30:[{"id":"5a662df8a7b9611960a9ffd6b4dfd4d6b7f8a0a60b2ee0019472b9819515a663627deb9db4bd37aa165258f0ddd0f486202ecb14a1581f6e8c2232b93b4e4cc3","href":"https://static.observableusercontent.com/files/5a662df8a7b9611960a9ffd6b4dfd4d6b7f8a0a60b2ee0019472b9819515a663627deb9db4bd37aa165258f0ddd0f486202ecb14a1581f6e8c2232b93b4e4cc3","name":"fig3b_raw.csv","type":"text/csv","lastModified":1653491936020.474,"size":11332},{"id":"add718224639b068d4ea8220c30f118604dd1b7bb283f4c823d2fd97a08aed659f9909529ff873fbe71290baa60421445e10800f59fe1053a46255728d09efe5","href":"https://static.observableusercontent.com/files/add718224639b068d4ea8220c30f118604dd1b7bb283f4c823d2fd97a08aed659f9909529ff873fbe71290baa60421445e10800f59fe1053a46255728d09efe5","name":"fig3a_raw.csv","type":"text/csv","lastModified":1653491936033.694,"size":9178},{"id":"cfff93b0d70fc4c32d3ae9c81345706f035daf370a69051d720a04002fa25977c98314e89ced9ad88010cca1ad6fec21e9863f47f827f9f08c676debbe3c5d92","href":"https://static.observableusercontent.com/files/cfff93b0d70fc4c32d3ae9c81345706f035daf370a69051d720a04002fa25977c98314e89ced9ad88010cca1ad6fec21e9863f47f827f9f08c676debbe3c5d92","name":"fig3B_ledwich.csv","type":"text/csv","lastModified":1654607820339.886,"size":8937},{"id":"70cb0a044408393beeff29f983c93829b3664a5921e5486b7207e8493362a825f71ef4688e03afa7299a3e06ceb58543170c9a26058c0dc6b97e14e62707f6c7","href":"https://static.observableusercontent.com/files/70cb0a044408393beeff29f983c93829b3664a5921e5486b7207e8493362a825f71ef4688e03afa7299a3e06ceb58543170c9a26058c0dc6b97e14e62707f6c7","name":"fig3A_ledwich.csv","type":"text/csv","lastModified":1654607820355.21,"size":9483}] 2e:{"title":"Figure 3: YouTube Political Watch Time over Time","cells":[{"id":0,"value":"# Figure 3: YouTube Political Watch Time over Time","pinned":false,"hidden":false,"mode":"md"},{"id":73,"value":"### Hosseinmardi et al (PNAS 2021)","pinned":false,"hidden":false,"mode":"md"},{"id":63,"value":"fig3_1k_final = html`

${viewof fig1k2Show}

${\n fig1k2Show == \"Watchtime across political category\" ? figure3a : figure3b\n}

`","pinned":false,"hidden":false,"mode":"ojs"},{"id":75,"value":"### Clark et al (arXiv:2010.09892 2020)","pinned":false,"hidden":false,"mode":"md"},{"id":70,"value":"fig3b_7k_final = html`

${viewof fig7k2Show}

${\n fig7k2Show == \"Watchtime across political category\"\n ? figure3a_new\n : figure3b_new\n}

`","pinned":true,"hidden":false,"mode":"ojs"},{"id":47,"value":"## Figure Setup","pinned":false,"hidden":false,"mode":"md"},{"id":59,"value":"viewof fig1k2Show = Inputs.select(\n [\n \"Watchtime across political category\",\n \"Watchtime within political category\"\n ],\n {\n value: \"Watchtime across political category\",\n label: \"Measurement method\"\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":51,"value":"figure3a = dateLinear(\n fig3a_data.objects(),\n {\n xTitle: \"Median Watch Time (Minutes)\",\n yTitle: \"Date\"\n },\n {\n label: [\"L\", \"AW\", \"C\", \"R\", \"fR\"],\n text: [\"Left\", \"Anti-Woke\", \"Center\", \"Right\", \"Far Right\"],\n color: [\"#92C5DE\", \"gray\", \"#7FC97F\", \"#F4A582\", \"#B2182B\"]\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":132,"value":"figure3a_new = dateLinear(\n fig3a2_processed.objects(),\n {\n xTitle: \"Median Watch Time (Minutes)\",\n yTitle: \"Date\"\n },\n {\n label: [\"L\", \"AW\", \"C\", \"R\", \"fR\"],\n text: [\"Left\", \"Anti-Woke\", \"Center\", \"Right\", \"Far Right\"],\n color: [\"#92C5DE\", \"gray\", \"#7FC97F\", \"#F4A582\", \"#B2182B\"]\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":61,"value":"viewof fig7k2Show = Inputs.select(\n [\n \"Watchtime across political category\",\n \"Watchtime within political category\"\n ],\n {\n value: \"Watchtime across political category\",\n label: \"Measurement method\"\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":49,"value":"figure3b = dateLinear(\n fig3b_data.objects(),\n {\n xTitle: \"Median User Watch Time (Minutes)\",\n yTitle: \"Date\"\n },\n {\n label: [\"L\", \"AW\", \"C\", \"R\", \"fR\"],\n text: [\"Left\", \"Anti-Woke\", \"Center\", \"Right\", \"Far Right\"],\n color: [\"#92C5DE\", \"gray\", \"#7FC97F\", \"#F4A582\", \"#B2182B\"]\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":100,"value":"figure3b_new = dateLinear(\n fig3b2_processed.objects(),\n {\n xTitle: \"Median User Watch Time (Minutes)\",\n yTitle: \"Date\"\n },\n {\n label: [\"L\", \"AW\", \"C\", \"R\", \"fR\"],\n text: [\"Left\", \"Anti-Woke\", \"Center\", \"Right\", \"Far Right\"],\n color: [\"#92C5DE\", \"gray\", \"#7FC97F\", \"#F4A582\", \"#B2182B\"]\n }\n)","pinned":true,"hidden":false,"mode":"ojs"},{"id":6,"value":"## Data Tables","pinned":false,"hidden":false,"mode":"md"},{"id":32,"value":"#### Figure 3a Processed, Old Data","pinned":false,"hidden":false,"mode":"md"},{"id":25,"value":"viewof fig3a_data = fig3a_raw\n .groupby(\"label\")\n .derive({\n x: (d) =>\n op.parse_date(d.year + \"-\" + (d.month < 10 ? \"0\" + d.month : d.month)),\n y: (d) => op.parse_float(d.median_duration) / 60,\n color: (d) => (d.label == \"IDW\" ? \"AW\" : d.label),\n rolling: aq.rolling((d) => op.mean(d.median_duration) / 60, [-3, 3])\n })\n .filter((d) => d.color != \"fL\")\n .select(\"x\", \"y\", \"color\", \"rolling\")\n .orderby(\"x\")\n .view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":34,"value":"#### Figure 3a Raw, Old Data","pinned":false,"hidden":false,"mode":"md"},{"id":28,"value":"viewof fig3a_raw = aq.from(await FileAttachment(\"fig3a_raw.csv\").csv()).view()","pinned":false,"hidden":false,"mode":"ojs"},{"id":82,"value":"#### Figure 3a Processed, New Data","pinned":false,"hidden":false,"mode":"md"},{"id":129,"value":"viewof fig3a2_processed = fig3a2_raw\n .rename({\n aggregated_label: \"label\"\n })\n .filter((d) => d.label != \"\")\n .groupby(\"label\")\n .derive({\n x: (d) =>\n op.parse_date(d.year + \"-\" + (d.month < 10 ? \"0\" + d.month : d.month)),\n y: (d) => op.parse_float(d.median_duration) / 60,\n color: (d) => (d.label == \"IDW\" ? \"AW\" : d.label)\n })\n .orderby(\"x\")\n .derive({\n rolling: aq.rolling((d) => op.average(op.parse_float(d.y)), [-3, 3])\n })\n .select(\"x\", \"y\", \"color\", \"rolling\")\n .orderby(\"x\")\n .view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":80,"value":"#### Figure 3a Raw, New Data","pinned":false,"hidden":false,"mode":"md"},{"id":127,"value":"viewof fig3a2_raw = aq\n .from(await FileAttachment(\"fig3A_ledwich.csv\").csv())\n .view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":44,"value":"#### Figure 3b Processed, Old Data","pinned":false,"hidden":false,"mode":"md"},{"id":42,"value":"viewof fig3b_data = fig3b_raw\n .groupby(\"label\")\n .derive({\n x: (d) =>\n op.parse_date(d.year + \"-\" + (d.month < 10 ? \"0\" + d.month : d.month)),\n y: (d) => op.parse_float(d.median_user_watchtime),\n color: (d) => (d.label == \"IDW\" ? \"AW\" : d.label),\n rolling: aq.rolling((d) => op.mean(d.median_user_watchtime), [-3, 3])\n })\n .filter((d) => d.color != \"fL\")\n .select(\"x\", \"y\", \"color\", \"rolling\")\n .orderby(\"x\")\n .view()","pinned":false,"hidden":false,"mode":"ojs"},{"id":38,"value":"#### Figure 3b Raw, Old Data","pinned":false,"hidden":false,"mode":"md"},{"id":20,"value":"viewof fig3b_raw = aq.from(await FileAttachment(\"fig3b_raw.csv\").csv()).view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":86,"value":"#### Figure 3b Processed, New Data","pinned":false,"hidden":false,"mode":"md"},{"id":94,"value":"viewof fig3b2_processed = fig3b2_raw\n .rename({\n aggregated_label: \"label\"\n })\n .filter((d) => d.label != \"\")\n .groupby(\"label\")\n .derive({\n x: (d) =>\n op.parse_date(d.year + \"-\" + (d.month < 10 ? \"0\" + d.month : d.month)),\n y: (d) => op.parse_float(d.median_user_watchtime),\n color: (d) => (d.label == \"IDW\" ? \"AW\" : d.label)\n })\n .orderby(\"x\")\n .derive({\n rolling: aq.rolling(\n (d) => op.average(op.parse_float(d.median_user_watchtime)),\n [-3, 3]\n )\n })\n .select(\"x\", \"y\", \"color\", \"rolling\")\n .orderby(\"x\")\n .view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":88,"value":"#### Figure 3b Raw, New Data","pinned":false,"hidden":false,"mode":"md"},{"id":90,"value":"viewof fig3b2_raw = aq\n .from(await FileAttachment(\"fig3B_ledwich.csv\").csv())\n .view()","pinned":true,"hidden":false,"mode":"ojs"},{"id":12,"value":"## Imports","pinned":false,"hidden":false,"mode":"md"},{"id":17,"value":"import { aq, op } from \"@uwdata/arquero\"","pinned":false,"hidden":false,"mode":"ojs"},{"id":14,"value":"d3 = require(\"d3@v6\")","pinned":false,"hidden":false,"mode":"ojs"},{"id":8,"value":"import { dateLinear } from \"@wattslab/datelinear\"","pinned":false,"hidden":false,"mode":"ojs"}],"files":"$W30","stdlib":"1","titling":"auto"}