notebook/video_playlist.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5556f890",
   "metadata": {},
   "source": [
    "# Extract YouTube video statistics and playlist\n",
    "In this part of the project we will focus on video and playlist data, we will collect statistical data from each YouTube channel in the `summery_df` database.  We will continue to use the YouTupe API.\n",
    " To gain speed, we will use `multiprocessing` techniques and the `MapReduce` framework. Because we expect to process more than 48386 videos. \n",
    "First, we will list all videos in each channel, and then we will collect statistical data for each video.\n",
    "secondly, most of the time, videos are organized in `playlists`. to get more data about the plyalist we go to the list of all playlist, each playlist will be grouped with the videos it continues. using the data collected in the first part, we can have some insight about the duration of the playlist number of items and views count...\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bb9900ac",
   "metadata": {},
   "outputs": [],
   "source": [
    "from googleapiclient.discovery import build\n",
    "from multiprocessing import Pool\n",
    "import functools\n",
    "import concurrent.futures\n",
    "import math\n",
    "import os\n",
    "import pandas as pd\n",
    "import re\n",
    "from datetime import date\n",
    "from dotenv import load_dotenv\n",
    "import json\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "47cf0be3",
   "metadata": {},
   "outputs": [],
   "source": [
    "load_dotenv()\n",
    "API_KEY = os.getenv('api_key')\n",
    "youtube = build('youtube', 'v3', developerKey=API_KEY)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3baede4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "request = youtube.videos().list(\n",
    "        part=\"snippet,contentDetails,statistics\",\n",
    "        id=\"pTFZFxd4hOI\"\n",
    "    )\n",
    "response = request.execute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "640ac910",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"none\"\n"
     ]
    }
   ],
   "source": [
    "print(json.dumps(response['items'][0]['snippet'][\"liveBroadcastContent\"], indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7268a3e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\"en\"\n"
     ]
    }
   ],
   "source": [
    "print(json.dumps(response['items'][0]['snippet'][\"defaultAudioLanguage\"], indent=4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3f0ac3b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "summery_df = pd.read_csv('../data/channelStatistic.csv') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ebc32d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>channelName</th>\n",
       "      <th>title</th>\n",
       "      <th>channelId</th>\n",
       "      <th>url</th>\n",
       "      <th>gender</th>\n",
       "      <th>rank</th>\n",
       "      <th>description</th>\n",
       "      <th>countryCode</th>\n",
       "      <th>viewCount</th>\n",
       "      <th>subscriberCount</th>\n",
       "      <th>videoCount</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>uploads</th>\n",
       "      <th>publishedDate</th>\n",
       "      <th>country</th>\n",
       "      <th>countryOther</th>\n",
       "      <th>continent</th>\n",
       "      <th>year</th>\n",
       "      <th>yearClass</th>\n",
       "      <th>subscriberCountClass</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Programming with Mosh</td>\n",
       "      <td>Programming with Mosh</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>https://www.youtube.com/c/programmingwithmosh/...</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>I train professional software engineers that c...</td>\n",
       "      <td>AU</td>\n",
       "      <td>82263182</td>\n",
       "      <td>1830000</td>\n",
       "      <td>161</td>\n",
       "      <td>2014-10-07T00:40:53Z</td>\n",
       "      <td>UUWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>2014-10-07</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Australia</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>2014</td>\n",
       "      <td>(2010.0, 2015.0]</td>\n",
       "      <td>(683500.0, 2460000.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Traversy Media</td>\n",
       "      <td>Traversy Media</td>\n",
       "      <td>UC29ju8bIPH5as8OGnQzwJyA</td>\n",
       "      <td>https://www.youtube.com/user/TechGuyWeb</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>Traversy Media features the best online web de...</td>\n",
       "      <td>US</td>\n",
       "      <td>142390124</td>\n",
       "      <td>1560000</td>\n",
       "      <td>881</td>\n",
       "      <td>2009-10-30T21:33:14Z</td>\n",
       "      <td>UU29ju8bIPH5as8OGnQzwJyA</td>\n",
       "      <td>2009-10-30</td>\n",
       "      <td>United States</td>\n",
       "      <td>United States</td>\n",
       "      <td>North america</td>\n",
       "      <td>2009</td>\n",
       "      <td>(2005.999, 2010.0]</td>\n",
       "      <td>(683500.0, 2460000.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Corey Schafer</td>\n",
       "      <td>Corey Schafer</td>\n",
       "      <td>UCCezIgC97PvUuR4_gbFUs5g</td>\n",
       "      <td>https://www.youtube.com/user/schafer5</td>\n",
       "      <td>Male</td>\n",
       "      <td>3</td>\n",
       "      <td>Welcome to my Channel. This channel is focused...</td>\n",
       "      <td>US</td>\n",
       "      <td>58863870</td>\n",
       "      <td>792000</td>\n",
       "      <td>230</td>\n",
       "      <td>2006-05-31T22:49:22Z</td>\n",
       "      <td>UUCezIgC97PvUuR4_gbFUs5g</td>\n",
       "      <td>2006-05-31</td>\n",
       "      <td>United States</td>\n",
       "      <td>United States</td>\n",
       "      <td>North america</td>\n",
       "      <td>2006</td>\n",
       "      <td>(2005.999, 2010.0]</td>\n",
       "      <td>(683500.0, 2460000.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Tech With Tim</td>\n",
       "      <td>Tech With Tim</td>\n",
       "      <td>UC4JX40jDee_tINbkjycV4Sg</td>\n",
       "      <td>https://m.youtube.com/channel/UC4JX40jDee_tINb...</td>\n",
       "      <td>Male</td>\n",
       "      <td>4</td>\n",
       "      <td>Learn programming, software engineering, machi...</td>\n",
       "      <td>CA</td>\n",
       "      <td>51968790</td>\n",
       "      <td>680000</td>\n",
       "      <td>602</td>\n",
       "      <td>2014-04-23T01:57:10Z</td>\n",
       "      <td>UU4JX40jDee_tINbkjycV4Sg</td>\n",
       "      <td>2014-04-23</td>\n",
       "      <td>Canada</td>\n",
       "      <td>Canada</td>\n",
       "      <td>North america</td>\n",
       "      <td>2014</td>\n",
       "      <td>(2010.0, 2015.0]</td>\n",
       "      <td>(97250.0, 683500.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Krish Naik</td>\n",
       "      <td>Krish Naik</td>\n",
       "      <td>UCNU_lfiiWBdtULKOw6X0Dig</td>\n",
       "      <td>https://www.youtube.com/user/krishnaik06/playl...</td>\n",
       "      <td>Male</td>\n",
       "      <td>5</td>\n",
       "      <td>I work as a Lead Data Scientist, pioneering in...</td>\n",
       "      <td>IN</td>\n",
       "      <td>28303465</td>\n",
       "      <td>390000</td>\n",
       "      <td>1102</td>\n",
       "      <td>2012-02-11T04:05:06Z</td>\n",
       "      <td>UUNU_lfiiWBdtULKOw6X0Dig</td>\n",
       "      <td>2012-02-11</td>\n",
       "      <td>India</td>\n",
       "      <td>India</td>\n",
       "      <td>Asia</td>\n",
       "      <td>2012</td>\n",
       "      <td>(2010.0, 2015.0]</td>\n",
       "      <td>(97250.0, 683500.0]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             channelName                  title                 channelId  \\\n",
       "0  Programming with Mosh  Programming with Mosh  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "1         Traversy Media         Traversy Media  UC29ju8bIPH5as8OGnQzwJyA   \n",
       "2          Corey Schafer          Corey Schafer  UCCezIgC97PvUuR4_gbFUs5g   \n",
       "3          Tech With Tim          Tech With Tim  UC4JX40jDee_tINbkjycV4Sg   \n",
       "4             Krish Naik             Krish Naik  UCNU_lfiiWBdtULKOw6X0Dig   \n",
       "\n",
       "                                                 url gender  rank  \\\n",
       "0  https://www.youtube.com/c/programmingwithmosh/...   Male     1   \n",
       "1            https://www.youtube.com/user/TechGuyWeb   Male     2   \n",
       "2              https://www.youtube.com/user/schafer5   Male     3   \n",
       "3  https://m.youtube.com/channel/UC4JX40jDee_tINb...   Male     4   \n",
       "4  https://www.youtube.com/user/krishnaik06/playl...   Male     5   \n",
       "\n",
       "                                         description countryCode  viewCount  \\\n",
       "0  I train professional software engineers that c...          AU   82263182   \n",
       "1  Traversy Media features the best online web de...          US  142390124   \n",
       "2  Welcome to my Channel. This channel is focused...          US   58863870   \n",
       "3  Learn programming, software engineering, machi...          CA   51968790   \n",
       "4  I work as a Lead Data Scientist, pioneering in...          IN   28303465   \n",
       "\n",
       "   subscriberCount  videoCount           publishedAt  \\\n",
       "0          1830000         161  2014-10-07T00:40:53Z   \n",
       "1          1560000         881  2009-10-30T21:33:14Z   \n",
       "2           792000         230  2006-05-31T22:49:22Z   \n",
       "3           680000         602  2014-04-23T01:57:10Z   \n",
       "4           390000        1102  2012-02-11T04:05:06Z   \n",
       "\n",
       "                    uploads publishedDate        country   countryOther  \\\n",
       "0  UUWv7vMbMWH4-V0ZXdmDpPBA    2014-10-07      Australia      Australia   \n",
       "1  UU29ju8bIPH5as8OGnQzwJyA    2009-10-30  United States  United States   \n",
       "2  UUCezIgC97PvUuR4_gbFUs5g    2006-05-31  United States  United States   \n",
       "3  UU4JX40jDee_tINbkjycV4Sg    2014-04-23         Canada         Canada   \n",
       "4  UUNU_lfiiWBdtULKOw6X0Dig    2012-02-11          India          India   \n",
       "\n",
       "       continent  year           yearClass   subscriberCountClass  \n",
       "0        Oceania  2014    (2010.0, 2015.0]  (683500.0, 2460000.0]  \n",
       "1  North america  2009  (2005.999, 2010.0]  (683500.0, 2460000.0]  \n",
       "2  North america  2006  (2005.999, 2010.0]  (683500.0, 2460000.0]  \n",
       "3  North america  2014    (2010.0, 2015.0]    (97250.0, 683500.0]  \n",
       "4           Asia  2012    (2010.0, 2015.0]    (97250.0, 683500.0]  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summery_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "24493390",
   "metadata": {},
   "outputs": [],
   "source": [
    "uploads = summery_df.uploads.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "845698ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(uploads)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4fef8249",
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://github.com/ClarityCoders/YouTubeAnalysis/blob/master/notebook.ipynb\n",
    "\n",
    "def getVideoIdUpload(youtube, upload_ids):\n",
    "    '''\n",
    "    Get list of all videos ids in youtube channle\n",
    "    \n",
    "    Args:\n",
    "        youtube (servibe object):\n",
    "        channelId (string): the channel id \n",
    "        \n",
    "    Return:\n",
    "        a list of videos ids\n",
    "    '''\n",
    "    video_id_list = []\n",
    "    \n",
    "    \n",
    "    for upload_id in upload_ids:\n",
    "        \n",
    "        nextPageToken = None\n",
    "        while True:\n",
    "\n",
    "            request = youtube.playlistItems().list(\n",
    "                part=\"snippet\", #contentDetails\",\n",
    "                maxResults=50,\n",
    "                playlistId=upload_id,\n",
    "                pageToken=nextPageToken,\n",
    "            )\n",
    "\n",
    "            response = request.execute()\n",
    "\n",
    "\n",
    "\n",
    "            for item in response['items']:\n",
    "\n",
    "                video_id = item['snippet']['resourceId']['videoId']\n",
    "\n",
    "                if video_id not in video_id_list:\n",
    "\n",
    "                    video_id_list.append(video_id)\n",
    "\n",
    "\n",
    "            nextPageToken = response.get('nextPageToken')\n",
    "\n",
    "            if not nextPageToken:\n",
    "                break\n",
    "\n",
    "    return video_id_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6846239a",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "\n",
    "def make_chunks(data, num_chunks):\n",
    "    \n",
    "    chunk_size = math.ceil(len(data) / num_chunks)\n",
    "    \n",
    "    return [data[i:i+chunk_size] for i in range(0, len(data), chunk_size)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "c4006829",
   "metadata": {},
   "outputs": [],
   "source": [
    "corey = getVideoIdUpload(youtube, ['UUCezIgC97PvUuR4_gbFUs5g', 'UU4JX40jDee_tINbkjycV4Sg'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "35ea72ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "230"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(corey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "52723b05",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "689cfed1",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def getVideoIdParallel(youtube, uploads, num_processes=4):\n",
    "    \n",
    "    chunks = make_chunks(uploads,num_processes)\n",
    "    \n",
    "    with concurrent.futures.ProcessPoolExecutor() as executor:\n",
    "        \n",
    "        futures = [executor.submit(getVideoIdUpload, youtube, chunk) for chunk in chunks]\n",
    "        \n",
    "    results = [future.result() for future in futures]\n",
    "    # Merge results\n",
    "    merged_results = []\n",
    "    for result in results:\n",
    "        merged_results.extend(result)\n",
    "    return merged_results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "be593e1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "21.556363105773926\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "\n",
    "videos_id_list = getVideoIdParallel(youtube, uploads, num_processes=8)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "7c7c47b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31097"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(videos_id_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fe85e431",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31089"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "summery_df.videoCount.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "091343de",
   "metadata": {},
   "source": [
    "We have two different results, perhaps new videos have been uploaded since the `channelStatistic` dataset was created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "20416366",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'rHux0gMZ3Eg'"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "videos_id_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b803aa6e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "68.38697671890259\n"
     ]
    }
   ],
   "source": [
    "# without using multiprocessing\n",
    "import time\n",
    "\n",
    "start = time.time()\n",
    "\n",
    "date = getVideoIdUpload(youtube, uploads)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60d91c77",
   "metadata": {},
   "source": [
    " We will use the [MapReduce](https://en.wikipedia.org/wiki/MapReduce)  framework when gather statistical data on each video to go faster. The code for the `map_reduce` function has been adapted from DATAQUEST[\n",
    "Course: Parallel Processing](https://www.dataquest.io/course/parallel-processing/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2d42b296",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "def map_reduce(data, num_processes, mapper, reducer):\n",
    "    \n",
    "    chunks = make_chunks(data, num_processes)\n",
    "    \n",
    "    with Pool(num_processes) as pool:\n",
    "        \n",
    "        chunk_results = pool.map(mapper, chunks)\n",
    "        \n",
    "    return functools.reduce(reducer, chunk_results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6ca48ed3",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_chunks2(data, chunk_size):\n",
    "    \n",
    "    '''Split a data into chunk of given size'''\n",
    "    \n",
    "    num_chunks = math.ceil(len(data) / chunk_size)\n",
    "    \n",
    "    return [data[i:i+chunk_size] for i in range(0, len(data), chunk_size)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "c82620cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getVideoStat(youtube,videos_id_list):\n",
    "\n",
    "    '''\n",
    "    Get statistics data for each videos in list \n",
    "    Args:\n",
    "        youtube (youtube api): youtube api\n",
    "        videos_id_list (list): a list of videos id, with ##less 50 elements\n",
    "    \n",
    "    '''\n",
    "    list_columns = ['videoId','title', 'tags', 'viewCount', 'likeCount', 'dislikeCount', 'commentCount', 'duration','channelId','defaultAudioLanguage','publishedAt', 'liveBroadcastContent']\n",
    "    vid_dict = {key : [] for key in list_columns}\n",
    "    \n",
    "    chunks = make_chunks2(videos_id_list,50)\n",
    "    for chunk in chunks:\n",
    "        videos_request = youtube.videos().list(\n",
    "            part='contentDetails, statistics, snippet',\n",
    "            id = ','.join(chunk),\n",
    "        )\n",
    "\n",
    "        videos_response = videos_request.execute()\n",
    "\n",
    "        for item in videos_response['items']:\n",
    "\n",
    "            # vid_dict['playlistId'].append(playlist_id) this column will be add using join\n",
    "            vid_dict['videoId'].append(item['id'])\n",
    "            vid_dict['title'].append(item['snippet']['title'])\n",
    "            try:\n",
    "                vid_dict['tags'].append(item['snippet']['tags'])\n",
    "            except KeyError:\n",
    "                vid_dict['tags'].append(None)\n",
    "            vid_dict['viewCount'].append(item['statistics'].get('viewCount',None))\n",
    "            vid_dict['likeCount'].append(item['statistics'].get('likeCount',None))\n",
    "            vid_dict['dislikeCount'].append(item['statistics'].get('dislikeCount',None))\n",
    "            vid_dict['commentCount'].append(item['statistics'].get('commentCount',None))\n",
    "            vid_dict['duration'].append(item['contentDetails']['duration'])\n",
    "            vid_dict['publishedAt'].append(item['snippet']['publishedAt'])\n",
    "            vid_dict['channelId'].append(item['snippet']['channelId'])\n",
    "            vid_dict['liveBroadcastContent'].append(item['snippet'].get('liveBroadcastContent',None))\n",
    "            vid_dict['defaultAudioLanguage'].append(item['snippet'].get('defaultAudioLanguage',None))\n",
    "    return vid_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0f540d0c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def reducer(dic1, dic2):\n",
    "    \n",
    "    merged = dict()\n",
    "    \n",
    "    for item in dic1:\n",
    "        \n",
    "        merged[item] = dic1[item]+ dic2[item]\n",
    "        \n",
    "    return merged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c641517e",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25.93574094772339\n"
     ]
    }
   ],
   "source": [
    "from functools import partial\n",
    "start = time.time()\n",
    "\n",
    "data = map_reduce(videos_id_list, 8, partial(getVideoStat, youtube), reducer)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "83714e20",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31097"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(data['videoId'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "3eaf69b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.DataFrame.from_dict(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "ec98cade",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>videoId</th>\n",
       "      <th>title</th>\n",
       "      <th>tags</th>\n",
       "      <th>viewCount</th>\n",
       "      <th>likeCount</th>\n",
       "      <th>dislikeCount</th>\n",
       "      <th>commentCount</th>\n",
       "      <th>duration</th>\n",
       "      <th>channelId</th>\n",
       "      <th>defaultAudioLanguage</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>liveBroadcastContent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rHux0gMZ3Eg</td>\n",
       "      <td>Django Tutorial for Beginners [2021]</td>\n",
       "      <td>[django tutorial, django, learn django, django...</td>\n",
       "      <td>51981</td>\n",
       "      <td>2970</td>\n",
       "      <td>28</td>\n",
       "      <td>514</td>\n",
       "      <td>PT1H2M36S</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>en</td>\n",
       "      <td>2021-06-28T14:00:31Z</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>pTFZFxd4hOI</td>\n",
       "      <td>Docker Tutorial for Beginners [2021]</td>\n",
       "      <td>[docker tutorial, docker, learn docker, docker...</td>\n",
       "      <td>285783</td>\n",
       "      <td>8734</td>\n",
       "      <td>314</td>\n",
       "      <td>632</td>\n",
       "      <td>PT56M4S</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>en</td>\n",
       "      <td>2021-03-30T15:14:41Z</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eo90IEphG_M</td>\n",
       "      <td>Docker course is coming!</td>\n",
       "      <td>None</td>\n",
       "      <td>28449</td>\n",
       "      <td>1794</td>\n",
       "      <td>11</td>\n",
       "      <td>231</td>\n",
       "      <td>PT49S</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>en</td>\n",
       "      <td>2021-03-25T17:30:03Z</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>qz0aGYrrlhU</td>\n",
       "      <td>HTML Tutorial for Beginners: HTML Crash Course...</td>\n",
       "      <td>[html tutorial, html5 tutorial, html, html5, l...</td>\n",
       "      <td>983673</td>\n",
       "      <td>29773</td>\n",
       "      <td>386</td>\n",
       "      <td>1655</td>\n",
       "      <td>PT1H9M34S</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>en</td>\n",
       "      <td>2021-01-11T14:30:10Z</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-_X6PhkjpzU</td>\n",
       "      <td>5 Front-end Development Skills to Land Your Fi...</td>\n",
       "      <td>[front-end development, front end development,...</td>\n",
       "      <td>399842</td>\n",
       "      <td>22398</td>\n",
       "      <td>153</td>\n",
       "      <td>643</td>\n",
       "      <td>PT9M2S</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "      <td>en</td>\n",
       "      <td>2021-01-07T14:30:14Z</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       videoId                                              title  \\\n",
       "0  rHux0gMZ3Eg               Django Tutorial for Beginners [2021]   \n",
       "1  pTFZFxd4hOI               Docker Tutorial for Beginners [2021]   \n",
       "2  Eo90IEphG_M                           Docker course is coming!   \n",
       "3  qz0aGYrrlhU  HTML Tutorial for Beginners: HTML Crash Course...   \n",
       "4  -_X6PhkjpzU  5 Front-end Development Skills to Land Your Fi...   \n",
       "\n",
       "                                                tags viewCount likeCount  \\\n",
       "0  [django tutorial, django, learn django, django...     51981      2970   \n",
       "1  [docker tutorial, docker, learn docker, docker...    285783      8734   \n",
       "2                                               None     28449      1794   \n",
       "3  [html tutorial, html5 tutorial, html, html5, l...    983673     29773   \n",
       "4  [front-end development, front end development,...    399842     22398   \n",
       "\n",
       "  dislikeCount commentCount   duration                 channelId  \\\n",
       "0           28          514  PT1H2M36S  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "1          314          632    PT56M4S  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "2           11          231      PT49S  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "3          386         1655  PT1H9M34S  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "4          153          643     PT9M2S  UCWv7vMbMWH4-V0ZXdmDpPBA   \n",
       "\n",
       "  defaultAudioLanguage           publishedAt liveBroadcastContent  \n",
       "0                   en  2021-06-28T14:00:31Z                 none  \n",
       "1                   en  2021-03-30T15:14:41Z                 none  \n",
       "2                   en  2021-03-25T17:30:03Z                 none  \n",
       "3                   en  2021-01-11T14:30:10Z                 none  \n",
       "4                   en  2021-01-07T14:30:14Z                 none  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "b63ef5b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the data in csv file\n",
    "df.to_csv('../data/videosDB.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "2861b4fb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 31097 entries, 0 to 31096\n",
      "Data columns (total 12 columns):\n",
      " #   Column                Non-Null Count  Dtype \n",
      "---  ------                --------------  ----- \n",
      " 0   videoId               31097 non-null  object\n",
      " 1   title                 31097 non-null  object\n",
      " 2   tags                  28027 non-null  object\n",
      " 3   viewCount             31085 non-null  object\n",
      " 4   likeCount             31053 non-null  object\n",
      " 5   dislikeCount          31053 non-null  object\n",
      " 6   commentCount          31057 non-null  object\n",
      " 7   duration              31097 non-null  object\n",
      " 8   channelId             31097 non-null  object\n",
      " 9   defaultAudioLanguage  26396 non-null  object\n",
      " 10  publishedAt           31097 non-null  object\n",
      " 11  liveBroadcastContent  31097 non-null  object\n",
      "dtypes: object(12)\n",
      "memory usage: 2.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "189e95eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31097"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df.videoId.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "f875db0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en        20795\n",
       "hi         1546\n",
       "en-US      1393\n",
       "ur         1195\n",
       "en-GB       741\n",
       "es-419      345\n",
       "pl          200\n",
       "en-CA       135\n",
       "ko           35\n",
       "en-IN         4\n",
       "zxx           4\n",
       "mr            1\n",
       "zh-TW         1\n",
       "fr-CA         1\n",
       "Name: defaultAudioLanguage, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.defaultAudioLanguage.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f7212596",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "none        31096\n",
       "upcoming        1\n",
       "Name: liveBroadcastContent, dtype: int64"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.liveBroadcastContent.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0d8f551c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getVideoDesc(youtube,videos_id_list):\n",
    "\n",
    "    '''\n",
    "    Get description for each videos in list \n",
    "    Args:\n",
    "        youtube (youtube api): youtube api\n",
    "        videos_id_list (list): a list of videos id, with ##less 50 elements\n",
    "    \n",
    "    '''\n",
    "    list_columns = ['videoId','description']\n",
    "    vid_dict = {key : [] for key in list_columns}\n",
    "    \n",
    "    chunks = make_chunks2(videos_id_list,50)\n",
    "    for chunk in chunks:\n",
    "        videos_request = youtube.videos().list(\n",
    "            part='snippet',\n",
    "            id = ','.join(chunk),\n",
    "        )\n",
    "\n",
    "        videos_response = videos_request.execute()\n",
    "\n",
    "        for item in videos_response['items']:\n",
    "\n",
    "            # vid_dict['playlistId'].append(playlist_id) this column will be add using join\n",
    "            vid_dict['videoId'].append(item['id'])\n",
    "            vid_dict['description'].append(item['snippet'].get('description',None))\n",
    "            \n",
    "    return vid_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7a20a492",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/videosDB.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "40517c40",
   "metadata": {},
   "outputs": [],
   "source": [
    "videos_id_list = df.videoId.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2a6ca52e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43.4334442615509\n"
     ]
    }
   ],
   "source": [
    "from functools import partial\n",
    "start = time.time()\n",
    "\n",
    "data = map_reduce(videos_id_list, 8, partial(getVideoDesc, youtube), reducer)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "63f88dce",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.DataFrame.from_dict(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0a888791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>videoId</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rHux0gMZ3Eg</td>\n",
       "      <td>Django Tutorial for Beginners - Learn Django f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>pTFZFxd4hOI</td>\n",
       "      <td>Docker Tutorial for Beginners - Learn Docker f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Eo90IEphG_M</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>qz0aGYrrlhU</td>\n",
       "      <td>HTML Tutorial for Beginners - Learn HTML for a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-_X6PhkjpzU</td>\n",
       "      <td>Everything you need to know in a simple path t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       videoId                                        description\n",
       "0  rHux0gMZ3Eg  Django Tutorial for Beginners - Learn Django f...\n",
       "1  pTFZFxd4hOI  Docker Tutorial for Beginners - Learn Docker f...\n",
       "2  Eo90IEphG_M                                                   \n",
       "3  qz0aGYrrlhU  HTML Tutorial for Beginners - Learn HTML for a...\n",
       "4  -_X6PhkjpzU  Everything you need to know in a simple path t..."
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a64333f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.merge(data,on='videoId')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c78d544e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(31097, 12)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "65abf81d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('../data/videosDB.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6cb62b3",
   "metadata": {},
   "source": [
    "### Playlist items "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "acff8f77",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getPlaylistId(youtube, channelsId):\n",
    "\n",
    "    '''\n",
    "    Get list of all playlist for given list of channels Id  and save result in dict\n",
    "\n",
    "    return:\n",
    "\n",
    "        df (DataFrame): dataframe withe the following columns\n",
    "            plylistId | title | description | itmCount | channelId\n",
    "\n",
    "    '''\n",
    "    pl_dict = {'playlistId':[], 'title': [], 'description': [] ,'itmCount':[], 'publishedAt': [],'channelId':[]}\n",
    "\n",
    "    \n",
    "    for channelId in channelsId:\n",
    "        \n",
    "        nextPageToken = None\n",
    "        \n",
    "        while True:\n",
    "\n",
    "            request = youtube.playlists().list(\n",
    "                part ='contentDetails, snippet',\n",
    "                channelId=channelId,\n",
    "                maxResults=50,\n",
    "                pageToken=nextPageToken,)\n",
    "            response = request.execute()\n",
    "\n",
    "\n",
    "            for item in response['items']:\n",
    "\n",
    "                pl_dict['playlistId'].append(item['id'])\n",
    "                pl_dict['title'].append(item['snippet']['title'])\n",
    "                pl_dict['description'].append(item['snippet']['description'])\n",
    "                pl_dict['publishedAt'].append(item['snippet']['publishedAt'])\n",
    "                pl_dict['itmCount'].append(item['contentDetails']['itemCount'])\n",
    "                pl_dict['channelId'].append(channelId)\n",
    "\n",
    "            nextPageToken = response.get('nextPageToken')\n",
    "\n",
    "            if not nextPageToken:\n",
    "\n",
    "                break\n",
    "\n",
    "        #df = pd.DataFrame.from_dict(pl_dict)\n",
    "\n",
    "    return pl_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "fb1fe700",
   "metadata": {},
   "outputs": [],
   "source": [
    "channels_id_list = summery_df.channelId.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "897c5ad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "63"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(channels_id_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "9a993f79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.059824228286743\n"
     ]
    }
   ],
   "source": [
    "from functools import partial\n",
    "start = time.time()\n",
    "\n",
    "pl_dic = map_reduce(channels_id_list, 8, partial(getPlaylistId, youtube), reducer)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "b1eb6a43",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'playlistId': ['PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv',\n",
       "  'PLTjRvDozrdlxlMnoG9_yJKPMxMJu8FWRK',\n",
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       "  'PLTjRvDozrdlw5En5v2xrBr_EqieHf7hGs',\n",
       "  'PLTjRvDozrdlynYXGUfyyMZdrQ0Sz27aud',\n",
       "  'PLTjRvDozrdlyXC_6mOBhmCWoMAmvHarng',\n",
       "  'PLTjRvDozrdlxj5wgH4qkvwSOdHLOCx10f',\n",
       "  'PLTjRvDozrdlxEIuOBZkMAK5uiqp8rHUax',\n",
       "  'PLTjRvDozrdlydy3uUBWZlLUTNpJSGGCEm',\n",
       "  'PLTjRvDozrdlxJjrQ4phZAUmiRn-HbK3M_',\n",
       "  'PLTjRvDozrdlxAhsPP4ZYtt3G8KbJ449oT',\n",
       "  'PLTjRvDozrdlz3_FPXwb6lX_HoGXa09Yef',\n",
       "  'PLillGF-RfqbbI5_XFuidhe3EE7bej5T_y',\n",
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       "  ...],\n",
       " 'title': ['Mobile Development',\n",
       "  'Job Interview Preparation Videos',\n",
       "  'Programming Languages',\n",
       "  'Front-end Development',\n",
       "  'Back-end Development',\n",
       "  \"Beginner's Questions\",\n",
       "  'Python Tutorials',\n",
       "  'JavaScript Tutorials',\n",
       "  'Node js Tutorials',\n",
       "  'TypeScript Tutorials for Angular/React Developers',\n",
       "  'Angular Tutorials',\n",
       "  'C#.NET Tutorials',\n",
       "  'Guest Creators',\n",
       "  'React Projects',\n",
       "  'Node.js Videos',\n",
       "  'Python Videos',\n",
       "  'Social Network Theme / UI With Sass',\n",
       "  'Full Stack React & Django',\n",
       "  'Build a Node.js App With Sequelize',\n",
       "  'GraphQL With React & Apollo',\n",
       "  'Node.js REST API With Restify, Mongoose, JWT',\n",
       "  'Full Stack Vue.js, Express & MongoDB',\n",
       "  'React Lyric Search App (Context API)',\n",
       "  'Exploring Docker',\n",
       "  'Responsive Portfolio Website Project',\n",
       "  'Learn The MERN Stack',\n",
       "  'PHP REST API From Scratch',\n",
       "  'Up & Running With Symfony 4',\n",
       "  'JavaScript Cardio Sessions',\n",
       "  'PHP, MySQL & Stripe API Payment App',\n",
       "  'Node.js & Pusher Real Time Polling App',\n",
       "  'Vue.js & FireStore - Build & Deploy',\n",
       "  'Getting Started With AdonisJS 4.0',\n",
       "  'Angular & FireStore Application',\n",
       "  'Full Stack React & LoopBack',\n",
       "  'JavaScript DOM Crash Course',\n",
       "  'Build a Sails.js App',\n",
       "  'Build a GraphQL Server',\n",
       "  'Vanilla JavaScript',\n",
       "  'HTML & CSS',\n",
       "  'Laravel From Scratch',\n",
       "  'Node.js & Express From Scratch',\n",
       "  'Python Flask From Scratch',\n",
       "  'Developer Discussion: Industry, Career & Personal Help',\n",
       "  'PHP Front To Back',\n",
       "  'Angular 2 & Firebase App Series',\n",
       "  'MEAN Stack Front To Back',\n",
       "  'Build A Website With Foundation and Sass',\n",
       "  'Programming & Web Development Crash Courses',\n",
       "  'Twitter Bootstrap',\n",
       "  'Codeigniter Blog App',\n",
       "  'CouchDB Tutorials',\n",
       "  'jQuery Crash Course',\n",
       "  'Node.js & PostgreSQL Recipe App',\n",
       "  'Angular 2 Spotify App',\n",
       "  'Freestyle Coding',\n",
       "  'Wordpress Theme Development',\n",
       "  'JavaScript ES6 / ES2015 Tutorials',\n",
       "  'Angular 2 Tutorials',\n",
       "  'Node.js & Passport Login System',\n",
       "  'Ionic Mobile Framework',\n",
       "  'Zend Framework 2',\n",
       "  'Unboxings & Reviews',\n",
       "  'Learning React.js',\n",
       "  'Flux & React.js',\n",
       "  'Symfony 3',\n",
       "  'FuelPHP',\n",
       "  'CakePHP Login & Registration From Scratch',\n",
       "  'Building an Ember.js App',\n",
       "  'Learning D3',\n",
       "  'Restful API  - Node, Express and Angular',\n",
       "  'NodeJS & Express4 With Cassandra',\n",
       "  'Build a Joomla Business Directory',\n",
       "  'Build An Audio Player Using HTML5 & JQuery',\n",
       "  'Build An HTML5 Template With Bootstrap & SASS',\n",
       "  'Create A Wordpress Widget',\n",
       "  'Ubuntu Server Setup',\n",
       "  'Node.js Tutorials',\n",
       "  'Codeigniter App Tutorial',\n",
       "  'Build a Joomla 2.5/3.0 Template',\n",
       "  'Create a Custom Joomla 2.5 Module',\n",
       "  'Pandas Tutorials',\n",
       "  'Matplotlib Tutorials',\n",
       "  'Django Tutorials',\n",
       "  'Flask Tutorials',\n",
       "  'Career Advice',\n",
       "  'Python Programming Beginner Tutorials',\n",
       "  'Python - Setting up a Python Environment',\n",
       "  'Python OOP Tutorials - Working with Classes',\n",
       "  'Channel Updates',\n",
       "  'SQL Tutorials',\n",
       "  'Linux/Mac Tutorials',\n",
       "  'Programming Terms',\n",
       "  'Git Tutorials',\n",
       "  'Python Tutorials',\n",
       "  'JavaScript Tutorials',\n",
       "  'Sublime Text',\n",
       "  'WordPress',\n",
       "  'Mac Tips and Tricks',\n",
       "  'DIY Projects',\n",
       "  'ArcGIS API for JavaScript',\n",
       "  'My Dog',\n",
       "  'Setup Tours',\n",
       "  'React for Beginners',\n",
       "  'Learn C++ With Me',\n",
       "  'Complete Project Videos',\n",
       "  'OpenCV Python Tutorials',\n",
       "  'Linux for Programmers',\n",
       "  'Coding Project Showcases (Code Jam)',\n",
       "  'Django & React - Full Stack Web App Tutorial',\n",
       "  'Python Slack Bot',\n",
       "  'Python Checkers AI Tutorial',\n",
       "  'Python Checkers Tutorial',\n",
       "  'Flutter Tutorial For Beginners',\n",
       "  'Software Design Basics',\n",
       "  'Python Hangman Tutorials',\n",
       "  'Python Beginner Project Tutorials',\n",
       "  'Golang Tutorials',\n",
       "  'Programming Projects & Ideas',\n",
       "  'Python Selenium Tutorials',\n",
       "  'Threading Explained',\n",
       "  'Expert Python Tutorials',\n",
       "  'Ordering a Pizza with Python',\n",
       "  'JavaScript for Beginners',\n",
       "  'Flask Tutorials',\n",
       "  'Python MySQL Tutorial',\n",
       "  'Python Quick Tips',\n",
       "  'Python Voice Assistant',\n",
       "  'AI Plays Flappy Bird - NEAT Python',\n",
       "  'Introduction to Data Structures',\n",
       "  'PyQt5 Python 3 Tutorial',\n",
       "  'Raspberry Pi Tutorials (Model B+)',\n",
       "  'Python ChatBot Tutorial',\n",
       "  'Python Neural Network Tutorials',\n",
       "  'Tips & Advice',\n",
       "  'Python Django Tutorials',\n",
       "  'Python Sudoku Solver Tutorial',\n",
       "  'Python Multithreading Tutorials',\n",
       "  'Cool Projects',\n",
       "  'Python Online Game Tutorial',\n",
       "  'Kivy Tutorials Python',\n",
       "  'Discord.py Rewrite Tutorials',\n",
       "  'Python Machine Learning Tutorials',\n",
       "  'Java Tutorial for Absolute Beginners',\n",
       "  'Python Classes & Objects Tutorial',\n",
       "  'Pygame Tutorials - Tetris',\n",
       "  'Sets and Dictionaries - Python',\n",
       "  'Pycharm Tutorials',\n",
       "  'Numpy Module Tutorials',\n",
       "  'Snake Pygame Tutorials',\n",
       "  'Intermediate Python Tutorials',\n",
       "  'Tic Tac Toe Tutorial in Python',\n",
       "  'Python Turtle Module/Graphics',\n",
       "  'Programming Problems & Solutions',\n",
       "  'Side Scrolling Game With Python (Pygame)',\n",
       "  'Pygame Tips and Tricks',\n",
       "  'Projectile Motion - Python/Pygame',\n",
       "  'Algorithms',\n",
       "  'Pygame Programming Tutorials',\n",
       "  'Cryptocurrency',\n",
       "  'Python Programming Tutorials',\n",
       "  'Hacking',\n",
       "  'Django',\n",
       "  'Flask',\n",
       "  'ML Usecases',\n",
       "  'Courses Of Ineuron',\n",
       "  'Linear Algebra',\n",
       "  'Transformers And Bert Implementation',\n",
       "  'Nvidia Rapids',\n",
       "  'Pyspark with Python',\n",
       "  'Exploratory Data Analysis',\n",
       "  'Best Data Science Interview Question',\n",
       "  'shorts',\n",
       "  'MLOPS',\n",
       "  'Tensorflow Object Detection (TFOD)',\n",
       "  'Cloud Computing- AWS',\n",
       "  'Complete Python Playlist',\n",
       "  'Live Virtual Mock Interview Sessions',\n",
       "  'FastAPI Deployment Tutorials',\n",
       "  'Hotinger Website building tutorial',\n",
       "  'Julia Programming With Machine Learning Tutorials',\n",
       "  'Machine Learning Interview questions',\n",
       "  'Reinforcement Learning',\n",
       "  'Model Retraining Approach',\n",
       "  'Feature Selection',\n",
       "  'MYSQL Database With Python',\n",
       "  'Deployment Architectures Discussions',\n",
       "  'Amazon SageMaker',\n",
       "  'Live Virtual Interviews',\n",
       "  'Pytorch',\n",
       "  'Live stream playlist',\n",
       "  'Successful Transition Story',\n",
       "  'Docker End to End Implementation',\n",
       "  'PyCaret Tutorial',\n",
       "  'PowerBI',\n",
       "  'RASA NLU Playlist',\n",
       "  'Chatbot Using Azure Luis',\n",
       "  'Tableau Tutorial',\n",
       "  'Chatbot Using Google Dialogflow',\n",
       "  'Competitive Programming Data Structures And Algorithms',\n",
       "  'Complete Big Data',\n",
       "  'MongoDb with Python',\n",
       "  'Machine Learning Pipelines',\n",
       "  'Data Visualization Tutorial',\n",
       "  'Live Projects',\n",
       "  'Complete Machine Learning playlist',\n",
       "  'Kaggle Competitions',\n",
       "  'Answering Your Questions',\n",
       "  'Deployment of ML Models',\n",
       "  'Recommendation Systems',\n",
       "  'Complete Deep Learning',\n",
       "  'Hierarichal Clustering',\n",
       "  'Create Custom Alexa Skillset',\n",
       "  'K Means Clustering',\n",
       "  'Data Science Projects',\n",
       "  'Computer Vision Tutorial',\n",
       "  'Data Science interview questions',\n",
       "  'Amazing Views',\n",
       "  'Natural Language Processing',\n",
       "  'Statistics in Machine Learning',\n",
       "  'Feature Engineering',\n",
       "  'Deep Learning with Keras',\n",
       "  'UPSC',\n",
       "  'Motivations',\n",
       "  'Data Science and Machine Learning with Python and R',\n",
       "  'Main Disaster management',\n",
       "  'Fastify API development',\n",
       "  'Javascript course',\n",
       "  'Vue JS Crash Course',\n",
       "  'Materialize CSS',\n",
       "  'Timelapse',\n",
       "  'Golang for beginners',\n",
       "  'Docker for beginners',\n",
       "  'iOS 13 Development',\n",
       "  'Crash Courses',\n",
       "  'Linux for beginners',\n",
       "  'E-Commerce with ReactJS',\n",
       "  'E-Commerce with ReactJS',\n",
       "  'Flutter BLOC',\n",
       "  'MongoDB and Mocha',\n",
       "  'Saturday Coding Challenge',\n",
       "  'Android P',\n",
       "  'SASS',\n",
       "  'Book Reviews',\n",
       "  'productivity podcast',\n",
       "  'Flutter',\n",
       "  '#30daysofxd',\n",
       "  'cocoapods - iOS',\n",
       "  'JavaScript',\n",
       "  'SketchApp',\n",
       "  'Adobe XD',\n",
       "  'Regular Expression - Regex',\n",
       "  'Wordpress Series',\n",
       "  'iOS 11',\n",
       "  'Flexbox',\n",
       "  'Kotlin',\n",
       "  'Java',\n",
       "  'Travel Egypt',\n",
       "  'Travel',\n",
       "  'Bootstrap 4',\n",
       "  'reactJS',\n",
       "  'Live code session',\n",
       "  'Android Training',\n",
       "  '1 room Vlog',\n",
       "  'Funpy',\n",
       "  'Thought Vlog',\n",
       "  'Spritekit iOS 10',\n",
       "  'Reviews',\n",
       "  'casual Talks',\n",
       "  'sketch',\n",
       "  'Hello World',\n",
       "  'hacking aka Pentesting',\n",
       "  'ios10',\n",
       "  'Technical Talks',\n",
       "  'Network Simulator ns3 tutorials',\n",
       "  'Learn Cryptography',\n",
       "  'Pentesting with BackTrack',\n",
       "  'metasploit Extreme on kali Linux - lite version',\n",
       "  'Disney+ Clone React JS Challenge',\n",
       "  'Vlogs 2020',\n",
       "  'The 5-Day React JavaScript Challenge 🌐💻',\n",
       "  'Build App Clones with ReactJS',\n",
       "  'Python tutorial for beginners (2019)',\n",
       "  'Python Tips & Tricks',\n",
       "  'The Profitable Programmer Masterclass',\n",
       "  'Python Django Tutorial 2018 for Beginners',\n",
       "  'epic songs & bangers',\n",
       "  'Awesome Python Stuff',\n",
       "  'Hour of Python – Coding Challenges',\n",
       "  'Learn SQL Programming',\n",
       "  'Ask Qazi',\n",
       "  'Live Qazi',\n",
       "  'Live Ask Qazi',\n",
       "  'Latest Videos',\n",
       "  'Learn Command Line',\n",
       "  'Best Videos',\n",
       "  'Learn Python Object Oriented Programming',\n",
       "  'FreeCodeCamp',\n",
       "  'Life Hacks',\n",
       "  'Vlogs',\n",
       "  'Projects',\n",
       "  'Codecademy Learn Javascript Walkthrough',\n",
       "  'Python Exercises',\n",
       "  'CodeFights Programming Challenges',\n",
       "  'Scheme Paradigms',\n",
       "  'Learn Python Programming',\n",
       "  'Coursera - R Programming',\n",
       "  'Interview Questions',\n",
       "  'Codecademy Python Walkthrough',\n",
       "  'Linux Tutorial Series',\n",
       "  'Java Object Oriented Programming Series',\n",
       "  'Python Projects',\n",
       "  'Blockchain Complete Series',\n",
       "  'Programming All-in-One Tutorials from Caleb Curry',\n",
       "  'C++ Intermediate Tutorial Series',\n",
       "  'Bitcoin Trading Tutorial Series',\n",
       "  'Kubernetes and Docker',\n",
       "  'Python Programming',\n",
       "  'Data Structures and Algorithms',\n",
       "  'Beginner Python Tutorials',\n",
       "  'Node.js',\n",
       "  'Cryptography',\n",
       "  'Hardware',\n",
       "  'Beginner Android Programming (Java)',\n",
       "  'Hands-on Java',\n",
       "  'Blockchain',\n",
       "  'Cryptocurrency',\n",
       "  'I Teach My Wife',\n",
       "  'Dev / Entrepreneurship',\n",
       "  'APEX',\n",
       "  'C++ Tutorials',\n",
       "  'C# Tutorials',\n",
       "  'Java Tutorials',\n",
       "  'Dev Life',\n",
       "  'Machine Learning',\n",
       "  'DB2 Tutorials',\n",
       "  'Database Clustering Tutorials',\n",
       "  'C Programming Tutorials',\n",
       "  'SQL Server Complete Series',\n",
       "  'MySQL 2017',\n",
       "  'PHP MySQL in DreamHost',\n",
       "  'MySQL Stored Procedures and Functions',\n",
       "  'SignalR',\n",
       "  'Oracle SQL Tutorials',\n",
       "  'Database Design',\n",
       "  'JavaScript',\n",
       "  'IT and Computer Science',\n",
       "  'Learn Python in  Fun Way',\n",
       "  'Fun Projects || Learn Python || Python Projects',\n",
       "  'Hack with less then 10 lines using Python',\n",
       "  'JavaScript Tutorial for Beginners',\n",
       "  'Corda Tutorial',\n",
       "  'Docker Basics',\n",
       "  'Node JS Tutorial for Beginners',\n",
       "  'Hyperledger Fabric',\n",
       "  'Go Tutorial | Golang',\n",
       "  'Java Tutorial',\n",
       "  'How to Make Educational Videos?',\n",
       "  'Django Tutorial for Beginners',\n",
       "  'Spring Boot Security',\n",
       "  'Blockchain Tutorial for Beginners',\n",
       "  'JavaScript Tutorial for Beginners',\n",
       "  'Python Tutorial for Beginners (Full Course)',\n",
       "  'Rest API Using Spring',\n",
       "  'Must Watch for Programmers',\n",
       "  'Spring Boot Tutorials',\n",
       "  'Java Programming Tutorial',\n",
       "  'Servlet and JSP Tutorial for Beginners 2018',\n",
       "  'Data Structures using Java',\n",
       "  'Data Structures using C',\n",
       "  'Tech Expert Thoughts',\n",
       "  'AWS CodeStar',\n",
       "  'Modularity in Java 9',\n",
       "  'Java 9 New Features',\n",
       "  'JUnit and Mockito Example',\n",
       "  'Git Tutorial for Beginners',\n",
       "  'Rest Api | Restful Web Service',\n",
       "  'Kotlin Tutorial',\n",
       "  'Programming Languages',\n",
       "  'Java Web Development | Spring MVC | AWS',\n",
       "  'Live Project using Spring MVC on AWS',\n",
       "  'RestFul Web Service in Java',\n",
       "  'MCA CET 2017 Computer Concepts',\n",
       "  'Hibernate Tutorial for Beginners',\n",
       "  'JSTL Tutorial',\n",
       "  'Annotations in Java',\n",
       "  'enum in Java',\n",
       "  'Java Alpha Paid Course',\n",
       "  'Scala Tutorial for Java Developers',\n",
       "  'Spring Core Annotation',\n",
       "  'Spring MVC Annotation',\n",
       "  'Q&A sessions',\n",
       "  'XML Tutorial for Beginners',\n",
       "  'Maven Tutorial',\n",
       "  'Logic Patterns in Java',\n",
       "  'Design Patterns in Java',\n",
       "  'Android Tutorial for Beginners',\n",
       "  'Socket Programming in Java',\n",
       "  'What Why Where',\n",
       "  'Java 8 new features',\n",
       "  'Spring MVC Tutorial',\n",
       "  'OOPs Object Oriented Programming System',\n",
       "  'Patterns in C Programming',\n",
       "  'C Programming Tutorial for Beginners',\n",
       "  'Openshift Java Web App Deployment Tutorial',\n",
       "  'Self Help and Motivational Videos',\n",
       "  'Learn Java New Videos',\n",
       "  'Spring Framework with Maven Tutorial',\n",
       "  'Sql Tutorial for Beginners',\n",
       "  'Computer Hardware Tutorials',\n",
       "  'String Handling in Java',\n",
       "  'What is Array in Java | tutorial for Beginners',\n",
       "  'Java Interview Coding Questions',\n",
       "  'Java Servlet and JSP Tutorial',\n",
       "  'Mysql Tutorial',\n",
       "  'How to use Eclipse for Java Beginners',\n",
       "  'BCA Java Practicals',\n",
       "  'Java Reflection API',\n",
       "  'Singleton Design Pattern',\n",
       "  'Cool Tricks in Java',\n",
       "  'JSP UseBean',\n",
       "  'Struts 2',\n",
       "  'EJB Message Driven Bean Tutorial JMS',\n",
       "  'EJB Enterprise Java Bean',\n",
       "  'Java 8 Stream API Features Lambda Expression',\n",
       "  'Computer Concepts',\n",
       "  'Java Swing GUI',\n",
       "  'Internationalization I18N in Java',\n",
       "  'Learn How to Use Netbeans IDE',\n",
       "  'Java Database Connectivity (JDBC) by Navin Reddy',\n",
       "  'Hadoop and Big Data',\n",
       "  'Exception Handling in Java',\n",
       "  'C Programming',\n",
       "  'Applet GUI in java',\n",
       "  'Inner Class in Java',\n",
       "  'Only for Java Beginners (Sample Codes)',\n",
       "  'Collection and Generics in Java',\n",
       "  'Object Cloning in Java',\n",
       "  'MultiThreading in Java with Lambda Expression',\n",
       "  'Adv. Java Servlet JSP EJB Stateless Stateful Message Driven Bean',\n",
       "  'Graphics in C programming',\n",
       "  'RMI',\n",
       "  'Network Security Pracs',\n",
       "  'Network Security',\n",
       "  'Packet Tracer Networking',\n",
       "  'Java Tutorial For Beginners',\n",
       "  'Data science transition stories and guidance',\n",
       "  'Entrepreneur Conversations',\n",
       "  'Mathematics, statistics for data science and machine learning',\n",
       "  'Cryptocurrencies',\n",
       "  'Career Transition Stories',\n",
       "  'Masters in data science, data analytics abroad | Tips and Guidance',\n",
       "  'Cool Python Apps',\n",
       "  'Tableau Project (Sales Insights) Playlist',\n",
       "  'Career Guidance',\n",
       "  'Python Project: Grocery Store Application',\n",
       "  'Python Project: Snake and Apple Game In Pygame',\n",
       "  'Python Projects',\n",
       "  'Interview Tips And Preparation',\n",
       "  'Deep Learning With Tensorflow 2.0, Keras and Python',\n",
       "  'Data Analysis Projects',\n",
       "  'Sales Insights Power BI Project',\n",
       "  'Data Science & Machine Learning Projects',\n",
       "  'Data Science Project | Machine Learning Project | Sports Celebrity Image Classification',\n",
       "  'Data Science, Programming FAQs',\n",
       "  'Feature Engineering Tutorial Python',\n",
       "  'Conversation With Data Analyst',\n",
       "  'Data Scientist Conversations',\n",
       "  'Data Structures And Algorithms In Python',\n",
       "  'Data Science Programming Career Advice',\n",
       "  'Motivation, Technology Tips',\n",
       "  'Data Science Project | Machine Learning Project | Real Estate Price Prediction',\n",
       "  'Data Science Full Course For Beginners | Python Data Science Tutorial | Data Science With Python',\n",
       "  'Python 3 Programming Tutorials for Beginners',\n",
       "  'Machine Learning Tutorial Python | Machine Learning For Beginners',\n",
       "  'Agile Fundamentals By simplefunde',\n",
       "  'Matplotlib tutorial',\n",
       "  'Python Pandas Time Series Analysis',\n",
       "  'Pandas Tutorial (Data Analysis In Python)',\n",
       "  'Jupyter Notebook Tutorial',\n",
       "  'Python numpy tutorial',\n",
       "  'Pytest Tutorial (Python Automated Testing)',\n",
       "  'Computer Science Concepts Tutorial',\n",
       "  'Git/Github Tutorial',\n",
       "  'Python Multithreading/Multiprocessing',\n",
       "  'Debugging Tips',\n",
       "  'Python Object Oriented Programming Tutorial',\n",
       "  'Julia Programming Tutorial',\n",
       "  'D3.js Introduction',\n",
       "  'Python for Data Analysis and Data Science',\n",
       "  'Build a Project with GraphQL, Node, MongoDB and React.js',\n",
       "  'Angular Material',\n",
       "  'Flutter & Dart',\n",
       "  'Git & GitHub - Managing Your Code',\n",
       "  'Angular 6 & RxJS 6',\n",
       "  'Nuxt.js & Storyblok - Building a Complete Blog',\n",
       "  'Bootstrap 4 Introduction',\n",
       "  'Firebase Cloud Functions',\n",
       "  'What is...?',\n",
       "  'Understanding CSS',\n",
       "  'Building a RESTful API with Node.js',\n",
       "  'Understanding the world of Web Development',\n",
       "  'Tutorials for Beginners - Getting Started',\n",
       "  'Academind - Behind the Scenes',\n",
       "  \"Web Development  - Beginner's Guide\",\n",
       "  'Regular Expressions Demystified',\n",
       "  'Stencil - Getting Started',\n",
       "  'Firebase with Abe',\n",
       "  'Power BI - Quick Project',\n",
       "  'Amazon Athena - Project',\n",
       "  'Vue.js + Vuetify + Firebase Project - DevMeetup',\n",
       "  'Excel - Nice to know',\n",
       "  'Amazon Web Services Basics',\n",
       "  'Understanding Power BI',\n",
       "  'Understanding RxJS',\n",
       "  'Excel - Analyzing the Channel',\n",
       "  'Webpack 2 Basics',\n",
       "  'Laravel + Angular 2 / Vue.js 2',\n",
       "  'Vue.js 2 & Vuex (Basics)',\n",
       "  'Vue.js 2 - Getting Started',\n",
       "  'Angular 2.0 Final - Getting Started',\n",
       "  'ReactJS + Redux Basics',\n",
       "  'ReactJS Basics',\n",
       "  'NodeJS Shopping Cart',\n",
       "  'Laravel Shopping Cart',\n",
       "  'Laravel Homestead',\n",
       "  'PHPStorm Tutorial',\n",
       "  'Laravel Playground',\n",
       "  'Angular 2 Weather App',\n",
       "  'Node.js Basics',\n",
       "  'Angular 2',\n",
       "  'Laravel PHP - Create a Social Network (Full App)',\n",
       "  'Angular 2 Quickstart Tutorials 2016',\n",
       "  'Real Beginners Corner: HTML, CSS & JavaScript Basics',\n",
       "  \"Stylin' Around\",\n",
       "  'WordPress Basics - Create Your Own Theme',\n",
       "  'Generating Python code with GPT',\n",
       "  'Chatbot with Mic input/Speaker output using Python, Jarvis, and DialoGPT',\n",
       "  'CyberPython 2077',\n",
       "  'Neural Networks from Scratch in Python',\n",
       "  'Facial Recognition with Python',\n",
       "  'Quantum Computer Programming w/ Qiskit',\n",
       "  'Brain Computer Interface w/ Python and OpenBCI',\n",
       "  'Pytorch - Deep learning w/ Python',\n",
       "  'Self-driving cars with Carla and Python',\n",
       "  'Reinforcement Learning',\n",
       "  'JavaScript Basics',\n",
       "  'Analyzing Google Takeout Data',\n",
       "  'Kivy - Mobile and Desktop App Dev w/ Python',\n",
       "  'Sockets with Python 3',\n",
       "  'Data Analysis w/ Python 3 and Pandas',\n",
       "  'Django Web Development with Python',\n",
       "  \"Correlation One's Terminal AI competition\",\n",
       "  'Learning to program with Python 3 (py 3.7)',\n",
       "  'Halite III (2018)',\n",
       "  'Discord Bots with DiscordPy 1.0.0',\n",
       "  'Deep Learning basics with Python, TensorFlow and Keras',\n",
       "  'Python AI in StarCraft II',\n",
       "  'TensorFlow.js - Deep Learning in the Browser',\n",
       "  'uArm Robotic Arm Tinkering',\n",
       "  'Unconventional Neural Networks',\n",
       "  'Data Visualization GUIs with Dash and Python',\n",
       "  'Halite II AI competition',\n",
       "  'Creating a Chatbot with Deep Learning, Python, and TensorFlo',\n",
       "  'Go Language Programming Practical Basics Tutorial',\n",
       "  'TensorFlow Object Detection API',\n",
       "  'Python Reddit API Wrapper (PRAW) tutorial',\n",
       "  'Python Plays: Grand Theft Auto V',\n",
       "  'Raspberry Pi and Python Tutorials',\n",
       "  'Google Cloud Tutorials',\n",
       "  'Using Convolutional Neural Network to Identify Dogs vs Cats',\n",
       "  '3D ConvNet For Kaggle Data Science Bowl 2017 Lung Cancer Detection',\n",
       "  'Python Programming for Finance',\n",
       "  'Alexa Skills w/ Python and Flask-Ask',\n",
       "  'Questions and Answers',\n",
       "  'Intermediate Python Programming',\n",
       "  'Web scraping and parsing with Beautiful Soup & Python',\n",
       "  'Machine Learning with Python',\n",
       "  'Building and Programming a Quadcopter',\n",
       "  'Django Web Development with Python',\n",
       "  'SQLite3 - Simple Databases with Python',\n",
       "  'OpenCV with Python for Image and Video Analysis',\n",
       "  'Data Analysis with Python and Pandas',\n",
       "  'Robotics with Python Raspberry Pi and GoPiGo',\n",
       "  'Matplotlib Tutorial Series - Graphing in Python',\n",
       "  'Python for Finance with Zipline and Quantopian',\n",
       "  'PyQT Python GUI Application Development with Python',\n",
       "  'NLTK with Python 3 for Natural Language Processing',\n",
       "  'Practical Flask Web Development Tutorials',\n",
       "  'Kivy Application Development',\n",
       "  'Twitter API v1.1',\n",
       "  'SQLite',\n",
       "  'MySQL with Python and MySQLdb',\n",
       "  'Scikit-learn Machine Learning with Python and SKlearn',\n",
       "  'Live Matplotlib Graphs',\n",
       "  'Raspberry Pi GPIO basics',\n",
       "  'Geographic Plotting on Maps with Matplotlib and Basemap',\n",
       "  'Customizing Matplotlib Graphs and Charts',\n",
       "  '3D Graphing with Matplotlib',\n",
       "  'OpenGL programming with PyOpenGL, Python, and Pygame',\n",
       "  'GUIs with Tkinter (intermediate)',\n",
       "  'Flask web development with Python',\n",
       "  'PyGame with Python 3 Game Development',\n",
       "  'Pandas with Python 2.7',\n",
       "  'Jetson Tegra K1 Devkit',\n",
       "  'Quadcopter',\n",
       "  'Python with Pandas and Sentiment Analysis for Investing',\n",
       "  'Robotics and the Raspberry Pi',\n",
       "  'Monte Carlo Simulation with Python',\n",
       "  'Build your Own Supercomputer',\n",
       "  'Bitcoin Satoshi Paper Explained',\n",
       "  'Python 3 Basics Tutorial Series',\n",
       "  'Bitcoin',\n",
       "  'Python: Mathematics and Stock/Forex/Futures indicators',\n",
       "  'Virtual Private Servers + Python!',\n",
       "  'Pygame - Making Games with Python',\n",
       "  'Image Recognition',\n",
       "  'Favorites',\n",
       "  'Machine Learning for Forex and Stock analysis and algorithmic trading.',\n",
       "  'Debugging Python Errors',\n",
       "  'Search Engine Optimization',\n",
       "  'Fundamental Investing',\n",
       "  'Programming to Aid Fundamental Investing',\n",
       "  'Raspberry Pi®\\u200e Tutorials',\n",
       "  'How to Build a Computer and Overclock it',\n",
       "  'Cool Python Programs and Applications',\n",
       "  'How to Create a Website For Beginners (WordPress)',\n",
       "  'HTML5',\n",
       "  'Django Tutorials (Python Web Development)',\n",
       "  'PHP Basic Tutorials',\n",
       "  'wxPython: Making Windows / GUIs for user-friendliness',\n",
       "  'Sentiment Analysis, Big Data, Natural Language Processing',\n",
       "  'Big Data Analytics & Algorithmic Stock Trading / Backtesting',\n",
       "  'Intermediate Python Tutorials',\n",
       "  'In my Freetime...',\n",
       "  'Python Basic Tutorials',\n",
       "  'Sentiment Analysis',\n",
       "  'Graphing in Matplotlib (chart generation) in Python',\n",
       "  'The Basics of Python for Big Data and Sentiment Analysis',\n",
       "  'Making a 3D Game in Unity',\n",
       "  'Machine Learning',\n",
       "  'Making and Launching a Mobile Game',\n",
       "  'Making Games in Unity Quickly',\n",
       "  'Making Stuff with Unity',\n",
       "  'Making a game in 48 hours',\n",
       "  'A day in the life of a game dev & student',\n",
       "  'Unity Progress',\n",
       "  'Unity Tutorials',\n",
       "  'Creating a game in Unity',\n",
       "  'Processing Foundation Holiday Telethons',\n",
       "  'Tutorial Recording Sessions (members)',\n",
       "  'How to Make a Discord Bot with discord.js',\n",
       "  'Guest Conductors!',\n",
       "  'The Nature of Code 2',\n",
       "  'Teachable Machine',\n",
       "  'Coding in the Cabana',\n",
       "  'Runway: Machine Learning for Creators',\n",
       "  'Working with Data and APIs in JavaScript',\n",
       "  'Session 12: word2vec - Programming with Text',\n",
       "  'Machine Learning with TensorFlow, ml5.js, and Spell',\n",
       "  '2018 Workflow: Editor, Shell, and more',\n",
       "  'Beginners Guide to Machine Learning in JavaScript',\n",
       "  'Session 7 - TensorFlow.js Color Classifier - Intelligence and Learning',\n",
       "  'JavaScript Promises',\n",
       "  'Session 6 - TensorFlow.js - Intelligence and Learning',\n",
       "  '11: Neuroevolution - The Nature of Code',\n",
       "  'Session 5 - Doodle Classifier - Intelligence and Learning',\n",
       "  'Matter.js Physics',\n",
       "  'Toxiclibs Verlet Physics',\n",
       "  'Box2D Physics',\n",
       "  'Array Functions in JavaScript',\n",
       "  'CircleCI: Unit Testing and Continuous Integration',\n",
       "  'ITP Shows',\n",
       "  '18: WebGL - p5.js Tutorial',\n",
       "  'Session 11: Chrome Extensions - Programming with Text',\n",
       "  'Session 10: Chatbots - Programming with Text',\n",
       "  '16: Topics of JavaScript/ES6-ES8 - p5.js Tutorial',\n",
       "  'Session 4 - Neural Networks - Intelligence and Learning',\n",
       "  '10: Neural Networks - The Nature of Code',\n",
       "  'Frogger',\n",
       "  'Session 3 - Intro to Machine Learning - Intelligence and Learning',\n",
       "  'Video Games!',\n",
       "  'Traveling Salesperson',\n",
       "  'Session 1 - Algorithms and Graphs - Intelligence and Learning',\n",
       "  'Session 2 - Genetic Algorithms - Intelligence and Learning',\n",
       "  'Intelligence and Learning',\n",
       "  'Session 9: Database as a Service with Firebase - Programming with Text',\n",
       "  'Guest Tutorials and Interviews',\n",
       "  'Session 8: Building an API with Node.js and Express - Programming with Text',\n",
       "  'Session 7: Context-Free Grammar - Programming with Text',\n",
       "  'Session 6: N-Grams and Markov Chains - Programming with Text',\n",
       "  'Session 5: Word Counting and Text Analysis - Programming with Text',\n",
       "  'Session 4: Mastodon API and Bots with Node.js - Programming with Text',\n",
       "  'Session 3: Data, APIs and Language Processing Libraries - Programming with Text',\n",
       "  'Session 2: Regular Expressions - Programming with Text',\n",
       "  'Session 1: p5.js, JavaScript and Strings - Programming with Text',\n",
       "  'Programming with Text - All Videos',\n",
       "  '11: Video - Processing Tutorial',\n",
       "  'The Nature of Code: Simulating Natural Systems',\n",
       "  'Computer Vision',\n",
       "  'Supershape, Superellipse and Superformula',\n",
       "  '13: What is Perlin Noise?',\n",
       "  'Live Stream Archive',\n",
       "  '17: p5.js Sound Tutorial',\n",
       "  'Team Trees',\n",
       "  'Creative Coding Q&A',\n",
       "  'Git and GitHub for Poets',\n",
       "  '12: Web Sockets and p5.js Tutorial',\n",
       "  'Coding Challenges',\n",
       "  '14: Hamilton Lottery Simulator with p5.js',\n",
       "  '11: Video and Pixels - p5.js Tutorial',\n",
       "  '9: Additional Topics - p5.js Tutorial',\n",
       "  '12: Kinect and Processing Tutorial',\n",
       "  '15: Twitter Bot Tutorial - Node.js and Processing',\n",
       "  '10: Working with data - p5.js Tutorial',\n",
       "  '8: HTML / CSS / DOM - p5.js Tutorial',\n",
       "  'Code! Programming with p5.js',\n",
       "  '9: Genetic Algorithms - The Nature of Code',\n",
       "  '8: Fractals - The Nature of Code',\n",
       "  '7: Cellular Automata - The Nature of Code',\n",
       "  '6: Autonomous Agents - The Nature of Code',\n",
       "  '5: Physics Libraries - The Nature of Code',\n",
       "  '4: Particle Systems - The Nature of Code',\n",
       "  '3: Oscillation - The Nature of Code',\n",
       "  '2: Forces - The Nature of Code',\n",
       "  '1: Vectors - The Nature of Code',\n",
       "  'The Nature of Code Introduction',\n",
       "  '13: Text and Data - Processing Tutorial',\n",
       "  '10: Images and Pixels - Processing Tutorial',\n",
       "  '9: Arrays - Processing Tutorial',\n",
       "  '8: Object-Oriented Programming - Processing Tutorial',\n",
       "  '7: Functions - Processing Tutorial',\n",
       "  '6: Loops - Processing Tutorial',\n",
       "  '5: Conditionals - Processing Tutorial',\n",
       "  '4: Variables - Processing Tutorial',\n",
       "  '3: Interaction - Processing Tutorial',\n",
       "  '2: Processing Environment - Processing Tutorial',\n",
       "  '1: Pixels  - Processing Tutorial',\n",
       "  'Introduction - Processing Tutorial',\n",
       "  'Django 2021 Course Bootcamp Archives',\n",
       "  'Live Streams & Guests',\n",
       "  'SEO',\n",
       "  'Featured Content',\n",
       "  'Real Django Website',\n",
       "  'Django Ecommerce Website',\n",
       "  'Tips & Vlogs',\n",
       "  'Django How To...',\n",
       "  'Django REST Framework Tutorials',\n",
       "  'Django (3.0) Crash Course Tutorials | Customer Management App',\n",
       "  'Javascript/HTML  Dynamic Tables',\n",
       "  'Quick Add Edit Delete Table Items | JavaScript + Backend',\n",
       "  'Django Projects',\n",
       "  \"CS Dojo's Devlog\",\n",
       "  'Building a real startup with Python and JavaScript',\n",
       "  'Videos from Our Other Channels',\n",
       "  'Data Structures and Algorithms',\n",
       "  'Python Tutorials for Absolute Beginners by CS Dojo',\n",
       "  'How to Learn to Code by CS Dojo',\n",
       "  'Cracking the Tech Career',\n",
       "  'Coding Interview Questions and Answers',\n",
       "  'Dynamic Programming Tutorial Series',\n",
       "  'Server Configuration, Deployment & VPS Tutorials For Beginners',\n",
       "  'Complete Roadmaps by Code With Harry',\n",
       "  'Java Tutorials For Beginners In Hindi',\n",
       "  'Projects Using HTML, CSS & JavaScript in Hindi',\n",
       "  'C Language Practice Programs',\n",
       "  'Data Structures and Algorithms Course in Hindi',\n",
       "  'PHP Tutorials in Hindi',\n",
       "  'C++ Tutorials In Hindi',\n",
       "  'Web Development Tutorials For Beginners In Hindi: HTML, CSS, JavaScript & More',\n",
       "  'Complete Git Tutorials For Beginners In Hindi',\n",
       "  'Android Development Tutorials in Hindi',\n",
       "  'JavaScript Tutorials In Hindi',\n",
       "  'C Language Tutorials In Hindi',\n",
       "  'Python Practice Programs With Logic & Explanation In Hindi',\n",
       "  'VPS Tutorials Using Digital Ocean In Hindi (Complete Guide)',\n",
       "  'Python Django Tutorials In Hindi',\n",
       "  'Python GUI: Tkinter Tutorial In Hindi 2019',\n",
       "  'Python Tutorials For Absolute Beginners In Hindi',\n",
       "  '#OneQuickQuestion - Answers to your Coding & Learning Questions!',\n",
       "  'Python Game Development Using Pygame In Hindi',\n",
       "  'Machine Learning Tutorials For Beginners Using Python In Hindi',\n",
       "  'Python Data Science and Big Data Tutorials In Hindi',\n",
       "  'Git and GitHub Tutorials In Hindi',\n",
       "  '[Hindi] Basic Python Programs',\n",
       "  '[Hindi] Web Development Using Flask and Python',\n",
       "  'Learn In One Video In Hindi',\n",
       "  '[Hindi] Coding Discussion With Harry',\n",
       "  '[Solved] General Python Errors In Hindi',\n",
       "  'Intermediate/Advanced python Tutorials in Hindi',\n",
       "  'Object Oriented Programming Tutorials Using Python In Hindi',\n",
       "  'Realtime PHP Chatroom Using PHP & Jquery',\n",
       "  'Crypto',\n",
       "  'Vlog',\n",
       "  'Linux',\n",
       "  'Productivity',\n",
       "  'Coding Gadgets',\n",
       "  'Python Automation',\n",
       "  'How to Make an App',\n",
       "  'The Startup Vlog',\n",
       "  'One Day Builds',\n",
       "  'Vlogs',\n",
       "  'Shorts',\n",
       "  'React',\n",
       "  '7 Good Things to Know',\n",
       "  'Docker',\n",
       "  'Backend Development',\n",
       "  'Developer Productivity',\n",
       "  'Frontend Mini Projects',\n",
       "  '100 Seconds of Code',\n",
       "  'Minimum Viable Product',\n",
       "  'That Weird JavaScript Course',\n",
       "  'Code This, Not That',\n",
       "  'Flutter',\n",
       "  'Ionic Native Mobile Apps',\n",
       "  'Firestore',\n",
       "  'Awesome APIs',\n",
       "  'Angular 6 - The Basics',\n",
       "  'State Management | NgRx and NGXS',\n",
       "  'Stripe Payments Angular Firebase',\n",
       "  'Firebase Basics',\n",
       "  'Angular Essentials',\n",
       "  'Real World App Features',\n",
       "  'User Authentication',\n",
       "  'Firebase Cloud Functions',\n",
       "  'FireStarter Demo App',\n",
       "  'Dev Questions',\n",
       "  'Deploying Applications in C#',\n",
       "  'C# User Interfaces',\n",
       "  'C# Data Access',\n",
       "  'Advanced Topics in C#',\n",
       "  'Getting Started with C#',\n",
       "  'TimCo Retail Manager Course',\n",
       "  'WPF Videos',\n",
       "  'Design Patterns & Principles',\n",
       "  'C# Application From Start to Finish: Tournament Tracker Course',\n",
       "  'Node.js + React Instagram Scraper',\n",
       "  'JavaScript',\n",
       "  'React.js',\n",
       "  'CSS Grid',\n",
       "  'JavaScript30',\n",
       "  'Learn Redux',\n",
       "  'Mastering Markdown',\n",
       "  'What The Flexbox?!',\n",
       "  'Command Line Power User',\n",
       "  'Web Dev Tutorials',\n",
       "  'Sublime Text',\n",
       "  'AMA',\n",
       "  'Matic / Polygon',\n",
       "  'Crypto Glossary',\n",
       "  'Blockchain Development',\n",
       "  'Blockchain Project',\n",
       "  'Crypto Shorts',\n",
       "  'DeFi Project Review',\n",
       "  'Crypto News',\n",
       "  'Ethereum',\n",
       "  'Bitcoin',\n",
       "  'DeFI',\n",
       "  'Microsoft Azure',\n",
       "  'Cryptocurrency',\n",
       "  'Marathi for Primary Students',\n",
       "  'Figma Plugins',\n",
       "  'Interview',\n",
       "  'General Tutorial',\n",
       "  'Data Structures and Algorithms',\n",
       "  'Website Hosting',\n",
       "  'AWS Tutorial Series',\n",
       "  'Tech With Gajesh Podcast',\n",
       "  'Best Web Development Projects',\n",
       "  'Data Science',\n",
       "  'Education',\n",
       "  'Artificial Intelligence',\n",
       "  'Stamps Philately',\n",
       "  'Python',\n",
       "  'Machine Learning 🤖',\n",
       "  'Building Chatbot for Beginners',\n",
       "  'AstralLog',\n",
       "  'DogeLog',\n",
       "  'You Suck at Coding',\n",
       "  'React Concurrent Mode',\n",
       "  'Drag and Drop FlatList React Native',\n",
       "  'React Hooks Tutorial',\n",
       "  'tsconfig.json cli',\n",
       "  'Mini Google Docs Clone',\n",
       "  'GraphQL JWT Refresh Token Authentication Series',\n",
       "  'React Drag and Drop Tier List',\n",
       "  'React Material UI Form and Table',\n",
       "  'Flutter',\n",
       "  'CircleCI',\n",
       "  'React Native Web Series',\n",
       "  'Typescript, Next.js, And GraphQL Series',\n",
       "  'TypeGraphQL',\n",
       "  'Beginner GraphQL Series',\n",
       "  'Rebuilding Code Ponder Clips',\n",
       "  'Rebuilding Code Ponder',\n",
       "  '24 Hour Code Ponder Stream',\n",
       "  'AWS AppSync Series',\n",
       "  'React Hooks',\n",
       "  'AWS AppSync Tutorials',\n",
       "  'Stripe GraphQL',\n",
       "  'Practical React',\n",
       "  'The Saffron Podcast',\n",
       "  'Fullstack Airbnb Clone',\n",
       "  'Yarn Workspaces',\n",
       "  'GraphQL Typescript Server Boilerplate',\n",
       "  'auth',\n",
       "  'React 16.3',\n",
       "  'React Apollo 2.1',\n",
       "  'typeorm',\n",
       "  'Node Typescript GraphQL Server',\n",
       "  'React Native and Prisma GraphQL eCommerce Project',\n",
       "  'Graphcool Prisma',\n",
       "  'Stack Calculator - Beginner React Native Project',\n",
       "  'Slack Clone Using GraphQL and React',\n",
       "  'Mobx',\n",
       "  'Poll Web App with React and GraphQL',\n",
       "  'Software Architecture',\n",
       "  'React Router',\n",
       "  'Graphene',\n",
       "  'React Native FlatList',\n",
       "  'React and GraphQL Web App',\n",
       "  'React Form',\n",
       "  'Create React App',\n",
       "  'OAuth',\n",
       "  'Nextjs',\n",
       "  'Node.js GraphQL Server Tutorial',\n",
       "  'Text Editor Configurations',\n",
       "  'React GraphQL Starter Kit - ReactQL',\n",
       "  'React Native Tutorial - Silent Auction App',\n",
       "  'Beginner React Native Tutorials',\n",
       "  'Building a To Do List React Native App',\n",
       "  'React GraphQL tutorial',\n",
       "  'GraphQL tutorials',\n",
       "  'Redux Form and Redux Saga Tutorial',\n",
       "  'Building a Real-time To Do List in React',\n",
       "  'Terminal tutorials',\n",
       "  'Android Food App',\n",
       "  'Fullstack Feathersjs and React Web App',\n",
       "  'Building a To Do List Android App',\n",
       "  'Next.js Tutorial for Beginners',\n",
       "  'Webnesday',\n",
       "  'Svelte Tutorial for Beginners',\n",
       "  'React TypeScript Webpack Setup',\n",
       "  'Vue JS 3 Tutorial for Beginners',\n",
       "  'React Table Tutorial',\n",
       "  'React Render Tutorial',\n",
       "  'React Storybook Tutorial',\n",
       "  'Leaning Paths',\n",
       "  'React Formik Tutorial',\n",
       "  'Practical React',\n",
       "  'React Redux Tutorial',\n",
       "  'React Hooks Tutorial',\n",
       "  'Angular Material Tutorial',\n",
       "  'ReactJS Tutorial for Beginners',\n",
       "  'Level Up',\n",
       "  'Angular Component Interaction Tutorial',\n",
       "  'Visual Studio Code Tutorial',\n",
       "  'Angular Forms Tutorial',\n",
       "  'CSS Flexbox Tutorial',\n",
       "  'Angular Authentication Tutorial',\n",
       "  'Angular Tutorial For Beginners',\n",
       "  'Vue js 2 Tutorial',\n",
       "  'Electron js Tutorials',\n",
       "  'MEAN Stack Tutorials',\n",
       "  'npm Tutorial for Beginners',\n",
       "  'Chrome Extension Tutorial',\n",
       "  'ES6 and Typescript Tutorial',\n",
       "  'MongoDB PHP Tutorial',\n",
       "  'Angular 2 Tutorials',\n",
       "  'HTML and CSS Tutorial for Beginners',\n",
       "  'Node js Tutorial for Beginners',\n",
       "  'AngularJS Tutorial for Beginners',\n",
       "  'MongoDB Tutorial for Beginners',\n",
       "  'Career Advice',\n",
       "  'Communication Protocols',\n",
       "  'Backend Outage Analysis of Large\\n Companies',\n",
       "  'Dev Tool them ALL!',\n",
       "  'Live Streams',\n",
       "  'Backend Engineering (Advanced)',\n",
       "  'Backend Engineering (Intermediate)',\n",
       "  'Browser API',\n",
       "  'TLS Certificates',\n",
       "  'High Availability',\n",
       "  'TCP',\n",
       "  'Motivation',\n",
       "  'Wiresharking All Protocols',\n",
       "  'Members Only',\n",
       "  'HAProxy',\n",
       "  'NginX',\n",
       "  'TLS',\n",
       "  'Distributed Systems',\n",
       "  'Load Balancing',\n",
       "  'Minute Engineering',\n",
       "  'HTTP/2',\n",
       "  'WebSockets',\n",
       "  'System Designs',\n",
       "  'Cookies',\n",
       "  'Message Queues & PubSub Systems',\n",
       "  'Backend Engineering (Beginner)',\n",
       "  'Software Chat',\n",
       "  ...],\n",
       " 'description': ['',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'All the essential tutorials to learn back-end development',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A collection of bite-sized, hands-on C#.NET tutorials from beginner to advanced.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
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       "  '',\n",
       "  '',\n",
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       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'We will be building MEAN stack application With Angular 2 using token based authentication. This will be an ongoing series and we will add more functionality each week.',\n",
       "  '',\n",
       "  'Crash courses on anything to do with programming/web development',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'In this series we will create a user login and registration system from scratch. We will also implement access control and a Twitter Bootstrap UI',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'In this 10 part series I will show you how to build a full featured Todo application. We will use active record CRUD, sessions, form validation, helpers, templates and more',\n",
       "  'In this playlist I will show you how to build/convert a Joomla template',\n",
       "  '',\n",
       "  '',\n",
       "  'In this Python Programming series, we will be learning how to use the Matplotlib library. Matplotlib allows us to create some great looking plots in order to visualize our data in easy to digest formats. This series covers a wide variety of topics such as: customizing our plots, different plot types, plotting live data in real-time, and more.',\n",
       "  'Python Django Tutorials. In this series, we will be learning how to build a full-featured Django application for scratch. We will learn how to get started with Django, use templates, create a database, upload pictures, create an authentication system, and much much more.',\n",
       "  'Python Flask Tutorials. In this series, we will be learning how to build a full-feature Flask application for scratch. We will learn how to get started with Flask, use templates, create a database, upload pictures, create an authentication system, and much much more.',\n",
       "  'Career Advice for Programmers, Developers, and Software Engineers.',\n",
       "  'In these Python Beginner Tutorials, we will be learning the fundamentals of Python programming from the ground up. We will be learning how to: install/setup Python on Mac and Windows, work with basic data types, write conditionals, write for/while loops, write functions, import modules, and explore the standard library.',\n",
       "  'Python Development Environment Tutorials. There are many different ways to set up Python Development Environments. In this series, we will go over common setups and customizations.',\n",
       "  'Python Object-Oriented Tutorials. In this series, we will be learning how to create classes in Python, and also the best practices for working with these classes. We will go over class/instance variables, inheritance, getters/setters, and much more.',\n",
       "  \"Channel Updates for Corey Schafer's YouTube Channel.\",\n",
       "  'SQL Tutorials. An in-depth look at the SQL language. Learn about SQL queries, databases, database design, PostgreSQL, tips and tricks, walkthroughs, best practices, and more.',\n",
       "  'Linux and Mac Tutorials. Mainly we will cover terminal commands and an in-depth look at the shell. These tutorials apply to most Unix-based systems including Linux, Mac OS X, and more. Learn about navigation, running commands, automation, virtual machines, tips and tricks, shortcuts, and other important skills.',\n",
       "  \"Programming, Computer Science, and Software Development Terms.\\n\\nIn programming and computer science, there are several terms you will hear over and over again. Sometimes it is taken for granted that we know what all of these terms mean, but sometimes that isn't the case. In this series, we will go over these terms and definitions, look at code examples, and equip you with a more broad understanding of programming terminology.\",\n",
       "  'Git Tutorials. An in-depth look at Git. Learn about Git commands, tips and tricks, walkthroughs, and best practices.',\n",
       "  'Python Tutorials. An in-depth look at the Python programming language. Learn about Python development, tips and tricks, walkthroughs, and best practices.',\n",
       "  'JavaScript Arrays: Properties, Methods, and Manipulation\\n\\nIn this series, we will take an in-depth look at JavaScript Arrays and everything we can do with them.\\n\\nWe will go over: isArray(), length, indexOf(), lastIndexOf(), push(), pop(), unshift(), shift(), toString(), reverse(), concat(), join(),slice(), splice(), sort(), filter(), every(), some(), reduce(), reduceRight(), and map()',\n",
       "  'Sublime Text Tutorials and Walkthroughs. Learn about Sublime Text Installation, Setup, Packages, Tips & Tricks, Settings, Themes, and more.',\n",
       "  'WordPress Tutorials. Learn about WordPress Plugins, Development, Tips & Tricks, Themes, and more.',\n",
       "  \"Mac Tips and Tricks. Learn about cool applications, built-in features, and some hidden gems. Hopefully these videos will help improve your computer's performance, allow you to be more productive, and make working with your Mac more enjoyable.\",\n",
       "  'DIY and How-to videos on Woodworking, Home Improvement, Outdoor activities, and Tips & Tricks I’ve picked up over time',\n",
       "  'Video tutorials and walkthroughs for the ArcGIS API for JavaScript. Once you have finished this series, you will be well on your way to making your own web maps, adding advanced functionality, and writing custom code to meet the needs of your applications.',\n",
       "  '',\n",
       "  'A collection of my different tech/pc setup tours!',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Learn how to create a full stack web app using python and javascript with django and react.',\n",
       "  'Learn how to create a slack bot with Python.',\n",
       "  'Learn how to implement the minimax algorithm while creating a python ai for checkers.',\n",
       "  'Learn how to create the game checkers with python and the module pygame.',\n",
       "  'Learn the flutter framework and the dart language! Flutter is used to develop mobile applications for both IOS and Android and is a great choice for people looking to get into app development.',\n",
       "  'Learn the basics of software design!',\n",
       "  'Learn how to make hangman with python using the pygame module!',\n",
       "  'A set of beginner python project tutorials! Make your first game/project in python.',\n",
       "  'A tutorial series on the golang programming language. This go programming series is designed for complete beginners looking to jump into the world of go!',\n",
       "  'A collection of programming project tutorials and ideas!',\n",
       "  'This python selenium tutorial is designed to teach you how to do website automation with python! This includes web scraping, creating bots and much more...',\n",
       "  '',\n",
       "  'Want to become an expert in python? This playlist covers advanced and expert level features in python. It discusses what they are and shows how and when you should use them.',\n",
       "  \"Learn how to use the domino's pizza API to order a pizza!\",\n",
       "  'A JavaScript tutorial series for absolute beginners. This series will teach you the fundementals of javascript as well as how to control and modify HTML using javascript.',\n",
       "  'Learn how to make websites with python using the micro web framework called flask!',\n",
       "  'This python MySQL tutorial series will show you how to work with a relational database management system like MySQL from python code. It will teach  basic SQL queries, database design and much more!',\n",
       "  'A series of short python quick tip videos!',\n",
       "  'This python voice assistant tutorial will show you how to create a voice assistant that works with the google calendar API to tell you your schedule, take notes and much more!',\n",
       "  '',\n",
       "  'Learn about the common data structures typically introduced in a computer science classroom.',\n",
       "  \"Learn how to use PyQt5 to create GUI applications. PyQt5 is compatible across all operating systems and allows for rapid development of complicated GUI's using Qt designer\",\n",
       "  \"Learn how to use a raspberry pi to control LED's, get input from motion sensors and record video using the pi camera module!\",\n",
       "  'This python chat bot tutorial will show you how to create a simple ai chat bot with tflearn and nltk!',\n",
       "  '',\n",
       "  'Tips and advice for software developers and programmers!',\n",
       "  'Learn how to use the python web framework django to create awesome interactive websites!',\n",
       "  'Learn how to create a sudoku solver using python and a backtracking algorithm.',\n",
       "  'This series explains the differences between threads and proccesses and talks about how to create multithreaded programs with python.',\n",
       "  \"A collection of some cool coding projects I've made.\",\n",
       "  'Learn how to create online multiplayer games with python and networking.',\n",
       "  'Learn to create mobile applications with python using the module kivy.',\n",
       "  'These discord.py rewrite tutorials walk you through creating a discord bot with python.',\n",
       "  'This series starts out teaching basic machine learning concepts like linear regression and k-nearest neighbors and moves into more advanced topics like neural networks and convolution neural networks.',\n",
       "  '',\n",
       "  'Python Classes and Objects Tutorial. This is a great series to learn about object orientated programming with python. I will be starting very basic and moving into move advanced topics like method overloading, static and class methods, public vs private classes and more!',\n",
       "  'Creating Tetris in python with pygame. This is an intermediate level series that assumes you have some prior python knowledge. I will be walking you through step-by-step how to create tetirs in pygame. This is a really cool game and you will learn a lot during this series! I encourage you to follow along and code alongside me.',\n",
       "  \"Sets and Dictionaries Tutorial in Python. In this series I walk you through how sets and dictionaries work in python and why they are very useful. Sets and Dicts work off something called hashing! Now to us that means that they are very very fast, and that's why we use them.\",\n",
       "  'Pycharm Tutorials. In this short series I show you some very useful tips and tricks that you can use in pycharm. These tips and trick will save you a ton of time and I highly recommend that you watch these videos, you will not regret it!',\n",
       "  '',\n",
       "  'In this series I walk you through creating a snake game with python and pygame.',\n",
       "  'Intermediate Python Tutorials. In this series I step away from beginner programming in python and move towards very useful and more advanced techniques that you can use in python.',\n",
       "  'Tic tac toe in python! In this tutorial series I explain how to create Tic tac toe in python using a very simple decision making AI. This is a really cool project and I encourage you to follow along as you will learn a lot!',\n",
       "  'Python Turtle Module Tutorial! In this video series I walk you through the turtle module and show you how to create some basic visuals/graphics with python.',\n",
       "  'Programming problems and solutions! A new video each week.',\n",
       "  'In this series I walk you through how to create a side-scrolling game with python and pygame.',\n",
       "  '',\n",
       "  '',\n",
       "  'Python Algorithm series! In this series I explain and walk you through various algorithms implemented in python.',\n",
       "  'In this series I will be showing you how to create simple 2D games using python. The module we will use to accomplish this is called pygame.',\n",
       "  'In this playlist I post videos taking about various cryptocurrencies such as bitcoin, ethereum, NEO etc. I post tutorials on how to mine these currencies and tutorials on how to buy and sell them.',\n",
       "  'This is my python programming tutorial for complete beginners. In this series I will be covering all aspects of basic python programming. I will be posting a new video everyday. Please LIKE and SUBSCRIBE if you learn something from these videos! I put lots of effort into creating this content in hopes that I can help people learn to program!',\n",
       "  'This is my hacking playlist where I will teach basic skills you can use to hack! I will be teaching how to DDOS, how to get passwords, using proxy servers, VBS scripts and many other cool hacking techniques.',\n",
       "  '',\n",
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       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A NOTE: New youtube studio is having this bug to duplicate scheduled videos. Happened with my last Vue JS series too. I will fix it once series is over. Video count that you see here is not real.',\n",
       "  '',\n",
       "  '',\n",
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       "  '',\n",
       "  \"There are many more videos in this series that I have missed to be included in the playlist. You can search them on my channel or feel free to join this free course at my website, along with other like minded programmers.\\nhttps://courses.learncodeonline.in/learn/Javascript-for-2018-developer\\n\\nI am sure, you are going to love this series on javascript. For more content on other topics like React, React Native, mahine learning etc feel free to visit my website\\nhttps://courses.learncodeonline.in\\n\\nSearch in app store/Google play with 'LearnCodeOnline' and learn from apps too!\",\n",
       "  '',\n",
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       "  '',\n",
       "  'All live code session goes here',\n",
       "  '',\n",
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       "  '',\n",
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       "  '',\n",
       "  '',\n",
       "  'This playlist to help you to install network simulator ns3. There are a lot of problems while installing ns3 but this video guide will solve all such problems. Please visit newdemy.com for more ns3 video guide',\n",
       "  'What is Cryptography?\\nCryptography is a very interesting science of information security. The word Cryptography is derived from Greek kryptos, meaning hidden. \\n\\nIntroduction to Cryptography series\\nCryptography is a great topic to learn and specially if you are in information security field or wants to jump into the same field then it is a good time to start cryptography. It’s really an awkward situation that you are telling someone that you are master in SQL Injection or exploiting machines but when you are asked questions like, what is RSA? Or what is DES? \\nYou are just staring the face and giving the excuse that you are focusing only on practical knowledge. That’s really a bad excuse. Another reason to start this series is that although there is content over the internet but all content on cryptography is scattered around. There are some videos tutorials on cryptography too but some of them contains annoying background music and rest start from level 10 directly. This series will start from the ground zero so that you can master cryptography. I’ll try to post couple of videos every week or even may be more. SO, Let’s get started.\\nIf you are interested in learning and watching all videos in more structured manner then please join me at www.NewDemy.com',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Watch Papa React Build Live App Clones',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Most recent videos',\n",
       "  'Learn the fundamentals of a command line on a Mac, Windows, or Linux.\\n\\nA.K.A Learn Terminal!',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'This will contain python exercises, its notes, and its solutions.',\n",
       "  \"Live timed coding competitions against real people. Let's code, fight, and analyze.\",\n",
       "  '',\n",
       "  'This is a fully comprehensive python course with exercises, notes, solutions, and projects. We will cover all fundamentals of python programming and give you a solid understanding of things like strings, variables, functions, loops, for loop, while loop, import, modules, math operations, and much more! All in an engaging and exciting way. For example, in the start of the course we will be using the Turtle module in order to help you visualize the code, as we learn about how loops work, what it means for a function to accept multiple arguments, how to make re-usable code, etc. \\n\\nLong story short... You WILL learn it fast. You WILL remember it forever.',\n",
       "  '',\n",
       "  '',\n",
       "  'This is the codecademy walkthrough. This is meant to guide you through the codecademy python part and it also to help you get a much better understanding of the code that you to write according to the instructions on CodeCademy.com. This will help you understanding many programming concepts and the concepts that are tricky, I open up an interactive prompt and I will also ask you questions along the way to keep it more interactive for you. I believe teaching only works when you actively engage. \\n\\nThe target audience are beginners or developers looking to pick up Python.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'They said it couldn\\'t be done. \"You can\\'t create the ultimate programming playlist.\" Well, turns out, they were WRONG! Here we have a collection of all my tutorials in easy to follow videos. Select your favorite or start a serious binge-watching session and make it through the entire playlist!  Good luck!',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Learn Data Structures, Algorithms, big O and time complexity, searching, sorting, traveling salesman, classes, objects, graphs, trees, and more.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  \"Everything you need to know about blockchain. Maybe even some stuff you don't need to know.\",\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'This online course covers big data analytics stages using machine learning and predictive analytics.  Big data and predictive analytics is one of the most popular applications of machine learning and is foundational to getting deeper insights from data.  Starting off, this course will cover machine learning algorithms, supervised learning, data planning, data cleaning, data visualization, models, and more.  This self paced series is perfect if you are pursuing an online computer science degree, online data science degree, online artificial intelligence degree, or if you just want to get more machine learning experience.  Enjoy!',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'This is a database design series that was designed to help you understand database concepts.  This is my second database design series and is a bit more technical than my first.  This series will be best for you if you need a deeper grasp of database design.  \\n\\nThe first series is NOT a prerequisite to this series but may be used if concepts in this series are daunting.',\n",
       "  'This playlist is an introductory course to the concepts behind JavaScript!  This series will better help you understand how JavaScript works behind the scenes.',\n",
       "  'Classes over various technologies and concepts.  This is a collection of videos, not a continuous series (but can be used like one).    This playlist will help you understand the way computers work.',\n",
       "  'Python Learning related projects',\n",
       "  'With some basic knowledge start building fun Python projects',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Docker for Beginners',\n",
       "  '',\n",
       "  'Hyperledger Fabric\\nBlockchain',\n",
       "  '',\n",
       "  'Learn Core Java, Servlet, JSP, JDBC, Hibernate , Spring',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Blockchain basics, Ethereum, Smart Contracts\\nHyperledger Fabric, Cryptography , miners',\n",
       "  '',\n",
       "  'Python Tutorial, Easy Python tutorial for beginner, learn Python Programming, learn python programming with example and syntax. Download python, install python, using python IDE, IDLE, Pycharm IDE, notepad,  getting started with python, variables, functions, object, list in python, set in python, help in python, data types, operators, math function, run, debug python code, conditional statement, array, matrix in python, python by navin reddy',\n",
       "  '',\n",
       "  'How to improve as a Programmer',\n",
       "  'Spring Boot MVC JPA DATA REST',\n",
       "  'Java Tutorial.\\nJava tutorial for beginners and absolute beginners.\\nIn this course we sill see how to use Eclipse IDE, how java works, Variable, Data type in java, operators in java, arithmetic operator,\\nconditional statement, if else in java, Switch in java,\\nloop in java, for loop, while loop, do while loop, nested loop, break and continue in java,\\nclass and object in java,\\nconstructor in java,\\nthis keyword,\\nstatic,\\ninner class in java,\\narray in java,\\nenhanced for loop java,\\nvarags in java,\\ninheritance,\\nsuper,\\nmultiple inheritance,\\nmethod overriding,\\nmethod overloading,\\ndynamic method dispatch,\\nencapsulation,\\nwrapper class,\\nabstract,\\nfinal,\\ninterface in java,\\nanonymous inner class in java,\\nlambda,\\npackage,\\nexception handling,\\ntry,\\ncatch,\\nmultithreading,\\ncollection,\\ngenerics in java',\n",
       "  'Servlet and JSP tutorials.\\nStep by step tutorials for servlet and jsp.\\nIn this we wiil see what is servlet,\\nEclipse IDE,\\nInstall Tomcat,\\nConfigure tomcat,\\nCreating webproject in eclipse,\\nweb.xml config,\\nget method, post method,\\nrequestdispatcher,\\nrequest, response,\\nhttpservletrequest,\\nhttpservletresponse,\\nsendredirect,\\ncookie,\\nsession,\\nhttpsession,\\nservletconfig, servletcontext,\\nannotation,\\njsp to servlet,\\njsp tags,\\nscriplet, delaration, directive, expression,\\nJSP page, jsp include, jsp taglib,\\nimplicit object,\\nexception handling jsp,\\njstl,\\njstl sql,\\njsp jdbc,\\nmaven,\\nservlet filter',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Git Tutorial for beginner. In this playlist we will see the introduction to Git, What is Git, How to signup for git or how to create an account with email id, what is repository, how to create repository, what is branch and how to create branch, pull request, merge request, what is fork, how to upload project on GitHub using eclipse or uploading eclipse project on GitHub',\n",
       "  '',\n",
       "  'Clear your Java basics before enrolling for this course.\\nJVM is portable platform and Kotlin works on JVM.\\nKotlin is concise and can handle null pointer exception.\\nIntelliJ IDEA is mostly preferred IDE for Kotlin.\\n\\n\\nTrainer: Navin Reddy',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Binary Arithmetic\\nBoolean Algebra\\nComputer Memory',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Enumeration in Java using enum keyword.',\n",
       "  '',\n",
       "  'Learn Scala in Easy way.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Android tutorial for Beginners by Navin Reddy\\nStep by Step.\\nTheory and Practical\\nImplementation using Android Studio.',\n",
       "  'Socket Class\\nServerSocket Class',\n",
       "  '',\n",
       "  'Java 8\\nFeatures :\\n\\nFunctional Programming\\nLambda Expression\\nStream API\\n\\nDefault Methods\\nforeach method\\nparallel stream',\n",
       "  '',\n",
       "  'What is OOPS?\\nJava is purely object Oriented.\\nTheory Tutorial.',\n",
       "  '',\n",
       "  'C Tutorial for Beginners\\nVariables,\\nLoops,\\nArrays',\n",
       "  'How to host a java Web app on Openshift server with Mysql',\n",
       "  '',\n",
       "  'New Tutorials on Core Java\\nFrom Start to End',\n",
       "  '',\n",
       "  'SQL Tutorial using Oracle by Suchit Khandagale\\nStep by Step.\\n\\nSQL is a standard language for accessing and manipulating databases.SQL statements are used to perform tasks such as update data on a database, or retrieve data from a database. Some common relational database management systems that use SQL are: Oracle, Sybase, Microsoft SQL Server, Access, Ingres, etc. Although most database systems use SQL, most of them also have their own additional proprietary extensions that are usually only used on their system. However, the standard SQL commands such as \"Select\", \"Insert\", \"Update\", \"Delete\", \"Create\", and \"Drop\" can be used to accomplish almost everything that one needs to do with a database.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Servlet tutorial \\nJ2EE Tutorial',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Java Tutorial for Reflection API for Beginners.\\nOne of the Coolest Feature in Java.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Java 8 is the latest version of Java.\\nLatest Released JDK1.8 provides many new features, Stream API is the most powerful update.\\nJava 8 supports Functional Programming.\\nLambda Expression, Stream, Default Methods in Interface. etc.....',\n",
       "  '',\n",
       "  '',\n",
       "  'Create a Software which Support Multiple Languages using I18N in Java',\n",
       "  'Netbeans is an IDE used for Developing Java Software.\\nIts an Oracle Product',\n",
       "  'JDBC is an API.\\nUsed to connect Java Application with RDBMS like Mysql, Oracle, SQL Server, MS Access, PostGre',\n",
       "  '',\n",
       "  'Exception Handling in Java.\\nTry Catch\\nTry with Resource\\nTry Finally',\n",
       "  '',\n",
       "  '',\n",
       "  'Inner class in Java\\n1. Member inner class\\n2. Static Inner class\\n3. Anonymous inner class\\n4. Lambda expression with Anonymous inner class',\n",
       "  'Sample Code Examples for Beginners',\n",
       "  'Collection Framework in java\\ngenerics was introduced in Java 5.',\n",
       "  'clone (Java method) clone() is a method in the Java programming language for object duplication. In Java, objects are manipulated through reference variables, and there is no operator for copying an object—the assignment operator duplicates the reference, not the object.\\n- Wiki',\n",
       "  'Learn Multi Threading in Java with Simple Example.\\nUsing Thread class and Runnable Interface.\\n\\nIn computer science, a thread of execution is the smallest sequence of programmed instructions that can be managed independently by a scheduler, which is typically a part of the operating system.\\n\\nThe implementation of threads and processes differs between operating systems, but in most cases a thread is a component of a process.\\n\\nMultiple threads can exist within the same process and share resources such as memory, while different processes do not share these resources.',\n",
       "  'Adv. Java With Servlet JSP Tutorial for Web Server and Enterprise Application with EJB of different types',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Java tutorials\\nLearn Java in Easy Steps\\nJava Lectures \\nPrepare for Oracle Java Certification (OCJP / SCJP).',\n",
       "  '',\n",
       "  '',\n",
       "  'Mathematics and statistics for data science and machine learning: I am starting a new series called mathematics and statistics for data science and machine learning. Math and stats as a field are very vast and whenever someone starts studying data science or machine learning the confusion is \"how much math or statistics should I learn?\" In this playlist, I will cover only essential topics that can help you in your data science or ML journey. Statistics for data science, Mathematics for data science,',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Full fledge tableau project for real life use case of predicting sales insights for a hardware supplier company. Through this project you not only learn tableau, data analytics and mysql but you will learn softskills such as project kick off using AIMS grid, collaboration between different teams such as data engineers, data analysts and software engineers.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'End to end python projects for beginners, intermediate and advanced levels. These projects are perfect after watching basic python tutorial videos. These projects will teach you how to get exposure of real life python projects after you have learnt basic python fundamentals. These projects will help you find a job or freelancing work as well.',\n",
       "  '',\n",
       "  'Learn deep learning with tensorflow2.0, keras and python through this comprehensive deep learning tutorial series. Learn deep learning from scratch. Deep learning series for beginners. Tensorflow tutorials, tensorflow 2.0 tutorial. deep learning tutorial python',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'This tutorial playlist covers data structures and algorithms in python. Every tutorial has theory behind data structure or an algorithm, BIG O Complexity analysis and exercises that you can practice on.',\n",
       "  '',\n",
       "  '',\n",
       "  'End to end complete machine learning project (data science project) playlist for beginners. We build a website for home price prediction for a city of banglore.',\n",
       "  'This is a full data science course that any beginner (not having computer science background) can follow to learn data science. It has following topics covered,\\n1) Python\\n2) Jupyter Notebook\\n3) Numpy\\n4) Pandas\\n5) Matplotlib for data visualization\\n6)  Machine Learning using sklearn\\n7) Deep learning using tensorflow 2.0',\n",
       "  \"Python tutorial for absolute beginners. For those who have never done coding in their life this is THE place to start. Python programming is extremely easy to learn so  it is highly recommended language for anyone just starting out with programming. The tutorial videos are centered around solving real life problems so you won't get bored and you will have fun learning how to code.\",\n",
       "  'Machine learning tutorial playlist that is best suitable for a total beginner. It will start with basics of machine learning, cover various ML algorithms for regression and classification, feature engineering and also includes some real life end to end projects. In terms of technology I use these tools: sklearn,python,pandas,numpy,jupyter notebook, excel, tensorflow',\n",
       "  '',\n",
       "  'This playlist contains matplotlib tutorials. matplotlib is widely used 2d plotting library  in python very useful in data visualization. Tutorials are designed for absolute beginner and  will cover some advanced topics as well',\n",
       "  '',\n",
       "  'This tutorial series covers Pandas python library. It is used widely in the field of data science and data analytics. This playlist is for anyone who has basic python knowledge and no knowledge on pandas.',\n",
       "  '',\n",
       "  'Complete set of tutorials for python numpy module, numpy complete tutorials, numpy basics, numpy array, numpy slicing, numpy stacking, numpy indexing,  covering all these topics in this playlist. codebasics nympy tutorial, numpy tutorial',\n",
       "  '',\n",
       "  '',\n",
       "  \"In this tutorials I'm going to explain the following topics: how to use github, What is git, git tutorial, github tutorial, git tutorial for beginners, what is git and how to use it, git fundamentals, git concepts, learning git for beginners, version control with git, version control tutorial, git version control tutorial, git version control, github version control, version control, github tutorial for beginners, git complete tutorial, git full tutorial, how to use github, github command line tutorial\",\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  \"Learn the basics of D3.js - a great library for building data-driven webpages and interactive visualisations (e.g. charts). Let's dive into the different key concepts step by step!\",\n",
       "  'In this series we will get started with Python for Data Analysis and Data Science!',\n",
       "  \"Dive into GraphQL by building a complete project (and event-booking API) with it. We'll use Node.js, MongoDB and React.js for this project.\",\n",
       "  \"Angular Material allows you to create beautiful Angular apps which incorporate the Google Material design spec. And it's not just about the styling: Angular Material offers a rich suite of pre-built Angular components for you to choose from.\",\n",
       "  'Flutter - a framework developed by Google - allows you to learn one language (Dart) and build beautiful native mobile apps in no time. Flutter is a SDK providing the tooling to compile Dart code into native code and it also gives you a rich set of pre-built and pre-styled UI elements (so called widgets) which you can use to compose your user interfaces.',\n",
       "  \"Understanding the code you write is one thing but keeping different code versions well organized is also crucial to succeed in your project. Let's dive into Git & GitHub which make code version management and collaboration very easy.\",\n",
       "  'Angular 6 introduces one breaking change (related to RxJS 6) and a couple of new features. Angular Elements might be the most interesting one. Time for a closer look at all these things.',\n",
       "  \"Let's build a complete blog with Nuxt.js (a framework for Vue.js) and Storyblok (a headless CMS).\",\n",
       "  \"Bootstrap 4 is an extremely popular CSS framework. Let's dive into its basics with this series. From the grid over the core components, all the way up to customizing colors and variables - you'll learn it all.\",\n",
       "  \"What are Firebase Cloud Functions? In this series, I will explain what these are and of course we'll also apply them in a practical example. So let's start!\",\n",
       "  \"Sometimes, you just need a quick overview of a specific topic. That's the goal of these videos - just a few minutes and you are ready to get started (all videos can also be found on academind.com as the starting video for each topic).\",\n",
       "  \"Starting with CSS is not that difficult, but mastering it can be hard. Therefore we'll have a look at selected CSS topics and try to bring some light into the dark in this series!\",\n",
       "  \"We use a lot of RESTful APIs - wouldn't it be great to know how to build one? Let's do just that in this series. And let's use one of the most popular server-side languages for doing that: Node.js\",\n",
       "  'Web development can become very complex these days. In this series, we want to help you to get an overview of the latest technologies and how we can stay up-to-date as web developers.',\n",
       "  'You want to dive deeper into a specific topic? Have a look at the Sneak Peeks of our comprehensive Udemy courses, we would be more than happy to welcome you on board of our courses :)',\n",
       "  'In this playlist, we want to share some insights into our channel. So have a look behind the scenes of Academind!',\n",
       "  \"Html, CSS, JavaScript - Why do we need it and how can we use it? Learn the basics and let's create our first web application in this series!\",\n",
       "  \"Regular Expressions can be very useful and intimidating at the same time! Let's demystify Regex and see what they are and how we can use them!\",\n",
       "  \"In this series, we will have a look at Stencil - an awesome tool to build modern Web Components. Let's dive into it together!\",\n",
       "  'We had the awesome opportunity to meet Abe Haskins a Google Developer from the Firebase team. In this series he will guide us through some of the great features Firebase offers.',\n",
       "  \"Let's have a closer look at a possible workflow in Power BI using Power BI Desktop and Power BI Service\",\n",
       "  \"Athena is an awesome service offered by AWS that allows you to easily query data stored in S3. Let's understand the tool step by step in a project.\",\n",
       "  \"Let's build a complete project - a Developer Meetup page - with Vue.js, Vuetify and Firebase!\",\n",
       "  'Excel is an awesome tool and in this series we will take a look at different excel-related topics like formulas, formatting, charts and more.',\n",
       "  'Amazon Web Services are great, you can build amazing products with them. But getting started with AWS can be hard.\\nNot with this series!',\n",
       "  \"Let's learn how to work with one of the most popular Business Intelligence tools - Microsoft's Power BI!\",\n",
       "  \"RxJS and reactive programming is a hot topic - but what is it actually and how does it work? This series let's you dive into it!\",\n",
       "  \"Let's analyze some of the data you generated (views!) with Excel. Manu will walk you through the creation process of a dynamic excel sheet step-by-step.\",\n",
       "  'Learn the Basics of Webpack 2. Understand what it is, how it works and how you may use it.',\n",
       "  'Learn how to connect a Laravel backend with an Angular 2 / Vue.js 2 frontend!',\n",
       "  'Learn how Vuex can help you manage your Vue.js Application State!',\n",
       "  '',\n",
       "  '',\n",
       "  'Learn how to use ReactJS combined with Redux!',\n",
       "  'Learn all about ReactJS!',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Complete Angular 2 Tutorial Collection',\n",
       "  \"In this series, we're gonna build a complete website with PHP Laravel Framework. Our Application will be a small social network, showcasing a lot of the major features of the powerful Laravel framework.\",\n",
       "  'These videos will give you a jumpstart regarding your Angular 2 Knowledge!',\n",
       "  '',\n",
       "  'How much style do you have? Learn all kinds of CSS tricks to make your Website look awesom!',\n",
       "  'Learn how to setup WordPress and create your very own Theme for it.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  \"Learn how to create, use, and manage a simple database with Python 3's standard library, SQLite3.\",\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Learn how to visualize data in the form of line graphs, bar charts, pie charts, 3D graphs, and more with Python 3 and Matplotlib.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Using Python with MySQL tutorial. MySQL is one of the most popular choices for web development databases. We can interact with MySQL using Python with the MySQLdb module.',\n",
       "  'How to use Scikit-learn (sklearn) with the python programming language to do Machine Learning with Support Vector Machines. Covered specifically here, we learn how to use Linear SVC to see if we can determine, based on fundamental information, whether a stock is likely to outperform the market or not.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'The Pandas module helps greatly in data analysis, visualization, and manipulation. Pandas is known for its high speed and ease of use. I aim to teach you the basics, as well as an advanced topic for Pandas, so that you can begin to possibly incorporate Pandas into your work.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'This playlist is dedicated to building and programming your very own supercomputer. It can be done for about 80-120 US dollars. You will learn about networking, parallel programming, and working with MPI (message passing interface). Most importantly... you will build your own supercomputer!',\n",
       "  '',\n",
       "  'This is a Python 3 tutorial series, covering the basics of Python 3 programming.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'The idea of this fundamental investing series is to acquaint you with the basics in the field of investing. \\r\\n\\r\\nThe series begins with basic terminology and gradually progresses into more complex terms and issues.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Using python for Sentiment analysis / Opinion mining. This involves parsing / scraping / spidering of websites / webpages, followed by using NLTK for natural language processing. Then, you are shown how to can incorporate some machine learning practices to train your natural language processing.',\n",
       "  'In this playlist, you will learn everything from finding free historical stock prices, how to automatically pull free intra-day data, how to graph prices, simple moving averages, candlestick charts, volume, and more with python, matplotlib, and just a little bit of learning... :)',\n",
       "  '',\n",
       "  'When I get the time and money, I like to:',\n",
       "  'Short, basic tutorials concerning the basic uses and principles of the python coding language.',\n",
       "  '',\n",
       "  'How to generate graphs and charts in python',\n",
       "  'The essentials of python that you need to know before viewing the full Python for Sentiment Analysis',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Join me on my journey where I creat a game from scratch using Unity!',\n",
       "  '',\n",
       "  '',\n",
       "  'Announcing the Coding Train discord! \\nhttp://thecodingtrain.com/discord\\n\\nCome and join the community to meet viewers, share pictures of your pets, and get help with your code!\\n\\nThis series will teach you how to code your very first Discord bot with node.js and discord.js.',\n",
       "  '',\n",
       "  \"Can the unpredictable evolutionary and emergent properties of nature be captured insoftware? Can understanding the mathematical principles behind the physical world world help to create digital worlds? This learning playlist focuses on the programming strategies and techniques behind computer simulations of natural systems.\\n\\nI'll explore topics ranging from basic mathematics and physics concepts to more advanced simulations of complex systems. Subjects covered include physics simulation, trigonometry, self-organization, genetic algorithms, and neural networks. Examples are demonstrated in JavaScript using p5.js.\",\n",
       "  'Introducing Teachable Machine 2.0 from Google Creative Lab!  Train a computer to recognize your own images, sounds, & poses.\\n\\nIn these videos I demonstrate how to train image and sound classification machine learning models and deploy those models to a web application using the p5.js and ml5.js JavaScript libraries.',\n",
       "  \"The sun out is, the birds are chirping, it's a beautiful day to code a generative algorithm. Choo choo!\",\n",
       "  '',\n",
       "  'This course is for aspiring developers who want to learn how to work with data in web applications. How do you retrieve, collect, and store data? The course will be taught through a series of creating three data projects. The first will be client-side only and examine how to load data with fetch() and present on a web page. Viewers will learn about handling asynchronous events with Promises and how to render data to the DOM as well as draw to HTML5 canvas with p5.js. The second and third project will introduce \"full stack\" development adding server-side programming with node.js for data persistence and API authentication.',\n",
       "  '',\n",
       "  'This series will show you how to train a machine learning model in the cloud with TensorFlow, python, and Spell. After training you can use the model in the browser with ml5.js and TensorFlow.js\\n\\nThanks to guests Yining Shi and Nabil Hassein for lending their expertise and creativity!\\n\\nSpell! Spell is a command line and web interface for sending experiments out to the cloud with a single command. There are no new frameworks to learn and almost any kind of development environment is supported.\\n\\nSign up at: http://spell.run/codingtrain\\n\\nThis series is sponsored by Spell.',\n",
       "  'In this series I cover the tools I am currently using as part of my workflow.\\n\\n🔗 Processing: https://processing.org/\\n🔗 p5.js Web Editor: https://editor.p5js.org/\\n🔗 Visual Studio Code: https://code.visualstudio.com\\n🔗 iTerm: https://iterm2.com\\n🔗 Oh My ZSH!: https://ohmyz.sh/\\n🔗 Node: https://nodejs.org\\n🔗 p5-manager: https://www.npmjs.com/package/p5-manager\\n🔗 http-server: https://www.npmjs.com/package/http-se...\\n🔗 live-server: https://www.npmjs.com/package/live-se...\\n🔗 virtualenv: https://virtualenv.pypa.io/en/stable/',\n",
       "  'This playlist provides an introduction to developing creative coding projects with machine learning. The theory and application of machine learning algorithms is demonstrated in JavaScript using the p5.js and ml5.js libraries. \\n\\nLearning Objectives:\\n\\n* Develop an intuition for and high level understanding of core machine learning concepts and algorithms, including supervised learning, unsupervised learning, reinforcement learning, transfer learning, classification, and regression.\\n* Be able to apply machine learning algorithms to real-time interaction in media art projects using pre-trained models and “transfer learning” in JavaScript and related tools.\\n* Learn how to collect a custom dataset to train a machine learning model and\\n* Understand how to use a machine learning model to generate media: words, sound, and images.\\n\\n\\n🔗 ml5.js: https://ml5js.org\\n🔗 Related Syllabus: https://github.com/ml5js/Intro-ML-Arts-IMA\\n\\n🔗 p5.js: https://p5js.org\\n🎥Intro to Programming using p5.js: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA\\n\\n📄 Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct\\n👾Share your contributions: https://thecodingtrain.com/Guides/community-contribution-guide.html',\n",
       "  '',\n",
       "  'Intro to asynchronous programming in JavaScript with Promises and \"async/await\"',\n",
       "  'Session 6 of \"Intelligence and Learning\" on TensorFlow.js - https://js.tensorflow.org/',\n",
       "  '',\n",
       "  '',\n",
       "  'All of the matter.js physics tutorial videos in JavaScript with p5.js.',\n",
       "  'All of the Toxiclibs Verlet Physics tutorial videos in Processing (Java) and JavaScript with p5.js.',\n",
       "  'All of the Box2D with Processing (Java) tutorial videos.',\n",
       "  '',\n",
       "  'Unit testing and continuous integration in JavaScript with Jest, CircleCI, GitHub.',\n",
       "  'Collection of ITP shows highlights and live stream archives.\\nhttps://tisch.nyu.edu/itp',\n",
       "  '',\n",
       "  'Session 11 - \"Chrome Extensions\" of my Programming with Text video series\\nhttp://shiffman.net/a2z/chrome-ext/',\n",
       "  'Session 10 - \"Chatbots\" of my Programming with Text video series',\n",
       "  'This playlist contains different ES6 - ECMAScript2015 related videos.',\n",
       "  'Session 4 of \"Intelligence and Learning\"\\nhttps://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week4-neural-networks',\n",
       "  'This playlist accompanies Chapter 10 of The Nature of Code book.\\nhttp://natureofcode.com/book/chapter-10-neural-networks/',\n",
       "  'Implementing Frogger in Processing (Java)',\n",
       "  'Session 3 of \"Intelligence and Learning\" \\nhttps://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week3-classification-regression',\n",
       "  'Coding Challenges for various (classic and new) video games in Processing (Java) or JavaScript with p5.js.',\n",
       "  'Multi-part Coding Challenge on the topic of the Traveling Salesperson problem(\"traveling salesman\" (sic) for search)',\n",
       "  'Session 1 of \"Intelligence and Learning\" \\nhttps://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week1-graphs',\n",
       "  'Session 2 of \"Intelligence and Learning\" \\nhttps://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week2-evolution',\n",
       "  'Part 2 of Nature of Code: \"Intelligence and Learning\" at ITP Spring 2017\\nhttps://github.com/shiffman/NOC-S17-2-Intelligence-Learning',\n",
       "  'Session 9 - \"Firebase: Database as a Service(DBaaS)\" of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/firebase/',\n",
       "  '',\n",
       "  'Session 8 - \"Building an API in Node\" of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/node-api/',\n",
       "  'Session 7 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/',\n",
       "  'Session 6 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/markov',\n",
       "  'Session 5 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/text-analysis/',\n",
       "  'This series, part of the Processing from A to Z course, covers the decentralized open source social media platform Mastodon and how to make a bot.\\n\\n🔗 Mastodon: https://mastodon.social/about\\n🔗 ActivityPub on Wikipedia: https://en.wikipedia.org/wiki/Activit...\\n🔗 The Coding Train on Mastodon: https://choochoo.space/\\n🔗 Mastodon Repository: https://github.com/tootsuite/mastodon',\n",
       "  'Session 3 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/data-apis/',\n",
       "  'Session 2 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/regex/',\n",
       "  'Session 1 of my Programming from A to Z class - Fall 2016. http://shiffman.net/a2z/intro/',\n",
       "  '',\n",
       "  '',\n",
       "  'In this playlist you will find all The Nature of Code videos',\n",
       "  'This playlist includes all videos related to computer vision topics.  For more about the basics of pixels in Processing or p5.js, take a look at these playlists:\\n\\nProcessing: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YB9x6f23CBftiyx0u_5sO9\\np5.js: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6aKKsDHZdDvN6oCJ2hRY_Ig',\n",
       "  'Collection of Coding Challenges revolving around the topics of Supershape, Superformula and Superellipse',\n",
       "  'A collection of videos about noise algorithms in p5.js (JavaScript) and Processing (Java).',\n",
       "  'Watch all the unedited Live Streams.',\n",
       "  '',\n",
       "  'Go to http://teamtrees.org and plant trees!\\n\\n#TeamTrees\\n#teamtrees\\n#20MillionTrees',\n",
       "  '',\n",
       "  'This course is designed to teach you the basics of working with git version control and the GitHub website. \\n\\nLearning Objectives:\\n* Understand the concept of version control.\\n* Understand the difference between git software and GitHub the website.\\n* Understand terminology: branch, fork, merge, pull, push, remote\\n* Make your first pull request to a git repository on GitHub.',\n",
       "  'This tutorial playlist covers how to use node.js, p5.js, and socket.io (websockets) to create a shared HTML5 canvas across multiple browser sessions.',\n",
       "  'Watch me take on some viewer submitted Coding Challenges in p5.js and Processing!',\n",
       "  'This playlist looks at the math behind entering the Hamilton Lottery and how to build a dynamic webpage to demonstrate that math using JavaScript (p5.js), HTML, CSS.\\n\\nhttps://hamiltonlottery.broadwaydirect.com/\\nhttps://github.com/shiffman/hamilton-lottery-simulator\\nhttp://shiffman.github.io/hamilton-lottery-simulator/',\n",
       "  'This is part 5 of the p5.js tutorials.  Video and pixels are covered.  I look at how to capture and manipulate live video in a sketch.',\n",
       "  'This is part 4 of the p5.js tutorials.  Other additional topics about JavaScript and p5.js are covered here.  The native JavaScript functions setTimeout and setInterval are covered.  I also explore the concept of a JavaScript closure.  What does it mean to define a function inside a function and how is that useful?',\n",
       "  'This playlist covers how to use the Microsoft Kinect depth sensor (both version 1 and version 2). At present, the videos cover how to work with the raw depth data using Processing.  But I plan to also cover skeleton tracking with the Microsoft SDK on windows, as well as how to work with the Kinect in p5.js.\\n\\nOpen Kinect links:\\nhttps://github.com/shiffman/OpenKinect-for-Processing\\nhttp://shiffman.net/p5/kinect/\\n\\nContact: https://twitter.com/shiffman\\n\\nLearn Processing from scratch:\\nhttps://www.youtube.com/user/shiffman/playlists?sort=dd&shelf_id=2&view=50\\n\\nMore about image processing in Processing:\\nhttps://www.youtube.com/playlist?list=PLRqwX-V7Uu6YB9x6f23CBftiyx0u_5sO9',\n",
       "  'This playlist covers all the steps you need to know to make a twitter image bot using node.js and Processing.  Topics include: node.js basics, unix commands in terminal, node package manager, OAuth, Twitter API basics, setIntervalI(), and triggering Processing from the command line.   Still to come are videos about how to create a bot that replies to tweets and how to deploy your bot to a server to run forever and ever!\\n\\nThis series assumes basic knowledge of JavaScript and Processing.  If programming is new to you these playlists might help:\\n\\nJavaScript tutorials:\\nhttps://www.youtube.com/user/shiffman/playlists?sort=dd&view=50&shelf_id=7\\n\\nProcessing tutorials:\\nhttps://www.youtube.com/user/shiffman/playlists?view=50&shelf_id=2&sort=dd',\n",
       "  'This is part 3 of the p5.js tutorials.  Data and APIs are covered.  JSON (JavaScript Object Notation) is covered.  More about asynchronous callbacks and event handling is covered.',\n",
       "  'This is part 2 of the Learning p5.js series.\\n\\nPart 1: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA\\n\\nContact: http://twitter.com/shiffman/',\n",
       "  'This online course focuses on the fundamentals of computer programming (variables, conditionals, iteration, functions & objects) using JavaScript. In particular it leverages the p5.js creative computing environment which is oriented towards visual displays on desktops, laptops, tablets or smartphones. The course is designed for computer programming novices.\\n\\nAt the completion of this course, the student will be able to:\\n\\n1) Explain how computational media is different from traditional media.\\n2) Demonstrate an understanding of computer programming.\\n3) Learn how to learn the tools they need to accomplish the projects that interest them in computational media.',\n",
       "  'These video lessons accompany Chapter 9 (Genetic Algorithms) from The Nature of Code book.  Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 8 (Fractals) from The Nature of Code book.  Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 7 (Cellular Automata) from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  \"These video lessons accompany Chapter 6 (Autonomous Agents) from The Nature of Code book.  Craig Reynolds's steering behaviors are covered.  Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs\",\n",
       "  'These video lessons accompany Chapter 5 (Physics Libraries) from The Nature of Code book.  Both Box2D and toxiclibs are covered.  Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 4 (Particle Systems) from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 3 (Oscillation) from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 2 (Forces) from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 1 (Vectors) from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany the introduction from The Nature of Code book. Hope you enjoy them!\\n\\nFor more:\\nhttp://natureofcode.com\\n\\nBuy the book:\\nhttp://amzn.to/1D52nbs',\n",
       "  'These video lessons accompany Chapter 17 (Strings and Text) and Chapter 18 (Data) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 15-16 (Images, Pixels, Video, live and recorded) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 9 (Arrays) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 8 (Objects) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 7 (Functions) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 6 (Loops) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 5 (Conditionals) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 4 (Variables) from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 3 from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 2 from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany Chapter 1 from the Learning Processing textbook. Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  'These video lessons accompany the introduction from the Learning Processing textbook.   Hope you enjoy them!\\n\\nFor more:\\nhttp://learningprocessing.com\\n\\nBuy the book:\\nhttp://amzn.to/1ScOLfT',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Covering django concepts and brief tutorials on specific tasks in Django. Playlist was designed to separate from django Crash course and django projects',\n",
       "  'Django rest framework course. Building a rest API with Django.',\n",
       "  'Django 3.0 crash course tutorials. Building a customer management app from start to finish covering all the basics of the django framework.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Dynamic Programming Tutorial Series with examples such as Fibonacci Sequence, 0-1 Knapsack Problem, and Longest Common Subsequence Problem.',\n",
       "  'In this playlist, we will see how we can use Virtual Private servers to host and maintain servers with production-grade applications. We will look into the ways to deploy various services to the Linux VPS. This playlist will talk about each and every aspect of maintaining a server from devops standpoint',\n",
       "  '',\n",
       "  'In this complete Core + Advance Java tutorial for beginners in hindi, we will see complete java topics covered in hindi. This java complete tutorial will cover topics like Downloading Java, Installation of Java, java JVM, java inheritance, java inheritance & polymorphism and other complete java tutorial topics will be covered.\\nThis Java Tutorial for Beginners in Hindi can be used to learn Java in Hindi. Hope you like this Java Tutorial in Hindi. I am very excited to launch this Java full course for you!',\n",
       "  'This playlist contains some fun HTML, CSS JavaScript Projects. HTML, CSS and JavaScript can be used to create some cool stuff. I will be showing you how to create such fun projects using few web development tricks. This project playlist is a great place to start to get html projects for students with source code. This playlist also contains HTML, CSS and JavaScript projects for beginners with source code. I hope you like these fun web development projects for beginners!',\n",
       "  'This is a playlist comprising of C practice programs and C interview programs which will be very useful for people who are about to give C exams/ C Language interview. I will be adding many more programs to this C Practice Playlist. C language is one of the best languages as far as programming is concerned! I hope you will like this series :)',\n",
       "  'This Algorithms and Data Structures course will teach you everything you need to prepare for placements, interviews and logic building. \\nThis playlist will teach you how to create optimal solutions to your real world problems. We will cover a wide variety of data structures and algorithms in this course. Make sure to access the notes I have provided along with the course.',\n",
       "  'In this complete PHP course, we will look into PHP tutorials step by step in Hindi. This video series on PHP will start with the basics and will teach you concepts till the very end. You will be taught how to create, manage, host and deploy your PHP websites to production.',\n",
       "  'This C++ tutorials for beginners will teach you all the c plus plus concepts from the very starting to the end. This Cpp course will introduce you to programming and will continue the discussion on how to write efficient, fast and better CPP programs.',\n",
       "  'This Website development course will teach you about how to create a website from scratch. This web development course is designed for beginners with an aim to take HTML5, CSS3, JavaScript/ES5/ES6 and other concepts to advanced level. You will be able to create a website easily after watching this. This tutorial series is for all those people who want to build career in Web development industry. This video series starts with HTML5 basics and then moves towards advanced CSS3 after which JavaScript and other concepts are discussed. HTML, CSS and JavaScript concepts are taught in depth with exercises and quizzes in between. At the end I have shown you plenty of responsive beautiful websites with source code so that you can gain confidence in web development for life! I hope you will like this course.',\n",
       "  'In this git & github tutorials course, I will explain you why a software engineer writing code on a daily basis should learn Git and GitHub basics. In this course, I will teach you how to use git, make commits, create branches, pull requests and many more concepts!\\nThis is a complete git course for beginners in Hindi',\n",
       "  'In this android tutorials in Hindi, we will see how android applications are built using Android studio. In this Android Java Course we will see how android applications are built using programming in java and XML. This android course will teach you everything you need to learn to create your first Android Application!',\n",
       "  'In this javascript tutorial we will start javascript from the beginning and move towards the advanced level. JavaScript is a client side scripting language which is also used in server side programming. This javascript tutorial for beginners in hindi focuses on all the important JavaScript topics. This JavaScript tutorial also comes with a project where I touch upon javacript concepts in hindi using practical programming so that you can learn javascript in hindi easily. After watching these JavaScript tutorials in hindi, you can create websites with client side programming as well as with server side scripting. These javascript lectures has a bunch of solved javascript exercises and quizzes which ensures that you learn javascript quickly and effectively. \\nIn this tutorial series, we will learn in depth javascript from scratch. This is a very beginner friendly and complete JavaScript course for beginners in hindi. JavaScript in Hindi was one of the most requested courses on this channel. I hope you will enjoy this course. Solve all the exercises and quizzes for best learning experience. Welcome Aboard! See you in the videos :)',\n",
       "  \"In this latest course on C language tutorials in 2019 in Hindi , we will learn how to write efficient and powerful C programs using modern tools. \\nC programming is one of the most requested topics on this channel which is why I created this c programming for beginners course. Learning C programming in Hindi is a good decision for people who are comfortable in learning in their mother tongue rather than English. \\nThese c programming tutorials will clear all your c programming basics and fundamentals. I will constantly give exercises and quizzes throughout this course. \\nI once again welcome you to this c programming tutorial for beginners video series.\\n\\nC is a language of programming developed in 1972 at the Bell Laboratories of AT & T, USA. A man named Dennis Ritchie designed and wrote it. In the late seventies C began to replace that time's more familiar languages such as PL / I, ALGOL, etc. Nobody was pushing C. It was not the language of the' official' Bell Labs. Thus, the reputation of C has spread without any advertisement and its pool of users has grown. \\n\\nRitchie seems to have been rather surprised that so many programmers preferred C to older languages such as FORTRAN or PL / I, or newer languages such as Pascal and APL. That's what happened, though. Possibly why C seems so popular is because it's reliable, simple and easy to use. In addition, a language that has survived for more than 3 decades must be really good in an industry where new languages, tools and technologies emerge and vanish day in and day out.\\nSome of the topics covered by this course includes C Tutorial, What is C Language, History of C,  Features of C, How to install C, First C Program, Flow of C Program, printf, scanf, Variables in C, Data Types in c, Keywords in c, C Operators, C Comments, C Escape Sequence, Constants in C, C Fundamental Test, C Control Statements, C if-else, C switch, C Loops, C do-while loop, C while loop, C for loop, C break, C continue, C goto, Type Casting, C Control Statement, C Functions, What is function, Call: Value & Reference, Recursion in c, Storage Classes, C Functions Test, C Array, 1-D Array, 2-D Array, Array to Function, C Array Test, C Pointers, C Pointers, C Pointer to Pointer, C Pointer Arithmetic, C Pointers, C Dynamic Memory, Dynamic memory, C Strings, String in C, C gets() & puts(), C String Functions, C strlen(), C strcpy(), C strcat(), C strcmp(), C strrev(), C strlwr(), C strupr(), C strstr(), C String Test, C Math, C Math Functions, C Structure Union, C Structure, C Array of Structures, C Nested Structure, C Union, C Structure Test, C File Handling, C File Handling, C fprintf() fscanf(), C fputc() fgetc(), C fputs() fgets(), C fseek(), C rewind(), C ftell(), C Preprocessor, C Preprocessor, C Macros, C #include, C #define, C #undef, C #ifdef, C #ifndef, C #if, C #else, C #error, C #pragma, C Preprocessor Test, C Command Line, Command Line Arguments in C.\\nI hope you will like and enjoy this course. Happy Learning!\",\n",
       "  'This videos series contains video on Python practice. This series will teach you everything you need to make your dream project in python. I hope you like the Python projects contained in this series',\n",
       "  '',\n",
       "  'Django tutorials in hindi is a Free course for anyone wanting to use their Python skills to create easy to build and reusable websites. Django is a powerful framework and  has evolved over the period of years to be one of the most used web frameworks in the python community.\\nI have covered variety of real world projects for you to have a good idea of how to develop, deploy and maintain your Django applications in production\\nJoin this Django Hindi course for learning Django for free. If you have any doubt while learning Django, feel free to drop a comment with the timestamp in the video and I will get back to you asap!',\n",
       "  'Learn to develop GUI using python with the help of Tkinter Module. This GUI Python Course is an updated course which will help you to develop python GUIs like calculator, notepad etc in 2019.\\nThis is a Free 2020 Tkinter Course. Feel free to get source code of the videos from the description!',\n",
       "  \"This Latest 2020 Python series covers Python programming in hindi and starts by giving a brief introduction of python to a beginner and ends with real world python projects like JARVIS Iron Man Python AI, making it a complete python tutorial for beginners in hindi. Like other hindi series at CodeWithHarry, I will make this python course as a complete python course with examples for beginners which will be taken to the advanced python level.\\nThis Python Course is in Hindi and is made keeping Learning Python in 2020 into account.\\nAll the topics related to python programming will be covered in hindi in this tutorial series irrespective of whether they are covered in other series of Code With Harry or not!\\nWe will start with introduction to python, variables in python, taking input from user in python, downloading python, installing python, using pip and modules, using python as a calculator, Variables, Datatypes and Typecasting, String Slicing And Other Functions In Python, Classes, Objects etc.\\nWatching Python hindi tutorials or Python lectures in hindi is a very easy way to learn python in hindi. These tutorials are made keeping hindi coding community in mind. Each Python lesson in this python course for beginners comes with source code and python examples.\\nThis Hindi python tutorial then takes you towards advanced python tutorials where concepts like virtual environment and generators are taught. This python tutorial is in Hindi and hence makes it easy for hindi speakers to learn python fast in their own language Hindi.\\nPython tutorial in hindi was one of the most requested tutorial series on this channel and now the wait for you to learn python for free and with exercises is over. Below is the syllabus of this Python course.\\n\\n\\nBeginner Friendly Full Python Tutorials(Teaser) | Python Tutorials For Absolute Beginners In Hindi#0\\n\\nWhat is Programming & Why Learn Python? | Python Tutorials For Absolute Beginners In Hindi #1\\n\\nDownloading Python and Pycharm Installation | Python Tutorials For Absolute Beginners In Hindi #2\\n\\nUsing Modules & Pip In Python | Python Tutorials For Absolute Beginners In Hindi #3\\n\\nWriting Our First Python Program | Python Tutorials For Absolute Beginners In Hindi #4\\n\\nUsing Python As A Calculator | Python Tutorials For Absolute Beginners In Hindi #5\\n\\nComments, Escape Sequences & Print Statement| Python Tutorials For Absolute Beginners In Hindi #6\\n\\nVariables, Datatypes and Typecasting | Python Tutorials For Absolute Beginners In Hindi #7\\n\\nString Slicing And Other Functions In Python | Python Tutorials For Absolute Beginners In Hindi #8\\n\\nPython Lists And List Functions | Python Tutorials For Absolute Beginners In Hindi #9\\n\\nDictionary & Its Functions Explained | Python Tutorials For Absolute Beginners In Hindi #10\\n\\nPython Exercise 1 - Apni Dictionary | Python Tutorials For Absolute Beginners In Hindi #11\\n\\nSets In Python | Python Tutorials For Absolute Beginners In Hindi #12\\n\\nIf Else & Elif Conditionals In Python | Python Tutorials For Absolute Beginners In Hindi #13\\n\\nExercise 1 - Solution And Your Answers | Python Tutorials For Absolute Beginners In Hindi #14\\n\\nPython Exercise 2 - Faulty Calculator | Python Tutorials For Absolute Beginners In Hindi #15\\n\\nFor Loops In Python | Python Tutorials For Absolute Beginners In Hindi #16\\n\\nWhile Loops In Python | Python Tutorials For Absolute Beginners In Hindi #17\\n\\nBreak & Continue Statements In Python | Python Tutorials For Absolute Beginners In Hindi #18\\n\\nPython Exercise 2: Faulty Calculator Solution| Python Tutorials For Absolute Beginners In Hindi #19\\n\\nPython Exercise 3 - Guess The Number | Python Tutorials For Absolute Beginners In Hindi #20\\n\\nOperators In Python | Python Tutorials For Absolute Beginners In Hindi #21\\n\\nShort Hand If Else Notation In Python | Python Tutorials For Absolute Beginners In Hindi #22\\n\\nFunctions And Docstrings | Python Tutorials For Absolute Beginners In Hindi #23\\n\\nTry Except Exception Handling In Python | Python Tutorials For Absolute Beginners In Hindi #24\\n\\nPython File IO Basics | Python Tutorials For Absolute Beginners In Hindi #25\\n\\nOpen(), Read() & Readline() For Reading File | Python Tutorials For Absolute Beginners In Hindi #26\\n\\nPython Exercise 3: Solution | Python Tutorials For Absolute Beginners In Hindi #27\\n\\nWriting And Appending To A File | Python Tutorials For Absolute Beginners In Hindi #28\\n\\nPython Exercise 4: Astrologer's Stars | Python Tutorials For Absolute Beginners In Hindi #29\\n\\nSeek(), tell() & More On Python Files | Python Tutorials For Absolute Beginners In Hindi #30\\n.\\n.\\n.\\n.\\n.+ around 100 More Lectures (View Playlist)\\n\\nI wish you all the very best in your python learning journey through these Code With Harry tutorials! Learning Python in Hindi is now easier than ever!\",\n",
       "  '',\n",
       "  'In this series of videos, I will teach you how to create a game in python and how to use pygame module to make this process of game development easy. Pygame is one of the best modules when it comes to develop games in python or any programming language in general. Pygame makes it easy for game developers and python lovers in particular to begin developing games.\\nI hope you like this series!',\n",
       "  'In this series, I have covered various Machine learning techniques for beginners. I have tried to cover all the ML Algorithms like linear regression, support vector machines, decision trees including the intricacies like how a linear regression works and how it evaluates loss for getting correct predictions using the loss function, python code for linear regression and gradient descent. I hope these videos will help you learn machine learning in Hindi.',\n",
       "  'In this playlist, I will walk you through the basics of data analysis in python. We will be starting with jupyter notebook, how to install jupyter notebook and benefits of using the jupyter notebook for data science. I will then be walking you guys through numpy, a fast scientific computational python library written in C.\\nI hope you will like this playlist and will learn how to do data analysis in python after watching this playlist!',\n",
       "  'In this course, I have explained the usage of git for use in real world projects. After watching these videos, you will get to know about what git is and how to use git for collaborating with fellow programmers on different projects. Git was developed by Linus Torvalds in 2005 and since then it has evolved a lot! After watching these videos you will get to know what git is, how to commit to a repository, how to keep multiple versions of the same projects and how to make it easy for you to keep a track of the work you are doing! All the very best for your journey of  learning git!',\n",
       "  '',\n",
       "  'In this video series I have tried to explain you how to build a website using python3, how to use python flask to create a website and how to host a python flask website. This course will assume only a little basic understanding of python programming language from you and will guide you on creating you own beautiful website. After watching these series of videos you will know how to create a website using python, how to manage backend of any frontend design framework using python and how to leverage packages that python offers to be used in your websites',\n",
       "  'In this playlist, I have attempted to teach you several programming languages in one video. I have packed the content of different programming languages into a single video. You will find the timestamps in the description of the respective videos!\\nLet me know your views about this series. I will add more videos to the playlist accordingly!',\n",
       "  'This playlist contains my take on different programming questions with facecam. These videos are a way for me to interact with all of you :)',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Python Automation ideas and projects',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Super fast dev tips #shorts',\n",
       "  'Frontend UI Development with React',\n",
       "  'Good things come in sevens',\n",
       "  'Containerize and scale',\n",
       "  'Build awesome apps on the server',\n",
       "  'Work smarter, not harder',\n",
       "  'Awesome little projects for frontend developers',\n",
       "  'The fastest code tutorials in the west',\n",
       "  '',\n",
       "  'A JavaScript course unlike the others...',\n",
       "  '',\n",
       "  '',\n",
       "  'Build native mobile apps with the Ionic Framework',\n",
       "  \"Learn everything you need to know about Firebase's Firestore databse\",\n",
       "  'Awesome APIs and tools for app developers that can be used to enhance your user experience.',\n",
       "  \"The ultimate beginner's playlist for Angular 6. Learn how to use the powerful tools available in the Angular framework.\",\n",
       "  'Build Redux-style Angular apps with state management libraries like NgRx and NGXS',\n",
       "  '',\n",
       "  'Essential Firebase concepts for developers',\n",
       "  'Essential Angular concepts for app developers',\n",
       "  'Videos that teach you how to create Angular features inspired by real-world apps',\n",
       "  '',\n",
       "  'Learn how to use Firebase Cloud Functions in real-world applications',\n",
       "  'How to build Firestarter - An opensource starter app with Angular 4 + Firebase. Check it out on github. \\n\\nhttps://github.com/codediodeio/angular-firestarter',\n",
       "  '',\n",
       "  'Deploying your application can be tricky. Here are a few ways you can do it well, depending on which project type you are trying to deploy.',\n",
       "  'Not every developer needs to know every user interface well, but at least having a solid foundation in each user interface will do you well.',\n",
       "  \"There are a lot of ways to access data. Let's go over a few, as well as a few different ways to store data as well.\",\n",
       "  'C# has some tricky parts. These videos will tackle some of the toughest in a way that will hopefully make those topics easier to grasp.',\n",
       "  'There are some topics that are foundational to understanding what comes next. These topics will help you grasp some key concepts including how to better work with the editor.',\n",
       "  '',\n",
       "  'Learn how to use WPF in C#. Start with the basics, then move on to MVVM with Caliburn Micro. Finally, learn how to use various controls in MVVM specifically.',\n",
       "  'Design patterns make our code better in some way. Once you have a handle on code in general, it is a good idea to start learning how to build using these best practices. All of the included videos will apply to any language but they are specifically demonstrated in C#.',\n",
       "  'Follow along in this free course as I show you how to create an application in C# from idea through the finished product. Everything is shown on screen and in great detail. Learn how to use SQL databases, CSV text files, custom events, Linq, Lambda expressions, emailing, and more. Everything you learn will be in context of a real application.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A 30 day Vanilla JavaScript Challenge! Grab all the videos, exercises and coded solutions over at https://JavaScript30.com',\n",
       "  \"A short 20 video / 2.5 hour course intended as a next steps for someone already comfortable with React. This is a start-to-finish course that will teach you React.js, Redux and React Router.\\n\\nIt's the perfect course to take after React For Beginners → https://ReactForBeginners.com.\",\n",
       "  '',\n",
       "  'A simple 20 video course to help you master FlexBox! Get all the videos + exercises at http://FlexBox.io',\n",
       "  'A series for Web Developers to learn to master the command line by customizing your terminal, learning to move around efficiently and take advantage of tools like ZSH and Z. \\n\\n# Tags: iTerm, terminal, iTerm2, command line, zsh, z, shell, bash',\n",
       "  'A Collection of web development tutorials',\n",
       "  'A Collection of short video tutorials showing how to use Sublime Text 2 and 3 and all of its features.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'Vlogging the business and development process of creating a startup called astralfans',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  \"In this playlist you'll create a drag and drop tier list using React.\\n\\ncode: https://github.com/benawad/react-tier-list\",\n",
       "  'Code for this playlist: https://github.com/benawad/react-typescript-material-ui-form',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A GraphQL series for absolute beginners.',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A playlist coding through an AWS AppSync project.\\n\\nCode: https://github.com/benawad/aws-appsync-series',\n",
       "  'Series of videos on using React Hooks.\\n\\nCode: https://github.com/benawad/react-hooks-examples',\n",
       "  'Some AWS AppSync tutorials with Apollo GraphQL.\\n\\nCode: https://github.com/benawad/aws-appsync-example',\n",
       "  'Coding a project that uses Stripe and GraphQL.\\n\\nCheckout the code on GitHub: https://github.com/benawad/graphql-typescript-stripe-example',\n",
       "  'A beginner React.js course.\\n\\nCode: https://github.com/benawad/practical-react',\n",
       "  'Sharing our journey building a digital cookbook called Saffron.\\n\\nhttps://podcast.mysaffronapp.com/',\n",
       "  'A Fullstack Airbnb Clone coded with React, React Native, GraphQL, and TypeScript.\\n\\nCheck out the code here: https://github.com/benawad/fullstack-graphql-airbnb-clone',\n",
       "  'Learn how to use Yarn workspaces with React, React Native, and Typescript.',\n",
       "  'Code a GraphQL Typescript Server.\\n\\nCode: https://github.com/benawad/graphql-ts-server-boilerplate',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'A tutorial series walking you through how to build a calculator in React Native.\\n\\nCheck out the code: https://github.com/benawad/stack-calculator-rn/tree/master',\n",
       "  'Learn how to build Slack using GraphQL and React.\\n\\nFrontend code: https://github.com/benawad/slack-clone-client\\nBackend code: https://github.com/benawad/slack-clone-server',\n",
       "  'React.js with Mobx\\n\\nGitHub repo: https://github.com/benawad/simple-mobx',\n",
       "  '',\n",
       "  'How I like to structure and organize web applications.',\n",
       "  'Client side routing in React using the React Router library\\n\\nGitHub repo: https://github.com/benawad/redux-saga-and-react-router-v4-example/tree/master',\n",
       "  'GraphQL in Python using the Graphene library.',\n",
       "  'Learn how to use the React Native Component called FlatList.\\n\\nGitHub repo: https://github.com/benawad/flatlists',\n",
       "  'Live coding a React and GraphQL Web App.\\n\\nBackend code: https://github.com/benawad/baklava/tree/master\\n\\nFrontend code: https://github.com/benawad/rose',\n",
       "  'Learn how to create a form in React.\\n\\nGitHub repo: https://github.com/benawad/basic-react-form',\n",
       "  'Learn how to code React web applications using Create React App.\\n\\nGitHub Repo: https://github.com/benawad/gello-world',\n",
       "  'OAuth login with a GraphQL, Node.js server.',\n",
       "  'Learn how to install, setup, and use the Nextjs framework for React.\\n\\nGitHub repo: https://github.com/benawad/hello-world-nextjs',\n",
       "  'Learn how to make a GraphQL Server with Node.js and Postgresql\\n\\nGitHub repo: https://github.com/benawad/graphql-express-template',\n",
       "  'Configurations for all my different text editors.',\n",
       "  'Tutorials on how to use a React GraphQL starter kit called ReactQL.\\n\\nGitHub repo: https://github.com/benawad/hello_world_reactql',\n",
       "  'Create a Silent Auction app using React Native. \\n\\nCheck out the source code on GitHub.\\n\\nApp: https://github.com/benawad/silent-auction-rn\\nServer: https://github.com/benawad/silent-auction-backend',\n",
       "  'Beginner tutorials to get up and running with React Native.',\n",
       "  'Livestream of me coding a whole React Native To Do List app with server integration.\\n\\nCheck out the source code on GitHub.\\nApp: https://github.com/benawad/react-native-todo\\nServer: https://github.com/benawad/react-native-todo-server',\n",
       "  'Tutorial on how to use GraphQL with React.\\n\\nCheck out the source code on GitHub:\\nClient: https://github.com/benawad/react-graphql-tacos\\nServer: https://github.com/benawad/taco-apollo-auth',\n",
       "  'Learn how GraphQL works',\n",
       "  'How to use redux form and redux saga together in a react application',\n",
       "  'Building a Real-time To Do List in React with a Feathersjs server.\\n\\nCheck out the source code on GitHub:\\nClient: https://github.com/benawad/real-time-todo\\nServer: https://github.com/benawad/real-time-todo-server',\n",
       "  'Learn how to use terminal',\n",
       "  '',\n",
       "  'Learn fullstack development and create a react web app that uses a feathersjs server.\\n\\nCheck out the code on GitHub:\\nClient: https://github.com/benawad/react-menu-monkey-client\\nServer: https://github.com/benawad/feathersjs-menu-monkey-backend',\n",
       "  'Livestream of me coding a whole to do list Android app.\\n\\nCheck out the code on GitHub: https://github.com/benawad/Android-To-Do-List',\n",
       "  'Next.js is a react framework for production. Next.js gives you the best developer experience with all the features you need for production: hybrid static & server rendering, TypeScript support, smart bundling, route pre-fetching, and more. No config needed.',\n",
       "  'Web development tips and tricks for everyday use',\n",
       "  \"Svelte is a tool for building fast web applications.\\n\\nIt is similar to JavaScript frameworks such as React and Vue, which share a goal of making it easy to build slick interactive user interfaces.\\n\\nBut there's a crucial difference: Svelte converts your app into ideal JavaScript at build time, rather than interpreting your application code at run time. This means you don't pay the performance cost of the framework's abstractions, and you don't incur a penalty when your app first loads.\\n\\nYou can build your entire app with Svelte, or you can add it incrementally to an existing codebase. You can also ship components as standalone packages that work anywhere, without the overhead of a dependency on a conventional framework.\\n\\nSvelte Tutorial | Svelte Tutorial for Beginners\",\n",
       "  'In thi series, we are going to learn how to setup React TypeScript Webpack from scratch! We will learn how to handle images and SVGs, configure webpack for multiple environments, add react refresh, eslint, prettier and husky.',\n",
       "  'Vue JS is a popular javascript framework for building user interfaces. The core Vue library is focussed on doing one thing and doing that one thing really well which is building user interfaces. Vue currently has 175000 github stars on its repo which makes it the third most starred github repository in the world.\\n\\nVue is approachable.\\nGetting started with Vue is really simple. All you need is familiarity with HTML, CSS and  JavaScript. Vue also has a component based architecture. This lets you break down your application into small encapsulated parts which can then  be composed to make more complex UIs.\\nVue is versatile. You have the choice of creating powerful single page applications from\\nscratch using build tools like webpack or you can choose to incorporate Vue into your existing legacy projects and make progressive enhancement by making changes only to certain parts of your application.\\nVue is performant. Vue measures just 20KB minified and gzipped at runtime. This playlist is a comprehensive tutorial for beginners on Vue JS 3',\n",
       "  'React Table is a collection of hooks for building powerful tables and datagrid experiences. These hooks are lightweight, composable, and ultra-extensible.',\n",
       "  'This series will help you get a really good understanding of why react components render, why do they re-render, how to optimize rendering, and also point out a few incorrect optimizations.',\n",
       "  'Storybook is a user interface development environment and playground for UI components. The tool enables developers to create components independently and showcase components interactively in an isolated development environment.\\n\\nStorybook runs outside of the main app so users can develop UI components in isolation without worrying about app specific dependencies and requirements.',\n",
       "  'Collection of Learning Paths for web developers',\n",
       "  'Formik is a small library that helps you with the 3 most annoying parts:\\n\\nGetting values in and out of form state\\nValidation and error messages\\nHandling form submission\\n\\nBy colocating all of the above in one place, Formik will keep things organized--making testing, refactoring, and reasoning about your forms a breeze.',\n",
       "  'A playlist for React with different libraries.',\n",
       "  'React Redux is the official React binding for Redux. It lets your React components read data from a Redux store, and dispatch actions to the store to update data.',\n",
       "  'Hooks are a new addition in React 16.8. They let you use state and other React features without writing a class.',\n",
       "  \"Angular Material is a UI component library. \\nAngular material provides us with components to build awesome user interfaces in quick time.\\nIt is also an implementation of google's material design specification.\",\n",
       "  'React is an open source javascript library for building user interfaces.\\nReact is a project created and maintained by Facebook.\\nReact has more than a 100 thousand stars on GitHub and a huge community behind it.\\nReact has become increasingly \\npopular among developers and is also one of the most sought out skill-sets by companies right now.\\n\\nReact has a component based architecture. This lets you break down your application into small encapsulated parts which can then be composed to make more complex UI.\\nReact is declarative.\\nReact will make it painless for you to create complex UIs by abstracting away the difficult parts. \\nReact will handle efficiently updating and rendering just the right components in your application when your data changes. \\nDOM updates which is one of the more expensive operations is handled gracefully in React.',\n",
       "  '',\n",
       "  \"Angular is a TypeScript-based open-source front-end web application platform led by the Angular Team at Google and by a community of individuals and corporations to address all of the parts of the developer's workflow while building complex web applications. \\n\\nComponents are pretty much the building blocks of any angular application. You start off with a root component and create additional components for different parts of your application.\\nAlthough each component serves a specific purpose, the components may sometimes need to interact with each other to get the job done.\\nIn this series on Angular Component Interaction, we are going to take a look at some of the common scenarios in which components interact to share information.\",\n",
       "  'Visual Studio Code is a lightweight but powerful source code editor which runs on your desktop and is available for Windows, macOS and Linux. It comes with built-in support for JavaScript, TypeScript and Node.js and has a rich ecosystem of extensions for other languages (such as C++, C#, Java, Python, PHP, Go) and runtimes (such as .NET and Unity).',\n",
       "  \"Angular is a TypeScript-based open-source front-end web application platform led by the Angular Team at Google and by a community of individuals and corporations to address all of the parts of the developer's workflow while building complex web applications. \\nForms are a vital part of any business application. We use forms to register, login, submit a request, place an order,\\nschedule an appointment and perform countless other tasks.\\n\\nWhile developing forms, it's important to create an experience that guides the user efficiently \\nand effectively through the workflow. \\n\\nAs developers, we need to handle data binding, change tracking, validation, visual feedback, error messages and ofcourse\\nform submission.\\nIn this course, we will see how to do all of that using angular.\",\n",
       "  'The CSS Flexible Box Module or simply known as Flexbox is a one-dimensional layout model  that makes it easy to design flexible and efficient layouts, distribute space among items and control their alignment  in a given container.\\n\\nWith flexbox, we can arrange items left to right, right to left, top to bottom or bottom to top and at the same time control the spacing, alignment and order of items in the container.',\n",
       "  'Angular Authentication with JsonWebToken',\n",
       "  \"Angular is a TypeScript-based open-source front-end web application platform led by the Angular Team at Google and by a community of individuals and corporations to address all of the parts of the developer's workflow while building complex web applications. Angular is a complete rewrite from the same team that built AngularJS.\\nAngular is a framework for building client applications in HTML and either JavaScript or a language like TypeScript that compiles to JavaScript. Angular combines declarative templates, dependency injection, end to end tooling, and integrated best practices to solve development challenges. Angular empowers developers to build applications that live on the web, mobile, or the desktop.\",\n",
       "  '',\n",
       "  \"Electron is a framework for creating native applications with web technologies like JavaScript, HTML, and CSS.\\nIt allows for the development of desktop GUI applications using front and back end components originally developed for web applications: Node.js runtime for the backend and Chromium for the frontend. Electron is the main GUI framework behind several notable open-source projects including GitHub's Atom and Microsoft's Visual Studio Code source code editors and the Light Table IDE.\",\n",
       "  'Mean Stack Tutorial for Beginners.\\nThe MEAN Stack is MongoDB, Express, Angular and Nodejs.\\nIn this series, we will build together a video player MEAN stack application.',\n",
       "  \"npm is the default package manager for the JavaScript runtime environment Node.js.\\nnpm is the package manager for JavaScript. npm makes it easy for JavaScript developers to share and reuse code, and it makes it easy to update the code that you're sharing.\\nSo that's what npm is. It's a way to reuse code from other developers, and also a way to share your code with them, and it makes it easy to manage the different versions of code.\",\n",
       "  \"Extensions are small software programs that can modify and enhance the functionality of the Chrome browser. You write them using web technologies such as HTML, JavaScript, and CSS.\\n\\nExtensions bundle all their files into a single file that the user downloads and installs. This bundling means that, unlike ordinary web apps, extensions don't need to depend on content from the web.\\n\\nYou can distribute your extension using the Chrome Developer Dashboard to publish to the Chrome Web Store.\\n\\nChrome Extension Tutorial | Extension tutorial | Extension for Chrome | Chrome Tutorial | Chrome Extension for Beginners | Chrome Extension Tutorial for Beginners | Chrome for Beginners | Chrome Extension Examples\",\n",
       "  'A new tutorial series pertaining to the features of ES2015 (ES6) and Typescript!\\n\\nES6 | ES2015 | Typescript | ES6 Tutorial | ES2015 Tutorial | Typescript Tutorial | ES6 Tutorial for Beginners | ES2015 Tutorial for Beginners | Typescript tutorial for Beginners',\n",
       "  'This playlist contains videos regarding the usage of MongoDB with PHP.\\n\\nMongoDB is a scalable, high-performance, open source, document-oriented database. It supports a large number of languages and application development platforms.\\n\\nMongodb | Mongodb tutorials | Mongodb tutorial for beginners | Tutorials for Mongodb | Mongodb php tutorials | Php mongodb tutorials\\nMongodb CRUD | Mongodb create | Mongodb read | Mongodb update | Mongodb delete | PHP Library | MongoDB PHP Driver',\n",
       "  \"A beginners tutorial series on Angular 2!\\n\\nThis Angular2 Tutorials covers the concepts right from the basics. Angular 2 is a framework for building web and mobile applications. This Angular 2 Tutorial Playlist explains about Components, Directives, Data Binding, Event Binding, Services, Forms and more.\\n\\nAngular 2 can be used for  web, mobile web, native mobile and native desktop.\\nAngular 2 brings you the scaling infrastructure and techniques that support Google's largest applications. Angular 2 puts you in control over scalability. Meet huge data requirements by building data models on RxJS, Immutable.js or another push-model.\\n\\nAngular2 | Angular2 Tutorials | Angular2 Tutorial for Beginners | Tutorials for Angular2 | Mean stack tutorials | Mean tutorials for Beginners | Angular2 for Beginners\\n\\nAngular 2 | Angular 2 Tutorials | Angular 2 Tutorial for Beginners | Tutorials for Angular 2 | Mean stack tutorials | Mean tutorials for Beginners | Angular 2 for Beginners\",\n",
       "  'HTML (HyperText Markup Language) is the standard markup language used for structuring web pages and formatting content. HTML describes the structure of a website semantically along with cues for presentation, making it a markup language, rather than a programming language. The most recent revision to the HTML specification is HTML5.\\nHTML elements form the building blocks of all websites. HTML allows images and objects to be embedded and can be used to create interactive forms. It provides a means to create structured documents by denoting structural semantics for text such as headings, paragraphs, lists, links, quotes and other items. It can embed scripts written in languages such as JavaScript which affect the behavior of HTML web pages. All the web pages that are written in different programming languages (PHP, JSP, VF etc.) get rendered as HTML on the browser.\\n\\nHTML | CSS | HTML and CSS | HTML Tutorial for Beginners | HTML and CSS Tutorial for Beginners | CSS Tutorial for Beginners | HTML Tutorials | CSS Tutorials | HTML and CSS Tutorials',\n",
       "  \"Node.js is an event-based, non-blocking, asynchronous I/O framework that uses Google's V8 JavaScript Engine.\\n\\nNode.js, commonly just called Node, is often used for developing applications that rely on the ability to run javascript both on the client and server side. Running the same language on both the client and the server benefits from improved code reusability and the less context switching.\\n\\nA notable feature of node.js is that it is non-blocking – if one task stalls or pauses for an IO operation, another can take over while it is idle. This allows for high efficiency as the program as a whole never has to idle and wait for one task to finish. Libraries such as async take advantage of this capability. More information can be found here.\\n\\nTo ease the development of complex JavaScript further, Node.js supports the CommonJS standard that allows for modularized development and the distribution of software in packages via the Node Package Manager (NPM).\\n\\nNode.js | Node.js Tutorials | Node.js Tutorial for Beginners | Beginners Node.js Tutorials | Installing Node.js | Node.js MongoDB | MongoDB Node.js | Node.js and Mongodb | nodejs and mongodb | Nodejs eventloop | Mean stack tutorials | Mean tutorial for beginners |\\nNode js | Node js Tutorials | Node js Tutorial for Beginners | Beginners Node js Tutorials | Installing Node js | Node js MongoDB | MongoDB Node js | Node js and Mongodb | node js and mongodb | Node js eventloop | Mean stack tutorials | Mean tutorial for beginners |\",\n",
       "  'AngularJS was developed and is maintained by Google.\\nAngularJS is an open-source JavaScript framework for building Single-Page Applications.\\nAngular ships with directives which add two-way data binding, DOM control and unrolling, code-behind DOM, form validation, and deep linking.\\nIn this AngularJS tutorial playlist, we will be learning about Modules, Directives, Controllers and Dependencies which are some of the core concepts in AngularJS.\\n\\nAngularJS | AngularJS Tutorials | AngularJS Tutorial for Beginners | Tutorials for AngularJS | Mean stack tutorials | Mean tutorials for Beginners | AngularJS for Beginners',\n",
       "  'The MongoDB Beginners Tutorial playlist covers the following three topics.\\n\\n1) Basics of MongoDB\\n2) NodeJS with MongoDB\\n3) PHP with MongoDB\\n\\nWelcome to a tutorial series on MongoDB! \\n\\nMongoDB is a scalable, high-performance, open source, document-oriented database. It supports a large number of languages and application development platforms. \\n\\nMongodb is also the database used in the MEAN stack.\\n\\n\\nMongodb | Mongodb tutorials | Mongodb tutorial for beginners | Tutorials for Mongodb | Mongodb nodejs tutorials | Nodejs mongodb tutorials| Mongodb php tutorials | Php mongodb tutorials | Mongodb nodejs | Nodejs mongodb |\\nMongodb CRUD | Mongodb create | Mongodb read | Mongodb update | Mongodb delete | Mean stack tutorials | Mean tutorial for beginners | Mean tutorials',\n",
       "  'List of videos on how to get started as a software engineer and get hired and sustain a meaningful and healthy workplace. Tips from Hussein Nasser backend engineering',\n",
       "  '',\n",
       "  'Large companies run complex backends and those have Outages. This playlist contain Detailed analysis of all outages that happened to companies, Google, Amazon, Slack and more etc..',\n",
       "  '',\n",
       "  '',\n",
       "  'This collection of videos covers major system design concepts and fundamentals that every backend engineer needs to understand. This will help you in your design interviews. The videos are ordered in the way they should be consumed. This playlist is designed for advanced viewers\\n\\n\\nList of all Backend Engineering Playlists \\n👨\\u200d💻Backend Engineering (Beginner) https://www.youtube.com/playlist?list=PLQnljOFTspQUNnO4p00ua_C5mKTfldiYT\\n\\n👩\\u200d💻Backend Engineering (Intermediate) https://www.youtube.com/playlist?list=PLQnljOFTspQWGuRmwojJ6LiV0ejm6eOcs \\n\\n👨🏻\\u200d💻Backend Engineering (Advanced) https://www.youtube.com/playlist?list=PLQnljOFTspQUybacGRk1b_p13dgI-SmcZ',\n",
       "  'This collection of videos covers major system design concepts and fundamentals that every backend engineer needs to understand. This will help you in your design interviews. The videos are ordered in the way they should be consumed. This playlist is designed for intermediate viewers\\n\\n\\n\\nList of all Backend Engineering Playlists \\n👨\\u200d💻Backend Engineering (Beginner) https://www.youtube.com/playlist?list=PLQnljOFTspQUNnO4p00ua_C5mKTfldiYT\\n\\n👩\\u200d💻Backend Engineering (Intermediate) https://www.youtube.com/playlist?list=PLQnljOFTspQWGuRmwojJ6LiV0ejm6eOcs \\n\\n👨🏻\\u200d💻Backend Engineering (Advanced) https://www.youtube.com/playlist?list=PLQnljOFTspQUybacGRk1b_p13dgI-SmcZ',\n",
       "  '',\n",
       "  '',\n",
       "  'Videos on High Availablity, Active & Active or Active Passive and much more by Hussein Nasser',\n",
       "  '',\n",
       "  '',\n",
       "  'I use Wireshark to look at packets in all protocols that I can find out.',\n",
       "  '',\n",
       "  'Mix videos on HAProxy technologies by Hussein Nasser',\n",
       "  'Mix Videos on the NginX technology by Hussein Nasser',\n",
       "  'Everything related to Transport Layer Security (TLS) by Hussein Nasser',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  '',\n",
       "  'WebSockets Videos from Hussein Nasser',\n",
       "  '',\n",
       "  '',\n",
       "  'A play list of popular message queues and public subscribe systems such as RabbitMQ, Kafaka, ZeroMQ and much more',\n",
       "  'This collection of videos covers major system design concepts and fundamentals that every backend engineer needs to understand. This will help you in your design interviews. The videos are ordered in the way they should be consumed. This playlist is designed for beginners viewers\\n\\nAlso visit backend.husseinnasser.com\\n\\nList of all Backend Engineering Playlists \\n👨\\u200d💻Backend Engineering (Beginner) https://www.youtube.com/playlist?list=PLQnljOFTspQUNnO4p00ua_C5mKTfldiYT\\n\\n👩\\u200d💻Backend Engineering (Intermediate) https://www.youtube.com/playlist?list=PLQnljOFTspQWGuRmwojJ6LiV0ejm6eOcs \\n\\n👨🏻\\u200d💻Backend Engineering (Advanced) https://www.youtube.com/playlist?list=PLQnljOFTspQUybacGRk1b_p13dgI-SmcZ',\n",
       "  '',\n",
       "  ...],\n",
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       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  'UC_ML5xP23TOWKUcc-oAE_Eg',\n",
       "  ...]}"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl_dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "349ce9ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlis_df = pd.DataFrame.from_dict(pl_dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "7f7cd36d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>playlistId</th>\n",
       "      <th>title</th>\n",
       "      <th>description</th>\n",
       "      <th>itmCount</th>\n",
       "      <th>publishedAt</th>\n",
       "      <th>channelId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv</td>\n",
       "      <td>Mobile Development</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>2020-06-14T18:44:27Z</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PLTjRvDozrdlxlMnoG9_yJKPMxMJu8FWRK</td>\n",
       "      <td>Job Interview Preparation Videos</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>2019-12-10T03:20:31Z</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PLTjRvDozrdlxCs_3gaqd120LcGxmfe8rG</td>\n",
       "      <td>Programming Languages</td>\n",
       "      <td></td>\n",
       "      <td>8</td>\n",
       "      <td>2019-07-15T01:00:50Z</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PLTjRvDozrdlw5En5v2xrBr_EqieHf7hGs</td>\n",
       "      <td>Front-end Development</td>\n",
       "      <td></td>\n",
       "      <td>11</td>\n",
       "      <td>2019-03-23T20:17:05Z</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PLTjRvDozrdlynYXGUfyyMZdrQ0Sz27aud</td>\n",
       "      <td>Back-end Development</td>\n",
       "      <td>All the essential tutorials to learn back-end ...</td>\n",
       "      <td>16</td>\n",
       "      <td>2019-03-23T20:08:38Z</td>\n",
       "      <td>UCWv7vMbMWH4-V0ZXdmDpPBA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>My Favorite Tutorials of Wordpress Development...</td>\n",
       "      <td>These are the video tutorials i love to watch ...</td>\n",
       "      <td>20</td>\n",
       "      <td>2016-12-19T15:40:42Z</td>\n",
       "      <td>UCjM2CgqAXgXQuFjJa732IRw</td>\n",
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       "    <tr>\n",
       "      <th>2257</th>\n",
       "      <td>PL9fcHFJHtFaY-qiU_v7uZMbAB1k4Dz1q3</td>\n",
       "      <td>Web Designing and Web Development Tips and Tri...</td>\n",
       "      <td>In this playlist, i will be adding videos of T...</td>\n",
       "      <td>17</td>\n",
       "      <td>2016-12-19T08:29:43Z</td>\n",
       "      <td>UCjM2CgqAXgXQuFjJa732IRw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2258</th>\n",
       "      <td>PL9fcHFJHtFaZh9U9BiKlqX7bGdvFkSjro</td>\n",
       "      <td>WordPress and WooCommerce Tutorials for interm...</td>\n",
       "      <td>In this playlist Here, you have complete WordP...</td>\n",
       "      <td>30</td>\n",
       "      <td>2016-11-26T07:11:02Z</td>\n",
       "      <td>UCjM2CgqAXgXQuFjJa732IRw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2259</th>\n",
       "      <td>PL9fcHFJHtFaYQnLwdm1aJbD1GK11DSYgs</td>\n",
       "      <td>wordpress Theme and Plugin Development Tutoria...</td>\n",
       "      <td>In Here, you have complete Pinegrow Solutions,...</td>\n",
       "      <td>4</td>\n",
       "      <td>2016-08-09T10:35:40Z</td>\n",
       "      <td>UCjM2CgqAXgXQuFjJa732IRw</td>\n",
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       "      <th>2260</th>\n",
       "      <td>PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv</td>\n",
       "      <td>How to Develop Websites Using Pinegrow Web Editor</td>\n",
       "      <td>Pinegrow ia a Powerfull Desktop App for Window...</td>\n",
       "      <td>11</td>\n",
       "      <td>2016-05-01T17:19:51Z</td>\n",
       "      <td>UCjM2CgqAXgXQuFjJa732IRw</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "                              playlistId  \\\n",
       "0     PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv   \n",
       "1     PLTjRvDozrdlxlMnoG9_yJKPMxMJu8FWRK   \n",
       "2     PLTjRvDozrdlxCs_3gaqd120LcGxmfe8rG   \n",
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       "4     PLTjRvDozrdlynYXGUfyyMZdrQ0Sz27aud   \n",
       "...                                  ...   \n",
       "2256  PL9fcHFJHtFabiuFvjtydossqwgZlkfcxp   \n",
       "2257  PL9fcHFJHtFaY-qiU_v7uZMbAB1k4Dz1q3   \n",
       "2258  PL9fcHFJHtFaZh9U9BiKlqX7bGdvFkSjro   \n",
       "2259  PL9fcHFJHtFaYQnLwdm1aJbD1GK11DSYgs   \n",
       "2260  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv   \n",
       "\n",
       "                                                  title  \\\n",
       "0                                    Mobile Development   \n",
       "1                      Job Interview Preparation Videos   \n",
       "2                                 Programming Languages   \n",
       "3                                 Front-end Development   \n",
       "4                                  Back-end Development   \n",
       "...                                                 ...   \n",
       "2256  My Favorite Tutorials of Wordpress Development...   \n",
       "2257  Web Designing and Web Development Tips and Tri...   \n",
       "2258  WordPress and WooCommerce Tutorials for interm...   \n",
       "2259  wordpress Theme and Plugin Development Tutoria...   \n",
       "2260  How to Develop Websites Using Pinegrow Web Editor   \n",
       "\n",
       "                                            description  itmCount  \\\n",
       "0                                                               6   \n",
       "1                                                               6   \n",
       "2                                                               8   \n",
       "3                                                              11   \n",
       "4     All the essential tutorials to learn back-end ...        16   \n",
       "...                                                 ...       ...   \n",
       "2256  These are the video tutorials i love to watch ...        20   \n",
       "2257  In this playlist, i will be adding videos of T...        17   \n",
       "2258  In this playlist Here, you have complete WordP...        30   \n",
       "2259  In Here, you have complete Pinegrow Solutions,...         4   \n",
       "2260  Pinegrow ia a Powerfull Desktop App for Window...        11   \n",
       "\n",
       "               publishedAt                 channelId  \n",
       "0     2020-06-14T18:44:27Z  UCWv7vMbMWH4-V0ZXdmDpPBA  \n",
       "1     2019-12-10T03:20:31Z  UCWv7vMbMWH4-V0ZXdmDpPBA  \n",
       "2     2019-07-15T01:00:50Z  UCWv7vMbMWH4-V0ZXdmDpPBA  \n",
       "3     2019-03-23T20:17:05Z  UCWv7vMbMWH4-V0ZXdmDpPBA  \n",
       "4     2019-03-23T20:08:38Z  UCWv7vMbMWH4-V0ZXdmDpPBA  \n",
       "...                    ...                       ...  \n",
       "2256  2016-12-19T15:40:42Z  UCjM2CgqAXgXQuFjJa732IRw  \n",
       "2257  2016-12-19T08:29:43Z  UCjM2CgqAXgXQuFjJa732IRw  \n",
       "2258  2016-11-26T07:11:02Z  UCjM2CgqAXgXQuFjJa732IRw  \n",
       "2259  2016-08-09T10:35:40Z  UCjM2CgqAXgXQuFjJa732IRw  \n",
       "2260  2016-05-01T17:19:51Z  UCjM2CgqAXgXQuFjJa732IRw  \n",
       "\n",
       "[2261 rows x 6 columns]"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "playlis_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "536fd387",
   "metadata": {},
   "outputs": [],
   "source": [
    "# save the DataFrame in csv file\n",
    "playlis_df.to_csv('data/playlistDB.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "2be7f4c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "playlist_id_list = playlis_df.playlistId.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "9070d57f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2261"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(playlist_id_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e723fe01",
   "metadata": {},
   "outputs": [],
   "source": [
    "def getPlaylistItems(youtube, playlists_id):\n",
    "    '''\n",
    "    return videos id  in given  playlist\n",
    "    Args:\n",
    "        youtube (youtube api): youtube api\n",
    "    playlist_id (string): the playlist id\n",
    "    return dic: {video_id: list ,playlist_id: list}\n",
    "    '''\n",
    "\n",
    "    \n",
    "    playlist_items = {'videoId': [], 'playlistId': []}\n",
    "    \n",
    "    for playlist_id in playlists_id:\n",
    "\n",
    "        nextPageToken = None\n",
    "        while True:\n",
    "            pl_request = youtube.playlistItems().list(\n",
    "                part ='contentDetails',\n",
    "                playlistId=playlist_id,\n",
    "                maxResults=50,\n",
    "                pageToken=nextPageToken,\n",
    "                )\n",
    "\n",
    "            pl_response = pl_request.execute()\n",
    "\n",
    "\n",
    "            for item in pl_response['items']:\n",
    "\n",
    "                video_id = item['contentDetails']['videoId']\n",
    "                playlist_items['playlistId'].append(playlist_id)\n",
    "                playlist_items['videoId'].append(video_id) # video can in more then one playlist\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "            nextPageToken = pl_response.get('nextPageToken')\n",
    "\n",
    "            if not nextPageToken:\n",
    "                break\n",
    "\n",
    "    return playlist_items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "cd5c8733",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16.80524754524231\n"
     ]
    }
   ],
   "source": [
    "start = time.time()\n",
    "\n",
    "pl_item_dic = map_reduce(playlist_id_list, 8, partial(getPlaylistItems, youtube), reducer)\n",
    "\n",
    "end = time.time()\n",
    "\n",
    "print(end - start)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2ef14143",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "pl_item_dic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ca4d169b",
   "metadata": {},
   "outputs": [],
   "source": [
    "pl_item_df = pd.DataFrame.from_dict(pl_item_dic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "47903fd0",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>videoId</th>\n",
       "      <th>playlistId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv</td>\n",
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       "    <tr>\n",
       "      <th>31693</th>\n",
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       "      <td>PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>31695 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           videoId                          playlistId\n",
       "0      0-S5a0eXPoc  PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv\n",
       "1      SLwpqD8n3d0  PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv\n",
       "2      93ZU6j59wL4  PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv\n",
       "3      uxZZzmeCoLE  PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv\n",
       "4      8JJ101D3knE  PLTjRvDozrdlxzQet01qZBt-sRG8bbDggv\n",
       "...            ...                                 ...\n",
       "31690  PWyMjOEomcc  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv\n",
       "31691  EzUcP0yPgoA  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv\n",
       "31692  iu35wtVi5mU  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv\n",
       "31693  rn92rMiV-48  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv\n",
       "31694  M9y7PtJcKMw  PL9fcHFJHtFabSYUpg7pCPFpIaIElNcubv\n",
       "\n",
       "[31695 rows x 2 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pl_item_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "43c38955",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25925"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(pl_item_df.videoId.unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7444ad65",
   "metadata": {},
   "source": [
    "The video can be included in several playlists or not included in any playlist."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "c6049d50",
   "metadata": {},
   "outputs": [],
   "source": [
    "pl_item_df.to_csv('data/playlistItemsDB.csv', index=False)"
   ]
  }
 ],
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