1626 lines
52 KiB
Plaintext
1626 lines
52 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [],
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"source": [
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"# -- 将数据集命名为euro12\n",
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"# -- 只选取 Goals 这一列\n",
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"# -- 有多少球队参与了2012欧洲杯？\n",
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"# -- 该数据集中一共有多少列(columns)?\n",
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"# -- 将数据集中的列Team, Yellow Cards和Red Cards单独存为一个名叫discipline的数据框\n",
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"# -- 对数据框discipline按照先Red Cards再Yellow Cards进行排序\n",
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"# -- 计算每个球队拿到的黄牌数的平均值\n",
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"# -- 找到进球数Goals超过6的球队数据\n",
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"# -- 选取以字母G开头的球队数据\n",
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"# -- 选取前7列\n",
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"# -- 选取除了最后3列之外的全部列\n",
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"# -- 找到英格兰(England)、意大利(Italy)和俄罗斯(Russia)的射正率(Shooting Accuracy)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"#将数据集命名为euro12\n",
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"euro12 = pd.read_csv('data/Euro2012.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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"data": {
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"text/plain": [
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"16"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"#有多少球队参与了2012欧洲杯？\n",
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"euro12.Team.nunique()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"35"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"#该数据集中一共有多少列(columns)?\n",
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"euro12.shape[1]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Team</th>\n",
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" <th>Yellow Cards</th>\n",
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" <th>Red Cards</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Croatia</td>\n",
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" <td>9</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Czech Republic</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>Denmark</td>\n",
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" <td>4</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>England</td>\n",
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" <td>5</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>France</td>\n",
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" <td>6</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>5</th>\n",
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" <td>Germany</td>\n",
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" <td>4</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>Greece</td>\n",
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" <td>9</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>Italy</td>\n",
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" <td>16</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>8</th>\n",
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" <td>Netherlands</td>\n",
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" <td>5</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>Poland</td>\n",
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" <td>7</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>Portugal</td>\n",
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" <td>12</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>Republic of Ireland</td>\n",
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" <td>6</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>12</th>\n",
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" <td>Russia</td>\n",
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" <td>6</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>Spain</td>\n",
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" <td>11</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>Sweden</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>15</th>\n",
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" <td>Ukraine</td>\n",
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" <td>5</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Team Yellow Cards Red Cards\n",
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"0 Croatia 9 0\n",
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"1 Czech Republic 7 0\n",
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"2 Denmark 4 0\n",
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"3 England 5 0\n",
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"4 France 6 0\n",
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"5 Germany 4 0\n",
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"6 Greece 9 1\n",
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"7 Italy 16 0\n",
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"8 Netherlands 5 0\n",
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"9 Poland 7 1\n",
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"10 Portugal 12 0\n",
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"11 Republic of Ireland 6 1\n",
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"12 Russia 6 0\n",
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"13 Spain 11 0\n",
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"14 Sweden 7 0\n",
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"15 Ukraine 5 0"
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]
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},
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"execution_count": 13,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"#将数据集中的列Team, Yellow Cards和Red Cards单独存为一个名叫discipline的数据框\n",
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"discipline = euro12[['Team','Yellow Cards','Red Cards']]\n",
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"discipline"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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"metadata": {
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"pycharm": {
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"name": "#%%\n"
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}
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},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Team</th>\n",
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" <th>Yellow Cards</th>\n",
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" <th>Red Cards</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>6</th>\n",
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" <td>Greece</td>\n",
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" <td>9</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>9</th>\n",
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" <td>Poland</td>\n",
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" <td>7</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>11</th>\n",
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" <td>Republic of Ireland</td>\n",
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" <td>6</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>7</th>\n",
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" <td>Italy</td>\n",
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" <td>16</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>10</th>\n",
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" <td>Portugal</td>\n",
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" <td>12</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>13</th>\n",
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" <td>Spain</td>\n",
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" <td>11</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>Croatia</td>\n",
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" <td>9</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>Czech Republic</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>14</th>\n",
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" <td>Sweden</td>\n",
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" <td>7</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>France</td>\n",
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" <td>6</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>12</th>\n",
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|
|
" <td>Russia</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>England</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>8</th>\n",
|
|||
|
|
" <td>Netherlands</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>15</th>\n",
|
|||
|
|
" <td>Ukraine</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>Denmark</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>Germany</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Yellow Cards Red Cards\n",
|
|||
|
|
"6 Greece 9 1\n",
|
|||
|
|
"9 Poland 7 1\n",
|
|||
|
|
"11 Republic of Ireland 6 1\n",
|
|||
|
|
"7 Italy 16 0\n",
|
|||
|
|
"10 Portugal 12 0\n",
|
|||
|
|
"13 Spain 11 0\n",
|
|||
|
|
"0 Croatia 9 0\n",
|
|||
|
|
"1 Czech Republic 7 0\n",
|
|||
|
|
"14 Sweden 7 0\n",
|
|||
|
|
"4 France 6 0\n",
|
|||
|
|
"12 Russia 6 0\n",
|
|||
|
|
"3 England 5 0\n",
|
|||
|
|
"8 Netherlands 5 0\n",
|
|||
|
|
"15 Ukraine 5 0\n",
|
|||
|
|
"2 Denmark 4 0\n",
|
|||
|
|
"5 Germany 4 0"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 16,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#对数据框discipline按照先Red Cards再Yellow Cards进行排序\n",
|
|||
|
|
"discipline.sort_values(['Red Cards','Yellow Cards'],ascending=False)"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 20,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/plain": [
|
|||
|
|
"7.4375"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 20,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#计算拿到的黄牌数的平均值\n",
|
|||
|
|
"euro12['Yellow Cards'].mean()"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 21,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Team</th>\n",
|
|||
|
|
" <th>Goals</th>\n",
|
|||
|
|
" <th>Shots on target</th>\n",
|
|||
|
|
" <th>Shots off target</th>\n",
|
|||
|
|
" <th>Shooting Accuracy</th>\n",
|
|||
|
|
" <th>% Goals-to-shots</th>\n",
|
|||
|
|
" <th>Total shots (inc. Blocked)</th>\n",
|
|||
|
|
" <th>Hit Woodwork</th>\n",
|
|||
|
|
" <th>Penalty goals</th>\n",
|
|||
|
|
" <th>Penalties not scored</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Saves made</th>\n",
|
|||
|
|
" <th>Saves-to-shots ratio</th>\n",
|
|||
|
|
" <th>Fouls Won</th>\n",
|
|||
|
|
" <th>Fouls Conceded</th>\n",
|
|||
|
|
" <th>Offsides</th>\n",
|
|||
|
|
" <th>Yellow Cards</th>\n",
|
|||
|
|
" <th>Red Cards</th>\n",
|
|||
|
|
" <th>Subs on</th>\n",
|
|||
|
|
" <th>Subs off</th>\n",
|
|||
|
|
" <th>Players Used</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>Germany</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>47.8%</td>\n",
|
|||
|
|
" <td>15.6%</td>\n",
|
|||
|
|
" <td>80</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>62.6%</td>\n",
|
|||
|
|
" <td>63</td>\n",
|
|||
|
|
" <td>49</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>13</th>\n",
|
|||
|
|
" <td>Spain</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>42</td>\n",
|
|||
|
|
" <td>33</td>\n",
|
|||
|
|
" <td>55.9%</td>\n",
|
|||
|
|
" <td>16.0%</td>\n",
|
|||
|
|
" <td>100</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>93.8%</td>\n",
|
|||
|
|
" <td>102</td>\n",
|
|||
|
|
" <td>83</td>\n",
|
|||
|
|
" <td>19</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>2 rows × 35 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Goals Shots on target Shots off target Shooting Accuracy \\\n",
|
|||
|
|
"5 Germany 10 32 32 47.8% \n",
|
|||
|
|
"13 Spain 12 42 33 55.9% \n",
|
|||
|
|
"\n",
|
|||
|
|
" % Goals-to-shots Total shots (inc. Blocked) Hit Woodwork Penalty goals \\\n",
|
|||
|
|
"5 15.6% 80 2 1 \n",
|
|||
|
|
"13 16.0% 100 0 1 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Penalties not scored ... Saves made Saves-to-shots ratio Fouls Won \\\n",
|
|||
|
|
"5 0 ... 10 62.6% 63 \n",
|
|||
|
|
"13 0 ... 15 93.8% 102 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Fouls Conceded Offsides Yellow Cards Red Cards Subs on Subs off \\\n",
|
|||
|
|
"5 49 12 4 0 15 15 \n",
|
|||
|
|
"13 83 19 11 0 17 17 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Players Used \n",
|
|||
|
|
"5 17 \n",
|
|||
|
|
"13 18 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[2 rows x 35 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 21,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#找到进球数Goals超过6的球队数据\n",
|
|||
|
|
"euro12[euro12.Goals>6]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 22,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
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|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
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|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
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|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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|
|
" vertical-align: middle;\n",
|
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|
|
" }\n",
|
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|
|
"\n",
|
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|
|
" .dataframe tbody tr th {\n",
|
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|
|
" vertical-align: top;\n",
|
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|
|
" }\n",
|
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|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Team</th>\n",
|
|||
|
|
" <th>Goals</th>\n",
|
|||
|
|
" <th>Shots on target</th>\n",
|
|||
|
|
" <th>Shots off target</th>\n",
|
|||
|
|
" <th>Shooting Accuracy</th>\n",
|
|||
|
|
" <th>% Goals-to-shots</th>\n",
|
|||
|
|
" <th>Total shots (inc. Blocked)</th>\n",
|
|||
|
|
" <th>Hit Woodwork</th>\n",
|
|||
|
|
" <th>Penalty goals</th>\n",
|
|||
|
|
" <th>Penalties not scored</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Saves made</th>\n",
|
|||
|
|
" <th>Saves-to-shots ratio</th>\n",
|
|||
|
|
" <th>Fouls Won</th>\n",
|
|||
|
|
" <th>Fouls Conceded</th>\n",
|
|||
|
|
" <th>Offsides</th>\n",
|
|||
|
|
" <th>Yellow Cards</th>\n",
|
|||
|
|
" <th>Red Cards</th>\n",
|
|||
|
|
" <th>Subs on</th>\n",
|
|||
|
|
" <th>Subs off</th>\n",
|
|||
|
|
" <th>Players Used</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>Germany</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>47.8%</td>\n",
|
|||
|
|
" <td>15.6%</td>\n",
|
|||
|
|
" <td>80</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>62.6%</td>\n",
|
|||
|
|
" <td>63</td>\n",
|
|||
|
|
" <td>49</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>6</th>\n",
|
|||
|
|
" <td>Greece</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>30.7%</td>\n",
|
|||
|
|
" <td>19.2%</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>65.1%</td>\n",
|
|||
|
|
" <td>67</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>20</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>2 rows × 35 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Goals Shots on target Shots off target Shooting Accuracy \\\n",
|
|||
|
|
"5 Germany 10 32 32 47.8% \n",
|
|||
|
|
"6 Greece 5 8 18 30.7% \n",
|
|||
|
|
"\n",
|
|||
|
|
" % Goals-to-shots Total shots (inc. Blocked) Hit Woodwork Penalty goals \\\n",
|
|||
|
|
"5 15.6% 80 2 1 \n",
|
|||
|
|
"6 19.2% 32 1 1 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Penalties not scored ... Saves made Saves-to-shots ratio Fouls Won \\\n",
|
|||
|
|
"5 0 ... 10 62.6% 63 \n",
|
|||
|
|
"6 1 ... 13 65.1% 67 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Fouls Conceded Offsides Yellow Cards Red Cards Subs on Subs off \\\n",
|
|||
|
|
"5 49 12 4 0 15 15 \n",
|
|||
|
|
"6 48 12 9 1 12 12 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Players Used \n",
|
|||
|
|
"5 17 \n",
|
|||
|
|
"6 20 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[2 rows x 35 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 22,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#选取以字母G开头的球队数据\n",
|
|||
|
|
"euro12[euro12.Team.str.startswith('G')]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 25,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Team</th>\n",
|
|||
|
|
" <th>Goals</th>\n",
|
|||
|
|
" <th>Shots on target</th>\n",
|
|||
|
|
" <th>Shots off target</th>\n",
|
|||
|
|
" <th>Shooting Accuracy</th>\n",
|
|||
|
|
" <th>% Goals-to-shots</th>\n",
|
|||
|
|
" <th>Total shots (inc. Blocked)</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>0</th>\n",
|
|||
|
|
" <td>Croatia</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>51.9%</td>\n",
|
|||
|
|
" <td>16.0%</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1</th>\n",
|
|||
|
|
" <td>Czech Republic</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>41.9%</td>\n",
|
|||
|
|
" <td>12.9%</td>\n",
|
|||
|
|
" <td>39</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>Denmark</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>50.0%</td>\n",
|
|||
|
|
" <td>20.0%</td>\n",
|
|||
|
|
" <td>27</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>England</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>50.0%</td>\n",
|
|||
|
|
" <td>17.2%</td>\n",
|
|||
|
|
" <td>40</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>France</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>22</td>\n",
|
|||
|
|
" <td>24</td>\n",
|
|||
|
|
" <td>37.9%</td>\n",
|
|||
|
|
" <td>6.5%</td>\n",
|
|||
|
|
" <td>65</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>Germany</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>47.8%</td>\n",
|
|||
|
|
" <td>15.6%</td>\n",
|
|||
|
|
" <td>80</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>6</th>\n",
|
|||
|
|
" <td>Greece</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>30.7%</td>\n",
|
|||
|
|
" <td>19.2%</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>7</th>\n",
|
|||
|
|
" <td>Italy</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>34</td>\n",
|
|||
|
|
" <td>45</td>\n",
|
|||
|
|
" <td>43.0%</td>\n",
|
|||
|
|
" <td>7.5%</td>\n",
|
|||
|
|
" <td>110</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>8</th>\n",
|
|||
|
|
" <td>Netherlands</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>36</td>\n",
|
|||
|
|
" <td>25.0%</td>\n",
|
|||
|
|
" <td>4.1%</td>\n",
|
|||
|
|
" <td>60</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>9</th>\n",
|
|||
|
|
" <td>Poland</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>23</td>\n",
|
|||
|
|
" <td>39.4%</td>\n",
|
|||
|
|
" <td>5.2%</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>10</th>\n",
|
|||
|
|
" <td>Portugal</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>22</td>\n",
|
|||
|
|
" <td>42</td>\n",
|
|||
|
|
" <td>34.3%</td>\n",
|
|||
|
|
" <td>9.3%</td>\n",
|
|||
|
|
" <td>82</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>11</th>\n",
|
|||
|
|
" <td>Republic of Ireland</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>36.8%</td>\n",
|
|||
|
|
" <td>5.2%</td>\n",
|
|||
|
|
" <td>28</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>12</th>\n",
|
|||
|
|
" <td>Russia</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>31</td>\n",
|
|||
|
|
" <td>22.5%</td>\n",
|
|||
|
|
" <td>12.5%</td>\n",
|
|||
|
|
" <td>59</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>13</th>\n",
|
|||
|
|
" <td>Spain</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>42</td>\n",
|
|||
|
|
" <td>33</td>\n",
|
|||
|
|
" <td>55.9%</td>\n",
|
|||
|
|
" <td>16.0%</td>\n",
|
|||
|
|
" <td>100</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>14</th>\n",
|
|||
|
|
" <td>Sweden</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>19</td>\n",
|
|||
|
|
" <td>47.2%</td>\n",
|
|||
|
|
" <td>13.8%</td>\n",
|
|||
|
|
" <td>39</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>15</th>\n",
|
|||
|
|
" <td>Ukraine</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>26</td>\n",
|
|||
|
|
" <td>21.2%</td>\n",
|
|||
|
|
" <td>6.0%</td>\n",
|
|||
|
|
" <td>38</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Goals Shots on target Shots off target \\\n",
|
|||
|
|
"0 Croatia 4 13 12 \n",
|
|||
|
|
"1 Czech Republic 4 13 18 \n",
|
|||
|
|
"2 Denmark 4 10 10 \n",
|
|||
|
|
"3 England 5 11 18 \n",
|
|||
|
|
"4 France 3 22 24 \n",
|
|||
|
|
"5 Germany 10 32 32 \n",
|
|||
|
|
"6 Greece 5 8 18 \n",
|
|||
|
|
"7 Italy 6 34 45 \n",
|
|||
|
|
"8 Netherlands 2 12 36 \n",
|
|||
|
|
"9 Poland 2 15 23 \n",
|
|||
|
|
"10 Portugal 6 22 42 \n",
|
|||
|
|
"11 Republic of Ireland 1 7 12 \n",
|
|||
|
|
"12 Russia 5 9 31 \n",
|
|||
|
|
"13 Spain 12 42 33 \n",
|
|||
|
|
"14 Sweden 5 17 19 \n",
|
|||
|
|
"15 Ukraine 2 7 26 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Shooting Accuracy % Goals-to-shots Total shots (inc. Blocked) \n",
|
|||
|
|
"0 51.9% 16.0% 32 \n",
|
|||
|
|
"1 41.9% 12.9% 39 \n",
|
|||
|
|
"2 50.0% 20.0% 27 \n",
|
|||
|
|
"3 50.0% 17.2% 40 \n",
|
|||
|
|
"4 37.9% 6.5% 65 \n",
|
|||
|
|
"5 47.8% 15.6% 80 \n",
|
|||
|
|
"6 30.7% 19.2% 32 \n",
|
|||
|
|
"7 43.0% 7.5% 110 \n",
|
|||
|
|
"8 25.0% 4.1% 60 \n",
|
|||
|
|
"9 39.4% 5.2% 48 \n",
|
|||
|
|
"10 34.3% 9.3% 82 \n",
|
|||
|
|
"11 36.8% 5.2% 28 \n",
|
|||
|
|
"12 22.5% 12.5% 59 \n",
|
|||
|
|
"13 55.9% 16.0% 100 \n",
|
|||
|
|
"14 47.2% 13.8% 39 \n",
|
|||
|
|
"15 21.2% 6.0% 38 "
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 25,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#选取前7列\n",
|
|||
|
|
"euro12.iloc[:,0:7]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 26,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Team</th>\n",
|
|||
|
|
" <th>Goals</th>\n",
|
|||
|
|
" <th>Shots on target</th>\n",
|
|||
|
|
" <th>Shots off target</th>\n",
|
|||
|
|
" <th>Shooting Accuracy</th>\n",
|
|||
|
|
" <th>% Goals-to-shots</th>\n",
|
|||
|
|
" <th>Total shots (inc. Blocked)</th>\n",
|
|||
|
|
" <th>Hit Woodwork</th>\n",
|
|||
|
|
" <th>Penalty goals</th>\n",
|
|||
|
|
" <th>Penalties not scored</th>\n",
|
|||
|
|
" <th>...</th>\n",
|
|||
|
|
" <th>Clean Sheets</th>\n",
|
|||
|
|
" <th>Blocks</th>\n",
|
|||
|
|
" <th>Goals conceded</th>\n",
|
|||
|
|
" <th>Saves made</th>\n",
|
|||
|
|
" <th>Saves-to-shots ratio</th>\n",
|
|||
|
|
" <th>Fouls Won</th>\n",
|
|||
|
|
" <th>Fouls Conceded</th>\n",
|
|||
|
|
" <th>Offsides</th>\n",
|
|||
|
|
" <th>Yellow Cards</th>\n",
|
|||
|
|
" <th>Red Cards</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>0</th>\n",
|
|||
|
|
" <td>Croatia</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>51.9%</td>\n",
|
|||
|
|
" <td>16.0%</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>81.3%</td>\n",
|
|||
|
|
" <td>41</td>\n",
|
|||
|
|
" <td>62</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>1</th>\n",
|
|||
|
|
" <td>Czech Republic</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>41.9%</td>\n",
|
|||
|
|
" <td>12.9%</td>\n",
|
|||
|
|
" <td>39</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>60.1%</td>\n",
|
|||
|
|
" <td>53</td>\n",
|
|||
|
|
" <td>73</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>2</th>\n",
|
|||
|
|
" <td>Denmark</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>50.0%</td>\n",
|
|||
|
|
" <td>20.0%</td>\n",
|
|||
|
|
" <td>27</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>66.7%</td>\n",
|
|||
|
|
" <td>25</td>\n",
|
|||
|
|
" <td>38</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>England</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>50.0%</td>\n",
|
|||
|
|
" <td>17.2%</td>\n",
|
|||
|
|
" <td>40</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>29</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>22</td>\n",
|
|||
|
|
" <td>88.1%</td>\n",
|
|||
|
|
" <td>43</td>\n",
|
|||
|
|
" <td>45</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>4</th>\n",
|
|||
|
|
" <td>France</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>22</td>\n",
|
|||
|
|
" <td>24</td>\n",
|
|||
|
|
" <td>37.9%</td>\n",
|
|||
|
|
" <td>6.5%</td>\n",
|
|||
|
|
" <td>65</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>54.6%</td>\n",
|
|||
|
|
" <td>36</td>\n",
|
|||
|
|
" <td>51</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>5</th>\n",
|
|||
|
|
" <td>Germany</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>47.8%</td>\n",
|
|||
|
|
" <td>15.6%</td>\n",
|
|||
|
|
" <td>80</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>62.6%</td>\n",
|
|||
|
|
" <td>63</td>\n",
|
|||
|
|
" <td>49</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>6</th>\n",
|
|||
|
|
" <td>Greece</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>30.7%</td>\n",
|
|||
|
|
" <td>19.2%</td>\n",
|
|||
|
|
" <td>32</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>23</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>65.1%</td>\n",
|
|||
|
|
" <td>67</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>7</th>\n",
|
|||
|
|
" <td>Italy</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>34</td>\n",
|
|||
|
|
" <td>45</td>\n",
|
|||
|
|
" <td>43.0%</td>\n",
|
|||
|
|
" <td>7.5%</td>\n",
|
|||
|
|
" <td>110</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>18</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>20</td>\n",
|
|||
|
|
" <td>74.1%</td>\n",
|
|||
|
|
" <td>101</td>\n",
|
|||
|
|
" <td>89</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>16</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>8</th>\n",
|
|||
|
|
" <td>Netherlands</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>36</td>\n",
|
|||
|
|
" <td>25.0%</td>\n",
|
|||
|
|
" <td>4.1%</td>\n",
|
|||
|
|
" <td>60</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>70.6%</td>\n",
|
|||
|
|
" <td>35</td>\n",
|
|||
|
|
" <td>30</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>9</th>\n",
|
|||
|
|
" <td>Poland</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>23</td>\n",
|
|||
|
|
" <td>39.4%</td>\n",
|
|||
|
|
" <td>5.2%</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>66.7%</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" <td>56</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>10</th>\n",
|
|||
|
|
" <td>Portugal</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>22</td>\n",
|
|||
|
|
" <td>42</td>\n",
|
|||
|
|
" <td>34.3%</td>\n",
|
|||
|
|
" <td>9.3%</td>\n",
|
|||
|
|
" <td>82</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>71.5%</td>\n",
|
|||
|
|
" <td>73</td>\n",
|
|||
|
|
" <td>90</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>11</th>\n",
|
|||
|
|
" <td>Republic of Ireland</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>36.8%</td>\n",
|
|||
|
|
" <td>5.2%</td>\n",
|
|||
|
|
" <td>28</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>23</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>65.4%</td>\n",
|
|||
|
|
" <td>43</td>\n",
|
|||
|
|
" <td>51</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>12</th>\n",
|
|||
|
|
" <td>Russia</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>9</td>\n",
|
|||
|
|
" <td>31</td>\n",
|
|||
|
|
" <td>22.5%</td>\n",
|
|||
|
|
" <td>12.5%</td>\n",
|
|||
|
|
" <td>59</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>10</td>\n",
|
|||
|
|
" <td>77.0%</td>\n",
|
|||
|
|
" <td>34</td>\n",
|
|||
|
|
" <td>43</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>6</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>13</th>\n",
|
|||
|
|
" <td>Spain</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>42</td>\n",
|
|||
|
|
" <td>33</td>\n",
|
|||
|
|
" <td>55.9%</td>\n",
|
|||
|
|
" <td>16.0%</td>\n",
|
|||
|
|
" <td>100</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>15</td>\n",
|
|||
|
|
" <td>93.8%</td>\n",
|
|||
|
|
" <td>102</td>\n",
|
|||
|
|
" <td>83</td>\n",
|
|||
|
|
" <td>19</td>\n",
|
|||
|
|
" <td>11</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>14</th>\n",
|
|||
|
|
" <td>Sweden</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>17</td>\n",
|
|||
|
|
" <td>19</td>\n",
|
|||
|
|
" <td>47.2%</td>\n",
|
|||
|
|
" <td>13.8%</td>\n",
|
|||
|
|
" <td>39</td>\n",
|
|||
|
|
" <td>3</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>1</td>\n",
|
|||
|
|
" <td>12</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>8</td>\n",
|
|||
|
|
" <td>61.6%</td>\n",
|
|||
|
|
" <td>35</td>\n",
|
|||
|
|
" <td>51</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>15</th>\n",
|
|||
|
|
" <td>Ukraine</td>\n",
|
|||
|
|
" <td>2</td>\n",
|
|||
|
|
" <td>7</td>\n",
|
|||
|
|
" <td>26</td>\n",
|
|||
|
|
" <td>21.2%</td>\n",
|
|||
|
|
" <td>6.0%</td>\n",
|
|||
|
|
" <td>38</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>...</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>13</td>\n",
|
|||
|
|
" <td>76.5%</td>\n",
|
|||
|
|
" <td>48</td>\n",
|
|||
|
|
" <td>31</td>\n",
|
|||
|
|
" <td>4</td>\n",
|
|||
|
|
" <td>5</td>\n",
|
|||
|
|
" <td>0</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"<p>16 rows × 32 columns</p>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Goals Shots on target Shots off target \\\n",
|
|||
|
|
"0 Croatia 4 13 12 \n",
|
|||
|
|
"1 Czech Republic 4 13 18 \n",
|
|||
|
|
"2 Denmark 4 10 10 \n",
|
|||
|
|
"3 England 5 11 18 \n",
|
|||
|
|
"4 France 3 22 24 \n",
|
|||
|
|
"5 Germany 10 32 32 \n",
|
|||
|
|
"6 Greece 5 8 18 \n",
|
|||
|
|
"7 Italy 6 34 45 \n",
|
|||
|
|
"8 Netherlands 2 12 36 \n",
|
|||
|
|
"9 Poland 2 15 23 \n",
|
|||
|
|
"10 Portugal 6 22 42 \n",
|
|||
|
|
"11 Republic of Ireland 1 7 12 \n",
|
|||
|
|
"12 Russia 5 9 31 \n",
|
|||
|
|
"13 Spain 12 42 33 \n",
|
|||
|
|
"14 Sweden 5 17 19 \n",
|
|||
|
|
"15 Ukraine 2 7 26 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Shooting Accuracy % Goals-to-shots Total shots (inc. Blocked) \\\n",
|
|||
|
|
"0 51.9% 16.0% 32 \n",
|
|||
|
|
"1 41.9% 12.9% 39 \n",
|
|||
|
|
"2 50.0% 20.0% 27 \n",
|
|||
|
|
"3 50.0% 17.2% 40 \n",
|
|||
|
|
"4 37.9% 6.5% 65 \n",
|
|||
|
|
"5 47.8% 15.6% 80 \n",
|
|||
|
|
"6 30.7% 19.2% 32 \n",
|
|||
|
|
"7 43.0% 7.5% 110 \n",
|
|||
|
|
"8 25.0% 4.1% 60 \n",
|
|||
|
|
"9 39.4% 5.2% 48 \n",
|
|||
|
|
"10 34.3% 9.3% 82 \n",
|
|||
|
|
"11 36.8% 5.2% 28 \n",
|
|||
|
|
"12 22.5% 12.5% 59 \n",
|
|||
|
|
"13 55.9% 16.0% 100 \n",
|
|||
|
|
"14 47.2% 13.8% 39 \n",
|
|||
|
|
"15 21.2% 6.0% 38 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Hit Woodwork Penalty goals Penalties not scored ... Clean Sheets \\\n",
|
|||
|
|
"0 0 0 0 ... 0 \n",
|
|||
|
|
"1 0 0 0 ... 1 \n",
|
|||
|
|
"2 1 0 0 ... 1 \n",
|
|||
|
|
"3 0 0 0 ... 2 \n",
|
|||
|
|
"4 1 0 0 ... 1 \n",
|
|||
|
|
"5 2 1 0 ... 1 \n",
|
|||
|
|
"6 1 1 1 ... 1 \n",
|
|||
|
|
"7 2 0 0 ... 2 \n",
|
|||
|
|
"8 2 0 0 ... 0 \n",
|
|||
|
|
"9 0 0 0 ... 0 \n",
|
|||
|
|
"10 6 0 0 ... 2 \n",
|
|||
|
|
"11 0 0 0 ... 0 \n",
|
|||
|
|
"12 2 0 0 ... 0 \n",
|
|||
|
|
"13 0 1 0 ... 5 \n",
|
|||
|
|
"14 3 0 0 ... 1 \n",
|
|||
|
|
"15 0 0 0 ... 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Blocks Goals conceded Saves made Saves-to-shots ratio Fouls Won \\\n",
|
|||
|
|
"0 10 3 13 81.3% 41 \n",
|
|||
|
|
"1 10 6 9 60.1% 53 \n",
|
|||
|
|
"2 10 5 10 66.7% 25 \n",
|
|||
|
|
"3 29 3 22 88.1% 43 \n",
|
|||
|
|
"4 7 5 6 54.6% 36 \n",
|
|||
|
|
"5 11 6 10 62.6% 63 \n",
|
|||
|
|
"6 23 7 13 65.1% 67 \n",
|
|||
|
|
"7 18 7 20 74.1% 101 \n",
|
|||
|
|
"8 9 5 12 70.6% 35 \n",
|
|||
|
|
"9 8 3 6 66.7% 48 \n",
|
|||
|
|
"10 11 4 10 71.5% 73 \n",
|
|||
|
|
"11 23 9 17 65.4% 43 \n",
|
|||
|
|
"12 8 3 10 77.0% 34 \n",
|
|||
|
|
"13 8 1 15 93.8% 102 \n",
|
|||
|
|
"14 12 5 8 61.6% 35 \n",
|
|||
|
|
"15 4 4 13 76.5% 48 \n",
|
|||
|
|
"\n",
|
|||
|
|
" Fouls Conceded Offsides Yellow Cards Red Cards \n",
|
|||
|
|
"0 62 2 9 0 \n",
|
|||
|
|
"1 73 8 7 0 \n",
|
|||
|
|
"2 38 8 4 0 \n",
|
|||
|
|
"3 45 6 5 0 \n",
|
|||
|
|
"4 51 5 6 0 \n",
|
|||
|
|
"5 49 12 4 0 \n",
|
|||
|
|
"6 48 12 9 1 \n",
|
|||
|
|
"7 89 16 16 0 \n",
|
|||
|
|
"8 30 3 5 0 \n",
|
|||
|
|
"9 56 3 7 1 \n",
|
|||
|
|
"10 90 10 12 0 \n",
|
|||
|
|
"11 51 11 6 1 \n",
|
|||
|
|
"12 43 4 6 0 \n",
|
|||
|
|
"13 83 19 11 0 \n",
|
|||
|
|
"14 51 7 7 0 \n",
|
|||
|
|
"15 31 4 5 0 \n",
|
|||
|
|
"\n",
|
|||
|
|
"[16 rows x 32 columns]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 26,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#选取除了最后3列之外的全部列\n",
|
|||
|
|
"euro12.iloc[:,0:-3]"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
{
|
|||
|
|
"cell_type": "code",
|
|||
|
|
"execution_count": 38,
|
|||
|
|
"metadata": {
|
|||
|
|
"pycharm": {
|
|||
|
|
"name": "#%%\n"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"outputs": [
|
|||
|
|
{
|
|||
|
|
"data": {
|
|||
|
|
"text/html": [
|
|||
|
|
"<div>\n",
|
|||
|
|
"<style scoped>\n",
|
|||
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|||
|
|
" vertical-align: middle;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe tbody tr th {\n",
|
|||
|
|
" vertical-align: top;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"\n",
|
|||
|
|
" .dataframe thead th {\n",
|
|||
|
|
" text-align: right;\n",
|
|||
|
|
" }\n",
|
|||
|
|
"</style>\n",
|
|||
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|||
|
|
" <thead>\n",
|
|||
|
|
" <tr style=\"text-align: right;\">\n",
|
|||
|
|
" <th></th>\n",
|
|||
|
|
" <th>Team</th>\n",
|
|||
|
|
" <th>Shooting Accuracy</th>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </thead>\n",
|
|||
|
|
" <tbody>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>3</th>\n",
|
|||
|
|
" <td>England</td>\n",
|
|||
|
|
" <td>50.0%</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>7</th>\n",
|
|||
|
|
" <td>Italy</td>\n",
|
|||
|
|
" <td>43.0%</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" <tr>\n",
|
|||
|
|
" <th>12</th>\n",
|
|||
|
|
" <td>Russia</td>\n",
|
|||
|
|
" <td>22.5%</td>\n",
|
|||
|
|
" </tr>\n",
|
|||
|
|
" </tbody>\n",
|
|||
|
|
"</table>\n",
|
|||
|
|
"</div>"
|
|||
|
|
],
|
|||
|
|
"text/plain": [
|
|||
|
|
" Team Shooting Accuracy\n",
|
|||
|
|
"3 England 50.0%\n",
|
|||
|
|
"7 Italy 43.0%\n",
|
|||
|
|
"12 Russia 22.5%"
|
|||
|
|
]
|
|||
|
|
},
|
|||
|
|
"execution_count": 38,
|
|||
|
|
"metadata": {},
|
|||
|
|
"output_type": "execute_result"
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"source": [
|
|||
|
|
"#找到英格兰(England)、意大利(Italy)和俄罗斯(Russia)的射正率(Shooting Accuracy)\n",
|
|||
|
|
"euro12.loc[euro12['Team'].isin(['England','Italy','Russia']),['Team','Shooting Accuracy']]\n",
|
|||
|
|
"\n",
|
|||
|
|
"# euro12.loc[euro12['Team'].isin(['England','Italy','Russia']),'Shooting Accuracy']"
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
],
|
|||
|
|
"metadata": {
|
|||
|
|
"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": "3.6.1"
|
|||
|
|
}
|
|||
|
|
},
|
|||
|
|
"nbformat": 4,
|
|||
|
|
"nbformat_minor": 4
|
|||
|
|
}
|