diff --git a/src/cli.js b/src/cli.js
index 982afee..33d0ff2 100755
--- a/src/cli.js
+++ b/src/cli.js
@@ -5,6 +5,7 @@ const path = require('path')
 const yargs = require('yargs')
 const chalk = require('chalk')
 const inquirer = require('inquirer')
+const didYouMean = require('didyoumean')
 
 const init = require('./init')
 const generate = require('./generate')
@@ -24,12 +25,22 @@ const yargv = yargs
   .alias('v', 'version')
   .version()
   .recommendCommands()
-  .command('generate', `Generate the list of contributors\n\nUSAGE: all-contributors generate`)
-  .command('add', `Add a new contributor\n\nUSAGE: all-contributors add <username> <comma-separated contributions>`)
-  .command('init', `Prepare the project to be used with this tool\n\nUSAGE: all-contributors init`)
+  .command(
+    'generate',
+    `Generate the list of contributors\n\nUSAGE: all-contributors generate`,
+  )
+  .command(
+    'add',
+    `Add a new contributor\n\nUSAGE: all-contributors add <username> <comma-separated contributions>`,
+  )
+  .command(
+    'init',
+    `Prepare the project to be used with this tool\n\nUSAGE: all-contributors init`,
+  )
   .command(
     'check',
-    `Compare contributors from the repository with the ones credited in .all-contributorsrc'\n\nUSAGE: all-contributors check`)
+    `Compare contributors from the repository with the ones credited in .all-contributorsrc'\n\nUSAGE: all-contributors check`,
+  )
   .boolean('commit')
   .default('files', ['README.md'])
   .default('contributorsPerLine', 7)
@@ -177,10 +188,11 @@ async function checkContributors(argv) {
 }
 
 async function fetchContributors(argv) {
-  const {reviewers, commitAuthors, issueCreators} = await getContributors(
-    argv.projectOwner,
-    argv.projectName,
-  )
+  const {
+    reviewers,
+    commitAuthors,
+    issueCreators /* , prCreators */,
+  } = await getContributors(argv.projectOwner, argv.projectName, true)
   const args = {...argv, _: []}
   const contributorsToAdd = []
   const learner = await getLearner()
@@ -193,35 +205,40 @@ async function fetchContributors(argv) {
     )
   })
 
+  const guessCategories = (item, itemType, contributor) => {
+    const guessedCategory = learner
+      .classify(item)
+      .find(ctr => ctr && ctr !== 'null')
+
+    if (!guessedCategory) {
+      console.warn(
+        `Oops, I couldn't find any category for the "${item}" ${itemType}`,
+      )
+
+      return
+    }
+
+    if (!contributor.contributions.includes(guessedCategory)) {
+      contributor.contributions.push(guessedCategory)
+
+      console.log(
+        `Adding ${chalk.blue(contributor.login)} for ${chalk.underline(
+          guessedCategory,
+        )}`,
+      )
+    }
+  }
+
   issueCreators.forEach(usr => {
     const contributor = {
       login: usr.login,
       contributions: [],
     }
+    //TODO: Look at the titles field and categories based on that.
 
-    usr.labels.forEach(lbl => {
-      const guessedCategory = learner
-        .classify(lbl)
-        .find(ctr => ctr && ctr !== 'null')
+    usr.labels.forEach(label => guessCategories(label, 'label', contributor))
 
-      if (!guessedCategory) {
-        console.warn(
-          `Oops, I couldn't find any category for the "${lbl}" label`,
-        )
-
-        return
-      }
-
-      if (!contributor.contributions.includes(guessedCategory)) {
-        contributor.contributions.push(guessedCategory)
-
-        console.log(
-          `Adding ${chalk.blue(usr.login)} for ${chalk.underline(
-            guessedCategory,
-          )}`,
-        )
-      }
-    })
+    usr.titles.forEach(title => guessCategories(title, 'title', contributor))
 
     const existingContributor = contributorsToAdd.find(
       ctr => ctr.login === usr.login,
@@ -234,6 +251,7 @@ async function fetchContributors(argv) {
     }
   })
 
+  //TODO Look at prCreators (including its titles field) and add contributions from there
   commitAuthors.forEach(usr => {
     const existingContributor = contributorsToAdd.find(
       ctr => ctr.login === usr.login,
@@ -331,6 +349,7 @@ promptForCommand(yargv)
       case 'fetch':
         return fetchContributors(yargv)
       default:
+        suggestCommands(command)
         throw new Error(`Unknown command ${command}`)
     }
   })
diff --git a/src/discover/index.js b/src/discover/index.js
index 4b69ea7..0a8c547 100644
--- a/src/discover/index.js
+++ b/src/discover/index.js
@@ -1,22 +1,44 @@
+const {join} = require('path')
+const {existsSync} = require('fs')
+const {writeFile, readFile} = require('fs/promises')
 const nyc = require('name-your-contributors')
 const {Spinner} = require('clui')
 
-const privateToken = (process.env && process.env.PRIVATE_TOKEN) || ''
+const privateToken =
+  process.env?.PRIVATE_TOKEN ?? process.env?.GITHUB_TOKEN ?? ''
 const loader = new Spinner('Loading...')
 
-const getContributors = async function(owner, name, token = privateToken) {
+const getContributors = async function (owner, name, cacheResult = false) {
   loader.start()
 
-  const contributors = await nyc.repoContributors({
-    token,
+  const options = {
+    token: privateToken,
     user: owner,
     repo: name,
     commits: true,
-  })
+  }
 
-  loader.stop()
+  // console.log('info provided:', options);
+  if (cacheResult) {
+    const nycOutputPath = join(__dirname, './nyc-output.json')
+    if (existsSync(nycOutputPath)) {
+      const contributors = await readFile(nycOutputPath)
+      loader.stop()
+      return JSON.parse(contributors)
+    } else {
+      loader.message('Getting repo contributors...')
+      const contributors = await nyc.repoContributors(options)
+      await writeFile(nycOutputPath, JSON.stringify(contributors, null, 2))
+      loader.stop()
+      return contributors
+    }
+  } else {
+    const contributors = await nyc.repoContributors(options)
 
-  return contributors
+    loader.stop()
+
+    return contributors
+  }
 }
 
 module.exports = {getContributors}
diff --git a/src/discover/learner.json b/src/discover/learner.json
index a6abac3..f10f572 100644
--- a/src/discover/learner.json
+++ b/src/discover/learner.json
@@ -1,25359 +1,56809 @@
 {
-  "createNewObjectString": "(pastTrainingSamples = []) => {\n  const {\n    multilabel,\n    Winnow,\n    EnhancedClassifier\n  } = require('limdu').classifiers; // Word extractor - a function that takes a sample and adds features to a given features set:\n\n\n  const TextClassifier = multilabel.BinaryRelevance.bind(0, {\n    binaryClassifierType: Winnow.bind(0, {\n      retrain_count: 10\n    })\n  });\n  const classifier = new EnhancedClassifier({\n    classifierType: TextClassifier,\n    featureExtractor: (input, features) => {\n      //similar to limdu.features.NGramsOfWords(1)\n      input.split(/[ \\t,;:.-_]/) //perhaps remove _ to keep emoji words joint\n      .filter(Boolean).forEach(word => {\n        features[word.toLowerCase()] = 1;\n      });\n    },\n    //or extract\n    pastTrainingSamples\n  });\n  return classifier;\n}",
-  "object": {
-    "classifier": {
-      "null": {
-        "positive_weights": {
-          "component": 0.00012083569345122674,
-          "concurrent": 13.18359375,
-          "mode": 13.18359375,
-          "bias": 1.807724459469599e-36,
-          "reconciler": 16,
-          "scheduler": 16,
-          "suspense": 8,
-          "confirmed": 10.125,
-          "conflicts": 4.5,
-          "contribution": 4,
-          "welcome": 8,
-          "critical": 9,
-          "difficulty": 7,
-          "challenging": 4,
-          "easy": 2,
-          "hard": 2,
-          "medium": 2,
-          "starter": 2,
-          "unknown": 3.5,
-          "or": 3.5,
-          "n": 3.5,
-          "a": 11.812499999999998,
-          "very": 2,
-          "do": 0.09765625000000003,
-          "not": 13.18359375,
-          "merge": 7.03125,
-          "duplicate": 9,
-          "enterprise": 4.5,
-          "enterprise-": 4,
-          "-backport": 4,
-          "feedback": 4,
-          "requested": 4,
-          "files": 8,
-          "(category)": 3.3295737438398647,
-          "first-timers-only": 4.5,
-          "flags": 8,
-          "fontawesome": 4,
-          "com": 4,
-          "food": 8,
-          "genders": 4,
-          "gh": 3.75,
-          "review": 0.21093749999999997,
-          "accepted": 7.5,
-          "go": 6.479999999999999,
-          "client": 2.4299999999999997,
-          "internal": 0.09000000000000001,
-          "release": 6.479999999999999,
-          "good": 0.37078857421875,
-          "first": 7.03125,
-          "issue": 7.03125,
-          "+": 2,
-          "has": 16,
-          "bounty": 4,
-          "pr": 0.4036552734375,
-          "help": 8.4375,
-          "wanted": 3.75,
-          "sos": 3.75,
-          "hi-pri": 4.5,
-          "high-priority": 4.5,
-          "hodor": 4.5,
-          "https": 4.5,
-          "ie": 9,
-          "import": 7.5,
-          "in": 7.5,
-          "progress": 3.75,
-          "started": 7.5,
-          "invalid": 8.4375,
-          "jquery": 4,
-          "differences": 4,
-          "jsonp-polling": 4.5,
-          "kbfs": 4.5,
-          "lks": 4.5,
-          "m": 4,
-          "s": 4,
-          "major": 4.5,
-          "mass": 4,
-          "purge": 4,
-          "minor": 4.5,
-          "proxy": 2,
-          "must-triage": 4.5,
-          "namespaces": 4.5,
-          "need-info": 4.5,
-          "needs": 12.599999999999998,
-          "example": 0.18984374999999998,
-          "app": 3.5999999999999996,
-          "failing": 2,
-          "test": 0.5625,
-          "browser": 8,
-          "testing": 2,
-          "changelog": 2,
-          "docs": 0.09375,
-          "documentation": 0.1875,
-          "info": 3.5,
-          "more": 3.5,
-          "man": 3.5,
-          "shrugging": 3.5,
-          "repro": 2,
-          "triage": 4.5,
-          "needs-more-info": 4.5,
-          "needs-research": 4.5,
-          "bug": 0.01736111111111112,
-          "on": 4,
-          "hold": 4,
-          "open": 4.5,
-          "opinions": 4,
-          "needed": 8,
-          "p": 4.5,
-          "pending": 2,
-          "planned": 16,
-          "feature": 0.13333333333333336,
-          "for": 3.5999999999999996,
-          "next": 2,
-          "pr-existing": 4.5,
-          "deprecation": 8,
-          "merged": 7,
-          "ready": 14.174999999999999,
-          "to": 0.8203125000000002,
-          "be": 3.5,
-          "reviewed-approved": 8,
-          "reviewed-changes-requested": 8,
-          "unreviewed": 8,
-          "wip": 9,
-          "priority": 8,
-          "high": 4,
-          "low": 2,
-          "production": 4.5,
-          "alpha": 2,
-          "released": 4.5,
-          "reminder": 4.5,
-          "resolution": 7.5,
-          "information": 2,
-          "support": 9.010162353515625,
-          "redirect": 3.75,
-          "spam": 4.5,
-          "spammy": 4.5,
-          "stale": 4.5,
-          "status": 15,
-          "heavy": 3.5,
-          "check": 3.5,
-          "mark": 3.5,
-          "available": 4,
-          "free": 2,
-          "cla": 7,
-          "signed": 7,
-          "code": 2,
-          "request": 0.6666666666666667,
-          "hacktoberfest": 0.234375,
-          "approved": 8.4375,
-          "construction": 2,
-          "worker": 2,
-          "detective": 2,
-          "left": 2,
-          "out": 2,
-          "luggage": 2,
-          "stop": 2,
-          "sign": 2,
-          "deploy": 2,
-          "passport": 2,
-          "control": 2,
-          "waiting": 2,
-          "wontfix": 4.5,
-          "work": 2,
-          "triage-done": 4.5,
-          "trivial": 4.5,
-          "type": 0.2966308593750001,
-          "archive": 8,
-          "repeat": 2,
-          "getting": 3.75,
-          "x": 7.119140625000002,
-          "non-library": 2,
-          "types": 4.5,
-          "unable": 7.03125,
-          "reproduce": 7.03125,
-          "unconfirmed": 4.5,
-          "upstream": 4.271484375000001,
-          "v": 4.5,
-          "writer-needed": 4.5,
-          "wrong": 4,
-          "repo": 4,
-          "xhr-polling": 4.5,
-          "core": 0.10546875,
-          "utilities": 0.10546875,
-          "developer": 0.10546875,
-          "tools": 0.10546875,
-          "dom": 0.22222222222222227,
-          "eslint": 0.28125,
-          "rules": 0.28125,
-          "hooks": 0.6666666666666667,
-          "optimizing": 0.75,
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-          "reactis": 0.6666666666666667,
-          "server": 0.75,
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-          "configuration": 0.5,
-          "csharp": 0.5,
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-          "discussion": 0.5,
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-          "greenkeeper": 0.5,
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-          "hacked": 0.5,
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-          "hot": 2,
-          "html": 0.5,
-          "htmlfile": 0.5,
-          "icebox": 0.5,
-          "infrastructure": 0.8,
-          "hammer": 0.8,
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-          "cleanup": 0.22222222222222227,
-          "internal-issue-created": 0.5,
-          "ios": 0.5,
-          "lang-crystal": 0.5,
-          "lang-dart": 0.5,
-          "lang-elixir": 0.5,
-          "lang-go": 0.5,
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-          "legal": 0.5,
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-          "generators": 2,
-          "bigint": 2,
-          "class": 2,
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-          "classes": 2,
-          "decorators": 2,
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-          "expressions": 0.75,
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-          "feedback": 0.33333333333333337,
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-          "files": 0.11111111111111113,
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-          "fontawesome": 0.33333333333333337,
-          "com": 0.33333333333333337,
-          "food": 0.11111111111111113,
-          "genders": 0.33333333333333337,
-          "gh": 0.375,
-          "review": 0.56953125,
-          "accepted": 0.125,
-          "go": 0.16000000000000003,
-          "client": 0.30000000000000004,
-          "internal": 2.4000000000000004,
-          "release": 0.16000000000000003,
-          "good": 0.926971435546875,
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+					"null"
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+					"eventOrganizing"
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+					"null"
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+					"null"
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+					"doc"
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+					"mentoring"
+				]
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+					"audio"
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+				]
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+					"maintenance"
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+					"null"
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+					"maintenance"
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+					"eventOrganizing"
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+					"ideas"
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+			},
+			{
+				"input": "phd",
+				"output": [
+					"research"
+				]
+			},
+			{
+				"input": "documentation :orange_book:",
+				"output": [
+					"doc"
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+			},
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+				"input": "type: invalid :x:",
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+					"null"
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+					"null"
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+			},
+			{
+				"input": "feat: e2e-cypress",
+				"output": [
+					"test"
+				]
+			},
+			{
+				"input": ":lipstick: ui",
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+				]
+			},
+			{
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+					"null"
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+			{
+				"input": "backdoor",
+				"output": [
+					"security"
+				]
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+			{
+				"input": "fund collection",
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+					"fundingFinding"
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+					"translation"
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+			{
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+					"fundingFinding"
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+					"maintenance"
+				]
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+				"input": "review",
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+					"review"
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+					"design"
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+			{
+				"input": "critical",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "business (category)",
+				"output": [
+					"business"
+				]
+			},
+			{
+				"input": "privacy",
+				"output": [
+					"security"
+				]
+			},
+			{
+				"input": "tests",
+				"output": [
+					"test"
+				]
+			},
+			{
+				"input": "duplicate",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "pr: breaking change :boom:",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "web app",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "test",
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+					"test"
+				]
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+			{
+				"input": "check",
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+					"review"
+				]
+			},
+			{
+				"input": "documentation",
+				"output": [
+					"doc"
+				]
+			},
+			{
+				"input": "television",
+				"output": [
+					"video"
+				]
+			},
+			{
+				"input": "uat",
+				"output": [
+					"test"
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+			},
+			{
+				"input": "backer",
+				"output": [
+					"financial"
+				]
+			},
+			{
+				"input": "exploit",
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+					"security"
+				]
+			},
+			{
+				"input": "requires upstream change",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "travis-yml",
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+			{
+				"input": "node",
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+					"platform"
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+			},
+			{
+				"input": "dev experience",
+				"output": [
+					"design"
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+			},
+			{
+				"input": "pr: bug fix",
+				"output": [
+					"bug"
+				]
+			},
+			{
+				"input": "backend",
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+					"code"
+				]
+			},
+			{
+				"input": "data cleaning",
+				"output": [
+					"data"
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+			},
+			{
+				"input": "pr: internal :house:",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": ":question: question",
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+					"question"
+				]
+			},
+			{
+				"input": "technical debt",
+				"output": [
+					"maintenance"
+				]
+			},
+			{
+				"input": "core",
+				"output": [
+					"maintenance"
+				]
+			},
+			{
+				"input": "client test",
+				"output": [
+					"userTesting"
+				]
+			},
+			{
+				"input": "weekly-digest",
+				"output": [
+					"blog"
+				]
+			},
+			{
+				"input": "component: shallow renderer",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "commerce",
+				"output": [
+					"business"
+				]
+			},
+			{
+				"input": "browser: ie",
+				"output": [
+					"platform"
+				]
+			},
+			{
+				"input": "hsl",
+				"output": [
+					"design"
+				]
+			},
+			{
+				"input": "status: left out",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": ".net standard",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "pr welcome",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "opinions needed",
+				"output": [
+					"ideas"
+				]
+			},
+			{
+				"input": "documents",
+				"output": [
+					"doc"
+				]
+			},
+			{
+				"input": "legacy",
+				"output": [
+					"maintenance"
+				]
+			},
+			{
+				"input": "grafana",
+				"output": [
+					"infra"
+				]
+			},
+			{
+				"input": "react native",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "lang-go",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "tutorial",
+				"output": [
+					"tutorial"
+				]
+			},
+			{
+				"input": "plugin",
+				"output": [
+					"plugin"
+				]
+			},
+			{
+				"input": "logo",
+				"output": [
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+				]
+			},
+			{
+				"input": ":grey_question: question",
+				"output": [
+					"question"
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+			},
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+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "browser: safari",
+				"output": [
+					"platform"
+				]
+			},
+			{
+				"input": "saltstack",
+				"output": [
+					"infra"
+				]
+			},
+			{
+				"input": "status: available",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "component: server rendering",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "htmlfile",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "theorem",
+				"output": [
+					"ideas"
+				]
+			},
+			{
+				"input": "social",
+				"output": [
+					"eventOrganizing"
+				]
+			},
+			{
+				"input": "internationalisation",
+				"output": [
+					"translation"
+				]
+			},
+			{
+				"input": "definition:enhancement",
+				"output": [
+					"maintenance"
+				]
+			},
+			{
+				"input": "enquire",
+				"output": [
+					"question"
+				]
+			},
+			{
+				"input": "packaging",
+				"output": [
+					"platform"
+				]
+			},
+			{
+				"input": "lang-r",
+				"output": [
+					"code"
+				]
+			},
+			{
+				"input": "type: regression :boom:",
+				"output": [
+					"bug"
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+			},
+			{
+				"input": "regression test",
+				"output": [
+					"test"
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+			{
+				"input": "new api proposal",
+				"output": [
+					"ideas"
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+				"output": [
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+			},
+			{
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+					"financial"
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+			{
+				"input": "bug report",
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+					"bug"
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+			},
+			{
+				"input": "type: performance",
+				"output": [
+					"maintenance"
+				]
+			},
+			{
+				"input": "new definition",
+				"output": [
+					"code"
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+			},
+			{
+				"input": "pr: documentation",
+				"output": [
+					"doc"
+				]
+			},
+			{
+				"input": ":boom: regression",
+				"output": [
+					"bug"
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+			},
+			{
+				"input": "clickup",
+				"output": [
+					"projectManagement"
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+			},
+			{
+				"input": "docs",
+				"output": [
+					"doc"
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+			},
+			{
+				"input": "installer",
+				"output": [
+					"tool"
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+			},
+			{
+				"input": "statement",
+				"output": [
+					"ideas"
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+			},
+			{
+				"input": "gcp",
+				"output": [
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+			},
+			{
+				"input": "bug",
+				"output": [
+					"bug"
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+			{
+				"input": "opinion",
+				"output": [
+					"ideas"
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+			},
+			{
+				"input": "accepted",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "html",
+				"output": [
+					"code"
+				]
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+			{
+				"input": "a11y",
+				"output": [
+					"a11y"
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+			},
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+					"code"
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+			{
+				"input": "unit test",
+				"output": [
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+			},
+			{
+				"input": "speak",
+				"output": [
+					"talk"
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+			},
+			{
+				"input": "brainstorming",
+				"output": [
+					"ideas"
+				]
+			},
+			{
+				"input": "backup",
+				"output": [
+					"maintenance"
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+			},
+			{
+				"input": "status: accepted",
+				"output": [
+					"null"
+				]
+			},
+			{
+				"input": "language",
+				"output": [
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+			},
+			{
+				"input": "bugfix",
+				"output": [
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+			{
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+				"output": [
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+			{
+				"input": "k8s",
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+			{
+				"input": "scrum",
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+					"projectManagement"
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+			{
+				"input": "paper",
+				"output": [
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+				"input": "upstream bug",
+				"output": [
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+			{
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+				"output": [
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+			{
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+			{
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+				"output": [
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+			{
+				"input": "tv show",
+				"output": [
+					"video"
+				]
+			},
+			{
+				"input": ":apple: ios",
+				"output": [
+					"platform"
+				]
+			},
+			{
+				"input": "priority: low",
+				"output": [
+					"null"
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+			},
+			{
+				"input": "spec: async functions",
+				"output": [
+					"doc"
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+			},
+			{
+				"input": "target:gnu/linux",
+				"output": [
+					"platform"
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+			},
+			{
+				"input": "focus groups",
+				"output": [
+					"userTesting"
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+			{
+				"input": "dependency-update",
+				"output": [
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+				"input": "dependency related",
+				"output": [
+					"maintenance"
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+			{
+				"input": "wip",
+				"output": [
+					"null"
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+			},
+			{
+				"input": "bootstrap",
+				"output": [
+					"tool"
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+			{
+				"input": "developer experience",
+				"output": [
+					"design"
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+			{
+				"input": "breaking change",
+				"output": [
+					"code"
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+			{
+				"input": "usability",
+				"output": [
+					"a11y"
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+			},
+			{
+				"input": "*nix",
+				"output": [
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+			{
+				"input": "externs",
+				"output": [
+					"plugin"
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+			{
+				"input": "critique",
+				"output": [
+					"review"
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+			{
+				"input": "prince2",
+				"output": [
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+			{
+				"input": "demonstration",
+				"output": [
+					"example"
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+				"output": [
+					"maintenance"
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+			{
+				"input": "pr: docs :memo:",
+				"output": [
+					"doc"
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+					"platform"
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+			{
+				"input": "revisitinfuture",
+				"output": [
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+					"ideas"
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+			},
+			{
+				"input": "priority: high",
+				"output": [
+					"null"
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+			},
+			{
+				"input": "cmty:bug-report",
+				"output": [
+					"bug"
+				]
+			}
+		]
+	}
+}
\ No newline at end of file