moviescraping.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyMbj8PomPRvw8yejR49uqO+",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/rodgersxy/Web-Scraping/blob/main/moviescraping.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "cF06PtrLEXA5"
      },
      "outputs": [],
      "source": [
        "# Importing relevant libraries\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "from bs4 import BeautifulSoup\n",
        "import requests\n",
        "from tqdm import tqdm\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import plotly.express as px\n",
        "from wordcloud import WordCloud, STOPWORDS\n",
        "\n",
        "sns.set()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a list for all pages\n",
        "pages = list(range(1,7))\n",
        "\n",
        "# Create lists for columns needed for data frame\n",
        "title = []\n",
        "runtime = []\n",
        "genre = []\n",
        "imdb_rating = []\n",
        "year = []\n",
        "metascore = []\n",
        "director_names = []\n",
        "actors_names = []\n",
        "gross = []\n",
        "\n",
        "# Loop through all ages to get information\n",
        "for page in tqdm(pages):\n",
        "    params = {\n",
        "        'st_dt': '',\n",
        "        'mode': 'detail',\n",
        "        'page': page,\n",
        "        'sort': 'list_order,asc'\n",
        "    }\n",
        "\n",
        "    web_page_url = 'https://www.imdb.com/list/ls062911411/'\n",
        "\n",
        "    response = requests.get(web_page_url, params=params)\n",
        "\n",
        "\n",
        "    # create an instance of beautiful soup for film information\n",
        "    film_soup = BeautifulSoup(response.content, 'html.parser')\n",
        "\n",
        "    # Get the divs where the movie information is located\n",
        "    film_info = film_soup.find_all('div', class_= 'lister-item-content')\n",
        "\n",
        "\n",
        "\n",
        "    # Loop through film_info object to extract necessary information\n",
        "    for item in tqdm(film_info):\n",
        "        title.append((item.a.string))\n",
        "\n",
        "        time_ = item.find('span', class_ = 'runtime')\n",
        "        runtime.append(time_.string)\n",
        "\n",
        "        genre_= item.find('span', class_ = 'genre')\n",
        "        genre.append(((genre_.string).replace('\\n', '')).strip())\n",
        "\n",
        "        rate = item.find('span',class_ = 'ipl-rating-star__rating')\n",
        "        imdb_rating.append(float(rate.string))\n",
        "\n",
        "        year_ = item.find('span', class_ = 'lister-item-year text-muted unbold').string.split()\n",
        "        if len(year_) <= 1:\n",
        "            year.append(int(year_[0][1:5]))\n",
        "        else:\n",
        "            year.append(int(year_[1][1:5]))\n",
        "\n",
        "        if item.find('span', class_ = 'metascore favorable') == None:\n",
        "            metascore.append(np.nan)\n",
        "        else:\n",
        "            metascore_ = item.find('span', class_ = 'metascore favorable').string.strip()\n",
        "            metascore.append(int(metascore_))\n",
        "\n",
        "\n",
        "    # Create an instance of beautiful soup for directors and actors information\n",
        "    directors_actors_soup = BeautifulSoup(response.content, 'html.parser')\n",
        "\n",
        "    # Retrieve all tags and links that have directors and actors information\n",
        "    director_links = directors_actors_soup.find_all('p', {'class': 'text-muted text-small'})\n",
        "\n",
        "    directors_info = []\n",
        "    for links in director_links:\n",
        "        directors_info.append(links.a)\n",
        "\n",
        "    # Retreving director names. Ensuring the list is 100\n",
        "    for name in tqdm(directors_info):\n",
        "        if name != None:\n",
        "            director_names.append(name.string)\n",
        "\n",
        "    # Retreive actors information\n",
        "    actors_links = []\n",
        "    for each_tag in directors_actors_soup.find_all('p', {'class': 'text-muted text-small'}):\n",
        "        if each_tag.find_all('a') != []:\n",
        "            actors_links.append(each_tag.findAll('a')[1:])\n",
        "\n",
        "\n",
        "    for links in actors_links:\n",
        "        each_name = []\n",
        "        for each_link in tqdm(links):\n",
        "            each_name.append(each_link.string)\n",
        "        actors_names.append(each_name)\n",
        "\n",
        "\n",
        "    # Retrieve list for gross\n",
        "    list_of_grossEarnings = []\n",
        "    for i in directors_actors_soup.find_all('p', {'class': 'text-muted text-small'}):\n",
        "        list_of_grossEarnings.append(i.findAll('span', {'name': 'nv' }))\n",
        "\n",
        "\n",
        "    for lists in tqdm(list_of_grossEarnings):\n",
        "        if len(lists) > 1:\n",
        "            gross.append(lists[1].string)\n",
        "        elif len(lists) == 1:\n",
        "            gross.append('N/A')\n",
        "\n",
        "print('Done Scrapping!')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "M3uwPbCJEj9i",
        "outputId": "be867e2d-4560-4678-9d96-87ba04242f40"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "  0%|          | 0/6 [00:00<?, ?it/s]\n",
            "  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n",
            " 48%|████▊     | 48/100 [00:00<00:00, 472.74it/s]\u001b[A\n",
            "100%|██████████| 100/100 [00:00<00:00, 453.95it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 455242.84it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30066.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33825.03it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 42974.43it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35544.95it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33893.37it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24244.53it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26420.81it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36631.48it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 47662.55it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26011.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40136.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32832.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38746.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31595.51it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26504.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38746.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38746.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32017.59it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35394.97it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 51888.30it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33222.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37365.74it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34379.54it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34952.53it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39383.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36873.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35469.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37701.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36551.67it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38568.31it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40622.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34879.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 17604.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37117.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33825.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37957.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36393.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40427.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41943.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40329.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39756.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41221.66it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 49344.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39568.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40329.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35172.36it/s]\n",
            "\n",
            "100%|██████████| 9/9 [00:00<00:00, 75346.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26011.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39568.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32078.81it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35320.45it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30229.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36472.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 21050.46it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 45294.86it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 21050.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29433.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29959.31it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 44057.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30559.59it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25890.77it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37117.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25497.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 11328.30it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29382.16it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28826.83it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29177.77it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34239.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36472.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32577.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35320.45it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36551.67it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33420.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30615.36it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32201.95it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 26479.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 16464.39it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26929.72it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33487.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34030.86it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 10/10 [00:00<00:00, 72944.42it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36157.79it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 23530.46it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 495585.35it/s]\n",
            " 17%|█▋        | 1/6 [00:07<00:37,  7.55s/it]\n",
            "  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n",
            " 30%|███       | 30/100 [00:00<00:00, 293.74it/s]\u001b[A\n",
            " 60%|██████    | 60/100 [00:00<00:00, 280.87it/s]\u001b[A\n",
            "100%|██████████| 100/100 [00:00<00:00, 274.34it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 418314.89it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26588.30it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26504.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31242.49it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33554.43it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27503.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32577.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 17924.38it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 19373.23it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29177.77it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26379.27it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25040.62it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30120.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30012.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 22982.49it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 29873.96it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28679.00it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 21868.11it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 23899.17it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24708.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28149.69it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 17660.23it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26843.55it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 11756.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28679.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24456.58it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25692.52it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 12372.58it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 23933.26it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25266.89it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27503.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31011.49it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31956.60it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33026.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27869.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30504.03it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 34323.27it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27776.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29228.60it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 37117.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27413.75it/s]\n",
            "\n",
            "100%|██████████| 15/15 [00:00<00:00, 87869.50it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 25055.58it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27060.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30012.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25228.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31184.42it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31595.51it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41527.76it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 51400.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39945.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40427.03it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 42625.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36157.79it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32513.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35848.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33091.16it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40136.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40136.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37035.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37117.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38130.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33288.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32832.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37786.52it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39850.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44150.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33156.55it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44501.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38304.15it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34450.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31359.28it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37117.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30174.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33487.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37282.70it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 48998.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38568.31it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32640.50it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 48321.47it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26886.56it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 45789.34it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38836.15it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 41363.94it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 14685.94it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33756.97it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36711.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 14134.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36551.67it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35025.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 35305.59it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36873.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30174.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39850.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38216.89it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 334919.14it/s]\n",
            " 33%|███▎      | 2/6 [00:15<00:31,  7.78s/it]\n",
            "  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n",
            "100%|██████████| 100/100 [00:00<00:00, 458.83it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 520815.89it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 34721.06it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31956.60it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33961.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34879.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35098.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32451.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31895.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34169.48it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33961.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31956.60it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35098.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33961.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32704.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27639.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33825.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34663.67it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33621.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34450.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35696.20it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35098.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35925.52it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27458.62it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31895.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34807.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29694.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34450.14it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 42625.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37617.08it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32577.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32961.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31775.03it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 45294.86it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40329.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41221.66it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40233.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41323.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 47934.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42259.99it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38657.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37786.52it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34879.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39568.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36711.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32263.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34735.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38836.15it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36631.48it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32577.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34239.22it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 37900.34it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34879.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34807.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 25191.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35620.42it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29433.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42153.81it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39290.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40136.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34663.67it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 48657.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42048.16it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34379.54it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39945.75it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 56807.73it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34592.20it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36792.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34952.53it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 40880.16it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28244.47it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33354.31it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33222.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41020.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40622.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38926.26it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33554.43it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36472.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33487.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28976.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34030.86it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36157.79it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33156.55it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32768.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31956.60it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 39346.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37532.92it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39945.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 16513.01it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29026.33it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36314.32it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36002.61it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 490753.20it/s]\n",
            " 50%|█████     | 3/6 [00:23<00:23,  7.70s/it]\n",
            "  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n",
            "100%|██████████| 100/100 [00:00<00:00, 498.11it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 529138.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 23269.37it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32832.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37200.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36235.89it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39290.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32640.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34879.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39850.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41020.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32704.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36235.89it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24456.58it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34735.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32832.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32140.26it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37282.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43690.67it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 48433.07it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 10349.92it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29746.84it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32640.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41323.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44979.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44034.69it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 31536.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36157.79it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 14413.42it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41221.66it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36080.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38836.15it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39850.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41120.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40920.04it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 38550.59it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34592.20it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 17403.75it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44150.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44501.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 19440.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 45343.83it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41630.81it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43240.25it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34379.54it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38746.46it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39475.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 20164.92it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39016.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 49056.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39568.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42153.81it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40233.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42799.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38657.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38216.89it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 59074.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39475.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41120.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39475.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39475.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34239.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41323.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39662.45it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 45714.49it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39568.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40427.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42690.12it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 50655.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44858.87it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34807.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43577.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32768.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39756.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43018.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32640.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40136.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42473.96it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41943.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42799.02it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 61832.49it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40233.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30012.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41221.66it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41120.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41527.76it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41020.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34100.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 46218.23it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 53498.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37282.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40920.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40820.48it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35320.45it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44150.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34379.54it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39383.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36954.22it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 111887.89it/s]\n",
            " 67%|██████▋   | 4/6 [00:29<00:14,  7.36s/it]\n",
            "  0%|          | 0/100 [00:00<?, ?it/s]\u001b[A\n",
            " 50%|█████     | 50/100 [00:00<00:00, 494.97it/s]\u001b[A\n",
            "100%|██████████| 100/100 [00:00<00:00, 457.22it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 75360.32it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 27235.74it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 26504.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30229.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29228.60it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31536.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32640.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36472.21it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40041.09it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 7745.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29076.63it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34100.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33026.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34521.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32140.26it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 6304.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24070.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31359.28it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31655.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37282.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37957.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34521.02it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 23831.27it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39290.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35172.36it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33893.37it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39756.44it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 50737.55it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29433.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38657.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39290.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35544.95it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32263.88it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 12875.84it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 13035.91it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 29746.84it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33961.98it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30559.59it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32201.95it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 28728.11it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31300.78it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 24708.71it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40721.40it/s]\n",
            "\n",
            "100%|██████████| 12/12 [00:00<00:00, 113359.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 45714.49it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 46345.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43464.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44501.90it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 46863.73it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 55188.21it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 58579.66it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44979.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43919.41it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 10859.04it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44501.90it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 66052.03it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38926.26it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44267.06it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43018.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44150.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41425.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39199.10it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37282.70it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 36235.89it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31835.32it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 56425.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43018.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40622.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35772.32it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 49461.13it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38568.31it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34735.44it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37786.52it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 50291.41it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35320.45it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35246.25it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34239.22it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35246.25it/s]\n",
            "\n",
            "100%|██████████| 6/6 [00:00<00:00, 51995.50it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37617.08it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 30504.03it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 52298.05it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42473.96it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43464.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37871.82it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 33554.43it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42690.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 35469.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 44267.06it/s]\n",
            "\n",
            "100%|██████████| 5/5 [00:00<00:00, 54899.27it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38657.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37449.14it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34592.20it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 39945.75it/s]\n",
            "\n",
            "100%|██████████| 300/300 [00:00<00:00, 334651.91it/s]\n",
            " 83%|████████▎ | 5/6 [00:37<00:07,  7.33s/it]\n",
            "100%|██████████| 17/17 [00:00<00:00, 192.27it/s]\n",
            "\n",
            "100%|██████████| 51/51 [00:00<00:00, 274595.00it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 32704.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38479.85it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 40524.68it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38391.80it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43464.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43577.18it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41527.76it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 31655.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 41323.19it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38043.57it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 42690.12it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 38304.15it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 37701.61it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 1846.29it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 34379.54it/s]\n",
            "\n",
            "100%|██████████| 4/4 [00:00<00:00, 43577.18it/s]\n",
            "\n",
            "100%|██████████| 8/8 [00:00<00:00, 77492.91it/s]\n",
            "\n",
            "100%|██████████| 51/51 [00:00<00:00, 262144.00it/s]\n",
            "100%|██████████| 6/6 [00:40<00:00,  6.67s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Done Scrapping!\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check each list to ensure we have 517 entries\n",
        "check = [title, runtime, genre, imdb_rating, year, metascore, director_names, actors_names,\n",
        "         gross]\n",
        "for each_list in check:\n",
        "    print(len(each_list))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Sih84VBYFBMH",
        "outputId": "823b87b8-1bd7-47b1-aaf1-4091b61ad8f0"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "517\n",
            "517\n",
            "517\n",
            "517\n",
            "517\n",
            "517\n",
            "517\n",
            "517\n",
            "517\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Putting our data in a data frame\n",
        "data_frame = pd.DataFrame({'Movie_title': title, 'Genre': genre, 'Director': director_names, 'Actors': actors_names, 'Duration': runtime, 'Year': year, 'IMDB Rating': imdb_rating, 'Meta Score': metascore, 'Gross earnings': gross}, index=range(1, len(title)+1))\n",
        "data_frame"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 615
        },
        "id": "jkbZD0qpFK_O",
        "outputId": "f65c18f4-dbc7-4fef-fd9d-9191fedff2c0"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  Movie_title                        Genre  \\\n",
              "1                Citizen Kane               Drama, Mystery   \n",
              "2               The Godfather                 Crime, Drama   \n",
              "3            The Wizard of Oz   Adventure, Family, Fantasy   \n",
              "4    The Shawshank Redemption                        Drama   \n",
              "5                Pulp Fiction                 Crime, Drama   \n",
              "..                        ...                          ...   \n",
              "513     From Here to Eternity          Drama, Romance, War   \n",
              "514             Walk the Line      Biography, Drama, Music   \n",
              "515          The Last Emperor    Biography, Drama, History   \n",
              "516      Mutiny on the Bounty  Adventure, Biography, Drama   \n",
              "517           The Longest Day       Action, Drama, History   \n",
              "\n",
              "                 Director                                             Actors  \\\n",
              "1            Orson Welles  [Orson Welles, Joseph Cotten, Dorothy Comingor...   \n",
              "2    Francis Ford Coppola  [Marlon Brando, Al Pacino, James Caan, Diane K...   \n",
              "3          Victor Fleming  [King Vidor, Judy Garland, Frank Morgan, Ray B...   \n",
              "4          Frank Darabont  [Tim Robbins, Morgan Freeman, Bob Gunton, Will...   \n",
              "5       Quentin Tarantino  [John Travolta, Uma Thurman, Samuel L. Jackson...   \n",
              "..                    ...                                                ...   \n",
              "513        Fred Zinnemann  [Burt Lancaster, Montgomery Clift, Deborah Ker...   \n",
              "514         James Mangold  [Joaquin Phoenix, Reese Witherspoon, Ginnifer ...   \n",
              "515   Bernardo Bertolucci  [John Lone, Joan Chen, Peter O'Toole, Ruocheng...   \n",
              "516           Frank Lloyd  [Charles Laughton, Clark Gable, Franchot Tone,...   \n",
              "517           Ken Annakin  [Andrew Marton, Gerd Oswald, Bernhard Wicki, D...   \n",
              "\n",
              "    Duration  Year  IMDB Rating  Meta Score Gross earnings  \n",
              "1    119 min  1941          8.3       100.0         $1.59M  \n",
              "2    175 min  1972          9.2       100.0       $134.97M  \n",
              "3    102 min  1939          8.1        92.0         $2.08M  \n",
              "4    142 min  1994          9.3        82.0        $28.34M  \n",
              "5    154 min  1994          8.9        95.0       $107.93M  \n",
              "..       ...   ...          ...         ...            ...  \n",
              "513  118 min  1953          7.6        85.0        $30.50M  \n",
              "514  136 min  2005          7.8        72.0       $119.52M  \n",
              "515  163 min  1987          7.7        76.0        $43.98M  \n",
              "516  132 min  1935          7.6        87.0            N/A  \n",
              "517  178 min  1962          7.7        75.0        $39.10M  \n",
              "\n",
              "[517 rows x 9 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-606fd73e-9c27-44bf-9b98-8880de9275db\" class=\"colab-df-container\">\n",
              "    <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>Movie_title</th>\n",
              "      <th>Genre</th>\n",
              "      <th>Director</th>\n",
              "      <th>Actors</th>\n",
              "      <th>Duration</th>\n",
              "      <th>Year</th>\n",
              "      <th>IMDB Rating</th>\n",
              "      <th>Meta Score</th>\n",
              "      <th>Gross earnings</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Citizen Kane</td>\n",
              "      <td>Drama, Mystery</td>\n",
              "      <td>Orson Welles</td>\n",
              "      <td>[Orson Welles, Joseph Cotten, Dorothy Comingor...</td>\n",
              "      <td>119 min</td>\n",
              "      <td>1941</td>\n",
              "      <td>8.3</td>\n",
              "      <td>100.0</td>\n",
              "      <td>$1.59M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>The Godfather</td>\n",
              "      <td>Crime, Drama</td>\n",
              "      <td>Francis Ford Coppola</td>\n",
              "      <td>[Marlon Brando, Al Pacino, James Caan, Diane K...</td>\n",
              "      <td>175 min</td>\n",
              "      <td>1972</td>\n",
              "      <td>9.2</td>\n",
              "      <td>100.0</td>\n",
              "      <td>$134.97M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>The Wizard of Oz</td>\n",
              "      <td>Adventure, Family, Fantasy</td>\n",
              "      <td>Victor Fleming</td>\n",
              "      <td>[King Vidor, Judy Garland, Frank Morgan, Ray B...</td>\n",
              "      <td>102 min</td>\n",
              "      <td>1939</td>\n",
              "      <td>8.1</td>\n",
              "      <td>92.0</td>\n",
              "      <td>$2.08M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>The Shawshank Redemption</td>\n",
              "      <td>Drama</td>\n",
              "      <td>Frank Darabont</td>\n",
              "      <td>[Tim Robbins, Morgan Freeman, Bob Gunton, Will...</td>\n",
              "      <td>142 min</td>\n",
              "      <td>1994</td>\n",
              "      <td>9.3</td>\n",
              "      <td>82.0</td>\n",
              "      <td>$28.34M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Pulp Fiction</td>\n",
              "      <td>Crime, Drama</td>\n",
              "      <td>Quentin Tarantino</td>\n",
              "      <td>[John Travolta, Uma Thurman, Samuel L. Jackson...</td>\n",
              "      <td>154 min</td>\n",
              "      <td>1994</td>\n",
              "      <td>8.9</td>\n",
              "      <td>95.0</td>\n",
              "      <td>$107.93M</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>513</th>\n",
              "      <td>From Here to Eternity</td>\n",
              "      <td>Drama, Romance, War</td>\n",
              "      <td>Fred Zinnemann</td>\n",
              "      <td>[Burt Lancaster, Montgomery Clift, Deborah Ker...</td>\n",
              "      <td>118 min</td>\n",
              "      <td>1953</td>\n",
              "      <td>7.6</td>\n",
              "      <td>85.0</td>\n",
              "      <td>$30.50M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>514</th>\n",
              "      <td>Walk the Line</td>\n",
              "      <td>Biography, Drama, Music</td>\n",
              "      <td>James Mangold</td>\n",
              "      <td>[Joaquin Phoenix, Reese Witherspoon, Ginnifer ...</td>\n",
              "      <td>136 min</td>\n",
              "      <td>2005</td>\n",
              "      <td>7.8</td>\n",
              "      <td>72.0</td>\n",
              "      <td>$119.52M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>515</th>\n",
              "      <td>The Last Emperor</td>\n",
              "      <td>Biography, Drama, History</td>\n",
              "      <td>Bernardo Bertolucci</td>\n",
              "      <td>[John Lone, Joan Chen, Peter O'Toole, Ruocheng...</td>\n",
              "      <td>163 min</td>\n",
              "      <td>1987</td>\n",
              "      <td>7.7</td>\n",
              "      <td>76.0</td>\n",
              "      <td>$43.98M</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>516</th>\n",
              "      <td>Mutiny on the Bounty</td>\n",
              "      <td>Adventure, Biography, Drama</td>\n",
              "      <td>Frank Lloyd</td>\n",
              "      <td>[Charles Laughton, Clark Gable, Franchot Tone,...</td>\n",
              "      <td>132 min</td>\n",
              "      <td>1935</td>\n",
              "      <td>7.6</td>\n",
              "      <td>87.0</td>\n",
              "      <td>N/A</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>517</th>\n",
              "      <td>The Longest Day</td>\n",
              "      <td>Action, Drama, History</td>\n",
              "      <td>Ken Annakin</td>\n",
              "      <td>[Andrew Marton, Gerd Oswald, Bernhard Wicki, D...</td>\n",
              "      <td>178 min</td>\n",
              "      <td>1962</td>\n",
              "      <td>7.7</td>\n",
              "      <td>75.0</td>\n",
              "      <td>$39.10M</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>517 rows × 9 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-606fd73e-9c27-44bf-9b98-8880de9275db')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "\n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
              "      const buttonEl =\n",
              "        document.querySelector('#df-606fd73e-9c27-44bf-9b98-8880de9275db button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-606fd73e-9c27-44bf-9b98-8880de9275db');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
              "        const docLink = document.createElement('div');\n",
              "        docLink.innerHTML = docLinkHtml;\n",
              "        element.appendChild(docLink);\n",
              "      }\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "\n",
              "<div id=\"df-2956f6f5-cc4e-4e25-87d9-ab5cfca1140f\">\n",
              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2956f6f5-cc4e-4e25-87d9-ab5cfca1140f')\"\n",
              "            title=\"Suggest charts\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "     width=\"24px\">\n",
              "    <g>\n",
              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
              "    </g>\n",
              "</svg>\n",
              "  </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
              "      --hover-fill-color: #174EA6;\n",
              "      --disabled-fill-color: #AAA;\n",
              "      --disabled-bg-color: #DDD;\n",
              "  }\n",
              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
              "      --fill-color: #D2E3FC;\n",
              "      --hover-bg-color: #434B5C;\n",
              "      --hover-fill-color: #FFFFFF;\n",
              "      --disabled-bg-color: #3B4455;\n",
              "      --disabled-fill-color: #666;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart {\n",
              "    background-color: var(--bg-color);\n",
              "    border: none;\n",
              "    border-radius: 50%;\n",
              "    cursor: pointer;\n",
              "    display: none;\n",
              "    fill: var(--fill-color);\n",
              "    height: 32px;\n",
              "    padding: 0;\n",
              "    width: 32px;\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart:hover {\n",
              "    background-color: var(--hover-bg-color);\n",
              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "    fill: var(--button-hover-fill-color);\n",
              "  }\n",
              "\n",
              "  .colab-df-quickchart-complete:disabled,\n",
              "  .colab-df-quickchart-complete:disabled:hover {\n",
              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "  <script>\n",
              "    async function quickchart(key) {\n",
              "      const quickchartButtonEl =\n",
              "        document.querySelector('#' + key + ' button');\n",
              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "      try {\n",
              "        const charts = await google.colab.kernel.invokeFunction(\n",
              "            'suggestCharts', [key], {});\n",
              "      } catch (error) {\n",
              "        console.error('Error during call to suggestCharts:', error);\n",
              "      }\n",
              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-2956f6f5-cc4e-4e25-87d9-ab5cfca1140f button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "    })();\n",
              "  </script>\n",
              "</div>\n",
              "\n",
              "  <div id=\"id_5c49d333-a333-43e5-b9ac-18a16f9b6402\">\n",
              "    <style>\n",
              "      .colab-df-generate {\n",
              "        background-color: #E8F0FE;\n",
              "        border: none;\n",
              "        border-radius: 50%;\n",
              "        cursor: pointer;\n",
              "        display: none;\n",
              "        fill: #1967D2;\n",
              "        height: 32px;\n",
              "        padding: 0 0 0 0;\n",
              "        width: 32px;\n",
              "      }\n",
              "\n",
              "      .colab-df-generate:hover {\n",
              "        background-color: #E2EBFA;\n",
              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "        fill: #174EA6;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate {\n",
              "        background-color: #3B4455;\n",
              "        fill: #D2E3FC;\n",
              "      }\n",
              "\n",
              "      [theme=dark] .colab-df-generate:hover {\n",
              "        background-color: #434B5C;\n",
              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "        fill: #FFFFFF;\n",
              "      }\n",
              "    </style>\n",
              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('data_frame')\"\n",
              "            title=\"Generate code using this dataframe.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
              "  </svg>\n",
              "    </button>\n",
              "    <script>\n",
              "      (() => {\n",
              "      const buttonEl =\n",
              "        document.querySelector('#id_5c49d333-a333-43e5-b9ac-18a16f9b6402 button.colab-df-generate');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      buttonEl.onclick = () => {\n",
              "        google.colab.notebook.generateWithVariable('data_frame');\n",
              "      }\n",
              "      })();\n",
              "    </script>\n",
              "  </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "data_frame",
              "summary": "{\n  \"name\": \"data_frame\",\n  \"rows\": 517,\n  \"fields\": [\n    {\n      \"column\": \"Movie_title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 516,\n        \"samples\": [\n          \"Rushmore\",\n          \"The Imitation Game\",\n          \"Star Trek\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Genre\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 163,\n        \"samples\": [\n          \"Comedy, Drama, Thriller\",\n          \"Action, Drama, War\",\n          \"Biography, Drama, Mystery\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Director\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 292,\n        \"samples\": [\n          \"D.W. Griffith\",\n          \"Tod Browning\",\n          \"Alfonso Cuar\\u00f3n\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Actors\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Duration\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 125,\n        \"samples\": [\n          \"96 min\",\n          \"137 min\",\n          \"67 min\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 25,\n        \"min\": 1916,\n        \"max\": 2018,\n        \"num_unique_values\": 98,\n        \"samples\": [\n          1946,\n          1936,\n          1947\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"IMDB Rating\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.3189372120443701,\n        \"min\": 7.1,\n        \"max\": 9.3,\n        \"num_unique_values\": 22,\n        \"samples\": [\n          8.3,\n          7.8,\n          8.4\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Meta Score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 9.489584336261311,\n        \"min\": 61.0,\n        \"max\": 100.0,\n        \"num_unique_values\": 40,\n        \"samples\": [\n          66.0,\n          93.0,\n          89.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Gross earnings\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 415,\n        \"samples\": [\n          \"$13.28M\",\n          \"$51.97M\",\n          \"$101.16M\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    }
  ]
}