Modeling_with_male_score.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "loaded-jones",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import pickle\n",
    "%pylab inline\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split,GridSearchCV,KFold,cross_validate,cross_val_score\n",
    "from sklearn.linear_model import LinearRegression, Lasso, LassoCV, Ridge, RidgeCV\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "\n",
    "import statsmodels.api as sm\n",
    "import statsmodels.formula.api as smf \n",
    "\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import StandardScaler, MultiLabelBinarizer, OneHotEncoder, PolynomialFeatures,RobustScaler\n",
    "\n",
    "import scipy.stats as stats\n",
    "import matplotlib.pyplot as plt\n",
    "%config InlineBackend.figure_format = 'svg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "formed-greenhouse",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Movie</th>\n",
       "      <th>Year</th>\n",
       "      <th>Runtime_min</th>\n",
       "      <th>Genres</th>\n",
       "      <th>IMDB_Score</th>\n",
       "      <th>IMDB_Votes</th>\n",
       "      <th>Metascore</th>\n",
       "      <th>Director</th>\n",
       "      <th>Star</th>\n",
       "      <th>Budget</th>\n",
       "      <th>...</th>\n",
       "      <th>Novel_Adaptation</th>\n",
       "      <th>Male_Score</th>\n",
       "      <th>Male_Total_Votes</th>\n",
       "      <th>Female_Score</th>\n",
       "      <th>Female_Total_Votes</th>\n",
       "      <th>Link_stub</th>\n",
       "      <th>Female_Protagonist</th>\n",
       "      <th>Creature_Feature</th>\n",
       "      <th>Cult_Classic</th>\n",
       "      <th>Murder</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Psycho</td>\n",
       "      <td>1960</td>\n",
       "      <td>109</td>\n",
       "      <td>[Horror,  Mystery,  Thriller            ]</td>\n",
       "      <td>8.5</td>\n",
       "      <td>602815</td>\n",
       "      <td>97</td>\n",
       "      <td>Alfred Hitchcock</td>\n",
       "      <td>[Anthony Perkins, Janet Leigh, Vera Miles]</td>\n",
       "      <td>806947</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8.5</td>\n",
       "      <td>353389</td>\n",
       "      <td>8.4</td>\n",
       "      <td>88145</td>\n",
       "      <td>/title/tt0054215/</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>1980</td>\n",
       "      <td>146</td>\n",
       "      <td>[Drama,  Horror            ]</td>\n",
       "      <td>8.4</td>\n",
       "      <td>896027</td>\n",
       "      <td>66</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>[Jack Nicholson, Shelley Duvall, Danny Lloyd]</td>\n",
       "      <td>19000000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8.4</td>\n",
       "      <td>530475</td>\n",
       "      <td>8.3</td>\n",
       "      <td>124287</td>\n",
       "      <td>/title/tt0081505/</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Alien</td>\n",
       "      <td>1979</td>\n",
       "      <td>117</td>\n",
       "      <td>[Horror,  Sci-Fi            ]</td>\n",
       "      <td>8.4</td>\n",
       "      <td>786083</td>\n",
       "      <td>89</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>[Sigourney Weaver, Tom Skerritt, John Hurt]</td>\n",
       "      <td>11000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8.5</td>\n",
       "      <td>507612</td>\n",
       "      <td>8.2</td>\n",
       "      <td>73461</td>\n",
       "      <td>/title/tt0078748/</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>The Thing</td>\n",
       "      <td>1982</td>\n",
       "      <td>109</td>\n",
       "      <td>[Horror,  Mystery,  Sci-Fi            ]</td>\n",
       "      <td>8.1</td>\n",
       "      <td>370424</td>\n",
       "      <td>57</td>\n",
       "      <td>John Carpenter</td>\n",
       "      <td>[Kurt Russell, Wilford Brimley, Keith David]</td>\n",
       "      <td>15000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>8.2</td>\n",
       "      <td>252886</td>\n",
       "      <td>7.7</td>\n",
       "      <td>28831</td>\n",
       "      <td>/title/tt0084787/</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>What Ever Happened to Baby Jane?</td>\n",
       "      <td>1962</td>\n",
       "      <td>134</td>\n",
       "      <td>[Drama,  Horror,  Thriller            ]</td>\n",
       "      <td>8.1</td>\n",
       "      <td>49967</td>\n",
       "      <td>75</td>\n",
       "      <td>Robert Aldrich</td>\n",
       "      <td>[Bette Davis, Joan Crawford, Victor Buono]</td>\n",
       "      <td>980000</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>28768</td>\n",
       "      <td>8.3</td>\n",
       "      <td>10292</td>\n",
       "      <td>/title/tt0056687/</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>679</th>\n",
       "      <td>Slender Man</td>\n",
       "      <td>2018</td>\n",
       "      <td>93</td>\n",
       "      <td>[Horror,  Mystery,  Thriller            ]</td>\n",
       "      <td>3.2</td>\n",
       "      <td>28703</td>\n",
       "      <td>30</td>\n",
       "      <td>Sylvain White</td>\n",
       "      <td>[Joey King, Julia Goldani Telles, Jaz Sinclair]</td>\n",
       "      <td>10000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>14850</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4180</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>680</th>\n",
       "      <td>Jaws: The Revenge</td>\n",
       "      <td>1987</td>\n",
       "      <td>89</td>\n",
       "      <td>[Adventure,  Horror,  Thriller            ]</td>\n",
       "      <td>3.0</td>\n",
       "      <td>41154</td>\n",
       "      <td>15</td>\n",
       "      <td>Joseph Sargent</td>\n",
       "      <td>[Lorraine Gary, Lance Guest, Mario Van Peebles]</td>\n",
       "      <td>23000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>27697</td>\n",
       "      <td>3.6</td>\n",
       "      <td>3417</td>\n",
       "      <td>/title/tt0093300/</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681</th>\n",
       "      <td>BloodRayne</td>\n",
       "      <td>2005</td>\n",
       "      <td>95</td>\n",
       "      <td>[Action,  Fantasy,  Horror            ]</td>\n",
       "      <td>2.9</td>\n",
       "      <td>34131</td>\n",
       "      <td>18</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>[Kristanna Loken, Ben Kingsley, Michelle Rodri...</td>\n",
       "      <td>25000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>25173</td>\n",
       "      <td>3.1</td>\n",
       "      <td>3255</td>\n",
       "      <td>/title/tt0383222/</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>682</th>\n",
       "      <td>Alone in the Dark</td>\n",
       "      <td>2005</td>\n",
       "      <td>96</td>\n",
       "      <td>[Action,  Horror,  Sci-Fi            ]</td>\n",
       "      <td>2.4</td>\n",
       "      <td>41668</td>\n",
       "      <td>9</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>[Christian Slater, Tara Reid, Stephen Dorff]</td>\n",
       "      <td>20000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>30832</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3395</td>\n",
       "      <td>/title/tt0369226/</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>683</th>\n",
       "      <td>House of the Dead</td>\n",
       "      <td>2003</td>\n",
       "      <td>90</td>\n",
       "      <td>[Action,  Adventure,  Horror            ]</td>\n",
       "      <td>2.0</td>\n",
       "      <td>35857</td>\n",
       "      <td>15</td>\n",
       "      <td>Uwe Boll</td>\n",
       "      <td>[Jonathan Cherry, Tyron Leitso, Clint Howard]</td>\n",
       "      <td>12000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26448</td>\n",
       "      <td>2.3</td>\n",
       "      <td>2723</td>\n",
       "      <td>/title/tt0317676/</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>684 rows × 21 columns</p>\n",
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      ],
      "text/plain": [
       "                                Movie  Year  Runtime_min  \\\n",
       "0                              Psycho  1960          109   \n",
       "1                         The Shining  1980          146   \n",
       "2                               Alien  1979          117   \n",
       "3                           The Thing  1982          109   \n",
       "4    What Ever Happened to Baby Jane?  1962          134   \n",
       "..                                ...   ...          ...   \n",
       "679                       Slender Man  2018           93   \n",
       "680                 Jaws: The Revenge  1987           89   \n",
       "681                        BloodRayne  2005           95   \n",
       "682                 Alone in the Dark  2005           96   \n",
       "683                 House of the Dead  2003           90   \n",
       "\n",
       "                                          Genres  IMDB_Score  IMDB_Votes  \\\n",
       "0      [Horror,  Mystery,  Thriller            ]         8.5      602815   \n",
       "1                   [Drama,  Horror            ]         8.4      896027   \n",
       "2                  [Horror,  Sci-Fi            ]         8.4      786083   \n",
       "3        [Horror,  Mystery,  Sci-Fi            ]         8.1      370424   \n",
       "4        [Drama,  Horror,  Thriller            ]         8.1       49967   \n",
       "..                                           ...         ...         ...   \n",
       "679    [Horror,  Mystery,  Thriller            ]         3.2       28703   \n",
       "680  [Adventure,  Horror,  Thriller            ]         3.0       41154   \n",
       "681      [Action,  Fantasy,  Horror            ]         2.9       34131   \n",
       "682       [Action,  Horror,  Sci-Fi            ]         2.4       41668   \n",
       "683    [Action,  Adventure,  Horror            ]         2.0       35857   \n",
       "\n",
       "     Metascore          Director  \\\n",
       "0           97  Alfred Hitchcock   \n",
       "1           66   Stanley Kubrick   \n",
       "2           89      Ridley Scott   \n",
       "3           57    John Carpenter   \n",
       "4           75    Robert Aldrich   \n",
       "..         ...               ...   \n",
       "679         30     Sylvain White   \n",
       "680         15    Joseph Sargent   \n",
       "681         18          Uwe Boll   \n",
       "682          9          Uwe Boll   \n",
       "683         15          Uwe Boll   \n",
       "\n",
       "                                                  Star    Budget  ...  \\\n",
       "0           [Anthony Perkins, Janet Leigh, Vera Miles]    806947  ...   \n",
       "1        [Jack Nicholson, Shelley Duvall, Danny Lloyd]  19000000  ...   \n",
       "2          [Sigourney Weaver, Tom Skerritt, John Hurt]  11000000  ...   \n",
       "3         [Kurt Russell, Wilford Brimley, Keith David]  15000000  ...   \n",
       "4           [Bette Davis, Joan Crawford, Victor Buono]    980000  ...   \n",
       "..                                                 ...       ...  ...   \n",
       "679    [Joey King, Julia Goldani Telles, Jaz Sinclair]  10000000  ...   \n",
       "680    [Lorraine Gary, Lance Guest, Mario Van Peebles]  23000000  ...   \n",
       "681  [Kristanna Loken, Ben Kingsley, Michelle Rodri...  25000000  ...   \n",
       "682       [Christian Slater, Tara Reid, Stephen Dorff]  20000000  ...   \n",
       "683      [Jonathan Cherry, Tyron Leitso, Clint Howard]  12000000  ...   \n",
       "\n",
       "    Novel_Adaptation  Male_Score  Male_Total_Votes  Female_Score  \\\n",
       "0                  1         8.5            353389           8.4   \n",
       "1                  1         8.4            530475           8.3   \n",
       "2                  0         8.5            507612           8.2   \n",
       "3                  0         8.2            252886           7.7   \n",
       "4                  1         8.0             28768           8.3   \n",
       "..               ...         ...               ...           ...   \n",
       "679                0         3.2             14850           3.4   \n",
       "680                0         2.9             27697           3.6   \n",
       "681                0         2.9             25173           3.1   \n",
       "682                0         2.3             30832           2.6   \n",
       "683                0         2.0             26448           2.3   \n",
       "\n",
       "     Female_Total_Votes          Link_stub Female_Protagonist  \\\n",
       "0                 88145  /title/tt0054215/                  0   \n",
       "1                124287  /title/tt0081505/                  0   \n",
       "2                 73461  /title/tt0078748/                  1   \n",
       "3                 28831  /title/tt0084787/                  0   \n",
       "4                 10292  /title/tt0056687/                  1   \n",
       "..                  ...                ...                ...   \n",
       "679                4180  /title/tt5690360/                  0   \n",
       "680                3417  /title/tt0093300/                  0   \n",
       "681                3255  /title/tt0383222/                  1   \n",
       "682                3395  /title/tt0369226/                  0   \n",
       "683                2723  /title/tt0317676/                  0   \n",
       "\n",
       "     Creature_Feature  Cult_Classic  Murder  \n",
       "0                   0             1       1  \n",
       "1                   0             1       1  \n",
       "2                   1             1       1  \n",
       "3                   1             1       1  \n",
       "4                   0             1       1  \n",
       "..                ...           ...     ...  \n",
       "679                 1             0       1  \n",
       "680                 0             0       0  \n",
       "681                 0             1       1  \n",
       "682                 1             1       1  \n",
       "683                 1             0       1  \n",
       "\n",
       "[684 rows x 21 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "horror_df=pd.read_pickle('horror_df.pkl')\n",
    "horror_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "increased-nancy",
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing outlier residuals\n",
    "\n",
    "horror_df=horror_df.drop([681])\n",
    "horror_df=horror_df.drop([682])\n",
    "horror_df=horror_df.drop([683])\n",
    "horror_df=horror_df.drop([668])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "electoral-syria",
   "metadata": {},
   "outputs": [],
   "source": [
    "#sns.pairplot(horror_df,plot_kws=dict(alpha=.2,edgecolor='none'));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "olive-mixture",
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "horror_df.corr()\n",
    "sns.heatmap(horror_df.corr(), cmap=\"seismic\", annot=True, vmin=-1, vmax=1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "united-venue",
   "metadata": {},
   "outputs": [],
   "source": [
    "#creating final sets for regression\n",
    "Xms=horror_df.loc[:,['Year','Runtime_min','Male_Score','Novel_Adaptation',\n",
    "                  'Female_Protagonist','Creature_Feature',\n",
    "                  'Cult_Classic','Murder','Metascore']]\n",
    "y=horror_df['Female_Score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "moved-integer",
   "metadata": {},
   "outputs": [],
   "source": [
    "mlb = MultiLabelBinarizer()\n",
    "dum = mlb.fit_transform(horror_df.Genres)\n",
    "Genre_dum=pd.DataFrame(dum,horror_df.index,mlb.classes_)\n",
    "combined_X=pd.concat([Genre_dum,Xms],axis=1)\n",
    "Xms=combined_X\n",
    "y=horror_df['Female_Score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "occupational-disabled",
   "metadata": {},
   "outputs": [],
   "source": [
    "dir_counts=horror_df.Director.value_counts()\n",
    "other_d = list(dir_counts[dir_counts <= 3].index)\n",
    "Xms['Director']=horror_df['Director'].replace(other_d,'Other')\n",
    "Xms=pd.get_dummies(Xms, drop_first=True)\n",
    "y=horror_df['Female_Score']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "employed-exchange",
   "metadata": {},
   "outputs": [],
   "source": [
    "#train,test,val split\n",
    "X_train_val, X_test, y_train_val, y_test = train_test_split(Xms, y, test_size=0.2,random_state=41)\n",
    "X_train, X_val, y_train, y_val = train_test_split(X_train_val, y_train_val, test_size=.25, random_state=41)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "sophisticated-winner",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>      <td>Female_Score</td>   <th>  R-squared:         </th> <td>   0.960</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.953</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   135.1</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 25 Jan 2021</td> <th>  Prob (F-statistic):</th> <td>3.76e-207</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>10:28:10</td>     <th>  Log-Likelihood:    </th> <td>  132.40</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>   408</td>      <th>  AIC:               </th> <td>  -140.8</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>   346</td>      <th>  BIC:               </th> <td>   107.9</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>    61</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>const</th>                        <td>    4.7526</td> <td>    1.452</td> <td>    3.273</td> <td> 0.001</td> <td>    1.897</td> <td>    7.608</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Adventure</th>                   <td>    0.1018</td> <td>    0.080</td> <td>    1.269</td> <td> 0.205</td> <td>   -0.056</td> <td>    0.260</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Comedy</th>                      <td>    0.1472</td> <td>    0.087</td> <td>    1.699</td> <td> 0.090</td> <td>   -0.023</td> <td>    0.318</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Comedy            </th>          <td>    0.5439</td> <td>    0.209</td> <td>    2.596</td> <td> 0.010</td> <td>    0.132</td> <td>    0.956</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Crime</th>                       <td>   -0.0318</td> <td>    0.102</td> <td>   -0.311</td> <td> 0.756</td> <td>   -0.233</td> <td>    0.169</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Crime            </th>           <td>    0.5133</td> <td>    0.175</td> <td>    2.929</td> <td> 0.004</td> <td>    0.169</td> <td>    0.858</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Drama</th>                       <td>    0.1538</td> <td>    0.067</td> <td>    2.305</td> <td> 0.022</td> <td>    0.023</td> <td>    0.285</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Drama            </th>           <td>    0.4809</td> <td>    0.174</td> <td>    2.769</td> <td> 0.006</td> <td>    0.139</td> <td>    0.822</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Family</th>                      <td>    0.3824</td> <td>    0.150</td> <td>    2.552</td> <td> 0.011</td> <td>    0.088</td> <td>    0.677</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Family            </th>          <td>    0.6713</td> <td>    0.204</td> <td>    3.288</td> <td> 0.001</td> <td>    0.270</td> <td>    1.073</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Fantasy</th>                     <td>    0.1590</td> <td>    0.051</td> <td>    3.093</td> <td> 0.002</td> <td>    0.058</td> <td>    0.260</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Fantasy            </th>         <td>    0.3703</td> <td>    0.153</td> <td>    2.425</td> <td> 0.016</td> <td>    0.070</td> <td>    0.671</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> History</th>                     <td>    0.1903</td> <td>    0.207</td> <td>    0.918</td> <td> 0.359</td> <td>   -0.218</td> <td>    0.598</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Horror</th>                      <td>    0.2928</td> <td>    0.110</td> <td>    2.671</td> <td> 0.008</td> <td>    0.077</td> <td>    0.508</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Horror            </th>          <td>    0.4002</td> <td>    0.150</td> <td>    2.675</td> <td> 0.008</td> <td>    0.106</td> <td>    0.695</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Music</th>                       <td>   -0.2179</td> <td>    0.201</td> <td>   -1.083</td> <td> 0.279</td> <td>   -0.613</td> <td>    0.178</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Musical</th>                     <td>    1.0603</td> <td>    0.227</td> <td>    4.668</td> <td> 0.000</td> <td>    0.614</td> <td>    1.507</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Musical            </th>         <td>    0.5332</td> <td>    0.145</td> <td>    3.676</td> <td> 0.000</td> <td>    0.248</td> <td>    0.818</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Mystery</th>                     <td>    0.0066</td> <td>    0.038</td> <td>    0.173</td> <td> 0.863</td> <td>   -0.069</td> <td>    0.082</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Mystery            </th>         <td>    0.0778</td> <td>    0.070</td> <td>    1.117</td> <td> 0.265</td> <td>   -0.059</td> <td>    0.215</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Romance            </th>         <td>    0.2366</td> <td>    0.134</td> <td>    1.768</td> <td> 0.078</td> <td>   -0.027</td> <td>    0.500</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Sci-Fi</th>                      <td>   -0.0130</td> <td>    0.074</td> <td>   -0.174</td> <td> 0.862</td> <td>   -0.159</td> <td>    0.133</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Sci-Fi            </th>          <td>    0.0350</td> <td>    0.068</td> <td>    0.517</td> <td> 0.605</td> <td>   -0.098</td> <td>    0.168</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Thriller            </th>        <td>    0.1335</td> <td>    0.068</td> <td>    1.976</td> <td> 0.049</td> <td>    0.001</td> <td>    0.266</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th> Western            </th>         <td>   -0.0404</td> <td>    0.180</td> <td>   -0.224</td> <td> 0.823</td> <td>   -0.395</td> <td>    0.314</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Action</th>                       <td>    0.4249</td> <td>    0.133</td> <td>    3.194</td> <td> 0.002</td> <td>    0.163</td> <td>    0.687</td>\n",
       "</tr>\n",
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       "  <th>Adventure</th>                    <td>    0.2766</td> <td>    0.127</td> <td>    2.183</td> <td> 0.030</td> <td>    0.027</td> <td>    0.526</td>\n",
       "</tr>\n",
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       "  <th>Animation</th>                    <td>    0.3336</td> <td>    0.201</td> <td>    1.658</td> <td> 0.098</td> <td>   -0.062</td> <td>    0.729</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Biography</th>                    <td>    0.3182</td> <td>    0.229</td> <td>    1.392</td> <td> 0.165</td> <td>   -0.132</td> <td>    0.768</td>\n",
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       "  <th>Comedy</th>                       <td>    0.4043</td> <td>    0.130</td> <td>    3.102</td> <td> 0.002</td> <td>    0.148</td> <td>    0.661</td>\n",
       "</tr>\n",
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       "  <th>Crime</th>                        <td>    0.4588</td> <td>    0.134</td> <td>    3.432</td> <td> 0.001</td> <td>    0.196</td> <td>    0.722</td>\n",
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       "  <th>Drama</th>                        <td>    0.4826</td> <td>    0.128</td> <td>    3.775</td> <td> 0.000</td> <td>    0.231</td> <td>    0.734</td>\n",
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       "  <th>Fantasy</th>                      <td>    0.5737</td> <td>    0.135</td> <td>    4.242</td> <td> 0.000</td> <td>    0.308</td> <td>    0.840</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Horror</th>                       <td>    0.6828</td> <td>    0.222</td> <td>    3.070</td> <td> 0.002</td> <td>    0.245</td> <td>    1.120</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Horror            </th>           <td>    0.7972</td> <td>    0.269</td> <td>    2.959</td> <td> 0.003</td> <td>    0.267</td> <td>    1.327</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Year</th>                         <td>   -0.0024</td> <td>    0.001</td> <td>   -2.874</td> <td> 0.004</td> <td>   -0.004</td> <td>   -0.001</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Runtime_min</th>                  <td>    0.0005</td> <td>    0.001</td> <td>    0.639</td> <td> 0.523</td> <td>   -0.001</td> <td>    0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Male_Score</th>                   <td>    0.9212</td> <td>    0.018</td> <td>   52.507</td> <td> 0.000</td> <td>    0.887</td> <td>    0.956</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Novel_Adaptation</th>             <td>    0.0887</td> <td>    0.034</td> <td>    2.615</td> <td> 0.009</td> <td>    0.022</td> <td>    0.155</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Female_Protagonist</th>           <td>    0.0329</td> <td>    0.027</td> <td>    1.237</td> <td> 0.217</td> <td>   -0.019</td> <td>    0.085</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Creature_Feature</th>             <td>   -0.0182</td> <td>    0.027</td> <td>   -0.671</td> <td> 0.502</td> <td>   -0.071</td> <td>    0.035</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Cult_Classic</th>                 <td>   -0.0356</td> <td>    0.024</td> <td>   -1.499</td> <td> 0.135</td> <td>   -0.082</td> <td>    0.011</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Murder</th>                       <td>    0.0212</td> <td>    0.024</td> <td>    0.893</td> <td> 0.373</td> <td>   -0.025</td> <td>    0.068</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Metascore</th>                    <td>   -0.0042</td> <td>    0.001</td> <td>   -4.767</td> <td> 0.000</td> <td>   -0.006</td> <td>   -0.002</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Alexandre Aja</th>       <td>   -0.0695</td> <td>    0.146</td> <td>   -0.476</td> <td> 0.635</td> <td>   -0.357</td> <td>    0.218</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Christopher Landon</th>  <td>    0.1352</td> <td>    0.112</td> <td>    1.211</td> <td> 0.227</td> <td>   -0.084</td> <td>    0.355</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Darren Lynn Bousman</th> <td>    0.0471</td> <td>    0.127</td> <td>    0.371</td> <td> 0.711</td> <td>   -0.202</td> <td>    0.296</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_David Cronenberg</th>    <td>   -0.0453</td> <td>    0.116</td> <td>   -0.389</td> <td> 0.698</td> <td>   -0.274</td> <td>    0.184</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Eli Roth</th>            <td>    0.2061</td> <td>    0.208</td> <td>    0.989</td> <td> 0.323</td> <td>   -0.204</td> <td>    0.616</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_George A. Romero</th>    <td>   -0.1497</td> <td>    0.096</td> <td>   -1.559</td> <td> 0.120</td> <td>   -0.338</td> <td>    0.039</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Greg McLean</th>         <td>   -0.0503</td> <td>    0.149</td> <td>   -0.337</td> <td> 0.736</td> <td>   -0.344</td> <td>    0.244</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Guillermo del Toro</th>  <td>    0.1847</td> <td>    0.126</td> <td>    1.469</td> <td> 0.143</td> <td>   -0.063</td> <td>    0.432</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_James Wan</th>           <td>    0.1406</td> <td>    0.113</td> <td>    1.249</td> <td> 0.212</td> <td>   -0.081</td> <td>    0.362</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Joe Dante</th>           <td>   -0.1656</td> <td>    0.149</td> <td>   -1.110</td> <td> 0.268</td> <td>   -0.459</td> <td>    0.128</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_John Carpenter</th>      <td>   -0.0749</td> <td>    0.097</td> <td>   -0.774</td> <td> 0.439</td> <td>   -0.265</td> <td>    0.115</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Mike Flanagan</th>       <td>    0.0676</td> <td>    0.111</td> <td>    0.608</td> <td> 0.544</td> <td>   -0.151</td> <td>    0.286</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Other</th>               <td>    0.0221</td> <td>    0.053</td> <td>    0.418</td> <td> 0.676</td> <td>   -0.082</td> <td>    0.126</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Paul W.S. Anderson</th>  <td>    0.4716</td> <td>    0.128</td> <td>    3.673</td> <td> 0.000</td> <td>    0.219</td> <td>    0.724</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Rob Zombie</th>          <td>   -0.0838</td> <td>    0.126</td> <td>   -0.662</td> <td> 0.508</td> <td>   -0.332</td> <td>    0.165</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Sam Raimi</th>           <td>   -0.2055</td> <td>    0.114</td> <td>   -1.800</td> <td> 0.073</td> <td>   -0.430</td> <td>    0.019</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Steve Miner</th>         <td>   -0.0600</td> <td>    0.126</td> <td>   -0.475</td> <td> 0.635</td> <td>   -0.309</td> <td>    0.189</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Tim Burton</th>          <td>    0.0730</td> <td>    0.135</td> <td>    0.543</td> <td> 0.587</td> <td>   -0.192</td> <td>    0.338</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Tobe Hooper</th>         <td>   -0.3769</td> <td>    0.149</td> <td>   -2.532</td> <td> 0.012</td> <td>   -0.670</td> <td>   -0.084</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_Wes Craven</th>          <td>    0.0519</td> <td>    0.091</td> <td>    0.571</td> <td> 0.569</td> <td>   -0.127</td> <td>    0.231</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Director_William Brent Bell</th>  <td>    0.1728</td> <td>    0.125</td> <td>    1.380</td> <td> 0.169</td> <td>   -0.074</td> <td>    0.419</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td> 8.066</td> <th>  Durbin-Watson:     </th> <td>   1.988</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.018</td> <th>  Jarque-Bera (JB):  </th> <td>  12.860</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.056</td> <th>  Prob(JB):          </th> <td> 0.00161</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 3.863</td> <th>  Cond. No.          </th> <td>2.87e+16</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 1.99e-24. 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:           Female_Score   R-squared:                       0.960\n",
       "Model:                            OLS   Adj. R-squared:                  0.953\n",
       "Method:                 Least Squares   F-statistic:                     135.1\n",
       "Date:                Mon, 25 Jan 2021   Prob (F-statistic):          3.76e-207\n",
       "Time:                        10:28:10   Log-Likelihood:                 132.40\n",
       "No. Observations:                 408   AIC:                            -140.8\n",
       "Df Residuals:                     346   BIC:                             107.9\n",
       "Df Model:                          61                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "================================================================================================\n",
       "                                   coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------------------------\n",
       "const                            4.7526      1.452      3.273      0.001       1.897       7.608\n",
       " Adventure                       0.1018      0.080      1.269      0.205      -0.056       0.260\n",
       " Comedy                          0.1472      0.087      1.699      0.090      -0.023       0.318\n",
       " Comedy                          0.5439      0.209      2.596      0.010       0.132       0.956\n",
       " Crime                          -0.0318      0.102     -0.311      0.756      -0.233       0.169\n",
       " Crime                           0.5133      0.175      2.929      0.004       0.169       0.858\n",
       " Drama                           0.1538      0.067      2.305      0.022       0.023       0.285\n",
       " Drama                           0.4809      0.174      2.769      0.006       0.139       0.822\n",
       " Family                          0.3824      0.150      2.552      0.011       0.088       0.677\n",
       " Family                          0.6713      0.204      3.288      0.001       0.270       1.073\n",
       " Fantasy                         0.1590      0.051      3.093      0.002       0.058       0.260\n",
       " Fantasy                         0.3703      0.153      2.425      0.016       0.070       0.671\n",
       " History                         0.1903      0.207      0.918      0.359      -0.218       0.598\n",
       " Horror                          0.2928      0.110      2.671      0.008       0.077       0.508\n",
       " Horror                          0.4002      0.150      2.675      0.008       0.106       0.695\n",
       " Music                          -0.2179      0.201     -1.083      0.279      -0.613       0.178\n",
       " Musical                         1.0603      0.227      4.668      0.000       0.614       1.507\n",
       " Musical                         0.5332      0.145      3.676      0.000       0.248       0.818\n",
       " Mystery                         0.0066      0.038      0.173      0.863      -0.069       0.082\n",
       " Mystery                         0.0778      0.070      1.117      0.265      -0.059       0.215\n",
       " Romance                         0.2366      0.134      1.768      0.078      -0.027       0.500\n",
       " Sci-Fi                         -0.0130      0.074     -0.174      0.862      -0.159       0.133\n",
       " Sci-Fi                          0.0350      0.068      0.517      0.605      -0.098       0.168\n",
       " Thriller                        0.1335      0.068      1.976      0.049       0.001       0.266\n",
       " Western                        -0.0404      0.180     -0.224      0.823      -0.395       0.314\n",
       "Action                           0.4249      0.133      3.194      0.002       0.163       0.687\n",
       "Adventure                        0.2766      0.127      2.183      0.030       0.027       0.526\n",
       "Animation                        0.3336      0.201      1.658      0.098      -0.062       0.729\n",
       "Biography                        0.3182      0.229      1.392      0.165      -0.132       0.768\n",
       "Comedy                           0.4043      0.130      3.102      0.002       0.148       0.661\n",
       "Crime                            0.4588      0.134      3.432      0.001       0.196       0.722\n",
       "Drama                            0.4826      0.128      3.775      0.000       0.231       0.734\n",
       "Fantasy                          0.5737      0.135      4.242      0.000       0.308       0.840\n",
       "Horror                           0.6828      0.222      3.070      0.002       0.245       1.120\n",
       "Horror                           0.7972      0.269      2.959      0.003       0.267       1.327\n",
       "Year                            -0.0024      0.001     -2.874      0.004      -0.004      -0.001\n",
       "Runtime_min                      0.0005      0.001      0.639      0.523      -0.001       0.002\n",
       "Male_Score                       0.9212      0.018     52.507      0.000       0.887       0.956\n",
       "Novel_Adaptation                 0.0887      0.034      2.615      0.009       0.022       0.155\n",
       "Female_Protagonist               0.0329      0.027      1.237      0.217      -0.019       0.085\n",
       "Creature_Feature                -0.0182      0.027     -0.671      0.502      -0.071       0.035\n",
       "Cult_Classic                    -0.0356      0.024     -1.499      0.135      -0.082       0.011\n",
       "Murder                           0.0212      0.024      0.893      0.373      -0.025       0.068\n",
       "Metascore                       -0.0042      0.001     -4.767      0.000      -0.006      -0.002\n",
       "Director_Alexandre Aja          -0.0695      0.146     -0.476      0.635      -0.357       0.218\n",
       "Director_Christopher Landon      0.1352      0.112      1.211      0.227      -0.084       0.355\n",
       "Director_Darren Lynn Bousman     0.0471      0.127      0.371      0.711      -0.202       0.296\n",
       "Director_David Cronenberg       -0.0453      0.116     -0.389      0.698      -0.274       0.184\n",
       "Director_Eli Roth                0.2061      0.208      0.989      0.323      -0.204       0.616\n",
       "Director_George A. Romero       -0.1497      0.096     -1.559      0.120      -0.338       0.039\n",
       "Director_Greg McLean            -0.0503      0.149     -0.337      0.736      -0.344       0.244\n",
       "Director_Guillermo del Toro      0.1847      0.126      1.469      0.143      -0.063       0.432\n",
       "Director_James Wan               0.1406      0.113      1.249      0.212      -0.081       0.362\n",
       "Director_Joe Dante              -0.1656      0.149     -1.110      0.268      -0.459       0.128\n",
       "Director_John Carpenter         -0.0749      0.097     -0.774      0.439      -0.265       0.115\n",
       "Director_Mike Flanagan           0.0676      0.111      0.608      0.544      -0.151       0.286\n",
       "Director_Other                   0.0221      0.053      0.418      0.676      -0.082       0.126\n",
       "Director_Paul W.S. Anderson      0.4716      0.128      3.673      0.000       0.219       0.724\n",
       "Director_Rob Zombie             -0.0838      0.126     -0.662      0.508      -0.332       0.165\n",
       "Director_Sam Raimi              -0.2055      0.114     -1.800      0.073      -0.430       0.019\n",
       "Director_Steve Miner            -0.0600      0.126     -0.475      0.635      -0.309       0.189\n",
       "Director_Tim Burton              0.0730      0.135      0.543      0.587      -0.192       0.338\n",
       "Director_Tobe Hooper            -0.3769      0.149     -2.532      0.012      -0.670      -0.084\n",
       "Director_Wes Craven              0.0519      0.091      0.571      0.569      -0.127       0.231\n",
       "Director_William Brent Bell      0.1728      0.125      1.380      0.169      -0.074       0.419\n",
       "==============================================================================\n",
       "Omnibus:                        8.066   Durbin-Watson:                   1.988\n",
       "Prob(Omnibus):                  0.018   Jarque-Bera (JB):               12.860\n",
       "Skew:                           0.056   Prob(JB):                      0.00161\n",
       "Kurtosis:                       3.863   Cond. No.                     2.87e+16\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 1.99e-24. This might indicate that there are\n",
       "strong multicollinearity problems or that the design matrix is singular.\n",
       "\"\"\""
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#analysis of simple linear regression \n",
    "model=sm.OLS(y_train,sm.add_constant(X_train))\n",
    "results=model.fit()\n",
    "results.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "cross-consensus",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.934895300562504"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#validation to check for over-fitting \n",
    "lr_model=LinearRegression()\n",
    "lr_model.fit(X_train,y_train)\n",
    "val_score=lr_model.score(X_val,y_val)\n",
    "val_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "yellow-insured",
   "metadata": {},
   "outputs": [],
   "source": [
    "#split for lasso and ridge regressions, validation done inside of gridsearch in pipeline\n",
    "X_train, X_test, y_train, y_test = train_test_split(Xms, y, test_size=0.2,random_state=41)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "imperial-think",
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha_list=np.logspace(-10,10,100)\n",
    "params_Ridge={'alpha':np.logspace(-10,10,100),\"fit_intercept\":[True,False]}\n",
    "pipe=Pipeline(steps=[\n",
    "    ('rs',RobustScaler()),\n",
    "    ('search',GridSearchCV(Ridge(),\n",
    "                          param_grid=params_Ridge,\n",
    "                          cv=5,\n",
    "                          refit=True))\n",
    "])\n",
    "pipe.fit(X_train,y_train)\n",
    "robust_pred=pipe.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "sophisticated-appeal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9260741787127958"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r2=r2_score(y_test,robust_pred)\n",
    "r2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "metric-transsexual",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8594368186792597"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#attempting to calculate adjusted R2, unsure if formula is correct, looking at mean error metrics for model performance\n",
    "SS_Residual = sum((y_test-robust_pred)**2)       \n",
    "SS_Total = sum((y_test-np.mean(y_test))**2)     \n",
    "r_squared = 1 - (float(SS_Residual))/SS_Total\n",
    "adjusted_r_squared = 1 - (1-r_squared)*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1)\n",
    "adjusted_r_squared"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "complimentary-virginia",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(' Drama            ', -0.0040657758813215),\n",
       " (' Adventure', 0.004991396156213423),\n",
       " (' Sci-Fi', -0.005566742998851153),\n",
       " ('Director_Greg McLean', -0.005613084776770337),\n",
       " (' Mystery', -0.008550356271725602),\n",
       " ('Action', 0.008773551419076627),\n",
       " ('Director_Joe Dante', -0.009427064751558415),\n",
       " ('Director_Steve Miner', -0.011121558194062381),\n",
       " (' Horror            ', -0.013893774793901918),\n",
       " (' Horror', -0.013982476475689322),\n",
       " (' Comedy            ', -0.014850470716186424),\n",
       " ('Comedy', -0.016023343625243974),\n",
       " ('Murder', 0.016614357437556373),\n",
       " ('Director_Other', 0.019000116264856242),\n",
       " ('Runtime_min', 0.020999134558795342),\n",
       " (' Fantasy            ', -0.02233736041771925),\n",
       " ('Horror', -0.025982784110410356),\n",
       " ('Director_David Cronenberg', -0.027184129028536754),\n",
       " ('Director_Eli Roth', -0.02845857783916287),\n",
       " ('Creature_Feature', -0.0307943924198749),\n",
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       " (' Mystery            ', -0.08975714839804701),\n",
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       " ('Fantasy', 0.09721207660439059),\n",
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       " ('Director_Sam Raimi', -0.10368726033836059),\n",
       " (' Family            ', 0.11396772661569002),\n",
       " (' Family', 0.11865842770090103),\n",
       " ('Metascore', -0.11947056646911008),\n",
       " ('Director_George A. Romero', -0.12035594139885317),\n",
       " ('Director_Darren Lynn Bousman', 0.1416162064752046),\n",
       " ('Director_Tobe Hooper', -0.16924371981127384),\n",
       " (' Musical            ', 0.18205824015931862),\n",
       " ('Director_Alexandre Aja', -0.21580964566311825),\n",
       " ('Director_Paul W.S. Anderson', 0.23604970418927215),\n",
       " (' Musical', 0.29052739042041564),\n",
       " ('Male_Score', 1.1092076150365733)]"
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     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "ridge_coef=list(zip(X_train.columns, pipe.named_steps['search'].best_estimator_.coef_))\n",
    "ridge_coef\n",
    "filtered=[(coef,val) for coef,val in ridge_coef if val !=0]\n",
    "sorted(filtered,key=lambda x: abs(x[1]))"
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  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "distinguished-pollution",
   "metadata": {},
   "outputs": [],
   "source": [
    "params_Lasso={'alpha':np.logspace(-10,10,100),\"fit_intercept\":[True,False]}\n",
    "pipeL=Pipeline(steps=[\n",
    "    ('rs',RobustScaler()),\n",
    "    ('search',GridSearchCV(Lasso(tol=0.05),\n",
    "                          param_grid=params_Ridge,\n",
    "                          cv=5,\n",
    "                          refit=True))\n",
    "])\n",
    "pipeL.fit(X_train,y_train)\n",
    "robust_predL=pipeL.predict(X_test)"
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  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "elect-chambers",
   "metadata": {
    "scrolled": true
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   "outputs": [
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     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "r2_score(y_test,robust_predL)"
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  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "headed-delicious",
   "metadata": {},
   "outputs": [
    {
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     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "SS_Residual = sum((y_test-robust_predL)**2)       \n",
    "SS_Total = sum((y_test-np.mean(y_test))**2)     \n",
    "r_squared = 1 - (float(SS_Residual))/SS_Total\n",
    "adjusted_r_squared = 1 - (1-r_squared)*(len(y_test)-1)/(len(y_test)-X_test.shape[1]-1)\n",
    "adjusted_r_squared"
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  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "designed-compromise",
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       " ('Drama', 0.03716825122703922),\n",
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       " (' Sci-Fi            ', -0.041787237406559874),\n",
       " ('Director_Tim Burton', 0.044682891270608545),\n",
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       " ('Cult_Classic', -0.05934006919574059),\n",
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       " (' Fantasy', 0.06055912777807637),\n",
       " ('Director_James Wan', 0.06344110418062063),\n",
       " ('Female_Protagonist', 0.06960876580421071),\n",
       " ('Director_Guillermo del Toro', 0.07239411084884113),\n",
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       " (' Musical', 0.7552136003062885),\n",
       " ('Male_Score', 1.1054387441173334)]"
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     "execution_count": 21,
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     "output_type": "execute_result"
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   "source": [
    "lasso_coef=list(zip(X_train.columns, pipeL.named_steps['search'].best_estimator_.coef_))\n",
    "lasso_coef\n",
    "filteredL=[(coef,val) for coef,val in lasso_coef if val !=0]\n",
    "sorted(filteredL,key=lambda x: abs(x[1]))"
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   "execution_count": 22,
   "id": "copyrighted-fleece",
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   "source": [
    "#Looking at residuals to check for outliers \n",
    "horror_df['predict']=pipe.predict(Xms)\n",
    "horror_df['resid']=y-horror_df.predict\n",
    "with sns.axes_style('white'):\n",
    "    plot=horror_df.plot(kind='scatter',\n",
    "                  x='predict',y='resid',alpha=0.2,figsize=(10,6))\n",
    "plt.title('Residuals using Male Score')\n",
    "plt.savefig('malescore_residual_scatter.svg',format='svg')"
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   "cell_type": "code",
   "execution_count": 23,
   "id": "italic-twelve",
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   "source": [
    "stats.probplot(horror_df['resid'], dist=\"norm\", plot=plt)\n",
    "plt.title(\"Normal Q-Q plot including Male Score\")\n",
    "plt.savefig('Male_score_qq.svg',format='svg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "second-porcelain",
   "metadata": {
    "scrolled": true
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     "metadata": {
      "needs_background": "light"
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     "output_type": "display_data"
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   ],
   "source": [
    "#looking at distribution of women's score\n",
    "sns.histplot(horror_df.Female_Score, color='red')\n",
    "plt.title(\"Women's IMDB Scores\");\n",
    "#sligtly left skewed\n",
    "plt.savefig('Female_Score_hist.svg',format='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "interpreted-washington",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method Pipeline.get_params of Pipeline(steps=[('rs', RobustScaler()),\n",
       "                ('search',\n",
       "                 GridSearchCV(cv=5, estimator=Ridge(),\n",
       "                              param_grid={'alpha': array([1.00000000e-10, 1.59228279e-10, 2.53536449e-10, 4.03701726e-10,\n",
       "       6.42807312e-10, 1.02353102e-09, 1.62975083e-09, 2.59502421e-09,\n",
       "       4.13201240e-09, 6.57933225e-09, 1.04761575e-08, 1.66810054e-08,\n",
       "       2.65608778e-08, 4.22924287e-08, 6.73415066e-08, 1.07226722e-07...\n",
       "       2.25701972e+05, 3.59381366e+05, 5.72236766e+05, 9.11162756e+05,\n",
       "       1.45082878e+06, 2.31012970e+06, 3.67837977e+06, 5.85702082e+06,\n",
       "       9.32603347e+06, 1.48496826e+07, 2.36448941e+07, 3.76493581e+07,\n",
       "       5.99484250e+07, 9.54548457e+07, 1.51991108e+08, 2.42012826e+08,\n",
       "       3.85352859e+08, 6.13590727e+08, 9.77009957e+08, 1.55567614e+09,\n",
       "       2.47707636e+09, 3.94420606e+09, 6.28029144e+09, 1.00000000e+10]),\n",
       "                                          'fit_intercept': [True, False]}))])>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.get_params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "refined-strap",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Absolute Error: 0.16940440221836064\n"
     ]
    }
   ],
   "source": [
    "#evaluating model performance\n",
    "from sklearn import metrics\n",
    "print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, robust_pred)) # MAE and R-Squared are my useful metrics\n",
    "#print('Mean Squared Error:', metrics.mean_squared_error(y_test, robust_pred))\n",
    "#print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, robust_pred)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "micro-stuart",
   "metadata": {},
   "outputs": [],
   "source": [
    "#from yellowbrick.regressor import PredictionError\n",
    "#visualizer=PredictionError(pipe)\n",
    "#visualizer.fit(X_train,y_train)\n",
    "#visualizer.score(X_test,y_test)\n",
    "#plt.savefig('Male_Score_Error.svg',format='svg')\n",
    "#visualizer.show();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "endangered-complaint",
   "metadata": {},
   "outputs": [
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   "source": [
    "#Comparison of Actual scores and Scores predicted by Ridge Regression pipeline \n",
    "plt.scatter(X_test['Male_Score'],y_test, color='blue', alpha=0.6, label=\"Actual\") #actual\n",
    "plt.scatter(X_test['Male_Score'],robust_pred, color=\"black\", alpha=0.6,label=\"Predicted\")\n",
    "plt.title('Actual vs Predicted Test Values')\n",
    "plt.ylabel(\"Women's IMDB Score\")\n",
    "plt.xlabel(\"Men's IMDB Score\")\n",
    "plt.legend(); #predicted\n",
    "plt.savefig('malescore_predicted_actual_scatter.svg',format='svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "weekly-scheduling",
   "metadata": {},
   "outputs": [
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   "source": [
    "#linear regression plot\n",
    "sns.regplot(x=\"Male_Score\",y=\"Female_Score\",data=horror_df);"
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "suitable-disposition",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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