Learning_TMDB_API.ipynb

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   "attachments": {},
   "cell_type": "markdown",
   "id": "e776c7af",
   "metadata": {},
   "source": [
    "# Learning how to use TheMovieDB API\n",
    "\n",
    "We need lots of movie data and need to extract it from somewhere. We do run into some barriers, we were unable to download all the data at one go, theres a limit to the number of queries (Limited to page less then 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9556b76a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For data processing\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# For API usage\n",
    "import requests as r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eae9922e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# To attract on movie \n",
    "API_KEY = 'b4c353d61e8791dac39e77e69a2c08d3'"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b6ee7337",
   "metadata": {},
   "source": [
    "# Understanding the return data from Movie ID query\n",
    "The API returns a json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bd21e55b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "b'{\"adult\":false,\"backdrop_path\":\"/ss0Os3uWJfQAENILHZUdX8Tt1OC.jpg\",\"belongs_to_collection\":null,\"budget\":25000000,\"genres\":[{\"id\":28,\"name\":\"Action\"},{\"id\":12,\"name\":\"Adventure\"},{\"id\":878,\"name\":\"Science Fiction\"}],\"homepage\":\"https://a24films.com/films/everything-everywhere-all-at-once\",\"id\":545611,\"imdb_id\":\"tt6710474\",\"original_language\":\"en\",\"original_title\":\"Everything Everywhere All at Once\",\"overview\":\"An aging Chinese immigrant is swept up in an insane adventure, where she alone can save what\\'s important to her by connecting with the lives she could have led in other universes.\",\"popularity\":115.419,\"poster_path\":\"/w3LxiVYdWWRvEVdn5RYq6jIqkb1.jpg\",\"production_companies\":[{\"id\":106544,\"logo_path\":\"/psd84iF7PTGrKf4yFOStKj8JbAh.png\",\"name\":\"AGBO\",\"origin_country\":\"US\"},{\"id\":114130,\"logo_path\":\"/sutv3efLKuB4pa9xxb27paUUcJg.png\",\"name\":\"Ley Line Entertainment\",\"origin_country\":\"US\"},{\"id\":161506,\"logo_path\":null,\"name\":\"Year of the Rat Productions\",\"origin_country\":\"\"},{\"id\":173526,\"logo_path\":null,\"name\":\"Hotdog Hands LLC\",\"origin_country\":\"\"},{\"id\":41077,\"logo_path\":\"/1ZXsGaFPgrgS6ZZGS37AqD5uU12.png\",\"name\":\"A24\",\"origin_country\":\"US\"},{\"id\":93105,\"logo_path\":\"/asuzX794BM1gCettTxUoLxGNovd.png\",\"name\":\"IAC Films\",\"origin_country\":\"US\"}],\"production_countries\":[{\"iso_3166_1\":\"US\",\"name\":\"United States of America\"}],\"release_date\":\"2022-03-24\",\"revenue\":139200000,\"runtime\":140,\"spoken_languages\":[{\"english_name\":\"Cantonese\",\"iso_639_1\":\"cn\",\"name\":\"\\xe5\\xb9\\xbf\\xe5\\xb7\\x9e\\xe8\\xaf\\x9d / \\xe5\\xbb\\xa3\\xe5\\xb7\\x9e\\xe8\\xa9\\xb1\"},{\"english_name\":\"Mandarin\",\"iso_639_1\":\"zh\",\"name\":\"\\xe6\\x99\\xae\\xe9\\x80\\x9a\\xe8\\xaf\\x9d\"},{\"english_name\":\"English\",\"iso_639_1\":\"en\",\"name\":\"English\"}],\"status\":\"Released\",\"tagline\":\"The universe is so much bigger than you realize.\",\"title\":\"Everything Everywhere All at Once\",\"video\":false,\"vote_average\":7.855,\"vote_count\":4458}'\n",
      "Everything Everywhere All at Once\n",
      "Average: 7.855\n",
      "Revenue: 139200000\n",
      "Budget: 25000000\n"
     ]
    }
   ],
   "source": [
    "# To attract on movie \n",
    "movie_id = 545611\n",
    "\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}?api_key={API_KEY}&language=en-US')\n",
    "\n",
    "print(resp.content)\n",
    "\n",
    "name = resp.json()['original_title']\n",
    "print(name)\n",
    "\n",
    "voteAverage = resp.json()['vote_average']\n",
    "print(f'Average: {voteAverage}')\n",
    "\n",
    "revenue = resp.json()['revenue']\n",
    "budget = resp.json()['budget']\n",
    "\n",
    "print(f'Revenue: {revenue}')\n",
    "print(f'Budget: {budget}')"
   ]
  },
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   "cell_type": "code",
   "execution_count": 4,
   "id": "e1431025",
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    {
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     ]
    }
   ],
   "source": [
    "# Taking out credits\n",
    "\n",
    "response2 = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key={API_KEY}&language=en-US')\n",
    "\n",
    "print(response2.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "385305f0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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Hartley\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13e9233ad8f0019360293\",\"department\":\"Sound\",\"job\":\"ADR Mixer\"},{\"adult\":false,\"gender\":0,\"id\":2450780,\"known_for_department\":\"Lighting\",\"name\":\"Frederic Fayard\",\"original_name\":\"Frederic Fayard\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b1407c6d97e6001a98336f\",\"department\":\"Lighting\",\"job\":\"Lighting Technician\"},{\"adult\":false,\"gender\":0,\"id\":2518220,\"known_for_department\":\"Production\",\"name\":\"Josh Rudnick\",\"original_name\":\"Josh Rudnick\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"5e28fbf898f1f10014f52ed1\",\"department\":\"Production\",\"job\":\"Executive Producer\"},{\"adult\":false,\"gender\":0,\"id\":2537757,\"known_for_department\":\"Directing\",\"name\":\"Jeff Desom\",\"original_name\":\"Jeff Desom\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"622cc1c7fe077a001c07c964\",\"department\":\"Visual Effects\",\"job\":\"VFX Artist\"},{\"adult\":false,\"gender\":1,\"id\":2578820,\"known_for_department\":\"Art\",\"name\":\"Madelyn Wilkime\",\"original_name\":\"Madelyn Wilkime\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"622cc2137d5f4b006da3f1a8\",\"department\":\"Art\",\"job\":\"Set Decoration Buyer\"},{\"adult\":false,\"gender\":0,\"id\":2601402,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Kevynn Brewer\",\"original_name\":\"Kevynn Brewer\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140bde2ff32001c5e03de\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Costumer\"},{\"adult\":false,\"gender\":0,\"id\":2660148,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Hiro Yada\",\"original_name\":\"Hiro Yada\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13d735800c400424a33f7\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Special Effects Makeup Artist\"},{\"adult\":false,\"gender\":1,\"id\":2693578,\"known_for_department\":\"Production\",\"name\":\"Debe Waisman\",\"original_name\":\"Debe Waisman\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140b4a2423200606ee002\",\"department\":\"Production\",\"job\":\"Extras Casting\"},{\"adult\":false,\"gender\":0,\"id\":2782660,\"known_for_department\":\"Editing\",\"name\":\"Aashish D\\'Mello\",\"original_name\":\"Aashish D\\'Mello\",\"popularity\":0.67,\"profile_path\":null,\"credit_id\":\"61b141257ac8290061922fbe\",\"department\":\"Editing\",\"job\":\"Assistant Editor\"},{\"adult\":false,\"gender\":0,\"id\":2855113,\"known_for_department\":\"Art\",\"name\":\"Hunter Gorton\",\"original_name\":\"Hunter Gorton\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13dc1904f6d001e5dc132\",\"department\":\"Art\",\"job\":\"Set Dresser\"},{\"adult\":false,\"gender\":1,\"id\":2993842,\"known_for_department\":\"Sound\",\"name\":\"Julie Diaz\",\"original_name\":\"Julie Diaz\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13e64f056d50061ca9135\",\"department\":\"Sound\",\"job\":\"ADR Supervisor\"},{\"adult\":false,\"gender\":0,\"id\":3041007,\"known_for_department\":\"Sound\",\"name\":\"Jamison Rabbe\",\"original_name\":\"Jamison Rabbe\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13ec3d4cc8e0091a430bd\",\"department\":\"Sound\",\"job\":\"ADR Mixer\"},{\"adult\":false,\"gender\":2,\"id\":3077363,\"known_for_department\":\"Camera\",\"name\":\"Jonathan Dec\",\"original_name\":\"Jonathan Dec\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b1406af14dad001d2ef845\",\"department\":\"Camera\",\"job\":\"Second Assistant Camera\"},{\"adult\":false,\"gender\":0,\"id\":3083631,\"known_for_department\":\"Production\",\"name\":\"Theresa Steele Page\",\"original_name\":\"Theresa Steele Page\",\"popularity\":0.781,\"profile_path\":null,\"credit_id\":\"61b13d209979d200892f6a0d\",\"department\":\"Production\",\"job\":\"Executive Producer\"},{\"adult\":false,\"gender\":0,\"id\":3127854,\"known_for_department\":\"Production\",\"name\":\"Kelly Stuart\",\"original_name\":\"Kelly Stuart\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b141511e259a008cf1e6a4\",\"department\":\"Production\",\"job\":\"Location Manager\"},{\"adult\":false,\"gender\":0,\"id\":3165943,\"known_for_department\":\"Crew\",\"name\":\"Charlie Bruchez\",\"original_name\":\"Charlie Bruchez\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13f089a64c100604788d9\",\"department\":\"Crew\",\"job\":\"Special Effects Technician\"},{\"adult\":false,\"gender\":0,\"id\":3206680,\"known_for_department\":\"Camera\",\"name\":\"Sylvain Chaux\",\"original_name\":\"Sylvain Chaux\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140435bce9e0091d419ca\",\"department\":\"Camera\",\"job\":\"First Assistant Camera\"},{\"adult\":false,\"gender\":0,\"id\":3226476,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Martha Gretsch\",\"original_name\":\"Martha Gretsch\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140d5d4cc8e0041ff8ed7\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Assistant Costume Designer\"},{\"adult\":false,\"gender\":0,\"id\":3232947,\"known_for_department\":\"Art\",\"name\":\"Lia Burton\",\"original_name\":\"Lia Burton\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13daef14dad001d2ef496\",\"department\":\"Art\",\"job\":\"Set Designer\"},{\"adult\":false,\"gender\":0,\"id\":3241088,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Michael Mahlon Orona\",\"original_name\":\"Michael Mahlon Orona\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13deb1e259a0041245827\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"On Set Dresser\"},{\"adult\":false,\"gender\":1,\"id\":3272243,\"known_for_department\":\"Production\",\"name\":\"Cecilia Chi-ying Lau\",\"original_name\":\"Cecilia Chi-ying Lau\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140a1e2ff3200690daa36\",\"department\":\"Production\",\"job\":\"Casting Assistant\"},{\"adult\":false,\"gender\":0,\"id\":3336177,\"known_for_department\":\"Camera\",\"name\":\"Aaron M. Smith\",\"original_name\":\"Aaron M. Smith\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b1408bd4cc8e001c580c0f\",\"department\":\"Camera\",\"job\":\"\\\\\"B\\\\\" Camera Operator\"},{\"adult\":false,\"gender\":0,\"id\":3341003,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Erin Rosenmann\",\"original_name\":\"Erin Rosenmann\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13d5e68929c006635698d\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Key Makeup Artist\"},{\"adult\":false,\"gender\":0,\"id\":3341004,\"known_for_department\":\"Art\",\"name\":\"Sierra Harbison\",\"original_name\":\"Sierra Harbison\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13dcdaf85de0043674c99\",\"department\":\"Art\",\"job\":\"Set Dresser\"},{\"adult\":false,\"gender\":0,\"id\":3341005,\"known_for_department\":\"Art\",\"name\":\"Ian Lapidus\",\"original_name\":\"Ian Lapidus\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13dd7af85de0043674ca7\",\"department\":\"Art\",\"job\":\"Set Dresser\"},{\"adult\":false,\"gender\":0,\"id\":3341006,\"known_for_department\":\"Art\",\"name\":\"Michelle Peters\",\"original_name\":\"Michelle Peters\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13e2933ad8f0040993d61\",\"department\":\"Art\",\"job\":\"Graphic Designer\"},{\"adult\":false,\"gender\":0,\"id\":3341007,\"known_for_department\":\"Art\",\"name\":\"Anne Stericker\",\"original_name\":\"Anne Stericker\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13e35af3da60095837d5f\",\"department\":\"Art\",\"job\":\"Set Decoration Buyer\"},{\"adult\":false,\"gender\":0,\"id\":3341008,\"known_for_department\":\"Crew\",\"name\":\"Jonathan Kombrinck\",\"original_name\":\"Jonathan Kombrinck\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13f1eaf3da600198dbefc\",\"department\":\"Crew\",\"job\":\"Special Effects Coordinator\"},{\"adult\":false,\"gender\":0,\"id\":3341013,\"known_for_department\":\"Crew\",\"name\":\"Chelsey Goldsmith\",\"original_name\":\"Chelsey Goldsmith\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b13fa31684f70042a469cc\",\"department\":\"Crew\",\"job\":\"Utility Stunts\"},{\"adult\":false,\"gender\":0,\"id\":3341015,\"known_for_department\":\"Crew\",\"name\":\"Gemma Nguyen\",\"original_name\":\"Gemma Nguyen\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b14004da9ef2008dad880b\",\"department\":\"Crew\",\"job\":\"Stunt Double\"},{\"adult\":false,\"gender\":0,\"id\":3341019,\"known_for_department\":\"Camera\",\"name\":\"Brian Tebbets\",\"original_name\":\"Brian Tebbets\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b1409668929c0066356e6b\",\"department\":\"Camera\",\"job\":\"Grip\"},{\"adult\":false,\"gender\":0,\"id\":3341021,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Kristina Selby\",\"original_name\":\"Kristina Selby\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b140f276eecf001929fe0d\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Set Costumer\"},{\"adult\":false,\"gender\":0,\"id\":3341023,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Andrea Tsanas\",\"original_name\":\"Andrea Tsanas\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b14107326ec100413a0a9a\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Set Costumer\"},{\"adult\":false,\"gender\":0,\"id\":3341032,\"known_for_department\":\"Production\",\"name\":\"Shannon Ayers\",\"original_name\":\"Shannon Ayers\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b141fe35c30a0060772470\",\"department\":\"Production\",\"job\":\"Production Coordinator\"},{\"adult\":false,\"gender\":0,\"id\":3341033,\"known_for_department\":\"Production\",\"name\":\"Ryan Cho\",\"original_name\":\"Ryan Cho\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b142142b8a430091932688\",\"department\":\"Production\",\"job\":\"Production Assistant\"},{\"adult\":false,\"gender\":0,\"id\":3341034,\"known_for_department\":\"Production\",\"name\":\"Jenny Choi\",\"original_name\":\"Jenny Choi\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b142211684f7008b769c48\",\"department\":\"Production\",\"job\":\"Production Assistant\"},{\"adult\":false,\"gender\":2,\"id\":3341036,\"known_for_department\":\"Crew\",\"name\":\"Daniel Eubanks\",\"original_name\":\"Daniel Eubanks\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"61b1422baf85de001be4af92\",\"department\":\"Crew\",\"job\":\"Set Production Assistant\"},{\"adult\":false,\"gender\":0,\"id\":3462700,\"known_for_department\":\"Costume \\\\u0026 Make-Up\",\"name\":\"Alex Woehrle\",\"original_name\":\"Alex Woehrle\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"622cc131d236e6001b38d279\",\"department\":\"Costume \\\\u0026 Make-Up\",\"job\":\"Set Costumer\"},{\"adult\":false,\"gender\":2,\"id\":3469777,\"known_for_department\":\"Sound\",\"name\":\"Ryan Lott\",\"original_name\":\"Ryan Lott\",\"popularity\":0.6,\"profile_path\":\"/xrk0EsaoAliLkQvQMvcpudSBo7H.jpg\",\"credit_id\":\"628673a6f10a1a0066be1aec\",\"department\":\"Sound\",\"job\":\"Original Music Composer\"},{\"adult\":false,\"gender\":2,\"id\":3555893,\"known_for_department\":\"Sound\",\"name\":\"Rafiq Bhatia\",\"original_name\":\"Rafiq Bhatia\",\"popularity\":0.6,\"profile_path\":\"/6VtaTuUXRQyMhKOfD69iqPmG9Jk.jpg\",\"credit_id\":\"628673aae004a600a198b178\",\"department\":\"Sound\",\"job\":\"Original Music Composer\"},{\"adult\":false,\"gender\":2,\"id\":3555894,\"known_for_department\":\"Sound\",\"name\":\"Ian Chang\",\"original_name\":\"Ian Chang\",\"popularity\":0.6,\"profile_path\":\"/mU50bXXsBNA59GsC1asJSMjG7e6.jpg\",\"credit_id\":\"628673ae0d5d851db3b60aaa\",\"department\":\"Sound\",\"job\":\"Original Music Composer\"},{\"adult\":false,\"gender\":2,\"id\":3879718,\"known_for_department\":\"Writing\",\"name\":\"Benjamin Brewer\",\"original_name\":\"Benjamin Brewer\",\"popularity\":0.6,\"profile_path\":null,\"credit_id\":\"63c833d9c5c1ef00825b20f2\",\"department\":\"Visual Effects\",\"job\":\"VFX Artist\"}]}'\n",
      "<class 'dict'>\n",
      "Michelle Yeoh\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "# To get from online\n",
    "response2 = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key={API_KEY}&language=en-US')\n",
    "print(response2.content)\n",
    "\n",
    "# Converts data online into a readable json format\n",
    "test = json.loads(response2.text) \n",
    "print(type(test))\n",
    "\n",
    "print(test['cast'][0]['name'])\n",
    "\n",
    "with open('data.json', 'w') as f: # Put it into a txt file that you can into jsonviewer\n",
    "    json.dump(test, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f7d6a1c",
   "metadata": {},
   "outputs": [],
   "source": [
    "resp = r.get(f'https://api.themoviedb.org/3/discover/movie?api_key={API_KEY}&language=en-US&sort_by=release_date.asc&include_adult=false&include_video=false&page=1&with_watch_monetization_types=flatrate')\n",
    "print(resp.json()['total_pages'])\n",
    "total_pages = resp.json()['total_pages']\n",
    "print(total_pages)\n",
    "\n",
    "counter = 0\n",
    "test = json.loads(resp.text)\n",
    "\n",
    "print(test)\n",
    "\n",
    "for i in test['results']:\n",
    "    counter += 1\n",
    "    \n",
    "print(counter)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c5c75380",
   "metadata": {},
   "outputs": [],
   "source": [
    "movie_data = pd.DataFrame()\n",
    "\n",
    "cols = ['id', 'title', 'release_date', 'original_language', 'vote_average', 'popularity']\n",
    "\n",
    "for i in range(1, total_pages):\n",
    "    print(i)\n",
    "    resp = r.get(f\"https://api.themoviedb.org/3/discover/movie?api_key={API_KEY}&language=en-US&sort_by=release_date.asc&include_adult=false&include_video=false&page={i}\")\n",
    "    data = pd.DataFrame(resp.json()['results'])[cols]\n",
    "    \n",
    "    movie_data = movie_data.append(data)\n",
    "    \n",
    "movie = movie_data.reset_index(drop=True)\n",
    "\n",
    "movie.info()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b16b6909",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "483\n",
      "483\n"
     ]
    }
   ],
   "source": [
    "# We'll see how much it takes per decade\n",
    "resp = r.get(f\"https://api.themoviedb.org/3/discover/movie?api_key={API_KEY}&language=en-US&release_date.gte=1980-01-01&release_date.lte=1981-12-31&sort_by=release_date.asc&include_adult=false&include_video=false\")\n",
    "print(resp.json()['total_pages'])\n",
    "total_pages = resp.json()['total_pages']\n",
    "print(total_pages)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "19e5bac0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Unnamed: 0      id                     original_title      budget  \\\n",
      "8933        8933  545611  Everything Everywhere All at Once  25000000.0   \n",
      "\n",
      "          revenue  release_date  popularity.1  vote_average  runtime  \\\n",
      "8933  114900000.0        2022.0        270.51           7.9    140.0   \n",
      "\n",
      "      top_casts_popularity_avg  casts_popularity_sum  top_cast_popularity  \\\n",
      "8933                 35.156571               390.791               86.057   \n",
      "\n",
      "      top_crews_popularity_avg  crews_popularity_sum  top_crew_popularity  \\\n",
      "8933                 22.385286               278.359               38.635   \n",
      "\n",
      "      percentage_revenue   Won  \n",
      "8933               459.6  True  \n"
     ]
    }
   ],
   "source": [
    "movieDB = pd.read_csv('Data_Cleaning/allCleanedMovieData.csv')\n",
    "OscarMovie = movieDB.loc[movieDB['id'] == 545611]\n",
    "print(OscarMovie)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1a1656b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compute_top_seven_avg(df, col):\n",
    "    try:\n",
    "        top = df[col].sort_values(ascending=False)\n",
    "        top = top[:min(len(df), 7)]\n",
    "        return top.sum() / len(top)\n",
    "    except:\n",
    "        return np.nan\n",
    "    \n",
    "def get_popularity_stats(resp, col):\n",
    "    result = {}\n",
    "\n",
    "    try:\n",
    "        data = pd.DataFrame(resp.json()[col])\n",
    "        \n",
    "        try:\n",
    "            result['avg'] = compute_top_seven_avg(data, 'popularity')\n",
    "        except:\n",
    "            result['avg'] = np.nan\n",
    "\n",
    "        try:\n",
    "            result['sum'] = data['popularity'].sum()\n",
    "        except:\n",
    "            result['sum'] = np.nan\n",
    "\n",
    "        try:\n",
    "            result['top'] = data['popularity'].max()\n",
    "        except:\n",
    "            result['top'] = np.nan\n",
    "\n",
    "    except KeyError:\n",
    "        result['avg'] = np.nan\n",
    "        result['sum'] = np.nan\n",
    "        result['top'] = np.nan\n",
    "        \n",
    "    return result"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "37966003",
   "metadata": {},
   "source": [
    "Extracting details used for the video"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0775e488",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "350000000\n",
      "2312335665\n",
      "36.11842857142857\n",
      "16.868571428571432\n"
     ]
    }
   ],
   "source": [
    "#Everything Movie\n",
    "movie_id = 76600\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "response = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}?api_key={API_KEY}')\n",
    "budget = response.json()['budget']\n",
    "revenue = response.json()['revenue']\n",
    "\n",
    "print(budget)\n",
    "print(revenue)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "casts_stats = get_popularity_stats(resp, 'cast')\n",
    "\n",
    "print(casts_stats['avg'])\n",
    "casts_stats = get_popularity_stats(resp, 'crew')\n",
    "print(casts_stats['avg'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0c8c7095",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "350000000\n",
      "2312335665\n",
      "36.11842857142857\n",
      "16.868571428571432\n"
     ]
    }
   ],
   "source": [
    "#Avatar Movie\n",
    "movie_id = 76600\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "response = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}?api_key={API_KEY}')\n",
    "budget = response.json()['budget']\n",
    "revenue = response.json()['revenue']\n",
    "\n",
    "print(budget)\n",
    "print(revenue)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "casts_stats = get_popularity_stats(resp, 'cast')\n",
    "\n",
    "print(casts_stats['avg'])\n",
    "casts_stats = get_popularity_stats(resp, 'crew')\n",
    "print(casts_stats['avg'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e0b1463f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "170000000\n",
      "1488732821\n",
      "40.76428571428571\n",
      "13.059285714285716\n"
     ]
    }
   ],
   "source": [
    "#Top Gun Movie\n",
    "movie_id = 361743\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "response = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}?api_key={API_KEY}')\n",
    "budget = response.json()['budget']\n",
    "revenue = response.json()['revenue']\n",
    "\n",
    "print(budget)\n",
    "print(revenue)\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "resp = r.get(f'https://api.themoviedb.org/3/movie/{movie_id}/credits?api_key=b4c353d61e8791dac39e77e69a2c08d3&language=en-US')\n",
    "casts_stats = get_popularity_stats(resp, 'cast')\n",
    "\n",
    "print(casts_stats['avg'])\n",
    "casts_stats = get_popularity_stats(resp, 'crew')\n",
    "print(casts_stats['avg'])\n"
   ]
  }
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