examples/0. Embeddings Generation/Pipelines/ML20M/3. Feature Engineering .ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# MCA: Multiple Correspondence Analysis"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import pandas as pd\n",
"# ! pip install prince\n",
"import prince\n",
"from sklearn.preprocessing import OneHotEncoder\n",
"import itertools"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"omdb = json.load(open(\"../../../../data/parsed/omdb.json\", \"r\") )\n",
"tmdb = json.load(open(\"../../../../data/parsed/tmdb.json\", \"r\") )"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"categorical = {\n",
" 'omdb': ['Rated', 'Director', 'Genre', 'Language', 'Country', 'Type', 'Production'],\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def apply_categorical(records, type, take):\n",
" res = {i: {} for i in records.keys()}\n",
" for row in records.keys():\n",
" for col in records[row][type].keys():\n",
" if col in take:\n",
" res[row][col] = records[row][type][col]\n",
" return res\n",
"\n",
"def apply_split(records, split, limit):\n",
" for row in records.keys():\n",
" for col in split:\n",
" records[row][col] = tuple(records[row][col].split(', '))\n",
" return records"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"cat = apply_categorical(omdb, 'omdb', categorical['omdb'])\n",
"cat = apply_split(cat, ['Country', 'Language', 'Genre'], 3)\n",
"catdf = pd.DataFrame.from_dict(cat).T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### TopK One Hot"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def one_hot(arr, name, categories):\n",
" return dict((name+i, i in arr) for i in categories)\n",
"\n",
"def apply_one_hot(records, type, name, categories):\n",
" for row in records.keys():\n",
" records[row] = {**records[row], **one_hot(records[row][type], name, categories)}\n",
" del records[row][type]\n",
" return records\n",
"\n",
"genres_cat = list(set(itertools.chain(*tuple(catdf.Genre.unique()))))\n",
"language_cat = pd.Series(list(itertools.chain(*catdf.Language))).value_counts()[:30].index\n",
"countries_cat = pd.Series(list(itertools.chain(*catdf.Country))).value_counts()[:30].index\n",
"\n",
"cat = apply_one_hot(cat, 'Genre', 'g_', genres_cat)\n",
"cat = apply_one_hot(cat, 'Country', 'c_', countries_cat)\n",
"cat = apply_one_hot(cat, 'Language', 'l_', language_cat)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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",
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" <th></th>\n",
" <th>Director</th>\n",
" <th>Production</th>\n",
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" <th>c_Argentina</th>\n",
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" <th>l_Turkish</th>\n",
" </tr>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>John Lasseter</td>\n",
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" <td>G</td>\n",
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" <td>Howard Deutch</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>Forest Whitaker</td>\n",
" <td>Twentieth Century Fox Home Entertainment</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Charles Shyer</td>\n",
" <td>Disney</td>\n",
" <td>PG</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <th>6</th>\n",
" <td>Michael Mann</td>\n",
" <td>Warner Bros.</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>7</th>\n",
" <td>Sydney Pollack</td>\n",
" <td>Paramount</td>\n",
" <td>PG</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>8</th>\n",
" <td>Peter Hewitt</td>\n",
" <td>Buena Vista</td>\n",
" <td>PG</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>Peter Hyams</td>\n",
" <td>MCA Universal Home Video</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
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" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Martin Campbell</td>\n",
" <td>MGM/UA</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Rob Reiner</td>\n",
" <td>Columbia Pictures</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>12</th>\n",
" <td>Mel Brooks</td>\n",
" <td>WARNER BROTHERS PICTURES</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <tr>\n",
" <th>13</th>\n",
" <td>Simon Wells</td>\n",
" <td>MCA Universal Home Video</td>\n",
" <td>G</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Oliver Stone</td>\n",
" <td>Buena Vista Pictures</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Renny Harlin</td>\n",
" <td>Live Home Video</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Martin Scorsese</td>\n",
" <td>Universal Pictures</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
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" <tr>\n",
" <th>18</th>\n",
" <td>Allison Anders, Alexandre Rockwell, Robert Rod...</td>\n",
" <td>Miramax Films</td>\n",
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" <td>movie</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Steve Oedekerk</td>\n",
" <td>Warner Home Video</td>\n",
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" <tr>\n",
" <th>20</th>\n",
" <td>Joseph Ruben</td>\n",
" <td>Sony Pictures Home Entertainment</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Barry Sonnenfeld</td>\n",
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" <td>movie</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Jon Amiel</td>\n",
" <td>Warner Home Video</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Richard Donner</td>\n",
" <td>Warner Home Video</td>\n",
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" <td>movie</td>\n",
" <td>False</td>\n",
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" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Victor Salva</td>\n",
" <td>Hollywood Pictures</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Mike Figgis</td>\n",
" <td>United Artists</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Oliver Parker</td>\n",
" <td>Sony Pictures Home Entertainment</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Lesli Linka Glatter</td>\n",
" <td>New Line Home Entertainment</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Roger Michell</td>\n",
" <td>Sony Pictures Home Entertainment</td>\n",
" <td>PG</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Marc Caro, Jean-Pierre Jeunet</td>\n",
" <td>Sony Pictures Classics</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Yimou Zhang</td>\n",
" <td>Sony Pictures Home Entertainment</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</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",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131146</th>\n",
" <td>Gerhard Hahn</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131148</th>\n",
" <td>Matthias Schweighöfer</td>\n",
" <td>20th Century Fox</td>\n",
" <td>R</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131150</th>\n",
" <td>Sven Unterwaldt Jr.</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131152</th>\n",
" <td>Joseph Cates</td>\n",
" <td>Magna</td>\n",
" <td>NOT RATED</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131154</th>\n",
" <td>Martin Walz</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131156</th>\n",
" <td>Granz Henman</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131158</th>\n",
" <td>Wolfgang Büld</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131160</th>\n",
" <td>Eric-Emmanuel Schmitt</td>\n",
" <td>Pan Européenne Production</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131162</th>\n",
" <td>David Menkes</td>\n",
" <td>Telemadrid</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131164</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>series</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131166</th>\n",
" <td>-</td>\n",
" <td>-</td>\n",
" <td>TV-PG</td>\n",
" <td>series</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131168</th>\n",
" <td>Christian Petzold</td>\n",
" <td>IFC Films</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131170</th>\n",
" <td>Christopher Leone</td>\n",
" <td>Fox</td>\n",
" <td>Not Rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131172</th>\n",
" <td>Jafar Panahi, Kambuzia Partovi</td>\n",
" <td>Variance Films</td>\n",
" <td>Not Rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131174</th>\n",
" <td>Mikael Marcimain</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131176</th>\n",
" <td>Susanne Bier</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131180</th>\n",
" <td>Zach Lipovsky</td>\n",
" <td>Sony Pictures Entertainment</td>\n",
" <td>Not Rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131231</th>\n",
" <td>Rob Burke, Ronan Burke</td>\n",
" <td>Juliette films</td>\n",
" <td>Not Rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131237</th>\n",
" <td>Dmitriy Dyachenko</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131239</th>\n",
" <td>Christian Zübert</td>\n",
" <td>Majestic-Filmverleih</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131241</th>\n",
" <td>Marc Rothemund</td>\n",
" <td>Constantin Film</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131243</th>\n",
" <td>Michael Schaack, Toby Genkel(co-director)</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131248</th>\n",
" <td>Ben Gluck</td>\n",
" <td>Walt Disney Home Entertainment</td>\n",
" <td>G</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131250</th>\n",
" <td>Marco Petry</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131252</th>\n",
" <td>Stefan Prehn, Jörg Wagner</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131254</th>\n",
" <td>Granz Henman</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131256</th>\n",
" <td>Matthias Dinter</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131258</th>\n",
" <td>Seok-hoon Lee</td>\n",
" <td>Well Go USA</td>\n",
" <td>Not Rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131260</th>\n",
" <td>Timo Koivusalo</td>\n",
" <td>-</td>\n",
" <td>Not rated</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131262</th>\n",
" <td>Hilary Brougher</td>\n",
" <td>Abramorama Entertainment</td>\n",
" <td>PG-13</td>\n",
" <td>movie</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>...</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>27278 rows × 92 columns</p>\n",
"</div>"
],
"text/plain": [
" Director \\\n",
"1 John Lasseter \n",
"2 Joe Johnston \n",
"3 Howard Deutch \n",
"4 Forest Whitaker \n",
"5 Charles Shyer \n",
"6 Michael Mann \n",
"7 Sydney Pollack \n",
"8 Peter Hewitt \n",
"9 Peter Hyams \n",
"10 Martin Campbell \n",
"11 Rob Reiner \n",
"12 Mel Brooks \n",
"13 Simon Wells \n",
"14 Oliver Stone \n",
"15 Renny Harlin \n",
"16 Martin Scorsese \n",
"17 Ang Lee \n",
"18 Allison Anders, Alexandre Rockwell, Robert Rod... \n",
"19 Steve Oedekerk \n",
"20 Joseph Ruben \n",
"21 Barry Sonnenfeld \n",
"22 Jon Amiel \n",
"23 Richard Donner \n",
"24 Victor Salva \n",
"25 Mike Figgis \n",
"26 Oliver Parker \n",
"27 Lesli Linka Glatter \n",
"28 Roger Michell \n",
"29 Marc Caro, Jean-Pierre Jeunet \n",
"30 Yimou Zhang \n",
"... ... \n",
"131146 Gerhard Hahn \n",
"131148 Matthias Schweighöfer \n",
"131150 Sven Unterwaldt Jr. \n",
"131152 Joseph Cates \n",
"131154 Martin Walz \n",
"131156 Granz Henman \n",
"131158 Wolfgang Büld \n",
"131160 Eric-Emmanuel Schmitt \n",
"131162 David Menkes \n",
"131164 - \n",
"131166 - \n",
"131168 Christian Petzold \n",
"131170 Christopher Leone \n",
"131172 Jafar Panahi, Kambuzia Partovi \n",
"131174 Mikael Marcimain \n",
"131176 Susanne Bier \n",
"131180 Zach Lipovsky \n",
"131231 Rob Burke, Ronan Burke \n",
"131237 Dmitriy Dyachenko \n",
"131239 Christian Zübert \n",
"131241 Marc Rothemund \n",
"131243 Michael Schaack, Toby Genkel(co-director) \n",
"131248 Ben Gluck \n",
"131250 Marco Petry \n",
"131252 Stefan Prehn, Jörg Wagner \n",
"131254 Granz Henman \n",
"131256 Matthias Dinter \n",
"131258 Seok-hoon Lee \n",
"131260 Timo Koivusalo \n",
"131262 Hilary Brougher \n",
"\n",
" Production Rated Type \\\n",
"1 Buena Vista G movie \n",
"2 Sony Pictures Home Entertainment PG movie \n",
"3 Warner Home Video PG-13 movie \n",
"4 Twentieth Century Fox Home Entertainment R movie \n",
"5 Disney PG movie \n",
"6 Warner Bros. R movie \n",
"7 Paramount PG movie \n",
"8 Buena Vista PG movie \n",
"9 MCA Universal Home Video R movie \n",
"10 MGM/UA PG-13 movie \n",
"11 Columbia Pictures PG-13 movie \n",
"12 WARNER BROTHERS PICTURES PG-13 movie \n",
"13 MCA Universal Home Video G movie \n",
"14 Buena Vista Pictures R movie \n",
"15 Live Home Video PG-13 movie \n",
"16 Universal Pictures R movie \n",
"17 Columbia Pictures PG movie \n",
"18 Miramax Films R movie \n",
"19 Warner Home Video PG-13 movie \n",
"20 Sony Pictures Home Entertainment R movie \n",
"21 MGM R movie \n",
"22 Warner Home Video R movie \n",
"23 Warner Home Video R movie \n",
"24 Hollywood Pictures PG-13 movie \n",
"25 United Artists R movie \n",
"26 Sony Pictures Home Entertainment R movie \n",
"27 New Line Home Entertainment PG-13 movie \n",
"28 Sony Pictures Home Entertainment PG movie \n",
"29 Sony Pictures Classics R movie \n",
"30 Sony Pictures Home Entertainment R movie \n",
"... ... ... ... \n",
"131146 - Not rated movie \n",
"131148 20th Century Fox R movie \n",
"131150 - Not rated movie \n",
"131152 Magna NOT RATED movie \n",
"131154 - Not rated movie \n",
"131156 - Not rated movie \n",
"131158 - Not rated movie \n",
"131160 Pan Européenne Production Not rated movie \n",
"131162 Telemadrid Not rated movie \n",
"131164 - Not rated series \n",
"131166 - TV-PG series \n",
"131168 IFC Films PG-13 movie \n",
"131170 Fox Not Rated movie \n",
"131172 Variance Films Not Rated movie \n",
"131174 - Not rated movie \n",
"131176 - Not rated movie \n",
"131180 Sony Pictures Entertainment Not Rated movie \n",
"131231 Juliette films Not Rated movie \n",
"131237 - Not rated movie \n",
"131239 Majestic-Filmverleih Not rated movie \n",
"131241 Constantin Film Not rated movie \n",
"131243 - Not rated movie \n",
"131248 Walt Disney Home Entertainment G movie \n",
"131250 - Not rated movie \n",
"131252 - Not rated movie \n",
"131254 - Not rated movie \n",
"131256 - Not rated movie \n",
"131258 Well Go USA Not Rated movie \n",
"131260 - Not rated movie \n",
"131262 Abramorama Entertainment PG-13 movie \n",
"\n",
" c_Argentina c_Australia c_Austria c_Belgium c_Brazil c_Canada ... \\\n",
"1 False False False False False False ... \n",
"2 False False False False False False ... \n",
"3 False False False False False False ... \n",
"4 False False False False False False ... \n",
"5 False False False False False False ... \n",
"6 False False False False False False ... \n",
"7 False False False False False False ... \n",
"8 False False False False False False ... \n",
"9 False False False False False False ... \n",
"10 False False False False False False ... \n",
"11 False False False False False False ... \n",
"12 False False False False False False ... \n",
"13 False False False False False False ... \n",
"14 False False False False False False ... \n",
"15 False False False False False False ... \n",
"16 False False False False False False ... \n",
"17 False False False False False False ... \n",
"18 False False False False False False ... \n",
"19 False False False False False False ... \n",
"20 False False False False False False ... \n",
"21 False False False False False False ... \n",
"22 False False False False False False ... \n",
"23 False False False False False False ... \n",
"24 False False False False False False ... \n",
"25 False False False False False False ... \n",
"26 False False False False False False ... \n",
"27 False False False False False False ... \n",
"28 False False False False False False ... \n",
"29 False False False True False False ... \n",
"30 False False False False False False ... \n",
"... ... ... ... ... ... ... ... \n",
"131146 False False False False False False ... \n",
"131148 False False False False False False ... \n",
"131150 False False False False False False ... \n",
"131152 False False False False False False ... \n",
"131154 False False False False False False ... \n",
"131156 False False False False False False ... \n",
"131158 False False False False False False ... \n",
"131160 False False False True False True ... \n",
"131162 False False False False False False ... \n",
"131164 False False False False False False ... \n",
"131166 False False False False False False ... \n",
"131168 False False False False False False ... \n",
"131170 False False False False False False ... \n",
"131172 False False False False False False ... \n",
"131174 False False False False False False ... \n",
"131176 False False False False False False ... \n",
"131180 False False False False False False ... \n",
"131231 False False False False False False ... \n",
"131237 False False False False False False ... \n",
"131239 False False False False False False ... \n",
"131241 False False False False False False ... \n",
"131243 False False False False False False ... \n",
"131248 False False False False False False ... \n",
"131250 False False False False False False ... \n",
"131252 False False False False False False ... \n",
"131254 False False False False False False ... \n",
"131256 False False False False False False ... \n",
"131258 False False False False False False ... \n",
"131260 False False False False False False ... \n",
"131262 False False False False False False ... \n",
"\n",
" l_Norwegian l_Persian l_Polish l_Portuguese l_Romanian l_Russian \\\n",
"1 False False False False False False \n",
"2 False False False False False False \n",
"3 False False False False False False \n",
"4 False False False False False False \n",
"5 False False False False False False \n",
"6 False False False False False False \n",
"7 False False False False False False \n",
"8 False False False False False False \n",
"9 False False False False False False \n",
"10 False False False False False True \n",
"11 False False False False False False \n",
"12 False False False False False False \n",
"13 False False False False False False \n",
"14 False False False False False True \n",
"15 False False False False False False \n",
"16 False False False False False False \n",
"17 False False False False False False \n",
"18 False False False False False False \n",
"19 False False False False False False \n",
"20 False False False False False False \n",
"21 False False False False False False \n",
"22 False False False False False False \n",
"23 False False False False False False \n",
"24 False False False False False False \n",
"25 False False False False False True \n",
"26 False False False False False False \n",
"27 False False False False False False \n",
"28 False False False False False False \n",
"29 False False False False False False \n",
"30 False False False False False False \n",
"... ... ... ... ... ... ... \n",
"131146 False False False False False False \n",
"131148 False False False False False False \n",
"131150 False False False False False False \n",
"131152 False False False False False False \n",
"131154 False False False False False False \n",
"131156 False False False False False False \n",
"131158 False False False False False False \n",
"131160 False False False False False False \n",
"131162 False False False False False False \n",
"131164 False False False False False False \n",
"131166 False False False False False False \n",
"131168 False False False False False False \n",
"131170 False False False False False False \n",
"131172 False True False False False False \n",
"131174 False False False False False False \n",
"131176 False False False False False False \n",
"131180 False False False False False False \n",
"131231 False False False False False False \n",
"131237 False False False False False True \n",
"131239 False False False False False False \n",
"131241 False False False False False False \n",
"131243 False False False False False False \n",
"131248 False False False False False False \n",
"131250 False False False False False False \n",
"131252 False False False False False False \n",
"131254 False False False False False False \n",
"131256 False False False False False False \n",
"131258 False False False False False False \n",
"131260 False False False False False False \n",
"131262 False False False False False False \n",
"\n",
" l_Spanish l_Swedish l_Thai l_Turkish \n",
"1 False False False False \n",
"2 False False False False \n",
"3 False False False False \n",
"4 False False False False \n",
"5 False False False False \n",
"6 True False False False \n",
"7 False False False False \n",
"8 False False False False \n",
"9 False False False False \n",
"10 True False False False \n",
"11 True False False False \n",
"12 False False False False \n",
"13 False False False False \n",
"14 False False False False \n",
"15 False False False False \n",
"16 False False False False \n",
"17 False False False False \n",
"18 False False False False \n",
"19 False False False False \n",
"20 False False False False \n",
"21 False False False False \n",
"22 False False False False \n",
"23 True False False False \n",
"24 False False False False \n",
"25 False False False False \n",
"26 False False False False \n",
"27 False False False False \n",
"28 False False False False \n",
"29 False False False False \n",
"30 False False False False \n",
"... ... ... ... ... \n",
"131146 False False False False \n",
"131148 False False False True \n",
"131150 False False False False \n",
"131152 False False False False \n",
"131154 False False False False \n",
"131156 False False False False \n",
"131158 False False False True \n",
"131160 False False False False \n",
"131162 True False False False \n",
"131164 False False False False \n",
"131166 False False False False \n",
"131168 False False False False \n",
"131170 False False False False \n",
"131172 False False False False \n",
"131174 False True False False \n",
"131176 False True False False \n",
"131180 False False False False \n",
"131231 False False False False \n",
"131237 False False False False \n",
"131239 False False False True \n",
"131241 False False False False \n",
"131243 False False False False \n",
"131248 False False False False \n",
"131250 False False False False \n",
"131252 False False False False \n",
"131254 False False False False \n",
"131256 False False False False \n",
"131258 False False False False \n",
"131260 False False False False \n",
"131262 False False False False \n",
"\n",
"[27278 rows x 92 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"catdf = pd.DataFrame.from_dict(cat).T\n",
"catdf.Rated = catdf.Rated.fillna('Not rated')\n",
"catdf.Rated[catdf.Rated == 'N/A'] = 'Not rated'\n",
"catdf.Production.fillna('-')\n",
"catdf.Production[catdf.Production == 'N/A'] = '-'\n",
"catdf.Production[catdf.Production == 'NaN'] = '-'\n",
"catdf.Production[catdf.Production.isna()] = '-'\n",
"catdf.Director.fillna('-')\n",
"catdf.Director[catdf.Director == 'N/A'] = '-'\n",
"catdf"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"mca = prince.MCA(\n",
" n_components=16,\n",
" n_iter=20,\n",
" copy=True,\n",
" check_input=True,\n",
" engine='auto',\n",
")\n",
"mca = mca.fit(catdf)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"ax = mca.plot_coordinates(\n",
" X=catdf,\n",
" ax=None,\n",
" figsize=(6, 6),\n",
" show_row_points=True,\n",
" row_points_size=10,\n",
" show_row_labels=False,\n",
" show_column_points=True,\n",
" column_points_size=30,\n",
" show_column_labels=False,\n",
" legend_n_cols=1\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"172.20652173913044"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mca.total_inertia_"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[0.00031004349235490096,\n",
" 0.00024407550680482484,\n",
" 0.00024224621326650363,\n",
" 0.00022814856784999016,\n",
" 0.00021930476271940562,\n",
" 0.00021304027854409944,\n",
" 0.0002072674142380232,\n",
" 0.000199432892496279,\n",
" 0.00019403973358031934,\n",
" 0.0001918116400945375,\n",
" 0.00018776010984336986,\n",
" 0.00018602847102141027,\n",
" 0.0001828780979726546,\n",
" 0.00017723680151436515,\n",
" 0.00017292846804856357,\n",
" 0.00017174537602483142]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mca.explained_inertia_"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"transformed = mca.transform(catdf)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" <th>11</th>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <th>14</th>\n",
" <th>15</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.315033</td>\n",
" <td>0.887990</td>\n",
" <td>-0.270987</td>\n",
" <td>-0.325338</td>\n",
" <td>-0.127576</td>\n",
" <td>0.127343</td>\n",
" <td>-0.350190</td>\n",
" <td>0.133135</td>\n",
" <td>0.040275</td>\n",
" <td>-0.037793</td>\n",
" <td>0.218587</td>\n",
" <td>-0.143559</td>\n",
" <td>-0.030916</td>\n",
" <td>0.082654</td>\n",
" <td>-0.024376</td>\n",
" <td>-0.007475</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.232859</td>\n",
" <td>0.302867</td>\n",
" <td>-0.093848</td>\n",
" <td>-0.123506</td>\n",
" <td>-0.081838</td>\n",
" <td>0.144027</td>\n",
" <td>-0.220983</td>\n",
" <td>0.054143</td>\n",
" <td>0.068112</td>\n",
" <td>-0.010963</td>\n",
" <td>0.071377</td>\n",
" <td>-0.050882</td>\n",
" <td>-0.082761</td>\n",
" <td>-0.034340</td>\n",
" <td>-0.048776</td>\n",
" <td>0.009969</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.113806</td>\n",
" <td>-0.092889</td>\n",
" <td>-0.069016</td>\n",
" <td>-0.066530</td>\n",
" <td>-0.002579</td>\n",
" <td>-0.008651</td>\n",
" <td>-0.137804</td>\n",
" <td>0.046271</td>\n",
" <td>0.092878</td>\n",
" <td>0.023162</td>\n",
" <td>-0.084194</td>\n",
" <td>0.000369</td>\n",
" <td>-0.008009</td>\n",
" <td>0.075603</td>\n",
" <td>-0.067614</td>\n",
" <td>0.005408</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.162537</td>\n",
" <td>-0.096028</td>\n",
" <td>-0.038393</td>\n",
" <td>0.023750</td>\n",
" <td>0.040468</td>\n",
" <td>-0.036200</td>\n",
" <td>-0.083324</td>\n",
" <td>0.056271</td>\n",
" <td>0.104728</td>\n",
" <td>0.006673</td>\n",
" <td>-0.104419</td>\n",
" <td>0.042681</td>\n",
" <td>0.035876</td>\n",
" <td>-0.052178</td>\n",
" <td>0.102436</td>\n",
" <td>-0.011493</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>-0.247296</td>\n",
" <td>0.198796</td>\n",
" <td>-0.150033</td>\n",
" <td>-0.083669</td>\n",
" <td>0.018020</td>\n",
" <td>-0.028111</td>\n",
" <td>-0.229754</td>\n",
" <td>0.093666</td>\n",
" <td>0.112904</td>\n",
" <td>-0.011536</td>\n",
" <td>-0.006166</td>\n",
" <td>0.014937</td>\n",
" <td>0.018378</td>\n",
" <td>-0.029215</td>\n",
" <td>0.023968</td>\n",
" <td>-0.037082</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 \\\n",
"1 -0.315033 0.887990 -0.270987 -0.325338 -0.127576 0.127343 -0.350190 \n",
"2 -0.232859 0.302867 -0.093848 -0.123506 -0.081838 0.144027 -0.220983 \n",
"3 -0.113806 -0.092889 -0.069016 -0.066530 -0.002579 -0.008651 -0.137804 \n",
"4 -0.162537 -0.096028 -0.038393 0.023750 0.040468 -0.036200 -0.083324 \n",
"5 -0.247296 0.198796 -0.150033 -0.083669 0.018020 -0.028111 -0.229754 \n",
"\n",
" 7 8 9 10 11 12 13 \\\n",
"1 0.133135 0.040275 -0.037793 0.218587 -0.143559 -0.030916 0.082654 \n",
"2 0.054143 0.068112 -0.010963 0.071377 -0.050882 -0.082761 -0.034340 \n",
"3 0.046271 0.092878 0.023162 -0.084194 0.000369 -0.008009 0.075603 \n",
"4 0.056271 0.104728 0.006673 -0.104419 0.042681 0.035876 -0.052178 \n",
"5 0.093666 0.112904 -0.011536 -0.006166 0.014937 0.018378 -0.029215 \n",
"\n",
" 14 15 \n",
"1 -0.024376 -0.007475 \n",
"2 -0.048776 0.009969 \n",
"3 -0.067614 0.005408 \n",
"4 0.102436 -0.011493 \n",
"5 0.023968 -0.037082 "
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"transformed.head()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"transformed.to_csv('../../../../data/engineering/mca.csv', index=True, index_label='idx')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Probabilistic PCA with missing data"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"import json\n",
"import pandas as pd\n",
"# ! pip install ppca\n",
"import ppca\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"omdb = json.load(open(\"../../../../data/parsed/omdb.json\", \"r\") )\n",
"tmdb = json.load(open(\"../../../../data/parsed/tmdb.json\", \"r\") )"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"numerical = {\n",
" 'omdb': ['Year', 'Ratings', 'Metascore', 'imdbRating', 'imdbVotes'],\n",
" 'tmdb': ['budget', 'popularity', 'revenue', 'runtime', 'vote_average', 'vote_count']\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"def apply_numerical(records, type, take):\n",
" res = {i: {} for i in records.keys()}\n",
" for row in records.keys():\n",
" for col in records[row][type].keys():\n",
" if col in take:\n",
" res[row][col] = records[row][type][col]\n",
" return res\n",
"\n",
"def apply_ratings(records):\n",
" res = records.copy()\n",
" for i in res.keys():\n",
" for rating in res[i]['Ratings']:\n",
" res[i]['r ' + rating['Source']] = rating['Value']\n",
" del res[i]['Ratings']\n",
" return res"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"numo = apply_numerical(omdb, 'omdb', numerical['omdb'])\n",
"numt = apply_numerical(tmdb, 'tmdb', numerical['tmdb'])\n",
"num = dict([(i, {**numo[i], **numt[i]}) for i in numo.keys()])\n",
"num = apply_ratings(num)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/dev/anaconda3/lib/python3.7/site-packages/pandas/core/indexing.py:190: SettingWithCopyWarning: \n",
"A value is trying to be set on a copy of a slice from a DataFrame\n",
"\n",
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
" self._setitem_with_indexer(indexer, value)\n"
]
}
],
"source": [
"numdf = pd.DataFrame.from_dict(num).T\n",
"for col in numdf.columns:\n",
" numdf[col].loc[numdf[col] == 'N/A'] = np.nan\n",
"numdf['budget'] = numdf['budget'].replace(to_replace=0, value=np.nan)\n",
"numdf['r Internet Movie Database'].loc[numdf['r Internet Movie Database'].notnull()] = \\\n",
"numdf['r Internet Movie Database'].loc[numdf['r Internet Movie Database'].notnull()].apply(lambda x: x.split('/')[0])\n",
"numdf['r Metacritic'].loc[numdf['r Metacritic'].notnull()] = \\\n",
"numdf['r Metacritic'].loc[numdf['r Metacritic'].notnull()].apply(lambda x: int(x.split('/')[0]))\n",
"numdf['r Rotten Tomatoes'].loc[numdf['r Rotten Tomatoes'].notnull()] = \\\n",
"numdf['r Rotten Tomatoes'].loc[numdf['r Rotten Tomatoes'].notnull()].apply(lambda x: float(x.replace('%', '')))\n",
"numdf['revenue'] = numdf['revenue'].replace(to_replace=0, value=np.nan)\n",
"numdf['Year'].loc[numdf['Year'].notnull()] = numdf['Year'].loc[numdf['Year'].notnull()].apply(lambda x: int(x.replace('–', '')[0]))\n",
"numdf['imdbVotes'].loc[numdf['imdbVotes'].notnull()] = numdf['imdbVotes'].loc[numdf['imdbVotes'].notnull()].apply(lambda x: int(x.replace(',', ''))) "
]
},
{
"cell_type": "code",
"execution_count": 24,
"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>Metascore</th>\n",
" <th>Year</th>\n",
" <th>budget</th>\n",
" <th>imdbRating</th>\n",
" <th>imdbVotes</th>\n",
" <th>popularity</th>\n",
" <th>r Internet Movie Database</th>\n",
" <th>r Metacritic</th>\n",
" <th>r Rotten Tomatoes</th>\n",
" <th>revenue</th>\n",
" <th>runtime</th>\n",
" <th>vote_average</th>\n",
" <th>vote_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>95</td>\n",
" <td>1</td>\n",
" <td>30000000.0</td>\n",
" <td>8.3</td>\n",
" <td>810875</td>\n",
" <td>29.3</td>\n",
" <td>8.3</td>\n",
" <td>95</td>\n",
" <td>100</td>\n",
" <td>373554033.0</td>\n",
" <td>81</td>\n",
" <td>7.9</td>\n",
" <td>10896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>39</td>\n",
" <td>1</td>\n",
" <td>65000000.0</td>\n",
" <td>7.0</td>\n",
" <td>274701</td>\n",
" <td>5.882</td>\n",
" <td>7.0</td>\n",
" <td>39</td>\n",
" <td>54</td>\n",
" <td>262797249.0</td>\n",
" <td>104</td>\n",
" <td>7.2</td>\n",
" <td>6263</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>46</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>6.6</td>\n",
" <td>22581</td>\n",
" <td>8.321</td>\n",
" <td>6.6</td>\n",
" <td>46</td>\n",
" <td>17</td>\n",
" <td>NaN</td>\n",
" <td>101</td>\n",
" <td>6.6</td>\n",
" <td>166</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>1</td>\n",
" <td>16000000.0</td>\n",
" <td>5.9</td>\n",
" <td>8833</td>\n",
" <td>5.554</td>\n",
" <td>5.9</td>\n",
" <td>NaN</td>\n",
" <td>56</td>\n",
" <td>81452156.0</td>\n",
" <td>127</td>\n",
" <td>6.1</td>\n",
" <td>61</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>49</td>\n",
" <td>1</td>\n",
" <td>NaN</td>\n",
" <td>6.0</td>\n",
" <td>31738</td>\n",
" <td>10.859</td>\n",
" <td>6.0</td>\n",
" <td>49</td>\n",
" <td>48</td>\n",
" <td>76578911.0</td>\n",
" <td>106</td>\n",
" <td>6.1</td>\n",
" <td>332</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Metascore Year budget imdbRating imdbVotes popularity \\\n",
"1 95 1 30000000.0 8.3 810875 29.3 \n",
"2 39 1 65000000.0 7.0 274701 5.882 \n",
"3 46 1 NaN 6.6 22581 8.321 \n",
"4 NaN 1 16000000.0 5.9 8833 5.554 \n",
"5 49 1 NaN 6.0 31738 10.859 \n",
"\n",
" r Internet Movie Database r Metacritic r Rotten Tomatoes revenue \\\n",
"1 8.3 95 100 373554033.0 \n",
"2 7.0 39 54 262797249.0 \n",
"3 6.6 46 17 NaN \n",
"4 5.9 NaN 56 81452156.0 \n",
"5 6.0 49 48 76578911.0 \n",
"\n",
" runtime vote_average vote_count \n",
"1 81 7.9 10896 \n",
"2 104 7.2 6263 \n",
"3 101 6.6 166 \n",
"4 127 6.1 61 \n",
"5 106 6.1 332 "
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"numdf.head()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0\n",
"0.41005684174738144\n",
"0.2324617520036919\n",
"0.0857667976041836\n",
"0.022545972381646018\n",
"0.0015108708361569745\n",
"0.0032686347458421583\n",
"0.0031287822969590096\n",
"0.0018176956559194934\n",
"0.0005005760755345534\n",
"0.00050488347032418\n",
"0.001157858342654916\n",
"0.0015101342558477837\n",
"0.0016388741767462411\n",
"0.001618030083341604\n",
"0.001507341873176249\n",
"0.0013503707715412094\n",
"0.0011765120711065835\n",
"0.0010041854780884485\n",
"0.0008439240065923892\n",
"0.000700912173653534\n",
"0.0005769019724580771\n",
"0.00047157999742220014\n",
"0.0003834992299667217\n",
"0.0003106864478251703\n",
"0.00025101871010535515\n",
"0.00020244176625461296\n",
"0.0001630843372523172\n",
"0.00013130664815441673\n",
"0.00010570956166489065\n",
"8.512178605601939e-05\n"
]
},
{
"data": {
"text/plain": [
"array([0.41611336, 0.67291073, 0.76276352, 0.84822885, 0.89925732,\n",
" 0.93159397, 0.95743344, 0.97933814])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from ppca import PPCA\n",
"ppca = PPCA()\n",
"ppca.fit(data=numdf.values.astype(float), d=16, verbose=True)\n",
"ppca.var_exp"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"transformed = ppca.transform()\n",
"transformed = pd.DataFrame(transformed)\n",
"transformed['idx'] = pd.Series(list(omdb.keys()))\n",
"transformed = transformed.set_index('idx')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"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>0</th>\n",
" <th>1</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" </tr>\n",
" <tr>\n",
" <th>idx</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>7.453023</td>\n",
" <td>12.545716</td>\n",
" <td>1.467194</td>\n",
" <td>4.227465</td>\n",
" <td>1.540035</td>\n",
" <td>-1.580889</td>\n",
" <td>0.639599</td>\n",
" <td>2.645455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.175436</td>\n",
" <td>5.429367</td>\n",
" <td>1.257749</td>\n",
" <td>1.385512</td>\n",
" <td>1.000995</td>\n",
" <td>-2.348487</td>\n",
" <td>-2.097918</td>\n",
" <td>-0.272368</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.785902</td>\n",
" <td>0.535021</td>\n",
" <td>1.054240</td>\n",
" <td>-0.004152</td>\n",
" <td>-0.864204</td>\n",
" <td>0.654745</td>\n",
" <td>-1.207935</td>\n",
" <td>-0.033078</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.678476</td>\n",
" <td>0.010564</td>\n",
" <td>1.269226</td>\n",
" <td>-0.804065</td>\n",
" <td>-0.233536</td>\n",
" <td>-0.128752</td>\n",
" <td>0.253623</td>\n",
" <td>0.050056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>-0.754033</td>\n",
" <td>0.916318</td>\n",
" <td>1.173397</td>\n",
" <td>-0.018318</td>\n",
" <td>-0.737318</td>\n",
" <td>0.722608</td>\n",
" <td>0.117330</td>\n",
" <td>-0.078719</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" 0 1 2 3 4 5 6 \\\n",
"idx \n",
"1 7.453023 12.545716 1.467194 4.227465 1.540035 -1.580889 0.639599 \n",
"2 1.175436 5.429367 1.257749 1.385512 1.000995 -2.348487 -2.097918 \n",
"3 -0.785902 0.535021 1.054240 -0.004152 -0.864204 0.654745 -1.207935 \n",
"4 -0.678476 0.010564 1.269226 -0.804065 -0.233536 -0.128752 0.253623 \n",
"5 -0.754033 0.916318 1.173397 -0.018318 -0.737318 0.722608 0.117330 \n",
"\n",
" 7 \n",
"idx \n",
"1 2.645455 \n",
"2 -0.272368 \n",
"3 -0.033078 \n",
"4 0.050056 \n",
"5 -0.078719 "
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"transformed.head()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"transformed.to_csv('../../../../data/engineering/pca.csv', index=True, index_label='idx')"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x1152 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Bonus: Prince's PCA visualization\n",
"# Unfortunately, Prince does not work with missing data\n",
"# So you need to use PCA Magic instead"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# UMAP: Uniform Manifold Approximation and Projection\n",
"P.S. As for now, I am using this as a proof of concept for numerical feature visualization\n",
"\n",
"It does not support NaN values, hence my main focus for numerics is Probabilistic PCA"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"# Get Rid of NaNs\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn import preprocessing\n",
"imputer = SimpleImputer(missing_values=np.nan, strategy='mean')\n",
"numdf = numdf.astype(float)\n",
"imputer = imputer.fit(numdf)\n",
"numdf = imputer.transform(numdf)"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [],
"source": [
"# pretty colors\n",
"color = []\n",
"for row in tmdb.keys():\n",
" genres = tmdb[row]['tmdb'].get('genres', False)\n",
" if genres:\n",
" color.append(genres[0]['id'])\n",
" else:\n",
" color.append('0')\n",
"le = preprocessing.LabelEncoder()\n",
"color = le.fit_transform(color)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"\n",
"import umap\n",
"embedding = umap.UMAP(n_neighbors=100, min_dist=0.3).fit_transform(numdf)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import matplotlib.cm as cm\n",
"%matplotlib inline\n",
"sns.set(context=\"paper\", style=\"white\")\n",
"\n",
"\n",
"# color = cm.rainbow(color)\n",
"fig, ax = plt.subplots(figsize=(12, 10))\n",
"plt.scatter(\n",
" embedding[:, 0], embedding[:, 1], c=color, cmap=\"Spectral\", s=0.1\n",
")\n",
"plt.setp(ax, xticks=[], yticks=[])\n",
"plt.title(\"2d umap Embeddings\", fontsize=18)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.3"
}
},
"nbformat": 4,
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