes";"unknown";6;"may";383;1;-1;0;"unknown";"no" +28;"services";"single";"secondary";"no";317;"yes";"no";"unknown";16;"may";21;3;-1;0;"unknown";"no" +30;"technician";"single";"secondary";"no";4787;"yes";"no";"cellular";18;"nov";266;1;167;2;"failure";"no" +28;"blue-collar";"married";"secondary";"no";225;"yes";"yes";"unknown";7;"may";866;2;-1;0;"unknown";"no" +45;"services";"divorced";"primary";"no";3854;"yes";"no";"unknown";20;"jun";10;3;-1;0;"unknown";"no" +29;"services";"divorced";"secondary";"no";92;"yes";"no";"cellular";7;"may";240;1;-1;0;"unknown";"no" +42;"blue-collar";"married";"primary";"no";-10;"yes";"no";"unknown";9;"may";291;4;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";-617;"yes";"no";"unknown";2;"jun";115;2;-1;0;"unknown";"no" +59;"housemaid";"divorced";"primary";"no";195;"no";"no";"unknown";5;"may";366;2;-1;0;"unknown";"no" +41;"blue-collar";"married";"primary";"no";1172;"yes";"no";"unknown";15;"may";153;1;-1;0;"unknown";"no" +57;"housemaid";"married";"secondary";"no";0;"no";"no";"cellular";22;"aug";197;2;-1;0;"unknown";"no" +43;"services";"divorced";"secondary";"no";0;"no";"no";"cellular";31;"jul";106;4;-1;0;"unknown";"no" +30;"services";"divorced";"secondary";"no";-94;"yes";"no";"cellular";14;"jul";41;2;-1;0;"unknown";"no" +26;"admin.";"single";"secondary";"no";609;"no";"no";"telephone";28;"jan";112;1;-1;0;"unknown";"no" +52;"management";"single";"tertiary";"no";4;"no";"yes";"cellular";28;"jul";30;9;-1;0;"unknown";"no" +32;"entrepreneur";"divorced";"secondary";"no";1121;"yes";"yes";"cellular";16;"apr";211;3;-1;0;"unknown";"no" +39;"management";"divorced";"tertiary";"no";355;"yes";"no";"cellular";25;"aug";313;5;-1;0;"unknown";"no" +31;"blue-collar";"married";"secondary";"no";3653;"yes";"yes";"cellular";21;"nov";252;1;168;4;"failure";"no" +83;"retired";"divorced";"primary";"no";1097;"no";"no";"telephone";5;"mar";181;1;-1;0;"unknown";"yes" +34;"management";"married";"tertiary";"no";436;"no";"yes";"cellular";28;"jul";118;4;-1;0;"unknown";"no" +40;"blue-collar";"married";"secondary";"no";4795;"yes";"no";"cellular";17;"apr";57;1;-1;0;"unknown";"no" +39;"self-employed";"married";"secondary";"no";266;"no";"no";"cellular";11;"may";102;2;-1;0;"unknown";"no" +50;"unemployed";"married";"secondary";"no";3357;"no";"no";"cellular";9;"jun";239;4;-1;0;"unknown";"yes" +30;"technician";"married";"tertiary";"no";101;"yes";"yes";"cellular";7;"jul";187;3;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";10910;"yes";"no";"cellular";15;"may";66;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";1568;"no";"no";"unknown";21;"may";206;6;-1;0;"unknown";"no" +41;"retired";"single";"primary";"no";0;"no";"no";"cellular";8;"may";239;1;368;2;"failure";"no" +35;"blue-collar";"married";"secondary";"no";305;"yes";"no";"cellular";18;"may";7;7;367;25;"failure";"no" +57;"retired";"married";"tertiary";"no";31;"no";"no";"cellular";19;"aug";260;2;-1;0;"unknown";"no" +29;"entrepreneur";"married";"secondary";"no";452;"yes";"no";"unknown";27;"may";347;1;-1;0;"unknown";"no" +48;"admin.";"married";"secondary";"no";5;"yes";"no";"unknown";7;"may";697;2;-1;0;"unknown";"no" +38;"entrepreneur";"divorced";"tertiary";"no";7929;"no";"no";"cellular";8;"jul";182;3;-1;0;"unknown";"no" +41;"entrepreneur";"married";"primary";"no";39;"yes";"no";"cellular";21;"nov";549;2;-1;0;"unknown";"yes" +39;"housemaid";"married";"primary";"no";267;"no";"no";"unknown";9;"jun";1151;5;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";4945;"no";"no";"cellular";11;"aug";445;1;-1;0;"unknown";"no" +51;"technician";"married";"secondary";"no";463;"yes";"no";"unknown";13;"may";213;5;-1;0;"unknown";"no" +35;"unemployed";"single";"secondary";"no";2116;"yes";"no";"cellular";13;"may";409;2;-1;0;"unknown";"no" +45;"admin.";"divorced";"secondary";"no";59;"yes";"no";"cellular";24;"jul";873;8;-1;0;"unknown";"yes" +28;"blue-collar";"married";"secondary";"no";131;"yes";"no";"unknown";12;"may";147;5;-1;0;"unknown";"no" +57;"retired";"married";"secondary";"no";107;"no";"no";"cellular";14;"jul";85;2;-1;0;"unknown";"no" +36;"unemployed";"married";"secondary";"no";-35;"no";"no";"cellular";30;"jan";339;3;-1;0;"unknown";"no" +49;"technician";"married";"primary";"no";230;"yes";"no";"unknown";8;"may";96;1;-1;0;"unknown";"no" +34;"management";"single";"tertiary";"no";2679;"yes";"no";"cellular";7;"may";195;1;-1;0;"unknown";"no" +65;"retired";"married";"primary";"no";493;"no";"no";"cellular";16;"oct";622;1;182;1;"failure";"no" +26;"services";"single";"secondary";"no";256;"yes";"no";"cellular";4;"may";101;2;-1;0;"unknown";"no" +52;"blue-collar";"married";"primary";"no";-133;"no";"no";"unknown";5;"jun";96;2;-1;0;"unknown";"no" +32;"blue-collar";"single";"secondary";"no";811;"yes";"no";"cellular";14;"may";563;1;-1;0;"unknown";"yes" +33;"unemployed";"married";"tertiary";"no";302;"yes";"yes";"cellular";16;"apr";670;1;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";3529;"yes";"no";"cellular";4;"aug";190;3;-1;0;"unknown";"no" +26;"technician";"single";"tertiary";"no";75;"yes";"yes";"unknown";19;"may";351;1;-1;0;"unknown";"no" +45;"technician";"married";"secondary";"no";999;"yes";"no";"cellular";20;"nov";215;6;188;2;"failure";"no" +30;"management";"single";"tertiary";"no";7845;"yes";"no";"unknown";3;"jun";59;1;-1;0;"unknown";"no" +37;"services";"divorced";"primary";"no";260;"yes";"no";"cellular";17;"apr";446;2;-1;0;"unknown";"no" +45;"management";"single";"tertiary";"no";2048;"yes";"no";"cellular";18;"oct";310;1;804;1;"failure";"yes" +34;"management";"married";"tertiary";"no";1557;"yes";"yes";"unknown";13;"may";213;1;-1;0;"unknown";"no" +35;"services";"married";"secondary";"no";505;"yes";"yes";"unknown";27;"may";371;2;-1;0;"unknown";"no" +41;"admin.";"married";"tertiary";"no";1536;"no";"no";"cellular";4;"may";54;2;-1;0;"unknown";"no" +42;"self-employed";"married";"tertiary";"no";0;"no";"no";"cellular";8;"aug";118;6;-1;0;"unknown";"no" +48;"blue-collar";"married";"unknown";"no";439;"yes";"no";"cellular";2;"feb";212;1;249;2;"other";"no" +45;"unknown";"married";"primary";"no";44;"no";"no";"unknown";11;"jun";81;1;-1;0;"unknown";"no" +47;"management";"married";"tertiary";"no";295;"yes";"no";"cellular";5;"aug";157;1;-1;0;"unknown";"no" +37;"blue-collar";"married";"primary";"no";190;"yes";"yes";"unknown";8;"may";194;1;-1;0;"unknown";"no" +32;"management";"married";"secondary";"no";3935;"yes";"no";"unknown";29;"may";129;2;-1;0;"unknown";"no" +40;"management";"married";"tertiary";"no";-17;"yes";"yes";"cellular";11;"may";474;1;256;1;"success";"yes" +35;"technician";"single";"secondary";"no";175;"yes";"no";"cellular";29;"jan";219;1;246;1;"failure";"no" +31;"technician";"single";"secondary";"no";4888;"yes";"no";"telephone";5;"may";475;4;166;2;"failure";"no" +36;"technician";"single";"tertiary";"no";40;"no";"no";"cellular";26;"aug";359;3;-1;0;"unknown";"no" +44;"management";"married";"tertiary";"no";4460;"no";"no";"telephone";31;"jul";168;2;-1;0;"unknown";"no" +52;"admin.";"divorced";"secondary";"no";98;"no";"yes";"unknown";19;"jun";148;1;-1;0;"unknown";"no" +28;"student";"single";"secondary";"no";330;"no";"no";"telephone";2;"feb";197;1;-1;0;"unknown";"no" +45;"blue-collar";"married";"primary";"no";13117;"no";"no";"unknown";11;"jun";42;2;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";12877;"no";"no";"unknown";17;"jun";118;3;-1;0;"unknown";"no" +39;"blue-collar";"married";"primary";"no";1506;"yes";"no";"cellular";11;"may";299;2;-1;0;"unknown";"no" +28;"management";"single";"tertiary";"no";0;"no";"no";"telephone";27;"may";198;2;-1;0;"unknown";"no" +31;"technician";"single";"secondary";"no";775;"no";"no";"cellular";2;"feb";361;1;-1;0;"unknown";"no" +46;"blue-collar";"married";"primary";"no";258;"yes";"no";"unknown";27;"may";217;1;-1;0;"unknown";"no" +22;"student";"single";"secondary";"no";246;"yes";"no";"telephone";12;"may";25;1;-1;0;"unknown";"no" +49;"blue-collar";"single";"primary";"no";2146;"yes";"no";"cellular";7;"may";1516;2;353;2;"other";"yes" +44;"unemployed";"married";"secondary";"no";304;"yes";"no";"unknown";12;"may";129;2;-1;0;"unknown";"no" +31;"self-employed";"single";"secondary";"no";360;"yes";"no";"unknown";26;"may";592;4;-1;0;"unknown";"no" +53;"blue-collar";"married";"primary";"no";3316;"yes";"no";"unknown";23;"may";331;6;-1;0;"unknown";"no" +55;"management";"married";"tertiary";"no";6880;"no";"no";"cellular";8;"aug";353;2;-1;0;"unknown";"no" +35;"technician";"married";"secondary";"no";2189;"no";"no";"cellular";19;"nov";256;3;-1;0;"unknown";"no" +35;"blue-collar";"married";"secondary";"no";5304;"yes";"no";"cellular";20;"nov";340;1;183;2;"failure";"no" +37;"management";"single";"tertiary";"no";102;"yes";"no";"cellular";21;"aug";101;2;-1;0;"unknown";"no" +50;"blue-collar";"married";"secondary";"no";181;"yes";"no";"cellular";17;"apr";599;2;-1;0;"unknown";"no" +37;"management";"married";"primary";"no";3953;"yes";"no";"cellular";6;"apr";610;2;138;1;"failure";"no" +37;"blue-collar";"single";"primary";"no";6969;"yes";"no";"unknown";20;"may";412;1;-1;0;"unknown";"no" +29;"management";"single";"tertiary";"no";572;"no";"no";"cellular";16;"dec";314;1;195;1;"success";"yes" +31;"admin.";"single";"secondary";"no";223;"yes";"no";"cellular";17;"apr";508;1;315;11;"success";"no" +40;"technician";"married";"secondary";"no";-396;"yes";"no";"unknown";26;"may";127;1;-1;0;"unknown";"no" +47;"services";"divorced";"secondary";"no";164;"no";"no";"unknown";5;"may";212;1;-1;0;"unknown";"no" +55;"self-employed";"married";"secondary";"no";2678;"no";"yes";"cellular";18;"aug";151;12;-1;0;"unknown";"no" +33;"technician";"single";"secondary";"no";920;"yes";"no";"cellular";21;"nov";58;1;122;4;"failure";"no" +53;"services";"divorced";"secondary";"no";4554;"no";"no";"cellular";5;"feb";8;6;-1;0;"unknown";"no" +38;"management";"single";"tertiary";"no";623;"no";"no";"cellular";28;"jun";297;4;144;4;"other";"yes" +61;"management";"married";"secondary";"no";967;"no";"no";"cellular";20;"aug";180;1;-1;0;"unknown";"no" +43;"unemployed";"divorced";"secondary";"no";1577;"yes";"no";"cellular";19;"nov";87;1;-1;0;"unknown";"no" +42;"housemaid";"married";"primary";"no";1;"yes";"no";"telephone";28;"jul";59;5;-1;0;"unknown";"no" +36;"management";"divorced";"tertiary";"no";0;"no";"no";"cellular";28;"aug";81;4;-1;0;"unknown";"no" +31;"technician";"single";"tertiary";"no";1166;"yes";"no";"unknown";3;"jun";207;1;-1;0;"unknown";"no" +59;"management";"married";"unknown";"no";3534;"no";"no";"cellular";21;"nov";216;4;-1;0;"unknown";"no" +29;"blue-collar";"married";"primary";"no";200;"yes";"no";"unknown";30;"may";322;2;-1;0;"unknown";"no" +33;"technician";"married";"secondary";"no";4790;"yes";"no";"cellular";20;"apr";137;1;272;2;"failure";"no" +44;"blue-collar";"married";"primary";"no";-237;"yes";"no";"telephone";10;"jul";73;1;-1;0;"unknown";"no" +43;"blue-collar";"married";"secondary";"no";1335;"yes";"no";"unknown";6;"may";371;2;-1;0;"unknown";"no" +42;"management";"married";"tertiary";"no";603;"yes";"no";"cellular";5;"nov";298;5;-1;0;"unknown";"no" +32;"management";"single";"tertiary";"no";577;"no";"no";"cellular";7;"aug";101;2;-1;0;"unknown";"no" +43;"management";"married";"tertiary";"no";0;"yes";"no";"cellular";17;"nov";110;1;-1;0;"unknown";"no" +39;"admin.";"single";"secondary";"no";163;"yes";"no";"cellular";30;"jan";107;2;-1;0;"unknown";"no" +23;"blue-collar";"married";"primary";"no";1158;"yes";"no";"cellular";16;"apr";743;1;-1;0;"unknown";"no" +43;"services";"married";"secondary";"no";642;"no";"no";"cellular";31;"jul";644;2;-1;0;"unknown";"no" +46;"admin.";"married";"secondary";"no";466;"yes";"no";"cellular";29;"jan";169;1;-1;0;"unknown";"no" +31;"technician";"married";"secondary";"no";119;"yes";"no";"cellular";4;"feb";380;1;-1;0;"unknown";"no" +38;"management";"married";"tertiary";"no";3436;"no";"no";"cellular";21;"nov";663;4;-1;0;"unknown";"yes" +53;"blue-collar";"married";"primary";"no";238;"yes";"no";"cellular";11;"may";238;2;361;5;"failure";"no" +37;"blue-collar";"married";"primary";"no";378;"yes";"no";"unknown";9;"may";514;1;-1;0;"unknown";"no" +49;"entrepreneur";"divorced";"secondary";"no";32;"no";"no";"cellular";5;"feb";128;1;-1;0;"unknown";"no" +31;"unemployed";"single";"secondary";"no";315;"no";"no";"cellular";30;"jan";130;1;2;1;"other";"no" +45;"management";"married";"tertiary";"no";6945;"no";"no";"cellular";5;"aug";131;5;356;3;"failure";"no" +58;"admin.";"married";"secondary";"no";3496;"yes";"no";"unknown";2;"jun";111;4;-1;0;"unknown";"no" +35;"blue-collar";"single";"secondary";"no";0;"yes";"no";"cellular";16;"apr";169;1;-1;0;"unknown";"no" +32;"technician";"single";"secondary";"no";309;"yes";"yes";"cellular";16;"apr";346;1;234;3;"failure";"no" +28;"technician";"single";"tertiary";"no";0;"yes";"no";"unknown";4;"jun";205;6;-1;0;"unknown";"no" +26;"technician";"single";"secondary";"no";668;"yes";"no";"unknown";28;"may";576;3;-1;0;"unknown";"yes" +48;"management";"married";"tertiary";"no";1175;"yes";"no";"telephone";18;"nov";1476;3;-1;0;"unknown";"no" +30;"blue-collar";"single";"secondary";"no";363;"no";"no";"cellular";28;"jul";171;3;-1;0;"unknown";"no" +31;"entrepreneur";"single";"tertiary";"no";38;"no";"no";"cellular";20;"nov";185;2;-1;0;"unknown";"no" +31;"management";"married";"tertiary";"no";1183;"yes";"no";"unknown";27;"may";676;6;-1;0;"unknown";"no" +45;"blue-collar";"divorced";"primary";"no";942;"no";"no";"cellular";21;"nov";362;1;-1;0;"unknown";"no" +38;"admin.";"married";"secondary";"no";4196;"yes";"no";"cellular";12;"may";193;2;-1;0;"unknown";"no" +34;"management";"married";"tertiary";"no";297;"yes";"no";"cellular";26;"aug";63;4;-1;0;"unknown";"no" +42;"services";"married";"secondary";"no";-91;"yes";"yes";"cellular";5;"feb";43;1;-1;0;"unknown";"no" +60;"self-employed";"married";"primary";"no";362;"no";"yes";"cellular";29;"jul";816;6;-1;0;"unknown";"yes" +42;"blue-collar";"single";"secondary";"no";1080;"yes";"yes";"cellular";13;"may";951;3;370;4;"failure";"yes" +32;"admin.";"single";"secondary";"no";620;"yes";"no";"unknown";26;"may";1234;3;-1;0;"unknown";"yes" +42;"unemployed";"divorced";"tertiary";"no";-166;"no";"no";"cellular";29;"aug";85;4;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";288;"yes";"no";"cellular";17;"apr";306;1;-1;0;"unknown";"no" +42;"admin.";"married";"unknown";"no";642;"yes";"yes";"unknown";16;"may";509;2;-1;0;"unknown";"no" +51;"technician";"married";"tertiary";"no";2506;"no";"no";"cellular";30;"nov";210;3;-1;0;"unknown";"no" +36;"technician";"divorced";"secondary";"no";566;"yes";"no";"unknown";20;"may";129;2;-1;0;"unknown";"no" +46;"blue-collar";"married";"secondary";"no";668;"yes";"no";"unknown";15;"may";1263;2;-1;0;"unknown";"yes" +40;"blue-collar";"married";"secondary";"no";1100;"yes";"no";"unknown";29;"may";660;2;-1;0;"unknown";"no" +49;"blue-collar";"married";"secondary";"no";322;"no";"no";"cellular";14;"aug";356;2;-1;0;"unknown";"no" +38;"blue-collar";"married";"secondary";"no";1205;"yes";"no";"cellular";20;"apr";45;4;153;1;"failure";"no" +32;"services";"single";"secondary";"no";473;"yes";"no";"cellular";7;"jul";624;5;-1;0;"unknown";"no" +33;"services";"married";"secondary";"no";-333;"yes";"no";"cellular";30;"jul";329;5;-1;0;"unknown";"no" +57;"self-employed";"married";"tertiary";"yes";-3313;"yes";"yes";"unknown";9;"may";153;1;-1;0;"unknown";"no" +57;"technician";"married";"secondary";"no";295;"no";"no";"cellular";19;"aug";151;11;-1;0;"unknown";"no" +28;"blue-collar";"married";"secondary";"no";1137;"no";"no";"cellular";6;"feb";129;4;211;3;"other";"no" +44;"entrepreneur";"single";"tertiary";"no";1136;"yes";"yes";"cellular";3;"apr";345;2;249;7;"other";"no" diff --git a/机器学习/逻辑回归/成熟例子 银行存款/readme b/机器学习/逻辑回归/成熟例子 银行存款/readme new file mode 100644 index 0000000..9c398d6 --- /dev/null +++ b/机器学习/逻辑回归/成熟例子 银行存款/readme @@ -0,0 +1 @@ +# https://www.cnblogs.com/jin-liang/p/9534801.html \ No newline at end of file diff --git a/机器学习/逻辑回归/成熟例子 银行存款/逻辑回归.py b/机器学习/逻辑回归/成熟例子 银行存款/逻辑回归.py new file mode 100644 index 0000000..9f25c9f --- /dev/null +++ b/机器学习/逻辑回归/成熟例子 银行存款/逻辑回归.py @@ -0,0 +1,144 @@ +import pandas as pd +import numpy as np +from sklearn import preprocessing +import matplotlib.pyplot as plt +plt.rc("font", size=14) +from sklearn.linear_model import LogisticRegression +from sklearn.model_selection import KFold +from sklearn.model_selection import train_test_split +import seaborn as sns +sns.set(style="white") +sns.set(style="whitegrid", color_codes=True) +data=pd.read_csv('bank.csv',delimiter=';') +data=data.dropna() +print(data.shape) +print(list(data.columns)) +print(data.head()) +# 把y变为数值型，并进行简单的统计。 +data.loc[data['y']=='yes','y']=1 +data.loc[data['y']=='no','y']=0 +data['y'].value_counts() +sns.countplot(x='y',data=data,palette='hls') +plt.show() +# 工作和y的关系 +pd.crosstab(data.job,data.y).plot(kind='bar') +plt.title('Purchase Frequency for Job Title') +plt.xlabel('Job') +plt.ylabel('Frequency of Purchase') +plt.show() +#plt.savefig('purchase_fre_job') +# 购买存款的频率在很大程度上取决于职位。 因此，职称可以是结果变量的良好预测因子。 +# 婚姻状况与y的关系： +table=pd.crosstab(data.marital,data.y) +table.div(table.sum(axis=1).astype(float), axis=0).plot(kind='bar', stacked=True) +plt.title('Stacked Bar Chart of Marital Status vs Purchase') +plt.xlabel('Marital Status') +plt.ylabel('Proportion of Customers') +# 婚姻状况似乎不是结果变量的强预测因子。 +# 教育情况与y的关系 +table=pd.crosstab(data.education,data.y) +table.div(table.sum(axis=1).astype(float),axis=0).plot(kind='bar') +plt.title('Stacked Bar Chart of Education Status vs Purchase') +plt.xlabel('Education Status') +plt.ylabel('Proportion of Customers') + +# 创建虚拟变量:　　这是只有两个值的变量，0和1。 +# 回顾我们数据集的信息，有11个object，其中y已经转化过来，另外有10个类别需要转化。 +cat_vars = ['job', 'marital', 'education', 'default', 'housing', 'loan', 'contact', 'month', 'day_of_week', 'poutcome'] +for var in cat_vars: + cat_list = 'var' + '_' + var + cat_list = pd.get_dummies(data[var], prefix=var) + data1 = data.join(cat_list) + data = data1 +data_vars = data.columns.values.tolist() +to_keep = [i for i in data_vars if i not in cat_vars] +data_final = data[to_keep] +data_final.columns.values +# 分离特征与目标变量 +data_final_vars=data_final.columns.values.tolist() +y=['y'] +X=[i for i in data_final_vars if i not in y] +# 特征选择 +# 递归特征消除（Recursive Feature Elimination，RFE）基于以下思想： 首先，在初始特征集上训练估计器，并且通过coef_属性或通过feature_importances_属性获得每个特征的重要性。 然后，从当前的一组特征中删除最不重要的特征。 在修剪的集合上递归地重复该过程，直到最终到达所需数量的要选择的特征。 +from sklearn import datasets +from sklearn.feature_selection import RFE +from sklearn.linear_model import LogisticRegression +logreg = LogisticRegression() +rfe = RFE(logreg, 18) +rfe = rfe.fit(data_final[X], data_final[y] ) +print(rfe.support_) +print(rfe.ranking_) +# 根据布尔值筛选我们想要的特征(参考）： +from itertools import compress +cols=list(compress(X,rfe.support_)) +# 或者： +cols= [i for index,i in list(enumerate(X)) if rfe.support_[index] == True] +# 执行模型 +import statsmodels.api as sm +X=data_final[cols] +y=data_final['y'] +logit_model=sm.Logit(y,X) +logit_model.raise_on_perfect_prediction = False +result=logit_model.fit() +print(result.summary().as_text) +# 大多数变量的p值小于0.05，因此，大多数变量对模型都很重要。 + +# 逻辑回归模型的拟合 +from sklearn.linear_model import LogisticRegression +from sklearn import metrics +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0) +logreg = LogisticRegression() +logreg.fit(X_train, y_train) +y_pred = logreg.predict(X_test) +y_pred = logreg.predict(X_test) +print('Accuracy of logistic regression classifier on test set: {:.2f}'.format(logreg.score(X_test, y_test))) +# 可以看到，准确率达到了0.9. + +# 交叉验证 +# 　　交叉验证尝试避免过度拟合，同时仍然为每个观察数据集生成预测。 我们使用10折交叉验证来训练我们的Logistic回归模型。 +from sklearn import model_selection +from sklearn.model_selection import cross_val_score + +kfold = model_selection.KFold(n_splits=10, random_state=7) +modelCV = LogisticRegression() +scoring = 'accuracy' +results = model_selection.cross_val_score(modelCV, X_train, y_train, cv=kfold, scoring=scoring) +print("10-fold cross validation average accuracy: %.3f" % (results.mean())) +# 平均精度仍然非常接近Logistic回归模型的准确度; 因此，我们可以得出结论，我们的模型很好拟合了数据。 +# Confusion Matrix +from sklearn.metrics import confusion_matrix +confusion_matrix = confusion_matrix(y_test, y_pred) +print(confusion_matrix) +# 结果告诉我们，我们有10848 + 2564个正确预测和1124 + 121个错误预测。 + +# 计算精度（precision）召回(recall)F测量(F-measure)和支持(support) +# 精度是比率tp /（tp + fp），其中tp是真阳性的数量，fp是假阳性的数量。 精确度直观地是分类器如果是负的则不将样品标记为阳性的能力。 +# 召回是比率tp /（tp + fn）其中tp是真阳性的数量，fn是假阴性的数量。 召回直观地是分类器找到所有阳性样本的能力。 +# F-beta分数可以解释为精确度和召回率的加权调和平均值，其中F-β分数在1处达到其最佳值，在0处达到最差分数。 +# F-beta评分对召回的重量超过精确度β因子。 beta = 1.0意味着召回和精确度同样重要。 +# 支持是y_test中每个类的出现次数。 +from sklearn.metrics import classification_report +print(classification_report(y_test, y_pred)) +# 可以看出：在整个测试集中，88％的促销定期存款是客户喜欢的定期存款。 在整个测试集中，90％的客户首选定期存款。 +# Macro F1 Score +from sklearn.metrics import f1_score +print(f1_score(y_test, y_pred, average = 'macro')) + +# ROC曲线 +from sklearn.metrics import roc_auc_score +from sklearn.metrics import roc_curve +logit_roc_auc = roc_auc_score(y_test, logreg.predict(X_test)) +fpr, tpr, thresholds = roc_curve(y_test, logreg.predict_proba(X_test)[:,1]) +plt.figure() +plt.plot(fpr, tpr, label='Logistic Regression (area = %0.2f)' % logit_roc_auc) +plt.plot([0, 1], [0, 1],'r--') +plt.xlim([0.0, 1.0]) +plt.ylim([0.0, 1.05]) +plt.xlabel('False Positive Rate') +plt.ylabel('True Positive Rate') +plt.title('Receiver operating characteristic') +plt.legend(loc="lower right") +#plt.savefig('Log_ROC') +plt.show() + +# ROC曲线是与二元分类器一起使用的另一种常用工具。 虚线表示纯随机分类器的ROC曲线; 一个好的分类器尽可能远离该线（朝左上角）。 \ No newline at end of file diff --git a/机器学习/逻辑回归/最简单例子/data.txt b/机器学习/逻辑回归/最简单例子/data.txt new file mode 100644 index 0000000..3a5f952 --- /dev/null +++ b/机器学习/逻辑回归/最简单例子/data.txt @@ -0,0 +1,100 @@ +34.62365962451697,78.0246928153624,0 +30.28671076822607,43.89499752400101,0 +35.84740876993872,72.90219802708364,0 +60.18259938620976,86.30855209546826,1 +79.0327360507101,75.3443764369103,1 +45.08327747668339,56.3163717815305,0 +61.10666453684766,96.51142588489624,1 +75.02474556738889,46.55401354116538,1 +76.09878670226257,87.42056971926803,1 +84.43281996120035,43.53339331072109,1 +95.86155507093572,38.22527805795094,0 +75.01365838958247,30.60326323428011,0 +82.30705337399482,76.48196330235604,1 +69.36458875970939,97.71869196188608,1 +39.53833914367223,76.03681085115882,0 +53.9710521485623,89.20735013750205,1 +69.07014406283025,52.74046973016765,1 +67.94685547711617,46.67857410673128,0 +70.66150955499435,92.92713789364831,1 +76.97878372747498,47.57596364975532,1 +67.37202754570876,42.83843832029179,0 +89.67677575072079,65.79936592745237,1 +50.534788289883,48.85581152764205,0 +34.21206097786789,44.20952859866288,0 +77.9240914545704,68.9723599933059,1 +62.27101367004632,69.95445795447587,1 +80.1901807509566,44.82162893218353,1 +93.114388797442,38.80067033713209,0 +61.83020602312595,50.25610789244621,0 +38.78580379679423,64.99568095539578,0 +61.379289447425,72.80788731317097,1 +85.40451939411645,57.05198397627122,1 +52.10797973193984,63.12762376881715,0 +52.04540476831827,69.43286012045222,1 +40.23689373545111,71.16774802184875,0 +54.63510555424817,52.21388588061123,0 +33.91550010906887,98.86943574220611,0 +64.17698887494485,80.90806058670817,1 +74.78925295941542,41.57341522824434,0 +34.1836400264419,75.2377203360134,0 +83.90239366249155,56.30804621605327,1 +51.54772026906181,46.85629026349976,0 +94.44336776917852,65.56892160559052,1 +82.36875375713919,40.61825515970618,0 +51.04775177128865,45.82270145776001,0 +62.22267576120188,52.06099194836679,0 +77.19303492601364,70.45820000180959,1 +97.77159928000232,86.7278223300282,1 +62.07306379667647,96.76882412413983,1 +91.56497449807442,88.69629254546599,1 +79.94481794066932,74.16311935043758,1 +99.2725269292572,60.99903099844988,1 +90.54671411399852,43.39060180650027,1 +34.52451385320009,60.39634245837173,0 +50.2864961189907,49.80453881323059,0 +49.58667721632031,59.80895099453265,0 +97.64563396007767,68.86157272420604,1 +32.57720016809309,95.59854761387875,0 +74.24869136721598,69.82457122657193,1 +71.79646205863379,78.45356224515052,1 +75.3956114656803,85.75993667331619,1 +35.28611281526193,47.02051394723416,0 +56.25381749711624,39.26147251058019,0 +30.05882244669796,49.59297386723685,0 +44.66826172480893,66.45008614558913,0 +66.56089447242954,41.09209807936973,0 +40.45755098375164,97.53518548909936,1 +49.07256321908844,51.88321182073966,0 +80.27957401466998,92.11606081344084,1 +66.74671856944039,60.99139402740988,1 +32.72283304060323,43.30717306430063,0 +64.0393204150601,78.03168802018232,1 +72.34649422579923,96.22759296761404,1 +60.45788573918959,73.09499809758037,1 +58.84095621726802,75.85844831279042,1 +99.82785779692128,72.36925193383885,1 +47.26426910848174,88.47586499559782,1 +50.45815980285988,75.80985952982456,1 +60.45555629271532,42.50840943572217,0 +82.22666157785568,42.71987853716458,0 +88.9138964166533,69.80378889835472,1 +94.83450672430196,45.69430680250754,1 +67.31925746917527,66.58935317747915,1 +57.23870631569862,59.51428198012956,1 +80.36675600171273,90.96014789746954,1 +68.46852178591112,85.59430710452014,1 +42.0754545384731,78.84478600148043,0 +75.47770200533905,90.42453899753964,1 +78.63542434898018,96.64742716885644,1 +52.34800398794107,60.76950525602592,0 +94.09433112516793,77.15910509073893,1 +90.44855097096364,87.50879176484702,1 +55.48216114069585,35.57070347228866,0 +74.49269241843041,84.84513684930135,1 +89.84580670720979,45.35828361091658,1 +83.48916274498238,48.38028579728175,1 +42.2617008099817,87.10385094025457,1 +99.31500880510394,68.77540947206617,1 +55.34001756003703,64.9319380069486,1 +74.77589300092767,89.52981289513276,1 diff --git a/机器学习/逻辑回归/最简单例子/readme b/机器学习/逻辑回归/最简单例子/readme new file mode 100644 index 0000000..513cda8 --- /dev/null +++ b/机器学习/逻辑回归/最简单例子/readme @@ -0,0 +1 @@ +https://blog.csdn.net/weixin_39739342/article/details/98341406 \ No newline at end of file diff --git a/机器学习/逻辑回归/最简单例子/最简单例子.py b/机器学习/逻辑回归/最简单例子/最简单例子.py new file mode 100644 index 0000000..ec65cd8 --- /dev/null +++ b/机器学习/逻辑回归/最简单例子/最简单例子.py @@ -0,0 +1,149 @@ +# 查看文本中的数据 + +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +path = 'data.txt' +Data = pd.read_csv(path, header=None, names=['X1', 'X2', 'Admitted']) +print(Data.head()) +print(Data.shape) +# 画出数据图像 +positive = Data[Data['Admitted'] == 1] +negative = Data[Data['Admitted'] == 0] +# print(positive.head()) +fig, ax = plt.subplots(figsize=(10, 5)) +ax.scatter(positive['X1'], positive['X2'], s=30, c='b', marker='o', label='Admitted') +ax.scatter(negative['X1'], negative['X2'], s=30, c='r', marker='o', label='negative') +ax.legend() +ax.set_xlabel('X1 Score') +ax.set_ylabel('X2 Score') +plt.show() + +# 逻辑回归各个模块 +import numpy as np +import pandas as pd +import matplotlib.pyplot as plt +import time +# sigmoids函数 +def sigmoid(z): + return 1 / (1 + np.exp(-z)) +# 模型 +def model(X, theta): + return sigmoid(np.dot(X, theta.T)) +# 损耗计算 +def cost(X, Y, theta): + left = np.multiply(-Y, np.log(model(X, theta))) + right = np.multiply(1 - Y, np.log(1 - model(X, theta))) + return np.sum(left - right) / len(X) +# 计算梯度 +def gradient(X, Y, theta): + grad = np.zeros(theta.shape) + error = (model(X, theta) - Y).ravel() + for j in range(len(theta.ravel())): + term = np.multiply(error, X[:, j]) + grad[0, j] = np.sum(term) / len(X) + return grad +# 洗牌 +def shuffleData(data): + np.random.shuffle(data) + cols = data.shape[1] + X = data[:, 0:cols - 1] + Y = data[:, cols - 1:] + return X, Y +# 停止策略 +def stopCriterion(type, value, threshold): + if type == 'Stop_iter': + return value > threshold + elif type == 'Stop_cost': + return abs(value[-1] - value[-2]) < threshold + elif type == 'Stop_grad': + return np.linalg.norm(value) < threshold +# 梯度下降求解 +def descent(data, batchSize, stopType, thresh, alpha): + init_time = time.time() + i = 0 # 迭代次数 + k = 0 # batch + theta = np.zeros([1, 3]) + X, Y = shuffleData(data) + grad = np.zeros(theta.shape) + costs = [cost(X, Y, theta)] + n = data.shape[0] - batchSize + while True: + grad = gradient(X[k:k + batchSize], Y[k:k + batchSize], theta) + k += batchSize + if k > n: + k = 0 + X, Y = shuffleData(data) + theta = theta - alpha * grad + costs.append(cost(X, Y, theta)) + i += 1 + if stopType == 'Stop_iter': + value = i + elif stopType == 'Stop_cost': + value = costs + elif stopType == 'Stop_grad': + value = grad + else: + print('stopType 参数设置错误，请重试') + break + if stopCriterion(stopType, value, thresh): + break + return theta, i, costs, grad, time.time() - init_time +# 数据标准化 +# 进行训练之前，我们还需要对数据进行标准化处理 +# 增加一列为X0 +Data.insert(0, 'X0', 1) +print(Data.head()) +# 构建训练集X和目标变量Y +orig_data = Data.values # 将列表转化为矩阵 +print(orig_data.shape) +cols = orig_data.shape[1] +X = orig_data[:, 0:cols - 1] +Y = orig_data[:, cols - 1:cols] +# 简单实现 +# 例如我们要进行随机梯度下降，我们可以通过调用一下代码段实现 +theta,iter_times,costs,grad,cost_time=descent(orig_data,10,'Stop_iter',5000,0.000001) +fig,ax = plt.subplots(figsize=(10,5)) +plt.plot(range(iter_times+1),costs,c='r',label='0.000001') +plt.show() +# 不同batchSize的对结果的影响 +def Test_batchSize(data): + # batchSize的大小对结果的影响 + # 三种规格也代表着是三种梯度下降策略：随机梯度下降、小批量梯度下降、批量梯度下降 + batchSize = [1, data.shape[0] // 10, data.shape[0]] + color = ['r', 'b', 'y'] + thresh = 5000 + alpha = 0.000001 + plt.subplots(figsize=(10, 5)) + print('#' * 50) + print() + for size, c in zip(batchSize, color): + theta, iter_times, costs, grad, cost_time = descent(data, size, 'Stop_iter', thresh, alpha) + plt.plot(range(iter_times + 1), costs, c=c, label=str(size)) + print('batchSize = %3d cost_time = %f s' % (size, cost_time)) + print() + print('#' * 50) + plt.xlabel('Cost') + plt.ylabel('Iter times') + plt.legend() + plt.show() + + # 不同学习率对结果的影响 +def Test_alpha(data): + #学习率alpha的大小对结果的影响 + alpha=[1e-5,1e-6,1e-7,1e-8,1e-9] + color = ['r', 'b', 'y','c','k'] + thresh = 30000 + plt.subplots(figsize=(10, 5)) + print('#' * 50) + print() + for a, c in zip(alpha, color): + theta, iter_times, costs, grad, cost_time = descent(data, data.shape[0]//10, 'Stop_iter', thresh, a) + plt.plot(range(iter_times + 1), costs, c=c, label=str(a)) + print('alpha = %9f cost = %f ' % (a, costs[-1])) + print() + print('#' * 50) + plt.ylabel('Cost') + plt.xlabel('Iter times') + plt.legend() + plt.show() \ No newline at end of file diff --git a/机器学习/逻辑回归/逻辑回归例子.py b/机器学习/逻辑回归/逻辑回归例子.py new file mode 100644 index 0000000..7392d95 --- /dev/null +++ b/机器学习/逻辑回归/逻辑回归例子.py @@ -0,0 +1,26 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn import datasets +iris = datasets.load_iris() +X = iris.data +y = iris.target +print(X,y) +X = X[y<2,:2] +y = y[y<2] +X.shape +(100, 2) +y.shape +(100,) +plt.scatter(X[y==0,0], X[y==0,1], color="red") +plt.scatter(X[y==1,0], X[y==1,1], color="blue") +plt.show() + +from sklearn.model_selection import train_test_split +X_train, X_test, y_train, y_test = train_test_split(X, y) +import LogisticRegression +log_reg = LogisticRegression() +log_reg.fit(X_train, y_train) +LogisticRegression() +log_reg.score(X_test, y_test) +log_reg.predict_proba(X_test) +log_reg.predict(X_test) diff --git a/深度学习/__init__.py b/深度学习/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/深度学习/手写数字例子/HandWriter.zip b/深度学习/手写数字例子/HandWriter.zip new file mode 100644 index 0000000000000000000000000000000000000000..637444a0371d883122e091b3e992dc9413f083d1 GIT binary patch literal 9894 zcmaKS1#sQUlD3&KF*8F9$Bx-PW@d<)nVFfHV`io}hGS;O%osB>Gqe5Y-nXyb-G6I$ zRIQ$#YV|j*QI$rYT0t5T3IXh|7Ad7J|99uVPKbZBgn_NGnxloYi6cPak0ZvPAviFF zKaTvs^z)d%Ohzy;-2d+QpKBOR+)d87ZS1w@Tn;*YUhdCE5;|%bo*<{{tfQ?*tt7Dq zsMs6%=*j68NyuMVT6bMzqrjJS9WK=KQ2@~U*U-=>TQk7AMdwxnk2 zT!n6GzlXSSbIK}X7!aM2Y@u=VNt?ay>#9?3JK@I_dY8c@BvR{n*Wi%6t6?n&=P)fe z1d4<0q`AWlM=Qac`hH1iF!nihBI;vHbjXJoh*6svd>3!IyZq%IU3;`WjsB|@LH^Nu zb?{oiX>;ML!KE_h0=4#}tgt@*Q`J^mJK1LuBk7*K#>A9HA?B$$ZrLjQ5+EV?p5-(J zl3PPwbqttHsBWQ{2Tbl$`btS4))1X6Hk*!dU-aH48(5zliH3@%f=6`L`Zfbefm9zf zV#fBmkWg>1FHyGgztBBHR^`B1Lw zpGa>o_c&cv9GTe)p9%=5o4Z2Sj9c%FdOpLrk|kux8j#i}fYrwCuHw1n<695Seolmq%D1 zqJ0`HzWUM~d0QZ?avg>8Lk=;e?l?JR@0vb>gem}*y>{E&N)H!Dr-&}Uw=XuGbL0vi< zNe8C=;6Pk_x`veEIFc2}qv!y`^Y^~!+oI(AT9;`S7inofg6)XxEE%~A)K z>4q3s6l)f32ry+1$Di;lycJWM<-k(YBd7kL>d%?N*|R%fkX z1wxhqL>i@N4-j@)v(yYVtpKb9Hkb2>Yzd_Vr6y{VS;$JJDeKD^eFC+3ol;ee+L8g% zLxSCW80wS{C!E2WikJ+`9tXld)gfJ#U=udI_pHg9ZeficpEvXt`(tO31W*C$9&{kf79$1%Y zDqm}wvS{Tt-mILo!zwhOX6l@xe(s`jY-Q%ysCqiyR-UoSBG#zn%}IKXC&WxvaYxn z7T>}S+KspNNsCMt&)?%NXRUul$0X7$X&^wa*pnK)Q~rK}xP_eu9uh-OU*dOVMxkJO=?0vOF2xilzl&fJMNB_im8OKF=3$*6;e%kMDLDE zeUg$EQ?H-=Nq)mg#x(r)E|=dVs}S^sV0_2R(L>qqkL;cRcwbXFv#1%Iya^1#<+ zKGAKrsA(SGGKn&ckBiELzq=nYAVeM&Q z<;K5!S_!;F3E31rr7qi2d}FUaHj1J5VDn_rbWB2TmlM#V9w$wHerAh*ixZ-r?Vc>m z#`z%cX;bq*Chuuv6#F`vr-C;Y8_#QSs~pq}I+KifW+>Y|YQDT>-#U7W_HO@1PW%90 z{R{r&wu!WAn#PYuW))~TwP^^R8>cJ4>lboA6JGUcXQXd~pe*d5p0GgI*h!z_HOm#k zEQ;|QheKR94h>86iVJN)FV36T>>I<#JBM~D)1w&^Iv+lzyL=kCw@wqPEc2TOYhsi3vk583YnJgZAaigcsn(z5ap-YQ+j!DVS z57(e{v-1)zsv7|18g&SO`SodWt+krBqEFu^st@6mxz81PQSu(L4+ZXY@>cy8w-_cX zC3239i4pV-@pcIAC%PhsMMih(+@z+ThJa2?;3tEm*}U}-I3p0m7J)goeUQHn#64oO zR#y;22HZgq`>Rb zge_P1%cyP3qk`CfMrab(9UI_bwuz1-`e-`at!h{2qRw9w)2%V@&vJ~^4yGr9yrFae zX(ZjywncxgT8d7E{`Fqs(KiX#5H;`B_YOV0)=yEM+*^x3=GHIlg7i&mn#*2nY7*|5 ztNy0c{DAgNMSTdT9r~g+wcah>vHG3pelFj~pQ%p{(Te<35(jai_5ze!7IR8|Pd~F+ zpGGc23YdV`TmN*a1I{n7*jIqCImR`Lg80a?H9dV;d`j=AwWM)x+zh$ps?DHCMXPh{ z>54+sGyX(?WPW2ndb|;RYjUg_ETUKN3UNdS;Ryu#U*biN!E&lXxfIpYJqUfWAr`YS zTS9o#oG&)s@~l7j`Z>B(~< zzS22D&)k{f2tlNu+Rbn&WeyEQ;wXd9YWm2d&}VE9uxIv;wxaz{PdD!0~e89b;$M1+;B7OflFK-@70J!!NtR){$erfOtSvJHywk zZG<_Yh@iBX8n4ASBn>pIgW2YL0wQ@mvq^I6sLl$SW+mZfRm=Fv%X(y^4lH^01~{gt zk&i4Y`KI4DOrr|SA&qjmQeFgZhewWbPdtcsj#?tVE(Om)=z>IB@86A=#~K1`N}AVD zd}1?gU^hk_$2@LSmjTV~E4X%HF+5o^-TP{Sjy*RX?9(S19EM*MzVLX4R6#-z1>25J zW<2T6aFCu96D~9=O(hTehpkp}v6$Q-eHkeh*P%9B3zi5)&4gaLnDppOmv$muRJkN% zo!DP&D59u~-H9`F3;dnSCjRK3$fvshaNvEuPq=c+KuujnE(G_iO-*NITwS37kj&!C7t?{v$e-mNcX?Si$gHVB+<&|u2N zoBC{V7AnEK#G1kLly(tADIx)!}c= z(-CKM+i~^I9oM#rn4W+lyXV@bw?eG>1YsTFLPic29X?Zs9}o$iS=Q^dEp0Ie%~8Kq zDr}&C;?cq1>MPLgcC;{`YxZKfaHP+Sehc}Ietz!k=*4?J(N`pfxs0(xz0^E;T_IV| zIJvWw#LH~_#FC)H(py*JRndd@RVP{`H;UZ3aEB;!y##d!6xT)++T0^^?cCk)8XM%0{NM;U(|j71!F8K9L~R;(P`oMO7@$p}EqY7m9+z*PA3BV# zuwEaNRmSNCVmWU}X*BMsIkZuuMW?%hn<<*K5HD?E0JYtW2*zYe5DGnh5exUMK@p>3 z6}xI+-Iu+ufJ?MZKZaPO z`=_qTHke#9ON~9=UdxHr>QC0ngrqi0drn^=;rK8+6`J-<^W!?%_Jvfr)N=GAM{!_F z!QLuO=C6$rlPr8*1BZ0=41koRe1?~VBQSDL1Gwnlumhx z^v}^=Ld&d`+1#Vvs#(RX0u`w)Y%lLkRQFnv(dzwr6`}I_P-X<&WuLrEqjr&)K2H-A zAwe3O6n5h6op&PUC}u{=h>>{}-RDDWOU%z`PPC{Ee;%E|ba1C0+Q&Uyu5IoRZ81~E zgdky!p%k>}Wu{iOx$tK|Wu-5xQM+YkC_1?L2{OAMoZ*U@DT9~LdAo7G*)-^UKya`o zom=(x`wv3yO#}%6t;{q7$6r7(!*u6%p~9BN%)25&I;z(MX zIv+D;?d7oShPEx{{GU5&-{n{fzDTV`W7{F)m%Zw+N{aigM&lW%`Y8;GGug(V>w3q) z)sZdtZ#{2k*YzSgQyP{SZuI&7x^IB@;EmswutIg22LTl}!9!kD=935$&6W>hmam3$zblDk_ zZMR;<-}*F!yD-$Z^TErGCZ;1F5JF-MS8|^Kn~K#io! z{SX&HYIiYFPI?IG64->ksNunUzT?1}W+b?O8QP2)!A(iJYQN9YG84#Hw=n( z2Ax9RM2_s~jp?aLt0{F0oS6){?PB!T6{#o~THmM7NSn#Igq+%DE9$Q0k%gug-97XG7WTh>q%g9MVIhQ_jpa3o zwOjoNs_094<&F;xzK5xxe}0ldNKtzuGL}BVW@iBsCi-#&hBdXhWJR_4hkrSUh_-=U zMNAF6((vWI4Lf+aP}Gmjg6fB6wb=tiloLJiJDr&2LCTP)?1}RWzS9D~U$heCu_rE`yh253A_vfY1)|dE6=_ch%J9XN`w4v*gtI@9y^MAbA!Ue#$Y?!Pe|C~u zbusuJE{-~4d=*#NPHY?uHm=g%e&`3$!4{%@)Pi8?pZs!y`DCoQ_&wM7KnC{ z!v^)Cu1ec|xlEhvEeHPIOGq|Frf`RAvI>h?4}p^d(V}A987vw;I)j%;D3G*B++KC+ zVxwdRi8H7=Al(mNQ{>~U?b9L!uVe7naI=1OB06#OJo&|Tx+ybg_Ehf)AJdhE2=&nl zK1gVXl`{ADVdirvAI-KO-*fN|?h0hFrQCZ;F_yW(2TB{gNRcmf=P3L>s{QI6ZrtbD z2Ld6hT6m}DtuM8ghc_cYKRhlJHjeMcVSL6W(%5y;IN0Rvt37U18fumo#aNmvam&aK zY%Cd@Tj)A&X(lt)kF9A@HDVst>0|+!I97J-wWbqz`#Ha=TltkuaZF6!aAl(D{R|Ui zZx^h0nf#V#+l>m2os@dU4l)-ckUO<5y`PhAaL z!9POse{q}I@xx2P%}p?6o1cET&RaF`EU_-xZU_G8S(dIEVudzU0-7@(zx2`j z4tsCZ(ImOaM-sk{4DPJ*v92#&dirWpTx|CLhMEL0Lw3tH_h4zylf^HauSL$+9Ld~% z?EfR1zZh9^TUWU!ls{?M{$Gr&y|LjL0iwO~+}(Q9s3|;D?Nh#@{%3G__{`u-cz)po zN;Fa&q@h7`ZFYb$Oh7PAPt5{hj5REOB11Q*3S#%yW-;VUJl$1b{v2#Wsp$iY%nzFzoD&e zZRCjWReRHJ`B+-I@qO)X^K-VTM!N_)e_MA{8~s@&yaUIzSHa7AYu-H%Sv6M9&{R!W z`y}q=xLPKLqEdXpt+cn+bab5Rh_AQ&IF-A81FeM0z|&yRYt{B8>YknoD=XE$YX2jK z%|q)1#@m(b^8Q_;PWSEdo*I^yrFCm3%5E4xf852S!XsGSUU2ebUmQP|r*WD6AcV*2 z;o@-#>)>`=ngy_-pk3p6Qk`<~gI7nMo)cg&6;+(H0(KN`jK{CgH3?0#n5VR5Zif2cCwn>UCJJ2k%VOZEkaiL?($n(txz(FZ+! zfz6k)z1YM)SLi$&Kb1BIc`6-jXxhL0-n#i2qpNb3R{h-5Ensi5qpb(>kmN*D>5XB_ zxA*!nNK9I!A-9e+ymGr+8Sh;wv0gwepJ!i<2Va3yZjizdAeB*U?NeUKN1%y&-|*0q zfx_aWH+rGaJME8W(XJU2%-!qDmf(KCJ*LznM*DX3Q&%boFGlDz)k;bPAYvPV*m4ZF zY4)fMp)S)$dky~hl$EjS#+%p98cbRRXOC91c@iM~t}7&6gqu&nj02Vy`J`mMPaoS~ z>!WqA*7%9}XFpEqak|6(UA^7wdsmw3Zlqy!;*2jL!6AwE6mm;FU+}wPD=3r;JZ1^*efJE z_GlBv%<lBd8mY*ULu(jzp+Jc&6r}-*92)!QWHcQv>a&wMqlqw7}g)v z8DJ-4S9X0>+!{rBdb93ID0Q29a`KncJP+s!7)zA_MNX%)Coz5VCr6{Nl6SSO@5qxZ zNI7{hfF*@<9RKmMViFUZVMy+HBx>>@35nd1(dM}{4$CoqIx9lI?d$Ryc5E<{=Y!t3 z&Z*y*K5z<5YHU<9Ap*QIA7CceK%zs8b&i4-2^bl7Xn-Bo4~ivYz@|D`kN9`iuYHG; zHj62O4$mymD@qeD-5w~TMEKtZ8qam8?<+oL}=+c8Nmn$f9iJ)n)p zS}`vLyMp|y6Z`h`^lF^$Bos@H+9!xzItAj>u0QBY2#Lkt#nUEpjuo^rkKP_yw|@O{BCGjG?Q!DL=Ve=HxB)kQ`UShP z7v2C%7~H4#VV7sREV9SXLDktoj-ebh-KtQxEN18&w19nw{+ogRR0}a9U^fSM|A);( zrLn`+?I;?pbpReESItFEXuMxCUQFMvPEl2q?^>&cJqORBl6KRB)D46n3i~~xgJI-D1rln>9!5MJvV5qcZ_VfI!w0>(xdQHHo9MwcoJz)-DxC zgFxnN;jn2gWggkX65NrJ+Qp~VLB?av5#KSk@fye#Q7q`?IeUv4GK<$(p;fZBp}Jo4 zU*mhhAWs26J3swh6ao>`bFpjM+cE#eG|XOG>uPvs5h~gqHXiSm)Ubp0MHC0x5uE6( z$O1+2N=8x9;K*8~`UTSw4#w;+^1;}g;bo4=@%D#6MaOfP8IROm@rl@7- zJT@_&Mb4D|B%i*inAxdn>u8jn8z4RYJ;t*BL|ws{XI=#ZVt^2yBij@-XXvRtDi%^D zZm*rla>Uh%Xl{L`zb>S6)RgoxW8P>?BNoJY7jq^;J8wc0HNKcW!KDq+!xS0;ppm0( zU`jQ z9*|w3#!XlB$+NPu&{|%;{!Dpj^zDxT%HmTu6i5NpiuoK%q;R)_Mo~S<)>)XOh)s=vXFuX%Z`YnV+_>}h>CXaY20j6)jgS_172~f~usSK&V)*i#NuOcU zeYG%l?`4)1r-QW?4FopI*yT8wm!&g&r-AolpqZ@e$RAmK04Vb<;wTctSMuuyY|Vc` z-{WbZlT+uKO)suK3vOTqz8UtCX7j~g4hNru1mBDOTv5REgcr^o?UKQV^a7TG2h^6; z0vRP=`{srpy+ikB{|9$Kje2$%AhFSPnJB?w@C@|+g}<`gi87bwqw`(C@k@#BenZb7>NEn6>Qs{D)8h=3ca>1 zd0{_)Juc33M8|2g?#ZxaT`=#aIO`dmJ}1p=>u4M7!}RPVWiQX8wg~BstQ+=zaAq#d z^kPW7EFnJi?hWhXF=logEI3)v;|mbtk4sIkgN`NWo5N%uM-l5i$vhSY zZ_FGfDfDR1zPJm9qzS{2FrZA7#*r~`4UlL{3>)Onn!Y(tx_MrF7uvNc^whl}5t^J4 zD+bby0WU5uC02nKLmsa+Z;Dg-3=iVdGbx#SD_jHI{ChxGUU?QoY!6nVSUG9h4ysbS z2piNGmQH1PEz4Lt>;;>vY(CF*#xHx>UHcllE>3Ue+*aYxlE}8Aml}4B;2XJ{tx}Ro z0g2k1`p@!+6mR~Xg=4e$EAEf!v1+^<>|7fn-`t4yURKr33Udz1WJg$rXR~#@?JT+P zkg`ovf6KGq8O(!W5pCd>9*pCW>}3nl#~XW}bty@;=owsQr|+)q)2l-_33jn>m6AJA z=1-#Y3GOFP>4=GZ;ElcV$y9ZVHWm=i}^Ck1nDoEHk zI43Hzuiugve>P23ldVjj4XX`{_q4XA{AQE zU*ly44t&f7?nJqC9itAXwh_M7B1c$*=g~5MT-LU5W`zmbGPh1itE5NFPOt_ig6ekq zXfIR6M8Eh*Srg2+hQE#>U zIb-fJvhmOR8qOTP{>S(2KE~h&K%w^<=k%wdmzB4n3|7@=3kW1ZEP4mU2@i%UtEzd&MvEr!&y)Q z&2m=naYD^fv3J($r2En-aAV(ahJEmQh%LI843KI_(z~DE0WDjZ@9&d=H;^bLeM*Q4 zkQEod5?)>aC$Ici6*qqH6*nJ<@2?xzA6oBzhzZz#%w4{Zg#gV1zk|6aV)Tcdh{%_` zUuf5N1O+~GgF$-d3bhNuVkfWFeg}RbACJ47_*KO9w!Sy%uu60fF3sQMJGIjcvp*;Y zpEhc$H(%|Le824q@Tz|4{1wIZL5Hyc=g?s>$QW%hE`Rx29bSq3+b^Sb;^P_Ra|AS& zdVIyDpMo?v1TonER_sLa=hOMGhW0P@&(bG^zv%%mFmNy&FxX*DR`|#{@PBLmTlK%~ ze+B>F3Z(uWoa9e%+CTE28Y#ekx_^~R{S!(HBkTt54-~nD#@`VC*8hb1pFGAtq0auy z=RfiPKdAp=HU5bR8!8D!9X [b, 784] + x = x.view(x.size(0), 28*28) + # => [b, 10] + out = net(x) + # [b, 10] + y_onehot = one_hot(y) + + # 1 forward + # 完整例子 compute计算loss + # 3 Zero 梯度清零 + # 4 backward + # 5 update 更新梯度 + # 6 加入loss矩阵 + loss = F.mse_loss(out, y_onehot) + # loss = mse(out, y_onehot) + optimizer.zero_grad() + loss.backward() + # w' = w - lr*grad + optimizer.step() + + train_loss.append(loss.item()) + + if batch_idx % 10==0: + print(epoch, batch_idx, loss.item()) + +plot_curve(train_loss) +# we get optimal [w1, b1, w2, b2, w3, b3] + + +total_correct = 0 +for x,y in test_loader: + x = x.view(x.size(0), 28*28) + out = net(x) + # out: [b, 10] => pred: [b] + pred = out.argmax(dim=1) + correct = pred.eq(y).sum().float().item() + total_correct += correct + +total_num = len(test_loader.dataset) +acc = total_correct / total_num +print('test acc:', acc) + +x, y = next(iter(test_loader)) +out = net(x.view(x.size(0), 28*28)) +pred = out.argmax(dim=1) +plot_image(x, pred, 'test') + + + + + diff --git a/深度学习/手写数字例子/numpy实现神经网络.py b/深度学习/手写数字例子/numpy实现神经网络.py new file mode 100644 index 0000000..2156ed5 --- /dev/null +++ b/深度学习/手写数字例子/numpy实现神经网络.py @@ -0,0 +1,100 @@ + +import numpy as np + +class MLP_np: + + def sigmoid(z): + return 1.0/(1.0+np.exp(-z)) + + + def dsigmod(z): + return sigmoid(z)(1- sigmoid(z)) + + def __init__(self,sizes): + # sizes ：[784,30,10] + # 784 到30的全连接 + self.sizes = sizes + self.num_layers = len(sizes) - 1 + # sizes[:-1] 784,30 sizes[1:] 30,10 + self.weights = [np.random.randn(ch1,ch2) for ch1 ,ch2 in zip(sizes[:-1],sizes[1:])] + self.biases = [np.random.randn(b) for b in sizes[1:]] + def forward(self,x): + # param: x [784,1] + # return [10,1] + for b,w in zip(self.biases,self.weights) + [30,784]@[784,1] + z = np.dot(w,x)+b + x= sigmoid(z) + return z + + def backward(self,x,y): + # param x: [784,1] + # y:[10,1] + # return + nabla_w = [np.zeros(w.shape) for w in self.weights] + nabla_b = [np.zeros(b.shape) for w in self.biases] + # 第一步 forward + # 每一层保存激活 + activations = [x] + # 每一层保存z + zs =[] + for b,w in zip(self.biases,self.weights): + z = np.dot(w,x)+b + activations = sigmoid(z) + zs.append(z) + activations.append(activations) + # 第二部 backward + # 完整例子.1 计算输出层和梯度 + # 输出层[10,1] + delta = activations[-1]*(1-activations[-1])*(activations[-1]-y) + nabla_b[-1] = delta + # [10,1]@[1,30] =>[10,30] + nabla_w[-1] = np.dot(delta, activations[-2].T) + # 完整例子.完整例子 计算隐藏层 + for l in range(2,self.num_layers+1): + l = -l + z = zs[l] + a = activations[l] + # [10,30]T@[10,1] =>[30,1] + delta = np.dot(self.weights[l+1].T,delta)*a*(1-a) + + nabla_b[l] = delta + nabla_w[l] = np.dot(delta,activations[l-1].T) + return nabla_w,nabla_b + def train(self,training_data,epochs,batchsz,lr): + if test_data: + n_test = len(test_data) + n = len(training_data) + for j in range(epochs): + np.random.shuffle(training_data) + mini_batches = [ + training_data[k:k+batchsz] + for k in range(0,n,batchsz): + self.update_mini_batch(mini_batch,lr) + if test_data: + print("Epoch {0}:{1}/{2}".format(j,self.evaluate(test_data),n_test)) + else: + print("Epoch {0} complete:".format(j)) + ] + + + + + + + +def main(): + + + + + + + + + + + + +if __name__ == '__main__': + main() diff --git a/深度学习/手写数字例子/train_loss.csv b/深度学习/手写数字例子/train_loss.csv new file mode 100644 index 0000000..74fa674 --- /dev/null +++ b/深度学习/手写数字例子/train_loss.csv @@ -0,0 +1 @@ +0.09910289943218231,0.09812919795513153,0.09827819466590881,0.09741026163101196,0.09824255853891373,0.09639383852481842,0.0953049585223198,0.0952308252453804,0.09254448115825653,0.09286276251077652,0.09200937300920486,0.09054495394229889,0.09029804170131683,0.08907759189605713,0.08858014643192291,0.08714927732944489,0.08656878024339676,0.08561564981937408,0.08562266826629639,0.08554140478372574,0.08486004173755646,0.08380241692066193,0.08286713808774948,0.08307858556509018,0.0813688263297081,0.08040232956409454,0.08083610981702805,0.07896639406681061,0.07937692105770111,0.07935028523206711,0.07761336863040924,0.0785893052816391,0.07805268466472626,0.07725262641906738,0.07567798346281052,0.07673448324203491,0.07502935081720352,0.07447897642850876,0.0746907889842987,0.07526030391454697,0.0735517367720604,0.07365089654922485,0.07331373542547226,0.07270929962396622,0.07059266418218613,0.06993415951728821,0.07161342352628708,0.07085788995027542,0.07068752497434616,0.06860094517469406,0.06990397721529007,0.0697980672121048,0.06814904510974884,0.06860362738370895,0.06911630928516388,0.0674787387251854,0.06725747883319855,0.06652068346738815,0.06774777919054031,0.06601189821958542,0.06453350931406021,0.06578005850315094,0.06491677463054657,0.06383739411830902,0.06458558887243271,0.0635935515165329,0.06387437134981155,0.06291534751653671,0.06417615711688995,0.06147339940071106,0.06142519786953926,0.06307276338338852,0.06266944855451584,0.06201682612299919,0.06090352684259415,0.059766851365566254,0.061837922781705856,0.060094159096479416,0.060477364808321,0.05837860703468323,0.059322427958250046,0.0595705509185791,0.05794715881347656,0.05869506672024727,0.0571744441986084,0.05938755348324776,0.058609627187252045,0.05720669776201248,0.056842684745788574,0.05628163367509842,0.05888141319155693,0.055624473839998245,0.0556630976498127,0.05682004615664482,0.054400693625211716,0.05503057315945625,0.054152797907590866,0.05413825064897537,0.054085809737443924,0.05258072540163994,0.05329092592000961,0.05192362144589424,0.054157428443431854,0.05586805194616318,0.04981497302651405,0.05277993530035019,0.053383637219667435,0.05324111133813858,0.052877653390169144,0.05175519734621048,0.050963759422302246,0.05154033377766609,0.05146440118551254,0.05232434719800949,0.049620140343904495,0.05025961250066757,0.05259458348155022,0.05048263445496559,0.04988846182823181,0.04852887988090515,0.05126769468188286,0.052929867058992386,0.048148997128009796,0.04949331283569336,0.047276146709918976,0.048095352947711945,0.04866627976298332,0.04880419373512268,0.049442391842603683,0.04951174184679985,0.049192823469638824,0.04725891351699829,0.04799888655543327,0.04796339198946953,0.04686807841062546,0.04764849320054054,0.04613582044839859,0.04777659848332405,0.048357561230659485,0.046407029032707214,0.04783613979816437,0.04756441339850426,0.046722181141376495,0.048055000603199005,0.043678052723407745,0.04530685395002365,0.04822785034775734,0.04605669900774956,0.0469769723713398,0.045832566916942596,0.04319296032190323,0.04512074962258339,0.0485849566757679,0.0450814887881279,0.044424157589673996,0.044782329350709915,0.04332227259874344,0.04465944692492485,0.045430973172187805,0.04435982555150986,0.043052900582551956,0.045075371861457825,0.04345020651817322,0.046349264681339264,0.04571538046002388,0.044534992426633835,0.043231479823589325,0.044189732521772385,0.04256671667098999,0.042160991579294205,0.04299334064126015,0.045080192387104034,0.0430217981338501,0.042646512389183044,0.04231645539402962,0.04163006693124771,0.043114058673381805,0.043572865426540375,0.04542163759469986,0.04375823587179184,0.0416453592479229,0.04299796372652054,0.04233619570732117,0.043950363993644714,0.043162815272808075,0.043755628168582916,0.042499665170907974,0.0423826202750206,0.041864365339279175,0.04086235538125038,0.038764894008636475,0.04057960957288742,0.039191730320453644,0.044029779732227325,0.04312209039926529,0.042076364159584045,0.04110640287399292,0.03975123167037964,0.042062077671289444,0.041645538061857224,0.041950494050979614,0.03909928351640701,0.04110660031437874,0.04052624851465225,0.04074820131063461,0.04114241525530815,0.03786366060376167,0.04100548475980759,0.04015449061989784,0.040201909840106964,0.03929930180311203,0.03789040446281433,0.0399496890604496,0.03984115645289421,0.04057835787534714,0.04086009040474892,0.03827612102031708,0.03999195247888565,0.039100147783756256,0.04046173393726349,0.03841623291373253,0.03837166354060173,0.03970891982316971,0.03732110559940338,0.03757024556398392,0.038871824741363525,0.0367460660636425,0.040863920003175735,0.038373030722141266,0.039161115884780884,0.038866445422172546,0.040850669145584106,0.039768192917108536,0.03763454034924507,0.037324924021959305,0.03727538138628006,0.03815301135182381,0.0372670516371727,0.0373581200838089,0.03746628761291504,0.038003385066986084,0.038778383284807205,0.039218802005052567,0.03879861161112785,0.036854278296232224,0.03764917701482773,0.038157422095537186,0.03529531508684158,0.03772198036313057,0.035663019865751266,0.03968331962823868,0.03792988136410713,0.036553360521793365,0.036865413188934326,0.03720536082983017,0.03451072424650192,0.03660355135798454,0.03484959527850151,0.037876322865486145,0.03654540330171585,0.038400787860155106,0.03712359815835953,0.03616660460829735,0.03515809029340744,0.03666195273399353,0.036699939519166946,0.03537522628903389,0.03489059954881668,0.03513495251536369,0.03564693033695221,0.034516748040914536,0.035181283950805664,0.03691177815198898,0.037398550659418106,0.03640488162636757,0.037624649703502655,0.03555701673030853,0.03638273477554321,0.03663911670446396,0.037798184901475906,0.035099055618047714,0.03686036914587021,0.03649134188890457,0.035723231732845306,0.03728177770972252,0.034904345870018005,0.03319372609257698,0.03578050434589386,0.03403158113360405,0.037326522171497345,0.034657072275877,0.03502678871154785,0.03319956362247467,0.03420047089457512,0.03626198694109917,0.03661054000258446,0.03477424383163452,0.03423024341464043,0.035565756261348724,0.03576049953699112,0.034477006644010544,0.03586164861917496,0.03412964940071106,0.03605417162179947,0.03559228032827377,0.03446526080369949,0.03457539528608322,0.033539243042469025,0.032360225915908813,0.03499303013086319,0.03446488827466965,0.03515248745679855,0.03460530564188957,0.035396259278059006,0.0349704846739769,0.0346878282725811,0.03361969068646431,0.0347076877951622,0.03288205713033676,0.032577838748693466,0.03281299024820328,0.0344712994992733,0.03389855474233627,0.033287663012742996,0.03257191926240921,0.03353962302207947,0.03274352848529816,0.034116268157958984,0.0355011448264122,0.03360535949468613,0.03274569287896156,0.03425046056509018,0.033000774681568146,0.0348055325448513,0.034117404371500015,0.034068815410137177,0.03335913270711899,0.03153800591826439,0.034323833882808685,0.03146453946828842,0.032171327620744705,0.03362155333161354,0.03210430219769478,0.03276756778359413,0.031171079725027084,0.0324675515294075,0.03335513919591904,0.03199633210897446,0.032959889620542526,0.033060453832149506,0.032665956765413284,0.029686952009797096,0.03225618973374367,0.03430156037211418,0.030496472492814064,0.030237268656492233,0.03318388760089874,0.03472041338682175,0.0320933535695076,0.03361133858561516,0.03256756812334061,0.03163287416100502,0.032102037221193314,0.03009173832833767,0.03346916288137436,0.03281966969370842,0.03207153081893921,0.03184758499264717,0.031424470245838165,0.031346626579761505,0.030652597546577454,0.03109690546989441,0.030038293451070786,0.030941402539610863,0.03040331043303013,0.031235327944159508,0.03222475200891495,0.031688399612903595,0.02952430211007595,0.03232131153345108,0.03197916969656944,0.03142143413424492,0.03083902597427368,0.03190693259239197,0.033117569983005524,0.031730107963085175,0.029256274923682213,0.029880449175834656,0.03111184574663639,0.029451454058289528,0.03213547542691231,0.034319087862968445,0.030226532369852066,0.03195803239941597,0.03157738596200943,0.03084532916545868,0.03015640377998352,0.03138771653175354,0.030704546719789505,0.03097037598490715,0.03058064915239811,0.03128983452916145,0.03131643682718277,0.0314551442861557,0.03189297765493393,0.030682403594255447,0.030247505754232407,0.030319441109895706,0.03217767924070358,0.03110840916633606,0.030860165134072304,0.028919469565153122,0.03073972836136818,0.032640241086483,0.031087836250662804,0.03147880733013153,0.03082004189491272,0.031153518706560135,0.03241223096847534,0.030265554785728455,0.030433107167482376,0.028571614995598793,0.0286824069917202,0.02889597974717617,0.02969628944993019,0.03051890805363655,0.029266193509101868,0.027645224705338478,0.031161654740571976,0.0321994423866272,0.02904585562646389,0.02773403562605381,0.028967654332518578,0.029266798868775368,0.02935788594186306,0.028784941881895065,0.029635587707161903,0.031071115285158157,0.027173036709427834,0.029658595100045204,0.028120269998908043,0.029356900602579117,0.02990860864520073,0.030669044703245163,0.030858684331178665,0.030985910445451736,0.02945530042052269,0.030000871047377586,0.02950144372880459,0.028004053980112076,0.028722036629915237,0.029824744910001755,0.031060954555869102,0.029071157798171043,0.030008677393198013,0.027814418077468872,0.028171423822641373,0.02889586053788662,0.030354714021086693,0.02832038328051567,0.03088858723640442,0.029585648328065872,0.029225504025816917,0.03012593649327755,0.03149569034576416,0.027829889208078384,0.026903489604592323,0.029461685568094254,0.02760603092610836,0.02860008180141449,0.029264342039823532,0.029195619747042656,0.027366911992430687,0.02903771959245205,0.026175126433372498,0.02874450385570526,0.030121350660920143,0.028781693428754807,0.029770558699965477,0.028610294684767723,0.028321048244833946,0.027519840747117996,0.029550760984420776,0.02827056311070919,0.02849310077726841,0.02940230444073677,0.029540587216615677,0.028930138796567917,0.029375111684203148,0.028637070208787918,0.030699482187628746,0.029179951176047325,0.026186639443039894,0.029440049082040787,0.02844492718577385,0.02880130708217621,0.02951783314347267,0.028134668245911598,0.02766895852982998,0.029319394379854202,0.028361225500702858,0.027441635727882385,0.027996554970741272,0.029227158054709435,0.028958534821867943,0.029155105352401733,0.02701486274600029,0.02859601378440857,0.02467947266995907,0.027821332216262817,0.027126077562570572,0.028447067365050316,0.025180986151099205,0.02749142050743103,0.02611214853823185,0.027841949835419655,0.029838120564818382,0.02672959491610527,0.027023589238524437,0.030566800385713577,0.030089372768998146,0.02610311470925808,0.02797970548272133,0.02909252420067787,0.02669559419155121,0.02921612560749054,0.0268426351249218,0.025225570425391197,0.02874014340341091,0.027047106996178627,0.025421803817152977,0.02620535157620907,0.026745695620775223,0.027593815699219704,0.02675393782556057,0.027504812926054,0.02683292329311371,0.026063596829771996,0.026118624955415726,0.025948483496904373,0.025347311049699783,0.02626742050051689,0.02629168890416622,0.026934783905744553,0.028597552329301834,0.026379570364952087,0.026020597666502,0.02853723242878914,0.027258574962615967,0.028254929929971695,0.026585927233099937,0.02924865111708641,0.027729060500860214,0.02540605328977108,0.025817424058914185,0.026588961482048035,0.026232903823256493,0.02750994637608528,0.025990689173340797,0.027032548561692238,0.026585787534713745,0.02726771868765354,0.025103291496634483,0.025731494650244713,0.027011442929506302,0.025784853845834732,0.02715061977505684,0.02685033157467842,0.024760719388723373,0.025292346253991127,0.026976238936185837,0.026974130421876907,0.025301286950707436,0.02543807588517666,0.02528366819024086,0.025782186537981033,0.027137627825140953,0.0258437842130661,0.02524111233651638,0.025766056030988693,0.02689664624631405,0.02647332474589348,0.02594941295683384,0.0263174120336771,0.025536518543958664,0.027329381555318832,0.025113362818956375,0.02724609151482582,0.02449854090809822,0.02383451722562313,0.024711107835173607,0.02715538814663887,0.02541368640959263,0.026983607560396194,0.02531864121556282,0.0238510649651289,0.026761353015899658,0.02600773237645626,0.027526825666427612,0.02398155815899372,0.027304792776703835,0.02717503346502781,0.025676747784018517,0.02553459070622921,0.026923174038529396,0.025573253631591797,0.025357216596603394,0.024357834830880165,0.024293769150972366,0.02541380561888218,0.02725975215435028,0.027482960373163223,0.023853927850723267,0.027349015697836876,0.025237370282411575,0.02284662052989006,0.025430088862776756,0.02455931343138218,0.024787722155451775,0.025688815861940384,0.025738656520843506,0.02970133349299431,0.023190144449472427,0.02627815678715706,0.0227577555924654,0.024274706840515137,0.02463695779442787,0.025721728801727295,0.024755515158176422,0.02359340526163578,0.02520623244345188,0.025050301104784012,0.025081390514969826,0.026788989081978798,0.02460673823952675,0.021872280165553093,0.026427000761032104,0.024634193629026413,0.027333687990903854,0.02350313402712345,0.023426039144396782,0.023984527215361595,0.025981271639466286,0.025343075394630432,0.024922335520386696,0.02677864395081997,0.026532316580414772,0.024023104459047318,0.024328067898750305,0.02374275028705597,0.024292927235364914,0.024571742862462997,0.023493129760026932,0.02581140398979187,0.02457461692392826,0.0260945912450552,0.026337724179029465,0.024243075400590897,0.02610289491713047,0.02436026744544506,0.024028081446886063,0.02468065172433853,0.02320481836795807,0.02319853939116001,0.026551347225904465,0.0261383019387722,0.025590647011995316,0.028221463784575462,0.02205529436469078,0.02514544501900673,0.024320892989635468,0.02630024030804634,0.025295784696936607,0.02614525333046913,0.02428092621266842,0.02482573688030243,0.02425825037062168,0.02421414479613304,0.02552041970193386,0.0248927790671587,0.027036800980567932,0.02474750578403473,0.023049769923090935,0.026039082556962967,0.0259248074144125,0.02592599391937256,0.02458365075290203,0.024062324315309525,0.024936813861131668,0.02464444935321808,0.02281107008457184,0.02447943016886711,0.0220075324177742,0.02367115393280983,0.02325725369155407,0.024783551692962646,0.023241428658366203,0.02236337587237358,0.022762667387723923,0.024497177451848984,0.02279764786362648,0.025751758366823196,0.024347560480237007,0.02187829650938511,0.023445352911949158,0.024982599541544914,0.022824713960289955,0.025441903620958328,0.023500684648752213,0.022302759811282158,0.023511063307523727,0.024546155706048012,0.023984503000974655,0.02463505044579506,0.021969392895698547,0.02337486296892166,0.024661345407366753,0.02277318201959133,0.02325684390962124,0.0241779163479805,0.024630790576338768,0.02312587760388851,0.02568713203072548,0.025309469550848007,0.02322346158325672,0.022049833089113235,0.02297782711684704,0.02451247349381447,0.022904882207512856,0.022033022716641426,0.023104578256607056,0.024652453139424324,0.02326902374625206,0.023214347660541534,0.025992756709456444,0.020565520972013474,0.02518589235842228,0.023731358349323273,0.024477699771523476,0.021083950996398926,0.023329559713602066,0.02207956835627556,0.024746162816882133,0.025005262345075607,0.023683853447437286,0.022566767409443855,0.022066842764616013,0.023504121229052544,0.022968223318457603,0.023449352011084557,0.024530308321118355,0.024136221036314964,0.02372901514172554,0.02504962682723999,0.023464014753699303,0.023103216663002968,0.026733923703432083,0.021369457244873047,0.02262130379676819,0.02328452095389366,0.025176525115966797,0.02432394213974476,0.023170605301856995,0.02449384704232216,0.023595215752720833,0.02393280528485775,0.022344280034303665,0.023269835859537125,0.024467434734106064,0.022143764421343803,0.023404356092214584,0.02342342399060726,0.023007359355688095,0.023193340748548508,0.022923598065972328,0.023462951183319092,0.021996578201651573,0.022384151816368103,0.023538315668702126,0.023291736841201782,0.022451743483543396,0.023444080725312233,0.02350904606282711,0.023177072405815125,0.021677333861589432,0.024139150977134705,0.02368687279522419,0.02121662348508835,0.023418907076120377,0.02225434221327305,0.021722951903939247,0.02365216240286827,0.020501544699072838,0.022071819752454758,0.02335711568593979,0.020974496379494667,0.023997101932764053,0.02214423194527626,0.02389158494770527,0.023983469232916832,0.02183983102440834,0.024021755903959274,0.022511931136250496,0.023084914311766624,0.02370269037783146,0.023015793412923813,0.02196962758898735,0.022570248693227768,0.0220082588493824,0.019860560074448586,0.02200920321047306,0.02325475588440895,0.021854255348443985,0.01980234496295452,0.024321772158145905,0.021106604486703873,0.024298477917909622,0.02124226838350296,0.022042205557227135,0.023132875561714172,0.02206108346581459,0.022669890895485878,0.023246636614203453,0.02125624753534794,0.023284632712602615,0.024127604439854622,0.022306431084871292,0.02144605666399002,0.022960606962442398,0.02292289398610592,0.022209351882338524,0.021508891135454178,0.022664960473775864,0.02049468457698822,0.021152641624212265,0.022380834445357323,0.02284901589155197,0.021404962986707687,0.023663586005568504,0.024599656462669373,0.02277028001844883,0.022165702655911446,0.022832835093140602,0.020902441814541817,0.020336594432592392,0.02290109544992447,0.022325992584228516,0.022790318354964256,0.020951639860868454,0.022220931947231293,0.02286563627421856,0.02152477763593197,0.020764708518981934,0.021202515810728073,0.02335471101105213,0.02237810753285885,0.023357825353741646,0.023921698331832886,0.021668551489710808,0.022649332880973816,0.023285752162337303,0.0225839763879776,0.0207254309207201,0.022194605320692062,0.022712571546435356,0.02119552157819271,0.02152940444648266,0.023675065487623215,0.021844040602445602,0.02331039495766163,0.020481035113334656,0.02071644365787506,0.022025102749466896,0.021202128380537033,0.024478372186422348,0.021323084831237793,0.022832700982689857,0.021625736728310585,0.020682241767644882,0.020529836416244507,0.021899133920669556,0.022151095792651176,0.022583965212106705,0.022390298545360565,0.02093217894434929,0.019903380423784256,0.022114533931016922,0.020275363698601723,0.020771395415067673,0.021311599761247635,0.020453138276934624,0.022513315081596375,0.021735502406954765,0.02255532331764698,0.02036248706281185,0.0218534953892231,0.0204019732773304,0.024627571925520897,0.02148399129509926,0.02094496600329876,0.020445432513952255,0.02007022686302662,0.020344987511634827,0.02219260111451149,0.020886195823550224,0.02195066772401333,0.022504612803459167,0.022085485979914665,0.019490409642457962,0.021380484104156494,0.02139532007277012,0.021669719368219376,0.02158873900771141,0.021381990984082222,0.020233897492289543,0.01994764432311058,0.02252807281911373,0.021616343408823013,0.02092866227030754,0.02120359241962433,0.022936034947633743,0.020375318825244904,0.020255733281373978,0.02083306573331356,0.02250567637383938,0.02102728933095932,0.020614463835954666,0.020261744037270546,0.020459387451410294,0.021779432892799377,0.022549593821167946,0.022435016930103302,0.020946968346834183,0.021215196698904037,0.021480126306414604,0.022186774760484695,0.022431375458836555,0.02102810889482498,0.021275708451867104,0.022771241143345833,0.019895434379577637,0.0222467053681612,0.020075783133506775,0.02274399623274803,0.020835893228650093,0.021580256521701813,0.02180951088666916,0.021703606471419334,0.02302592620253563,0.02099454402923584,0.02145635522902012,0.021259669214487076,0.01934928447008133,0.0225283894687891,0.022308558225631714,0.019869491457939148,0.020026031881570816,0.020770052447915077,0.021142486482858658,0.021779978647828102,0.020087797194719315,0.021364910528063774,0.020730676129460335,0.020843300968408585,0.0227561816573143,0.022266922518610954,0.023005293682217598,0.020483870059251785,0.02200336754322052,0.020384659990668297,0.021198440343141556,0.021601390093564987,0.02029690518975258,0.020129993557929993,0.02017718181014061,0.020554499700665474,0.022833935916423798,0.02255117893218994,0.022706400603055954,0.02030222676694393,0.020731966942548752,0.02108975686132908,0.019819121807813644,0.022123590111732483,0.021064383909106255,0.020775577053427696,0.020885715261101723,0.023156262934207916,0.01990186795592308,0.02223155088722706,0.01843542791903019,0.0208588819950819,0.01982955075800419,0.020422538742423058,0.02075808122754097,0.018487613648176193,0.019034406170248985,0.019129572436213493,0.021192513406276703,0.02172197960317135,0.021206043660640717,0.019411079585552216,0.02178378403186798,0.02029668539762497,0.022037412971258163,0.020993521437048912,0.019257156178355217,0.019963338971138,0.021138763055205345,0.019229130819439888,0.016750240698456764,0.01866924576461315,0.0198222603648901,0.02053130604326725,0.019807683303952217,0.019688021391630173,0.020781774073839188,0.020513491705060005,0.02001708373427391,0.0210881270468235,0.020424742251634598,0.01905202493071556,0.022160010412335396,0.01985901966691017,0.02236039936542511,0.019431836903095245,0.021097954362630844,0.02132457122206688,0.01788097247481346,0.019117768853902817,0.021142300218343735,0.020276347175240517,0.019308647140860558,0.020875299349427223,0.019631702452898026,0.021497229114174843,0.02059284783899784,0.01852019689977169,0.02012680098414421,0.01984608918428421,0.021101156249642372,0.01868104562163353,0.019979707896709442,0.022742513567209244,0.020303767174482346,0.019570007920265198,0.01958714798092842,0.01937984675168991,0.02046581730246544,0.01765192486345768,0.02134113945066929,0.018481120467185974,0.02012534998357296,0.020174410194158554,0.02133113518357277,0.018628915771842003,0.020415574312210083,0.01957353577017784,0.021068355068564415,0.019691115245223045,0.022277599200606346,0.016890276223421097,0.019767560064792633,0.020684879273176193,0.0191835705190897,0.020744064822793007,0.02007206156849861,0.02014884352684021,0.018794458359479904,0.021367182955145836,0.019801294431090355,0.019960416480898857,0.019010376185178757,0.019255807623267174,0.019305264577269554,0.01956474408507347,0.01891336962580681,0.020666012540459633,0.02056971751153469,0.019160987809300423,0.022478070110082626,0.019243691116571426,0.01990513689815998,0.020437689498066902,0.020697807893157005,0.020061668008565903,0.018070170655846596,0.01875460520386696,0.01826358027756214,0.018092243000864983,0.02047385275363922,0.019464829936623573,0.018856873735785484,0.01904836669564247,0.01963893510401249,0.019087987020611763,0.023885514587163925,0.01966128870844841,0.020796552300453186,0.021426891908049583,0.018989956006407738,0.020120158791542053,0.018629325553774834,0.021117454394698143,0.020638201385736465,0.020331719890236855,0.021770549938082695,0.018588760867714882,0.01894247531890869,0.018286297097802162,0.021028319373726845,0.020355673506855965,0.020143724977970123,0.019847247749567032,0.01918906904757023,0.018698060885071754,0.020484458655118942,0.01926608197391033,0.020361024886369705,0.018898265436291695,0.01941835694015026,0.021900760009884834,0.021566171199083328,0.01955050602555275,0.017759723588824272,0.018850617110729218,0.022321870550513268,0.02055254951119423,0.019621213898062706,0.01712755486369133,0.01921735145151615,0.01905640959739685,0.019794205203652382,0.019080761820077896,0.016948193311691284,0.018258050084114075,0.018020007759332657,0.01941942237317562,0.018244117498397827,0.021422212943434715,0.019044596701860428,0.017096789553761482,0.018161576241254807,0.019550282508134842,0.018533814698457718,0.019735978916287422,0.01880842261016369,0.018622854724526405,0.020743099972605705,0.020238211378455162,0.019524503499269485,0.02020825818181038,0.02051231637597084,0.020387444645166397,0.020314684137701988,0.018996406346559525,0.019509566947817802,0.01971295103430748,0.018938226625323296,0.02128729596734047,0.018399976193904877,0.01920323446393013,0.021037284284830093,0.017869863659143448,0.019236242398619652,0.01933462917804718,0.019909638911485672,0.018895920366048813,0.01815072074532509,0.018425609916448593,0.020182590931653976,0.01782667264342308,0.017788389697670937,0.020151417702436447,0.020525960251688957,0.019777018576860428,0.020071586593985558,0.020632784813642502,0.018993746489286423,0.01859114319086075 diff --git a/深度学习/手写数字例子/utils.py b/深度学习/手写数字例子/utils.py new file mode 100644 index 0000000..83009a0 --- /dev/null +++ b/深度学习/手写数字例子/utils.py @@ -0,0 +1,39 @@ +import torch +from matplotlib import pyplot as plt + + +def plot_curve(data): + fig = plt.figure() + plt.plot(range(len(data)), data, color='blue') + # plt.legend(['value'], loc='upper right') + plt.xlabel('Iteration') + plt.ylabel('Loss') + plt.show() + + +import csv +import codecs +# https://blog.csdn.net/taotiezhengfeng/article/details/75876717 +def save_data(data,fileName): + with open(fileName,'w+',newline ='') as f: + mywrite = csv.writer(f) + mywrite.writerow(data) + +def plot_image(img, label, name): + + fig = plt.figure() + for i in range(6): + plt.subplot(2, 3, i + 1) + plt.tight_layout() + plt.imshow(img[i][0]*0.3081+0.1307, cmap='gray', interpolation='none') + plt.title("{}: {}".format(name, label[i].item())) + plt.xticks([]) + plt.yticks([]) + plt.show() + + +def one_hot(label, depth=10): + out = torch.zeros(label.size(0), depth) + idx = torch.LongTensor(label).view(-1, 1) + out.scatter_(dim=1, index=idx, value=1) + return out \ No newline at end of file diff --git a/深度学习/手写数字例子/多分类回归实例.py b/深度学习/手写数字例子/多分类回归实例.py new file mode 100644 index 0000000..db5af18 --- /dev/null +++ b/深度学习/手写数字例子/多分类回归实例.py @@ -0,0 +1,86 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim +from torchvision import datasets, transforms + + +batch_size=200 +learning_rate=0.01 +epochs=10 + +train_loader = torch.utils.data.DataLoader( + datasets.MNIST('../data', train=True, download=True, + transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])), + batch_size=batch_size, shuffle=True) +test_loader = torch.utils.data.DataLoader( + datasets.MNIST('../data', train=False, transform=transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.1307,), (0.3081,)) + ])), + batch_size=batch_size, shuffle=True) + + + +w1, b1 = torch.randn(200, 784, requires_grad=True),\ + torch.zeros(200, requires_grad=True) +w2, b2 = torch.randn(200, 200, requires_grad=True),\ + torch.zeros(200, requires_grad=True) +w3, b3 = torch.randn(10, 200, requires_grad=True),\ + torch.zeros(10, requires_grad=True) + +torch.nn.init.kaiming_normal_(w1) +torch.nn.init.kaiming_normal_(w2) +torch.nn.init.kaiming_normal_(w3) + + +def forward(x): + x = x@w1.t() + b1 + x = F.relu(x) + x = x@w2.t() + b2 + x = F.relu(x) + x = x@w3.t() + b3 + x = F.relu(x) + return x + + + +optimizer = optim.SGD([w1, b1, w2, b2, w3, b3], lr=learning_rate) +criteon = nn.CrossEntropyLoss() + +for epoch in range(epochs): + + for batch_idx, (data, target) in enumerate(train_loader): + data = data.view(-1, 28*28) + + logits = forward(data) + loss = criteon(logits, target) + + optimizer.zero_grad() + loss.backward() + # print(w1.grad.norm(), w2.grad.norm()) + optimizer.step() + + if batch_idx % 100 == 0: + print('Train Epoch: {} [{}/{} ({:.0f}%)]\tLoss: {:.6f}'.format( + epoch, batch_idx * len(data), len(train_loader.dataset), + 100. * batch_idx / len(train_loader), loss.item())) + + + test_loss = 0 + correct = 0 + for data, target in test_loader: + data = data.view(-1, 28 * 28) + logits = forward(data) + test_loss += criteon(logits, target).item() + + pred = logits.data.max(1)[1] + correct += pred.eq(target.data).sum() + + test_loss /= len(test_loader.dataset) + print('\nTest set: Average loss: {:.4f}, Accuracy: {}/{} ({:.0f}%)\n'.format( + test_loss, correct, len(test_loader.dataset), + 100. * correct / len(test_loader.dataset))) diff --git a/深度学习/手写数字例子/学生 NUMPY构建BP深度神经网络 自己写的.py b/深度学习/手写数字例子/学生 NUMPY构建BP深度神经网络 自己写的.py new file mode 100644 index 0000000..544f630 --- /dev/null +++ b/深度学习/手写数字例子/学生 NUMPY构建BP深度神经网络 自己写的.py @@ -0,0 +1,180 @@ +import numpy as np +import random +import mnist_loader + +def sigmoid(z): + return 1.0/(1.0+np.exp(-z)) #定义sigmoid函数 + +def dsigmoid(z): + return sigmoid(z)(1-sigmoid(z)) #定义sigmoid函数的导数 + + +class MLP_np: + def __init__(self,sizes): + """ + size :[784,30,10] + """ + self.sizes = sizes + self.num_layers = len(sizes) - 1 + + # sizes:[784,30,1] + # w: [ch_out, ch_in] + #biases: [ ch_out ] + self.weights = [np.random.randn(ch2, ch1,) for ch1, ch2 in zip(sizes[:-1], sizes[1:])] #分别生成[784,30], [30,10] + self.biases = [np.random.randn(ch, 1) for ch in sizes[1:]] + + + def forward(self, x): #定义向后传递函数 + """ + x:[784,1] + """ + for b,w in zip(self.biases, self.weights): + #[30,784]@[784,1] =>[30,1]+[30,1]=>[30,1] + z = np.dot(w, x) + b + #[30,1] + x = sigmoid(z) #使用sigmoid函数来作为激活函数 + + return x + + + def backprop(self, x, y): #定义向前传递的函数 + """ + x:[784,1] + y:[10,1] + """ + nabla_w = [np.zeros(w.shape) for w in self.weights] + nabla_b = [np.zeros(b.shape) for b in self.biases] + + #1、 forward + #save activations for every layer + activarions = [x] + #save z for every layer + zs = [] + activation = x + for b, w in zip(self.biases, self.weights): + z = np.dot(w, activation) + b + activation = sigmoid(z) + zs.append(z) + activarions.append(activation) + + loss = np.power(activarions[-1] - y, 2).sum() + #完整例子、backward + #完整例子.1、 compute gradient on output layer (在输出层计算梯度) + #[10,1] with [10,1] => [10,1] + delta = activarions[-1] * (1-activarions[-1]) * (activarions[-1] - y) + nabla_b[-1] = delta + # [10,1]@[1,30] =>[10,30] + # activations:[30, 1] + nabla_w[-1] = np.dot(delta, activarions[-2].T) # activations.T是将activations矩阵转置 + + #完整例子.完整例子 compute hidden gradient (循环计算隐藏层梯度) + for l in range(2, self.num_layers+1): + l = -l + + z = zs[l] + a = activarions[l] + + #delta_j + #[10, 30]T @ [10, 1 ] => [30 ,10]@{10,1} => [30, 1] * [30, 1] =>[30, 1] + delta = np.dot(self.weights[l+1].T, delta) * a * (1-a) + + nabla_b[l] = delta + #[30, 1] @ [784, 1]T => [30, 784] + nabla_w[l] = np.dot(delta, activarions[l-1].T) + + return nabla_w, nabla_b, loss + + + + + def train(self, training_data, epochs, batchsz, lr, test_data): + """ + training_data: list of (x,y) + epochs: 1000 + vatchsz: 10 + lr: 0.01 + test_data: list of (x,y) + """ + if test_data: + n_test = len(test_data) + n = len(training_data) + for j in range(epochs): + random.shuffle(training_data) + mini_batches = [ + training_data[k:k+batchsz] + for k in range(0, n, batchsz)] + for mini_batch in mini_batches: + loss = self.update_mini_batch(mini_batch, lr) + + + if test_data: + print("Epoch {0}: {1} / {2}".format( + j, self.evaluate(test_data), n_test), loss) + else: + print("Epoch {0} complete".format(j)) + + def update_mini_batch(self, batch, lr): + """ + batch: list of (x,y) + lr = 0.01 + """ + nabla_w = [np.zeros(w.shape) for w in self.weights] + nabla_b = [np.zeros(b.shape) for b in self.biases] + loss = 0 + + for x,y in batch: + #list of every w/b gradient + #[w1, w2, w3] + nabla_w_, nabla_b_, loss_ = self.backprop(x, y) + nabla_w = [accu+cur for accu, cur in zip(nabla_w, nabla_w_)] + nabla_b = [accu+cur for accu, cur in zip(nabla_b, nabla_b_)] + loss += loss_ + + nabla_w = [w/len(batch) for w in nabla_w] + nabla_b = [b/len(batch) for b in nabla_b] + loss =loss / len(batch) + + #w = w - lr * nabla_w + self.weights = [w - lr * nabla for w, nabla in zip(self.weights, nabla_w)] + self.biases = [b - lr * nabla for b, nabla in zip(self.biases, nabla_b)] + + return loss + + + def evaluate(self, test_data): + """ + test_data: list of (x,y) + """ + result = [(np.argmax(self.forward(x)),y) for x,y in test_data] + + correct = sum(int(pred==y) for pred, y in result) + + return correct + + + +def main(): + + + training_data, validation_data, test_data = mnist_loader.load_data_wrapper() + print(len(training_data), training_data[0][0].shape, training_data[0][1].shape) + print(len(test_data), test_data[0][0].shape, test_data[0][1].shape) + print(test_data[0][1]) + net = MLP_np([784, 30, 10]) + + + net.train(training_data, 1000, 10, 0.1, test_data=test_data) + + + + + + + + + + + + +if __name__=='__main__': + main() \ No newline at end of file diff --git a/深度学习/手写数字例子/学生 numpy实现神经网络例子.py b/深度学习/手写数字例子/学生 numpy实现神经网络例子.py new file mode 100644 index 0000000..20fb314 --- /dev/null +++ b/深度学习/手写数字例子/学生 numpy实现神经网络例子.py @@ -0,0 +1,82 @@ + +""" +线性回归测试 +""" + +import numpy as np +import torch +import torch.nn as nn +import torch.nn.functional as F +import torch.optim as optim + +import matplotlib.pyplot + +def sigmoid(z): + return 1.0/(1.0+np.exp(-z)) #定义sigmoid函数 + +""" +定义学习次数 epochs为100 +定义学习率为 0.01 +对x在-2到2区间内采样1000个值 +定义回归目标函数 y = x^完整例子 +""" +epochs = 100 +learning_rate=0.01 +lr = learning_rate +x = torch.linspace(-2., 2., 1000) +y = x**2 + +""" +定义三个权重，分别为 wih, whh, who +wih: weight of input layer to hidden layer 1 矩阵长度【 1X4 】 +whh: weight of hidden layer 1 to 完整例子 矩阵长度【 4X4 】 +who: weight of hidden layer 完整例子 to output layer 矩阵长度【 4X1 】 +""" + +wih = np.random.rand(1, 4) +whh = np.random.rand(4, 4) +who = np.random.rand(4, 1) + +def forward(input): + + result1 = input@wih #初始值传入第一个隐藏层时进行加权计算 + input1 = sigmoid(result1) #第一次加权运算后对结果进行sigmoid压缩 + result2 = input1@whh #压缩后的结果传入第二层隐藏层时进行加权运算 + input2 = sigmoid(result2) #对第二次加权运算结果进行sigmoid压缩 + result3 = input2@who #压缩后的结果传入输出层时进行加权运算，得到的结果result3即为输出值 + + final_result = result3 + return final_result, result2, result1, input + +""" +定义损失函数，用来计算三个层面的权值改变，分别为eoh， ehh， ehi +eoh：输出层与第二隐藏层之间的损失值 +ehh：第二隐藏层与第一隐藏层之间的损失值 +ehi ：第一隐藏层与输入层之间的损失值 +""" +def loss(result): + eho = target - result + ehh = np.dot(who, [eho]) + ehi = np.dot(whh.T, ehh) + return eho, ehh, ehi + +def backward(eho,ehh,ehi,final_result,result2,result1,input): + global who,whh,wih + who += lr * np.dot((eho * final_result * (1.0 - final_result)), np.transpose(result2)) + whh += lr * np.dot((ehh * result2 * (1.0 - result2)), np.transpose(result1)) + wih += lr * np.dot((ehh * result1 * (1.0 - result1)), np.transpose(input)) + + +for z in range(4): + target = z*z + final_result,result2,result1,input=forward([z]) + + eho,ehh,ehi = loss(final_result) + + backward(eho,ehh,ehi,final_result,result2,result1,input) + + print("输出结果误差",eho) + + + + diff --git a/深度学习/手写数字例子/手写数字gpu例子1.py b/深度学习/手写数字例子/手写数字gpu例子1.py new file mode 100644 index 0000000..39f4438 --- /dev/null +++ b/深度学习/手写数字例子/手写数字gpu例子1.py @@ -0,0 +1,164 @@ +import torch +import torch.nn +import torch.nn.functional +import torch.optim +import torch.utils.data +import numpy +import matplotlib +import matplotlib.pyplot +import time +import torchvision +from torchvision import * +import matplotlib.colors +import socket + + +device = torch.device("cuda:0") + + +class DrNet(torch.nn.Module): + def __init__(self): + super(DrNet, self).__init__() + + self.model = torch.nn.Sequential( + torch.nn.Linear(784, 256), + torch.nn.ReLU(inplace=True), + torch.nn.Linear(256, 64), + torch.nn.ReLU(inplace=True), + torch.nn.Linear(64, 10), + ) + + def forward(self, x): + x = self.model(x) + return x + + +net = DrNet() +net = net.to(device) + + +train_loader = torch.utils.data.DataLoader( + datasets.MNIST('mnist_data', + train=True, + download=True, + transform=transforms.Compose([transforms.ToTensor()]))) + + +train_images = torch.zeros(60000, 784) +train_number = torch.zeros(60000, dtype=torch.int64) + +train_images = train_images.to(device) +train_number = train_number.to(device) + +for index, data in enumerate(train_loader): + image = data[0].squeeze() + number = data[1] + + if index < 3: + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(image, cmap='gist_gray') + matplotlib.pyplot.show() + + train_images[index] = image.view(-1) + train_number[index] = number + + +print(train_images.shape) + +test_loader = torch.utils.data.DataLoader( + datasets.MNIST('mnist_data', + train=False, + download=True, + transform=transforms.Compose([transforms.ToTensor()]))) + + +test_images = torch.zeros(10000, 784) +test_number = torch.zeros(10000, dtype=torch.int64) + +test_images = test_images.to(device) +test_number = test_number.to(device) + + +for index, data in enumerate(test_loader): + image = data[0].squeeze() + number = data[1] + + if index < 3: + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(image, cmap='gist_gray') + matplotlib.pyplot.show() + + test_images[index] = image.view(-1) + test_number[index] = number + + +print(test_images.shape) + + +loss_array = [] + + +def compute(source): + result = net(source) + return result + + +loop = 5 + + +def train(): + global net + optimizer = torch.optim.Adam(net.parameters(), lr=0.01) + + for i in range(0, loop): + + r = compute(train_images) + loss = torch.nn.functional.cross_entropy(r, train_number) + loss_array.append(loss) + + optimizer.zero_grad() + loss.backward() + optimizer.step() + + + if i % 10 == 0: + print(f"loss={loss} time={i}") + + +t = time.time() +train() +print(time.time() - t) + +matplotlib.pyplot.figure() +matplotlib.pyplot.plot(range(0, len(loss_array)), loss_array) +matplotlib.pyplot.show() + +test_result = compute(test_images) +test_index = test_result.argmax(1) +test_eq = test_index.eq(test_number) +test_total = test_eq.sum() + +print('accuracy:') +print(test_total * 100.0/10000) + + +s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) +s.bind(('localhost', 6666)) + +while True: + data, address = s.recvfrom(8192) + temp = torch.zeros(1, 784) + for i in range(0, 784): + temp[0, i] = data[i] / 255.0 + + temp_image = temp.view(28, 28) + + temp = temp.to(device) + temp_result = compute(temp) + temp_index = temp_result.argmax(1) + + s.sendto(bytes([temp_index]), address) #upper() 小写变大写 + + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(temp_image, cmap='gist_gray') + matplotlib.pyplot.show() \ No newline at end of file diff --git a/深度学习/手写数字例子/手写数字gpu例子2.py b/深度学习/手写数字例子/手写数字gpu例子2.py new file mode 100644 index 0000000..30de420 --- /dev/null +++ b/深度学习/手写数字例子/手写数字gpu例子2.py @@ -0,0 +1,189 @@ +import torch +import torch.nn +import torch.nn.functional +import torch.optim +import torch.utils.data +import numpy +import matplotlib +import matplotlib.pyplot +import time +import torchvision +from torchvision import * +import matplotlib.colors +import socket + +s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) +s.bind(('localhost', 6666)) + + +device = torch.device("cuda:0") + +train_loader = torch.utils.data.DataLoader( + datasets.MNIST('mnist_data', + train=True, + download=True, + transform=transforms.Compose([transforms.ToTensor()]))) + + +train_images = torch.zeros(60000, 784) +train_number = torch.zeros(60000, dtype=torch.int64) + +for index, data in enumerate(train_loader): + image = data[0].squeeze() + number = data[1] + + if index < 3: + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(image, cmap='gist_gray') + matplotlib.pyplot.show() + + train_images[index] = image.view(-1) + train_number[index] = number + + +print(train_images.shape) + +test_loader = torch.utils.data.DataLoader( + datasets.MNIST('mnist_data', + train=False, + download=True, + transform=transforms.Compose([transforms.ToTensor()]))) + + +test_images = torch.zeros(10000, 784) +test_number = torch.zeros(10000, dtype=torch.int64) + +for index, data in enumerate(test_loader): + image = data[0].squeeze() + number = data[1] + + if index < 3: + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(image, cmap='gist_gray') + matplotlib.pyplot.show() + + test_images[index] = image.view(-1) + test_number[index] = number + + +print(test_images.shape) + +train_images = train_images.to(device) +train_number = train_number.to(device) + +test_images = test_images.to(device) +test_number = test_number.to(device) + + +net_shape = [784, 256, 64, 64, 10] +net_f = [0, torch.sigmoid, torch.sigmoid, 0] + +W = [] +B = [] +Params = [] + +for n in range(0, len(net_shape)-1): + w = torch.randn(net_shape[n], net_shape[n+1]) + w = w.to(device) + w.requires_grad = True + W.append(w) + b = torch.zeros(net_shape[n+1]) + b = b.to(device) + b.requires_grad = True + B.append(b) + Params.append(w) + Params.append(b) + + +loss_array = [] + + +def compute(data): + global W, B + + if data.dim() == 2: + buffer = data + if data.dim() == 1: + buffer = data.unsqueeze(1) + + for i in range(0, len(net_shape)-1): + buffer = torch.matmul(buffer, W[i]) + B[i] + + if net_f[i] != 0: + buffer = net_f[i](buffer) + + if buffer.shape[1] == 0: + result = buffer[:, 0] + else: + result = buffer + + return result + + +loop = 500 +lr_base = 0.01 + + +def train(): + global W, B, Params + optimizer = torch.optim.Adam(Params, lr=0.01) + + for i in range(0, loop): + + r = compute(train_images) + loss = torch.nn.functional.cross_entropy(r, train_number) + loss_array.append(loss) + loss.backward() + + optimizer.step() + optimizer.zero_grad() + + if i % 10 == 0: + print(f"loss={loss} time={i}") + + +t = time.time() +train() +print(time.time() - t) +print(f"w:{w[0]}") + + +for n in range(0, len(Params)): + Params[n].requires_grad = False + + +matplotlib.pyplot.figure() +matplotlib.pyplot.plot(range(0, len(loss_array)), loss_array) +matplotlib.pyplot.show() + +test_result = compute(test_images) + + +test_index = test_result.argmax(1) +test_eq = test_index.eq(test_number) +print(test_eq) +test_total = test_eq.sum() + + +print('accuracy:') +print(test_total * 100.0/10000) + + +while True: + data, address = s.recvfrom(8192) + temp = torch.zeros(1, 784) + for i in range(0, 784): + temp[0, i] = data[i] / 255.0 + + temp_image = temp.view(28, 28) + + temp = temp.to(device) + temp_result = compute(temp) + temp_index = temp_result.argmax(1) + + s.sendto(bytes([temp_index]), address) #upper() 小写变大写 + + + matplotlib.pyplot.figure() + matplotlib.pyplot.imshow(temp_image, cmap='gist_gray') + matplotlib.pyplot.show() diff --git a/深度学习/手写数字例子/手写数字例子.py b/深度学习/手写数字例子/手写数字例子.py new file mode 100644 index 0000000..33fa5d4 --- /dev/null +++ b/深度学习/手写数字例子/手写数字例子.py @@ -0,0 +1,107 @@ +import torch +from torch import nn +from torch.nn import functional as F +from torch import optim + +import torchvision +from matplotlib import pyplot as plot +from utils import plot_image, plot_curve, one_hot, save_data + +# step1 装数据 + +batch_size = 512 + +# step1. load dataset +train_loader = torch.utils.data.DataLoader( + torchvision.datasets.MNIST('mnist_data', train=True, download=True, + transform=torchvision.transforms.Compose([ + torchvision.transforms.ToTensor(), + torchvision.transforms.Normalize( + (0.1307,), (0.3081,)) + ])), + batch_size=batch_size, shuffle=True) + +test_loader = torch.utils.data.DataLoader( + torchvision.datasets.MNIST('mnist_data/', train=False, download=True, + transform=torchvision.transforms.Compose([ + torchvision.transforms.ToTensor(), + torchvision.transforms.Normalize( + (0.1307,), (0.3081,)) + ])), + batch_size=batch_size, shuffle=False) + +x,y = next(iter(train_loader)) +print(x.shape,y.shape,x.min(),y.min()) +# plot_image(x,y,'sample') + +# step2 构建神经网络 +class Net(nn.Module): + + def __init__(self): + super(Net, self).__init__() + + # xw+b + self.fc1 = nn.Linear(28*28, 256) + self.fc2 = nn.Linear(256, 64) + self.fc3 = nn.Linear(64, 10) + + def forward(self, x): + # x: [b, 1, 28, 28] + # h1 = relu(xw1+b1) + x = F.relu(self.fc1(x)) + # h2 = relu(h1w2+b2) + x = F.relu(self.fc2(x)) + # h3 = h2w3+b3 + x = self.fc3(x) + + return x + + def backward(self, x): + # x: [b, 1, 28, 28] + # h1 = relu(xw1+b1) + x = F.relu(self.fc1(x)) + # h2 = relu(h1w2+b2) + x = F.relu(self.fc2(x)) + # h3 = h2w3+b3 + x = self.fc3(x) + + return x +# step3 训练网络 +net = Net() +optimizer = optim.SGD(net.parameters(), lr=0.01, momentum=0.9) +train_loss = [] +for epoch in range(10): + for idx,(x,y) in enumerate(train_loader): + x = x.view(x.size(0),28*28) + # =>[b,10] + out = net(x) + y_onehot = one_hot(y) + loss = F.mse_loss(out,y_onehot) + optimizer.zero_grad() + loss.backward() + optimizer.step() + train_loss.append(loss.item()) + if idx %10 ==0: + print(epoch,idx,loss.item()) +# step4 可视化显示 +save_data(train_loss,'train_loss.csv') +plot_curve(train_loss) + +total_correct = 0 +for x,y in test_loader: + x = x.view(x.size(0),28*28) + out = net(x) + pred = out.argmax(dim = 1) + correct = pred.eq(y).sum().float().item() + total_correct+=correct +total_num = len(test_loader.dataset) +acc = total_correct / total_num + +print("acuccy",acc) + +x,y = next(iter(test_loader)) +out = net(x.view(x.size(0),28*28)) +pred = out.argmax(dim = 1) +plot_image(x,pred,"test") + + diff --git a/深度学习/表情识别/keras/__init__.py b/深度学习/表情识别/keras/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/深度学习/表情识别/keras/model.py b/深度学习/表情识别/keras/model.py new file mode 100644 index 0000000..a1435a3 --- /dev/null +++ b/深度学习/表情识别/keras/model.py @@ -0,0 +1,46 @@ +from keras.layers import Activation, Convolution2D, Dropout, Dense, Flatten +from keras.layers.advanced_activations import PReLU +from keras.layers import AveragePooling2D, BatchNormalization +from keras.models import Sequential + +def simple_CNN(input_shape, num_classes): + + model = Sequential() + + model.add(Convolution2D(16, 7, 7, border_mode='same', + input_shape=input_shape)) + model.add(PReLU()) + model.add(BatchNormalization()) + model.add(AveragePooling2D(pool_size=(5, 5),strides=(2, 2), border_mode='same')) + model.add(Dropout(.5)) + + model.add(Convolution2D(32, 5, 5, border_mode='same')) + model.add(PReLU()) + model.add(BatchNormalization()) + model.add(AveragePooling2D(pool_size=(3, 3),strides=(2, 2), border_mode='same')) + model.add(Dropout(.5)) + + model.add(Convolution2D(32, 3, 3, border_mode='same')) + model.add(PReLU()) + model.add(BatchNormalization()) + model.add(AveragePooling2D(pool_size=(3, 3),strides=(2, 2), border_mode='same')) + model.add(Dropout(.5)) + + model.add(Flatten()) + model.add(Dense(1028)) + model.add(PReLU()) + model.add(Dropout(0.5)) + model.add(Dense(1028)) + model.add(PReLU()) + model.add(Dropout(0.5)) + model.add(Dense(num_classes)) + model.add(Activation('softmax')) + + return model + +if __name__ == "__main__": + input_shape = (64, 64, 1) + num_classes = 7 + + model = simple_CNN((48, 48, 1), num_classes) + model.summary() \ No newline at end of file diff --git a/深度学习/表情识别/keras/utils.py b/深度学习/表情识别/keras/utils.py new file mode 100644 index 0000000..bd30357 --- /dev/null +++ b/深度学习/表情识别/keras/utils.py @@ -0,0 +1,32 @@ +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +def load_data(data_file): + """ loads fer2013.csv dataset + # Arguments: data_file fer2013.csv + # Returns: faces and emotions + faces: shape (35887,48,48,1) + emotions: are one-hot-encoded + """ + data = pd.read_csv(data_file) + pixels = data['pixels'].tolist() + width, height = 48,48 + faces = [] + for pixel_sequence in pixels: + face = [int(pixel) for pixel in pixel_sequence.split(' ')] + face = np.asarray(face).reshape(width,height) + faces.append(face) + faces = np.asarray(faces) + print(faces.shape) + #faces = preprocess_input(faces) + faces = np.expand_dims(faces,-1) + df = pd.get_dummies(data['emotion']) + emotions = df.as_matrix() + return faces, emotions +def preprocess_input(images): + """ preprocess input by substracting the train mean + # Arguments: images or image of any shape + # Returns: images or image with substracted train mean (129) + """ + images = images/255.0 + return images \ No newline at end of file diff --git a/深度学习/表情识别/keras/将表情图片提取出来.py b/深度学习/表情识别/keras/将表情图片提取出来.py new file mode 100644 index 0000000..3e28800 --- /dev/null +++ b/深度学习/表情识别/keras/将表情图片提取出来.py @@ -0,0 +1,51 @@ +#encoding:utf-8 +import pandas as pd +import numpy as np +import scipy.misc as sm +import os +emotions = { + '0':'anger', #生气 + '1':'disgust', #厌恶 + '2':'fear', #恐惧 + '3':'happy', #开心 + '4':'sad', #伤心 + '5':'surprised', #惊讶 + '6':'normal', #中性 +} +#创建文件夹 +def createDir(dir): + if os.path.exists(dir) is False: + os.makedirs(dir) +def saveImageFromFer2013(file): + #读取csv文件 + faces_data = pd.read_csv(file) + imageCount = 0 + #遍历csv文件内容，并将图片数据按分类保存 + for index in range(len(faces_data)): + #解析每一行csv文件内容 + emotion_data = faces_data.loc[index][0] + image_data = faces_data.loc[index][1] + usage_data = faces_data.loc[index][2] + #将图片数据转换成48*48 + data_array = list(map(float, image_data.split())) + data_array = np.asarray(data_array) + image = data_array.reshape(48, 48) + #选择分类，并创建文件名 + dirName = usage_data + emotionName = emotions[str(emotion_data)] + #图片要保存的文件夹 + imagePath = os.path.join(dirName, emotionName) + # 创建“用途文件夹”和“表情”文件夹 + createDir(dirName) + createDir(imagePath) + #图片文件名 + imageName = os.path.join(imagePath, str(index) + '.jpg') + + from PIL import Image + # Image.fromarray((image * 255).astype('uint8'), mode='L').convert('RGB').save(imageName) + Image.fromarray((image).astype('uint8')).convert('RGB').save(imageName) + # sm.toimage(image).save(imageName) + imageCount = index + print('总共有' + str(imageCount) + '张图片') +if __name__ == '__main__': + saveImageFromFer2013('../fer2013.csv') \ No newline at end of file diff --git a/深度学习/表情识别/pytorch/数据整理.py b/深度学习/表情识别/pytorch/数据整理.py new file mode 100644 index 0000000..f9ad53b --- /dev/null +++ b/深度学习/表情识别/pytorch/数据整理.py @@ -0,0 +1,39 @@ +import numpy as np +import pandas as pd +from PIL import Image +import os +train_path = './data/train/' +vaild_path = './data/vaild/' +data_path = '../fer2013.csv' +def make_dir(): + for i in range(0,7): + p1 = os.path.join(train_path,str(i)) + p2 = os.path.join(vaild_path,str(i)) + if not os.path.exists(p1): + os.makedirs(p1) + if not os.path.exists(p2): + os.makedirs(p2) +def save_images(): + df = pd.read_csv(data_path) + t_i = [1 for i in range(0,7)] + v_i = [1 for i in range(0,7)] + for index in range(len(df)): + emotion = df.loc[index][0] + usage = df.loc[index][2] + image = df.loc[index][1] + data_array = list(map(float, image.split())) + data_array = np.asarray(data_array) + image = data_array.reshape(48, 48) + im = Image.fromarray(image).convert('L')#8位黑白图片 + if(usage=='Training'): + t_p = os.path.join(train_path,str(emotion),'{}.jpg'.format(t_i[emotion])) + im.save(t_p) + t_i[emotion] += 1 + #print(t_p) + else: + v_p = os.path.join(vaild_path,str(emotion),'{}.jpg'.format(v_i[emotion])) + im.save(v_p) + v_i[emotion] += 1 + #print(v_p) +make_dir() +save_images() \ No newline at end of file diff --git a/深度学习/表情识别/pytorch/数据预处理.py b/深度学习/表情识别/pytorch/数据预处理.py new file mode 100644 index 0000000..f3cfc24 --- /dev/null +++ b/深度学习/表情识别/pytorch/数据预处理.py @@ -0,0 +1,29 @@ +import torch +import torchvision +import torchvision.transforms as transforms +import cv2 +import numpy as np +import matplotlib.pyplot as plt +BATCH_SIZE=200 +path_train = './data/train/' +path_vaild = './data/vaild/' +transforms_train = transforms.Compose([ + transforms.Grayscale(),#使用ImageFolder默认扩展为三通道，重新变回去就行 + transforms.RandomHorizontalFlip(),#随机翻转 + transforms.ColorJitter(brightness=0.5, contrast=0.5),#随机调整亮度和对比度 + transforms.ToTensor() +]) +transforms_vaild = transforms.Compose([ + transforms.Grayscale(), + transforms.ToTensor() +]) +data_train = torchvision.datasets.ImageFolder(root=path_train,transform=transforms_train) +print(data_train[0][0]) +data_vaild = torchvision.datasets.ImageFolder(root=path_vaild,transform=transforms_vaild) +train_set = torch.utils.data.DataLoader(dataset=data_train,batch_size=BATCH_SIZE,shuffle=True) +vaild_set = torch.utils.data.DataLoader(dataset=data_vaild,batch_size=BATCH_SIZE,shuffle=False) +for i in range(1,16+1): + plt.subplot(4,4,i) + plt.imshow(data_train[0][0].reshape(-1,48*48),cmap='Greys_r') + plt.axis('off') +plt.show() \ No newline at end of file diff --git a/深度学习/表情识别/pytorch/模型搭建.py b/深度学习/表情识别/pytorch/模型搭建.py new file mode 100644 index 0000000..af2748b --- /dev/null +++ b/深度学习/表情识别/pytorch/模型搭建.py @@ -0,0 +1,28 @@ + + +CNN = nn.Sequential( + nn.Conv2d(1,64,3), + nn.ReLU(True), + nn.MaxPool2d(2,2), + nn.Conv2d(64,256,3), + nn.ReLU(True), + nn.MaxPool2d(3,3), + Reshape(),# 两个卷积和池化后，tensor形状为（batchsize,256,7,7） + nn.Linear(256*7*7,4096), + nn.ReLU(True), + nn.Linear(4096,1024), + nn.ReLU(True), + nn.Linear(1024,7) + ) + +class Reshape(nn.Module): + def __init__(self, *args): + super(Reshape, self).__init__() + def forward(self, x): + return x.view(x.shape[0],-1) + +class Reshape(nn.Module): + def __init__(self, *args): + super(Reshape, self).__init__() + def forward(self, x): + return x.view(x.shape[0],-1) \ No newline at end of file diff --git a/深度学习/表情识别/readme b/深度学习/表情识别/readme new file mode 100644 index 0000000..95fbdac --- /dev/null +++ b/深度学习/表情识别/readme @@ -0,0 +1,4 @@ +https://blog.csdn.net/weixin_43490422/article/details/105799156 +https://www.cnblogs.com/weiba180/p/12600259.html + +