Predicting_players_rating_All_Solutions.ipynb

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   "cell_type": "markdown",
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   "source": [
    "# Predicting players rating"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uBAWlUCh0JHW"
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   "source": [
    "### In this project I am going to predict the overall rating of soccer player based on their attributes such as 'crossing', 'finishing etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
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    "id": "5MzO9l_Z0JHa"
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   "source": [
    "<p> The dataset I am going to use is from European Soccer Database\n",
    "(https://www.kaggle.com/hugomathien/soccer) has more than 25,000 matches and more than 10,000 players for European professional soccer seasons from 2008 to 2016. </p>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "EdkChA6K0JHf"
   },
   "source": [
    "## About the Dataset"
   ]
  },
  {
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   "metadata": {
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    "id": "ZSpErizt0JHk"
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   "source": [
    "\n",
    "### The ultimate Soccer database for data analysis and machine learning\n",
    "<p>The dataset comes in the form of an SQL database and contains statistics of about 25,000 football\n",
    "matches, from the top football league of 11 European Countries. It covers seasons from 2008 to\n",
    "2016 and contains match statistics (i.e: scores, corners, fouls etc...) as well as the team formations,\n",
    "with player names and a pair of coordinates to indicate their position on the pitch. </p>\n",
    "<ul>\n",
    "<li>+25,000 matches</li>\n",
    "<li>+10,000 players</li>\n",
    "<li>11 European Countries with their lead championship</li>\n",
    "<li>Seasons 2008 to 2016</li>\n",
    "<li>Players and Teams' attributes* sourced from EA Sports' FIFA video game series, including the weekly updates</li>\n",
    "<li>Team line up with squad formation (X, Y coordinates)</li>\n",
    "<li>Betting odds from up to 10 providers</li>\n",
    "<li>Detailed match events (goal types, possession, corner, cross, fouls, cards etc...) for +10,000 matches</li>\n",
    "</ul>    \n",
    "<p>The dataset also has a set of about 35 statistics for each player, derived from EA Sports' FIFA video\n",
    "games. It is not just the stats that come with a new version of the game but also the weekly\n",
    "updates. So for instance if a player has performed poorly over a period of time and his stats get\n",
    "impacted in FIFA, you would normally see the same in the dataset. </p>"
   ]
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   "cell_type": "markdown",
   "metadata": {
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    "id": "b1cZ0sz-0JHo"
   },
   "source": [
    "## Importing Modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
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     "text": [
      "/usr/local/lib/python3.6/dist-packages/statsmodels/compat/pandas.py:56: FutureWarning: The pandas.core.datetools module is deprecated and will be removed in a future version. Please use the pandas.tseries module instead.\n",
      "  from pandas.core import datetools\n"
     ]
    }
   ],
   "source": [
    "import sqlite3\n",
    "import numpy as np\n",
    "import pylab as pl\n",
    "import pandas as pd\n",
    "import statsmodels.api as sm\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as  sns\n",
    "from math import sqrt\n",
    "from sklearn.metrics import mean_squared_error\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split, cross_val_score\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "l4R8OnOq0JIO"
   },
   "source": [
    "## Data Pre-Processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
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   "source": [
    "conn = sqlite3.connect('database.sqlite') #Creating a Connection object that represents the database \n",
    "df = pd.read_sql_query(\"SELECT * FROM Player_Attributes\", conn) #Reading SQL query into a DataFrame"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "Lvt6x9uT0JIz"
   },
   "source": [
    "## Data Exploration"
   ]
  },
  {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>player_fifa_api_id</th>\n",
       "      <th>player_api_id</th>\n",
       "      <th>date</th>\n",
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       "      <th>defensive_work_rate</th>\n",
       "      <th>crossing</th>\n",
       "      <th>...</th>\n",
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       "      <th>penalties</th>\n",
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       "      <th>sliding_tackle</th>\n",
       "      <th>gk_diving</th>\n",
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       "      <th>gk_kicking</th>\n",
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       "      <td>69.0</td>\n",
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       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>49.0</td>\n",
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       "      <td>54.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>69.0</td>\n",
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       "      <td>66.0</td>\n",
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       "      <td>49.0</td>\n",
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       "      <td>54.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>218353</td>\n",
       "      <td>505942</td>\n",
       "      <td>2015-03-20 00:00:00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>48.0</td>\n",
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       "      <td>53.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>66.0</td>\n",
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       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
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       "      <td>5</td>\n",
       "      <td>218353</td>\n",
       "      <td>505942</td>\n",
       "      <td>2007-02-22 00:00:00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
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       "      <td>53.0</td>\n",
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       "      <td>7.0</td>\n",
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       "<p>5 rows × 42 columns</p>\n",
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      "text/plain": [
       "   id  player_fifa_api_id  player_api_id                 date  overall_rating  \\\n",
       "0   1              218353         505942  2016-02-18 00:00:00            67.0   \n",
       "1   2              218353         505942  2015-11-19 00:00:00            67.0   \n",
       "2   3              218353         505942  2015-09-21 00:00:00            62.0   \n",
       "3   4              218353         505942  2015-03-20 00:00:00            61.0   \n",
       "4   5              218353         505942  2007-02-22 00:00:00            61.0   \n",
       "\n",
       "   potential preferred_foot attacking_work_rate defensive_work_rate  crossing  \\\n",
       "0       71.0          right              medium              medium      49.0   \n",
       "1       71.0          right              medium              medium      49.0   \n",
       "2       66.0          right              medium              medium      49.0   \n",
       "3       65.0          right              medium              medium      48.0   \n",
       "4       65.0          right              medium              medium      48.0   \n",
       "\n",
       "      ...       vision  penalties  marking  standing_tackle  sliding_tackle  \\\n",
       "0     ...         54.0       48.0     65.0             69.0            69.0   \n",
       "1     ...         54.0       48.0     65.0             69.0            69.0   \n",
       "2     ...         54.0       48.0     65.0             66.0            69.0   \n",
       "3     ...         53.0       47.0     62.0             63.0            66.0   \n",
       "4     ...         53.0       47.0     62.0             63.0            66.0   \n",
       "\n",
       "   gk_diving  gk_handling  gk_kicking  gk_positioning  gk_reflexes  \n",
       "0        6.0         11.0        10.0             8.0          8.0  \n",
       "1        6.0         11.0        10.0             8.0          8.0  \n",
       "2        6.0         11.0        10.0             8.0          8.0  \n",
       "3        5.0         10.0         9.0             7.0          7.0  \n",
       "4        5.0         10.0         9.0             7.0          7.0  \n",
       "\n",
       "[5 rows x 42 columns]"
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   "source": [
    "df.head() #Returns the first 5 rows of dataframe df"
   ]
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       "Index(['id', 'player_fifa_api_id', 'player_api_id', 'date', 'overall_rating',\n",
       "       'potential', 'preferred_foot', 'attacking_work_rate',\n",
       "       'defensive_work_rate', 'crossing', 'finishing', 'heading_accuracy',\n",
       "       'short_passing', 'volleys', 'dribbling', 'curve', 'free_kick_accuracy',\n",
       "       'long_passing', 'ball_control', 'acceleration', 'sprint_speed',\n",
       "       'agility', 'reactions', 'balance', 'shot_power', 'jumping', 'stamina',\n",
       "       'strength', 'long_shots', 'aggression', 'interceptions', 'positioning',\n",
       "       'vision', 'penalties', 'marking', 'standing_tackle', 'sliding_tackle',\n",
       "       'gk_diving', 'gk_handling', 'gk_kicking', 'gk_positioning',\n",
       "       'gk_reflexes'],\n",
       "      dtype='object')"
      ]
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   "source": [
    "df.columns #Columns of dataframe df"
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>player_fifa_api_id</th>\n",
       "      <th>player_api_id</th>\n",
       "      <th>overall_rating</th>\n",
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       "      <th>gk_positioning</th>\n",
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       "      <th>count</th>\n",
       "      <td>183978.00000</td>\n",
       "      <td>183978.000000</td>\n",
       "      <td>183978.000000</td>\n",
       "      <td>183142.000000</td>\n",
       "      <td>183142.000000</td>\n",
       "      <td>183142.000000</td>\n",
       "      <td>183142.000000</td>\n",
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       "      <td>183142.000000</td>\n",
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       "      <td>183142.000000</td>\n",
       "      <td>183142.000000</td>\n",
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       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>91989.50000</td>\n",
       "      <td>165671.524291</td>\n",
       "      <td>135900.617324</td>\n",
       "      <td>68.600015</td>\n",
       "      <td>73.460353</td>\n",
       "      <td>55.086883</td>\n",
       "      <td>49.921078</td>\n",
       "      <td>57.266023</td>\n",
       "      <td>62.429672</td>\n",
       "      <td>49.468436</td>\n",
       "      <td>...</td>\n",
       "      <td>57.873550</td>\n",
       "      <td>55.003986</td>\n",
       "      <td>46.772242</td>\n",
       "      <td>50.351257</td>\n",
       "      <td>48.001462</td>\n",
       "      <td>14.704393</td>\n",
       "      <td>16.063612</td>\n",
       "      <td>20.998362</td>\n",
       "      <td>16.132154</td>\n",
       "      <td>16.441439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>53110.01825</td>\n",
       "      <td>53851.094769</td>\n",
       "      <td>136927.840510</td>\n",
       "      <td>7.041139</td>\n",
       "      <td>6.592271</td>\n",
       "      <td>17.242135</td>\n",
       "      <td>19.038705</td>\n",
       "      <td>16.488905</td>\n",
       "      <td>14.194068</td>\n",
       "      <td>18.256618</td>\n",
       "      <td>...</td>\n",
       "      <td>15.144086</td>\n",
       "      <td>15.546519</td>\n",
       "      <td>21.227667</td>\n",
       "      <td>21.483706</td>\n",
       "      <td>21.598778</td>\n",
       "      <td>16.865467</td>\n",
       "      <td>15.867382</td>\n",
       "      <td>21.452980</td>\n",
       "      <td>16.099175</td>\n",
       "      <td>17.198155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>2625.000000</td>\n",
       "      <td>33.000000</td>\n",
       "      <td>39.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>45995.25000</td>\n",
       "      <td>155798.000000</td>\n",
       "      <td>34763.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>49.000000</td>\n",
       "      <td>45.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>91989.50000</td>\n",
       "      <td>183488.000000</td>\n",
       "      <td>77741.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>52.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>60.000000</td>\n",
       "      <td>57.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>56.000000</td>\n",
       "      <td>53.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>11.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>137983.75000</td>\n",
       "      <td>199848.000000</td>\n",
       "      <td>191080.000000</td>\n",
       "      <td>73.000000</td>\n",
       "      <td>78.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>65.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>64.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>66.000000</td>\n",
       "      <td>69.000000</td>\n",
       "      <td>67.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>183978.00000</td>\n",
       "      <td>234141.000000</td>\n",
       "      <td>750584.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>98.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>94.000000</td>\n",
       "      <td>93.000000</td>\n",
       "      <td>97.000000</td>\n",
       "      <td>96.000000</td>\n",
       "      <td>96.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 id  player_fifa_api_id  player_api_id  overall_rating  \\\n",
       "count  183978.00000       183978.000000  183978.000000   183142.000000   \n",
       "mean    91989.50000       165671.524291  135900.617324       68.600015   \n",
       "std     53110.01825        53851.094769  136927.840510        7.041139   \n",
       "min         1.00000            2.000000    2625.000000       33.000000   \n",
       "25%     45995.25000       155798.000000   34763.000000       64.000000   \n",
       "50%     91989.50000       183488.000000   77741.000000       69.000000   \n",
       "75%    137983.75000       199848.000000  191080.000000       73.000000   \n",
       "max    183978.00000       234141.000000  750584.000000       94.000000   \n",
       "\n",
       "           potential       crossing      finishing  heading_accuracy  \\\n",
       "count  183142.000000  183142.000000  183142.000000     183142.000000   \n",
       "mean       73.460353      55.086883      49.921078         57.266023   \n",
       "std         6.592271      17.242135      19.038705         16.488905   \n",
       "min        39.000000       1.000000       1.000000          1.000000   \n",
       "25%        69.000000      45.000000      34.000000         49.000000   \n",
       "50%        74.000000      59.000000      53.000000         60.000000   \n",
       "75%        78.000000      68.000000      65.000000         68.000000   \n",
       "max        97.000000      95.000000      97.000000         98.000000   \n",
       "\n",
       "       short_passing        volleys      ...               vision  \\\n",
       "count  183142.000000  181265.000000      ...        181265.000000   \n",
       "mean       62.429672      49.468436      ...            57.873550   \n",
       "std        14.194068      18.256618      ...            15.144086   \n",
       "min         3.000000       1.000000      ...             1.000000   \n",
       "25%        57.000000      35.000000      ...            49.000000   \n",
       "50%        65.000000      52.000000      ...            60.000000   \n",
       "75%        72.000000      64.000000      ...            69.000000   \n",
       "max        97.000000      93.000000      ...            97.000000   \n",
       "\n",
       "           penalties        marking  standing_tackle  sliding_tackle  \\\n",
       "count  183142.000000  183142.000000    183142.000000   181265.000000   \n",
       "mean       55.003986      46.772242        50.351257       48.001462   \n",
       "std        15.546519      21.227667        21.483706       21.598778   \n",
       "min         2.000000       1.000000         1.000000        2.000000   \n",
       "25%        45.000000      25.000000        29.000000       25.000000   \n",
       "50%        57.000000      50.000000        56.000000       53.000000   \n",
       "75%        67.000000      66.000000        69.000000       67.000000   \n",
       "max        96.000000      96.000000        95.000000       95.000000   \n",
       "\n",
       "           gk_diving    gk_handling     gk_kicking  gk_positioning  \\\n",
       "count  183142.000000  183142.000000  183142.000000   183142.000000   \n",
       "mean       14.704393      16.063612      20.998362       16.132154   \n",
       "std        16.865467      15.867382      21.452980       16.099175   \n",
       "min         1.000000       1.000000       1.000000        1.000000   \n",
       "25%         7.000000       8.000000       8.000000        8.000000   \n",
       "50%        10.000000      11.000000      12.000000       11.000000   \n",
       "75%        13.000000      15.000000      15.000000       15.000000   \n",
       "max        94.000000      93.000000      97.000000       96.000000   \n",
       "\n",
       "         gk_reflexes  \n",
       "count  183142.000000  \n",
       "mean       16.441439  \n",
       "std        17.198155  \n",
       "min         1.000000  \n",
       "25%         8.000000  \n",
       "50%        11.000000  \n",
       "75%        15.000000  \n",
       "max        96.000000  \n",
       "\n",
       "[8 rows x 38 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe() #The summary statistics of the dataframe df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 784,
     "status": "ok",
     "timestamp": 1533168010302,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "G45s_DRC0JKX",
    "outputId": "e1f4beac-b926-45c9-bc20-3375ba369be2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(183978, 42)"
      ]
     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape #Return a tuple representing the dimensionality of the DataFrame df."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "DlJJIJ360JK3"
   },
   "source": [
    "## Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1992,
     "status": "ok",
     "timestamp": 1533168012738,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "_s6Z7Jzk0JLD",
    "outputId": "8ea9a005-9528-4792-d406-a2e61adaf848"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().values.any() #Check for any NA’s in the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "CsuSOH_O0JLp"
   },
   "outputs": [],
   "source": [
    "df1 = df.dropna() #Drop the rows where at least one element is missing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1858,
     "status": "ok",
     "timestamp": 1533168017131,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "hr882zHQ0JMD",
    "outputId": "2dbf635b-924b-4787-a8b4-befc1b363751"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180354, 42)"
      ]
     },
     "execution_count": 11,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape #Return a tuple representing the dimensionality of the DataFrame df1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 212
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1349,
     "status": "ok",
     "timestamp": 1533168019285,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "eaLJUXBr0JMx",
    "outputId": "90b53a1e-de92-4772-a263-b24d5b366012"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['id', 'player_fifa_api_id', 'player_api_id', 'date', 'overall_rating',\n",
       "       'potential', 'preferred_foot', 'attacking_work_rate',\n",
       "       'defensive_work_rate', 'crossing', 'finishing', 'heading_accuracy',\n",
       "       'short_passing', 'volleys', 'dribbling', 'curve', 'free_kick_accuracy',\n",
       "       'long_passing', 'ball_control', 'acceleration', 'sprint_speed',\n",
       "       'agility', 'reactions', 'balance', 'shot_power', 'jumping', 'stamina',\n",
       "       'strength', 'long_shots', 'aggression', 'interceptions', 'positioning',\n",
       "       'vision', 'penalties', 'marking', 'standing_tackle', 'sliding_tackle',\n",
       "       'gk_diving', 'gk_handling', 'gk_kicking', 'gk_positioning',\n",
       "       'gk_reflexes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns #Columns of dataframe df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "UfUi1TtP0JNV"
   },
   "outputs": [],
   "source": [
    "df1 = df1.drop([\"id\", \"player_fifa_api_id\", \"player_api_id\"], axis = 1) #Dropping id, player_fifa_api_id and player_api_id columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 194
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5582,
     "status": "ok",
     "timestamp": 1533168026993,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "QJ8_Y50C0JNh",
    "outputId": "c4ae6d2e-2a1c-432d-dfa9-9b85e6fcf6a1"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['date', 'overall_rating', 'potential', 'preferred_foot',\n",
       "       'attacking_work_rate', 'defensive_work_rate', 'crossing', 'finishing',\n",
       "       'heading_accuracy', 'short_passing', 'volleys', 'dribbling', 'curve',\n",
       "       'free_kick_accuracy', 'long_passing', 'ball_control', 'acceleration',\n",
       "       'sprint_speed', 'agility', 'reactions', 'balance', 'shot_power',\n",
       "       'jumping', 'stamina', 'strength', 'long_shots', 'aggression',\n",
       "       'interceptions', 'positioning', 'vision', 'penalties', 'marking',\n",
       "       'standing_tackle', 'sliding_tackle', 'gk_diving', 'gk_handling',\n",
       "       'gk_kicking', 'gk_positioning', 'gk_reflexes'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns #Columns of dataframe df1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 730,
     "status": "ok",
     "timestamp": 1533168030021,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "axquWmCJ0JN_",
    "outputId": "c0d530a2-c1ee-4793-e7d0-6e94c51cd046"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['overall_rating', 'potential', 'preferred_foot', 'attacking_work_rate', 'defensive_work_rate', 'crossing', 'finishing', 'heading_accuracy', 'short_passing', 'volleys', 'dribbling', 'curve', 'free_kick_accuracy', 'long_passing', 'ball_control', 'acceleration', 'sprint_speed', 'agility', 'reactions', 'balance', 'shot_power', 'jumping', 'stamina', 'strength', 'long_shots', 'aggression', 'interceptions', 'positioning', 'vision', 'penalties', 'marking', 'standing_tackle', 'sliding_tackle', 'gk_diving', 'gk_handling', 'gk_kicking', 'gk_positioning', 'gk_reflexes']\n"
     ]
    }
   ],
   "source": [
    "clms = list(df1.columns[1:]) #Listing the columns of dataframe df1 starting from 2nd column\n",
    "print(clms) #Printing clms list "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1060,
     "status": "ok",
     "timestamp": 1533168031840,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "ygFoNGkC0JOV",
    "outputId": "36831455-3379-49a7-837f-97761bb214b0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "38"
      ]
     },
     "execution_count": 16,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(clms) #Lenth of the clms list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "WNbbwlRT0JOt"
   },
   "source": [
    "## Data Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "nZnrKwKN0JO6"
   },
   "source": [
    "### Histogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 872
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 17642,
     "status": "ok",
     "timestamp": 1533168050182,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "IdG6GJp90JPB",
    "outputId": "4cee43a9-8869-470b-f398-9dff54108121"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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T27ciBtKkn+vneD5Eml/ksVbGIWktSWfnn7ciXXVp+ecx2BUlT0ChckVJIXJG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KhXKyOpNeO1ic4FVmXm0zLzJ5TO3S83WXAY8NmIeETHMrbKzGc27/s3ykGrpwLPBF4wzme+BPin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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0883bf43c8>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 4, figsize=(16, 12))\n",
    "for i,ax in enumerate(axes.flat):\n",
    "    if i < len(clms):\n",
    "        ax.hist(df1[clms[i]])\n",
    "        ax.set_title(clms[i])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "uKSRjuuY0JPS"
   },
   "source": [
    "### Scatter Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 872
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 72067,
     "status": "ok",
     "timestamp": 1533168122857,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "O2F_3wPo0JPY",
    "outputId": "99e9c310-1b98-4569-fa2d-e13cac2b9767"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OPFfkWu8sXRvu4RMlT5VBleHTSj95JoYkgFUbwj0rouSpEmXz9JO3bg83WvnJ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\n9UODowDaOrp47d2NvrLX3t3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6E+79sM571utw7+sG4Kde+w/FzRN+7H0e7F3ja6r6B2AI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PVaRA17bPjcViZvHMSs/ogAJ7mKkldto63PTJCIExZzJ5VmXo7PEMH04EX7Y6kD3L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pia+tZYHykAv/7uLO55dmW/XgsmU/B0ErMmlvGfDzdE3H7OtEogseswkRhLTLIcL/8kt/H+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\nk0s4VNs6+PtfXnibZzckdsXi1ctruOiMWcYolLfqafH4Bu8rdeaxb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ZYBIckdAMfAMP/x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RuCOESDeJO0KIVJEpWkKIrDBSj+l/gT3AjjAdnveBjwONwKvAV7XW76e9oUKIvCFxRwiR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\niIiIiIhIlft/4xPXJYhCH4gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f088312c9e8>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(10, 4, figsize=(16, 12))\n",
    "for i,ax in enumerate(axes.flat):\n",
    "    if i < len(clms)-1:\n",
    "        ax.scatter(df1[clms[i+1]], df1[clms[0]])\n",
    "        ax.set_title(clms[i+1])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 87
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 894,
     "status": "ok",
     "timestamp": 1533168124358,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "NUC-Ho9E0JPv",
    "outputId": "fefc023e-b075-42d9-9eaa-2ee8c0351b00"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.3000e+01, 2.9200e+02, 2.0160e+03, 8.2530e+03, 2.8922e+04,\n",
       "        5.8589e+04, 5.3453e+04, 2.3470e+04, 4.9810e+03, 3.4500e+02]),\n",
       " array([33. , 39.1, 45.2, 51.3, 57.4, 63.5, 69.6, 75.7, 81.8, 87.9, 94. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes[0,0].hist(df1[clms[0]]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 335
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 4233,
     "status": "ok",
     "timestamp": 1533168129396,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "kYlAaxgT0JQF",
    "outputId": "394f1be2-b847-40b1-8af6-4f2c88845fcf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 44107.,      0.,      0.,      0.,      0.,      0.,      0.,\n",
       "             0.,      0., 136247.]),\n",
       " array([0. , 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BcD6wNzMPZOYhYDcwAKwCHqjbDgEDETEfWJ6Ze8eMIUmaJZ0sH20FfgZ4b/1+YWYerl8/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\nSdIkDAVJUmEoSJIKQ0GSVBgKkqTi/wFQiN/9pKlB4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f087d89ac18>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(df1[\"preferred_foot\"]) #Histogram for preferred_foot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 684
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3328,
     "status": "ok",
     "timestamp": 1533168133028,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "Osl5ewuE0JQa",
    "outputId": "c5eaf041-bf37-49f7-f952-aee301b2b9f2"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f08837bfc50>"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MGzaMmJiYPMtuZmubc7DHYrFgNv/v9pbE3qqIiIhIiWMyF96riCg6LblP6tWrx65duwDY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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f08837bf3c8>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Correlation Matrix\n",
    "sns.set(style=\"white\")\n",
    "df_corr= df1[1:]\n",
    "corr = df_corr.dropna().corr() #Compute the correlation matrix\n",
    "mask = np.zeros_like(corr, dtype=np.bool) #Generate a mask \n",
    "f, ax = plt.subplots(figsize=(30, 10)) #Set up the matplotlib figure\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True) #Generate a custom diverging colormap\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap, square=True, linewidths=.5, ax=ax) #Draw the heatmap with the mask and correct aspect ratio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "etlS559S0JQt"
   },
   "source": [
    "## Preparing Data for Linear Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "loXpWHM-0JQy"
   },
   "outputs": [],
   "source": [
    "df1.loc[:, \"new_date\"] = df1[\"date\"].apply(pd.to_datetime) #Creating a new column new_date and changing the date time format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "F_3cTL7a0JRK"
   },
   "outputs": [],
   "source": [
    "df1.loc[:, \"day\"] = df1[\"new_date\"].apply(lambda x: x.day) #Creating a day column and assigning the day values of new_date column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "tWnO3yEb0JRj"
   },
   "outputs": [],
   "source": [
    "df1.loc[:, \"month\"] = df1[\"new_date\"].apply(lambda x: x.month) #Creating a month column and assigning the month values of new_date column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "8rjFg12q0JSB"
   },
   "outputs": [],
   "source": [
    "df1.loc[:, \"year\"] = df1[\"new_date\"].apply(lambda x: x.year) #Creating a day year and assigning the year values of new_date column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 901,
     "status": "ok",
     "timestamp": 1533168158048,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "Y65Ph6jJ0JSn",
    "outputId": "cba724ca-7980-4bd8-a100-04105dd8fd2a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2016, 2015, 2007, 2014, 2013, 2012, 2011, 2010, 2009, 2008])"
      ]
     },
     "execution_count": 26,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1[\"year\"].unique() #Unique year values of the year column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "M2jzybcs0JTA"
   },
   "outputs": [],
   "source": [
    "cat_clms =  [\"preferred_foot\", \"attacking_work_rate\", \"defensive_work_rate\", \"year\", \"month\", \"day\"] #Catagory Column List"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 413
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1272,
     "status": "ok",
     "timestamp": 1533168162506,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "igNpfBnX0JTW",
    "outputId": "ad82c07e-8d1e-453c-80db-4ca28f9ceb41"
   },
   "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>date</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>potential</th>\n",
       "      <th>preferred_foot</th>\n",
       "      <th>attacking_work_rate</th>\n",
       "      <th>defensive_work_rate</th>\n",
       "      <th>crossing</th>\n",
       "      <th>finishing</th>\n",
       "      <th>heading_accuracy</th>\n",
       "      <th>short_passing</th>\n",
       "      <th>...</th>\n",
       "      <th>sliding_tackle</th>\n",
       "      <th>gk_diving</th>\n",
       "      <th>gk_handling</th>\n",
       "      <th>gk_kicking</th>\n",
       "      <th>gk_positioning</th>\n",
       "      <th>gk_reflexes</th>\n",
       "      <th>new_date</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-02-18 00:00:00</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>49.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2016-02-18</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2015-11-19 00:00:00</td>\n",
       "      <td>67.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>49.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2015-11-19</td>\n",
       "      <td>19</td>\n",
       "      <td>11</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2015-09-21 00:00:00</td>\n",
       "      <td>62.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>49.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>...</td>\n",
       "      <td>69.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2015-09-21</td>\n",
       "      <td>21</td>\n",
       "      <td>9</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2015-03-20 00:00:00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>48.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2015-03-20</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2007-02-22 00:00:00</td>\n",
       "      <td>61.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>right</td>\n",
       "      <td>medium</td>\n",
       "      <td>medium</td>\n",
       "      <td>48.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>70.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2007-02-22</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>2007</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 43 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  date  overall_rating  potential preferred_foot  \\\n",
       "0  2016-02-18 00:00:00            67.0       71.0          right   \n",
       "1  2015-11-19 00:00:00            67.0       71.0          right   \n",
       "2  2015-09-21 00:00:00            62.0       66.0          right   \n",
       "3  2015-03-20 00:00:00            61.0       65.0          right   \n",
       "4  2007-02-22 00:00:00            61.0       65.0          right   \n",
       "\n",
       "  attacking_work_rate defensive_work_rate  crossing  finishing  \\\n",
       "0              medium              medium      49.0       44.0   \n",
       "1              medium              medium      49.0       44.0   \n",
       "2              medium              medium      49.0       44.0   \n",
       "3              medium              medium      48.0       43.0   \n",
       "4              medium              medium      48.0       43.0   \n",
       "\n",
       "   heading_accuracy  short_passing  ...   sliding_tackle  gk_diving  \\\n",
       "0              71.0           61.0  ...             69.0        6.0   \n",
       "1              71.0           61.0  ...             69.0        6.0   \n",
       "2              71.0           61.0  ...             69.0        6.0   \n",
       "3              70.0           60.0  ...             66.0        5.0   \n",
       "4              70.0           60.0  ...             66.0        5.0   \n",
       "\n",
       "   gk_handling  gk_kicking  gk_positioning  gk_reflexes   new_date  day  \\\n",
       "0         11.0        10.0             8.0          8.0 2016-02-18   18   \n",
       "1         11.0        10.0             8.0          8.0 2015-11-19   19   \n",
       "2         11.0        10.0             8.0          8.0 2015-09-21   21   \n",
       "3         10.0         9.0             7.0          7.0 2015-03-20   20   \n",
       "4         10.0         9.0             7.0          7.0 2007-02-22   22   \n",
       "\n",
       "   month  year  \n",
       "0      2  2016  \n",
       "1     11  2015  \n",
       "2      9  2015  \n",
       "3      3  2015  \n",
       "4      2  2007  \n",
       "\n",
       "[5 rows x 43 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.head() #Returns the first 5 rows of dataframe df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "4vWCHRnX0JT2"
   },
   "outputs": [],
   "source": [
    "df1 =  df1.drop([\"date\", \"new_date\"], axis = 1) #Dropping the date and new_date columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "wVmCzeiS0JUM"
   },
   "outputs": [],
   "source": [
    "for clm in cat_clms:\n",
    "    dummies = pd.get_dummies(df1[clm], prefix = clm)\n",
    "    df1 = df1.join(dummies)\n",
    "    df1 = df1.drop(clm, axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 141
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 993,
     "status": "ok",
     "timestamp": 1533168169146,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "A81tjvgr0JUh",
    "outputId": "81dc5fd4-2513-4854-8206-10f8697a3239"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['overall_rating', 'potential', 'crossing', 'finishing',\n",
       "       'heading_accuracy', 'short_passing', 'volleys', 'dribbling', 'curve',\n",
       "       'free_kick_accuracy',\n",
       "       ...\n",
       "       'day_22', 'day_23', 'day_24', 'day_25', 'day_26', 'day_27', 'day_28',\n",
       "       'day_29', 'day_30', 'day_31'],\n",
       "      dtype='object', length=116)"
      ]
     },
     "execution_count": 31,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.columns #Columns of dataframe df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 743,
     "status": "ok",
     "timestamp": 1533168171149,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "pM6Rhr2T0JVB",
    "outputId": "afaa5605-0fe4-41e6-a197-84810f4a8a4a"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(180354, 116)"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1.shape #Shape of the dataframe df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "d5ZWnu1r0JVS"
   },
   "source": [
    "## Train, Test & Split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "uIFasMwQ0JVa"
   },
   "outputs": [],
   "source": [
    "#Spliting the dataset into two: target value and predictor values. \n",
    "X = df1.drop('overall_rating', axis = 1) #All features except overall_rating ( predictor values )\n",
    "Y = df1['overall_rating'] #overall_rating ( target value )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 87
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1003,
     "status": "ok",
     "timestamp": 1533168175178,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "rVZSfWQf0JV5",
    "outputId": "65fd1ff9-0740-46e5-83d2-8841dfa98b5e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(144283, 115)\n",
      "(36071, 115)\n",
      "(144283,)\n",
      "(36071,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size = 0.2, random_state = 5)\n",
    "print(X_train.shape) #Training data shape (predictor values) : 80%\n",
    "print(X_test.shape) #Test data shape (predictor values) : 20%\n",
    "print(Y_train.shape) #Training data shape (target values) : 80%\n",
    "print(Y_test.shape) #Test data shape (target values) : 20%"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "8z2RCRWW0JWM"
   },
   "source": [
    "## Creating and Training the Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2779,
     "status": "ok",
     "timestamp": 1533168178921,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "FA5ogYLK0JWT",
    "outputId": "029068b0-50ce-4d6c-96f9-5f5e300a99f3"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)"
      ]
     },
     "execution_count": 35,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = LinearRegression() #Creating an instance of LinearRegression\n",
    "lm.fit(X_train, Y_train) #Fitting the created instance of the LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 913,
     "status": "ok",
     "timestamp": 1533168180143,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "JTs5aqVX0JWu",
    "outputId": "becd3a87-5d2b-4319-8c70-947e3192c4e3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-3.3993622766257374\n"
     ]
    }
   ],
   "source": [
    "#Printing intercept \n",
    "print(lm.intercept_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 532
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1372,
     "status": "ok",
     "timestamp": 1533168182515,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "qLyw_UdL0JW9",
    "outputId": "d6a997d1-c599-4137-c1d9-7c3affb55f1a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 3.86424465e-01  2.43052499e-02  1.23932466e-02  7.27987316e-02\n",
      "  3.22893045e-02  5.96675978e-03 -1.82727705e-02  8.10447096e-03\n",
      "  1.28522030e-02  8.99033904e-03  1.26067864e-01  7.26557793e-03\n",
      "  1.44847494e-02 -1.17529392e-02  1.98825944e-01  1.00051378e-02\n",
      "  1.52496886e-02  1.17356107e-02  1.81796442e-04  5.25162101e-02\n",
      " -1.62253785e-02  2.06916748e-02  2.09904032e-02 -6.73404088e-03\n",
      "  1.01773930e-02  1.66510469e-02  2.99012977e-02  1.94398387e-03\n",
      " -3.01926087e-02  1.27983365e-01  3.85557217e-02  2.00974394e-04\n",
      "  5.57407945e-02  2.72966434e-02  7.71567229e-03 -7.71567229e-03\n",
      " -2.24302556e-01 -1.06630333e-01 -4.89516840e-01  1.21077428e+00\n",
      " -1.05639870e-01  1.23226900e-01 -4.35415418e-01  2.75038348e-02\n",
      " -4.47705710e-01  1.71784113e-01 -6.21478068e-01  4.26562337e-01\n",
      " -4.25076459e-01 -4.54770915e-01 -2.02643420e-01  5.83565329e-01\n",
      "  8.78372118e-01  4.19666406e-01 -4.89516840e-01  2.75038348e-02\n",
      " -9.38751054e-02  4.17571581e-01 -2.86786613e-01  4.09015930e-01\n",
      "  1.23226900e-01 -4.35415418e-01 -1.09555277e+00 -2.24239264e+00\n",
      " -1.89935172e+00 -1.04274644e+00  1.93341533e-01  9.40681940e-01\n",
      "  1.01648711e+00  1.12702196e+00  1.34305713e+00  1.65945390e+00\n",
      " -1.83821747e-01 -7.96521519e-02 -1.14166673e-01  4.81589039e-04\n",
      " -3.51773503e-02 -1.01668079e-01 -1.05435621e-01  1.36252851e-01\n",
      "  1.68138678e-01  1.48788723e-01  1.46488490e-01  1.97712920e-02\n",
      "  2.15115306e-02  2.32038065e-01  1.19617009e-02 -1.62129891e-01\n",
      "  6.92531830e-02  8.32313137e-02 -8.68525939e-02 -1.97456303e-01\n",
      " -4.20208648e-02  1.55033005e-02 -1.95446909e-01  1.65719451e-01\n",
      " -4.45382779e-02 -4.10641267e-02  1.92948627e-02  2.36018601e-01\n",
      "  1.53228212e-01 -4.29489204e-03  6.11425381e-02 -1.93893711e-01\n",
      "  8.28492247e-02  2.08795674e-02 -1.46647800e-01  6.56822397e-02\n",
      " -7.91498461e-02  6.48939893e-02 -1.03873983e-01 -4.58761478e-02\n",
      " -2.82858679e-01  3.72359598e-01 -4.94633517e-02]\n"
     ]
    }
   ],
   "source": [
    "#Printing coefficients\n",
    "print(lm.coef_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "xSaZikLZ0JXJ"
   },
   "source": [
    "## Predicting overall_rating using Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "JUSWd97Q0JXM"
   },
   "outputs": [],
   "source": [
    "Y_pred = lm.predict(X_test) #Calculating the prediction values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 958,
     "status": "ok",
     "timestamp": 1533168186442,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "ECmvYqvC0JXW",
    "outputId": "93b02219-443c-4f83-f7fa-f040cda68e58"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(36071,)"
      ]
     },
     "execution_count": 39,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_pred.shape #Prediction shape from test data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 645
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 2648,
     "status": "ok",
     "timestamp": 1533168189869,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "iri5gVmE0JX9",
    "outputId": "017182e0-dfb6-4a4d-8127-daba08a25b36"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XISkpyfV7nU6Hiy++GIWFhcjPz3d7TZPJhL/85S9e94u12+1wOBxurwtIRWE+/vhjVxt/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\nOKm2X49XtMcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0880177400>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#To visualize the differences between actual overall rating and predicted values, creating a scatter plot.\n",
    "sns.set_style(\"whitegrid\")\n",
    "sns.set_context(\"poster\")\n",
    "plt.figure(figsize=(16,9))\n",
    "plt.scatter(Y_test, Y_pred)\n",
    "plt.xlabel(\"Overall Rating: $Y_i$\")\n",
    "plt.ylabel(\"Predicted Overall Rating: $\\hat{Y}_i$\")\n",
    "plt.title(\"Overall Rating vs Predicted Overall Rating: $Y_i$ vs $\\hat{Y}_i$\")\n",
    "plt.text(40,25, \"Comparison between the actual Overall Rating and predicted Overall Rating.\", ha='left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 574
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 5569,
     "status": "ok",
     "timestamp": 1533168195736,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "Hn3YmW7M0JYP",
    "outputId": "6c780150-69d4-430c-d4fb-f52b905d8d5b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0884021a90>"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+EkRERLRoTNWyz977vSUaRDho5rLDxQL5/Ns0IfDCa95mz2wQajkStuP9nQ1W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9tpoyC7EzE0Eruln2NaDuKpbMl7ZDsOlHLuNWVQFIZwUE7RJhLSYGSt3OtyM3uqwqGpSq5Rzg1Q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\nEREREYkcQz0RERERkcj9f3d5LuThrKpqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f088083ef60>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(Y_test, Y_pred, data=df1, fit_reg=True) #Plot Y_test and Y_pred for Linear Regression Model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 552
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 23172,
     "status": "ok",
     "timestamp": 1533168219069,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "94laJ8wx0JYc",
    "outputId": "7b2b6c27-2ad7-4de1-bf95-e612a95f1dfc"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f0883ec8160>"
      ]
     },
     "execution_count": 42,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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HP/hB7Ny5s1unTERERCvIYseLWqbEVZtXY8+Biabbbt+yutRQbLSPEEAqbgZDe+JmadiR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\nAFblzMR78fDx6bp71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xYnT57Eli1b8IlPfALvfve7O1jS7iNJy3j25lU4dGSyKV2joXO8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\n4ZWMK7aLzWtzGET94mT+8RbabrYj8OqJm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/7rO8+ryZ9fTrRS4Zl07Oj2TmpEifZA15gg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\nIYQQQmz8B+j3M1WfDIGGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f088347df60>"
      ]
     },
     "metadata": {
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=lm.predict(X), y=df1['overall_rating'], data=df1, fit_reg=True) #Plot predicted and actual Overall Rating values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "YVmmiOoP0JYt"
   },
   "source": [
    "## Model Evaluation Using Cross-Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 52
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 29304,
     "status": "ok",
     "timestamp": 1533168248728,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "TECHppz70JYx",
    "outputId": "65799801-f7f3-4bca-8990-7eaa73fe1280"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-7.44256819, -7.10106665, -7.1964293 , -7.29567788, -7.17236284,\n",
       "       -7.57297055, -7.1520984 , -7.34232439, -7.48982496, -7.22300491])"
      ]
     },
     "execution_count": 43,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Evaluating the model using 10-fold cross-validation\n",
    "scores = cross_val_score(LinearRegression(), X, Y, scoring='neg_mean_squared_error', cv=10)\n",
    "scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 942,
     "status": "ok",
     "timestamp": 1533168250041,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "9DvFgMK-0JZQ",
    "outputId": "c0aba2df-b24c-4428-a3e2-e897d183bebe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.7016352097311422"
      ]
     },
     "execution_count": 44,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(scores.mean() * -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 54
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 941,
     "status": "ok",
     "timestamp": 1533168251487,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "RdvEqMiK0JZg",
    "outputId": "23f78cfd-c96d-44be-cd7b-d027fcf0a1c0"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Root Mean Square Error using cross validation for the Model is 2.7016352097311422 and the Results can be further improved using feature extraction and rebuilding, training the model.\n"
     ]
    }
   ],
   "source": [
    "print(\"The Root Mean Square Error using cross validation for the Model is \"+ str(np.sqrt(scores.mean() * -1)) +\" and the Results can be further improved using feature extraction and rebuilding, training the model.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "dxcuVLWk0JZu"
   },
   "source": [
    "## Evaluating the Model Using RMSE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 939,
     "status": "ok",
     "timestamp": 1533168253033,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "faIxeWba0JZz",
    "outputId": "168f87c2-6639-4e7e-bbdc-39b361f6a9fe"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7.19986225189658\n"
     ]
    }
   ],
   "source": [
    "#Calculating Mean Squared Error\n",
    "mse = mean_squared_error(Y_test, Y_pred) #Mean Squared Error: To check the level of error of a model\n",
    "print(mse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 1488,
     "status": "ok",
     "timestamp": 1533168255068,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "S9nOrvEm0JaC",
    "outputId": "66a8a038-79d6-45fb-9e15-285199166d8f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.6832559050333944\n"
     ]
    }
   ],
   "source": [
    "#Calculating Root Mean Squared Error#Calcula \n",
    "rmse = mse ** 0.5 #Square root of mse (Mean Squared Error)\n",
    "print(rmse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     },
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "executionInfo": {
     "elapsed": 3064,
     "status": "ok",
     "timestamp": 1533168258560,
     "user": {
      "displayName": "Abhishek Kumar Gupta",
      "photoUrl": "//lh6.googleusercontent.com/-fpn6mF4EqQo/AAAAAAAAAAI/AAAAAAAAANs/sxPIjRwi5JI/s50-c-k-no/photo.jpg",
      "userId": "115467584731929004754"
     },
     "user_tz": -330
    },
    "id": "QAMj9y3U0Jaa",
    "outputId": "90432707-d6e0-4169-83d4-bddc63cc7098"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Root Mean Square Error (RMSE) for the Model is 2.6832559050333944 and the Results can be further improved using feature extraction and rebuilding, training the model.\n"
     ]
    }
   ],
   "source": [
    "print(\"The Root Mean Square Error (RMSE) for the Model is \"+ str(rmse) +\" and the Results can be further improved using feature extraction and rebuilding, training the model.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {
     "autoexec": {
      "startup": false,
      "wait_interval": 0
     }
    },
    "colab_type": "code",
    "id": "6dbzmoRr0Jas"
   },
   "outputs": [],
   "source": []
  }
 ],
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