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29:{"id":"b4235aa9f6c71077","slug":null,"title":"Exploring complaint embeddings","thumbnail":"791077839769829179385ac672587e37dd0ebd7210cdc1f80c79de9f9e470679","access_level":"public","create_time":"$D2023-06-16T21:22:21.071Z","update_time":"$D2023-06-16T21:40:22.365Z","view_time":null,"first_public_time":"$D2023-06-16T21:22:21.071Z","has_unpublished_edits":null,"fork":{"id":"e568359e97f099c9","slug":"exploring-complaints-embeddings","title":"Exploring complaint embeddings","owner":{"id":"4fabdbefe825d266","login":"jstonge","name":"Jonathan St-Onge"}},"stars":0,"starred":false,"owner":{"type":"team","id":"a9956a44ff88ecde","login":"willhwthompsonuvmspace","name":"willhwthompsonuvm","avatar_url":"https://avatars-next.observableusercontent.com/5d40019b5ea3c9a04d738fbb7092096d20874de94a97499a94792dbddde61275","tier":"starter_2024","bio":"","followed_by_you":false,"follows_you":false},"version":953,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"73bc89efd58706c7","login":"willhwthompsonuvm","name":"Will Thompson","avatar_url":"https://avatars-next.observableusercontent.com/e66560f002fc213a68b1b4ab53f7c9f0b40bc4e4a0e3bb5437a1cdf12503088b","tier":null,"bio":"","followed_by_you":false,"follows_you":false}],"members":[{"type":"individual","id":"73bc89efd58706c7","login":"willhwthompsonuvm","name":"Will 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*[model]*_*[use_ner]*_*[use_translation]*","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":884,"value":"viewof select_m = Inputs.select([\"paraphrase_multilingual_MiniLM_L12_v2_True_True\",\"paraphrase_multilingual_MiniLM_L12_v2_True_False\",\"paraphraseMultili igualMinilmL12V2_false_true\",\"paraphrase_multilingual_minilm_l12_v2_false_false\",\"sentence_transformerslabse_true_false\",\"sentence_transformerslabse_false_false\",\"sentence_transformerslabse_false_true\",\"sentence_transformerslabse_true_true1\",\"doc2vec_true_true\",\"doc2vec_true_false\",\"doc2vec_false_true\",\"doc2vec_false_false\",\"allMinilmL6V2_false_false\",\"allMinilmL6V2_false_true\",\"allMinilmL6V2_true_false\",\"\"], {label: \"Select model\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":555,"value":"viewof select = Inputs.select([\"doc_top\", \"airline\", \"review_id\", \"country\", \"ratings\", \"lang\"], {label: \"Select color\"})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":688,"value":"viewof toggle = Inputs.toggle({label: \"Color background\", value: false})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":498,"value":"Plot.plot({\n width: 1200,\n height: 800,\n marginTop: 100,\n marginBottom: 100,\n color: {\n legend: true, \n type: select === \"review_id\" ? \"linear\" : \"ordinal\", \n scheme: select === \"review_id\" ? \"GnBu\" : \"Tableau10\"\n },\n marks: [\n Plot.axisY({ labelAnchor: \"center\" }),\n Plot.dot(full_data.filter(d => d.doc_top === 0), {\n x: \"embedding_x\", y: \"embedding_y\", \n fill: toggle ? select : \"lightgrey\",\n fillOpacity: toggle ? 0.4 : 0.01,\n }),\n Plot.dot(full_data.filter(d => d.doc_top !== 0), {\n x: \"embedding_x\", y: \"embedding_y\", \n fill: select,\n fillOpacity: 0.4,\n title: d => `Id: ${d.review_id}\\nCountry: ${d.country}\\n\\nTitle: ${d.title}\\nSentence: ${d.text}\\n\\nFull translated complaint:\\n\\n${d.translated_text}`,\n tip: true\n }),\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":891,"value":"full_data = db.query(`\nWITH tmp as (\n SELECT review_id, airline, country, ratings, lang, translated_text, title\n FROM reviews\n)\n\nSELECT embedding_x, embedding_y, doc_top, text, airline, country, tmp.review_id, ratings, lang, translated_text, title\n FROM ${select_m} m \n LEFT JOIN tmp\n ON m.review_id = tmp.review_id\n`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":20,"value":"### Exploring downsampled data","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":90,"value":"miniPlots = html`\n

${[plot_count(count_lang, 'lang') ]}

${[plot_count(count_airline, 'airline') ]}

${[plot_count(count_country, 'country') ]}

${[plot_sent() ]}

${[plot_ratings() ]}

`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":331,"value":"pd.legend('color')","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":163,"value":"#### Raw data (each row is a complaint)","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":763,"value":"SELECT * FROM tripadvisor_reviews_multi_downsampled_trans","pinned":true,"hidden":false,"mode":"sql","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"tripadvisor_reviews_multi_downsampled_trans.parquet"},{"id":13,"value":"## Appendix","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":156,"value":"#### Data wrangling","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":242,"value":"db.sql`SELECT COUNT(ratings) as tot_N, airline FROM reviews GROUP BY airline`","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":165,"value":"ratings_by_airline = db.query(`\n WITH tmp as (\n SELECT COUNT(ratings) as tot_n, airline FROM reviews GROUP BY airline\n )\n\n SELECT COUNT(ratings) as n, r.airline, tmp.tot_n, r.ratings\n FROM reviews r\n LEFT JOIN tmp\n ON tmp.airline = r.airline\n GROUP BY (r.airline, r.ratings, tmp.tot_n)\n ORDER BY r.airline\n`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":124,"value":"sent_by_airline = db.query(`SELECT compound, airline FROM reviews`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":51,"value":"count_lang = db.query(`SELECT COUNT(lang) as n, lang FROM reviews GROUP BY lang`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":70,"value":"count_airline = db.query(`SELECT COUNT(airline) as n, airline FROM reviews GROUP BY airline`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":100,"value":"count_country = db.query(`SELECT COUNT(country) as n, country FROM reviews GROUP BY country`)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":7,"value":"$49","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":153,"value":"#### plotting functions ","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":133,"value":"function plot_sent() {\n return Plot.plot({\n marginLeft: 100,\n height: 300,\n y: {label: null},\n x: {label: 'compound sentiment →'},\n marks: [\n Plot.boxX(sent_by_airline, {x: \"compound\", y: \"airline\", fill: 'airline', sort: {y: \"x\"}})\n ]\n}) \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":184,"value":"function plot_ratings() {\n return Plot.plot({\n height: 300,\n // fx: {padding: 0, label: null, tickSize: 6},\n x: {axis: null, paddingOuter: 0.2},\n y: {label: \"% documents with ratings\", grid: true},\n facet: {\n data: ratings_by_airline,\n x: 'ratings',\n },\n marks: [\n Plot.barY(ratings_by_airline, { x: \"airline\", y: d => d.n / d.tot_n * 100, fill: 'airline', tip: true }),\n Plot.ruleY([0])\n ]\n}) \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":36,"value":"function plot_count(x, feature) {\n return Plot.plot({\n height: 300, \n width: 400,\n marginBottom: 60,\n x: {label: \"\", tickRotate: 20},\n y: {label: '↑ n documents'},\n marks: [\n Plot.barY(x, {x: feature, y: \"n\", sort: {x: \"y\", reverse: true, limit: 6}}),\n Plot.ruleY([0])\n ]\n }) \n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":299,"value":"pd = plot_ratings()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":538,"value":"length = Object.keys(sentenceTransformerslabse_false_false).length","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","tool":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W4a","stdlib":"1"}} 24:null