{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7753b64a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib.request \n",
    "import csv\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from tqdm.auto import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bab747c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Character</th>\n",
       "      <th>Game</th>\n",
       "      <th>Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brimstone</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Viper</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Omen</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Killjoy</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Cypher</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  Character      Game  Description\n",
       "0   1  Brimstone  Valorant          NaN\n",
       "1   2      Viper  Valorant          NaN\n",
       "2   3       Omen  Valorant          NaN\n",
       "3   4    Killjoy  Valorant          NaN\n",
       "4   5     Cypher  Valorant          NaN"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try:\n",
    "    df = pd.read_csv('character_names.csv', encoding='utf-8')\n",
    "except UnicodeDecodeError:\n",
    "    try:\n",
    "        df = pd.read_csv('character_names.csv', encoding='ISO-8859-1')\n",
    "    except UnicodeDecodeError:\n",
    "        df = pd.read_csv('character_names.csv', encoding='cp1252')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4ee38fa3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Character</th>\n",
       "      <th>Game</th>\n",
       "      <th>Description</th>\n",
       "      <th>base_query</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brimstone</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Brimstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Viper</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Viper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Omen</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Omen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Killjoy</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Killjoy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Cypher</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Cypher</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  Character      Game  Description          base_query\n",
       "0   1  Brimstone  Valorant          NaN  Valorant Brimstone\n",
       "1   2      Viper  Valorant          NaN      Valorant Viper\n",
       "2   3       Omen  Valorant          NaN       Valorant Omen\n",
       "3   4    Killjoy  Valorant          NaN    Valorant Killjoy\n",
       "4   5     Cypher  Valorant          NaN     Valorant Cypher"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['base_query'] = df['Game'] + ' ' + df['Character']\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9f4f5c76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Character</th>\n",
       "      <th>Game</th>\n",
       "      <th>Description</th>\n",
       "      <th>base_query</th>\n",
       "      <th>base_query_fan art</th>\n",
       "      <th>base_query_art</th>\n",
       "      <th>base_query_wallpaper</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brimstone</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Brimstone</td>\n",
       "      <td>Valorant Brimstone fan art</td>\n",
       "      <td>Valorant Brimstone art</td>\n",
       "      <td>Valorant Brimstone wallpaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Viper</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Viper</td>\n",
       "      <td>Valorant Viper fan art</td>\n",
       "      <td>Valorant Viper art</td>\n",
       "      <td>Valorant Viper wallpaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Omen</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Omen</td>\n",
       "      <td>Valorant Omen fan art</td>\n",
       "      <td>Valorant Omen art</td>\n",
       "      <td>Valorant Omen wallpaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Killjoy</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Killjoy</td>\n",
       "      <td>Valorant Killjoy fan art</td>\n",
       "      <td>Valorant Killjoy art</td>\n",
       "      <td>Valorant Killjoy wallpaper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Cypher</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Cypher</td>\n",
       "      <td>Valorant Cypher fan art</td>\n",
       "      <td>Valorant Cypher art</td>\n",
       "      <td>Valorant Cypher wallpaper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  Character      Game  Description          base_query  \\\n",
       "0   1  Brimstone  Valorant          NaN  Valorant Brimstone   \n",
       "1   2      Viper  Valorant          NaN      Valorant Viper   \n",
       "2   3       Omen  Valorant          NaN       Valorant Omen   \n",
       "3   4    Killjoy  Valorant          NaN    Valorant Killjoy   \n",
       "4   5     Cypher  Valorant          NaN     Valorant Cypher   \n",
       "\n",
       "           base_query_fan art          base_query_art  \\\n",
       "0  Valorant Brimstone fan art  Valorant Brimstone art   \n",
       "1      Valorant Viper fan art      Valorant Viper art   \n",
       "2       Valorant Omen fan art       Valorant Omen art   \n",
       "3    Valorant Killjoy fan art    Valorant Killjoy art   \n",
       "4     Valorant Cypher fan art     Valorant Cypher art   \n",
       "\n",
       "           base_query_wallpaper  \n",
       "0  Valorant Brimstone wallpaper  \n",
       "1      Valorant Viper wallpaper  \n",
       "2       Valorant Omen wallpaper  \n",
       "3    Valorant Killjoy wallpaper  \n",
       "4     Valorant Cypher wallpaper  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "extras = ['fan art', 'art', 'wallpaper']\n",
    "for _ in extras:\n",
    "    df['base_query_' + _ ] = df['base_query'] + ' ' + _\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "43bdf6c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Character</th>\n",
       "      <th>Game</th>\n",
       "      <th>Description</th>\n",
       "      <th>base_query</th>\n",
       "      <th>base_query_fan art</th>\n",
       "      <th>base_query_art</th>\n",
       "      <th>base_query_wallpaper</th>\n",
       "      <th>queries</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brimstone</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Brimstone</td>\n",
       "      <td>Valorant Brimstone fan art</td>\n",
       "      <td>Valorant Brimstone art</td>\n",
       "      <td>Valorant Brimstone wallpaper</td>\n",
       "      <td>[Valorant Brimstone, Valorant Brimstone fan ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Viper</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Viper</td>\n",
       "      <td>Valorant Viper fan art</td>\n",
       "      <td>Valorant Viper art</td>\n",
       "      <td>Valorant Viper wallpaper</td>\n",
       "      <td>[Valorant Viper, Valorant Viper fan art, Valor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Omen</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Omen</td>\n",
       "      <td>Valorant Omen fan art</td>\n",
       "      <td>Valorant Omen art</td>\n",
       "      <td>Valorant Omen wallpaper</td>\n",
       "      <td>[Valorant Omen, Valorant Omen fan art, Valoran...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Killjoy</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Killjoy</td>\n",
       "      <td>Valorant Killjoy fan art</td>\n",
       "      <td>Valorant Killjoy art</td>\n",
       "      <td>Valorant Killjoy wallpaper</td>\n",
       "      <td>[Valorant Killjoy, Valorant Killjoy fan art, V...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Cypher</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Valorant Cypher</td>\n",
       "      <td>Valorant Cypher fan art</td>\n",
       "      <td>Valorant Cypher art</td>\n",
       "      <td>Valorant Cypher wallpaper</td>\n",
       "      <td>[Valorant Cypher, Valorant Cypher fan art, Val...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  Character      Game  Description          base_query  \\\n",
       "0   1  Brimstone  Valorant          NaN  Valorant Brimstone   \n",
       "1   2      Viper  Valorant          NaN      Valorant Viper   \n",
       "2   3       Omen  Valorant          NaN       Valorant Omen   \n",
       "3   4    Killjoy  Valorant          NaN    Valorant Killjoy   \n",
       "4   5     Cypher  Valorant          NaN     Valorant Cypher   \n",
       "\n",
       "           base_query_fan art          base_query_art  \\\n",
       "0  Valorant Brimstone fan art  Valorant Brimstone art   \n",
       "1      Valorant Viper fan art      Valorant Viper art   \n",
       "2       Valorant Omen fan art       Valorant Omen art   \n",
       "3    Valorant Killjoy fan art    Valorant Killjoy art   \n",
       "4     Valorant Cypher fan art     Valorant Cypher art   \n",
       "\n",
       "           base_query_wallpaper  \\\n",
       "0  Valorant Brimstone wallpaper   \n",
       "1      Valorant Viper wallpaper   \n",
       "2       Valorant Omen wallpaper   \n",
       "3    Valorant Killjoy wallpaper   \n",
       "4     Valorant Cypher wallpaper   \n",
       "\n",
       "                                             queries  \n",
       "0  [Valorant Brimstone, Valorant Brimstone fan ar...  \n",
       "1  [Valorant Viper, Valorant Viper fan art, Valor...  \n",
       "2  [Valorant Omen, Valorant Omen fan art, Valoran...  \n",
       "3  [Valorant Killjoy, Valorant Killjoy fan art, V...  \n",
       "4  [Valorant Cypher, Valorant Cypher fan art, Val...  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def create_query_list(row):\n",
    "    return [row['base_query'], row['base_query_fan art'], row['base_query_art'], row['base_query_wallpaper']]\n",
    "\n",
    "df['queries'] = df.apply(create_query_list, axis=1)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f6d1eee9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>Character</th>\n",
       "      <th>Game</th>\n",
       "      <th>queries</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Brimstone</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>[Valorant Brimstone, Valorant Brimstone fan ar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Viper</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>[Valorant Viper, Valorant Viper fan art, Valor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Omen</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>[Valorant Omen, Valorant Omen fan art, Valoran...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Killjoy</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>[Valorant Killjoy, Valorant Killjoy fan art, V...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Cypher</td>\n",
       "      <td>Valorant</td>\n",
       "      <td>[Valorant Cypher, Valorant Cypher fan art, Val...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  Character      Game                                            queries\n",
       "0   1  Brimstone  Valorant  [Valorant Brimstone, Valorant Brimstone fan ar...\n",
       "1   2      Viper  Valorant  [Valorant Viper, Valorant Viper fan art, Valor...\n",
       "2   3       Omen  Valorant  [Valorant Omen, Valorant Omen fan art, Valoran...\n",
       "3   4    Killjoy  Valorant  [Valorant Killjoy, Valorant Killjoy fan art, V...\n",
       "4   5     Cypher  Valorant  [Valorant Cypher, Valorant Cypher fan art, Val..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(['Description','base_query','base_query_fan art','base_query_art','base_query_wallpaper'], axis =1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8dbdd6b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ad5bf4f292f2498d816c8f561355e330",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Processing Characters:   0%|          | 0/646 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      Id         Character       Game  \\\n",
      "0      1         Brimstone   Valorant   \n",
      "1      2             Viper   Valorant   \n",
      "2      3              Omen   Valorant   \n",
      "3      4           Killjoy   Valorant   \n",
      "4      5            Cypher   Valorant   \n",
      "..   ...               ...        ...   \n",
      "641  642         Kerillian  vermitide   \n",
      "642  643  Victor Saltzpyre  vermitide   \n",
      "643  644     Markus Kruber  vermitide   \n",
      "644  645      Franz Lohner  vermitide   \n",
      "645  646  Bardin Goreksson  vermitide   \n",
      "\n",
      "                                               queries  \\\n",
      "0    [Valorant Brimstone, Valorant Brimstone fan ar...   \n",
      "1    [Valorant Viper, Valorant Viper fan art, Valor...   \n",
      "2    [Valorant Omen, Valorant Omen fan art, Valoran...   \n",
      "3    [Valorant Killjoy, Valorant Killjoy fan art, V...   \n",
      "4    [Valorant Cypher, Valorant Cypher fan art, Val...   \n",
      "..                                                 ...   \n",
      "641  [vermitide Kerillian, vermitide Kerillian fan ...   \n",
      "642  [vermitide Victor Saltzpyre, vermitide Victor ...   \n",
      "643  [vermitide Markus Kruber, vermitide Markus Kru...   \n",
      "644  [vermitide Franz Lohner, vermitide Franz Lohne...   \n",
      "645  [vermitide Bardin Goreksson, vermitide Bardin ...   \n",
      "\n",
      "                                                  urls  \n",
      "0    [https://tse1.mm.bing.net/th/id/OIP.CCWpJMW-Bf...  \n",
      "1    [https://tse3.mm.bing.net/th/id/OIP.iGQ_iExsDi...  \n",
      "2    [https://tse4.mm.bing.net/th/id/OIP.Bprq17u0Tr...  \n",
      "3    [https://tse2.mm.bing.net/th/id/OIP.BI3cuduf1t...  \n",
      "4    [https://tse3.mm.bing.net/th/id/OIP.5oH3--pkmi...  \n",
      "..                                                 ...  \n",
      "641  [https://tse1.mm.bing.net/th/id/OIP.9rIiSRWHqa...  \n",
      "642  [https://tse1.mm.bing.net/th/id/OIP.8owv6MhWeo...  \n",
      "643  [https://tse3.mm.bing.net/th/id/OIP.UDf9RHZ-63...  \n",
      "644  [https://tse3.mm.bing.net/th/id/OIP.X72JGsZj4S...  \n",
      "645  [https://tse3.mm.bing.net/th/id/OIP.hYH3sCOmN_...  \n",
      "\n",
      "[646 rows x 5 columns]\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "# Function to get image URLs for a given search query\n",
    "def get_image_urls(search_query):\n",
    "    search_url = 'https://www.bing.com/images/search'\n",
    "    params = {'q': search_query}\n",
    "    response = requests.get(search_url, params=params)\n",
    "    \n",
    "    if response.status_code == 200:\n",
    "        soup = BeautifulSoup(response.text, 'html.parser')\n",
    "        image_tags = soup.find_all('img', class_=lambda x: x and 'mimg' in x)\n",
    "        # Extract 'src' or 'data-src' attribute based on which is available\n",
    "        image_srcs = [img['src'] if img.has_attr('src') else img['data-src'] for img in image_tags if img.has_attr('src') or img.has_attr('data-src')]\n",
    "        return image_srcs[:50]  # Return up to 50 image source URLs\n",
    "    else:\n",
    "        print(f'An error occurred while searching for: {search_query}')\n",
    "        return []  # Return an empty list in case of an error\n",
    "\n",
    "# Assuming df is your DataFrame and it already contains a 'queries' column with lists of queries\n",
    "# We'll first define a new column 'urls' with empty lists\n",
    "df['urls'] = pd.Series([[] for _ in range(len(df))], index=df.index)\n",
    "\n",
    "# Iterate over the DataFrame rows with a progress bar\n",
    "for index in tqdm(df.index, desc='Processing Characters'):\n",
    "    all_image_urls = []\n",
    "    row = df.loc[index]\n",
    "    # For each query in the list of queries, perform a search and collect image URLs\n",
    "    for query in row['queries']:\n",
    "        image_urls = get_image_urls(query)\n",
    "        all_image_urls.extend(image_urls)\n",
    "        # Stop if we've collected 50 URLs, no need for further searches\n",
    "        if len(all_image_urls) >= 50:\n",
    "            break\n",
    "\n",
    "    # Assign up to 50 URLs to the 'urls' column for this row\n",
    "    df.at[index, 'urls'] = all_image_urls[:50]\n",
    "\n",
    "# Display the DataFrame to verify the results\n",
    "print(df)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c3bae619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df['urls'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7b628366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      [https://tse1.mm.bing.net/th/id/OIP.CCWpJMW-Bf...\n",
       "1      [https://tse3.mm.bing.net/th/id/OIP.iGQ_iExsDi...\n",
       "2      [https://tse4.mm.bing.net/th/id/OIP.Bprq17u0Tr...\n",
       "3      [https://tse2.mm.bing.net/th/id/OIP.BI3cuduf1t...\n",
       "4      [https://tse3.mm.bing.net/th/id/OIP.5oH3--pkmi...\n",
       "                             ...                        \n",
       "641    [https://tse1.mm.bing.net/th/id/OIP.9rIiSRWHqa...\n",
       "642    [https://tse1.mm.bing.net/th/id/OIP.8owv6MhWeo...\n",
       "643    [https://tse3.mm.bing.net/th/id/OIP.UDf9RHZ-63...\n",
       "644    [https://tse3.mm.bing.net/th/id/OIP.X72JGsZj4S...\n",
       "645    [https://tse3.mm.bing.net/th/id/OIP.hYH3sCOmN_...\n",
       "Name: urls, Length: 646, dtype: object"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['urls']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "570bae8a",
   "metadata": {},
   "outputs": [
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    {
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     },
     "metadata": {},
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    {
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      ]
     },
     "metadata": {},
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    },
    {
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      "text/plain": [
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      ]
     },
     "metadata": {},
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    },
    {
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       "model_id": "8ed2a4749ed843d5998850c21fa922fb",
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     "metadata": {},
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    {
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       "model_id": "9913932930f5421894c984dbd2181d2d",
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     "metadata": {},
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    {
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       "model_id": "40c387ba15d0446e8db3dd567ef7d0a0",
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    {
     "data": {
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       "model_id": "22cfbeb1d4d44741a189476285af3b68",
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     "metadata": {},
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       "model_id": "512404ee5ad3414ea397be51ab327baa",
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       "model_id": "7689346c4d2341b987cdd73e6b40b056",
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    {
     "data": {
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     "metadata": {},
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    {
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     },
     "metadata": {},
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    {
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       "model_id": "a0addb85d4b64ceda6bab05ff928e906",
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     },
     "metadata": {},
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    {
     "data": {
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     },
     "metadata": {},
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    {
     "data": {
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      ]
     },
     "metadata": {},
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    },
    {
     "data": {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "ename": "NotADirectoryError",
     "evalue": "[WinError 267] The directory name is invalid: 'character_images\\\\SOLDIER:_76'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNotADirectoryError\u001b[0m                        Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[22], line 35\u001b[0m\n\u001b[0;32m     33\u001b[0m \u001b[38;5;66;03m# Ensure the character's directory exists\u001b[39;00m\n\u001b[0;32m     34\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mexists(character_dir):\n\u001b[1;32m---> 35\u001b[0m     \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmakedirs\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcharacter_dir\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     37\u001b[0m \u001b[38;5;66;03m# Download each image from the 'urls' list\u001b[39;00m\n\u001b[0;32m     38\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m image_number, url \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(tqdm(row[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124murls\u001b[39m\u001b[38;5;124m'\u001b[39m], desc\u001b[38;5;241m=\u001b[39m\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDownloading images for \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcharacter\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)):\n",
      "File \u001b[1;32m~\\anaconda3\\envs\\gpu\\lib\\os.py:225\u001b[0m, in \u001b[0;36mmakedirs\u001b[1;34m(name, mode, exist_ok)\u001b[0m\n\u001b[0;32m    223\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m\n\u001b[0;32m    224\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 225\u001b[0m     \u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    226\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mOSError\u001b[39;00m:\n\u001b[0;32m    227\u001b[0m     \u001b[38;5;66;03m# Cannot rely on checking for EEXIST, since the operating system\u001b[39;00m\n\u001b[0;32m    228\u001b[0m     \u001b[38;5;66;03m# could give priority to other errors like EACCES or EROFS\u001b[39;00m\n\u001b[0;32m    229\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m exist_ok \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m path\u001b[38;5;241m.\u001b[39misdir(name):\n",
      "\u001b[1;31mNotADirectoryError\u001b[0m: [WinError 267] The directory name is invalid: 'character_images\\\\SOLDIER:_76'"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import requests\n",
    "from tqdm.auto import tqdm\n",
    "\n",
    "# Base directory where character folders will be created\n",
    "base_dir = 'character_images'\n",
    "\n",
    "# Ensure the base directory exists\n",
    "if not os.path.exists(base_dir):\n",
    "    os.makedirs(base_dir)\n",
    "\n",
    "# Function to download an image from a URL\n",
    "def download_image(url, folder_path, image_number):\n",
    "    try:\n",
    "        response = requests.get(url, stream=True)\n",
    "        if response.status_code == 200:\n",
    "            # Create a valid filename from the image number\n",
    "            filename = f'image_{image_number:03}.jpg'\n",
    "            filepath = os.path.join(folder_path, filename)\n",
    "            with open(filepath, 'wb') as f:\n",
    "                for chunk in response.iter_content(1024):\n",
    "                    f.write(chunk)\n",
    "            return True\n",
    "    except Exception as e:\n",
    "        print(f\"An error occurred: {e}\")\n",
    "    return False\n",
    "\n",
    "# Iterate over the DataFrame rows and download images\n",
    "for index, row in df.iterrows():\n",
    "    character = row['Character']\n",
    "    # Make a valid directory name for the character\n",
    "    character_dir = os.path.join(base_dir, character.replace(' ', '_'))\n",
    "    # Ensure the character's directory exists\n",
    "    if not os.path.exists(character_dir):\n",
    "        os.makedirs(character_dir)\n",
    "    \n",
    "    # Download each image from the 'urls' list\n",
    "    for image_number, url in enumerate(tqdm(row['urls'], desc=f\"Downloading images for {character}\")):\n",
    "        download_image(url, character_dir, image_number)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "0ddff406",
   "metadata": {},
   "outputs": [
    {
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      },
      "text/plain": [
       "Downloading images for SOLDIER: 76:   0%|          | 0/50 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
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    {
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       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
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      ]
     },
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    {
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       "version_major": 2,
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      },
      "text/plain": [
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      ]
     },
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    {
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      },
      "text/plain": [
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      },
      "text/plain": [
       "Downloading images for TRACER:   0%|          | 0/50 [00:00<?, ?it/s]"
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    {
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      },
      "text/plain": [
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    {
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      },
      "text/plain": [
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      ]
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      "text/plain": [
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      ]
     },
     "metadata": {},
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    {
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      },
      "text/plain": [
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      "text/plain": [
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      },
      "text/plain": [
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      ]
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      "text/plain": [
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      ]
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      "text/plain": [
       "Downloading images for Arc Warden:   0%|          | 0/50 [00:00<?, ?it/s]"
      ]
     },
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      ]
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   ],
   "source": [
    "resume_row_id = 216\n",
    "\n",
    "for index, row in df.iterrows():\n",
    "    if index >= resume_row_id:\n",
    "        character = row['Character']\n",
    "        # Replace characters that are invalid for directory names\n",
    "        safe_character = ''.join(c for c in character if c.isalnum() or c in (' ','_')).rstrip()\n",
    "        character_dir = os.path.join(base_dir, safe_character.replace(' ', '_'))\n",
    "        \n",
    "        # Ensure the character's directory exists\n",
    "        if not os.path.exists(character_dir):\n",
    "            os.makedirs(character_dir)\n",
    "        \n",
    "        # Get the list of images that have already been downloaded to avoid re-downloading\n",
    "        existing_images = set(os.listdir(character_dir))\n",
    "        \n",
    "        # Download each image from the 'urls' list\n",
    "        for image_number, url in enumerate(tqdm(row['urls'], desc=f\"Downloading images for {character}\")):\n",
    "            # Check if the image already exists\n",
    "            image_filename = f'image_{image_number:03}.jpg'\n",
    "            if image_filename not in existing_images:\n",
    "                if download_image(url, character_dir, image_number):\n",
    "                    existing_images.add(image_filename) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "877f92e2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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