retrieve_critics_rating.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import re\n",
    "import requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_path = r'../data'\n",
    "file_path = os.path.join(data_path, 'train.csv')\n",
    "df = pd.read_csv(file_path, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_critics_rating(title):\n",
    "    print ('Sending request for %s' % title)\n",
    "    r = requests.get(r\"http://api.marcalencc.com/metacritic/movie/{0}\".format(title))\n",
    "    if r.status_code == 200:\n",
    "        try:\n",
    "            rating = r.json()[0]['Rating']\n",
    "            return rating['CriticRating']/10, rating['CriticReviewCount']\n",
    "        except KeyError:\n",
    "            return 0, 0\n",
    "        \n",
    "    return 0, 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request for Avatar\n",
      "Sending request for Pirates-of-the-Caribbean-At-World's-End\n",
      "Sending request for Spectre\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request for Batman-&-Robin\n",
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      "Sending request for Ida\n",
      "Sending request for Timecrimes\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request for Singin'-in-the-Rain\n",
      "Sending request for A-Haunted-House\n",
      "Sending request for Halloween-III-Season-of-the-Witch\n",
      "Sending request for Escape-from-the-Planet-of-the-Apes\n",
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      "Sending request for Before-Sunrise\n",
      "Sending request for Robot-&-Frank\n",
      "Sending request for The-Spectacular-Now\n",
      "Sending request for Eye-of-the-Dolphin\n",
      "Sending request for Sleep-Dealer\n",
      "Sending request for Super\n",
      "Sending request for Get-on-the-Bus\n",
      "Sending request for Idiocracy\n",
      "Sending request for This-Is-England\n",
      "Sending request for Bathing-Beauty\n",
      "Sending request for Show-Boat\n",
      "Sending request for Fantasia\n",
      "Sending request for Friday-the-13th-Part-III\n",
      "Sending request for Friday-the-13th-A-New-Beginning\n",
      "Sending request for The-Valley-of-Decision\n",
      "Sending request for The-Best-Years-of-Our-Lives\n",
      "Sending request for Mi-America\n",
      "Sending request for [REC]\n",
      "Sending request for From-Russia-with-Love\n",
      "Sending request for Sleeper\n",
      "Sending request for It-Follows\n",
      "Sending request for Everything-You-Always-Wanted-to-Know-About-Sex-*But-Were-Afraid-to-Ask\n",
      "Sending request for To-Kill-a-Mockingbird\n",
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      "Sending request for Courageous\n",
      "Sending request for The-Hustler\n",
      "Sending request for Boom-Town\n",
      "Sending request for The-Triplets-of-Belleville\n",
      "Sending request for Before-Sunset\n",
      "Sending request for Amores-perros\n",
      "Sending request for Thirteen\n",
      "Sending request for Gentleman's-Agreement\n",
      "Sending request for Winter's-Bone\n",
      "Sending request for Alexander's-Ragtime-Band\n",
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      "Sending request for Captive\n",
      "Sending request for Full-Frontal\n",
      "Sending request for Shortbus\n",
      "Sending request for Waltz-with-Bashir\n",
      "Sending request for The-Diary-of-a-Teenage-Girl\n",
      "Sending request for The-Virginity-Hit\n",
      "Sending request for Subway\n",
      "Sending request for Six-String-Samurai\n",
      "Sending request for Stonewall\n",
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      "Sending request for Sherrybaby\n",
      "Sending request for Stitches\n",
      "Sending request for Bananas\n",
      "Sending request for Buried\n",
      "Sending request for The-Last-Exorcism\n",
      "Sending request for A-Streetcar-Named-Desire\n",
      "Sending request for Dr.-Strangelove-or-How-I-Learned-to-Stop-Worrying-and-Love-the-Bomb\n",
      "Sending request for Beasts-of-the-Southern-Wild\n",
      "Sending request for Battle-for-the-Planet-of-the-Apes\n",
      "Sending request for Hang-'em-High\n",
      "Sending request for Run-Lola-Run\n",
      "Sending request for May\n",
      "Sending request for Conquest-of-the-Planet-of-the-Apes\n",
      "Sending request for I-Spit-on-Your-Grave\n",
      "Sending request for Happy,-Texas\n",
      "Sending request for The-Lunchbox\n",
      "Sending request for You-Can't-Take-It-With-You\n",
      "Sending request for From-Here-to-Eternity\n",
      "Sending request for She-Wore-a-Yellow-Ribbon\n",
      "Sending request for The-Conversation\n",
      "Sending request for Waitress\n",
      "Sending request for Bloodsport\n",
      "Sending request for Mr.-Smith-Goes-to-Washington\n",
      "Sending request for Kids\n",
      "Sending request for The-Squid-and-the-Whale\n",
      "Sending request for Kissing-Jessica-Stein\n",
      "Sending request for Spellbound\n",
      "Sending request for Insidious\n",
      "Sending request for Repo-Man\n",
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      "Sending request for The-To-Do-List\n",
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      "Sending request for The-Lords-of-Salem\n",
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      "Sending request for Shalako\n",
      "Sending request for Lock,-Stock-and-Two-Smoking-Barrels\n",
      "Sending request for Rebecca\n",
      "Sending request for Friday-the-13th-Part-2\n",
      "Sending request for The-Lost-Weekend\n",
      "Sending request for C.H.U.D.\n",
      "Sending request for Niagara\n",
      "Sending request for How-Green-Was-My-Valley\n",
      "Sending request for Saw\n",
      "Sending request for Super-Troopers\n",
      "Sending request for The-Trouble-with-Harry\n",
      "Sending request for Home-Run\n",
      "Sending request for Reservoir-Dogs\n",
      "Sending request for The-Good,-the-Bad-and-the-Ugly\n",
      "Sending request for Pink-Ribbons,-Inc.\n",
      "Sending request for The-Charge-of-the-Light-Brigade\n",
      "Sending request for Waiting...\n",
      "Sending request for From-a-Whisper-to-a-Scream\n",
      "Sending request for The-Raid\n",
      "Sending request for Casablanca\n",
      "Sending request for Rocky\n",
      "Sending request for Tom-Jones\n",
      "Sending request for Unfriended\n",
      "Sending request for Taxi-Driver\n",
      "Sending request for The-Howling\n",
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      "Sending request for Hellraiser\n",
      "Sending request for God's-Not-Dead-2\n",
      "Sending request for Cry_Wolf\n",
      "Sending request for Godzilla-2000\n",
      "Sending request for Blue-Valentine\n",
      "Sending request for Transamerica\n",
      "Sending request for The-Devil-Inside\n",
      "Sending request for Beyond-the-Valley-of-the-Dolls\n",
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      "Sending request for An-Inconvenient-Truth\n",
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      "Sending request for Charly\n",
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      "Sending request for The-Blair-Witch-Project\n",
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      "Sending request for A-Hard-Day's-Night\n",
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      "Sending request for Conversations-with-Other-Women\n",
      "Sending request for 42nd-Street\n",
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      "Sending request for Death-Race-2000\n",
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      "Sending request for I-Married-a-Strange-Person!\n",
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      "Sending request for A-Fistful-of-Dollars\n",
      "Sending request for She-Done-Him-Wrong\n",
      "Sending request for The-Grace-Card\n",
      "Sending request for Children-of-Heaven\n",
      "Sending request for Weekend\n",
      "Sending request for Another-Earth\n",
      "Sending request for Sweet-Sweetback's-Baadasssss-Song\n",
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      "Sending request for Your-Sister's-Sister\n",
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      "Sending request for Facing-the-Giants\n",
      "Sending request for The-Gallows\n",
      "Sending request for Eraserhead\n",
      "Sending request for Pi\n",
      "Sending request for Super-Size-Me\n",
      "Sending request for Tiny-Furniture\n",
      "Sending request for The-Signal\n",
      "Sending request for Clerks\n",
      "Sending request for Pink-Flamingos\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request for Cure\n",
      "Sending request for Primer\n",
      "Sending request for El-Mariachi\n"
     ]
    }
   ],
   "source": [
    "# Build a request for every title. \n",
    "# First replace .:,& with empty string. Then, replace non letters/digits with a dash\n",
    "titles = df['title'].apply(lambda x: re.sub(\"[^\\w']\", \"-\", re.sub(\"(?:[:.,]|\\s&)\",\"\", x)))\n",
    "ratings = titles.apply(get_critics_rating)\n",
    "\n",
    "df['critics_vote'] = [r[0] for r in ratings]\n",
    "df['critics_count'] = [r[1] for r in ratings]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(file_path, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sending request for Men-in-Black-3\n",
      "Sending request for WALL-E\n",
      "Sending request for GI-Joe-The-Rise-of-Cobra\n",
      "Sending request for Shin-Godzilla\n",
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      "Sending request for GI-Joe-Retaliation\n",
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      "Sending request for RIPD\n",
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      "Sending request for Insurgent\n",
      "Sending request for Allegiant\n",
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      "Sending request for Percy-Jackson-the-Olympians-The-Lightning-Thief\n",
      "Sending request for AI-Artificial-Intelligence\n",
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      "Sending request for Executive-Decision\n",
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      "Sending request for The-Pirates--In-an-Adventure-with-Scientists-\n",
      "Sending request for Chain-Reaction\n",
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      "Sending request for GI-Jane\n",
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    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "zero_title = df[df['critics_vote'] == 0]['title'].apply(lambda x: re.sub(\"[^\\w']\", \"-\", re.sub(\"(?:[:.,]|\\s&)\",\"\", x)))\n",
    "zero_title_rating = zero_title.apply(get_critics_rating)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[zero_title_rating.index, 'critics_vote'] = [r[0] for r in zero_title_rating]\n",
    "df.loc[zero_title_rating.index, 'critics_count'] = [r[1] for r in zero_title_rating]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv(file_path, encoding='utf-8')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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