2c:null 2d:["$","title",null,{"children":"Path of Exile Economy | Mikal Hitsøy Henriksen | Observable"}] 32:T499,gems = rawGems.map((g) => { const match = /^(?\d+)(?:\/(?\d+))?(?c)?$/.exec( g.variant ).groups; const baseName = g.name === "Vaal Domination" ? "Dominating Blow" : g.name === "Vaal Breach" ? "Portal" : gemNameBases.find((name) => g.name.toLowerCase().includes(name.toLowerCase()) ); const name = g.name, value = g.value, level = +match.level, quality = match.quality ? +match.quality : 0, corrupted = !!match.corrupted, support = g.name.endsWith("Support"), vaal = g.name.startsWith("Vaal"), awakened = g.name.startsWith("Awakened"), exceptional = /(?:Enhance|Enlighten|Empower) Support/.test(g.name), variant = g.variant[0], transfigured = !vaal && !awakened && name != baseName, maxLevel = name === "Brand Recall" ? 6 : name === "Vaal Breach" ? 1 : exceptional ? 3 + awakened : awakened ? 5 : 20; return { name, baseName, value, level, quality, corrupted, support, vaal, awakened, exceptional, transfigured, maxLevel }; })33:T9af,_(gems) .groupBy("baseName") .mapValues((group, baseName) => group .flatMap( (a) => group .map((b) => (_.isEqual(a, b) ? undefined : [a, b])) .filter((x) => x) // remove undefined ) .map(([a, b]) => { const ac = a.corrupted, bc = b.corrupted; // No going back! if (ac && !bc) return; if (a.transfigured && !(a.name === b.name)) return; // Normal upgrades const leveled = a.level < a.maxLevel && b.level === b.maxLevel; const quality = a.quality === 0 && b.quality === 20; // Labyrinth outcomes const awakening = !a.awakened && b.awakened; const transfig = !a.transfigured && b.transfigured; // Vaal Orb outcomes const vaalOrb = !ac && bc; const vaalified = !a.vaal && b.vaal; const overleveled = a.level === a.maxLevel && b.level > a.level; const overquality = a.quality === 20 && b.quality == 23; const atoken = tokenize( _.pick(a, ["vaal", "awakened", "transfigured"]) ); // Can only do one thing at a time if (+vaalOrb + awakening + transfig + leveled * quality !== 1) return; // Can only affect level and quality of a corrupted gem if (ac && bc && !(leveled || quality)) return; const flags = (gem) => 1 * gem.awakened + 2 * gem.vaal + 4 * gem.transfigured; const af = flags(a), bf = flags(b); // Mutually exclusive if ( af > 0 && // a is something af !== bf // then b must match ) return; // else a is plain or they match if (b.corrupted) { if (!a.corrupted) { // Reject invalid Vaal Orb transitions if ( (a.quality === 0 && b.quality !== 0) || (a.quality === 20 && b.quality === 0) ) return; const diff = b.level - a.level; if (diff !== 0 && diff !== 1) return; } else { } } else { // !b.corrupted if (a.quality > b.quality || a.level > b.level) return; } const changes = "" + (b.corrupted ? "c" : "") + (b.vaal ? "v" : "") + (b.level > b.maxLevel ? "l" : "") + (b.quality == 23 ? "q" : ""); return changes; }) .filter((x) => x !== undefined) ) .value()34:T40b,Plot.plot({ grid: true, width: width, height: 500, y: {label: "Value (Log)"}, facet: "super", marks: [ Plot.ruleY([0], { strokeOpacity: 0.6 }), Plot.areaX(densities, { x: (d) => d.x, x1: 0, fx: (d) => d.i, z: "i", y: "y", fillOpacity: 0.2, }), // Plot.dot(densities, { // x: (d) => d.x, // fx: (d) => d.i, // y: "y", // z: "i", // strokeOpacity: 1 // }), Plot.lineX(densities, { x: (d) => d.x, fx: (d) => d.i, z: "i", y: "y" }), Plot.areaX(densities, { x: (d) => -d.x, x1: 0, fx: (d) => d.i, y: "y", z: "i", fillOpacity: 0.2 }), Plot.lineX(densities, { x: (d) => -d.x, fx: (d) => d.i, z: "i", y: "y", }), Plot.dot( densities, Plot.selectFirst({ y: (d) => d.m, stroke: "#000", fx: (d) => d.i, z: "i", symbol: "circle", fill: "red", r: 4 }) ) ] })35:[] 30:{"id":"e5124db384ebe173","slug":"path-of-exile-economy","title":"Path of Exile Economy","thumbnail":"be2b4e2a1d24161882cfbeb8e3795726989f71a3844248b5c574a4bca85d8769","access_level":"public","create_time":"$D2024-01-01T22:19:27.270Z","update_time":"$D2024-02-05T13:51:09.733Z","view_time":null,"first_public_time":"$D2024-01-01T22:19:27.270Z","has_unpublished_edits":null,"fork":false,"stars":0,"starred":false,"owner":{"type":"team","id":"e334db7e51a78dca","login":"supermikal","name":"Mikal Hitsøy Henriksen","avatar_url":"https://avatars-next.observableusercontent.com/3494bf57b7ab1aa05cce1a2f4a53a5849448d33bb9fa90da0d1ea74a58548cdb","tier":"starter_2024"},"version":1625,"publish_version":null,"role":null,"authored":false,"authors":[{"type":"individual","id":"dd5ad0253f4ceb03","login":"supermikal","name":"Mikal Hitsøy Henriksen","avatar_url":"https://avatars-next.observableusercontent.com/3494bf57b7ab1aa05cce1a2f4a53a5849448d33bb9fa90da0d1ea74a58548cdb","tier":null}],"members":[{"type":"individual","id":"dd5ad0253f4ceb03","login":"supermikal","name":"Mikal Hitsøy Henriksen","avatar_url":"https://avatars-next.observableusercontent.com/3494bf57b7ab1aa05cce1a2f4a53a5849448d33bb9fa90da0d1ea74a58548cdb","tier":null,"role":"editor"},{"type":"individual","id":"c3d286e175fbab5e","login":"thomas-trautner","name":"Thomas Trautner","avatar_url":"https://avatars-next.observableusercontent.com/7ea42711e3c179f922fe7541f24200548c410b11c17336f858c02e7511aca84f","tier":null,"role":"editor"}],"comments":[],"custom_thumbnail":false,"trashed":false,"lapsed":null,"subscribed":null,"forks":1,"collection":null,"type":"notebook","body":{"titling":"auto","title":"Path of Exile Economy","cells":[{"id":0,"value":"# Path of Exile Economy\n## Analysis Experiments using poe.ninja data\nGoals:\n- Use visualization tools to analyze and isolate factors that determine value\n- Condense those factors into an item filter\n\nRelevant resources:\n- https://www.pathofexile.com/trade **(requires login ☹)** - the official player trading website, and source of economy data\n- https://poe.ninja/ - An economy analysis website, providing live and historical prices; no official public 3rd party API for live data but still usable\n- https://www.filterblade.xyz/ - the (probably) most popular and comprehensive in-game item filter (which limits and highlight items dropped by slain monsters); uses live economy data, related repo: https://github.com/NeverSinkDev/Filter-ItemEconomyAspects\n- https://www.poewiki.net/ - Official community wiki; can be queried for data (select format=json): https://www.poewiki.net/wiki/Special:CargoQuery","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":189,"value":"Here's data from poe.ninja's `denseoverviews` endpoint which gives a concise, categorized snapshot of the PoE market.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":3,"value":"async function getData(url) {\n const r = await fetch(\"https://corsproxy.io/?\" + encodeURIComponent(url));\n return r.ok\n ? r.json()\n : md`## 🛑 ${r.status} ${r.statusText}\\n~~~\\n${[...r.headers]\n .map(([name, value]) => `${name}: ${value}`)\n .join(\"\\n\")}\\n\\n${await r.text()}\\n~~~`;\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":624,"value":"data = await getData(\n \"https://poe.ninja/api/data/denseoverviews?league=Affliction\"\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":193,"value":"flatData = _.concat(data.currencyOverviews, data.itemOverviews).flatMap((cat) =>\n cat.lines.map((line) => ({\n name: line.name,\n type: cat.type,\n variant: line.variant?.split(\", \") ?? [],\n // \"chaos\" is the Chaos Orb item used as the de facto standard currency for trading, in addition to Divine Orbs for larger sums\n value: line.chaos\n }))\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":192,"value":"flatData","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":205,"value":"Divine Orbs are currently worth **${_.find(flatData, _.matchesProperty(\"name\", \"Divine Orb\")).value}** Chaos Orbs","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":1039,"value":"Types: ${_(flatData).map(\"type\").uniq().join(\", \")}","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":334,"value":"\n

${k}: ${v.sort().map((v) => htl.html`${v} `)}

","pinned":true,"hidden":false,"mode":"html","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":219,"value":"## Gems\nRead more here: https://www.poewiki.net/wiki/Gem","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":1060,"value":"rawGems = _.filter(flatData, [\"type\", \"SkillGem\"])","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1065,"value":"gemNames = _(rawGems).map(\"name\").uniq().value()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1082,"value":"gemNameBases = gemNames\n .filter(\n (it) =>\n !it.startsWith(\"Vaal\") &&\n !it.startsWith(\"Awakened\") &&\n gemNames.every((that) => !it.includes(that + \" of \"))\n )\n .sort((a, b) => b.length - a.length) // Longest names first","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1106,"value":"gemNameBases","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":1094,"value":"// Manual sanity check that there are no transfigurd gems left\ngemNameBases.filter((it) => it.includes(\" of \"))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":28,"value":"$32","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":227,"value":"gems","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":53,"value":"function parseGemVariant(v) {\n const g = /^(?\\d+)(?:\\/(?\\d+))?(?c)?$/.exec(\n v\n ).groups;\n return {\n level: +g.level,\n quality: g.quality ? +g.quality : 0,\n corrupted: !!g.corrupted\n };\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":86,"value":"gemMaxValue = _(gems)\n .groupBy(\"name\")\n .mapValues((v) => _.maxBy(v, \"value\").value)\n .value()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":255,"value":"gemsByName\n= _.groupBy(gems, \"name\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":182,"value":"gemLevels = _.mapValues(gemsByName, (gs) =>\n _(gs).map(\"level\").uniq().sortBy().value()\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":537,"value":"gemsByLevel = _.groupBy(gems, \"level\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1184,"value":"gemsByLevelUncorrupted = _(gems)\n .filter((it) => !it.corrupted)\n .groupBy(\"variant\")\n .value()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":503,"value":"gems20 = new Set(_(gemsByLevel[20]).concat(gemsByLevel[21]).map(\"name\"))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":241,"value":"gemQualities = _.groupBy(gems, \"quality\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":547,"value":"Plot.plot({\n x: { type: \"log\" },\n y: { type: \"point\" },\n marks: [\n Plot.frame(),\n Plot.dot(\n _(gems)\n // .filter((g) => g.variant == \"21/23c\")\n // .sortBy(\"value\")\n .value(),\n {\n // fy: (g) => (gems20.has(g.name) ? \"regular\" : \"low\"),\n fx: (g) => (g.exceptional ? \"Exceptional\" : \"Normal\"),\n fy: (g) => (g.awakened ? \"Awakened\" : \"Normal\"),\n // fill: \"baseName\",\n // y: (g) => `${g.quality}/${g.level}`,\n x: \"value\",\n y: \"variant\",\n // y: \"baseName\",\n // fill: \"quality\",\n // fill: (g) => g.quality,\n // stroke: (g) => (g.corrupted ? \"red\" : \"black\"),\n // fill: \"vaal\"\n // symbol: \"awakened\"\n symbol: (g) => +g.vaal + g.awakened * 2\n }\n )\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":465,"value":"gemPlot = (gs) =>\n Plot.plot({\n x: { type: \"point\" },\n y: { type: \"log\" },\n marks: [\n Plot.frame(),\n Plot.dot(gs, {\n // fy: (g) => (gems20.has(g.name) ? \"regular\" : \"low\"),\n // fy: \"quality\",\n x: \"level\",\n // x: (g) => `${g.quality}/${g.level}`,\n y: \"value\",\n fill: \"quality\",\n // fill: (g) => g.quality,\n stroke: (g) => (g.corrupted ? \"red\" : \"black\"),\n // fill: \"vaal\"\n // symbol: \"awakened\"\n symbol: (g) => +g.vaal + g.awakened * 2\n })\n ]\n })","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":516,"value":"gemPlot(_(gems).filter(_.flow([_.property(\"name\"), (g) => gems20.has(g)])))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":522,"value":"gemPlot(_(gems).filter(_.flow([_.property(\"name\"), (g) => !gems20.has(g)])))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":751,"value":"Plot.plot({\n // x: { axis: null },\n y: { type: \"log\" },\n color: { scheme: \"Plasma\" },\n marks: [\n Plot.frame(),\n Plot.dot(\n gems.filter((g) => g.level > 1),\n {\n x: \"baseName\",\n y: \"value\",\n r: (g) => (g.quality == 0 ? 1 : g.quality - 17),\n stroke: (g) => (g.corrupted ? \"red\" : \"black\"),\n // x: \"level\",\n // fx: \"quality\",\n x: (g) => `${g.level}/${g.quality}`,\n // x: (g) => `${g.quality}/${g.level}`,\n // fy: \"awakened\",\n fy: (g) =>\n g.exceptional ? \"ex\" : g.awakened ? \"aw\" : g.vaal ? \"vaal\" : \"\"\n // sort: { x: \"y\", reduce: \"proportion\" }\n }\n )\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":468,"value":"await getData(\n \"https://www.poewiki.net/index.php?title=Special:CargoExport&tables=skill%2C+items%2C&join+on=items._pageId%3Dskill._pageId&fields=items.name%2C+skill.max_level%2C&where=items.class_id+IN+%28%22Active+Skill+Gem%22%2C+%22Support+Skill+Gem%22%29&order+by=&limit=1000&format=csv\"\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":633,"value":"_.mapValues(gemsByName, (gs) =>\n _(gs)\n .filter(_.negate(_.property(\"corrupted\")))\n .groupBy(\"quality\")\n .value()\n)","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1051,"value":"### Gem Transformations","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":1203,"value":"md`${_.keys(gems[0]).join(\" | \")}`","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1211,"value":"// Sanity check: Mutually exclusive properties\nnew Set(\n gems.map(\n (g) =>\n (g.transfigured ? \"t\" : \"\") +\n (g.vaal ? \"v\" : \"\") +\n (g.awakened ? \"a\" : \"\")\n )\n)","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1419,"value":"tokenize = _.flow(_.pickBy, _.keys, _.join);\n","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1456,"value":"tokenize({ a: false, b: true, c: false, d: true })","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1053,"value":"$33","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":267,"value":"## BaseTypes\nEquipment like armor and jewelry have a base item type that define certain characteristics and possible affixes. They also have an item level, where certain affixes and affix tiers require a certain ilvl of the item (the highest requirement is ilvl 86, so it doesn't matter if an item has higher ilvl than that), and may also have one or two \"influences\" which enable further exclusive affixes.","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":269,"value":"baseTypes = _.filter(flatData, [\"type\", \"BaseType\"]).map((g) => ({\n name: g.name,\n value: g.value,\n ...parseBaseTypeVariant(g.variant)\n}))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":278,"value":"function parseBaseTypeVariant(v) {\n const influenceArray = v[1]?.split(\"/\").sort() ?? [];\n return {\n level: v[0],\n influence: influenceArray,\n influenceCount: influenceArray.length,\n influenceTag:\n influenceArray.length === 0\n ? \"0\"\n : influenceArray.length > 2\n ? \"All\"\n : influenceArray.length + influenceArray.map((i) => i[0]).join(\"\"),\n ..._([\"Hunter\", \"Warlord\", \"Redeemer\", \"Crusader\", \"Shaper\", \"Elder\"])\n .map((it) => [it.toLowerCase(), influenceArray.includes(it)])\n .fromPairs()\n .value()\n };\n}","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":812,"value":"baseTypes","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":294,"value":"Interestingly, it might be more valuable for an item to have a lower ilvl because there are fewer possible affixes available, which makes it more likely or easier to improve the chance to roll a desired affix. For example, here are the prices for the very rare Prismatic Jewel base type:\n\n${baseTypesByName[\"Prismatic Jewel\"].map(it=>`- ilvl ${it.level}: **${it.value}c**`).join(\"\\n\")}","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":289,"value":"baseTypesByName = _.groupBy(baseTypes, \"name\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":285,"value":"baseTypeLevels = _.groupBy(baseTypes, \"level\")","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":649,"value":"baseTypeInfluences = new Set(_.flatMap(baseTypes, \"influence\"))","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":896,"value":"groupedNormalizedBaseTypes = _(baseTypes)\n .groupBy(\"influenceTag\")\n .mapValues((items) => {\n const groupCount = _(items)\n .groupBy((it) => Math.round(Math.log(it.value)))\n .mapValues(\"length\")\n .toPairs()\n .value();\n const maxCount = _.maxBy(groupCount, 1)[1];\n return groupCount.map((it) => [it[0], it[1] / maxCount]);\n })\n .toPairs()\n .flatMap((group) =>\n group[1].map((it) => ({ tag: group[0], logValue: +it[0], count: it[1] }))\n )\n .value()","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":654,"value":"Plot.plot({\n color: {\n scheme: \"Magma\"\n },\n\n marks: [\n Plot.frame(),\n Plot.cell(groupedNormalizedBaseTypes, {\n x: \"tag\",\n y: \"logValue\",\n fill: \"count\",\n sort: { x: \"data\", reduce: (it) => _.maxBy(it, \"count\").logValue }\n })\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":835,"value":"Plot.plot({\n y: { type: \"log\" },\n marks: [\n Plot.frame(),\n Plot.boxY(baseTypes, {\n x: \"influenceTag\",\n y: \"value\",\n channels: { name: \"name\", level: \"level\" },\n tip: true\n })\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":665,"value":"Plot.plot({\n y: { type: \"log\" },\n marks: [\n Plot.frame(),\n Plot.dot(baseTypes, {\n r: (it) => +it.level.substring(0, 2) - 80,\n y: \"value\",\n x: \"influenceTag\",\n stroke: \"name\",\n sort: { x: \"y\", reduce: \"max\" },\n channels: { name: \"name\", level: \"level\" },\n tip: true\n })\n ]\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":959,"value":"Plot.plot({\n color: {\n scheme: \"Magma\"\n },\n\n marks: [\n Plot.cell(\n baseTypes,\n Plot.group(\n { fill: \"p99\" },\n {\n x: (it) => it.influence[0] ?? \"X\",\n y: (it) => it.influence[1] ?? \"X\",\n // fy: \"level\",\n // fill: \"value\"\n fill: (it) => Math.log(it.value)\n }\n )\n )\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1002,"value":"Plot.plot({\n width: 1000,\n color: {\n scheme: \"Magma\"\n },\n marks: [\n Plot.cell(\n baseTypes,\n Plot.groupX(\n { fill: \"p99\" },\n {\n filter: (it) => it.influenceCount <= 2,\n fx: (it) => it.influence[0] ?? \"X\",\n fy: (it) => it.influence[1] ?? \"X\",\n x: \"level\",\n // fill: \"value\"\n fill: (it) => Math.log(it.value)\n }\n )\n )\n ]\n})","pinned":true,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1045,"value":"$34","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1270,"value":"viewof useManualBw = Toggle({ label: 'Use bandwidth slider', value: true })","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1268,"value":"viewof manualBandwidth = Range([0, 1], {\n value: 0.4,\n label: \"Bandwidth\",\n disabled: !useManualBw\n})","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1056,"value":"densities = {\n const a = [];\n _(baseTypes)\n .groupBy(\"influenceTag\")\n .forOwn((items, tag) => {\n const raw = items.map((g) => Math.log(g.value)).sort((a, b) => a - b);\n const bandwidth = useManualBw ? manualBandwidth : bwEstimate(raw);\n const data2 = kde(epanechnikov(bandwidth), raw)(raw);\n data2.forEach((f) =>\n a.push({ y: f[0], x: f[1], i: tag, m: d3.median(raw) })\n );\n });\n return a;\n}","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1234,"value":"**Imports**","pinned":false,"hidden":false,"mode":"md","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"","database":"$undefined"},{"id":1237,"value":"//https://observablehq.com/@jonhelfman/plot-violin-chart-with-facet\nimport {kde, bwEstimate, epanechnikov} from \"@jonhelfman/plot-violin-chart-with-facet\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"},{"id":1272,"value":"import {Checkbox, Range, Toggle } from \"@observablehq/inputs\"","pinned":false,"hidden":false,"mode":"ojs","author":"$undefined","summary":"$undefined","providerMetadata":"$undefined","attachments":"$undefined","output":"$undefined","database":"$undefined"}],"files":"$W35","stdlib":"1"}} 31:"$30:body"