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Created December 4, 2017 06:05
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Exercises.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pandas Exercise 05 - Filtering and Sorting Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This time we are going to pull data directly from the internet.\n",
"\n",
"### Step 1. Import the necessary libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 2. Import the dataset from this [address](https://raw.githubusercontent.com/jokecamp/FootballData/master/Euro%202012/Euro%202012%20stats%20TEAM.csv). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 3. Assign it to a variable called euro12."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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>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>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",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>16</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>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",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>19</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>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",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>15</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>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",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>16</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>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",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>19</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>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",
" <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>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",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>19</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>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",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>15</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>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",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>17</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>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",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>16</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>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",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>17</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>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",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>16</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",
" <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>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",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>18</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>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",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>18</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>16 rows × 35 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 ... \\\n",
"0 0 0 0 ... \n",
"1 0 0 0 ... \n",
"2 1 0 0 ... \n",
"3 0 0 0 ... \n",
"4 1 0 0 ... \n",
"5 2 1 0 ... \n",
"6 1 1 1 ... \n",
"7 2 0 0 ... \n",
"8 2 0 0 ... \n",
"9 0 0 0 ... \n",
"10 6 0 0 ... \n",
"11 0 0 0 ... \n",
"12 2 0 0 ... \n",
"13 0 1 0 ... \n",
"14 3 0 0 ... \n",
"15 0 0 0 ... \n",
"\n",
" Saves made Saves-to-shots ratio Fouls Won Fouls Conceded Offsides \\\n",
"0 13 81.3% 41 62 2 \n",
"1 9 60.1% 53 73 8 \n",
"2 10 66.7% 25 38 8 \n",
"3 22 88.1% 43 45 6 \n",
"4 6 54.6% 36 51 5 \n",
"5 10 62.6% 63 49 12 \n",
"6 13 65.1% 67 48 12 \n",
"7 20 74.1% 101 89 16 \n",
"8 12 70.6% 35 30 3 \n",
"9 6 66.7% 48 56 3 \n",
"10 10 71.5% 73 90 10 \n",
"11 17 65.4% 43 51 11 \n",
"12 10 77.0% 34 43 4 \n",
"13 15 93.8% 102 83 19 \n",
"14 8 61.6% 35 51 7 \n",
"15 13 76.5% 48 31 4 \n",
"\n",
" Yellow Cards Red Cards Subs on Subs off Players Used \n",
"0 9 0 9 9 16 \n",
"1 7 0 11 11 19 \n",
"2 4 0 7 7 15 \n",
"3 5 0 11 11 16 \n",
"4 6 0 11 11 19 \n",
"5 4 0 15 15 17 \n",
"6 9 1 12 12 20 \n",
"7 16 0 18 18 19 \n",
"8 5 0 7 7 15 \n",
"9 7 1 7 7 17 \n",
"10 12 0 14 14 16 \n",
"11 6 1 10 10 17 \n",
"12 6 0 7 7 16 \n",
"13 11 0 17 17 18 \n",
"14 7 0 9 9 18 \n",
"15 5 0 9 9 18 \n",
"\n",
"[16 rows x 35 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12 = pd.read_csv(\"https://raw.githubusercontent.com/jokecamp/FootballData/master/Euro%202012/Euro%202012%20stats%20TEAM.csv\")\n",
"euro12"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 4. Select only the Goal column."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0 4\n",
"1 4\n",
"2 4\n",
"3 5\n",
"4 3\n",
"5 10\n",
"6 5\n",
"7 6\n",
"8 2\n",
"9 2\n",
"10 6\n",
"11 1\n",
"12 5\n",
"13 12\n",
"14 5\n",
"15 2\n",
"Name: Goals, dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12[\"Goals\"]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 5. How many team participated in the Euro2012?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"16"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12[\"Team\"].count()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 6. What is the number of columns in the dataset?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"35"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12.shape[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 7. View only the columns Team, Yellow Cards and Red Cards and assign them to a dataframe called discipline"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"discipline = euro12[[\"Team\", \"Yellow Cards\", \"Red Cards\"]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 8. Sort the teams by Red Cards, then to Yellow Cards"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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>Yellow Cards</th>\n",
" <th>Red Cards</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\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",
" <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>4</th>\n",
" <td>France</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Russia</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Czech Republic</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Sweden</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Croatia</td>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Spain</td>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Portugal</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Italy</td>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Republic of Ireland</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Poland</td>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Greece</td>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Team Yellow Cards Red Cards\n",
"2 Denmark 4 0\n",
"5 Germany 4 0\n",
"3 England 5 0\n",
"8 Netherlands 5 0\n",
"15 Ukraine 5 0\n",
"4 France 6 0\n",
"12 Russia 6 0\n",
"1 Czech Republic 7 0\n",
"14 Sweden 7 0\n",
"0 Croatia 9 0\n",
"13 Spain 11 0\n",
"10 Portugal 12 0\n",
"7 Italy 16 0\n",
"11 Republic of Ireland 6 1\n",
"9 Poland 7 1\n",
"6 Greece 9 1"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"discipline.sort_values([\"Red Cards\", \"Yellow Cards\"])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 9. Calculate the mean Yellow Cards given per Team"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Yellow Cards</th>\n",
" <th>Red Cards</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Team</th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Croatia</th>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Czech Republic</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Denmark</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>England</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>France</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Germany</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Greece</th>\n",
" <td>9</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Italy</th>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Netherlands</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Poland</th>\n",
" <td>7</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Portugal</th>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Republic of Ireland</th>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Russia</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Spain</th>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Sweden</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Ukraine</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Yellow Cards Red Cards\n",
"Team \n",
"Croatia 9 0\n",
"Czech Republic 7 0\n",
"Denmark 4 0\n",
"England 5 0\n",
"France 6 0\n",
"Germany 4 0\n",
"Greece 9 1\n",
"Italy 16 0\n",
"Netherlands 5 0\n",
"Poland 7 1\n",
"Portugal 12 0\n",
"Republic of Ireland 6 1\n",
"Russia 6 0\n",
"Spain 11 0\n",
"Sweden 7 0\n",
"Ukraine 5 0"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"discipline.groupby(\"Team\").mean()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 10. Filter teams that scored more than 6 goals"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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 \\\n",
"5 0 ... 10 62.6% \n",
"13 0 ... 15 93.8% \n",
"\n",
" Fouls Won Fouls Conceded Offsides Yellow Cards Red Cards Subs on \\\n",
"5 63 49 12 4 0 15 \n",
"13 102 83 19 11 0 17 \n",
"\n",
" Subs off Players Used \n",
"5 15 17 \n",
"13 17 18 \n",
"\n",
"[2 rows x 35 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12[euro12[\"Goals\"] > 6]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 11. Select the teams that start with G"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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 \\\n",
"5 0 ... 10 62.6% \n",
"6 1 ... 13 65.1% \n",
"\n",
" Fouls Won Fouls Conceded Offsides Yellow Cards Red Cards Subs on \\\n",
"5 63 49 12 4 0 15 \n",
"6 67 48 12 9 1 12 \n",
"\n",
" Subs off Players Used \n",
"5 15 17 \n",
"6 12 20 \n",
"\n",
"[2 rows x 35 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12[euro12[\"Team\"].str.startswith(\"G\")]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 12. Select the first 7 columns"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12.iloc[:, :7]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 13. Select all columns except the last 3."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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 ... \\\n",
"0 0 0 0 ... \n",
"1 0 0 0 ... \n",
"2 1 0 0 ... \n",
"3 0 0 0 ... \n",
"4 1 0 0 ... \n",
"5 2 1 0 ... \n",
"6 1 1 1 ... \n",
"7 2 0 0 ... \n",
"8 2 0 0 ... \n",
"9 0 0 0 ... \n",
"10 6 0 0 ... \n",
"11 0 0 0 ... \n",
"12 2 0 0 ... \n",
"13 0 1 0 ... \n",
"14 3 0 0 ... \n",
"15 0 0 0 ... \n",
"\n",
" Clean Sheets Blocks Goals conceded Saves made Saves-to-shots ratio \\\n",
"0 0 10 3 13 81.3% \n",
"1 1 10 6 9 60.1% \n",
"2 1 10 5 10 66.7% \n",
"3 2 29 3 22 88.1% \n",
"4 1 7 5 6 54.6% \n",
"5 1 11 6 10 62.6% \n",
"6 1 23 7 13 65.1% \n",
"7 2 18 7 20 74.1% \n",
"8 0 9 5 12 70.6% \n",
"9 0 8 3 6 66.7% \n",
"10 2 11 4 10 71.5% \n",
"11 0 23 9 17 65.4% \n",
"12 0 8 3 10 77.0% \n",
"13 5 8 1 15 93.8% \n",
"14 1 12 5 8 61.6% \n",
"15 0 4 4 13 76.5% \n",
"\n",
" Fouls Won Fouls Conceded Offsides Yellow Cards Red Cards \n",
"0 41 62 2 9 0 \n",
"1 53 73 8 7 0 \n",
"2 25 38 8 4 0 \n",
"3 43 45 6 5 0 \n",
"4 36 51 5 6 0 \n",
"5 63 49 12 4 0 \n",
"6 67 48 12 9 1 \n",
"7 101 89 16 16 0 \n",
"8 35 30 3 5 0 \n",
"9 48 56 3 7 1 \n",
"10 73 90 10 12 0 \n",
"11 43 51 11 6 1 \n",
"12 34 43 4 6 0 \n",
"13 102 83 19 11 0 \n",
"14 35 51 7 7 0 \n",
"15 48 31 4 5 0 \n",
"\n",
"[16 rows x 32 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12.iloc[:, :-3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 14. Present only the Shooting Accuracy from England, Italy and Russia"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\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": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"euro12.loc[euro12.Team.isin(['England', 'Italy', 'Russia']), ['Team','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": "3.6.3"
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},
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"nbformat_minor": 1
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