RegressionModeling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "02010b37-909b-4465-b570-cb7e70d8170c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression, Ridge\n",
    "from sklearn.model_selection import train_test_split, cross_val_score, KFold\n",
    "from sklearn.preprocessing import StandardScaler, PolynomialFeatures\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e98f0698-e60b-4c22-b3c5-9a44fbf19f75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1063, 12)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('movie_df.csv', index_col=0)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "791b989f-c907-49c3-bdb9-afe3668c66f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Title', 'Distributor', 'Opening', 'Release_date', 'In_Release',\n",
       "       'Rating', 'Run_time', 'Genre', 'Theatres', 'Domestic_gross',\n",
       "       'Internation_gross', 'Worldwide_gross'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "348d8517-b3e9-40a6-98f9-944b1e8d2092",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R            396\n",
       "PG-13        327\n",
       "Not Rated    173\n",
       "PG           158\n",
       "G              9\n",
       "Name: Rating, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Rating'] = df['Rating'].replace('None','Not Rated')\n",
    "df['Rating'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "fc398b01-11b6-4cea-91d0-6b57741aeda3",
   "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>Title</th>\n",
       "      <th>Distributor</th>\n",
       "      <th>Opening</th>\n",
       "      <th>Release_date</th>\n",
       "      <th>In_Release</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Run_time</th>\n",
       "      <th>Genre</th>\n",
       "      <th>Theatres</th>\n",
       "      <th>Domestic_gross</th>\n",
       "      <th>...</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Other</th>\n",
       "      <th>Thriller</th>\n",
       "      <th>G</th>\n",
       "      <th>Not Rated</th>\n",
       "      <th>PG</th>\n",
       "      <th>PG-13</th>\n",
       "      <th>R</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Uncharted</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)See full comp...</td>\n",
       "      <td>114371180</td>\n",
       "      <td>Feb 18, 2022</td>\n",
       "      <td>25 days/3 weeks</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>116.0</td>\n",
       "      <td>Action</td>\n",
       "      <td>4275</td>\n",
       "      <td>114371180</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Scream</td>\n",
       "      <td>Paramount PicturesSee full company information...</td>\n",
       "      <td>80987560</td>\n",
       "      <td>Jan 14, 2022</td>\n",
       "      <td>60 days/8 weeks</td>\n",
       "      <td>R</td>\n",
       "      <td>114.0</td>\n",
       "      <td>Horror</td>\n",
       "      <td>3666</td>\n",
       "      <td>80987560</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Title                                        Distributor    Opening  \\\n",
       "1  Uncharted  Sony Pictures Entertainment (SPE)See full comp...  114371180   \n",
       "2     Scream  Paramount PicturesSee full company information...   80987560   \n",
       "\n",
       "   Release_date       In_Release Rating  Run_time   Genre  Theatres  \\\n",
       "1  Feb 18, 2022  25 days/3 weeks  PG-13     116.0  Action      4275   \n",
       "2  Jan 14, 2022  60 days/8 weeks      R     114.0  Horror      3666   \n",
       "\n",
       "   Domestic_gross  ...  Documentary  Drama  Horror  Other  Thriller  G  \\\n",
       "1       114371180  ...            0      0       0      0         0  0   \n",
       "2        80987560  ...            0      0       1      0         0  0   \n",
       "\n",
       "   Not Rated  PG  PG-13  R  \n",
       "1          0   0      1  0  \n",
       "2          0   0      0  1  \n",
       "\n",
       "[2 rows x 29 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create dummy variables for 5 categories of movie rating\n",
    "df.reset_index(inplace=True, drop=True)\n",
    "dum = pd.get_dummies(df['Rating'])\n",
    "df = pd.concat([df,dum],axis=1)\n",
    "df.loc[1:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c0e19740-5df3-4772-bbc1-57c5ad7bb267",
   "metadata": {},
   "outputs": [],
   "source": [
    "#get release year from str as int\n",
    "df['Release_Yr'] = df['Release_date'].apply(lambda x: x.split('-')[0]).replace('\\n','', regex=True)\n",
    "df['Release_Yr'] = df['Release_Yr'].apply(lambda x: x.split()[2])\n",
    "df['Release_Yr'] = pd.to_numeric(df['Release_Yr'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "44b10dfb-7c03-43a8-b1f5-b85f426d20f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Action         285\n",
       "Drama          194\n",
       "Comedy         164\n",
       "Adventure      119\n",
       "Biography      110\n",
       "Crime           57\n",
       "Horror          46\n",
       "Documentary     42\n",
       "Other           25\n",
       "Animation       11\n",
       "Thriller        10\n",
       "Name: Genre, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#clean genre column\n",
    "df['Genre'] = df['Genre'].apply(lambda x: x.split()[0])\n",
    "df['Genre'] = df['Genre'].apply(lambda x: x.replace('[','').replace(\"'\",'').replace(',','').replace(']',''))\n",
    "genre = df['Genre'].value_counts()\n",
    "\n",
    "#genre feature engineering\n",
    "others = list(genre[genre < 10].index)\n",
    "df['Genre'] = df['Genre'].replace(others, 'Other')\n",
    "df['Genre'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "fcd0fcb3-72fc-4006-9e07-5fcccf509fd6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1063, 40)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#create dummy for genre column\n",
    "genre_dum = pd.get_dummies(df['Genre'])\n",
    "df = pd.concat([df,genre_dum],axis=1)\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5b539105-282c-477d-9f31-42297914b7a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Title', 'Distributor', 'Opening', 'Release_date', 'In_Release',\n",
       "       'Rating', 'Run_time', 'Genre', 'Theatres', 'Domestic_gross',\n",
       "       'Internation_gross', 'Worldwide_gross', 'Release_Yr', 'Action',\n",
       "       'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime', 'Documentary',\n",
       "       'Drama', 'Horror', 'Other', 'Thriller', 'G', 'Not Rated', 'PG', 'PG-13',\n",
       "       'R'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "b0155bf2-ee0c-4b31-b760-4ea33ff0b285",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "R            396\n",
       "PG-13        327\n",
       "Not Rated    173\n",
       "PG           158\n",
       "G              9\n",
       "Name: Rating, dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Rating'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "5f309b80-d874-4442-b07c-9fdc3f808229",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Action         285\n",
       "Drama          194\n",
       "Comedy         164\n",
       "Adventure      119\n",
       "Biography      110\n",
       "Crime           57\n",
       "Horror          46\n",
       "Documentary     42\n",
       "Other           25\n",
       "Animation       11\n",
       "Thriller        10\n",
       "Name: Genre, dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Genre'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "29fbdd51-799e-46e6-829b-07be6e7b2ade",
   "metadata": {},
   "outputs": [],
   "source": [
    "#features vs. target\n",
    "X = df.loc[:,['Run_time','Theatres','G','Not Rated','PG','PG-13','R',\n",
    "             'Action','Adventure','Animation','Biography','Comedy','Crime','Documentary',\n",
    "             'Drama','Horror','Thriller','Other']]\n",
    "           \n",
    "y = df['Domestic_gross']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "dbc65b74-7284-424a-a18b-c4d02e18ca47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1063 entries, 0 to 1062\n",
      "Data columns (total 18 columns):\n",
      " #   Column       Non-Null Count  Dtype  \n",
      "---  ------       --------------  -----  \n",
      " 0   Run_time     1063 non-null   float64\n",
      " 1   Theatres     1063 non-null   int64  \n",
      " 2   G            1063 non-null   uint8  \n",
      " 3   Not Rated    1063 non-null   uint8  \n",
      " 4   PG           1063 non-null   uint8  \n",
      " 5   PG-13        1063 non-null   uint8  \n",
      " 6   R            1063 non-null   uint8  \n",
      " 7   Action       1063 non-null   uint8  \n",
      " 8   Adventure    1063 non-null   uint8  \n",
      " 9   Animation    1063 non-null   uint8  \n",
      " 10  Biography    1063 non-null   uint8  \n",
      " 11  Comedy       1063 non-null   uint8  \n",
      " 12  Crime        1063 non-null   uint8  \n",
      " 13  Documentary  1063 non-null   uint8  \n",
      " 14  Drama        1063 non-null   uint8  \n",
      " 15  Horror       1063 non-null   uint8  \n",
      " 16  Thriller     1063 non-null   uint8  \n",
      " 17  Other        1063 non-null   uint8  \n",
      "dtypes: float64(1), int64(1), uint8(16)\n",
      "memory usage: 33.3 KB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f77398be-7880-493c-be7e-e3c732a432f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>     <td>Domestic_gross</td>  <th>  R-squared:         </th> <td>   0.396</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.387</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   42.88</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Tue, 22 Mar 2022</td> <th>  Prob (F-statistic):</th> <td>9.81e-103</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>18:12:50</td>     <th>  Log-Likelihood:    </th> <td> -20645.</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>  1063</td>      <th>  AIC:               </th> <td>4.132e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>  1046</td>      <th>  BIC:               </th> <td>4.141e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    16</td>      <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "       <td></td>          <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Run_time</th>    <td>  3.72e+05</td> <td> 8.05e+04</td> <td>    4.624</td> <td> 0.000</td> <td> 2.14e+05</td> <td>  5.3e+05</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Theatres</th>    <td> 3.405e+04</td> <td> 1765.540</td> <td>   19.287</td> <td> 0.000</td> <td> 3.06e+04</td> <td> 3.75e+04</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>G</th>           <td>-1.249e+07</td> <td> 2.21e+07</td> <td>   -0.566</td> <td> 0.572</td> <td>-5.58e+07</td> <td> 3.08e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Not Rated</th>   <td>-3.335e+07</td> <td> 8.37e+06</td> <td>   -3.983</td> <td> 0.000</td> <td>-4.98e+07</td> <td>-1.69e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PG</th>          <td>-4.512e+07</td> <td> 8.42e+06</td> <td>   -5.358</td> <td> 0.000</td> <td>-6.17e+07</td> <td>-2.86e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>PG-13</th>       <td>-4.057e+07</td> <td> 7.56e+06</td> <td>   -5.365</td> <td> 0.000</td> <td>-5.54e+07</td> <td>-2.57e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>R</th>           <td>-5.473e+07</td> <td> 7.04e+06</td> <td>   -7.777</td> <td> 0.000</td> <td>-6.85e+07</td> <td>-4.09e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Action</th>      <td>-8.514e+06</td> <td> 6.26e+06</td> <td>   -1.361</td> <td> 0.174</td> <td>-2.08e+07</td> <td> 3.76e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Adventure</th>   <td>-1.181e+07</td> <td> 7.58e+06</td> <td>   -1.557</td> <td> 0.120</td> <td>-2.67e+07</td> <td> 3.07e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Animation</th>   <td>-1.538e+07</td> <td> 1.92e+07</td> <td>   -0.801</td> <td> 0.424</td> <td>-5.31e+07</td> <td> 2.23e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Biography</th>   <td>-1.856e+07</td> <td> 7.37e+06</td> <td>   -2.518</td> <td> 0.012</td> <td> -3.3e+07</td> <td> -4.1e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Comedy</th>      <td>-2.117e+07</td> <td> 6.22e+06</td> <td>   -3.402</td> <td> 0.001</td> <td>-3.34e+07</td> <td>-8.96e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Crime</th>       <td>-2.185e+07</td> <td> 9.54e+06</td> <td>   -2.290</td> <td> 0.022</td> <td>-4.06e+07</td> <td>-3.13e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Documentary</th> <td>-1.129e+07</td> <td> 1.01e+07</td> <td>   -1.115</td> <td> 0.265</td> <td>-3.12e+07</td> <td> 8.58e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Drama</th>       <td>-2.242e+07</td> <td> 6.32e+06</td> <td>   -3.547</td> <td> 0.000</td> <td>-3.48e+07</td> <td>   -1e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Horror</th>      <td>-1.553e+07</td> <td> 1.02e+07</td> <td>   -1.520</td> <td> 0.129</td> <td>-3.56e+07</td> <td> 4.52e+06</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Thriller</th>    <td>-7.329e+06</td> <td>    2e+07</td> <td>   -0.367</td> <td> 0.714</td> <td>-4.65e+07</td> <td> 3.19e+07</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Other</th>       <td>-3.243e+07</td> <td> 1.31e+07</td> <td>   -2.475</td> <td> 0.013</td> <td>-5.81e+07</td> <td>-6.72e+06</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>1086.192</td> <th>  Durbin-Watson:     </th> <td>   0.652</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th>  <td> 0.000</td>  <th>  Jarque-Bera (JB):  </th> <td>61157.341</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>           <td> 4.832</td>  <th>  Prob(JB):          </th> <td>    0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>       <td>38.880</td>  <th>  Cond. No.          </th> <td>3.09e+19</td> \n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The smallest eigenvalue is 5.73e-30. This might indicate that there are<br/>strong multicollinearity problems or that the design matrix is singular."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:         Domestic_gross   R-squared:                       0.396\n",
       "Model:                            OLS   Adj. R-squared:                  0.387\n",
       "Method:                 Least Squares   F-statistic:                     42.88\n",
       "Date:                Tue, 22 Mar 2022   Prob (F-statistic):          9.81e-103\n",
       "Time:                        18:12:50   Log-Likelihood:                -20645.\n",
       "No. Observations:                1063   AIC:                         4.132e+04\n",
       "Df Residuals:                    1046   BIC:                         4.141e+04\n",
       "Df Model:                          16                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "===============================================================================\n",
       "                  coef    std err          t      P>|t|      [0.025      0.975]\n",
       "-------------------------------------------------------------------------------\n",
       "Run_time      3.72e+05   8.05e+04      4.624      0.000    2.14e+05     5.3e+05\n",
       "Theatres     3.405e+04   1765.540     19.287      0.000    3.06e+04    3.75e+04\n",
       "G           -1.249e+07   2.21e+07     -0.566      0.572   -5.58e+07    3.08e+07\n",
       "Not Rated   -3.335e+07   8.37e+06     -3.983      0.000   -4.98e+07   -1.69e+07\n",
       "PG          -4.512e+07   8.42e+06     -5.358      0.000   -6.17e+07   -2.86e+07\n",
       "PG-13       -4.057e+07   7.56e+06     -5.365      0.000   -5.54e+07   -2.57e+07\n",
       "R           -5.473e+07   7.04e+06     -7.777      0.000   -6.85e+07   -4.09e+07\n",
       "Action      -8.514e+06   6.26e+06     -1.361      0.174   -2.08e+07    3.76e+06\n",
       "Adventure   -1.181e+07   7.58e+06     -1.557      0.120   -2.67e+07    3.07e+06\n",
       "Animation   -1.538e+07   1.92e+07     -0.801      0.424   -5.31e+07    2.23e+07\n",
       "Biography   -1.856e+07   7.37e+06     -2.518      0.012    -3.3e+07    -4.1e+06\n",
       "Comedy      -2.117e+07   6.22e+06     -3.402      0.001   -3.34e+07   -8.96e+06\n",
       "Crime       -2.185e+07   9.54e+06     -2.290      0.022   -4.06e+07   -3.13e+06\n",
       "Documentary -1.129e+07   1.01e+07     -1.115      0.265   -3.12e+07    8.58e+06\n",
       "Drama       -2.242e+07   6.32e+06     -3.547      0.000   -3.48e+07      -1e+07\n",
       "Horror      -1.553e+07   1.02e+07     -1.520      0.129   -3.56e+07    4.52e+06\n",
       "Thriller    -7.329e+06      2e+07     -0.367      0.714   -4.65e+07    3.19e+07\n",
       "Other       -3.243e+07   1.31e+07     -2.475      0.013   -5.81e+07   -6.72e+06\n",
       "==============================================================================\n",
       "Omnibus:                     1086.192   Durbin-Watson:                   0.652\n",
       "Prob(Omnibus):                  0.000   Jarque-Bera (JB):            61157.341\n",
       "Skew:                           4.832   Prob(JB):                         0.00\n",
       "Kurtosis:                      38.880   Cond. No.                     3.09e+19\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The smallest eigenvalue is 5.73e-30. This might indicate that there are\n",
       "strong multicollinearity problems or that the design matrix is singular.\n",
       "\"\"\""
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create and fit OLS regression model\n",
    "model = sm.OLS(y, X)\n",
    "fit = model.fit()\n",
    "fit.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "a5f24e8a-24ca-413e-bed0-16f92280be2a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f9840514df0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 3600x3600 with 420 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "target_cols = df.loc[:,['Domestic_gross','Run_time','Theatres','Release_Yr','G','Not Rated','PG','PG-13','R',\n",
    "             'Action','Adventure','Animation','Biography','Comedy','Crime','Documentary',\n",
    "             'Drama','Horror','Thriller','Other']]\n",
    "sns.pairplot(target_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "bbf70bea-0478-4d61-99f7-9090feb72225",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Domestic_gross    1.000000\n",
       "Theatres          0.602790\n",
       "Action            0.251973\n",
       "PG-13             0.189295\n",
       "Run_time          0.183072\n",
       "Adventure         0.102470\n",
       "PG                0.095983\n",
       "G                 0.039544\n",
       "Horror            0.010300\n",
       "Animation        -0.022089\n",
       "Thriller         -0.028478\n",
       "Crime            -0.042079\n",
       "Other            -0.060527\n",
       "Documentary      -0.083718\n",
       "Biography        -0.085316\n",
       "Comedy           -0.086675\n",
       "R                -0.116995\n",
       "Drama            -0.126297\n",
       "Not Rated        -0.185742\n",
       "Release_Yr       -0.198578\n",
       "Name: Domestic_gross, dtype: float64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_cols.corr()['Domestic_gross'].sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "af4e76bc-98e5-487f-9944-483b719a765f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#testing with linear regression, scalar regression(Deg 2 polynomial), and regularized linear regression\n",
    "#splitting data into 80% train, 20% test\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.2, random_state=66)\n",
    "\n",
    "linear_Re = LinearRegression()\n",
    "\n",
    "#Feature scaling for ridge model\n",
    "scaler = StandardScaler()\n",
    "\n",
    "X_train_scale = scaler.fit_transform(X_train.values)\n",
    "X_test_scale = scaler.transform(X_test.values)\n",
    "\n",
    "linear_Re_Ridge = Ridge(alpha=1)\n",
    "\n",
    "#Feature transforms for train, val, and test so that we can run our poly model on each\n",
    "poly = PolynomialFeatures(degree=2) \n",
    "\n",
    "X_train_poly = poly.fit_transform(X_train.values)\n",
    "X_test_poly = poly.transform(X_test.values)\n",
    "\n",
    "linear_Re_poly = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "bad08112-0586-49f5-ba51-e99e29879ff1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear Regression test R^2: 0.302\n",
      "Ridge Regression test R^2: 0.302\n",
      "Degree 2 polynomial regression val R^2: 0.507\n"
     ]
    }
   ],
   "source": [
    "linear_Re.fit(X_train, y_train)\n",
    "print(f'Linear Regression test R^2: {linear_Re.score(X_test, y_test):.3f}')\n",
    "\n",
    "linear_Re_Ridge.fit(X_train_scale, y_train)\n",
    "print(f'Ridge Regression test R^2: {linear_Re_Ridge.score(X_test_scale, y_test):.3f}')\n",
    "\n",
    "linear_Re_poly.fit(X_train_poly, y_train)\n",
    "print(f'Degree 2 polynomial regression val R^2: {linear_Re_poly.score(X_test_poly, y_test):.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "ccf5d627-1b84-4dab-9ce3-e04d00f082e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.36981509, 0.3690074 , 0.4224319 , 0.35160344])"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#cross-validation testing with K-fold to determine best-fit model\n",
    "kf_linearRe = KFold(n_splits=4, shuffle=True, random_state = 42)\n",
    "cross_val_score(linear_Re, X, y, cv=kf_linearRe, scoring='r2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "2dda5c0d-c8f9-4360-b9ee-bc30fd0ca38a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.35766317, 0.38234202, 0.39562545, 0.39443105])"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kf_Ridge = KFold(n_splits=4, shuffle=True, random_state = 99)\n",
    "cross_val_score(linear_Re_Ridge, X, y, cv=kf_Ridge, scoring='r2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "0b94f336-b816-4de3-9409-c8cbf4055845",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.37231657, 0.45143911, 0.34078004, 0.36807212])"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kf_Poly = KFold(n_splits=4, shuffle=True, random_state = 88)\n",
    "cross_val_score(linear_Re_poly, X, y, cv=kf_Poly, scoring ='r2')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "e7b3d94f-1696-4c25-98bf-9737b96af70c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.3807550008658059\n",
      "0.38147859581636834\n",
      "0.3807550008658059\n"
     ]
    }
   ],
   "source": [
    "#new KFold partitioning\n",
    "kf_same = KFold(n_splits=4, shuffle=True, random_state = 792)\n",
    "\n",
    "print(np.mean(cross_val_score(linear_Re, X, y, cv=kf_same, scoring='r2')))\n",
    "print(np.mean(cross_val_score(linear_Re_Ridge, X, y, cv=kf_same, scoring='r2')))\n",
    "print(np.mean(cross_val_score(linear_Re_poly, X, y, cv=kf_same, scoring='r2')))\n",
    "#indicates ridge regression performs a bit better"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2620808e-067f-4c39-a562-985353c4038d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ridge Regression test R^2: 0.302\n"
     ]
    }
   ],
   "source": [
    "#run ridge regression on data\n",
    "\n",
    "linear_Re_Ridge.fit(X_train,y_train)\n",
    "print(f'Ridge Regression test R^2: {linear_Re_Ridge.score(X_test, y_test):.3f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "a7b81fc6-fdf7-4863-8c7a-9fa728844603",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Run Time')"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dom_gross_number = df['Domestic_gross']\n",
    "feat_runtime = df['Run_time']\n",
    "\n",
    "plt.scatter(dom_gross_number, feat_runtime)\n",
    "plt.plot([0, 6000], [0, 400])\n",
    "plt.title(\"Domestic Gross vs. Movie Run Time\")\n",
    "plt.xlabel(\"Domestic Gross\")\n",
    "plt.ylabel(\"Run Time\")\n",
    "#plt.savefig(\"Gross vs. Runtime.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1eaebf38-9dcf-4708-b635-2d4d5146d8db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "theatre_number = df['Theatres']\n",
    "\n",
    "plt.scatter(dom_gross_number,theatre_number)\n",
    "plt.plot([0, 400], [0, 400])\n",
    "plt.title(\"Domestic Gross vs. Theatres Released\")\n",
    "plt.xlabel(\"Domestic Gross\")\n",
    "plt.ylabel(\"Number of theatres\")\n",
    "plt.savefig(\"Gross vs. theatre.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e5012c8e-256a-4532-8ac9-39120e4af9d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}