34:["$","title",null,{"children":"Sentimental analysis - Output visualization | Rithwik Anand | Observable"}] 3c:[{"id":"d060b7a621c80a63a8e05255ab471c5f37e06591fca225bdee53160deee4f223b2af6b72d0d8dec33ed592699e3888669cc2e747115c47b8682ddeb5bbf6ec20","href":"https://static.observableusercontent.com/files/d060b7a621c80a63a8e05255ab471c5f37e06591fca225bdee53160deee4f223b2af6b72d0d8dec33ed592699e3888669cc2e747115c47b8682ddeb5bbf6ec20","name":"spigit_data_with_weighted_scores@1.csv","type":"text/csv","lastModified":1675909267310.468,"size":9373},{"id":"59210e49c09a1ec2bf0f664e972fcff53833dfcab53daf38fa62533e43418e47ccf813e13ca40a505667a55672b402c8f1ad81c146f45bac0c03f8868dd8a2d5","href":"https://static.observableusercontent.com/files/59210e49c09a1ec2bf0f664e972fcff53833dfcab53daf38fa62533e43418e47ccf813e13ca40a505667a55672b402c8f1ad81c146f45bac0c03f8868dd8a2d5","name":"spigit_data_with_weighted_scores.csv","type":"text/csv","lastModified":1675488433177.804,"size":17009}] 38:{"id":"cc437bea0985febc","slug":"sentimental-analysis-output-visualization","title":"Sentimental analysis - Output visualization","thumbnail":"ea5bbdcd0a3809fb95aeb9540a34403a8518f09e9d83881b5e8fed4d6ddc8e1f","access_level":"public","create_time":"$D2023-02-04T05:26:42.458Z","update_time":"$D2023-02-13T08:44:00.060Z","view_time":null,"first_public_time":"$D2023-02-04T05:26:42.458Z","has_unpublished_edits":null,"fork":false,"stars":0,"starred":false,"owner":{"type":"team","id":"77b49d5139b68ed8","login":"rithwikanand","name":"Rithwik Anand","avatar_url":"https://avatars-next.observableusercontent.com/2d11b8fc94986ebb4c9233d528cbb27cc8b80f1263a7ad00b479736ba2da942f","tier":"starter_2024","bio":"","followed_by_you":false,"follows_you":false},"version":229,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"2e0717d814773a4a","login":"rithwikanand","name":"Rithwik Anand","avatar_url":"https://avatars-next.observableusercontent.com/2d11b8fc94986ebb4c9233d528cbb27cc8b80f1263a7ad00b479736ba2da942f","tier":null,"bio":"","followed_by_you":false,"follows_you":false}],"members":[{"type":"individual","id":"2e0717d814773a4a","login":"rithwikanand","name":"Rithwik Anand","avatar_url":"https://avatars-next.observableusercontent.com/2d11b8fc94986ebb4c9233d528cbb27cc8b80f1263a7ad00b479736ba2da942f","tier":null,"role":"editor"}],"comments":[],"custom_thumbnail":false,"trashed":false,"lapsed":null,"subscribed":null,"forks":0,"collection":null,"type":"notebook","body":{"titling":"auto","title":"Sentimental analysis - Output visualization","cells":[{"id":0,"value":"# Sentimental analysis - Output visualization","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":22,"value":"plot(sentiment_classification, md`### \\`sentiment\\` classification`)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":39,"value":"plot(pv_score_weighted_classification, md`### \\`pv_score_weighted\\` classification`)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":62,"value":"plot(max_confidence_score_classification, md`### Max confidence score classification`)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":82,"value":"plot(spigit_score_classification, md`### \\`spigit_score\\` classification`)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":204,"value":"

","pinned":false,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":92,"value":"function plot(fill, caption=\"With `sentiment` attribute\") {\n return Plot.plot({\n caption,\n grid: true,\n color: {\n legend: true,\n domain: SENTIMENTS,\n range: ['#D41616', '#707070', '#008622', '#1B6BDD']\n },\n x: { label: \"Negative\", domain: [0, 1] },\n y: { label: \"Postive\", domain: [0, 1] },\n marks: [\n Plot.voronoi(data_raw, {\n x: 'confidence_scores.negative',\n y: 'confidence_scores.positive',\n fill,\n fillOpacity: 0.4,\n //stroke: 'white',\n }),\n Plot.dot(data_raw, {\n x: 'confidence_scores.negative',\n y: 'confidence_scores.positive',\n fill,\n r: 4,\n title: '',\n })\n ]\n })\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":99,"value":"SENTIMENTS = ['NEGATIVE', 'NEUTRAL', 'POSITIVE', 'MIXED']","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":217,"value":"data_raw = await FileAttachment(\"spigit_data_with_weighted_scores@1.csv\").csv({typed: \"auto\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"data_raw","database":"$undefined"},{"id":136,"value":"sentiment_classification = d => d.sentiment","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":138,"value":"pv_score_weighted_classification = d => SENTIMENTS[~~(d.pv_score_weighted / (1/3))]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":143,"value":"max_confidence_score_classification = d => {\n const max_score = Math.max(\n d['confidence_scores.positive'],\n d['confidence_scores.neutral'],\n d['confidence_scores.negative']\n )\n return max_score === d['confidence_scores.negative'] ? SENTIMENTS[0]\n : max_score === d['confidence_scores.neutral'] ? SENTIMENTS[1]\n : max_score === d['confidence_scores.positive'] ? SENTIMENTS[2]\n : SENTIMENTS[3]\n }","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":148,"value":"spigit_score_classification = d => SENTIMENTS[~~(d.spigit_score / (1/3))]","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":163,"value":"function visulalize_aggregate(aggregate, header=md`## Aggregated result:`) {\n const plot = Plot.plot({\n height: 80,\n width: 500,\n marginLeft: 20,\n marks: [\n Plot.rectY([1], { x1: 0, y1: 0, x2: 0.33, y2: 1, fill: '#D41616', fillOpacity: 0.2}),\n Plot.rectY([1], { x1: 0.33, y1: 0, x2: 0.66, y2: 1, fill: '#707070', fillOpacity: 0.2}),\n Plot.rectY([1], { x1: 0.66, y1: 0, x2: 1, y2: 1, fill: '#008622', fillOpacity: 0.2}),\n Plot.dotX([aggregate], { stroke: 'steelblue', r: 4, fill: '#1B6BDD' }),\n Plot.textX([0.15], { text: [\"Negative\"], textAnchor: 'middle' }),\n Plot.textX([0.48], {text: ['Neutral'], textAnchor: 'middle'}),\n Plot.textX([0.81], {text: ['Positive'], textAnchor: 'middle'}),\n ]\n })\n \n const text = html`

${aggregate < 0.33 ? 'Negative' : aggregate < 0.66 ? 'Neutral' : 'Positive'}

`\n\n return html`

${header}${plot}${text}

`\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":182,"value":"function calculate_aggregate(comments) {\n return comments.reduce((acc, curr) =>\n acc + curr.score * (\n curr.sentiment === 'POSITIVE' ? 0.9\n : curr.sentiment === 'NEUTRAL' ? 0.5\n : 0.1\n ), 0) / comments.length\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":160,"value":"aggregate = d3.mean(data_raw, d => d.pv_score_weighted)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":186,"value":"aggregate_calculated = calculate_aggregate(data_raw)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W3c","stdlib":"1"}} 33:null