Analyzing a Channel's Data
Learn how to use data retrieved from the API for analysis.
We'll cover the following
So far, we’ve seen how to integrate the API resources into a web app. We’ve looked at sending API requests, filtering the response, and using the data in a real-world app. In this lesson, we’ll look at another example of using the data from the API. Here, we have a pre-created dataset. We’ve extracted and created a sample dataset of the Educative Sessions YouTube channel.
Sample dataset
The dataset we’ll use is extracted from the Educative Sessions YouTube channel.
Let’s take a look at the dataset below. It contains the channel statistics and data for all the videos uploaded on the channel. The data is represented using key-value pairs. The UCT_8FqzTIr2Q1BOtvX_DPPw key is the channel ID. It contains two objects: one for the channel data and one for video data. The channelData object shows the channel statistics. The videoData object has a separate key-value pair for every video, where the key is the video ID, and the value is video information and statistics.
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This would prove to a reoccurring theme, even when Sage \"failed\".\n\nLISTEN TO THE PODCAST: https://www.podbean.com/ew/pb-5w2qz-f03440\n(Also available on Apple, Google, Spotify, and other platforms!)\n\nABOUT OUR GUEST\n\nSage Elliott is a Machine Learning Developer Evangelist for Sixgill (https://sixgill.com/) with over 10 years of experience in the engineering space. He has passion for exploring new technologies and building communities and likes helping people learn. To learn more about Sage, you can reach him at https://linkedin.com/in/sageelliott/\n\nDon't forget to subscribe to Educative Sessions on YouTube! \u25ba\u25ba https://bit.ly/39sIrUN\n\nABOUT EDUCATIVE\n\nEducative (educative.io) provides interactive and adaptive courses for software developers. Whether it\u2019s beginning to learn to code, grokking the next interview, or brushing up on frontend coding, data science, or cybersecurity, Educative is changing how developers continue their education. 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All of this with a huge sense of humour","textOriginal": "This is impressive. \nI have always known Chibuike as a colleague and a friend that is passionate about learning, about impacting knowledge, and about making a difference. All of this with a huge sense of humour","authorDisplayName": "Samuel Olubayo","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLT0SwCVN99sXiCbnzUqkyRtjCUpi7mIyNsVUHqeow=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC8wIM-1LSeJ9jcn5s0fZJXQ","authorChannelId": {"value": "UC8wIM-1LSeJ9jcn5s0fZJXQ"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-09-21T16:57:59Z","updatedAt": "2021-09-21T16:57:59Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "yNOfIVGcA6zZpPihNb9Ma_IaNBM","id": "UgzOQAo5CjJsfZilYbJ4AaABAg.9SZLTrURYff9SZN8i6rNTE","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Wow! Thanks Samuel","textOriginal": "Wow! Thanks Samuel","parentId": "UgzOQAo5CjJsfZilYbJ4AaABAg","authorDisplayName": "Chibuike Nwachukwu","authorProfileImageUrl": "https://yt3.ggpht.com/H_C9J76JUqt1L67wmh8U3MLE-ZoBP54fRWDY8w0znOKSyMTzGUpKjAmZNBj5QvK36zbpQhpQ=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCppoWfvSpl-fr_4ry6SZNvg","authorChannelId": {"value": "UCppoWfvSpl-fr_4ry6SZNvg"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2021-09-21T17:12:34Z","updatedAt": "2021-09-21T17:12:34Z"}}]}},{"kind": "youtube#commentThread","etag": "IEFs20iAck6g8UaH9Bgzpx70hlY","id": "Ugy519Czq85reqgzTmF4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","topLevelComment": {"kind": "youtube#comment","etag": "qllRR3m118LAXG-ZUtY-BwUx120","id": "Ugy519Czq85reqgzTmF4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Wow, this is wonderful. More grace to you dear.","textOriginal": "Wow, this is wonderful. More grace to you dear.","authorDisplayName": "Jovita Uloma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLReaOjaxbEK2_424Fwehvysf6RzDsyB38gvnw=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCMN5xZ674B-2AEwk_83c5mA","authorChannelId": {"value": "UCMN5xZ674B-2AEwk_83c5mA"},"canRate": true,"viewerRating": "none","likeCount": 4,"publishedAt": "2021-09-21T08:08:54Z","updatedAt": "2021-09-21T08:08:54Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "3C_Gj647ip09yEjCY_VwSmgb9QQ","id": "Ugy519Czq85reqgzTmF4AaABAg.9SYOvil2nWm9SYW3lCHMgR","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Glad you loved it Jovita.","textOriginal": "Glad you loved it Jovita.","parentId": "Ugy519Czq85reqgzTmF4AaABAg","authorDisplayName": "Code with Chibuike","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRElw0fzlsgPJHKnYnSxdWNN6r_XCFZTzIpwDCM=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCkMFm0MR4TuOFGr-9_HSLpA","authorChannelId": {"value": "UCkMFm0MR4TuOFGr-9_HSLpA"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2021-09-21T09:11:18Z","updatedAt": "2021-09-21T09:11:18Z"}}]}},{"kind": "youtube#commentThread","etag": "ijRuIVJwefmdveSep_DsSaS1v-U","id": "UgykV8y_At9MX8f6Nr14AaABAg","snippet": {"videoId": "Q7J5qrcPyns","topLevelComment": {"kind": "youtube#comment","etag": "k71ebyh2R7oP5qIiL4MJkeDorAk","id": "UgykV8y_At9MX8f6Nr14AaABAg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Awesome session","textOriginal": "Awesome session","authorDisplayName": "Osazeme Usen","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRU5JMgmf8LFVwb2VhDv3LxsbW6GWcpSRFt5Nod=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC4MHqgOwsVOUGQFDvmA9Y6A","authorChannelId": {"value": "UC4MHqgOwsVOUGQFDvmA9Y6A"},"canRate": true,"viewerRating": "none","likeCount": 4,"publishedAt": "2021-09-20T22:20:36Z","updatedAt": "2021-09-20T22:20:36Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "aIYbx8mSs9qGnTeEJJ6sZt5_Arg","id": "UgykV8y_At9MX8f6Nr14AaABAg.9SXLawLj5FE9SYVzxm_hqg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Thanks Boss!","textOriginal": "Thanks Boss!","parentId": "UgykV8y_At9MX8f6Nr14AaABAg","authorDisplayName": "Code with Chibuike","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRElw0fzlsgPJHKnYnSxdWNN6r_XCFZTzIpwDCM=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCkMFm0MR4TuOFGr-9_HSLpA","authorChannelId": {"value": "UCkMFm0MR4TuOFGr-9_HSLpA"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-09-21T09:10:38Z","updatedAt": "2021-09-21T09:10:38Z"}}]}},{"kind": "youtube#commentThread","etag": "cCFaLm_I6YasQO-Mk1Zt3-2Opc0","id": "UgxAtpkXvobr5x5qeid4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","topLevelComment": {"kind": "youtube#comment","etag": "cPnZQ2cWEaJg513OlmV3G3n_AEo","id": "UgxAtpkXvobr5x5qeid4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Wow... Well done chief","textOriginal": "Wow... Well done chief","authorDisplayName": "Noob Hunter","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRxVVdU93-scoQ6s5J6BxtRbLA6LMQbR8rUwzUWjQ=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCfPtHPoCQd9mL-_nOqTJjNQ","authorChannelId": {"value": "UCfPtHPoCQd9mL-_nOqTJjNQ"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2021-09-20T22:08:44Z","updatedAt": "2021-09-20T22:08:44Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "9h89_DoheqT2OBUktObYvTF60L4","id": "UgxAtpkXvobr5x5qeid4AaABAg.9SXKF1sG4hS9SYW0iKHAUu","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Thanks Hunter!","textOriginal": "Thanks Hunter!","parentId": "UgxAtpkXvobr5x5qeid4AaABAg","authorDisplayName": "Code with Chibuike","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRElw0fzlsgPJHKnYnSxdWNN6r_XCFZTzIpwDCM=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCkMFm0MR4TuOFGr-9_HSLpA","authorChannelId": {"value": "UCkMFm0MR4TuOFGr-9_HSLpA"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-09-21T09:10:53Z","updatedAt": "2021-09-21T09:10:53Z"}}]}},{"kind": "youtube#commentThread","etag": "YbP7vp9SjxLt-pC5ggZp2JOS-Zo","id": "Ugzci1PU-BxIFEDGkVd4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","topLevelComment": {"kind": "youtube#comment","etag": "YrqQMAGkizVHG8nH8x4KU8EMT6Q","id": "Ugzci1PU-BxIFEDGkVd4AaABAg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "This is wonderful. My take home is we become better by helping others. Keep climbing the ladder of success dear. Bravooooo","textOriginal": "This is wonderful. My take home is we become better by helping others. Keep climbing the ladder of success dear. Bravooooo","authorDisplayName": "Ibe Blessing","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSkemieL9cGOFpcbKZpjQE4u0Y4SjC6btH5Ow=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCbeYoPJC29NhZGlUfvDxnWQ","authorChannelId": {"value": "UCbeYoPJC29NhZGlUfvDxnWQ"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-09-20T21:42:02Z","updatedAt": "2021-09-20T21:42:02Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "rJPNK90J7RFX5-qJOx1O72HQjz0","id": "Ugzci1PU-BxIFEDGkVd4AaABAg.9SXHBQuYx6O9SXHwFHJlHi","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "Exactly, we grow by helping others!","textOriginal": "Exactly, we grow by helping others!","parentId": "Ugzci1PU-BxIFEDGkVd4AaABAg","authorDisplayName": "Code with Chibuike","authorProfileImageUrl": 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"2021-09-20T21:35:50Z","updatedAt": "2021-09-20T21:35:50Z"}}]}},{"kind": "youtube#commentThread","etag": "HHvtu11AxIjXYKcxxH4z3zlw_VA","id": "UgyaVq3hkmxw9a7uxq14AaABAg","snippet": {"videoId": "Q7J5qrcPyns","topLevelComment": {"kind": "youtube#comment","etag": "z-L3t3rytSDckyMWrdRhmEPDaXQ","id": "UgyaVq3hkmxw9a7uxq14AaABAg","snippet": {"videoId": "Q7J5qrcPyns","textDisplay": "This is nice and very informative.","textOriginal": "This is nice and very informative.","authorDisplayName": "Alvin Uche","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLQ0edb0YGswpFA7e8AVNaJD2gdYb6biYz9hyg=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0rTbL_XSanW22epKZ7d8PA","authorChannelId": {"value": "UC0rTbL_XSanW22epKZ7d8PA"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-09-20T18:05:35Z","updatedAt": "2021-09-20T18:05:35Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": 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Welldone\ud83d\udc4f\ud83d\udc4f\ud83d\udc4fMore power to your elbow U.\ud83d\ude4c","textOriginal": "Absolutely brilliant! 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Your certainty and passion does it \ud83d\udc4c","authorDisplayName": "cora unique","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLRK2bkLnduKZ7V5lNT3g0GrOuHCiIMCXQ71AOCwpA=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0YbG0IksI2TGz5WMfi6rQQ","authorChannelId": {"value": "UC0YbG0IksI2TGz5WMfi6rQQ"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-08-03T12:58:46Z","updatedAt": "2021-08-03T12:58:46Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "gb8Vb4_URMqPzuyr4yIgyOeE7mA","id": "UgySQDpo8vUpAkZHX8V4AaABAg.9Q_k8tVcNgt9Qb65AQ8yZy","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you Cuz. \u2665\ufe0f\u2764\ufe0f","textOriginal": "Thank you Cuz. \u2665\ufe0f\u2764\ufe0f","parentId": "UgySQDpo8vUpAkZHX8V4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-04T01:38:28Z","updatedAt": "2021-08-04T01:38:28Z"}}]}},{"kind": "youtube#commentThread","etag": "98splSNdSBPge0R6yj_sdIrE_rI","id": "UgxGHUQYjKLWKzTq9h94AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "UHJ52k_dAR11kfl-RFZoABOxIfc","id": "UgxGHUQYjKLWKzTq9h94AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "You are amazing Daphne!!!!","textOriginal": "You are amazing Daphne!!!!","authorDisplayName": "Sophie Obomighie","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLTSHtlU7CO383AxvGp66Fdt4-jEFBOWZvn3yVwW=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCILGdBk4urduuQWJRZBXfsA","authorChannelId": {"value": "UCILGdBk4urduuQWJRZBXfsA"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-08-03T09:21:58Z","updatedAt": "2021-08-03T09:21:58Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "pmSOQxOghK9Ndy1EQTRc8esem5Y","id": "UgyPpBZGYxO5C36S7Up4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "3IcGnpPLvSVzdfikdU_qwkMXVos","id": "UgyPpBZGYxO5C36S7Up4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "I\u2019m so proud!!! 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Of you!!!","authorDisplayName": "Ogecreamy","authorProfileImageUrl": "https://yt3.ggpht.com/KiBlC5O5-BjB-GW4PuM6odQ2PR0sOmVJ8DGbPYtytj3HQo7-qTlpakJstyqrZPRw0tnTmiNw1Q=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCFtnx07cPJGPVKnoSALxGDQ","authorChannelId": {"value": "UCFtnx07cPJGPVKnoSALxGDQ"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-08-02T22:07:23Z","updatedAt": "2021-08-02T22:07:23Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "GvHdL9v8Co_v5PcHtg9nPoQ02Rc","id": "UgzYRrhv_o0i5js9L_F4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "2-mWHhTUtxoIi4BrMW5EwQjZIQQ","id": "UgzYRrhv_o0i5js9L_F4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "It\u2019s the intentionality for me!\ud83d\ude0d","textOriginal": "It\u2019s the intentionality for me!\ud83d\ude0d","authorDisplayName": "Ogecreamy","authorProfileImageUrl": "https://yt3.ggpht.com/KiBlC5O5-BjB-GW4PuM6odQ2PR0sOmVJ8DGbPYtytj3HQo7-qTlpakJstyqrZPRw0tnTmiNw1Q=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCFtnx07cPJGPVKnoSALxGDQ","authorChannelId": {"value": "UCFtnx07cPJGPVKnoSALxGDQ"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-02T22:00:27Z","updatedAt": "2021-08-02T22:00:27Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "gQyk45vBWL3646h6y8xPamDK458","id": "UgzYRrhv_o0i5js9L_F4AaABAg.9QZ8LSyPKlE9Q_8t5UHGlL","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Oge mama.<br>I see you","textOriginal": "Oge mama.\nI see you","parentId": "UgzYRrhv_o0i5js9L_F4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-03T07:24:25Z","updatedAt": "2021-08-03T07:24:25Z"}}]}},{"kind": "youtube#commentThread","etag": "WYKYOMgMVbChF4kU-HwrAswuNNI","id": "UgyYEKxevExVO_RkZBZ4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "y14BGUkjlYiOgDk2RYBYaFItP-Q","id": "UgyYEKxevExVO_RkZBZ4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Can your friend ever!","textOriginal": "Can your friend ever!","authorDisplayName": "Ogecreamy","authorProfileImageUrl": "https://yt3.ggpht.com/KiBlC5O5-BjB-GW4PuM6odQ2PR0sOmVJ8DGbPYtytj3HQo7-qTlpakJstyqrZPRw0tnTmiNw1Q=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCFtnx07cPJGPVKnoSALxGDQ","authorChannelId": {"value": "UCFtnx07cPJGPVKnoSALxGDQ"},"canRate": true,"viewerRating": "none","likeCount": 2,"publishedAt": "2021-08-02T21:59:29Z","updatedAt": "2021-08-02T21:59:29Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "jme75O5GSHrkp51KLwhPRY5KQpM","id": "Ugy13R-JfHW52V-7bOV4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "Jy11vhh2gTD_cUIRIp3GpZITcRM","id": "Ugy13R-JfHW52V-7bOV4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Yay, Daphnie! You go get your dream, girl. Rock on!\ud83c\udf89","textOriginal": "Yay, Daphnie! You go get your dream, girl. Rock on!\ud83c\udf89","authorDisplayName": "Merlene Okodugha","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLTJvQW2M52Zvcypii-hIp0PTioeUYUwHRGCm8pbfA=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC2-4givmPd_Ajkz0-_GMBdw","authorChannelId": {"value": "UC2-4givmPd_Ajkz0-_GMBdw"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-08-02T18:47:27Z","updatedAt": "2021-08-02T18:47:27Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "gFgv-gGEbawrFAZJ7_MCvHJfFHI","id": "Ugy13R-JfHW52V-7bOV4AaABAg.9QYnFs07f429QYy6xR_ya3","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you Merlene","textOriginal": "Thank you Merlene","parentId": "Ugy13R-JfHW52V-7bOV4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-02T20:22:21Z","updatedAt": "2021-08-02T20:22:21Z"}}]}},{"kind": "youtube#commentThread","etag": "bDOJlvyoS3R6-Nrfq2JH4qwJrMk","id": "UgzZjBMClI7HCsv0EGN4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "B9RT0YAH4tr5JJd2vspfFEjOU6A","id": "UgzZjBMClI7HCsv0EGN4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Weldone go Daphine , go girleader. \ud83d\udc83\ud83d\udc83\ud83d\udc83","textOriginal": "Weldone go Daphine , go girleader. \ud83d\udc83\ud83d\udc83\ud83d\udc83","authorDisplayName": "Sampson Faith Sitoabasi","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSgioUfx9PfTOsya1YyOiHcYzVtT-7u3jaFUBNjQw=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCHR8I2gJvAAuXY0uNy40O0w","authorChannelId": {"value": "UCHR8I2gJvAAuXY0uNy40O0w"},"canRate": true,"viewerRating": "none","likeCount": 4,"publishedAt": "2021-08-02T18:17:11Z","updatedAt": "2021-08-02T18:17:11Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "Odr76qi6VzF2mhS0VfZYanDvhNk","id": "UgyXatZPSfYItgLmgTl4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "4xaP21ksNeN-Pl8wvULaqB9NHO8","id": "UgyXatZPSfYItgLmgTl4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "@Daphnie Ozioma thank you so much for being on our show! You were such a great guest!","textOriginal": "@Daphnie Ozioma thank you so much for being on our show! You were such a great guest!","authorDisplayName": "Lee Ngo","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLTox-vRZQAc9QZIENu2VfPA2aFMsAVVQSvCqjp4=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0O1wfJhaOYJel-2zeNWjew","authorChannelId": {"value": "UC0O1wfJhaOYJel-2zeNWjew"},"canRate": true,"viewerRating": "none","likeCount": 3,"publishedAt": "2021-08-02T18:11:07Z","updatedAt": "2021-08-02T18:11:07Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "xygeIcHE4MSC8hsSgrzkEPeYA3M","id": "UgyXatZPSfYItgLmgTl4AaABAg.9QYj5mS7Lcn9QYy2cMhuwm","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you Lee, you are an amazing host.","textOriginal": "Thank you Lee, you are an amazing host.","parentId": "UgyXatZPSfYItgLmgTl4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 2,"publishedAt": "2021-08-02T20:21:46Z","updatedAt": "2021-08-02T20:21:46Z"}}]}},{"kind": "youtube#commentThread","etag": "sTlNJRgpcq-Q2I8Hw7bm3iCWI0w","id": "Ugzm2AJQXehB7RwVIa54AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "BgKBQuB2rnaRkDBV4hHETkE0MWs","id": "Ugzm2AJQXehB7RwVIa54AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "We are proud of you Ozi, keep the passion burning! \ud83d\udd25","textOriginal": "We are proud of you Ozi, keep the passion burning! \ud83d\udd25","authorDisplayName": "Neme Swat","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSZdkeFyBS9LCQ_9SHOq8Hkjx2B9c8-GT835TqFGw=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCth6Dl3WZOevKzQQL8_HbGg","authorChannelId": {"value": "UCth6Dl3WZOevKzQQL8_HbGg"},"canRate": true,"viewerRating": "none","likeCount": 5,"publishedAt": "2021-08-02T18:04:13Z","updatedAt": "2021-08-02T18:04:13Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "f5KI2-lKKG3yAXH0yBZIVbzvPuE","id": "Ugzm2AJQXehB7RwVIa54AaABAg.9QYiJDbUzfW9QYxxo54hvC","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you Neme","textOriginal": "Thank you Neme","parentId": "Ugzm2AJQXehB7RwVIa54AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-02T20:20:58Z","updatedAt": "2021-08-02T20:20:58Z"}}]}},{"kind": "youtube#commentThread","etag": "hGytRF2lXC9UtdMhr73c0PgQcPA","id": "UgzzUdtpQHI5613FmEd4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "78ph2kpkRA6Ztilnhy_nhKg5_e0","id": "UgzzUdtpQHI5613FmEd4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Feeling proud to be a member of great team","textOriginal": "Feeling proud to be a member of great team","authorDisplayName": "Mcs Stu","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLTEtjhvfWzAgmPuRtAactTKynHmmDyvR9X1kw=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCEGfnRlk5F823KP4a-0VvFQ","authorChannelId": {"value": "UCEGfnRlk5F823KP4a-0VvFQ"},"canRate": true,"viewerRating": "none","likeCount": 4,"publishedAt": "2021-08-02T17:03:03Z","updatedAt": "2021-08-02T17:03:03Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "cr6q2XUVnyZFP_QdpwPAq6JdGog","id": "UgyjUIg4zk66QbOecEF4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "udSQ006yw2lu10-qAsMENWaV4Yc","id": "UgyjUIg4zk66QbOecEF4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "It's just a matter time! Keep the determination alive @ozioma!","textOriginal": "It's just a matter time! Keep the determination alive @ozioma!","authorDisplayName": "Agbaje Blessed","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLQ4vvgkESeY8OBCDb_2QTRWgviVaV15HsprjA=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCL3IzIG6v8prPdwylQ2kY_A","authorChannelId": {"value": "UCL3IzIG6v8prPdwylQ2kY_A"},"canRate": true,"viewerRating": "none","likeCount": 4,"publishedAt": "2021-08-02T14:57:45Z","updatedAt": "2021-08-02T14:57:45Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "UaKlwx60XhD1cH_cZDpmKXNC-F4","id": "UgyjUIg4zk66QbOecEF4AaABAg.9QYNyRJg4Pf9QYQFQvXJc3","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you Blessed\u2665\ufe0f","textOriginal": "Thank you Blessed\u2665\ufe0f","parentId": "UgyjUIg4zk66QbOecEF4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 0,"publishedAt": "2021-08-02T15:17:40Z","updatedAt": "2021-08-02T15:17:40Z"}}]}},{"kind": "youtube#commentThread","etag": "Ee4FvuD6B3PO9Bpiqc0q6_tUDFY","id": "UgyCF3N6HR6i3VeyY8t4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "mAf6ufQ6Rx0x4LsMgSsapFjZuEM","id": "UgyCF3N6HR6i3VeyY8t4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "I am proud of you my darling the jorney has been beautiful","textOriginal": "I am proud of you my darling the jorney has been beautiful","authorDisplayName": "Charity Onyema-morka","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSqs7gTP7bRCHwaZURQbS2ReC9w29X0Fm8fxuzVbw=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCoxyzd17A4ty2inDeG5o_Eg","authorChannelId": {"value": "UCoxyzd17A4ty2inDeG5o_Eg"},"canRate": true,"viewerRating": "none","likeCount": 5,"publishedAt": "2021-08-02T14:57:42Z","updatedAt": "2021-08-02T14:57:42Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "pG1IKFmhzB5kul4ddP6TKfGhLgE","id": "UgyCF3N6HR6i3VeyY8t4AaABAg.9QYNy5VdPVy9QYggHm47sC","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Thank you CIA.","textOriginal": "Thank you CIA.","parentId": "UgyCF3N6HR6i3VeyY8t4AaABAg","authorDisplayName": "Daphnie Ozioma","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSseTSOBQjLoa8wg6bxhXd9c-awP1KdlWjvl2qB4w=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC0c5sQDASb02ISwSwF2hqkw","authorChannelId": {"value": "UC0c5sQDASb02ISwSwF2hqkw"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2021-08-02T17:50:01Z","updatedAt": "2021-08-02T17:50:01Z"}}]}},{"kind": "youtube#commentThread","etag": "dmwCxGJUwpbkzKzXeJOeVj3qf3o","id": "UgxzwTrDcFR5a2OiFm94AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "2nGllwo5b_C2ctEf0zJpd6xOHBw","id": "UgxzwTrDcFR5a2OiFm94AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Wow.<br>She's so intentional with her career path and her goals","textOriginal": "Wow.\nShe's so intentional with her career path and her goals","authorDisplayName": "Mike Omayas","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLSgKnzRiZWQ9ahesSRKYoJStJr-ILhzWjHG8Q=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC3i0V0raKj6n-wH4NnuwfXQ","authorChannelId": {"value": "UC3i0V0raKj6n-wH4NnuwfXQ"},"canRate": true,"viewerRating": "none","likeCount": 7,"publishedAt": "2021-08-02T14:30:54Z","updatedAt": "2021-08-02T14:30:54Z"}},"canReply": true,"totalReplyCount": 0,"isPublic": true}},{"kind": "youtube#commentThread","etag": "9fLS-s4Hi8nHfW97Jn7fJLJvFCE","id": "UgxiYJa2lJ2oGMgkosF4AaABAg","snippet": {"videoId": "HwwbvtniogI","topLevelComment": {"kind": "youtube#comment","etag": "h7ELnMEd8Qvha1S2r9zyoUzCDv0","id": "UgxiYJa2lJ2oGMgkosF4AaABAg","snippet": {"videoId": "HwwbvtniogI","textDisplay": "Ozi\ud83d\udd7a\ud83d\udd7a\ud83d\udd7a\ud83d\udd7a\ud83d\udcab\ud83d\udcab\ud83d\udcab\ud83d\udcab. 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You could also likely say "check your assumptions" as well.","textOriginal": "Painfully great episode. :D Been whacked several times in the past myself, so I can relate. You could also likely say \"check your assumptions\" as well.","authorDisplayName": "dagallgray","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLR7LyDesSN0tZw0RXRVNu72q-9aqSjSYa4ASWei=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UC8_LGA6Bcz-BGrBS4Z6i54w","authorChannelId": {"value": "UC8_LGA6Bcz-BGrBS4Z6i54w"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2020-12-15T19:01:36Z","updatedAt": "2020-12-15T19:01:36Z"}},"canReply": true,"totalReplyCount": 1,"isPublic": true},"replies": {"comments": [{"kind": "youtube#comment","etag": "W30L03rNm3Qml3f9kU8xWbDG8Q4","id": "UgxyOnky5jjmlAjpB5J4AaABAg.9HIa2Hq4XkW9HIeuGqM4re","snippet": {"videoId": "9mq5uFJcyjw","textDisplay": "Thank you so much for watching! Glad you were able to relate and empathize with Hunter's experiences!","textOriginal": "Thank you so much for watching! Glad you were able to relate and empathize with Hunter's experiences!","parentId": "UgxyOnky5jjmlAjpB5J4AaABAg","authorDisplayName": "Educative Sessions","authorProfileImageUrl": "https://yt3.ggpht.com/ytc/AKedOLTWE8jxFP-rbbsPlKyVUmbjDnlCKmPsdvIKBESe=s48-c-k-c0x00ffffff-no-rj","authorChannelUrl": "http://www.youtube.com/channel/UCT_8FqzTIr2Q1BOtvX_DPPw","authorChannelId": {"value": "UCT_8FqzTIr2Q1BOtvX_DPPw"},"canRate": true,"viewerRating": "none","likeCount": 1,"publishedAt": "2020-12-15T19:44:04Z","updatedAt": "2020-12-15T19:44:04Z"}}]}}]}},"Nlk4p_5z9GY": {"items": [{"id": "Nlk4p_5z9GY","snippet": {"publishedAt": "2021-03-10T20:12:33Z","channelId": "UCT_8FqzTIr2Q1BOtvX_DPPw","title": "#49: \"Creating Safe Communities, the Indie Gamer Way\" with Angel Mero | Educative Sessions","description": "Angel Mero became a community manager back in 2016, jumping into the pool without even dipping her toes in. 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Roxanne landed a job with Tableau and now works for Salesforce.\u00a0\u00a0\n\nVisit Educative to start your journey into code \u25ba\u25ba https://educative.io\n\nDon't forget to subscribe to Educative Sessions on YouTube! \n\u25ba\u25ba https://www.youtube.com/c/EducativeSessions/?sub_confirmation=1\n\nABOUT EDUCATIVE\n\nEducative (https://educative.io) provides interactive and adaptive courses for software developers. Whether it\u2019s beginning to learn to code, grokking the next interview, or brushing up on frontend coding, data science, or cybersecurity, Educative is changing how developers continue their education. Stay relevant through our pre-configured learning environments that adapt to match a developer\u2019s skill level. 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Boris has expertise in building distributed systems and frameworks based on Kubernetes, Azure Service Fabric, etc. His areas of interest include Enterprise Cloud Solutions, Edge Computing, High loaded Web API and Application, Multitenant Distributed Systems, Internet-of-Things Solutions.\n\nBoris Zaikin's Medium blog: https://boriszn.medium.com/\nThe Epic Python Show videos with drums: https://www.youtube.com/channel/UC9HO6AAgDl0eA0CusEMnN_g\nA post about the experience: https://medium.com/@boris.zaikin.drums/how-to-use-your-e-drums-for-real-time-shows-with-skype-zoom-and-discord-c470a4760178\n\nVisit Educative to start your journey into code \u25ba\u25ba https://educative.io\n\nDon't forget to subscribe to Educative Sessions on YouTube! \n\u25ba\u25ba https://www.youtube.com/c/EducativeSessions/?sub_confirmation=1\n\nABOUT EDUCATIVE\n\nEducative (https://educative.io) provides interactive and adaptive courses for software developers. 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His latest initiative - the Academy Pittsburgh (@academypgh) - is a developer bootcamp with a with a unique set of challenges. Learn more about Josh's journey and lessons learned while providing a place for aspiring developers in his community.\n\nListen to the podcast HERE: https://www.podbean.com/ew/pb-q6we5-f1a141\n(Also available on Apple, Google, Spotify, and more platforms!)\n\nABOUT OUR GUEST\n\nJosh Lucas was a high school teacher for over a decade. One day, he decided that he wanted to do something different. So he started a startup with no a priori or actual knowledge of what that meant. His startup didn't do great. It failed. But, along the way it occurred to him that a life's work is what you make of it. So he started another startup, and business incubator, and a cooperative, and a developer bootcamp. 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Thank you for contributing to this wonderful project! We look forward to the next season!\n\n- Lee @ Educative \n\nApply to Speak on Season 3: \u25ba\u25ba \nhttps://bit.ly/educative-sessions-s3-apply\n\nVisit Educative! \u25ba\u25ba https://educative.io\n\nThanks to all of our Season 2 guests \n(in alphabetical order)\n\nTapas Adhikary\nSaad Akbar\nJake Bell\nJolie Brown\nCam Buckingham\nStevin Chacko\nGreg Edwards\nNatasha Hedeker\nLisa Jiamsiriuongkul\nCarter Lathrop\nJohn Lyon-Smith\nKay McKelly\nAngel Mero\nSally Mitrofanov\nRobert Murray\nTed Neward\nSean Ottey\nIgor Packo\nParshad Patel\nSoundarya Ramakrishnan\nRachelle Rathbone\nCatherine Rekhert\nKelly Revenaugh\nLillian Taylor\nMary Thengvall\nHakon Verespej\nAlan Vezina\nSam Wilson\nHarry Zhang\n\nEDUCATIVE TEAM\n\nHost/Director/Editor\nLee Ngo\n\nProducer\nCandice Lee\n\nExecutive Producers\nFahim ul-Haq\nCecilia Cayetano\nJohn Krass\n\nContributing Staff\nAzzam Aljazi\nCameron Scott\nKelsey Hoff\n\nDon't forget to subscribe to Educative Sessions on YouTube! \u25ba\u25ba https://bit.ly/39sIrUN\n\nWatch our Season 1 Recap! \u25ba\u25ba https://youtu.be/P-5HK9_XegY\n\nABOUT EDUCATIVE\n\nEducative (educative.io) provides interactive and adaptive courses for software developers. 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Implementation
In this implementation, we’ll find the following:
- Top 10 viewed videos
- Average number of likes, dislikes and comments for the top 10 viewed videos
- Top 10 liked videos
Our dataset file is saved in the /usr/src/app/ directory, and we’ll get it directly from there. In the “Live App” widget below, you can find the code for analyzing a channel’s data. We highly recommend reading the instructions in the notebook while running the code.
Please login to launch live app!