twitch_games_analyze.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# First analyze of data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Getting data from file:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_json('_data/all_data.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>game name</th>\n",
       "      <th>records</th>\n",
       "      <th>id</th>\n",
       "      <th>languages</th>\n",
       "      <th>avg viewers</th>\n",
       "      <th>avg hours</th>\n",
       "      <th>average place</th>\n",
       "      <th>amount in top</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Just Chatting</td>\n",
       "      <td>394</td>\n",
       "      <td>509658</td>\n",
       "      <td>15</td>\n",
       "      <td>8962.332487</td>\n",
       "      <td>5.845590</td>\n",
       "      <td>1.238095</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>VALORANT</td>\n",
       "      <td>389</td>\n",
       "      <td>516575</td>\n",
       "      <td>12</td>\n",
       "      <td>5564.159383</td>\n",
       "      <td>5.512022</td>\n",
       "      <td>3.571429</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>League of Legends</td>\n",
       "      <td>398</td>\n",
       "      <td>21779</td>\n",
       "      <td>14</td>\n",
       "      <td>6729.306533</td>\n",
       "      <td>5.752093</td>\n",
       "      <td>3.619048</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Counter-Strike Global Offensive</td>\n",
       "      <td>397</td>\n",
       "      <td>32399</td>\n",
       "      <td>17</td>\n",
       "      <td>6396.075567</td>\n",
       "      <td>6.296331</td>\n",
       "      <td>5.666667</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Grand Theft Auto V</td>\n",
       "      <td>394</td>\n",
       "      <td>32982</td>\n",
       "      <td>19</td>\n",
       "      <td>2412.241117</td>\n",
       "      <td>6.000097</td>\n",
       "      <td>5.952381</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         game name  records      id  languages  avg viewers  \\\n",
       "0                    Just Chatting      394  509658         15  8962.332487   \n",
       "1                         VALORANT      389  516575         12  5564.159383   \n",
       "2                League of Legends      398   21779         14  6729.306533   \n",
       "3  Counter-Strike Global Offensive      397   32399         17  6396.075567   \n",
       "4               Grand Theft Auto V      394   32982         19  2412.241117   \n",
       "\n",
       "   avg hours  average place  amount in top  \n",
       "0   5.845590       1.238095             21  \n",
       "1   5.512022       3.571429             21  \n",
       "2   5.752093       3.619048             21  \n",
       "3   6.296331       5.666667             21  \n",
       "4   6.000097       5.952381             21  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>records</th>\n",
       "      <th>id</th>\n",
       "      <th>languages</th>\n",
       "      <th>avg viewers</th>\n",
       "      <th>avg hours</th>\n",
       "      <th>average place</th>\n",
       "      <th>amount in top</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>3373.000000</td>\n",
       "      <td>3.373000e+03</td>\n",
       "      <td>3373.000000</td>\n",
       "      <td>3373.000000</td>\n",
       "      <td>3373.000000</td>\n",
       "      <td>3373.000000</td>\n",
       "      <td>3373.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>65.664690</td>\n",
       "      <td>3.864390e+08</td>\n",
       "      <td>4.908983</td>\n",
       "      <td>151.638576</td>\n",
       "      <td>5.622130</td>\n",
       "      <td>622.824215</td>\n",
       "      <td>5.819152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>118.152923</td>\n",
       "      <td>6.295579e+08</td>\n",
       "      <td>5.232978</td>\n",
       "      <td>613.032446</td>\n",
       "      <td>3.945565</td>\n",
       "      <td>246.944544</td>\n",
       "      <td>6.661394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>5.500000e+01</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.031667</td>\n",
       "      <td>1.238095</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.295900e+04</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>15.035714</td>\n",
       "      <td>3.923611</td>\n",
       "      <td>463.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.091100e+05</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>33.666667</td>\n",
       "      <td>4.566389</td>\n",
       "      <td>665.000000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>54.000000</td>\n",
       "      <td>6.616389e+08</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>77.136364</td>\n",
       "      <td>5.819766</td>\n",
       "      <td>814.000000</td>\n",
       "      <td>8.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>400.000000</td>\n",
       "      <td>2.147244e+09</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>10111.000000</td>\n",
       "      <td>49.790833</td>\n",
       "      <td>1020.000000</td>\n",
       "      <td>21.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           records            id    languages   avg viewers    avg hours  \\\n",
       "count  3373.000000  3.373000e+03  3373.000000   3373.000000  3373.000000   \n",
       "mean     65.664690  3.864390e+08     4.908983    151.638576     5.622130   \n",
       "std     118.152923  6.295579e+08     5.232978    613.032446     3.945565   \n",
       "min       1.000000  5.500000e+01     1.000000      1.000000     2.031667   \n",
       "25%       1.000000  3.295900e+04     1.000000     15.035714     3.923611   \n",
       "50%       5.000000  5.091100e+05     2.000000     33.666667     4.566389   \n",
       "75%      54.000000  6.616389e+08     7.000000     77.136364     5.819766   \n",
       "max     400.000000  2.147244e+09    25.000000  10111.000000    49.790833   \n",
       "\n",
       "       average place  amount in top  \n",
       "count    3373.000000    3373.000000  \n",
       "mean      622.824215       5.819152  \n",
       "std       246.944544       6.661394  \n",
       "min         1.238095       1.000000  \n",
       "25%       463.000000       1.000000  \n",
       "50%       665.000000       2.000000  \n",
       "75%       814.000000       8.000000  \n",
       "max      1020.000000      21.000000  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking for missing data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3373 entries, 0 to 3372\n",
      "Data columns (total 8 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   game name      3373 non-null   object \n",
      " 1   records        3373 non-null   int64  \n",
      " 2   id             3373 non-null   int64  \n",
      " 3   languages      3373 non-null   int64  \n",
      " 4   avg viewers    3373 non-null   float64\n",
      " 5   avg hours      3373 non-null   float64\n",
      " 6   average place  3373 non-null   float64\n",
      " 7   amount in top  3373 non-null   int64  \n",
      "dtypes: float64(3), int64(4), object(1)\n",
      "memory usage: 210.9+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "game name        0\n",
       "records          0\n",
       "id               0\n",
       "languages        0\n",
       "avg viewers      0\n",
       "avg hours        0\n",
       "average place    0\n",
       "amount in top    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Histograms for specific data:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Average place:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.hist(data['average place'], bins=50, alpha=0.5, label='average place')\n",
    "\n",
    "\n",
    "plt.xlabel('Average place')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average place frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More accurate histogram for most frequent values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "filtered_values = data['average place'][data['average place'] > 500]\n",
    "plt.hist(filtered_values, bins=50, alpha=0.5, label='average place')\n",
    "\n",
    "\n",
    "plt.xlabel('Average place')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average place frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Average amount of viewers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "filtered_values = data['avg viewers'][data['avg viewers'] < 500]\n",
    "plt.hist(data['avg viewers'], bins=50, alpha=0.5, label='avg viewers')\n",
    "\n",
    "\n",
    "plt.xlabel('Average viewers')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average viewers frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More accurate histogram for most frequent values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "filtered_values = data['avg viewers'][data['avg viewers'] < 500]\n",
    "plt.hist(filtered_values, bins=50, alpha=0.5, label='avg viewers')\n",
    "\n",
    "\n",
    "plt.xlabel('Average viewers')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average viewers frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Average amount of streamed hours:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.hist(data['avg hours'], bins=50, alpha=0.5, label='avg viewers')\n",
    "\n",
    "\n",
    "plt.xlabel('Average hours')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average hours frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More accurate histogram for the most frequent values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "filtered_values = data['avg hours'][data['avg hours'] < 10]\n",
    "plt.hist(filtered_values, bins=50, alpha=0.5, label='avg hours')\n",
    "\n",
    "\n",
    "plt.xlabel('Average hours')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Average hours frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of records of game:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.hist(data['records'], bins=50, alpha=0.5, label='records')\n",
    "\n",
    "\n",
    "plt.xlabel('Records')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Records frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More accurate histogram for the most frequent values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "filtered_values = data['records'][data['records'] < 50]\n",
    "plt.hist(filtered_values, bins=50, alpha=0.5, label='records')\n",
    "\n",
    "\n",
    "plt.xlabel('Records')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Records frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of different languages the game was streamed in"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.hist(data['languages'], bins=25, alpha=0.5, label='languages')\n",
    "\n",
    "\n",
    "plt.xlabel('Languages')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Different languages frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no need to do more accurate histogram for this data."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of appearances of the game in top rank:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 8))\n",
    "plt.hist(data['amount in top'], bins=21, alpha=0.5, label='amount in top')\n",
    "\n",
    "\n",
    "plt.xlabel('Amount in top')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Amount in top frequency')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no need to do more accurate histogram for this data."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data dependency:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "For the purpose of creating a heatmap, \n",
    "I reverse the order of 'average place' values\n",
    "so that a higher value carries greater significance.\n",
    "\"\"\"\n",
    "copied_data = data.copy()\n",
    "copied_data['average place'] = max(data['average place']) - copied_data['average place']\n",
    "corr_matrix = copied_data[['average place','avg viewers','avg hours', 'records','languages','amount in top']].corr()\n",
    "\n",
    "\n",
    "sns.heatmap(corr_matrix, cmap=\"Blues\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the heatmap, the highest correlation with the ranking position is observed with the parameters 'records' and 'amount in top'."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots depicting the relationship between ranking position and 'records' and 'amount in top':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(\n",
    "    x='average place',\n",
    "    y='amount in top',\n",
    "    data=data,\n",
    "    hue='amount in top',\n",
    "    size='average place',\n",
    "    sizes=(10, 100),\n",
    "    legend='brief',\n",
    ")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.title(\"Average place in ranking depending on the frequency of appearances in the top list\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "sns.scatterplot(\n",
    "    x='average place',\n",
    "    y='records',\n",
    "    data=data,\n",
    "    hue='records',\n",
    "    size='average place',\n",
    "    sizes=(10, 100),\n",
    "    legend='brief',\n",
    ")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
    "plt.title(\"Average place in ranking depending on records\")\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Despite the higher correlation, it is difficult to determine linear relationships based on the graph."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Creating model:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I have decided to use the random forest model due to the large number of variables and the lack of variables that stand out significantly compared to the others. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split, GridSearchCV\n",
    "from sklearn.ensemble import RandomForestRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The division into independent variables (X) and dependent variable (y).\n",
    "X = data[['records', 'languages', 'avg viewers', 'avg hours', 'amount in top']]\n",
    "y = data['average place']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The division into testing data set and training data set.\n",
    "# I decided to set the parameter 'random_state' to 42, because this allows me to maintain the same division every time I compile the code.\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "model = RandomForestRegressor()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I use Grid Search alghoritm to find the best parameters to use to my model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "param_grid = {\n",
    "    'n_estimators': [100, 200, 300, 400],  # amount of trees in forest\n",
    "    'max_depth': [None, 5, 10, 20],  # max depth of tree \n",
    "    'min_samples_split': [2, 5, 10, 15],  # min samples\n",
    "}\n",
    "\n",
    "grid_search = GridSearchCV(estimator=model, param_grid=param_grid, cv=5, scoring='neg_mean_squared_error')\n",
    "\n",
    "# Model fitting using Grid Search on training data\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "# Best parameters found by Grid Search\n",
    "best_params = grid_search.best_params_\n",
    "# Best model found by Grid Search\n",
    "best_model = grid_search.best_estimator_\n",
    "\n",
    "# Predicting the popularity of the game for test data using the best model\n",
    "predictions = best_model.predict(X_test)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I use Mean Squared Error (MSE) and R^2 score to evaluate the model's quality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import mean_squared_error, r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 9092.581521379341\n",
      "R^2 score: 0.8641539347410798\n",
      "Best params: {'max_depth': 10, 'min_samples_split': 5, 'n_estimators': 400}\n"
     ]
    }
   ],
   "source": [
    "mse = mean_squared_error(y_test, predictions)\n",
    "r2 = r2_score(y_test, predictions)\n",
    "\n",
    "print(\"MSE:\", mse)\n",
    "print(\"R^2 score:\", r2)\n",
    "print(\"Best params:\", best_params)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Checking importance of specific features:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         Feature  Importance\n",
      "2    avg viewers    0.580391\n",
      "4  amount in top    0.233319\n",
      "0        records    0.145263\n",
      "3      avg hours    0.027910\n",
      "1      languages    0.013118\n"
     ]
    }
   ],
   "source": [
    "# Importance of features\n",
    "feature_importance = best_model.feature_importances_\n",
    "\n",
    "# Creating a dataframe with feature names and their importances\n",
    "feature_importance_df = pd.DataFrame({'Feature': X_train.columns, 'Importance': feature_importance})\n",
    "\n",
    "# Sorting the dataframe by importance in descending order\n",
    "feature_importance_df = feature_importance_df.sort_values('Importance', ascending=False)\n",
    "\n",
    "# Displaying features with their importances\n",
    "print(feature_importance_df)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Comparing results to different models:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVR\n",
    "\n",
    "# Inicjalizacja modelu\n",
    "model = SVR(kernel='linear')  # Ustawienie jądra (kernel)\n",
    "\n",
    "\n",
    "parameters = {'C': [1.0, 2.0, 4.0], \n",
    "              'gamma': [0.001, 0.1, 1., 10.]\n",
    "             }\n",
    "\n",
    "grid_search = GridSearchCV(estimator=model, param_grid=parameters, cv=5, scoring='neg_mean_squared_error')\n",
    "\n",
    "# Model fitting using Grid Search on training data\n",
    "grid_search.fit(X_train, y_train)\n",
    "\n",
    "# Best parameters found by Grid Search\n",
    "best_params = grid_search.best_params_\n",
    "\n",
    "# Best model found by Grid Search\n",
    "best_model = grid_search.best_estimator_\n",
    "\n",
    "# Predicting the popularity of the game for test data using the best model\n",
    "predictions = best_model.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MSE: 48700.54323092451\n",
      "R^2 score: 0.2723983658175193\n",
      "Best params: {'C': 4.0, 'gamma': 0.001}\n"
     ]
    }
   ],
   "source": [
    "mse = mean_squared_error(y_test, predictions)\n",
    "r2 = r2_score(y_test, predictions)\n",
    "\n",
    "print(\"MSE:\", mse)\n",
    "print(\"R^2 score:\", r2)\n",
    "print(\"Best params:\", best_params)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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