Data_gathering_and_testing.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Home': ['How to fix stair/wall gap?', 'What is this plug?', 'Ideas for curb appeal?', 'Hole in concrete floor', 'How to fix hardwood floor paint'], 'AskReddit': ['What weird flex you proud of?', 'What are the best songs that tell a story?', 'If you could remove a law, which one would get the boot?', 'What screams “I’m a terrible fucking parent”?', 'What was the biggest lie you believed?'], 'mildlyinfuriating': ['Jkfl Redddit Meta Posts', 'Bestof2022! Prize winners! They won prises! For the Besof! of last yer!', 'The way my wife cuts tomatoes', 'Four spots. FOUR!', 'When you buy an 8 foot 2x4 and get it home...'], 'facepalm': ['Nashville, Tennessee Christian School refused to allow a female student to enter prom because she was wearing a suit.', 'Professional deaf track team lands in San Francisco and is welcomed by this', \"Who's gonna tell them?\", 'Only way to cover a mistake is with another mistake', 'Be quick to listen and slow to speak..'], 'AmItheAsshole': ['AITA Monthly Open Forum April 2023: Rule 9 - Do Not Ask For Advice', 'The Asshole Universe is Expanding, Again: Introducing Another New Sister Subreddit!', 'AITA for telling my sister that a comment she made is exactly why her marriage crashed and burned?', 'AITA for not putting my kid in the other room when my friend came over.', 'AITA for not letting my son invite his special needs friend to his sleepover?']}\n"
     ]
    }
   ],
   "source": [
    "import praw\n",
    "\n",
    "# Set up PRAW credentials\n",
    "client_id = \"mlXe7IEjDHGXD0DDYRcWnw\"\n",
    "client_secret = \"TzQPQ_xfeFYAH2BwDZAz6nJwrTnuuA\"\n",
    "user_agent = \"sentiment/1.0\"\n",
    "\n",
    "\n",
    "# Authenticate with Reddit API\n",
    "reddit = praw.Reddit(client_id=client_id,\n",
    "                     client_secret=client_secret,\n",
    "                     user_agent=user_agent,\n",
    " )\n",
    "\n",
    "# get the 10 most popular subreddits\n",
    "subreddits = reddit.subreddits.popular(limit=5)\n",
    "\n",
    "# create an empty dictionary to store the posts\n",
    "posts_dict = {}\n",
    "\n",
    "# iterate over the popular subreddits and get their hot posts\n",
    "for subreddit in subreddits:\n",
    "    posts = subreddit.hot(limit=5)\n",
    "    posts_list = []\n",
    "    for post in posts:\n",
    "        posts_list.append(post.title)\n",
    "    # add the list of posts to the dictionary with the subreddit name as the key\n",
    "    posts_dict[subreddit.display_name] = posts_list\n",
    "\n",
    "# print the dictionary of posts\n",
    "print(posts_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "def clean_text(text):\n",
    "    # remove words starting with @ symbol\n",
    "    text = re.sub(r'@\\w+\\s?', '', text)\n",
    "    \n",
    "    # remove non-alphabetic characters and convert to lowercase\n",
    "    text = re.sub(r'[^a-zA-Z\\s]', '', text).lower()\n",
    "    \n",
    "    # remove unnecessary whitespace\n",
    "    text = re.sub(r'\\s+', ' ', text).strip()\n",
    "    \n",
    "    return text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "clean_reddit_data = {}\n",
    "\n",
    "for i in posts_dict.items():\n",
    "    clean_reddit_data[i[0]] = []\n",
    "    for j in i[1]:\n",
    "        clean_reddit_data[i[0]].append(clean_text(j))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Home': ['i did a thing',\n",
       "  'the home builder egde homes assured the city the house was safe to live in',\n",
       "  'best way to clean patio',\n",
       "  'theres a crack in my stone fence should i call someone to fix it or am i overthinking it',\n",
       "  'i bought this house a couple years ago this ventfan thing is a complete mystery any ideas'],\n",
       " 'AskReddit': ['what is the prettiest song you ever heard in your life',\n",
       "  'what computer feature dont most people know about',\n",
       "  'what insult have your parents said that is stuck in your head as an adult',\n",
       "  'what hobby is an immediate red flag',\n",
       "  'whats a kink that you started joking about that turned into one of your actual kinks'],\n",
       " 'mildlyinfuriating': ['jkfl redddit meta posts',\n",
       "  'bestof prize winners they won prises for the besof of last yer',\n",
       "  'guy in front of my refused to take off his hat after i told him it was blocking my view',\n",
       "  'teens charged with misdemeanor in stolen vehicle crash that killed monthold a google news query on the childs name returns a total of results',\n",
       "  'my airbnb host said the keysafe is near the white door it is silver with black plastic'],\n",
       " 'facepalm': ['school board member calls police chief a skinhead over a speeding ticket',\n",
       "  'elon musk birth control could spell the end of humanity',\n",
       "  'straight out of fantasy',\n",
       "  'how dare you accept my offer to split the bill',\n",
       "  'us healthcare'],\n",
       " 'AmItheAsshole': ['aita monthly open forum april rule do not ask for advice',\n",
       "  'the asshole universe is expanding again introducing another new sister subreddit',\n",
       "  'aita for not removing the disney items from my house',\n",
       "  'aita for not wanting to tidy up when my wifes friend is coming over',\n",
       "  'aita for refusing to sit next to this man']}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_reddit_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from transformers import AutoTokenizer\n",
    "tokenizer_global = None\n",
    "def tokenize_data(text, model_name):\n",
    "    # load pre-trained tokenizer\n",
    "    global tokenizer_global\n",
    "    tokenizer = AutoTokenizer.from_pretrained(model_name)\n",
    "    tokenizer_global = tokenizer\n",
    "    # tokenize each sentence in clean_text column\n",
    "    tokens = tokenizer.encode(text, add_special_tokens=True)\n",
    "    return tokens\n",
    "model_name = 'bert-base-uncased'\n",
    "\n",
    "tokenized_data = {}\n",
    "\n",
    "for i in clean_reddit_data.items():\n",
    "    tokenized_data[i[0]] = []\n",
    "    for j in i[1]:\n",
    "        tokenized_data[i[0]].append(tokenize_data(j, model_name))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Home': [[101, 1045, 2106, 1037, 2518, 102],\n",
       "  [101,\n",
       "   1996,\n",
       "   2188,\n",
       "   12508,\n",
       "   1041,\n",
       "   2290,\n",
       "   3207,\n",
       "   5014,\n",
       "   8916,\n",
       "   1996,\n",
       "   2103,\n",
       "   1996,\n",
       "   2160,\n",
       "   2001,\n",
       "   3647,\n",
       "   2000,\n",
       "   2444,\n",
       "   1999,\n",
       "   102],\n",
       "  [101, 2190, 2126, 2000, 4550, 19404, 102],\n",
       "  [101,\n",
       "   2045,\n",
       "   2015,\n",
       "   1037,\n",
       "   8579,\n",
       "   1999,\n",
       "   2026,\n",
       "   2962,\n",
       "   8638,\n",
       "   2323,\n",
       "   1045,\n",
       "   2655,\n",
       "   2619,\n",
       "   2000,\n",
       "   8081,\n",
       "   2009,\n",
       "   2030,\n",
       "   2572,\n",
       "   1045,\n",
       "   2058,\n",
       "   15222,\n",
       "   8950,\n",
       "   2075,\n",
       "   2009,\n",
       "   102],\n",
       "  [101,\n",
       "   1045,\n",
       "   4149,\n",
       "   2023,\n",
       "   2160,\n",
       "   1037,\n",
       "   3232,\n",
       "   2086,\n",
       "   3283,\n",
       "   2023,\n",
       "   18834,\n",
       "   15143,\n",
       "   2518,\n",
       "   2003,\n",
       "   1037,\n",
       "   3143,\n",
       "   6547,\n",
       "   2151,\n",
       "   4784,\n",
       "   102]],\n",
       " 'AskReddit': [[101,\n",
       "   2054,\n",
       "   2003,\n",
       "   1996,\n",
       "   3653,\n",
       "   6916,\n",
       "   4355,\n",
       "   2299,\n",
       "   2017,\n",
       "   2412,\n",
       "   2657,\n",
       "   1999,\n",
       "   2115,\n",
       "   2166,\n",
       "   102],\n",
       "  [101, 2054, 3274, 3444, 2123, 2102, 2087, 2111, 2113, 2055, 102],\n",
       "  [101,\n",
       "   2054,\n",
       "   15301,\n",
       "   2031,\n",
       "   2115,\n",
       "   3008,\n",
       "   2056,\n",
       "   2008,\n",
       "   2003,\n",
       "   5881,\n",
       "   1999,\n",
       "   2115,\n",
       "   2132,\n",
       "   2004,\n",
       "   2019,\n",
       "   4639,\n",
       "   102],\n",
       "  [101, 2054, 17792, 2003, 2019, 6234, 2417, 5210, 102],\n",
       "  [101,\n",
       "   2054,\n",
       "   2015,\n",
       "   1037,\n",
       "   12631,\n",
       "   2243,\n",
       "   2008,\n",
       "   2017,\n",
       "   2318,\n",
       "   16644,\n",
       "   2055,\n",
       "   2008,\n",
       "   2357,\n",
       "   2046,\n",
       "   2028,\n",
       "   1997,\n",
       "   2115,\n",
       "   5025,\n",
       "   12631,\n",
       "   5705,\n",
       "   102]],\n",
       " 'mildlyinfuriating': [[101,\n",
       "   1046,\n",
       "   2243,\n",
       "   10258,\n",
       "   2417,\n",
       "   14141,\n",
       "   4183,\n",
       "   18804,\n",
       "   8466,\n",
       "   102],\n",
       "  [101,\n",
       "   2190,\n",
       "   11253,\n",
       "   3396,\n",
       "   4791,\n",
       "   2027,\n",
       "   2180,\n",
       "   26927,\n",
       "   8583,\n",
       "   2005,\n",
       "   1996,\n",
       "   2022,\n",
       "   6499,\n",
       "   2546,\n",
       "   1997,\n",
       "   2197,\n",
       "   20416,\n",
       "   102],\n",
       "  [101,\n",
       "   3124,\n",
       "   1999,\n",
       "   2392,\n",
       "   1997,\n",
       "   2026,\n",
       "   4188,\n",
       "   2000,\n",
       "   2202,\n",
       "   2125,\n",
       "   2010,\n",
       "   6045,\n",
       "   2044,\n",
       "   1045,\n",
       "   2409,\n",
       "   2032,\n",
       "   2009,\n",
       "   2001,\n",
       "   10851,\n",
       "   2026,\n",
       "   3193,\n",
       "   102],\n",
       "  [101,\n",
       "   13496,\n",
       "   5338,\n",
       "   2007,\n",
       "   28616,\n",
       "   3207,\n",
       "   4168,\n",
       "   27869,\n",
       "   1999,\n",
       "   7376,\n",
       "   4316,\n",
       "   5823,\n",
       "   2008,\n",
       "   2730,\n",
       "   3204,\n",
       "   11614,\n",
       "   1037,\n",
       "   8224,\n",
       "   2739,\n",
       "   23032,\n",
       "   2006,\n",
       "   1996,\n",
       "   2775,\n",
       "   2015,\n",
       "   2171,\n",
       "   5651,\n",
       "   1037,\n",
       "   2561,\n",
       "   1997,\n",
       "   3463,\n",
       "   102],\n",
       "  [101,\n",
       "   2026,\n",
       "   2250,\n",
       "   24700,\n",
       "   2497,\n",
       "   3677,\n",
       "   2056,\n",
       "   1996,\n",
       "   6309,\n",
       "   10354,\n",
       "   2063,\n",
       "   2003,\n",
       "   2379,\n",
       "   1996,\n",
       "   2317,\n",
       "   2341,\n",
       "   2009,\n",
       "   2003,\n",
       "   3165,\n",
       "   2007,\n",
       "   2304,\n",
       "   6081,\n",
       "   102]],\n",
       " 'facepalm': [[101,\n",
       "   2082,\n",
       "   2604,\n",
       "   2266,\n",
       "   4455,\n",
       "   2610,\n",
       "   2708,\n",
       "   1037,\n",
       "   3096,\n",
       "   4974,\n",
       "   2058,\n",
       "   1037,\n",
       "   21485,\n",
       "   7281,\n",
       "   102],\n",
       "  [101,\n",
       "   3449,\n",
       "   2239,\n",
       "   14163,\n",
       "   6711,\n",
       "   4182,\n",
       "   2491,\n",
       "   2071,\n",
       "   6297,\n",
       "   1996,\n",
       "   2203,\n",
       "   1997,\n",
       "   8438,\n",
       "   102],\n",
       "  [101, 3442, 2041, 1997, 5913, 102],\n",
       "  [101, 2129, 8108, 2017, 5138, 2026, 3749, 2000, 3975, 1996, 3021, 102],\n",
       "  [101, 2149, 9871, 102]],\n",
       " 'AmItheAsshole': [[101,\n",
       "   9932,\n",
       "   2696,\n",
       "   7058,\n",
       "   2330,\n",
       "   7057,\n",
       "   2258,\n",
       "   3627,\n",
       "   2079,\n",
       "   2025,\n",
       "   3198,\n",
       "   2005,\n",
       "   6040,\n",
       "   102],\n",
       "  [101,\n",
       "   1996,\n",
       "   22052,\n",
       "   5304,\n",
       "   2003,\n",
       "   9186,\n",
       "   2153,\n",
       "   10449,\n",
       "   2178,\n",
       "   2047,\n",
       "   2905,\n",
       "   4942,\n",
       "   5596,\n",
       "   23194,\n",
       "   102],\n",
       "  [101, 9932, 2696, 2005, 2025, 9268, 1996, 6373, 5167, 2013, 2026, 2160, 102],\n",
       "  [101,\n",
       "   9932,\n",
       "   2696,\n",
       "   2005,\n",
       "   2025,\n",
       "   5782,\n",
       "   2000,\n",
       "   29369,\n",
       "   2039,\n",
       "   2043,\n",
       "   2026,\n",
       "   2564,\n",
       "   2015,\n",
       "   2767,\n",
       "   2003,\n",
       "   2746,\n",
       "   2058,\n",
       "   102],\n",
       "  [101, 9932, 2696, 2005, 11193, 2000, 4133, 2279, 2000, 2023, 2158, 102]]}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tokenized_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "naman\n",
      "{}\n",
      "naman\n",
      "{'Home': array([[  101.,  1045.,  2106.,  1037.,  2518.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1996.,  2188., 12508.,  1041.,  2290.,  3207.,  5014.,\n",
      "         8916.,  1996.,  2103.,  1996.,  2160.,  2001.,  3647.,  2000.,\n",
      "         2444.,  1999.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190.,  2126.,  2000.,  4550., 19404.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2045.,  2015.,  1037.,  8579.,  1999.,  2026.,  2962.,\n",
      "         8638.,  2323.,  1045.,  2655.,  2619.,  2000.,  8081.,  2009.,\n",
      "         2030.,  2572.,  1045.,  2058., 15222.,  8950.,  2075.,  2009.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1045.,  4149.,  2023.,  2160.,  1037.,  3232.,  2086.,\n",
      "         3283.,  2023., 18834., 15143.,  2518.,  2003.,  1037.,  3143.,\n",
      "         6547.,  2151.,  4784.,   102.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]])}\n",
      "naman\n",
      "{'Home': array([[  101.,  1045.,  2106.,  1037.,  2518.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1996.,  2188., 12508.,  1041.,  2290.,  3207.,  5014.,\n",
      "         8916.,  1996.,  2103.,  1996.,  2160.,  2001.,  3647.,  2000.,\n",
      "         2444.,  1999.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190.,  2126.,  2000.,  4550., 19404.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2045.,  2015.,  1037.,  8579.,  1999.,  2026.,  2962.,\n",
      "         8638.,  2323.,  1045.,  2655.,  2619.,  2000.,  8081.,  2009.,\n",
      "         2030.,  2572.,  1045.,  2058., 15222.,  8950.,  2075.,  2009.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1045.,  4149.,  2023.,  2160.,  1037.,  3232.,  2086.,\n",
      "         3283.,  2023., 18834., 15143.,  2518.,  2003.,  1037.,  3143.,\n",
      "         6547.,  2151.,  4784.,   102.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "         2017.,  2412.,  2657.,  1999.,  2115.,  2166.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  3274.,  3444.,  2123.,  2102.,  2087.,  2111.,\n",
      "         2113.,  2055.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 15301.,  2031.,  2115.,  3008.,  2056.,  2008.,\n",
      "         2003.,  5881.,  1999.,  2115.,  2132.,  2004.,  2019.,  4639.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 17792.,  2003.,  2019.,  6234.,  2417.,  5210.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  2015.,  1037., 12631.,  2243.,  2008.,  2017.,\n",
      "         2318., 16644.,  2055.,  2008.,  2357.,  2046.,  2028.,  1997.,\n",
      "         2115.,  5025., 12631.,  5705.,   102.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]])}\n",
      "naman\n",
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      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1996.,  2188., 12508.,  1041.,  2290.,  3207.,  5014.,\n",
      "         8916.,  1996.,  2103.,  1996.,  2160.,  2001.,  3647.,  2000.,\n",
      "         2444.,  1999.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190.,  2126.,  2000.,  4550., 19404.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2045.,  2015.,  1037.,  8579.,  1999.,  2026.,  2962.,\n",
      "         8638.,  2323.,  1045.,  2655.,  2619.,  2000.,  8081.,  2009.,\n",
      "         2030.,  2572.,  1045.,  2058., 15222.,  8950.,  2075.,  2009.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1045.,  4149.,  2023.,  2160.,  1037.,  3232.,  2086.,\n",
      "         3283.,  2023., 18834., 15143.,  2518.,  2003.,  1037.,  3143.,\n",
      "         6547.,  2151.,  4784.,   102.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "         2017.,  2412.,  2657.,  1999.,  2115.,  2166.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  3274.,  3444.,  2123.,  2102.,  2087.,  2111.,\n",
      "         2113.,  2055.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 15301.,  2031.,  2115.,  3008.,  2056.,  2008.,\n",
      "         2003.,  5881.,  1999.,  2115.,  2132.,  2004.,  2019.,  4639.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 17792.,  2003.,  2019.,  6234.,  2417.,  5210.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  2015.,  1037., 12631.,  2243.,  2008.,  2017.,\n",
      "         2318., 16644.,  2055.,  2008.,  2357.,  2046.,  2028.,  1997.,\n",
      "         2115.,  5025., 12631.,  5705.,   102.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]]), 'mildlyinfuriating': array([[  101.,  1046.,  2243., 10258.,  2417., 14141.,  4183., 18804.,\n",
      "         8466.,   102.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190., 11253.,  3396.,  4791.,  2027.,  2180., 26927.,\n",
      "         8583.,  2005.,  1996.,  2022.,  6499.,  2546.,  1997.,  2197.,\n",
      "        20416.,   102.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  3124.,  1999.,  2392.,  1997.,  2026.,  4188.,  2000.,\n",
      "         2202.,  2125.,  2010.,  6045.,  2044.,  1045.,  2409.,  2032.,\n",
      "         2009.,  2001., 10851.,  2026.,  3193.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101., 13496.,  5338.,  2007., 28616.,  3207.,  4168., 27869.,\n",
      "         1999.,  7376.,  4316.,  5823.,  2008.,  2730.,  3204., 11614.,\n",
      "         1037.,  8224.,  2739., 23032.,  2006.,  1996.,  2775.,  2015.,\n",
      "         2171.,  5651.,  1037.,  2561.,  1997.,  3463.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2026.,  2250., 24700.,  2497.,  3677.,  2056.,  1996.,\n",
      "         6309., 10354.,  2063.,  2003.,  2379.,  1996.,  2317.,  2341.,\n",
      "         2009.,  2003.,  3165.,  2007.,  2304.,  6081.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]])}\n",
      "naman\n",
      "{'Home': array([[  101.,  1045.,  2106.,  1037.,  2518.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1996.,  2188., 12508.,  1041.,  2290.,  3207.,  5014.,\n",
      "         8916.,  1996.,  2103.,  1996.,  2160.,  2001.,  3647.,  2000.,\n",
      "         2444.,  1999.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190.,  2126.,  2000.,  4550., 19404.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2045.,  2015.,  1037.,  8579.,  1999.,  2026.,  2962.,\n",
      "         8638.,  2323.,  1045.,  2655.,  2619.,  2000.,  8081.,  2009.,\n",
      "         2030.,  2572.,  1045.,  2058., 15222.,  8950.,  2075.,  2009.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  1045.,  4149.,  2023.,  2160.,  1037.,  3232.,  2086.,\n",
      "         3283.,  2023., 18834., 15143.,  2518.,  2003.,  1037.,  3143.,\n",
      "         6547.,  2151.,  4784.,   102.,     0.,     0.,     0.,     0.,\n",
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      "         2017.,  2412.,  2657.,  1999.,  2115.,  2166.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
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      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  3274.,  3444.,  2123.,  2102.,  2087.,  2111.,\n",
      "         2113.,  2055.,   102.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 15301.,  2031.,  2115.,  3008.,  2056.,  2008.,\n",
      "         2003.,  5881.,  1999.,  2115.,  2132.,  2004.,  2019.,  4639.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054., 17792.,  2003.,  2019.,  6234.,  2417.,  5210.,\n",
      "          102.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2054.,  2015.,  1037., 12631.,  2243.,  2008.,  2017.,\n",
      "         2318., 16644.,  2055.,  2008.,  2357.,  2046.,  2028.,  1997.,\n",
      "         2115.,  5025., 12631.,  5705.,   102.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]]), 'mildlyinfuriating': array([[  101.,  1046.,  2243., 10258.,  2417., 14141.,  4183., 18804.,\n",
      "         8466.,   102.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2190., 11253.,  3396.,  4791.,  2027.,  2180., 26927.,\n",
      "         8583.,  2005.,  1996.,  2022.,  6499.,  2546.,  1997.,  2197.,\n",
      "        20416.,   102.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  3124.,  1999.,  2392.,  1997.,  2026.,  4188.,  2000.,\n",
      "         2202.,  2125.,  2010.,  6045.,  2044.,  1045.,  2409.,  2032.,\n",
      "         2009.,  2001., 10851.,  2026.,  3193.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101., 13496.,  5338.,  2007., 28616.,  3207.,  4168., 27869.,\n",
      "         1999.,  7376.,  4316.,  5823.,  2008.,  2730.,  3204., 11614.,\n",
      "         1037.,  8224.,  2739., 23032.,  2006.,  1996.,  2775.,  2015.,\n",
      "         2171.,  5651.,  1037.,  2561.,  1997.,  3463.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2026.,  2250., 24700.,  2497.,  3677.,  2056.,  1996.,\n",
      "         6309., 10354.,  2063.,  2003.,  2379.,  1996.,  2317.,  2341.,\n",
      "         2009.,  2003.,  3165.,  2007.,  2304.,  6081.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]]), 'facepalm': array([[  101.,  2082.,  2604.,  2266.,  4455.,  2610.,  2708.,  1037.,\n",
      "         3096.,  4974.,  2058.,  1037., 21485.,  7281.,   102.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  3449.,  2239., 14163.,  6711.,  4182.,  2491.,  2071.,\n",
      "         6297.,  1996.,  2203.,  1997.,  8438.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  3442.,  2041.,  1997.,  5913.,   102.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2129.,  8108.,  2017.,  5138.,  2026.,  3749.,  2000.,\n",
      "         3975.,  1996.,  3021.,   102.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.],\n",
      "       [  101.,  2149.,  9871.,   102.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.,\n",
      "            0.,     0.,     0.,     0.,     0.,     0.,     0.,     0.]])}\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "def pad_tokens(data, max_length):\n",
    "    print(\"naman\")\n",
    "    \"\"\"\n",
    "    Pads the tokenized sentences in the 'tokens' column of the input DataFrame to a fixed length.\n",
    "    \n",
    "    Args:\n",
    "        data (pandas.DataFrame): The input DataFrame with the 'tokens' column containing the tokenized sentences.\n",
    "        max_length (int): The maximum length of the padded sentences.\n",
    "    \n",
    "    Returns:\n",
    "        np.ndarray: A 2D NumPy array of shape (num_sentences, max_length) containing the padded token IDs.\n",
    "    \"\"\"\n",
    "    # Get the tokenized sentences as a list\n",
    " \n",
    "    \n",
    "    # Initialize an empty array to hold the padded token IDs\n",
    "    padded_tokens = np.zeros((len(data), max_length))\n",
    "    print(padded_data)\n",
    "    # Pad each sentence with zeros to the desired length and store in the padded_tokens array\n",
    "    for i, tokens in enumerate(data):\n",
    "        padded_tokens[i, :min(len(tokens), max_length)] = tokens[:max_length]\n",
    "    \n",
    "    return padded_tokens\n",
    "\n",
    "padded_data = {}\n",
    "\n",
    "for i in tokenized_data.items():\n",
    "\n",
    "    padded_data[i[0]] = (pad_tokens(i[1], 72))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import load_model\n",
    "\n",
    "model = load_model(\"whole_tweet_5_epochs_kaggle.h5\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "def predict_sentiment(model, tokenizer, sentence):\n",
    "    # Clean and preprocess the input sentence\n",
    "    clean_sentence = clean_text(sentence)\n",
    "    tokenized_sentence = tokenizer.encode(clean_sentence, add_special_tokens=True)\n",
    "    padded_sentence = pad_sequences([tokenized_sentence], maxlen=72, dtype=\"long\", \n",
    "                                     value=0, truncating=\"post\", padding=\"post\")\n",
    "    # Predict the sentiment label\n",
    "    predicted_label = model.predict(padded_sentence, verbose=0)\n",
    "    sentiment_dict = {0: 'Negative', 1: 'Positive'}\n",
    "    predicted_sentiment = sentiment_dict[1 if predicted_label[0][0][0] > 0.5 else 0]\n",
    "    \n",
    "    return 1 if predicted_label[0][0][0] > 0.5 else 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Home\n",
      "I did a thing! Positive with score 0.5932653546333313\n",
      "The home builder, Egde homes, assured the city the house was safe to live in. Positive with score 0.5109837055206299\n",
      "Best way to clean patio? Positive with score 0.9931397438049316\n",
      "There’s a crack in my stone fence. Should I call someone to fix it or am I overthinking it? Negative with score 0.44408395886421204\n",
      "I bought this house a couple years ago. This vent/fan thing is a complete mystery. Any ideas? Positive with score 0.9257094264030457\n",
      "AskReddit\n",
      "what is the prettiest song you ever heard in your life? Positive with score 0.9593647122383118\n",
      "What computer feature don't most people know about? Negative with score 0.11001618951559067\n",
      "What insult have your parents said, that is stuck in your head as an adult? Negative with score 0.17923077940940857\n",
      "What hobby is an immediate red flag? Positive with score 0.7185378074645996\n",
      "What's a kink that you started joking about that turned into one of your actual kinks? Positive with score 0.7360278367996216\n",
      "mildlyinfuriating\n",
      "Jkfl Redddit Meta Posts Positive with score 0.6813133358955383\n",
      "Bestof2022! Prize winners! They won prises! For the Besof! of last yer! Positive with score 0.7243778109550476\n",
      "Guy in front of my refused to take off his hat after I told him it was blocking my view. Negative with score 0.16512338817119598\n",
      "Teens charged with misdemeanor in stolen vehicle crash that killed 6-month-old. A Google news query on the child's name returns a total of 7 results. Negative with score 0.16833505034446716\n",
      "My AirBnb host said “the keysafe is near the white door… it is silver with black plastic” Negative with score 0.2638777792453766\n",
      "facepalm\n",
      "School Board member calls police chief a \"skinhead\" over a speeding ticket Negative with score 0.04614086449146271\n",
      "Elon Musk: Birth control could spell the end of humanity Positive with score 0.6567386388778687\n",
      "Straight out of fantasy Positive with score 0.5259852409362793\n",
      "How dare you accept my offer to split the bill? Negative with score 0.313569575548172\n",
      "US Healthcare Positive with score 0.553550660610199\n",
      "AmItheAsshole\n",
      "AITA Monthly Open Forum April 2023: Rule 9 - Do Not Ask For Advice Negative with score 0.45644864439964294\n",
      "The Asshole Universe is Expanding, Again: Introducing Another New Sister Subreddit! Positive with score 0.9496497511863708\n",
      "AITA for not removing the Disney items from my house? Negative with score 0.11243918538093567\n",
      "AITA for not wanting to tidy up when my wife’s friend is coming over? Negative with score 0.14297856390476227\n",
      "AITA for refusing to sit next to this man? Negative with score 0.2623068392276764\n"
     ]
    }
   ],
   "source": [
    "counts_pos_neg = {}\n",
    "\n",
    "for i in posts_dict.items():\n",
    "    print(i[0])\n",
    "    for j in i[1]:\n",
    "        print(j, predict_sentiment(model,tokenizer_global,j))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4 1\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2 3\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 2\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 4\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "for i in posts_dict.items():\n",
    "    \n",
    "    pos = 0\n",
    "    neg = 0\n",
    "    for j in i[1]:\n",
    "        if predict_sentiment(model,tokenizer_global,j) == 1:\n",
    "            pos += 1\n",
    "        else:\n",
    "            neg += 1\n",
    "  \n",
    "    print(pos, neg)\n",
    "    x = ['Positive','Negative']\n",
    "    y = [pos, neg]\n",
    "\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.bar(x, y)\n",
    "\n",
    "    ax.set_xlabel('Sentiment')\n",
    "    ax.set_ylabel('Counts')\n",
    "    ax.set_title(i[0])\n",
    "\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import tweepy\n",
    "import time\n",
    "\n",
    "# Credentials (INSERT YOUR KEYS AND TOKENS IN THE STRINGS BELOW)\n",
    "api_key = \"k9nd5I1S5ILugYrBYuEwnXvuE\"\n",
    "api_secret = \"I7txtHmmkMJwUnPUofbFK7jKfh3MaLkTJwxQER2mA8SWxUOf0H\"\n",
    "bearer_token = r\"AAAAAAAAAAAAAAAAAAAAADK4mwEAAAAAZY%2F8R6dawem%2FlKjpaXRrx4qyBTc%3DMo0Rf3n6hvCpVoTOeGogrHnsjdGgHHgwHWIWCFrWKWq9ovIiA8\"\n",
    "access_token = \"1650009738959278086-evHOr5qrNNS8CH07CC3EVKc2wZXQMa\"\n",
    "access_token_secret = \"mGsapqPdDVM4nxahfUzcTALxpKX0vvvOudWwOJHH5gwpV\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from twython import Twython\n",
    "twitter = Twython(api_key, api_secret, access_token, access_token_secret)\n",
    "\n",
    "# Get the trending hashtags for a specific location (here: worldwide)\n",
    "trends = twitter.get_place_trends(id=23424977)  # 1 for global trends\n",
    "hashtags = [trend['name'] for trend in trends[0]['trends'] if trend['name'].startswith('#')]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#90DayFianceTheOtherWay',\n",
       " '#BadBoysTexas',\n",
       " '#FreeClix',\n",
       " '#AmericanIdol',\n",
       " '#AskSNB']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hashtags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jeymi didn't think it through either when she married Kris.  She didn't really know her....and what she did know wa… https://t.co/5iDxIeYfix\n",
      "\n",
      "\n",
      "Hear her out about what jeymi? She's just going to lie some more. You married a junky #90dayfiancetheotherway\n",
      "\n",
      "\n",
      "Jeymi and Kris tell two different stories but I still believe more of Jeymi’s story\n",
      "#90DayFiance… https://t.co/St1aRgSJ9E\n",
      "\n",
      "\n",
      "I think Jeymi is more mad she doesn't have her money maker there. Why is she not working?! I said it before that sh… https://t.co/bK0pBYnxDK\n",
      "\n",
      "\n",
      "Oussama deserved to be kicked in the nuts by that donkey. \n",
      "\n",
      "#90DayFiance #90DayFianceTheOtherWay #90DayFianceTOW\n",
      "\n",
      "\n",
      "~sarcasm font~ No SHIT!! Your wife is mad you’ve been gone 5 months without calling regularly. That’s so unexpected… https://t.co/g3B6gVWfkh\n",
      "\n",
      "\n",
      "Period! Debbie is carrying this entire season. I want Oussama to come to the US, tho. I would love to see him get a… https://t.co/Y3ycHxowm8\n",
      "\n",
      "\n",
      "Now I have to find out why people don't want to work with someone from Venezuela! That's crazy!#90DayFiance, #90dayfiancetheotherway\n",
      "\n",
      "\n",
      "Jeymi is making sense about a lot of things except what the hell she sees in Kris! #90DayFianceTheOtherWay #90DayFiance\n",
      "\n",
      "\n",
      "Kris had no intentions on coming back. She rather be close to her drugs than her wife #90DayFiance #90DayFianceTheOtherWay\n",
      "\n",
      "\n",
      "I remember Banga from his audition, he was tearing that mf UP!!! #BadBoysTexas\n",
      "\n",
      "\n",
      "#BadBoysTexas my nigga orlando do not care wtf going on he just glad he outta jail😂😂😂 https://t.co/q6ye0KD2q4\n",
      "\n",
      "\n",
      "RT @KeshayDominique: This whole episode is way better than the whole season of baddies west #BadBoysTexas\n",
      "\n",
      "\n",
      "RT @KeshayDominique: This whole episode is way better than the whole season of baddies west #BadBoysTexas\n",
      "\n",
      "\n",
      "The chin kinda ate with this casting, child stars, z list celebs, and Jonathan… I’m sat!  #BadBoysTexas https://t.co/syZC65N4Qp\n",
      "\n",
      "\n",
      "Orlando Brown got me over here screaming #BadBoysTexas\n",
      "\n",
      "\n",
      "This whole episode is way better than the whole season of baddies west #BadBoysTexas\n",
      "\n",
      "\n",
      "Glad to see Jonathan, Relly &amp; Anthony back #BadBoysTexas\n",
      "\n",
      "\n",
      "Orlando brown is probably about to be my favorite this season 😂😂#BadBoysTexas\n",
      "\n",
      "\n",
      "#BadBoysTexas  &gt;&gt;&gt;&gt;&gt;&gt;\n",
      "\n",
      "\n",
      "RT @MuzFN: #FreeClix till its backwards\n",
      "\n",
      "\n",
      "@FNCompetitive F is for #FreeClix\n",
      "\n",
      "\n",
      "@Clix #FreeClix\n",
      "\n",
      "\n",
      "RT @laviishlily: #FreeClix\n",
      "\n",
      "\n",
      "RT @Clix: #FreeClix https://t.co/KBfoamUYHS\n",
      "\n",
      "\n",
      "@FNCompetitive F is for #FreeClix\n",
      "\n",
      "\n",
      "@GWAFUTURE @Khanada #FreeClix\n",
      "\n",
      "\n",
      "RT @LacyHimself: #FreeClix https://t.co/fcLXJblPhK\n",
      "\n",
      "\n",
      "RT @Clix: #FreeClix https://t.co/KBfoamUYHS\n",
      "\n",
      "\n",
      "RT @LacyHimself: #FreeClix https://t.co/fcLXJblPhK\n",
      "\n",
      "\n",
      "#Idol #AmericanIdol \n",
      "Too Soon is a well written song\n",
      "\n",
      "\n",
      "This bottom 4 is atrocious. 3 out of the 4 deserve the Top 20\n",
      "#AmericanIdol\n",
      "\n",
      "\n",
      "RT @AmericanIdol: 3 ways to vote for @olisteelemusic after the show:\n",
      "\n",
      "1️⃣ Text 2 to 𝟮𝟭𝟱𝟮𝟯\n",
      "2️⃣ Use the #AmericanIdol App\n",
      "3️⃣ Go to https://t…\n",
      "\n",
      "\n",
      "I haven’t been that impressed with most of these performances. Lucy has been one of my favs and better make it!! #AmericanIdol\n",
      "\n",
      "\n",
      "Out of that group Mariah and Oliver should’ve went home… elise, PJae, and Lucy should not be in jeopardy right now  #AmericanIdol\n",
      "\n",
      "\n",
      "Ok now THAT!! Is messed up!! PJAE didn’t make it 😏😏 #AmericanIdol\n",
      "\n",
      "\n",
      "Wow. #OliverSteele is amazing. \n",
      "Well done. 👏👏👏👏👏👏👏\n",
      "@lukebryan knows he's an artist. \n",
      "#AmericanIdol\n",
      "\n",
      "\n",
      "RT @LionelRichie: #AmericanIdol is turning 21 🥳! Celebrate with me and some of my favorite people right NOW! https://t.co/WbmKPwJ7Ns\n",
      "\n",
      "\n",
      "RT @AmericanIdol: 3 ways to vote for @wtongi after the show:\n",
      "\n",
      "1️⃣ Text 13 to 𝟮𝟭𝟱𝟮𝟯\n",
      "2️⃣ Use the #AmericanIdol App\n",
      "3️⃣ Go to https://t.co/zfl…\n",
      "\n",
      "\n",
      "RT @AmericanIdol: 3 ways to vote for @olisteelemusic after the show:\n",
      "\n",
      "1️⃣ Text 2 to 𝟮𝟭𝟱𝟮𝟯\n",
      "2️⃣ Use the #AmericanIdol App\n",
      "3️⃣ Go to https://t…\n",
      "\n",
      "\n",
      "#ChrisWebber #KyleBusch #Conforto #Ullmark\n",
      "#asksnb \n",
      "https://t.co/rCQb9YZIQR\n",
      "\n",
      "\n",
      "What is rosin? If is forbiden why he has it? #AskSNB\n",
      "\n",
      "\n",
      "RT @sickholy: Brandon Nimmo mic’d up on SNB #lgm #asksnb https://t.co/HDaPCluE22\n",
      "\n",
      "\n",
      "@SNBonESPN @You_Found_Nimmo #AskSNB would Brandon like to start a legacy scholarship to give Wyoming talent some wings?⚾️ ⚾️⚾️\n",
      "\n",
      "\n",
      "【USA's Trends】🥇Chris Webber 🥈Kyle Busch 🥉Blaney 🏅#FreeClix 🏅#AskSNB 🎖Larson 🎖#NASCAR\n",
      "\n",
      "\n",
      "Protect Me You · Sonic Youth 🇺🇸 https://t.co/0wyAqrOOhj #BuenDomingo #HarrisonBarnes #Steph #Tkachuk #Bubba… https://t.co/0kfiiSdVTU\n",
      "\n",
      "\n",
      "#asksnb hi Brandon how do you get used to different center fields as you go to news stadiums ?\n",
      "\n",
      "\n",
      "RT @mecklerbetter: #AskSNB Nimmo: Where were you on January 6th?\n",
      "\n",
      "\n",
      "Brandon Nimmo talking about rodeo and growing up in Wyoming while playing CF for the #Mets during this in-game inte… https://t.co/aL0cUyfIlL\n",
      "\n",
      "\n",
      "#AskSNB it’s my son’s 9th birthday and he’s a huge Mets fan! He wants to know who Nimmo’s favorite baseball player… https://t.co/iYLpRNuREO\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for hashtag in hashtags:\n",
    "    search_results = twitter.search(q=hashtag, count=10)\n",
    "    for tweet in search_results['statuses']:\n",
    "        print(tweet['text'])\n",
    "        print(\"\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RT @gatesfoundation: Chickpeas? Garbanzo beans?  \n",
      " \n",
      "No matter what you call these little round legumes, they are one of the best ingredient…\n",
      "This week in In San Diego, I got to talk with @jessieww about the issues with today’s math curricula—and the promises the future holds. https://t.co/BRxKtpa2pz\n",
      "For decades, we’ve been fighting back against deadly diseases by expanding access to lifesaving vaccines. Coming out of the pandemic, we’re facing new challenges to #BuildBackImmunity–and past successes have proven that we can overcome these challenges together. https://t.co/PF8Af8zUyl\n",
      "It’s always great catching up with @jessieww. We chatted about math, edtech, AI, and human ingenuity. Here’s a look at our conversation. https://t.co/oT7pdEXRY4\n",
      "I had a lot of fun meeting @CheechMarin, experiencing @TheCheechCenter, and learning a lot about his work to support the arts, education, and economic mobility for Mexican Americans. https://t.co/NXOHub9Scd\n",
      "I am so impressed with Eva Nangalo—it’s hard not to be. She’s spent decades making childbirth safer in Uganda for everyone involved, and she’s become a mentor to countless other midwives in the process. https://t.co/79RHbrCt01\n",
      "I’m grateful for the Lauder family’s dedication to solving Alzheimer’s. https://t.co/vX0qtjBFxt\n",
      "I’m excited to see @devisridhar‘s book in paperback. Her way of thinking about preparing for the next pandemic is one we should all pay attention to. https://t.co/g0HLziFG8q\n",
      "Happy Birthday, @WHO. Thank you for working to build a healthier future for us all. #WorldHealthDay https://t.co/CbIbUIv91c\n",
      "It’s fascinating to see this enormous data digitization collaboration between @NMNH and other natural history museums around the world. https://t.co/7MkKeYNQtD\n"
     ]
    }
   ],
   "source": [
    "username = 'BillGates'\n",
    "search_results = twitter.get_user_timeline(screen_name=username, count=10, tweet_mode='extended')\n",
    "\n",
    "for tweet in search_results:\n",
    "    print(tweet['full_text'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'retweeted_status', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'quoted_status_id', 'quoted_status_id_str', 'quoted_status_permalink', 'quoted_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'extended_entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'extended_entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'quoted_status_id', 'quoted_status_id_str', 'quoted_status_permalink', 'quoted_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'quoted_status_id', 'quoted_status_id_str', 'quoted_status_permalink', 'quoted_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n",
      "dict_keys(['created_at', 'id', 'id_str', 'full_text', 'truncated', 'display_text_range', 'entities', 'source', 'in_reply_to_status_id', 'in_reply_to_status_id_str', 'in_reply_to_user_id', 'in_reply_to_user_id_str', 'in_reply_to_screen_name', 'user', 'geo', 'coordinates', 'place', 'contributors', 'is_quote_status', 'retweet_count', 'favorite_count', 'favorited', 'retweeted', 'possibly_sensitive', 'lang'])\n"
     ]
    }
   ],
   "source": [
    "for tweet in search_results:\n",
    "    print(tweet.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = tweepy.Client(bearer_token=bearer_token)\n",
    "\n",
    "# Set up user IDs to lookup\n",
    "user_ids = [\"2244994945\", \"783214\"]\n",
    "\n",
    "# Perform user lookup and print results\n",
    "response = client.get_users(ids=user_ids)\n",
    "\n",
    "for user in response.data:\n",
    "    print(user[\"name\"], user[\"username\"], user[\"description\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': [{'type': 'video', 'id': 'NVXgPsK_eTw', 'title': 'Top 100 NoCopyRightSounds | Best of NCS | Most Viewed Songs | The Best of All Time | 2022 | 6H', 'publishedTime': '1 year ago', 'duration': '6:09:40', 'viewCount': {'text': '2,398,933 views', 'short': '2.3M views'}, 'thumbnails': [{'url': 'https://i.ytimg.com/vi/NVXgPsK_eTw/hq720.jpg?sqp=-oaymwEcCOgCEMoBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLCjw6HccjBlyk5WSf9SsIcpQRO7Ig', 'width': 360, 'height': 202}, {'url': 'https://i.ytimg.com/vi/NVXgPsK_eTw/hq720.jpg?sqp=-oaymwEcCNAFEJQDSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLBw5AXFSQpmz880uheJagb5y9PjpQ', 'width': 720, 'height': 404}], 'richThumbnail': {'url': 'https://i.ytimg.com/an_webp/NVXgPsK_eTw/mqdefault_6s.webp?du=3000&sqp=CJitl6IG&rs=AOn4CLDBsTdZc11wbFJ5P2Y-9iA0XxV6sg', 'width': 320, 'height': 180}, 'descriptionSnippet': [{'text': 'Welcome to Sun NCS☆ ------- ▻Top 100 '}, {'text': 'NoCopyRightSounds', 'bold': True}, {'text': ' | Best of NCS | Most Viewed Songs | The Best of All Time | 2022\\xa0...'}], 'channel': {'name': 'Sun NCS', 'id': 'UCuimt9qKcTOuXUH4kG7939g', 'thumbnails': [{'url': 'https://yt3.ggpht.com/6mcLPbXdXQiVOCal4G33hit8dLZok7bgrxZIgjer5SrB10_fvW3n_GowmZGONmpgrtm7cOyGpgM=s68-c-k-c0x00ffffff-no-rj', 'width': 68, 'height': 68}], 'link': 'https://www.youtube.com/channel/UCuimt9qKcTOuXUH4kG7939g'}, 'accessibility': {'title': 'Top 100 NoCopyRightSounds | Best of NCS | Most Viewed Songs | The Best of All Time | 2022 | 6H by Sun NCS 1 year ago 6 hours, 9 minutes 2,398,933 views', 'duration': '6 hours, 9 minutes, 40 seconds'}, 'link': 'https://www.youtube.com/watch?v=NVXgPsK_eTw', 'shelfTitle': None}, {'type': 'video', 'id': 'IBqgvbIJ8XM', 'title': \"Josh Rubin, Highlnd, nøll - Don't Want To Feel [NCS Release]\", 'publishedTime': '1 day ago', 'duration': '3:32', 'viewCount': {'text': '81,531 views', 'short': '81K views'}, 'thumbnails': [{'url': 'https://i.ytimg.com/vi/IBqgvbIJ8XM/hq720.jpg?sqp=-oaymwEcCOgCEMoBSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLDJWyJ6Z5KT4VfxqTComM_wpWMLbA', 'width': 360, 'height': 202}, {'url': 'https://i.ytimg.com/vi/IBqgvbIJ8XM/hq720.jpg?sqp=-oaymwEcCNAFEJQDSFXyq4qpAw4IARUAAIhCGAFwAcABBg==&rs=AOn4CLBt534Nemnfceh5AX7wBNHnB9RZEA', 'width': 720, 'height': 404}], 'richThumbnail': {'url': 'https://i.ytimg.com/an_webp/IBqgvbIJ8XM/mqdefault_6s.webp?du=3000&sqp=COCxl6IG&rs=AOn4CLDe3YQINXyXWD21cOD8SVapOU8SvA', 'width': 320, 'height': 180}, 'descriptionSnippet': [{'text': 'Subscribe to '}, {'text': 'NoCopyrightSounds', 'bold': True}, {'text': ' http://ncs.lnk.to/SubscribeYouTube NCS/'}, {'text': 'NoCopyrightSounds', 'bold': True}, {'text': ': Empowering Creators through\\xa0...'}], 'channel': {'name': 'NoCopyrightSounds', 'id': 'UC_aEa8K-EOJ3D6gOs7HcyNg', 'thumbnails': [{'url': 'https://yt3.ggpht.com/YIBi8NVC87fMfJHfQ2O0dyzjis7tUlO7VqWLhk1lq1fkIOQTrpX_Ip7G6S_u0IJosXYSe_Z9=s68-c-k-c0x00ffffff-no-rj', 'width': 68, 'height': 68}], 'link': 'https://www.youtube.com/channel/UC_aEa8K-EOJ3D6gOs7HcyNg'}, 'accessibility': {'title': \"Josh Rubin, Highlnd, nøll - Don't Want To Feel [NCS Release] by NoCopyrightSounds 1 day ago 3 minutes, 32 seconds 81,531 views\", 'duration': '3 minutes, 32 seconds'}, 'link': 'https://www.youtube.com/watch?v=IBqgvbIJ8XM', 'shelfTitle': None}]}\n"
     ]
    }
   ],
   "source": [
    "from youtubesearchpython.__future__ import VideosSearch\n",
    "\n",
    "videosSearch = VideosSearch('NoCopyrightSounds', limit = 2)\n",
    "videosResult = await videosSearch.next()\n",
    "print(videosResult)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': [{'type': 'video', 'id': 'aVyI3EQb9Ww', 'title': 'Name the track and you win the cookie he dropped 🍪 #nocopyrightsounds #ncs', 'publishedTime': '3 months ago', 'duration': '0:13', 'viewCount': {'text': '408,682 views', 'short': '408K views'}, 'thumbnails': [{'url': 'https://i.ytimg.com/vi/aVyI3EQb9Ww/hq2.jpg?sqp=-oaymwE1CKgBEF5IVfKriqkDKAgBFQAAiEIYAHABwAEG8AEB-AHOBYACgAqKAgwIABABGEAgVihlMA8=&rs=AOn4CLAKU1wcf-mZS9qP_9LiZa2rbuMBgg', 'width': 168, 'height': 94}, {'url': 'https://i.ytimg.com/vi/aVyI3EQb9Ww/hq2.jpg?sqp=-oaymwE1CMQBEG5IVfKriqkDKAgBFQAAiEIYAHABwAEG8AEB-AHOBYACgAqKAgwIABABGEAgVihlMA8=&rs=AOn4CLDjJgX-X0h77K8zxewoRbpgKxNAfg', 'width': 196, 'height': 110}, {'url': 'https://i.ytimg.com/vi/aVyI3EQb9Ww/hq2.jpg?sqp=-oaymwE2CPYBEIoBSFXyq4qpAygIARUAAIhCGABwAcABBvABAfgBzgWAAoAKigIMCAAQARhAIFYoZTAP&rs=AOn4CLC64M7ELVvPUPVEIsaDGnrojApEtw', 'width': 246, 'height': 138}, {'url': 'https://i.ytimg.com/vi/aVyI3EQb9Ww/hq2.jpg?sqp=-oaymwE2CNACELwBSFXyq4qpAygIARUAAIhCGABwAcABBvABAfgBzgWAAoAKigIMCAAQARhAIFYoZTAP&rs=AOn4CLCw9OvARszjgo1DudMfk1bJY0gQdA', 'width': 336, 'height': 188}], 'richThumbnail': None, 'descriptionSnippet': None, 'channel': {'name': 'NoCopyrightSounds', 'id': 'UC_aEa8K-EOJ3D6gOs7HcyNg', 'thumbnails': [{'url': 'https://yt3.ggpht.com/YIBi8NVC87fMfJHfQ2O0dyzjis7tUlO7VqWLhk1lq1fkIOQTrpX_Ip7G6S_u0IJosXYSe_Z9=s68-c-k-c0x00ffffff-no-rj', 'width': 68, 'height': 68}], 'link': 'https://www.youtube.com/channel/UC_aEa8K-EOJ3D6gOs7HcyNg'}, 'accessibility': {'title': 'Name the track and you win the cookie he dropped 🍪 #nocopyrightsounds #ncs by NoCopyrightSounds 3 months ago 13 seconds 408,682 views - play Short', 'duration': '13 seconds'}, 'link': 'https://www.youtube.com/watch?v=aVyI3EQb9Ww', 'shelfTitle': None}]}\n"
     ]
    }
   ],
   "source": [
    "from youtubesearchpython import Hashtag\n",
    "\n",
    "hashtag = Hashtag('ncs', limit = 1)\n",
    "\n",
    "print(hashtag.result())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Comments Retrieved: 20\n",
      "Getting more comments...\n",
      "Comments Retrieved: 40\n",
      "That’s a famous ncs track. Ncs has so many great songs\n",
      "INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories\n",
      "Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.\n",
      "DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!\n",
      "legend never die !\n",
      "DEAF KEV - Invincible, an all time legendary song\n",
      "Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!\n",
      "Invincible! I would always listen to this song when gaming\n",
      "Deaf Kev , Invicinble, too many years of NCS made me remember this banger.\n",
      "i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD\n",
      "How can anyone not recognize this song?\n",
      "When I watch this I feel \n",
      "The thumbnail and green circle is all I needed, this song gave me hope and nostalgia \n",
      "I saw the Notification and Instantly Guessed Invincible without even Hearing it, the Background and Circle is too Iconic!\n",
      "Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \n",
      "ahh the nostalgia yes, still sounds great today. Absolutely timeless\n",
      "NCS INVINCIBLE MY WHOLE CHILDHOOD IN ONE SONG WILL NEVER FORGET THIS SONG EVER!\n",
      "Oh my gosh \n",
      "Invincible! Bro I know almost all songs what a nostalgia \n",
      "Deaf Kev - Invincible...\n",
      "This song ruled the internet for some time\n",
      "Don't really want that cookie, but...\n",
      "The memories with this song man, nostalgia coming in hard\n",
      "The vibes are commin back :)\n",
      "Invincible. And that crack really makes you invincible \n",
      "Mr. Bean was touched and happy to hear the nostalgic track of his youth\n",
      "That beginning is so iconic, there’s nothing like it :)\n",
      "Invincible, one of the greatest tracks from No Copyright Sounds \n",
      "I don't want the cookie , i just wanted to listen this track after so long time , Ohhh I love this \n",
      "Idk the name but everyone on YouTube in 2014-2016 knows this \n",
      "This was one of the best 2010s songs.\n",
      "Invincible has to be one of the greatest songs ncs has uploaded\n",
      "DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\n",
      "Bro I used this song on a school project back in 5th grade \n",
      "Unlocked so many memories form listening to this\n",
      "I knew the song before even 2 seconds, Invincible and it's still a classic.\n",
      "My most used track \n",
      "Thanks for reliving those nostalgic moments.\n",
      "Invincible is epik! \n",
      "beautiful memories \n",
      "Getting more comments...\n",
      "Comments Retrieved: 60\n",
      "That’s a famous ncs track. Ncs has so many great songs\n",
      "INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories\n",
      "Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.\n",
      "DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!\n",
      "legend never die !\n",
      "DEAF KEV - Invincible, an all time legendary song\n",
      "Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!\n",
      "Invincible! I would always listen to this song when gaming\n",
      "Deaf Kev , Invicinble, too many years of NCS made me remember this banger.\n",
      "i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD\n",
      "How can anyone not recognize this song?\n",
      "When I watch this I feel \n",
      "The thumbnail and green circle is all I needed, this song gave me hope and nostalgia \n",
      "I saw the Notification and Instantly Guessed Invincible without even Hearing it, the Background and Circle is too Iconic!\n",
      "Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \n",
      "ahh the nostalgia yes, still sounds great today. Absolutely timeless\n",
      "NCS INVINCIBLE MY WHOLE CHILDHOOD IN ONE SONG WILL NEVER FORGET THIS SONG EVER!\n",
      "Oh my gosh \n",
      "Invincible! Bro I know almost all songs what a nostalgia \n",
      "Deaf Kev - Invincible...\n",
      "This song ruled the internet for some time\n",
      "Don't really want that cookie, but...\n",
      "The memories with this song man, nostalgia coming in hard\n",
      "The vibes are commin back :)\n",
      "Invincible. And that crack really makes you invincible \n",
      "Mr. Bean was touched and happy to hear the nostalgic track of his youth\n",
      "That beginning is so iconic, there’s nothing like it :)\n",
      "Invincible, one of the greatest tracks from No Copyright Sounds \n",
      "I don't want the cookie , i just wanted to listen this track after so long time , Ohhh I love this \n",
      "Idk the name but everyone on YouTube in 2014-2016 knows this \n",
      "This was one of the best 2010s songs.\n",
      "Invincible has to be one of the greatest songs ncs has uploaded\n",
      "DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\n",
      "Bro I used this song on a school project back in 5th grade \n",
      "Unlocked so many memories form listening to this\n",
      "I knew the song before even 2 seconds, Invincible and it's still a classic.\n",
      "My most used track \n",
      "Thanks for reliving those nostalgic moments.\n",
      "Invincible is epik! \n",
      "beautiful memories \n",
      "そりゃこんな神曲流されたらこうなるわな\n",
      "INVINCIBLE\n",
      "this feeling is like my childhood is coming back \n",
      "its just give me throwback bro.\n",
      "Ready for drop some of invincible cookies. \n",
      "THE BEST NCS SONG EVER WITH A COUPLE OF OTHERS . NOW GIMMIE THAT COOKIE.\n",
      "I thought it would be hard\n",
      "Invincible Deaf Kev. Best NCS song ever change my mind.\n",
      "Invincible ~ one of fav songs and even used it my gaming video HAHAH. I really liked the part 2 too!\n",
      "I remember when I played dark souls 3 and bloodborne listening to these musics to concentrate on the bosses \n",
      "Invincible ~ Probably my fav ncs song\n",
      "Hopping on a game and you hear this? You’re about to have the time of your life, bud.\n",
      "Ncs = nostalgic childhood songs/sounds\n",
      "Mr bean actually recognises this nostalgic song just by his look\n",
      "This track is invicible\n",
      "man i miss this nostalgia\n",
      "I recognised it just from the circle colour and background used.\n",
      "It's Invincible. A classic\n",
      "the Nostalgia,Hits Hard \n",
      "Best drumstep you can listen in NCS\n",
      "Getting more comments...\n",
      "Comments Retrieved: 80\n",
      "That’s a famous ncs track. Ncs has so many great songs\n",
      "INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories\n",
      "Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.\n",
      "DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!\n",
      "legend never die !\n",
      "DEAF KEV - Invincible, an all time legendary song\n",
      "Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!\n",
      "Invincible! I would always listen to this song when gaming\n",
      "Deaf Kev , Invicinble, too many years of NCS made me remember this banger.\n",
      "i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD\n",
      "How can anyone not recognize this song?\n",
      "When I watch this I feel \n",
      "The thumbnail and green circle is all I needed, this song gave me hope and nostalgia \n",
      "I saw the Notification and Instantly Guessed Invincible without even Hearing it, the Background and Circle is too Iconic!\n",
      "Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \n",
      "ahh the nostalgia yes, still sounds great today. Absolutely timeless\n",
      "NCS INVINCIBLE MY WHOLE CHILDHOOD IN ONE SONG WILL NEVER FORGET THIS SONG EVER!\n",
      "Oh my gosh \n",
      "Invincible! Bro I know almost all songs what a nostalgia \n",
      "Deaf Kev - Invincible...\n",
      "This song ruled the internet for some time\n",
      "Don't really want that cookie, but...\n",
      "The memories with this song man, nostalgia coming in hard\n",
      "The vibes are commin back :)\n",
      "Invincible. And that crack really makes you invincible \n",
      "Mr. Bean was touched and happy to hear the nostalgic track of his youth\n",
      "That beginning is so iconic, there’s nothing like it :)\n",
      "Invincible, one of the greatest tracks from No Copyright Sounds \n",
      "I don't want the cookie , i just wanted to listen this track after so long time , Ohhh I love this \n",
      "Idk the name but everyone on YouTube in 2014-2016 knows this \n",
      "This was one of the best 2010s songs.\n",
      "Invincible has to be one of the greatest songs ncs has uploaded\n",
      "DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\n",
      "Bro I used this song on a school project back in 5th grade \n",
      "Unlocked so many memories form listening to this\n",
      "I knew the song before even 2 seconds, Invincible and it's still a classic.\n",
      "My most used track \n",
      "Thanks for reliving those nostalgic moments.\n",
      "Invincible is epik! \n",
      "beautiful memories \n",
      "そりゃこんな神曲流されたらこうなるわな\n",
      "INVINCIBLE\n",
      "this feeling is like my childhood is coming back \n",
      "its just give me throwback bro.\n",
      "Ready for drop some of invincible cookies. \n",
      "THE BEST NCS SONG EVER WITH A COUPLE OF OTHERS . NOW GIMMIE THAT COOKIE.\n",
      "I thought it would be hard\n",
      "Invincible Deaf Kev. Best NCS song ever change my mind.\n",
      "Invincible ~ one of fav songs and even used it my gaming video HAHAH. I really liked the part 2 too!\n",
      "I remember when I played dark souls 3 and bloodborne listening to these musics to concentrate on the bosses \n",
      "Invincible ~ Probably my fav ncs song\n",
      "Hopping on a game and you hear this? You’re about to have the time of your life, bud.\n",
      "Ncs = nostalgic childhood songs/sounds\n",
      "Mr bean actually recognises this nostalgic song just by his look\n",
      "This track is invicible\n",
      "man i miss this nostalgia\n",
      "I recognised it just from the circle colour and background used.\n",
      "It's Invincible. A classic\n",
      "the Nostalgia,Hits Hard \n",
      "Best drumstep you can listen in NCS\n",
      "2015 : we love ncs \n",
      "All I need to hear was the first two piano chords.. Deaf Kev, Invincible\n",
      "INVINCIBLE DEAF KEV \n",
      "Invincible \n",
      "듣자마자 몸이 먼저 반응했다ㄷㄷ\n",
      "I need more of these memes\n",
      "It wasn’t a cookie, it was a small cupcake he purchased right before his car was flattened by a tank demonstration. Lol\n",
      "Invincible but the cookie was dropped like 20 years ago...\n",
      "I am always thankful....keep uploading new tracks\n",
      "𝐈 𝐍 𝐕 𝐈 𝐍 𝐂 𝐈 𝐁 𝐋 𝐄 \n",
      "That man almost killed a blind dude who took his spot at a bus stop. He can have the cookie.\n",
      "nostalgia, I can't describe it in other words...I identified with MrBean in the video...we had the same reaction...thanks NoCopyright...\n",
      "Invincible by Deaf Kev and unfortunately I have to re-download this song cuz I lost my phone that had it on there :/ :( T-T but I have a new one now and I'm downloading NCS songs in alphabetical order and I've found some awesome bangers that I missed on so wish me luck everyone\n",
      "Invincible :') how nostalgic\n",
      "all the memories coming through my mind\n",
      "NCS track \n",
      "I miss those days \n",
      "Hearing this brought back so many good memories omgggg\n",
      "Deaf-Kev-Invincible\n",
      "invincible ncs\n",
      "Getting more comments...\n",
      "Comments Retrieved: 100\n",
      "That’s a famous ncs track. Ncs has so many great songs\n",
      "INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories\n",
      "Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.\n",
      "DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!\n",
      "legend never die !\n",
      "DEAF KEV - Invincible, an all time legendary song\n",
      "Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!\n",
      "Invincible! I would always listen to this song when gaming\n",
      "Deaf Kev , Invicinble, too many years of NCS made me remember this banger.\n",
      "i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD\n",
      "How can anyone not recognize this song?\n",
      "When I watch this I feel \n",
      "The thumbnail and green circle is all I needed, this song gave me hope and nostalgia \n",
      "I saw the Notification and Instantly Guessed Invincible without even Hearing it, the Background and Circle is too Iconic!\n",
      "Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \n",
      "ahh the nostalgia yes, still sounds great today. Absolutely timeless\n",
      "NCS INVINCIBLE MY WHOLE CHILDHOOD IN ONE SONG WILL NEVER FORGET THIS SONG EVER!\n",
      "Oh my gosh \n",
      "Invincible! Bro I know almost all songs what a nostalgia \n",
      "Deaf Kev - Invincible...\n",
      "This song ruled the internet for some time\n",
      "Don't really want that cookie, but...\n",
      "The memories with this song man, nostalgia coming in hard\n",
      "The vibes are commin back :)\n",
      "Invincible. And that crack really makes you invincible \n",
      "Mr. Bean was touched and happy to hear the nostalgic track of his youth\n",
      "That beginning is so iconic, there’s nothing like it :)\n",
      "Invincible, one of the greatest tracks from No Copyright Sounds \n",
      "I don't want the cookie , i just wanted to listen this track after so long time , Ohhh I love this \n",
      "Idk the name but everyone on YouTube in 2014-2016 knows this \n",
      "This was one of the best 2010s songs.\n",
      "Invincible has to be one of the greatest songs ncs has uploaded\n",
      "DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\n",
      "Bro I used this song on a school project back in 5th grade \n",
      "Unlocked so many memories form listening to this\n",
      "I knew the song before even 2 seconds, Invincible and it's still a classic.\n",
      "My most used track \n",
      "Thanks for reliving those nostalgic moments.\n",
      "Invincible is epik! \n",
      "beautiful memories \n",
      "そりゃこんな神曲流されたらこうなるわな\n",
      "INVINCIBLE\n",
      "this feeling is like my childhood is coming back \n",
      "its just give me throwback bro.\n",
      "Ready for drop some of invincible cookies. \n",
      "THE BEST NCS SONG EVER WITH A COUPLE OF OTHERS . NOW GIMMIE THAT COOKIE.\n",
      "I thought it would be hard\n",
      "Invincible Deaf Kev. Best NCS song ever change my mind.\n",
      "Invincible ~ one of fav songs and even used it my gaming video HAHAH. I really liked the part 2 too!\n",
      "I remember when I played dark souls 3 and bloodborne listening to these musics to concentrate on the bosses \n",
      "Invincible ~ Probably my fav ncs song\n",
      "Hopping on a game and you hear this? You’re about to have the time of your life, bud.\n",
      "Ncs = nostalgic childhood songs/sounds\n",
      "Mr bean actually recognises this nostalgic song just by his look\n",
      "This track is invicible\n",
      "man i miss this nostalgia\n",
      "I recognised it just from the circle colour and background used.\n",
      "It's Invincible. A classic\n",
      "the Nostalgia,Hits Hard \n",
      "Best drumstep you can listen in NCS\n",
      "2015 : we love ncs \n",
      "All I need to hear was the first two piano chords.. Deaf Kev, Invincible\n",
      "INVINCIBLE DEAF KEV \n",
      "Invincible \n",
      "듣자마자 몸이 먼저 반응했다ㄷㄷ\n",
      "I need more of these memes\n",
      "It wasn’t a cookie, it was a small cupcake he purchased right before his car was flattened by a tank demonstration. Lol\n",
      "Invincible but the cookie was dropped like 20 years ago...\n",
      "I am always thankful....keep uploading new tracks\n",
      "𝐈 𝐍 𝐕 𝐈 𝐍 𝐂 𝐈 𝐁 𝐋 𝐄 \n",
      "That man almost killed a blind dude who took his spot at a bus stop. He can have the cookie.\n",
      "nostalgia, I can't describe it in other words...I identified with MrBean in the video...we had the same reaction...thanks NoCopyright...\n",
      "Invincible by Deaf Kev and unfortunately I have to re-download this song cuz I lost my phone that had it on there :/ :( T-T but I have a new one now and I'm downloading NCS songs in alphabetical order and I've found some awesome bangers that I missed on so wish me luck everyone\n",
      "Invincible :') how nostalgic\n",
      "all the memories coming through my mind\n",
      "NCS track \n",
      "I miss those days \n",
      "Hearing this brought back so many good memories omgggg\n",
      "Deaf-Kev-Invincible\n",
      "invincible ncs\n",
      "everyone worrying about the music while I'm here sad because I know why he dropped the cookie his little yellow mini was just run over by a tank and his heart is broken.(also it wasn't a cookie)\n",
      "Oh the memories - DEAF KEV - Invincible\n",
      "Invincible, my favorite NCS track of all time!\n",
      "Invincible by deaf kev. Easily one of my favorite NCS songs\n",
      "Invincible! I Remember This As My Child hood Song. Good Days.\n",
      "Invincible, def 1 of the best ncs songs\n",
      "'Invencible' by Deaf Kev / NCS (NoCopyrightSounds)\n",
      "When nostalgia hit hard :(\n",
      "DEAF KEV - Invincible\n",
      "I used to hear at these type of ncs songs back in 2019. Songs of 2016-2018. They are the best.\n",
      "Elektromia - Sky High\n",
      "I was in middle school just jamming to NCS songs only. None of the kids my age listened to it and thought I was weird haha.\n",
      "Que nostalgia vei, essa música que os youtuber colocam na intro\n",
      "the nostalgia\n",
      "damn i used to hear this song in almost every gaming video back in the day\n",
      "I guess everyone gets a cookie then. \n",
      "invincible h iske \n",
      "INVINCIBLE \n",
      "This is what i feel after uploading my video to YouTube \n",
      "Invincible, also thank you for the nostalgia\n",
      "Getting more comments...\n",
      "Comments Retrieved: 120\n",
      "That’s a famous ncs track. Ncs has so many great songs\n",
      "INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories\n",
      "Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.\n",
      "DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!\n",
      "legend never die !\n",
      "DEAF KEV - Invincible, an all time legendary song\n",
      "Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!\n",
      "Invincible! I would always listen to this song when gaming\n",
      "Deaf Kev , Invicinble, too many years of NCS made me remember this banger.\n",
      "i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD\n",
      "How can anyone not recognize this song?\n",
      "When I watch this I feel \n",
      "The thumbnail and green circle is all I needed, this song gave me hope and nostalgia \n",
      "I saw the Notification and Instantly Guessed Invincible without even Hearing it, the Background and Circle is too Iconic!\n",
      "Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \n",
      "ahh the nostalgia yes, still sounds great today. Absolutely timeless\n",
      "NCS INVINCIBLE MY WHOLE CHILDHOOD IN ONE SONG WILL NEVER FORGET THIS SONG EVER!\n",
      "Oh my gosh \n",
      "Invincible! Bro I know almost all songs what a nostalgia \n",
      "Deaf Kev - Invincible...\n",
      "This song ruled the internet for some time\n",
      "Don't really want that cookie, but...\n",
      "The memories with this song man, nostalgia coming in hard\n",
      "The vibes are commin back :)\n",
      "Invincible. And that crack really makes you invincible \n",
      "Mr. Bean was touched and happy to hear the nostalgic track of his youth\n",
      "That beginning is so iconic, there’s nothing like it :)\n",
      "Invincible, one of the greatest tracks from No Copyright Sounds \n",
      "I don't want the cookie , i just wanted to listen this track after so long time , Ohhh I love this \n",
      "Idk the name but everyone on YouTube in 2014-2016 knows this \n",
      "This was one of the best 2010s songs.\n",
      "Invincible has to be one of the greatest songs ncs has uploaded\n",
      "DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\n",
      "Bro I used this song on a school project back in 5th grade \n",
      "Unlocked so many memories form listening to this\n",
      "I knew the song before even 2 seconds, Invincible and it's still a classic.\n",
      "My most used track \n",
      "Thanks for reliving those nostalgic moments.\n",
      "Invincible is epik! \n",
      "beautiful memories \n",
      "そりゃこんな神曲流されたらこうなるわな\n",
      "INVINCIBLE\n",
      "this feeling is like my childhood is coming back \n",
      "its just give me throwback bro.\n",
      "Ready for drop some of invincible cookies. \n",
      "THE BEST NCS SONG EVER WITH A COUPLE OF OTHERS . NOW GIMMIE THAT COOKIE.\n",
      "I thought it would be hard\n",
      "Invincible Deaf Kev. Best NCS song ever change my mind.\n",
      "Invincible ~ one of fav songs and even used it my gaming video HAHAH. I really liked the part 2 too!\n",
      "I remember when I played dark souls 3 and bloodborne listening to these musics to concentrate on the bosses \n",
      "Invincible ~ Probably my fav ncs song\n",
      "Hopping on a game and you hear this? You’re about to have the time of your life, bud.\n",
      "Ncs = nostalgic childhood songs/sounds\n",
      "Mr bean actually recognises this nostalgic song just by his look\n",
      "This track is invicible\n",
      "man i miss this nostalgia\n",
      "I recognised it just from the circle colour and background used.\n",
      "It's Invincible. A classic\n",
      "the Nostalgia,Hits Hard \n",
      "Best drumstep you can listen in NCS\n",
      "2015 : we love ncs \n",
      "All I need to hear was the first two piano chords.. Deaf Kev, Invincible\n",
      "INVINCIBLE DEAF KEV \n",
      "Invincible \n",
      "듣자마자 몸이 먼저 반응했다ㄷㄷ\n",
      "I need more of these memes\n",
      "It wasn’t a cookie, it was a small cupcake he purchased right before his car was flattened by a tank demonstration. Lol\n",
      "Invincible but the cookie was dropped like 20 years ago...\n",
      "I am always thankful....keep uploading new tracks\n",
      "𝐈 𝐍 𝐕 𝐈 𝐍 𝐂 𝐈 𝐁 𝐋 𝐄 \n",
      "That man almost killed a blind dude who took his spot at a bus stop. He can have the cookie.\n",
      "nostalgia, I can't describe it in other words...I identified with MrBean in the video...we had the same reaction...thanks NoCopyright...\n",
      "Invincible by Deaf Kev and unfortunately I have to re-download this song cuz I lost my phone that had it on there :/ :( T-T but I have a new one now and I'm downloading NCS songs in alphabetical order and I've found some awesome bangers that I missed on so wish me luck everyone\n",
      "Invincible :') how nostalgic\n",
      "all the memories coming through my mind\n",
      "NCS track \n",
      "I miss those days \n",
      "Hearing this brought back so many good memories omgggg\n",
      "Deaf-Kev-Invincible\n",
      "invincible ncs\n",
      "everyone worrying about the music while I'm here sad because I know why he dropped the cookie his little yellow mini was just run over by a tank and his heart is broken.(also it wasn't a cookie)\n",
      "Oh the memories - DEAF KEV - Invincible\n",
      "Invincible, my favorite NCS track of all time!\n",
      "Invincible by deaf kev. Easily one of my favorite NCS songs\n",
      "Invincible! I Remember This As My Child hood Song. Good Days.\n",
      "Invincible, def 1 of the best ncs songs\n",
      "'Invencible' by Deaf Kev / NCS (NoCopyrightSounds)\n",
      "When nostalgia hit hard :(\n",
      "DEAF KEV - Invincible\n",
      "I used to hear at these type of ncs songs back in 2019. Songs of 2016-2018. They are the best.\n",
      "Elektromia - Sky High\n",
      "I was in middle school just jamming to NCS songs only. None of the kids my age listened to it and thought I was weird haha.\n",
      "Que nostalgia vei, essa música que os youtuber colocam na intro\n",
      "the nostalgia\n",
      "damn i used to hear this song in almost every gaming video back in the day\n",
      "I guess everyone gets a cookie then. \n",
      "invincible h iske \n",
      "INVINCIBLE \n",
      "This is what i feel after uploading my video to YouTube \n",
      "Invincible, also thank you for the nostalgia\n",
      "I coulda told ya the name from the background, I've listened to it so much, hehe. DEAF KEVE - Invincible!\n",
      "Invincible - one of the best songs from ncs. Can you send me the cookie \n",
      "Nostalgia \n",
      "INVINCIBLE by DEAF KEV\n",
      "Artist: DEAF KEV\n",
      "Invincible. This was my favourite NCS song for a while\n",
      "My fav ncs song ever!!\n",
      "Damn I remember this song\n",
      "Трек со времен, когда мы были впечатлительны от мелочей и простых сюжетов в видео на ютубе))\n",
      "Invincible, such an iconic song\n",
      "DEAF KEV's nostalgic piano intro of Invincible\n",
      "Invincible\n",
      "DEAF KEV invincible!!! \n",
      "G-old days\n",
      "DEAF Kev Invisible, one of my favourites\n",
      "So many nostalgic memories come from invincible\n",
      "DEAF KEV - Invincible.\n",
      "Aaaaaa too nostalgic \n",
      "“And it gets hard but you don’t just leave you don’t just stop”\n",
      "My 10 year old self finding the OG songs that made my childhood on roblox better.\n",
      "Found all the comments.\n"
     ]
    }
   ],
   "source": [
    "from youtubesearchpython import *\n",
    "\n",
    "# You can either pass an ID or a URL\n",
    "video_id = \"aVyI3EQb9Ww\"\n",
    "comments = Comments(video_id)\n",
    "\n",
    "print(f'Comments Retrieved: {len(comments.comments[\"result\"])}')\n",
    "\n",
    "while comments.hasMoreComments:\n",
    "    print('Getting more comments...')\n",
    "    comments.getNextComments()\n",
    "    print(f'Comments Retrieved: {len(comments.comments[\"result\"])}')\n",
    "    for i in (comments.comments[\"result\"]):\n",
    "        print(i['content'])\n",
    "    if len(comments.comments[\"result\"]) > 100:\n",
    "        comments.hasMoreComments = False\n",
    "\n",
    "print('Found all the comments.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'result': [{'id': 'Ugwyb6f67Ai57BI67514AaABAg', 'author': {'id': 'UCGDCFFLJ4I6OY7d7PSf5YaA', 'name': 'Chris H', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqMSpWLHxl1WMA7eNki36ry9HkmsiL8MKU7I0MPD=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqMSpWLHxl1WMA7eNki36ry9HkmsiL8MKU7I0MPD=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqMSpWLHxl1WMA7eNki36ry9HkmsiL8MKU7I0MPD=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'That’s a famous ncs track. Ncs has so many great songs', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1.2K', 'label': '1.2K likes'}, 'replyCount': 12}, {'id': 'UgzeyvAjIgflFz5GDCN4AaABAg', 'author': {'id': 'UCA5Fj73W2pcPPAaYRuBlFig', 'name': 'Music Drone', 'thumbnails': [{'url': 'https://yt3.ggpht.com/IiFYutDGhqmfDd1Sw2aOzVpfZFvx6uMnJ0iUWUzfkurQks_gJxankxq0jfx-M8BgcZ6_wlvc=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/IiFYutDGhqmfDd1Sw2aOzVpfZFvx6uMnJ0iUWUzfkurQks_gJxankxq0jfx-M8BgcZ6_wlvc=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/IiFYutDGhqmfDd1Sw2aOzVpfZFvx6uMnJ0iUWUzfkurQks_gJxankxq0jfx-M8BgcZ6_wlvc=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Nostalgia, such vivid memories. I have no idea how I stumbled on NCS channel initially but I’ve been addicted to it from the first video. I love how so many artists trust them now for publicity, I can hardly ever get a song I don’t like from NCS. This channel is truly INVINCIBLE.', 'published': '3 weeks ago (edited)', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '12', 'label': '12 likes'}, 'replyCount': None}, {'id': 'UgzUPAo_n7dqI1rEImh4AaABAg', 'author': {'id': 'UCv3wHldjBNoKYGXYm-YoAZg', 'name': 'Aero', 'thumbnails': [{'url': 'https://yt3.ggpht.com/LZaRa27f1asohQkW83KOYdD7cthTx8Cm3puA2O5edB2BBmyT6s-UXg0cBsUo_vtgEZCByS9HBg=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/LZaRa27f1asohQkW83KOYdD7cthTx8Cm3puA2O5edB2BBmyT6s-UXg0cBsUo_vtgEZCByS9HBg=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/LZaRa27f1asohQkW83KOYdD7cthTx8Cm3puA2O5edB2BBmyT6s-UXg0cBsUo_vtgEZCByS9HBg=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'INVINCIBLE - DEAF KEV, this song is my childhood, all the youtube tutorials and intros, ahhh, memories', 'published': '3 months ago (edited)', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '15', 'label': '15 likes'}, 'replyCount': None}, {'id': 'UgyIlNsJy0c3dR2qHid4AaABAg', 'author': {'id': 'UCpYJuIhqqfk40Gs-f51zFnA', 'name': 'Just a duck', 'thumbnails': [{'url': 'https://yt3.ggpht.com/bC9Z6hOzgcr8wuXp324QSmMEghelDK74nAko9O1tXdMIx4CxEw9T3-oPCaZYfGLmKl2xVkwE1g=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/bC9Z6hOzgcr8wuXp324QSmMEghelDK74nAko9O1tXdMIx4CxEw9T3-oPCaZYfGLmKl2xVkwE1g=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/bC9Z6hOzgcr8wuXp324QSmMEghelDK74nAko9O1tXdMIx4CxEw9T3-oPCaZYfGLmKl2xVkwE1g=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'DEAF KEV-INVINCIBLE     this song is definitely INVINCIBLE!!', 'published': '3 months ago (edited)', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1.2K', 'label': '1.2K likes'}, 'replyCount': 28}, {'id': 'UgxJzFIuQ6ypDCR4v694AaABAg', 'author': {'id': 'UCe-8KYJZBFog5zDbZ6-5SZQ', 'name': 'person', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqME6iAD7jZMtys2Cx1I6IIlhC36QOuGrQ4bvbsL=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqME6iAD7jZMtys2Cx1I6IIlhC36QOuGrQ4bvbsL=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqME6iAD7jZMtys2Cx1I6IIlhC36QOuGrQ4bvbsL=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'ahh the nostalgia yes, still sounds great today. Absolutely timeless', 'published': '7 days ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '4', 'label': '4 likes'}, 'replyCount': None}, {'id': 'Ugxq6j2Mh_NSomH7NNh4AaABAg', 'author': {'id': 'UCKSz2TuqLZkBEYxPYE8Z-rg', 'name': 'Sugruw6: the masked_mammoth', 'thumbnails': [{'url': 'https://yt3.ggpht.com/5ClhrVeCf_F3YpQX4KrUu58ExullRHS2H5LjcOhmBs4vs2Xbdx-ZQkK4Avh4ziZIehha965G-Q=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/5ClhrVeCf_F3YpQX4KrUu58ExullRHS2H5LjcOhmBs4vs2Xbdx-ZQkK4Avh4ziZIehha965G-Q=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/5ClhrVeCf_F3YpQX4KrUu58ExullRHS2H5LjcOhmBs4vs2Xbdx-ZQkK4Avh4ziZIehha965G-Q=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'This song ruled the internet for some time', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '4', 'label': '4 likes'}, 'replyCount': None}, {'id': 'Ugw3xALmd9CGAmbZQL54AaABAg', 'author': {'id': 'UCzH3u-l2Ysi-y1rGRO9a0Uw', 'name': 'Zygodactyl', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqO5mFxotN1NsrklHiGjrxKw4O75-5M9f_Rx0LScqw=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqO5mFxotN1NsrklHiGjrxKw4O75-5M9f_Rx0LScqw=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqO5mFxotN1NsrklHiGjrxKw4O75-5M9f_Rx0LScqw=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Invincible was the frist outro song I used on my YouTube channel! Brings back so many memories!', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '40', 'label': '40 likes'}, 'replyCount': 2}, {'id': 'Ugy43CVK0JVhRhn8eQV4AaABAg', 'author': {'id': 'UCzBopXQ8K2yICueF8Fx_xwQ', 'name': 'Я ненавижу ее', 'thumbnails': [{'url': 'https://yt3.ggpht.com/YkE9ci3aNk-G_8M-sBwoIhYXKQ1v0b80cEUkGEK6NtOocXkJ0c5wfQoLKwgCMPFoIv8NMYfQM4E=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/YkE9ci3aNk-G_8M-sBwoIhYXKQ1v0b80cEUkGEK6NtOocXkJ0c5wfQoLKwgCMPFoIv8NMYfQM4E=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/YkE9ci3aNk-G_8M-sBwoIhYXKQ1v0b80cEUkGEK6NtOocXkJ0c5wfQoLKwgCMPFoIv8NMYfQM4E=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': \"Don't really want that cookie, but...\", 'published': '2 days ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1', 'label': '1 like'}, 'replyCount': None}, {'id': 'Ugz41YWCvIH96cTkKfZ4AaABAg', 'author': {'id': 'UCeC3WYxEsqJO4NTyMszAvWA', 'name': 'HabaDaba2951', 'thumbnails': [{'url': 'https://yt3.ggpht.com/kKOURI5yqpHL9_wcWOGpzgK7SE2PZnunlEjEFkI1_26PzCvtYAKVADX9nmgfJy3QXvAD_gqy=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/kKOURI5yqpHL9_wcWOGpzgK7SE2PZnunlEjEFkI1_26PzCvtYAKVADX9nmgfJy3QXvAD_gqy=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/kKOURI5yqpHL9_wcWOGpzgK7SE2PZnunlEjEFkI1_26PzCvtYAKVADX9nmgfJy3QXvAD_gqy=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'The memories with this song man, nostalgia coming in hard', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '2', 'label': '2 likes'}, 'replyCount': None}, {'id': 'UgyO-umYdaISOxa6MKp4AaABAg', 'author': {'id': 'UCiPb3n_bPcdD7cb1lyuoq-g', 'name': 'NovA', 'thumbnails': [{'url': 'https://yt3.ggpht.com/geBvk3Wy5D8DGbB12TXmDlpu_37vTN6KifjTOLr_0FOUJp64vyTsDOI3R67f_fBlCGCsGwkhFQ=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/geBvk3Wy5D8DGbB12TXmDlpu_37vTN6KifjTOLr_0FOUJp64vyTsDOI3R67f_fBlCGCsGwkhFQ=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/geBvk3Wy5D8DGbB12TXmDlpu_37vTN6KifjTOLr_0FOUJp64vyTsDOI3R67f_fBlCGCsGwkhFQ=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'i listened to thousands of hours of ncs, I looked at the green circle and background and immediately knew this was invincible xD', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '187', 'label': '187 likes'}, 'replyCount': 5}, {'id': 'Ugwaym1OCUroXL0auqp4AaABAg', 'author': {'id': 'UCRLrMLjKiIkV1_9W-wXCwWQ', 'name': 'Hamilton Sex Gaming', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqOVV0soO0KQnSjIDcTnT5HJlgSJBTx5P_dAodCj=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOVV0soO0KQnSjIDcTnT5HJlgSJBTx5P_dAodCj=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOVV0soO0KQnSjIDcTnT5HJlgSJBTx5P_dAodCj=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'This was one of the best 2010s songs.', 'published': '4 weeks ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1', 'label': '1 like'}, 'replyCount': None}, {'id': 'Ugw0Ng9_ibkGnjTtALJ4AaABAg', 'author': {'id': 'UC15bxGE3ct0pXLbhMymDMHQ', 'name': 'Wilds Sound', 'thumbnails': [{'url': 'https://yt3.ggpht.com/tq3NE-kQUgCJcRV7Vh_3HZ2UdR6bCnREmotqfjrZrEAGQXrhFEj88wPjtV17v4CyRBiQ97j5tg=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/tq3NE-kQUgCJcRV7Vh_3HZ2UdR6bCnREmotqfjrZrEAGQXrhFEj88wPjtV17v4CyRBiQ97j5tg=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/tq3NE-kQUgCJcRV7Vh_3HZ2UdR6bCnREmotqfjrZrEAGQXrhFEj88wPjtV17v4CyRBiQ97j5tg=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Mr. Bean was touched and happy to hear the nostalgic track of his youth', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': None, 'label': None}, 'replyCount': None}, {'id': 'UgwLMmmaBDUreyD78B54AaABAg', 'author': {'id': 'UCwv72MGYGRK7Pcdxp8GRDHg', 'name': 'Aditya Khandelwal', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqOodEarGCfufUzhzdKbXnd_2QQGTd7Vl_sJpv-8KQ=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOodEarGCfufUzhzdKbXnd_2QQGTd7Vl_sJpv-8KQ=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOodEarGCfufUzhzdKbXnd_2QQGTd7Vl_sJpv-8KQ=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'The thumbnail and green circle is all I needed, this song gave me hope and nostalgia ', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '92', 'label': '92 likes'}, 'replyCount': 2}, {'id': 'UgzGE0u_IpYnq5o_dpd4AaABAg', 'author': {'id': 'UCx34WmmsCFS1VLRDTmgQqwA', 'name': 'Jupitxr', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqNR3rz3_5FqQHjkkyREIj016fjtzRaxWfaY1s8VCA=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqNR3rz3_5FqQHjkkyREIj016fjtzRaxWfaY1s8VCA=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqNR3rz3_5FqQHjkkyREIj016fjtzRaxWfaY1s8VCA=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Unlocked so many memories form listening to this', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1', 'label': '1 like'}, 'replyCount': None}, {'id': 'Ugw1usUqCEq4W_dNzQp4AaABAg', 'author': {'id': 'UCbcz6X2EcyovTxWPDj8Z7oA', 'name': 'Lost Light', 'thumbnails': [{'url': 'https://yt3.ggpht.com/UzdIGOuyXvSpK252kFoCvR75wso9HY0U78RajI-fxLdKrI9KPGDM6I3U-t6so9DIWyaDtWXnqA=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/UzdIGOuyXvSpK252kFoCvR75wso9HY0U78RajI-fxLdKrI9KPGDM6I3U-t6so9DIWyaDtWXnqA=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/UzdIGOuyXvSpK252kFoCvR75wso9HY0U78RajI-fxLdKrI9KPGDM6I3U-t6so9DIWyaDtWXnqA=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Invincible! I would always listen to this song when gaming', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '5', 'label': '5 likes'}, 'replyCount': None}, {'id': 'UgwdAWj3sqHniHPR-nF4AaABAg', 'author': {'id': 'UCQW0xA0MSwwe6YXAWXiIBug', 'name': 'handu pandu 6000', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ZC-byM3BXfXEdRkiXt5K-jxImi_yJFgfM_cFfpwAHIAg5vEji6Wkhkruy7e8JeStMAPes2SfOw=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ZC-byM3BXfXEdRkiXt5K-jxImi_yJFgfM_cFfpwAHIAg5vEji6Wkhkruy7e8JeStMAPes2SfOw=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ZC-byM3BXfXEdRkiXt5K-jxImi_yJFgfM_cFfpwAHIAg5vEji6Wkhkruy7e8JeStMAPes2SfOw=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': \"DEAF KEV - Invincible, easy it's my 2nd favorite ncs song\", 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '93', 'label': '93 likes'}, 'replyCount': 8}, {'id': 'UgxHAxBMiV5h_Ma7DZR4AaABAg', 'author': {'id': 'UC_kSommrQ79Xv5cIwL9QUsw', 'name': 'Galactic RC gaming', 'thumbnails': [{'url': 'https://yt3.ggpht.com/lw2ss1b1WUite1uqOzO5zA6wAdOBxfCGj9IqFLmvIJMxgeaTCm0E5cYq1k1vfptS7DtiGgR7Qw=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/lw2ss1b1WUite1uqOzO5zA6wAdOBxfCGj9IqFLmvIJMxgeaTCm0E5cYq1k1vfptS7DtiGgR7Qw=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/lw2ss1b1WUite1uqOzO5zA6wAdOBxfCGj9IqFLmvIJMxgeaTCm0E5cYq1k1vfptS7DtiGgR7Qw=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': \"Imagen , listening to this sound track in 2016 and it's rainy day outside and you sitting close to your window with a cup of tea \", 'published': '5 hours ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': None, 'label': None}, 'replyCount': None}, {'id': 'Ugwo81EUGdhwOq_ZMW14AaABAg', 'author': {'id': 'UCx6nocVCUwVQqAHuMkwKtcw', 'name': 'David.o2 Deseri', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqP2iUXYdun2UR3HTZwsj-l-T1eiIwdCBppXnqmP24_HMOY9q-PkEdzhdJ-OrMFh=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqP2iUXYdun2UR3HTZwsj-l-T1eiIwdCBppXnqmP24_HMOY9q-PkEdzhdJ-OrMFh=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqP2iUXYdun2UR3HTZwsj-l-T1eiIwdCBppXnqmP24_HMOY9q-PkEdzhdJ-OrMFh=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'The vibes are commin back :)', 'published': '1 month ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '1', 'label': '1 like'}, 'replyCount': None}, {'id': 'UgyLX_E86D2Y99mPh454AaABAg', 'author': {'id': 'UCaBqieeOX2Tw_L8qim1txag', 'name': 'Draw with Kaito', 'thumbnails': [{'url': 'https://yt3.ggpht.com/Fy5rJNPRuM9lD41Uy-qF9bTFV-hM8UIZkT3KPoMtbpKXMvLOcsihAbE-BW4QDoKO9vAzM4-UPxU=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/Fy5rJNPRuM9lD41Uy-qF9bTFV-hM8UIZkT3KPoMtbpKXMvLOcsihAbE-BW4QDoKO9vAzM4-UPxU=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/Fy5rJNPRuM9lD41Uy-qF9bTFV-hM8UIZkT3KPoMtbpKXMvLOcsihAbE-BW4QDoKO9vAzM4-UPxU=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'Invincible. And that crack really makes you invincible ', 'published': '1 month ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': None, 'label': None}, 'replyCount': None}, {'id': 'UgyItRZAJoqjRXem64V4AaABAg', 'author': {'id': 'UCnrmJt6QVBZuHrmOvzM9sNg', 'name': 'Lò xo', 'thumbnails': [{'url': 'https://yt3.ggpht.com/ytc/AGIKgqOGda4KfPCtFZKVhZfybt6wvKNwbt2rrKM6Xigxcg=s48-c-k-c0x00ffffff-no-rj', 'width': 48, 'height': 48}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOGda4KfPCtFZKVhZfybt6wvKNwbt2rrKM6Xigxcg=s88-c-k-c0x00ffffff-no-rj', 'width': 88, 'height': 88}, {'url': 'https://yt3.ggpht.com/ytc/AGIKgqOGda4KfPCtFZKVhZfybt6wvKNwbt2rrKM6Xigxcg=s176-c-k-c0x00ffffff-no-rj', 'width': 176, 'height': 176}]}, 'content': 'legend never die !', 'published': '3 months ago', 'isLiked': False, 'authorIsChannelOwner': False, 'voteStatus': 'INDIFFERENT', 'votes': {'simpleText': '2', 'label': '2 likes'}, 'replyCount': None}]}\n"
     ]
    }
   ],
   "source": [
    "from youtubesearchpython import *\n",
    "\n",
    "# You can either pass an ID or a URL\n",
    "video_id = \"aVyI3EQb9Ww\"\n",
    "comments = Comments.get(video_id)\n",
    "\n",
    "print(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "reddit",
   "language": "python",
   "name": "reddit"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  },
  "orig_nbformat": 4
 },
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 "nbformat_minor": 2
}