fifaeda.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"id":"GR5XPfhWgqCn"},"outputs":[],"source":["import os\n","\n","import matplotlib.pyplot as plt # visualization\n","import numpy as np # linear algebra\n","import pandas as pd # data processing"]},{"cell_type":"markdown","metadata":{"id":"k72KeylQg7iB"},"source":["# Домашнаяя работа: работа с numpy, pandas и matplotlib"]},{"cell_type":"markdown","metadata":{"id":"MBzmsjPhhAwK"},"source":["В этой домашней работе вам предстоит выполнить EDA (Exploratory Data Analysis) датасета с данными о футболистах FIFA.\n","\n","Требования к выполнению домашней работы:\n","- Во всех графиках должны быть подписи через `title`, `legend`, etc.\n","- Убедитесь, что после сохранения ноутбука графики всё ещё видно, если открыть ноутбук заново. Если не видно - напишите в общий чатик, вам помогут либо преподаватели, либо те, кто уже столкнулся с этой проблемой\n","- Можно баловаться с цветами, но в меру. Если в итоге работа станет нечитаемой, то задание не будет засчитано\n","- Если вы сдаете работу в Google Colaboratory, убедитесь, что ваша тетрадка доступна по ссылке. Если в итоге по каким-то причинам тетрадка не будет открываться у преподавателя, задание не будет засчитано"]},{"cell_type":"code","execution_count":2,"metadata":{"id":"ApjxszvlgqCt"},"outputs":[],"source":["df = pd.read_csv('data.csv')"]},{"cell_type":"code","execution_count":3,"metadata":{"id":"Wszofj61gqCt"},"outputs":[{"name":"stdout","output_type":"stream","text":["<class 'pandas.core.frame.DataFrame'>\n","RangeIndex: 18207 entries, 0 to 18206\n","Data columns (total 88 columns):\n"," #   Column                    Non-Null Count  Dtype  \n","---  ------                    --------------  -----  \n"," 0   ID                        18207 non-null  int64  \n"," 1   Name                      18207 non-null  object \n"," 2   Age                       18207 non-null  int64  \n"," 3   Photo                     18207 non-null  object \n"," 4   Nationality               18207 non-null  object \n"," 5   Flag                      18207 non-null  object \n"," 6   Overall                   18207 non-null  int64  \n"," 7   Potential                 18207 non-null  int64  \n"," 8   Club                      17966 non-null  object \n"," 9   Club Logo                 18207 non-null  object \n"," 10  Value                     18207 non-null  object \n"," 11  Wage                      18207 non-null  object \n"," 12  Special                   18207 non-null  int64  \n"," 13  Preferred Foot            18159 non-null  object \n"," 14  International Reputation  18159 non-null  float64\n"," 15  Weak Foot                 18159 non-null  float64\n"," 16  Skill Moves               18159 non-null  float64\n"," 17  Work Rate                 18159 non-null  object \n"," 18  Body Type                 18159 non-null  object \n"," 19  Real Face                 18159 non-null  object \n"," 20  Position                  18147 non-null  object \n"," 21  Jersey Number             18147 non-null  float64\n"," 22  Joined                    16654 non-null  object \n"," 23  Loaned From               1264 non-null   object \n"," 24  Contract Valid Until      17918 non-null  object \n"," 25  Height                    18159 non-null  object \n"," 26  Weight                    18159 non-null  object \n"," 27  LS                        16122 non-null  object \n"," 28  ST                        16122 non-null  object \n"," 29  RS                        16122 non-null  object \n"," 30  LW                        16122 non-null  object \n"," 31  LF                        16122 non-null  object \n"," 32  CF                        16122 non-null  object \n"," 33  RF                        16122 non-null  object \n"," 34  RW                        16122 non-null  object \n"," 35  LAM                       16122 non-null  object \n"," 36  CAM                       16122 non-null  object \n"," 37  RAM                       16122 non-null  object \n"," 38  LM                        16122 non-null  object \n"," 39  LCM                       16122 non-null  object \n"," 40  CM                        16122 non-null  object \n"," 41  RCM                       16122 non-null  object \n"," 42  RM                        16122 non-null  object \n"," 43  LWB                       16122 non-null  object \n"," 44  LDM                       16122 non-null  object \n"," 45  CDM                       16122 non-null  object \n"," 46  RDM                       16122 non-null  object \n"," 47  RWB                       16122 non-null  object \n"," 48  LB                        16122 non-null  object \n"," 49  LCB                       16122 non-null  object \n"," 50  CB                        16122 non-null  object \n"," 51  RCB                       16122 non-null  object \n"," 52  RB                        16122 non-null  object \n"," 53  Crossing                  18159 non-null  float64\n"," 54  Finishing                 18159 non-null  float64\n"," 55  HeadingAccuracy           18159 non-null  float64\n"," 56  ShortPassing              18159 non-null  float64\n"," 57  Volleys                   18159 non-null  float64\n"," 58  Dribbling                 18159 non-null  float64\n"," 59  Curve                     18159 non-null  float64\n"," 60  FKAccuracy                18159 non-null  float64\n"," 61  LongPassing               18159 non-null  float64\n"," 62  BallControl               18159 non-null  float64\n"," 63  Acceleration              18159 non-null  float64\n"," 64  SprintSpeed               18159 non-null  float64\n"," 65  Agility                   18159 non-null  float64\n"," 66  Reactions                 18159 non-null  float64\n"," 67  Balance                   18159 non-null  float64\n"," 68  ShotPower                 18159 non-null  float64\n"," 69  Jumping                   18159 non-null  float64\n"," 70  Stamina                   18159 non-null  float64\n"," 71  Strength                  18159 non-null  float64\n"," 72  LongShots                 18159 non-null  float64\n"," 73  Aggression                18159 non-null  float64\n"," 74  Interceptions             18159 non-null  float64\n"," 75  Positioning               18159 non-null  float64\n"," 76  Vision                    18159 non-null  float64\n"," 77  Penalties                 18159 non-null  float64\n"," 78  Composure                 18159 non-null  float64\n"," 79  Marking                   18159 non-null  float64\n"," 80  StandingTackle            18159 non-null  float64\n"," 81  SlidingTackle             18159 non-null  float64\n"," 82  GKDiving                  18159 non-null  float64\n"," 83  GKHandling                18159 non-null  float64\n"," 84  GKKicking                 18159 non-null  float64\n"," 85  GKPositioning             18159 non-null  float64\n"," 86  GKReflexes                18159 non-null  float64\n"," 87  Release Clause            16643 non-null  object \n","dtypes: float64(38), int64(5), object(45)\n","memory usage: 12.2+ MB\n"]}],"source":["df.info()"]},{"cell_type":"code","execution_count":4,"metadata":{"id":"Ux01KPyYgqCu"},"outputs":[{"data":{"text/plain":["Index(['ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall',\n","       'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special',\n","       'Preferred Foot', 'International Reputation', 'Weak Foot',\n","       'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position',\n","       'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until',\n","       'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW',\n","       'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM',\n","       'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing',\n","       'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling',\n","       'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',\n","       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',\n","       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',\n","       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',\n","       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',\n","       'GKKicking', 'GKPositioning', 'GKReflexes', 'Release Clause'],\n","      dtype='object')"]},"execution_count":4,"metadata":{},"output_type":"execute_result"}],"source":["df.columns"]},{"cell_type":"code","execution_count":5,"metadata":{},"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>ID</th>\n","      <th>Name</th>\n","      <th>Age</th>\n","      <th>Photo</th>\n","      <th>Nationality</th>\n","      <th>Flag</th>\n","      <th>Overall</th>\n","      <th>Potential</th>\n","      <th>Club</th>\n","      <th>Club Logo</th>\n","      <th>...</th>\n","      <th>Composure</th>\n","      <th>Marking</th>\n","      <th>StandingTackle</th>\n","      <th>SlidingTackle</th>\n","      <th>GKDiving</th>\n","      <th>GKHandling</th>\n","      <th>GKKicking</th>\n","      <th>GKPositioning</th>\n","      <th>GKReflexes</th>\n","      <th>Release Clause</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>158023</td>\n","      <td>L. Messi</td>\n","      <td>31</td>\n","      <td>https://cdn.sofifa.org/players/4/19/158023.png</td>\n","      <td>Argentina</td>\n","      <td>https://cdn.sofifa.org/flags/52.png</td>\n","      <td>94</td>\n","      <td>94</td>\n","      <td>FC Barcelona</td>\n","      <td>https://cdn.sofifa.org/teams/2/light/241.png</td>\n","      <td>...</td>\n","      <td>96.0</td>\n","      <td>33.0</td>\n","      <td>28.0</td>\n","      <td>26.0</td>\n","      <td>6.0</td>\n","      <td>11.0</td>\n","      <td>15.0</td>\n","      <td>14.0</td>\n","      <td>8.0</td>\n","      <td>€226.5M</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>20801</td>\n","      <td>Cristiano Ronaldo</td>\n","      <td>33</td>\n","      <td>https://cdn.sofifa.org/players/4/19/20801.png</td>\n","      <td>Portugal</td>\n","      <td>https://cdn.sofifa.org/flags/38.png</td>\n","      <td>94</td>\n","      <td>94</td>\n","      <td>Juventus</td>\n","      <td>https://cdn.sofifa.org/teams/2/light/45.png</td>\n","      <td>...</td>\n","      <td>95.0</td>\n","      <td>28.0</td>\n","      <td>31.0</td>\n","      <td>23.0</td>\n","      <td>7.0</td>\n","      <td>11.0</td>\n","      <td>15.0</td>\n","      <td>14.0</td>\n","      <td>11.0</td>\n","      <td>€127.1M</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>190871</td>\n","      <td>Neymar Jr</td>\n","      <td>26</td>\n","      <td>https://cdn.sofifa.org/players/4/19/190871.png</td>\n","      <td>Brazil</td>\n","      <td>https://cdn.sofifa.org/flags/54.png</td>\n","      <td>92</td>\n","      <td>93</td>\n","      <td>Paris Saint-Germain</td>\n","      <td>https://cdn.sofifa.org/teams/2/light/73.png</td>\n","      <td>...</td>\n","      <td>94.0</td>\n","      <td>27.0</td>\n","      <td>24.0</td>\n","      <td>33.0</td>\n","      <td>9.0</td>\n","      <td>9.0</td>\n","      <td>15.0</td>\n","      <td>15.0</td>\n","      <td>11.0</td>\n","      <td>€228.1M</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>193080</td>\n","      <td>De Gea</td>\n","      <td>27</td>\n","      <td>https://cdn.sofifa.org/players/4/19/193080.png</td>\n","      <td>Spain</td>\n","      <td>https://cdn.sofifa.org/flags/45.png</td>\n","      <td>91</td>\n","      <td>93</td>\n","      <td>Manchester United</td>\n","      <td>https://cdn.sofifa.org/teams/2/light/11.png</td>\n","      <td>...</td>\n","      <td>68.0</td>\n","      <td>15.0</td>\n","      <td>21.0</td>\n","      <td>13.0</td>\n","      <td>90.0</td>\n","      <td>85.0</td>\n","      <td>87.0</td>\n","      <td>88.0</td>\n","      <td>94.0</td>\n","      <td>€138.6M</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>192985</td>\n","      <td>K. De Bruyne</td>\n","      <td>27</td>\n","      <td>https://cdn.sofifa.org/players/4/19/192985.png</td>\n","      <td>Belgium</td>\n","      <td>https://cdn.sofifa.org/flags/7.png</td>\n","      <td>91</td>\n","      <td>92</td>\n","      <td>Manchester City</td>\n","      <td>https://cdn.sofifa.org/teams/2/light/10.png</td>\n","      <td>...</td>\n","      <td>88.0</td>\n","      <td>68.0</td>\n","      <td>58.0</td>\n","      <td>51.0</td>\n","      <td>15.0</td>\n","      <td>13.0</td>\n","      <td>5.0</td>\n","      <td>10.0</td>\n","      <td>13.0</td>\n","      <td>€196.4M</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>5 rows × 88 columns</p>\n","</div>"],"text/plain":["       ID               Name  Age  \\\n","0  158023           L. Messi   31   \n","1   20801  Cristiano Ronaldo   33   \n","2  190871          Neymar Jr   26   \n","3  193080             De Gea   27   \n","4  192985       K. De Bruyne   27   \n","\n","                                            Photo Nationality  \\\n","0  https://cdn.sofifa.org/players/4/19/158023.png   Argentina   \n","1   https://cdn.sofifa.org/players/4/19/20801.png    Portugal   \n","2  https://cdn.sofifa.org/players/4/19/190871.png      Brazil   \n","3  https://cdn.sofifa.org/players/4/19/193080.png       Spain   \n","4  https://cdn.sofifa.org/players/4/19/192985.png     Belgium   \n","\n","                                  Flag  Overall  Potential  \\\n","0  https://cdn.sofifa.org/flags/52.png       94         94   \n","1  https://cdn.sofifa.org/flags/38.png       94         94   \n","2  https://cdn.sofifa.org/flags/54.png       92         93   \n","3  https://cdn.sofifa.org/flags/45.png       91         93   \n","4   https://cdn.sofifa.org/flags/7.png       91         92   \n","\n","                  Club                                     Club Logo  ...  \\\n","0         FC Barcelona  https://cdn.sofifa.org/teams/2/light/241.png  ...   \n","1             Juventus   https://cdn.sofifa.org/teams/2/light/45.png  ...   \n","2  Paris Saint-Germain   https://cdn.sofifa.org/teams/2/light/73.png  ...   \n","3    Manchester United   https://cdn.sofifa.org/teams/2/light/11.png  ...   \n","4      Manchester City   https://cdn.sofifa.org/teams/2/light/10.png  ...   \n","\n","  Composure Marking  StandingTackle SlidingTackle  GKDiving  GKHandling  \\\n","0      96.0    33.0            28.0          26.0       6.0        11.0   \n","1      95.0    28.0            31.0          23.0       7.0        11.0   \n","2      94.0    27.0            24.0          33.0       9.0         9.0   \n","3      68.0    15.0            21.0          13.0      90.0        85.0   \n","4      88.0    68.0            58.0          51.0      15.0        13.0   \n","\n","   GKKicking GKPositioning GKReflexes Release Clause  \n","0       15.0          14.0        8.0        €226.5M  \n","1       15.0          14.0       11.0        €127.1M  \n","2       15.0          15.0       11.0        €228.1M  \n","3       87.0          88.0       94.0        €138.6M  \n","4        5.0          10.0       13.0        €196.4M  \n","\n","[5 rows x 88 columns]"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["df.head()"]},{"cell_type":"code","execution_count":6,"metadata":{"id":"yJ_0RO2ZgqCu"},"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>Wage</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>€565K</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>€405K</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>€290K</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>€260K</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>€355K</td>\n","    </tr>\n","    <tr>\n","      <th>5</th>\n","      <td>€340K</td>\n","    </tr>\n","    <tr>\n","      <th>6</th>\n","      <td>€420K</td>\n","    </tr>\n","    <tr>\n","      <th>7</th>\n","      <td>€455K</td>\n","    </tr>\n","    <tr>\n","      <th>8</th>\n","      <td>€380K</td>\n","    </tr>\n","    <tr>\n","      <th>9</th>\n","      <td>€94K</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["    Wage\n","0  €565K\n","1  €405K\n","2  €290K\n","3  €260K\n","4  €355K\n","5  €340K\n","6  €420K\n","7  €455K\n","8  €380K\n","9   €94K"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["df[['Wage']].head(10)"]},{"cell_type":"markdown","metadata":{"id":"Efcps29rgqCv"},"source":["# Работа с датафреймом"]},{"attachments":{},"cell_type":"markdown","metadata":{"id":"O2m9UZ-b0kXY"},"source":["Заполните пропуски:\n","\n","1. В датасете `88` переменных \n","2. Из них числовых `43`"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"text/plain":["88"]},"execution_count":7,"metadata":{},"output_type":"execute_result"}],"source":["# Переменные\n","len(df.columns)"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[{"data":{"text/plain":["43"]},"execution_count":8,"metadata":{},"output_type":"execute_result"}],"source":["# Числовые переменные\n","len(list(filter(lambda x: \"int64\" == x or \"float64\" == x, df.dtypes)))"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[{"data":{"text/plain":["0        72.0\n","1        88.0\n","2        81.0\n","3        43.0\n","4        90.0\n","         ... \n","18202    40.0\n","18203    43.0\n","18204    55.0\n","18205    40.0\n","18206    47.0\n","Name: Stamina, Length: 18207, dtype: float64"]},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"source":["df[\"Stamina\"]"]},{"attachments":{},"cell_type":"markdown","metadata":{"id":"5-SEMD2WgqCv"},"source":["# Работа с графикой"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[{"data":{"text/plain":["Index(['ID', 'Name', 'Age', 'Photo', 'Nationality', 'Flag', 'Overall',\n","       'Potential', 'Club', 'Club Logo', 'Value', 'Wage', 'Special',\n","       'Preferred Foot', 'International Reputation', 'Weak Foot',\n","       'Skill Moves', 'Work Rate', 'Body Type', 'Real Face', 'Position',\n","       'Jersey Number', 'Joined', 'Loaned From', 'Contract Valid Until',\n","       'Height', 'Weight', 'LS', 'ST', 'RS', 'LW', 'LF', 'CF', 'RF', 'RW',\n","       'LAM', 'CAM', 'RAM', 'LM', 'LCM', 'CM', 'RCM', 'RM', 'LWB', 'LDM',\n","       'CDM', 'RDM', 'RWB', 'LB', 'LCB', 'CB', 'RCB', 'RB', 'Crossing',\n","       'Finishing', 'HeadingAccuracy', 'ShortPassing', 'Volleys', 'Dribbling',\n","       'Curve', 'FKAccuracy', 'LongPassing', 'BallControl', 'Acceleration',\n","       'SprintSpeed', 'Agility', 'Reactions', 'Balance', 'ShotPower',\n","       'Jumping', 'Stamina', 'Strength', 'LongShots', 'Aggression',\n","       'Interceptions', 'Positioning', 'Vision', 'Penalties', 'Composure',\n","       'Marking', 'StandingTackle', 'SlidingTackle', 'GKDiving', 'GKHandling',\n","       'GKKicking', 'GKPositioning', 'GKReflexes', 'Release Clause'],\n","      dtype='object')"]},"execution_count":10,"metadata":{},"output_type":"execute_result"}],"source":["df.columns"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["ID                                                                  158023\n","Name                                                              L. Messi\n","Age                                                                     31\n","Photo                       https://cdn.sofifa.org/players/4/19/158023.png\n","Nationality                                                      Argentina\n","Flag                                   https://cdn.sofifa.org/flags/52.png\n","Overall                                                                 94\n","Potential                                                               94\n","Club                                                          FC Barcelona\n","Club Logo                     https://cdn.sofifa.org/teams/2/light/241.png\n","Value                                                              €110.5M\n","Wage                                                                 €565K\n","Special                                                               2202\n","Preferred Foot                                                        Left\n","International Reputation                                               5.0\n","Weak Foot                                                              4.0\n","Skill Moves                                                            4.0\n","Work Rate                                                   Medium/ Medium\n","Body Type                                                            Messi\n","Real Face                                                              Yes\n","Position                                                                RF\n","Jersey Number                                                         10.0\n","Joined                                                         Jul 1, 2004\n","Loaned From                                                            NaN\n","Contract Valid Until                                                  2021\n","Height                                                                 5'7\n","Weight                                                              159lbs\n","LS                                                                    88+2\n","ST                                                                    88+2\n","RS                                                                    88+2\n","LW                                                                    92+2\n","LF                                                                    93+2\n","CF                                                                    93+2\n","RF                                                                    93+2\n","RW                                                                    92+2\n","LAM                                                                   93+2\n","CAM                                                                   93+2\n","RAM                                                                   93+2\n","LM                                                                    91+2\n","LCM                                                                   84+2\n","CM                                                                    84+2\n","RCM                                                                   84+2\n","RM                                                                    91+2\n","LWB                                                                   64+2\n","LDM                                                                   61+2\n","CDM                                                                   61+2\n","RDM                                                                   61+2\n","RWB                                                                   64+2\n","LB                                                                    59+2\n","LCB                                                                   47+2\n","CB                                                                    47+2\n","RCB                                                                   47+2\n","RB                                                                    59+2\n","Crossing                                                              84.0\n","Finishing                                                             95.0\n","HeadingAccuracy                                                       70.0\n","ShortPassing                                                          90.0\n","Volleys                                                               86.0\n","Dribbling                                                             97.0\n","Curve                                                                 93.0\n","FKAccuracy                                                            94.0\n","LongPassing                                                           87.0\n","BallControl                                                           96.0\n","Acceleration                                                          91.0\n","SprintSpeed                                                           86.0\n","Agility                                                               91.0\n","Reactions                                                             95.0\n","Balance                                                               95.0\n","ShotPower                                                             85.0\n","Jumping                                                               68.0\n","Stamina                                                               72.0\n","Strength                                                              59.0\n","LongShots                                                             94.0\n","Aggression                                                            48.0\n","Interceptions                                                         22.0\n","Positioning                                                           94.0\n","Vision                                                                94.0\n","Penalties                                                             75.0\n","Composure                                                             96.0\n","Marking                                                               33.0\n","StandingTackle                                                        28.0\n","SlidingTackle                                                         26.0\n","GKDiving                                                               6.0\n","GKHandling                                                            11.0\n","GKKicking                                                             15.0\n","GKPositioning                                                         14.0\n","GKReflexes                                                             8.0\n","Release Clause                                                     €226.5M\n"]}],"source":["print(df.iloc[0].to_string())"]},{"cell_type":"markdown","metadata":{"id":"Xyy-OWO90vQ0"},"source":["3. Изучите распределение возрастов с помощью колонки Age [px.histogram](https://plotly.com/python/histograms/)\n","4. Изучите [более продвинутые методы](https://plotly.com/python/distplot/) визуализации распределений 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🤔 угадайте что\n","# 9: Зависимость есть: чем выше Potential, тем выше International Reputation\n","fig = px.scatter(df, x=\"Potential\", y=\"International Reputation\")\n","fig.show()\n","\n","\n","# 10: В среднем левши более успешны. Думаю, потому что левшей меньше чем правшей поэтому их ценят больше\n","ps = df[\"Potential\"] > 80\n","fig = px.histogram(df, x=\"Potential\", color=\"Preferred Foot\", marginal=\"box\")\n","fig.show()"]},{"attachments":{},"cell_type":"markdown","metadata":{"id":"3O-cYi5QgqCz"},"source":["Теперь пройдёмся по показателям игроков...\n","\n","11. Есть ли зависимость между **выносливостью** игрока (Stamina) и его **силой** (Strength)? Какая? Точно ли это зависимость? \n"]},{"cell_type":"code","execution_count":17,"metadata":{"id":"4AcowV3n_MOi"},"outputs":[{"data":{"application/vnd.plotly.v1+json":{"config":{"plotlyServerURL":"https://plot.ly"},"data":[{"hovertemplate":"Stamina=%{x}<br>Strength=%{y}<extra></extra>","legendgroup":"","marker":{"color":"#636efa","symbol":"circle"},"mode":"markers","name":"","showlegend":false,"type":"scattergl","x":[72,88,81,43,90,83,89,90,84,41,78,75,66,78,96,80,89,83,35,38,86,92,43,76,65,83,84,87,70,75,70,92,79,76,66,91,75,41,70,74,41,39,78,72,71,88,39,84,80,91,75,75,84,84,65,79,78,41,84,71,78,90,73,77,92,78,87,75,73,87,71,74,78,69,69,79,55,77,85,76,80,32,85,86,76,87,90,79,76,67,78,92,45,83,85,69,83,89,76,78,76,93,61,94,65,75,89,66,60,61,76,67,92,67,89,65,75,90,92,75,84,79,83,84,79,85,36,66,30,78,75,43,84,34,77,89,69,91,73,83,85,41,74,86,73,66,69,37,68,34,55,75,53,65,64,73,84,86,76,56,80,82,87,79,76,63,76,83,82,86,83,86,90,74,72,78,82,37,77,68,45,58,79,77,69,72,75,83,78,31,95,81,85,78,86,88,39,39,89,83,90,32,67,79,82,76,66,85,82,66,32,71,32,45,45,74,86,80,31,56,70,58,31,74,34,20,74,86,78,34,93,76,29,87,81,85,74,42,82,73,76,89,88,80,73,67,55,89,75,87,87,86,83,74,87,61,84,60,90,68,92,69,85,67,72,68,40,69,79,72,76,73,79,67,81,73,87,72,90,44,73,68,62,70,84,36,79,86,78,89,88,84,86,77,78,69,91,71,88,90,84,80,85,74,62,78,84,62,68,34,29,62,31,75,74,70,60,32,43,79,67,76,76,74,91,77,73,72,75,80,82,75,79,84,75,74,69,79,23,87,72,84,83,72,93,72,66,82,85,62,73,84,81,93,90,77,73,76,88,34,64,88,65,80,80,69,87,75,68,84,75,74,28,74,87,85,68,71,86,82,73,74,78,67,73,45,61,76,83,73,65,68,77,86,90,78,78,74,81,79,25,78,69,66,68,76,94,62,74,91,78,54,71,73,78,79,78,80,85,89,89,71,76,91,77,92,39,80,90,78,81,75,67,81,83,89,78,73,42,28,70,75,74,83,76,91,79,43,85,76,74,68,79,82,77,64,72,68,76,83,66,74,35,37,84,86,40,54,69,70,78,72,79,88,79,79,75,73,76,74,83,82,77,73,82,80,60,91,84,66,77,77,77,70,83,40,60,55,74,83,41,64,68,77,45,78,63,68,79,29,68,81,35,50,87,77,85,77,67,85,74,77,75,75,89,72,35,89,82,55,74,77,76,69,61,85,73,62,67,71,60,35,86,80,42,53,82,76,33,74,67,30,74,60,28,74,77,73,87,73,78,75,96,80,23,87,62,85,27,77,74,45,85,75,77,74,76,85,18,92,70,69,87,80,75,80,69,94,68,74,87,71,77,86,83,90,80,90,83,77,91,83,68,81,73,82,79,89,72,36,86,75,70,72,67,91,71,63,88,61,36,68,83,88,78,70,84,93,72,68,79,79,62,75,42,69,91,68,72,91,76,76,70,69,68,82,69,34,73,76,77,74,85,72,64,67,84,55,78,73,83,71,79,75,78,76,39,93,70,82,66,68,63,92,78,83,74,93,81,76,32,77,71,92,72,69,89,63,77,81,33,70,68,68,78,66,42,43,66,79,75,89,29,31,36,60,78,63,69,63,40,51,68,68,64,69,84,75,28,77,72,69,22,76,57,61,60,85,78,78,84,88,69,92,40,79,71,76,88,75,76,86,84,88,81,82,76,76,72,35,72,96,78,77,66,74,82,75,82,79,43,71,84,82,90,88,74,79,40,64,77,74,81,65,86,73,86,77,92,37,67,67,66,75,80,84,93,70,24,74,93,75,70,75,89,87,80,85,85,81,70,79,44,36,71,79,90,75,68,69,32,75,87,73,77,87,74,66,66,43,75,73,66,76,92,75,90,34,75,82,70,71,67,78,59,80,94,68,75,68,75,74,64,68,64,68,75,70,66,47,73,75,87,76,73,61,71,74,85,92,55,88,83,28,54,91,74,77,60,73,53,41,71,68,77,79,76,33,69,59,92,65,34,78,76,66,92,74,74,68,70,78,81,74,78,79,80,67,71,77,76,55,71,86,73,67,80,85,69,80,67,54,76,67,85,74,78,66,73,75,38,89,67,81,69,63,27,76,80,69,83,78,78,74,79,71,86,31,78,74,89,70,77,76,93,64,64,75,75,78,80,71,50,72,37,67,42,68,67,92,79,43,75,78,74,73,73,85,76,51,72,68,83,53,74,64,79,40,77,69,70,68,76,80,79,55,74,65,43,87,74,75,57,68,73,77,65,79,79,83,76,55,61,70,66,77,80,69,78,69,75,67,70,38,77,87,72,76,69,64,70,76,78,71,38,85,71,55,65,61,81,32,82,54,76,69,69,52,76,72,70,61,84,74,72,59,78,74,82,89,68,88,66,38,70,85,55,85,35,31,79,72,69,65,87,65,74,77,76,77,72,34,79,73,54,41,61,79,50,87,74,68,64,86,66,75,63,87,64,86,69,69,65,86,78,81,76,76,66,75,44,71,82,75,74,74,67,74,85,91,61,88,42,71,82,77,72,42,84,63,22,64,79,80,74,62,74,72,74,78,90,72,76,83,66,71,68,55,89,74,34,88,72,79,77,71,65,36,79,83,75,79,69,81,81,74,84,82,34,71,72,71,75,30,71,63,69,67,90,63,74,86,82,86,80,54,69,90,75,58,67,79,65,77,86,48,66,78,86,84,62,70,95,58,81,73,79,84,70,23,61,70,80,65,31,64,74,86,71,64,53,68,44,25,72,33,51,68,77,73,53,70,75,61,70,37,90,61,39,69,68,77,78,89,77,78,66,79,80,68,73,77,68,92,70,73,77,76,33,84,73,74,77,65,77,79,77,71,86,78,56,70,78,60,76,73,73,79,74,64,73,75,73,66,78,75,66,88,87,77,73,82,80,88,91,79,66,37,76,70,55,66,58,71,31,69,70,76,74,69,76,78,60,75,64,80,69,34,74,80,55,75,88,75,69,89,87,85,59,75,90,74,71,82,70,83,81,70,57,66,63,69,77,44,79,66,75,78,68,72,73,76,77,72,63,76,83,72,79,34,33,87,71,70,27,71,68,72,85,66,40,54,69,61,30,84,89,73,78,81,79,69,75,69,41,80,76,64,63,85,84,83,85,43,85,79,71,66,69,69,76,69,68,79,84,55,61,59,61,81,72,77,62,69,80,74,88,72,74,65,80,28,91,74,80,79,74,74,81,75,67,72,71,60,69,61,35,64,88,68,91,79,44,64,73,71,66,73,77,68,75,77,76,78,76,77,89,90,75,66,77,67,75,76,29,81,77,74,23,72,42,76,74,78,70,88,84,73,72,72,68,58,75,75,68,91,68,68,79,88,45,73,80,75,77,70,84,65,85,79,68,70,79,37,65,68,72,81,90,65,83,80,83,70,62,79,64,65,77,71,31,82,65,50,63,66,72,73,30,68,73,68,73,81,71,83,83,74,75,77,71,72,45,67,79,71,82,65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