# Notebook from peternewman22/DataScience
Path: YouTube Watch History Analysis/Subscriptions.ipynb

<code>
import pandas as pd
import numpy as np
import os
import seaborn as sns
import json_____no_output_____path = r"C:/Users/peter/Desktop/YouTubeData/subscriptions.json"_____no_output_____with open(path, "r", encoding='utf8') as fh:
    data = json.load(fh)
print(data)[{'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 742}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/ZLRsEwRLTBgh1EgPjNVRWg1qjP8"', 'id': 'FMi6XsDR9DmSFKjoNW7ShvYU6sOdFa3u_RvooWM54R0', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'We run a production studio based upon ingenuity, hard work, and friendship.  Watch our ups and downs as professional creators!', 'publishedAt': '2013-07-09T14:35:11.000Z', 'resourceId': {'channelId': 'UCSpFnDQr88xCZ80N-X7t0nQ', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-1VQwDEvWtqU/AAAAAAAAAAI/AAAAAAAAAAA/gWnqROReulw/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-1VQwDEvWtqU/AAAAAAAAAAI/AAAAAAAAAAA/gWnqROReulw/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-1VQwDEvWtqU/AAAAAAAAAAI/AAAAAAAAAAA/gWnqROReulw/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Corridor Crew'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 4025}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/Jog0NTCfWs1O5Y59qMPazFL9cDo"', 'id': 'FMi6XsDR9DmSFKjoNW7Shk_t19W2wqEvQlF7rplSIWU', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "Host of Discovery Channel's long-running series MythBusters, Adam Savage has spent his life making things. From a cardboard suit of Excalibur armor when he was 13 to a REAL suit of Excalibur armor (with Terry English) when he was 50, Adam has built just about everything you can think of, including (but not limited to): Star Wars spaceships, Totoro costumes, NERF mods and movie prop replicas. In fact, over his career as an industrial and special effects designer/fabricator, actor, educator and television personality, there isn’t much Adam Savage has not done. Subscribe to Tested to see what Adam and his team will tackle next!\n\nTested is also: Norman Chan, Simone Giertz, Joey Fameli, Gunther Kirsch, Ryan Kiser, Kishore Hari, Sean Charlesworth, Jeremy Williams, Kayte Sabicer, Bill Doran, Arial Waldman, Darrell Maloney and Kristen Lomasney.", 'publishedAt': '2013-10-12T04:06:38.000Z', 'resourceId': {'channelId': 'UCiDJtJKMICpb9B1qf7qjEOA', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-0PJBeUf6u5c/AAAAAAAAAAI/AAAAAAAAAAA/SGDtsuSpAoY/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-0PJBeUf6u5c/AAAAAAAAAAI/AAAAAAAAAAA/SGDtsuSpAoY/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-0PJBeUf6u5c/AAAAAAAAAAI/AAAAAAAAAAA/SGDtsuSpAoY/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Adam Savage’s Tested'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 607}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/mnXdRgKq0JBeOyBRJoLJfnoxahE"', 'id': 'FMi6XsDR9DmSFKjoNW7ShivZOhpLyd8eiw4xY3r_UCY', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "Welcome to my channel.\n\nThe games I play on this channel may vary as I feel YouTube would get stagnant otherwise. However, I mainly focus on FPS games as that genre appeals to me the most. Some videos are recorded offline and some are taken from when I stream live on Twitch (www.twitch.tv/aculite)\n\nBusiness related inquiries only. All others will be ignored.\n►aculite@techsubject.net\n\nEpic Games Support A Creator Code 'Aculite'", 'publishedAt': '2017-08-06T12:07:38.000Z', 'resourceId': {'channelId': 'UC7bxtst_qd-STxMecToKJDw', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-QESdJgPPH98/AAAAAAAAAAI/AAAAAAAAAAA/FPg7WQ44sj0/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-QESdJgPPH98/AAAAAAAAAAI/AAAAAAAAAAA/FPg7WQ44sj0/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-QESdJgPPH98/AAAAAAAAAAI/AAAAAAAAAAA/FPg7WQ44sj0/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Aculite'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 3549}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/RmTlfbh9JzRZnhWt3zgDC0ZdBMI"', 'id': 'FMi6XsDR9DmSFKjoNW7ShrtwGQN7olBuPWf22bE0YmE', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "Checkout DROPOUT: https://bit.ly/2xJqzRX \n\nIt's our new ad-free, uncensored, subscription video service!  The cast you love in brand new, exclusive series!\n\nOriginal and funny videos from CollegeHumor.com, one of the most popular comedy sites on the web. Enjoy CH's award-winning sketches, animations, music videos and web series, delivered right to your (digital) doorstep--like the paper! Or drugs!\n\nFor Advertising Inquiries, email ads@chmedia.com", 'publishedAt': '2013-09-16T03:16:57.000Z', 'resourceId': {'channelId': 'UCPDXXXJj9nax0fr0Wfc048g', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-fI8rhpnPZ-E/AAAAAAAAAAI/AAAAAAAAAAA/wU6ooQc6ej0/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-fI8rhpnPZ-E/AAAAAAAAAAI/AAAAAAAAAAA/wU6ooQc6ej0/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-fI8rhpnPZ-E/AAAAAAAAAAI/AAAAAAAAAAA/wU6ooQc6ej0/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'CollegeHumor'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 584}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/EG5zBS781pM1uI2GjWgUrDCWCaI"', 'id': 'FMi6XsDR9DmSFKjoNW7ShsqoUklmEJXqtrcCjmC_pdI', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'Former toy designer, current YouTube maker and general robotics, electrical and mechanical engineer, I’m a fan of doing it yourself and innovation by trial and error. My channel is where I share some of my useful and not-so-useful inventions, designs and maker advice. Iron Man is my go-to cosplay, and 3D printing can solve most issues - broken bolts, missing parts, world hunger, you name it.\n\nMy recent projects include building various Star Wars droids including BB-8, a GONK Power Droid and R2-D2 R6, as well as various Marvel projects like my Iron Man and Hulkbuster projects. More serious robotics series include Ultron the "Real Robot" and my bipedal humanoid Robot X.\n\nFor business enquiries only, email below, otherwise check out my Facebook page, GitHub or Patreon.', 'publishedAt': '2018-04-21T20:26:31.525Z', 'resourceId': {'channelId': 'UCUbDcUPed50Y_7KmfCXKohA', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-2kdqnxlxL6g/AAAAAAAAAAI/AAAAAAAAAAA/EJiDm7ekq8w/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-2kdqnxlxL6g/AAAAAAAAAAI/AAAAAAAAAAA/EJiDm7ekq8w/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-2kdqnxlxL6g/AAAAAAAAAAI/AAAAAAAAAAA/EJiDm7ekq8w/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'James Bruton'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 97}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/3jRTGNIp2mKZRLjLL65KyCH3134"', 'id': 'FMi6XsDR9DmSFKjoNW7ShkaXqOyZ03EbehgyXT5HA-o', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "Hi, I am 300 moons old. I count everything in moons, it is very confusing for people.\nI like to build stuff with code so that's mostly what I do in my videos", 'publishedAt': '2019-05-08T00:54:44.541Z', 'resourceId': {'channelId': 'UCWr0mx597DnSGLFk1WfvSkQ', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-EKDc1Z_qfdE/AAAAAAAAAAI/AAAAAAAAAAA/HrL96ghHX7A/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-EKDc1Z_qfdE/AAAAAAAAAAI/AAAAAAAAAAA/HrL96ghHX7A/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-EKDc1Z_qfdE/AAAAAAAAAAI/AAAAAAAAAAA/HrL96ghHX7A/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Kalle Hallden'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 543}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/g_ZfLPMtz5euu5_a9wS6iPWMr84"', 'id': 'FMi6XsDR9DmSFKjoNW7ShgDLeisntZluKBUgZmHdZ4Q', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "Hi, I'm Tom Scott. These are some of the things I've made and done. They'll probably come back to haunt me in a few years' time.\n\nContact me: https://www.tomscott.com/contact/\n\n• • •\n\nA production of Pad 26 Limited, registered in England and Wales, № 11662641.\nRegistered office: Amelia House, Crescent Road, Worthing, West Sussex, BN11 1QR", 'publishedAt': '2014-10-09T10:47:44.000Z', 'resourceId': {'channelId': 'UCBa659QWEk1AI4Tg--mrJ2A', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-WtIFMeC9q1s/AAAAAAAAAAI/AAAAAAAAAAA/_nSAxWvX-vk/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-WtIFMeC9q1s/AAAAAAAAAAI/AAAAAAAAAAA/_nSAxWvX-vk/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-WtIFMeC9q1s/AAAAAAAAAAI/AAAAAAAAAAA/_nSAxWvX-vk/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Tom Scott'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 253}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/2tkwpsT9xqki6HfhJAuQSmTMEQo"', 'id': 'FMi6XsDR9DmSFKjoNW7ShvciXSFmJyymTPQ6C1ouy2Y', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'The Nerdwriter is a weekly video essay series that puts ideas to work.', 'publishedAt': '2016-03-21T07:22:17.000Z', 'resourceId': {'channelId': 'UCJkMlOu7faDgqh4PfzbpLdg', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-z-h8rbCsYjw/AAAAAAAAAAI/AAAAAAAAAAA/kj1K5vjzFso/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-z-h8rbCsYjw/AAAAAAAAAAI/AAAAAAAAAAA/kj1K5vjzFso/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-z-h8rbCsYjw/AAAAAAAAAAI/AAAAAAAAAAA/kj1K5vjzFso/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Nerdwriter1'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 0, 'totalItemCount': 313}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/4XdRnUGFUUiNffUSs0DHOL5leTs"', 'id': 'FMi6XsDR9DmSFKjoNW7ShkXjKwJyMIniwy7D851JKh4', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': "I explore the world using science.  That's pretty much all there is to it.  Watch 2 videos. If you learn something AWESOME, please subscribe if you feel like I earned it.\n\nContact: http://www.smartereveryday.com/contact.  I currently get lots of correspondence so please forgive me if I'm unable to reply.  I mean well, but want to focus on being a better Dad.", 'publishedAt': '2017-01-15T09:55:25.000Z', 'resourceId': {'channelId': 'UC6107grRI4m0o2-emgoDnAA', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-h1tM9etvm3o/AAAAAAAAAAI/AAAAAAAAAAA/a-oKpFao-Wo/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-h1tM9etvm3o/AAAAAAAAAAI/AAAAAAAAAAA/a-oKpFao-Wo/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-h1tM9etvm3o/AAAAAAAAAAI/AAAAAAAAAAA/a-oKpFao-Wo/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'SmarterEveryDay'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 1187}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/EMbgZqixm-_WT9fECUaWT2SEqGc"', 'id': 'FMi6XsDR9DmSFKjoNW7ShpVdSAY4oKIk9iZoa7ZHEzA', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'Python Programming tutorials, going further than just the basics. Learn about machine learning, finance, data analysis, robotics, web development, game development and more.\n\nI have ~1000 videos, all of which do not fit on the front page. Try searching on the channel page, or via https://pythonprogramming.net. If you cannot find something, just ask! \n\nBitcoin donations: 1GV7srgR4NJx4vrk7avCmmVQQrqmv87ty6\nPaypal donations: HSKinsley@gmail.com', 'publishedAt': '2013-12-30T05:01:06.000Z', 'resourceId': {'channelId': 'UCfzlCWGWYyIQ0aLC5w48gBQ', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-kHTbb6oDqmY/AAAAAAAAAAI/AAAAAAAAAAA/BHWd_jlJmJU/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-kHTbb6oDqmY/AAAAAAAAAAI/AAAAAAAAAAA/BHWd_jlJmJU/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-kHTbb6oDqmY/AAAAAAAAAAI/AAAAAAAAAAA/BHWd_jlJmJU/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'sentdex'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 0, 'totalItemCount': 787}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/1q8hRWqIxIteOOQ8cXRZ8cYTWRQ"', 'id': 'FMi6XsDR9DmSFKjoNW7ShmbCA63XrzNN-xknwsbxwhA', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'This channel is all about launchers. \n\nMost of them are powered by rubber, a fascinating material that converts muscle energy into kinetic energy! But we also present bladed weapons and launchers powered by other energy sources. \n\nInventions, reviews, stunts and destruction - if that is what you want, you came to the right place for sure!\n\nLegal Disclosure\nInformation in accordance with Section 5 TMG and § 55 section 2 RStV\nJörg Sprave\nc/o GoGun GmbH\nKrayer Str. 80-82\n45276 Essen\n\nContact Information\nTelephone: 015156342943\nemail: jsprave@macrosystem.de\nVAT indentification number in accordance with Section 27 a of the German VAT act DE305798007', 'publishedAt': '2019-01-01T06:13:03.948Z', 'resourceId': {'channelId': 'UCVZlxkKqlvVqzRJXhAGq42Q', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-UqaQNlKVr5c/AAAAAAAAAAI/AAAAAAAAAAA/gZATtMD9V1A/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-UqaQNlKVr5c/AAAAAAAAAAI/AAAAAAAAAAA/gZATtMD9V1A/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-UqaQNlKVr5c/AAAAAAAAAAI/AAAAAAAAAAA/gZATtMD9V1A/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'JoergSprave'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 0, 'totalItemCount': 264}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/rvwZveWiLCH_Z1ByHMJs5P8yM7w"', 'id': 'FMi6XsDR9DmSFKjoNW7Sht2-V5J1of0x0uYrput11XM', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'Gav and Dan take on the world in Slow Motion!\nDefinitely in the top 10 of slow motion based Youtube channels!\nIf you can, watch our videos at the highest possible resolution on your device for some offensively crisp slow motion footage. \n\nFor business enquiries, use the link below. All emails are read.\n© GAVIN FREE', 'publishedAt': '2012-10-02T00:03:23.000Z', 'resourceId': {'channelId': 'UCUK0HBIBWgM2c4vsPhkYY4w', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-hdZED2lNuKE/AAAAAAAAAAI/AAAAAAAAAAA/ppDB-or2f7I/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-hdZED2lNuKE/AAAAAAAAAAI/AAAAAAAAAAA/ppDB-or2f7I/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-hdZED2lNuKE/AAAAAAAAAAI/AAAAAAAAAAA/ppDB-or2f7I/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'The Slow Mo Guys'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 0, 'totalItemCount': 104}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/7Mpek1FLEYnKedg0lDF81ilaF8E"', 'id': 'FMi6XsDR9DmSFKjoNW7Shpdn1E75Avftpk8Lugajngs', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'I make videos about science.\n\nI also write books! You can get them here: https://stevemould.com/books\n\nYou can support me on Patreon here: https://www.patreon.com/stevemould', 'publishedAt': '2017-01-17T23:19:49.000Z', 'resourceId': {'channelId': 'UCEIwxahdLz7bap-VDs9h35A', 'kind': 'youtube#channel'}, 'thumbnails': {'default': {'url': 'https://yt3.ggpht.com/-cD-5VxaVS6Q/AAAAAAAAAAI/AAAAAAAAAAA/DMrCPXQlQ9s/s88-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'high': {'url': 'https://yt3.ggpht.com/-cD-5VxaVS6Q/AAAAAAAAAAI/AAAAAAAAAAA/DMrCPXQlQ9s/s800-c-k-no-mo-rj-c0xffffff/photo.jpg'}, 'medium': {'url': 'https://yt3.ggpht.com/-cD-5VxaVS6Q/AAAAAAAAAAI/AAAAAAAAAAA/DMrCPXQlQ9s/s240-c-k-no-mo-rj-c0xffffff/photo.jpg'}}, 'title': 'Steve Mould'}}, {'contentDetails': {'activityType': 'all', 'newItemCount': 1, 'totalItemCount': 742}, 'etag': '"p4VTdlkQv3HQeTEaXgvLePAydmU/_jhBvPC_-_WjuwlfNO257lYrdl4"', 'id': 'FMi6XsDR9DmSFKjoNW7Shs-BAPM94fwstGFvn-L718s', 'kind': 'youtube#subscription', 'snippet': {'channelId': 'UC_HDT6wIbTRc9M-6mS-7vjw', 'description': 'The School of Life is an organisation dedicated to helping people lead more fulfilled lives. We help people understand themselves, improve their relationships, their careers and their social lives - as well as find calm and get more out of their leisure hours. We do this through our films, our workshops and a range of our own books. 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data[0]['snippet']['title']_____no_output_____class Subscription:
    def __init__(self, title, videoCount, published, description):
        self.title = title
        self.videoCount = videoCount
        self.published = published
        self.description = description

    def row(self):
        return {'title' : self.title, 'videoCount' : self.videoCount, 'published' : self.published, 'description' : self.description}

clean_data = []
for x in data:
    new = Subscription(x['snippet']['title'],
                       x['contentDetails']['totalItemCount'],
                       x['snippet']['publishedAt'],
                       x['snippet']['description'])
    clean_data.append(new.row())_____no_output_____df = pd.DataFrame(clean_data)_____no_output_____df_____no_output_____df.sort_values(by=['videoCount'])_____no_output_____
</code>