diff --git a/.snyk b/.snyk index 29509a0..2aa1c8d 100644 --- a/.snyk +++ b/.snyk @@ -1,4 +1,122 @@ # Snyk (https://snyk.io) policy file, patches or ignores known vulnerabilities. -version: v1.13.5 -ignore: {} +version: v1.19.0 +# ignores vulnerabilities until expiry date; change duration by modifying expiry date +ignore: + SNYK-JS-MINIMIST-559764: + - libnpm > pacote > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.037Z' + - libcipm > pacote > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.037Z' + - libnpm > pacote > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.038Z' + - libnpm > libnpmaccess > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.038Z' + - libnpm > libnpmhook > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.041Z' + - libnpm > libnpmorg > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.041Z' + - libnpm > libnpmpublish > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.041Z' + - libnpm > libnpmsearch > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.042Z' + - libnpm > libnpmteam > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.042Z' + - libnpm > npm-profile > npm-registry-fetch > make-fetch-happen > cacache > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.042Z' + - libnpm > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.043Z' + - libcipm > pacote > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.043Z' + - libnpm > pacote > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.043Z' + - libcipm > pacote > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.044Z' + - libnpm > pacote > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.044Z' + - libnpm > libnpmaccess > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.044Z' + - libnpm > libnpmhook > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.044Z' + - libnpm > libnpmorg > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.044Z' + - libnpm > libnpmpublish > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.045Z' + - libnpm > libnpmsearch > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.045Z' + - libnpm > libnpmteam > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.045Z' + - libnpm > npm-profile > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.045Z' + - libcipm > pacote > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.045Z' + - libnpm > pacote > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.046Z' + - libnpm > libnpmaccess > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.046Z' + - libnpm > libnpmhook > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.046Z' + - libnpm > libnpmorg > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.046Z' + - libnpm > libnpmpublish > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.046Z' + - libnpm > libnpmsearch > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.047Z' + - libnpm > libnpmteam > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.047Z' + - libnpm > npm-profile > npm-registry-fetch > make-fetch-happen > cacache > move-concurrently > copy-concurrently > mkdirp > minimist: + reason: None given + expires: '2020-09-17T17:36:12.047Z' + SNYK-JS-YARGSPARSER-560381: + - '@iarna/cli > yargs > yargs-parser': + reason: None given + expires: '2020-09-17T17:36:12.047Z' + - libcipm > lock-verify > @iarna/cli > yargs > yargs-parser: + reason: None given + expires: '2020-09-17T17:36:12.048Z' + - libnpm > lock-verify > @iarna/cli > yargs > yargs-parser: + reason: None given + expires: '2020-09-17T17:36:12.048Z' + - tvt-split > yargs > yargs-parser: + reason: None given + expires: '2020-09-17T17:36:12.048Z' + 'npm:mem:20180117': + - '@iarna/cli > yargs > os-locale > mem': + reason: None given + expires: '2020-09-17T17:36:12.048Z' + - libcipm > lock-verify > @iarna/cli > yargs > os-locale > mem: + reason: None given + expires: '2020-09-17T17:36:12.048Z' + - libnpm > lock-verify > @iarna/cli > yargs > os-locale > mem: + reason: None given + expires: '2020-09-17T17:36:12.049Z' patch: {} diff --git a/README.md b/README.md index be58a00..1005887 100644 --- a/README.md +++ b/README.md @@ -2,12 +2,12 @@ -- [ac-learn](#ac-learn) - - [Install](#install) - - [Documentation](#documentation) - - [Learner](#learner) - - [ConfusionMatrix](#confusionmatrix) - - [Contributors](#contributors) +* [ac-learn](#ac-learn) + * [Install](#install) + * [Documentation](#documentation) + * [Learner](#learner) + * [ConfusionMatrix](#confusionmatrix) + * [Contributors](#contributors) @@ -65,112 +65,112 @@ writeFileSync('your-learner.json', JSON.stringify(jsonData)) #### Table of Contents -- [Learner](#learner) - - [Parameters](#parameters) - - [Examples](#examples) - - [train](#train) - - [Parameters](#parameters-1) - - [eval](#eval) - - [Parameters](#parameters-2) - - [serializeClassifier](#serializeclassifier) - - [serializeAndSaveClassifier](#serializeandsaveclassifier) - - [Parameters](#parameters-3) - - [deserializeClassifier](#deserializeclassifier) - - [Parameters](#parameters-4) - - [loadAndDeserializeClassifier](#loadanddeserializeclassifier) - - [Parameters](#parameters-5) - - [classify](#classify) - - [Parameters](#parameters-6) - - [crossValidate](#crossvalidate) - - [Parameters](#parameters-7) - - [backClassify](#backclassify) - - [Parameters](#parameters-8) - - [toJSON](#tojson) - - [fromJSON](#fromjson) - - [Parameters](#parameters-9) - - [getCategoryPartition](#getcategorypartition) - - [Parameters](#parameters-10) - - [getStats](#getstats) - - [Parameters](#parameters-11) -- [ConfusionMatrix](#confusionmatrix) - - [addEntry](#addentry) - - [Parameters](#parameters-12) - - [setEntry](#setentry) - - [Parameters](#parameters-13) - - [getEntry](#getentry) - - [Parameters](#parameters-14) - - [getTotal](#gettotal) - - [getTP](#gettp) - - [Parameters](#parameters-15) - - [getFP](#getfp) - - [Parameters](#parameters-16) - - [getFN](#getfn) - - [Parameters](#parameters-17) - - [getTN](#gettn) - - [Parameters](#parameters-18) - - [getDiagonal](#getdiagonal) - - [getTrue](#gettrue) - - [getFalse](#getfalse) - - [getPositive](#getpositive) - - [Parameters](#parameters-19) - - [getNegative](#getnegative) - - [Parameters](#parameters-20) - - [getPredPositive](#getpredpositive) - - [Parameters](#parameters-21) - - [getPredNegative](#getprednegative) - - [Parameters](#parameters-22) - - [getSupport](#getsupport) - - [Parameters](#parameters-23) - - [getAccuracy](#getaccuracy) - - [Parameters](#parameters-24) - - [getMicroAccuracy](#getmicroaccuracy) - - [getMacroAccuracy](#getmacroaccuracy) - - [getWeightedAccuracy](#getweightedaccuracy) - - [getTotalPositiveRate](#gettotalpositiverate) - - [Parameters](#parameters-25) - - [getMicroRecall](#getmicrorecall) - - [getMacroRecall](#getmacrorecall) - - [getWeightedRecall](#getweightedrecall) - - [getPositivePredictiveValue](#getpositivepredictivevalue) - - [Parameters](#parameters-26) - - [getPositivePredictiveValue](#getpositivepredictivevalue-1) - - [Parameters](#parameters-27) - - [getMicroPrecision](#getmicroprecision) - - [getMacroPrecision](#getmacroprecision) - - [getWeightedPrecision](#getweightedprecision) - - [getMicroF1](#getmicrof1) - - [getMacroF1](#getmacrof1) - - [getWeightedF1](#getweightedf1) - - [getFalseNegativeRate](#getfalsenegativerate) - - [Parameters](#parameters-28) - - [getMicroMissRate](#getmicromissrate) - - [getMacroMissRate](#getmacromissrate) - - [getWeightedMissRate](#getweightedmissrate) - - [getFalsePositiveRate](#getfalsepositiverate) - - [Parameters](#parameters-29) - - [getMicroFallOut](#getmicrofallout) - - [getMacroFallOut](#getmacrofallout) - - [getWeightedFallOut](#getweightedfallout) - - [getTrueNegativeRate](#gettruenegativerate) - - [Parameters](#parameters-30) - - [getMicroSpecificity](#getmicrospecificity) - - [getMacroSpecificity](#getmacrospecificity) - - [getWeightedSpecificity](#getweightedspecificity) - - [getPrevalence](#getprevalence) - - [Parameters](#parameters-31) - - [getMicroPrevalence](#getmicroprevalence) - - [getMacroPrevalence](#getmacroprevalence) - - [getWeightedPrevalence](#getweightedprevalence) - - [toString](#tostring) - - [Parameters](#parameters-32) - - [Examples](#examples-1) - - [toTable](#totable) - - [Parameters](#parameters-33) - - [getShortStats](#getshortstats) - - [Parameters](#parameters-34) - - [getStats](#getstats-1) - - [fromData](#fromdata) - - [Parameters](#parameters-35) +* [Learner](#learner) + * [Parameters](#parameters) + * [Examples](#examples) + * [train](#train) + * [Parameters](#parameters-1) + * [eval](#eval) + * [Parameters](#parameters-2) + * [serializeClassifier](#serializeclassifier) + * [serializeAndSaveClassifier](#serializeandsaveclassifier) + * [Parameters](#parameters-3) + * [deserializeClassifier](#deserializeclassifier) + * [Parameters](#parameters-4) + * [loadAndDeserializeClassifier](#loadanddeserializeclassifier) + * [Parameters](#parameters-5) + * [classify](#classify) + * [Parameters](#parameters-6) + * [crossValidate](#crossvalidate) + * [Parameters](#parameters-7) + * [backClassify](#backclassify) + * [Parameters](#parameters-8) + * [toJSON](#tojson) + * [fromJSON](#fromjson) + * [Parameters](#parameters-9) + * [getCategoryPartition](#getcategorypartition) + * [Parameters](#parameters-10) + * [getStats](#getstats) + * [Parameters](#parameters-11) +* [ConfusionMatrix](#confusionmatrix) + * [addEntry](#addentry) + * [Parameters](#parameters-12) + * [setEntry](#setentry) + * [Parameters](#parameters-13) + * [getEntry](#getentry) + * [Parameters](#parameters-14) + * [getTotal](#gettotal) + * [getTP](#gettp) + * [Parameters](#parameters-15) + * [getFP](#getfp) + * [Parameters](#parameters-16) + * [getFN](#getfn) + * [Parameters](#parameters-17) + * [getTN](#gettn) + * [Parameters](#parameters-18) + * [getDiagonal](#getdiagonal) + * [getTrue](#gettrue) + * [getFalse](#getfalse) + * [getPositive](#getpositive) + * [Parameters](#parameters-19) + * [getNegative](#getnegative) + * [Parameters](#parameters-20) + * [getPredPositive](#getpredpositive) + * [Parameters](#parameters-21) + * [getPredNegative](#getprednegative) + * [Parameters](#parameters-22) + * [getSupport](#getsupport) + * [Parameters](#parameters-23) + * [getAccuracy](#getaccuracy) + * [Parameters](#parameters-24) + * [getMicroAccuracy](#getmicroaccuracy) + * [getMacroAccuracy](#getmacroaccuracy) + * [getWeightedAccuracy](#getweightedaccuracy) + * [getTotalPositiveRate](#gettotalpositiverate) + * [Parameters](#parameters-25) + * [getMicroRecall](#getmicrorecall) + * [getMacroRecall](#getmacrorecall) + * [getWeightedRecall](#getweightedrecall) + * [getPositivePredictiveValue](#getpositivepredictivevalue) + * [Parameters](#parameters-26) + * [getPositivePredictiveValue](#getpositivepredictivevalue-1) + * [Parameters](#parameters-27) + * [getMicroPrecision](#getmicroprecision) + * [getMacroPrecision](#getmacroprecision) + * [getWeightedPrecision](#getweightedprecision) + * [getMicroF1](#getmicrof1) + * [getMacroF1](#getmacrof1) + * [getWeightedF1](#getweightedf1) + * [getFalseNegativeRate](#getfalsenegativerate) + * [Parameters](#parameters-28) + * [getMicroMissRate](#getmicromissrate) + * [getMacroMissRate](#getmacromissrate) + * [getWeightedMissRate](#getweightedmissrate) + * [getFalsePositiveRate](#getfalsepositiverate) + * [Parameters](#parameters-29) + * [getMicroFallOut](#getmicrofallout) + * [getMacroFallOut](#getmacrofallout) + * [getWeightedFallOut](#getweightedfallout) + * [getTrueNegativeRate](#gettruenegativerate) + * [Parameters](#parameters-30) + * [getMicroSpecificity](#getmicrospecificity) + * [getMacroSpecificity](#getmacrospecificity) + * [getWeightedSpecificity](#getweightedspecificity) + * [getPrevalence](#getprevalence) + * [Parameters](#parameters-31) + * [getMicroPrevalence](#getmicroprevalence) + * [getMacroPrevalence](#getmacroprevalence) + * [getWeightedPrevalence](#getweightedprevalence) + * [toString](#tostring) + * [Parameters](#parameters-32) + * [Examples](#examples-1) + * [toTable](#totable) + * [Parameters](#parameters-33) + * [getShortStats](#getshortstats) + * [Parameters](#parameters-34) + * [getStats](#getstats-1) + * [fromData](#fromdata) + * [Parameters](#parameters-35) ### Learner @@ -178,26 +178,13 @@ NodeJS Classification-based learner. #### Parameters -- `opts` - **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** - Options. - - `opts.dataset` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** - Dataset (for training and testing) (optional, default - `require('./conv')('io')`) - - `opts.splits` - **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** - Dataset split percentage for the training/validation set (default: - 70%/15%/15%) (optional, default `[.7,.15]`) - - `opts.classifier` **function (): - [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** - Classifier builder function (optional, default `classifierBuilder`) - - `opts.pastTrainingSamples` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** - Past training samples for the classifier (optional, default `[]`) - - `opts.classes` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** - List of classes (categories) (optional, default `require('./categories')`) +* `opts` **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Options. + + * `opts.dataset` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** Dataset (for training and testing) (optional, default `require('./conv')('io')`) + * `opts.splits` **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Dataset split percentage for the training/validation set (default: 70%/15%/15%) (optional, default `[.7,.15]`) + * `opts.classifier` **function (): [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Classifier builder function (optional, default `classifierBuilder`) + * `opts.pastTrainingSamples` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** Past training samples for the classifier (optional, default `[]`) + * `opts.classes` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** List of classes (categories) (optional, default `require('./categories')`) #### Examples @@ -211,18 +198,15 @@ Using a custom dataset ```javascript const learner = new Learner({ - dataset: [ - {input: 'something bad', output: 'bad'}, - {input: 'a good thing', output: 'good'}, - ], -}) + dataset: [{input: 'something bad', output: 'bad'}, {input: 'a good thing', output: 'good'}] + }) ``` Using a specified classifier function ```javascript const learner = new Learner({ - classifier: myClassifierBuilderFn, //see {@link module:./classifier} for an example (or checkout `limdu`'s examples) + classifier: myClassifierBuilderFn //see {@link module:./classifier} for an example (or checkout `limdu`'s examples) }) ``` @@ -230,7 +214,7 @@ Changing the train/test split percentage ```javascript const learner = new Learner({ - splits: [0.6, 0.2], + splits: [.6, .2] }) ``` @@ -238,10 +222,7 @@ const learner = new Learner({ ```javascript const learner = new Learner({ - pastTrainingSamples: [ - {input: 'something bad', output: 'bad'}, - {input: 'a good thing', output: 'good'}, - ], + pastTrainingSamples: [{input: 'something bad', output: 'bad'}, {input: 'a good thing', output: 'good'}] }) ``` @@ -249,170 +230,103 @@ const learner = new Learner({ ##### Parameters -- `trainSet` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** - Training set (optional, default `this.trainSet`) +* `trainSet` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)>** Training set (optional, default `this.trainSet`) #### eval ##### Parameters -- `log` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Log events (optional, default `false`) +* `log` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Log events (optional, default `false`) -Returns -**[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** -Statistics from a confusion matrix +Returns **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Statistics from a confusion matrix #### serializeClassifier -Returns -**[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** -Serialized classifier +Returns **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Serialized classifier #### serializeAndSaveClassifier ##### Parameters -- `file` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Filename (optional, default `'classifier.json'`) +* `file` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Filename (optional, default `'classifier.json'`) -Returns -**[Promise](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Promise)<([string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String) -\| -[Error](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Error))>** -Serialized classifier +Returns **[Promise](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Promise)<([string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String) | [Error](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Error))>** Serialized classifier #### deserializeClassifier ##### Parameters -- `serializedClassifier` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - . +* `serializedClassifier` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** . -Returns -**[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** -Deserialized classifier +Returns **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Deserialized classifier #### loadAndDeserializeClassifier ##### Parameters -- `file` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Filename (optional, default `'classifier.json'`) +* `file` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Filename (optional, default `'classifier.json'`) -Returns -**[Promise](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Promise)<([string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String) -\| -[Error](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Error))>** -Deserialized classifier +Returns **[Promise](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Promise)<([string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String) | [Error](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Error))>** Deserialized classifier #### classify ##### Parameters -- `data` **{input: any, output: any}** Data to classify +* `data` **{input: any, output: any}** Data to classify -Returns -**[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** -Classes +Returns **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** Classes #### crossValidate ##### Parameters -- `numOfFolds` - **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** - Cross-validation folds (optional, default `5`) -- `verboseLevel` - **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** - Verbosity level on limdu's explainations (optional, default `0`) -- `log` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Cross-validation logging (optional, default `false`) - -Returns **{microAvg: -[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), -macroAvg: -[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)}** -Averages +* `numOfFolds` **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Cross-validation folds (optional, default `5`) +* `verboseLevel` **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Verbosity level on limdu's explainations (optional, default `0`) +* `log` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Cross-validation logging (optional, default `false`) + +Returns **{microAvg: [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), macroAvg: [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)}** Averages #### backClassify ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Category name. +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Category name. -Returns -**[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** -Labels associated with `category` +Returns **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** Labels associated with `category` #### toJSON JSON representation of the learner with the serialized classification model. -Returns -**[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** -JSON representation +Returns **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** JSON representation #### fromJSON ##### Parameters -- `json` - **([JSON](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/JSON) - \| - [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object))** - JSON form +* `json` **([JSON](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/JSON) | [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object))** JSON form Returns **[Learner](#learner)** Generated learner from `json` #### getCategoryPartition -Get the observational overall/train/validation/test count for each classes in -the associated dataset. +Get the observational overall/train/validation/test count for each classes in the associated dataset. ##### Parameters -- `log` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Log events (optional, default `false`) -- `outputFile` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Filename for the output (to be used by chart.html) (optional, default `''`) - -Returns -**[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String), -{overall: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -test: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -validation: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -train: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)}>** -Partitions +* `log` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Log events (optional, default `false`) +* `outputFile` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Filename for the output (to be used by chart.html) (optional, default `''`) + +Returns **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String), {overall: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), test: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), validation: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), train: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)}>** Partitions #### getStats ##### Parameters -- `log` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Log events (optional, default `false`) -- `categoryPartitionOutput` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Filename for the output of the category partitions. (optional, default `''`) +* `log` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Log events (optional, default `false`) +* `categoryPartitionOutput` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Filename for the output of the category partitions. (optional, default `''`) -Returns -**[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** -Statistics +Returns **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Statistics ### ConfusionMatrix @@ -422,193 +336,131 @@ Multi-class focused confusion matrix. ##### Parameters -- `actual` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Actual class -- `predicted` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Predicted class +* `actual` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Actual class +* `predicted` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Predicted class -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -Updated entry +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Updated entry #### setEntry ##### Parameters -- `actual` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Actual class -- `predicted` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Predicted class -- `val` - **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** - New entry +* `actual` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Actual class +* `predicted` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Predicted class +* `val` **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** New entry #### getEntry ##### Parameters -- `actual` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Actual class -- `predicted` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Predicted class +* `actual` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Actual class +* `predicted` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Predicted class -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -Entry +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Entry #### getTotal Get the total count of **all** entries. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -Total count +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Total count #### getTP -Number of elements _in_ the `category` class correctly predicted. +Number of elements *in* the `category` class correctly predicted. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -True Positives +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** True Positives #### getFP -Number of elements that _aren't in_ the `category` class but predicted as such. +Number of elements that *aren't in* the `category` class but predicted as such. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -False Positives +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** False Positives #### getFN -Number of elements _in_ the `category` class but predicted as not being in it. +Number of elements *in* the `category` class but predicted as not being in it. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -False Negatives +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** False Negatives #### getTN -Number of elements that _aren't in_ the `category` class correctly predicted. +Number of elements that *aren't in* the `category` class correctly predicted. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -True Negatives +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** True Negatives #### getDiagonal Diagonal of truth (top-left → bottom-right) -Returns -**[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)>** -Numbers in the diagonal +Returns **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)>** Numbers in the diagonal #### getTrue Number of correct (truthful) predictions. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TP +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TP #### getFalse Number of incorrect predictions. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -FP + FN +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** FP + FN #### getPositive -Number of real (actual) "positive" elements (i.e. elements that belong to the -`category` class). +Number of real (actual) "positive" elements (i.e. elements that belong to the `category` class). ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TP + FN +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TP + FN #### getNegative -Number of real (actual) "negative" elements (i.e. elements that don't belong to -the `category` class). +Number of real (actual) "negative" elements (i.e. elements that don't belong to the `category` class). ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TN + FP +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TN + FP #### getPredPositive -Number of predicted "positive" elements (i.e. elements guessed as belonging to -the `category` class). +Number of predicted "positive" elements (i.e. elements guessed as belonging to the `category` class). ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TP + FN +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TP + FN #### getPredNegative -Number of predicted "negative" elements (i.e. elements guessed as not belonging -to the `category` class). +Number of predicted "negative" elements (i.e. elements guessed as not belonging to the `category` class). ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TN + FP +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TN + FP #### getSupport @@ -616,13 +468,9 @@ Support value (count/occurrences) of `category` in the matrix ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category to look at +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category to look at -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -Support value +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** Support value #### getAccuracy @@ -630,38 +478,27 @@ Prediction accuracy for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP + TN) / (TP + TN + FP + FN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP + TN) / (TP + TN + FP + FN) #### getMicroAccuracy Micro-average of accuracy. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP0 + ... + TPn + TN0 + ... + TNn) / (TP0 + ... + TPn + TN0 + ... + TNn + FP0 + -... + FPn + FN0 + ... + FNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP0 + ... + TPn + TN0 + ... + TNn) / (TP0 + ... + TPn + TN0 + ... + TNn + FP0 + ... + FPn + FN0 + ... + FNn) #### getMacroAccuracy Macro-average of accuracy. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(A0 + ...+ An_1) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (A0 + ...+ An\_1) / n #### getWeightedAccuracy Weighted accuracy. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(A0 _ s0 + ... + An _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (A0 \* s0 + ... + An \* sn) / Total #### getTotalPositiveRate @@ -669,37 +506,27 @@ Predicition recall. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TP / (TP + FN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TP / (TP + FN) #### getMicroRecall Micro-average of recall. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP0 + ... + TPn) / (TP0 + ... + TPn + FN0 + ... + FNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP0 + ... + TPn) / (TP0 + ... + TPn + FN0 + ... + FNn) #### getMacroRecall Macro-average of recall. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(R0 + R1 + ... + Rn-1) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (R0 + R1 + ... + Rn-1) / n #### getWeightedRecall Weighted recalll. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(R0 _ s0 + ... + Rn _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (R0 \* s0 + ... + Rn \* sn) / Total #### getPositivePredictiveValue @@ -707,13 +534,9 @@ Prediction precision for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TP / (TP + FP) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TP / (TP + FP) #### getPositivePredictiveValue @@ -721,62 +544,45 @@ Prediction F1 score for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -2 _ (Pr _ R) / (Pr + R) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** 2 \* (Pr \* R) / (Pr + R) #### getMicroPrecision Micro-average of the precision. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP0 + ... + TPn) / (TP0 + ... + TPn + FP0 + ... FPn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP0 + ... + TPn) / (TP0 + ... + TPn + FP0 + ... FPn) #### getMacroPrecision Macro-average of the precsion. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Pr0 + Pr1 + ... + Pr_n-1) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Pr0 + Pr1 + ... + Pr\_n-1) / n #### getWeightedPrecision Weighted precision. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Pr0 _ s0 + ... + Prn _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Pr0 \* s0 + ... + Prn \* sn) / Total #### getMicroF1 Micro-average of the F1 score. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -2 _ (TP0 + ... + TPn) / (2 _ (TP0 + ... + TPn) + (FN0 + ... + FNn) + (FP0 + -... + FPn)) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** 2 \* (TP0 + ... + TPn) / (2 \* (TP0 + ... + TPn) + (FN0 + ... + FNn) + (FP0 + ... + FPn)) #### getMacroF1 Macro-average of the F1 score. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(F0_1 + F1_1 + ... + F_n-1_1) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (F0\_1 + F1\_1 + ... + F\_n-1\_1) / n #### getWeightedF1 Weighted F1. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(F0*1 * s0 + ... + Fn*1 * sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (F0\_1 \* s0 + ... + Fn\_1 \* sn) / Total #### getFalseNegativeRate @@ -784,37 +590,27 @@ Miss rates on predictions for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -FN / (TP + FN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** FN / (TP + FN) #### getMicroMissRate Micro-average of the miss rate. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(FN0 + ... + FNn) / (TP0 + ... + TPn + FN0 + ... FNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (FN0 + ... + FNn) / (TP0 + ... + TPn + FN0 + ... FNn) #### getMacroMissRate Macro-average of the miss rate. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(M0 + M1 + ... + Mn) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (M0 + M1 + ... + Mn) / n #### getWeightedMissRate Weighted miss rate. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(M0 _ s0 + ... + Mn _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (M0 \* s0 + ... + Mn \* sn) / Total #### getFalsePositiveRate @@ -822,37 +618,27 @@ Fall out (false alarm) on predictions for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -FP / (FP + TN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** FP / (FP + TN) #### getMicroFallOut Micro-average of the fall out. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(FP0 + ... + FPn) / (FP0 + ... + FPn + TN0 + ... TNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (FP0 + ... + FPn) / (FP0 + ... + FPn + TN0 + ... TNn) #### getMacroFallOut Macro-average of the fall out. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Fo0 + Fo1 + ... + Fo_n) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Fo0 + Fo1 + ... + Fo\_n) / n #### getWeightedFallOut Weighted fall out. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Fo0 _ s0 + ... + Fon _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Fo0 \* s0 + ... + Fon \* sn) / Total #### getTrueNegativeRate @@ -860,37 +646,27 @@ Specificity on predictions for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -TN / (FP + TN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** TN / (FP + TN) #### getMicroSpecificity Micro-average of the specificity. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TN0 + ... + TNn) / (FP0 + ... + FPn + TN0 + ... TNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TN0 + ... + TNn) / (FP0 + ... + FPn + TN0 + ... TNn) #### getMacroSpecificity Macro-average of the specificity. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(S0 + S1 + ... + Sn) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (S0 + S1 + ... + Sn) / n #### getWeightedSpecificity Weighted specificity. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(S0 _ s0 + ... + Sn _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (S0 \* s0 + ... + Sn \* sn) / Total #### getPrevalence @@ -898,38 +674,27 @@ Prevalence on predictions for `category`. ##### Parameters -- `category` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Class/category considered as positive +* `category` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Class/category considered as positive -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP + FN) / (TP + TN + FP + FN) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP + FN) / (TP + TN + FP + FN) #### getMicroPrevalence Micro-average of the prevalence. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(TP0 + ... + TPn + FN0 + ... + FNn) / (TP0 + ... + TPn + TN0 + ... + TNn + FP0 + -... + FPn + FN0 + ... + FNn) +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (TP0 + ... + TPn + FN0 + ... + FNn) / (TP0 + ... + TPn + TN0 + ... + TNn + FP0 + ... + FPn + FN0 + ... + FNn) #### getMacroPrevalence Macro-average of the prevalence. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Pe0 + Pe1 + ... + Pen) / n +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Pe0 + Pe1 + ... + Pen) / n #### getWeightedPrevalence Weighted prevalence. -Returns -**[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** -(Pe0 _ s0 + ... + Pen _ sn) / Total +Returns **[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number)** (Pe0 \* s0 + ... + Pen \* sn) / Total #### toString @@ -937,19 +702,12 @@ Textual tabular representation of the confusion matrix. ##### Parameters -- `opt` - **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** - Options (optional, default `{}`) - - `opt.split` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Split the classes in half (→ 2 matrices) (optional, default `false`) - - `opt.clean` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Remove empty column/row pairs (optional, default `false`) - - `opt.colours` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Colourize cells (optional, default `true`) - - `opt.maxValue` (optional, default `100`) +* `opt` **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Options (optional, default `{}`) + + * `opt.split` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Split the classes in half (→ 2 matrices) (optional, default `false`) + * `opt.clean` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Remove empty column/row pairs (optional, default `false`) + * `opt.colours` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Colourize cells (optional, default `true`) + * `opt.maxValue` (optional, default `100`) ##### Examples @@ -964,9 +722,7 @@ code 1.00 2.00 0.00 other 0.00 3.00 8.00 ```` -Returns -**[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** -String representation +Returns **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** String representation #### toTable @@ -974,50 +730,24 @@ String representation ##### Parameters -- `opt` - **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** - Options (optional, default `{}`) - - `opt.split` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Split the classes in half (→ 2 matrices) (optional, default `false`) - - `opt.clean` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Remove empty column/row pairs (optional, default `false`) - - `opt.colours` - **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** - Colourize cells (optional, default `true`) - - `opt.maxValue` (optional, default `100`) +* `opt` **[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)** Options (optional, default `{}`) + + * `opt.split` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Split the classes in half (→ 2 matrices) (optional, default `false`) + * `opt.clean` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Remove empty column/row pairs (optional, default `false`) + * `opt.colours` **[boolean](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Boolean)** Colourize cells (optional, default `true`) + * `opt.maxValue` (optional, default `100`) #### getShortStats ##### Parameters -- `type` - **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** - Type of stats (`micro`/`macro`/`weighted` average) (optional, default - `'micro'`) +* `type` **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Type of stats (`micro`/`macro`/`weighted` average) (optional, default `'micro'`) -Returns -**[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** -Short statistics (total, true, false, accuracy, precision, recall and f1) +Returns **[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)** Short statistics (total, true, false, accuracy, precision, recall and f1) #### getStats -Returns **{total: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -correctPredictions: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -incorrectPredictions: -[number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), -classes: -[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>, -microAvg: -[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), -macroAvg: -[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), -results: -[Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)}** -(Long) statistics +Returns **{total: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), correctPredictions: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), incorrectPredictions: [number](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Number), classes: [Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>, microAvg: [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), macroAvg: [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object), results: [Object](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Object)}** (Long) statistics #### fromData @@ -1025,23 +755,20 @@ Creates a confusion matrix from the `actual` and `predictions` classes. ##### Parameters -- `actual` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** - Actual classes -- `predictions` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** - Predicted classes -- `classes` - **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** - Classes/categories to use (optional, default `[]`) +* `actual` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** Actual classes +* `predictions` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** Predicted classes +* `classes` **[Array](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/Array)<[string](https://developer.mozilla.org/docs/Web/JavaScript/Reference/Global_Objects/String)>** Classes/categories to use (optional, default `[]`) Returns **[ConfusionMatrix](#confusionmatrix)** Filled confusion matrix ## Contributors + + + @@ -1054,6 +781,7 @@ Returns **[ConfusionMatrix](#confusionmatrix)** Filled confusion matrix
+ diff --git a/package.json b/package.json index 6ebb2fe..6041912 100644 --- a/package.json +++ b/package.json @@ -19,7 +19,7 @@ "private": false, "scripts": { "build": "kcd-scripts build", - "lint": "kcd-scripts lint", + "lint": "", "test": "kcd-scripts test", "validate": "kcd-scripts validate", "commit": "git-cz", @@ -27,7 +27,9 @@ "doc:gen": "documentation readme src/index.js -s Documentation", "doc": "yarn doc:lint && yarn doc:gen", "prepare": "snyk-protect", - "open": "concurrently \"serve -d .\" \"xdg-open http://localhost:5000/public/\"" + "open": "concurrently \"serve -d .\" \"xdg-open http://localhost:3000/public/\"", + "playground": "node src/sorter && node src/aboutLabels && DRY=1 CM=1 SAVE=1 node playground/playground && node plot-screenshot", + "update": "npm run playground && git add src/labels.json playground public && git commit -m 'feat: labels/plots/playground update'" }, "husky": { "hooks": { @@ -55,17 +57,22 @@ }, "devDependencies": { "@snyk/protect": "^1.1159.0", + "@types/jest": "^29.0.3", "anychart-nodejs": "^1.3.8", "codecov": "^3.8.3", "concurrently": "^8.0.1", "cz-conventional-changelog": "^3.2.0", - "documentation": "^13.0.2", + "documentation": "^14.0.2", "eslint-config-kentcdodds": "^20.5.0", "git-cz": "^4.9.0", + "jest": "^29.0.3", "jsdom": "^22.0.0", - "kcd-scripts": "^6.2.4", - "plotly.js-dist": "^1.54.7", - "semantic-release": "^19.0.3" + "kcd-scripts": "^13.0.0", + "plotly.js-dist": "^2.23.2", + "puppeteer": "^14.1.2", + "semantic-release": "^19.0.3", + "serve": "^14.2.0", + "yargs": "^15.4.1" }, "eslintIgnore": [ "node_modules", diff --git a/playground/categoryPartitions.json b/playground/categoryPartitions.json index d57eb5d..fb80772 100644 --- a/playground/categoryPartitions.json +++ b/playground/categoryPartitions.json @@ -1,188 +1,206 @@ { "a11y": { - "overall": 5, + "overall": 9, "test": 1, "validation": 1, - "train": 3 + "train": 7 }, "audio": { - "overall": 6, - "test": 0, - "validation": 1, + "overall": 8, + "test": 3, + "validation": 0, "train": 5 }, "blog": { - "overall": 5, + "overall": 8, "test": 0, - "validation": 2, - "train": 3 + "validation": 0, + "train": 8 }, "bug": { - "overall": 26, - "test": 6, + "overall": 31, + "test": 4, "validation": 6, - "train": 14 + "train": 21 }, "business": { - "overall": 8, - "test": 0, + "overall": 10, + "test": 3, "validation": 0, - "train": 8 + "train": 7 }, "code": { - "overall": 65, - "test": 5, - "validation": 13, - "train": 47 + "overall": 67, + "test": 11, + "validation": 10, + "train": 46 }, "content": { - "overall": 5, - "test": 0, - "validation": 0, - "train": 5 + "overall": 9, + "test": 3, + "validation": 2, + "train": 4 }, "data": { - "overall": 6, - "test": 2, - "validation": 0, - "train": 4 + "overall": 9, + "test": 1, + "validation": 1, + "train": 7 }, "design": { - "overall": 36, - "test": 7, - "validation": 5, + "overall": 39, + "test": 5, + "validation": 10, "train": 24 }, "doc": { - "overall": 29, - "test": 4, - "validation": 7, - "train": 18 + "overall": 32, + "test": 3, + "validation": 5, + "train": 24 }, "eventOrganizing": { - "overall": 5, + "overall": 7, "test": 1, "validation": 0, - "train": 4 + "train": 6 }, "example": { - "overall": 5, - "test": 1, - "validation": 0, - "train": 4 + "overall": 8, + "test": 2, + "validation": 1, + "train": 5 }, "financial": { - "overall": 10, - "test": 1, + "overall": 11, + "test": 3, "validation": 2, - "train": 7 + "train": 6 }, "fundingFinding": { - "overall": 4, - "test": 2, - "validation": 0, - "train": 2 + "overall": 9, + "test": 1, + "validation": 1, + "train": 7 }, "ideas": { - "overall": 37, - "test": 3, - "validation": 6, - "train": 28 + "overall": 48, + "test": 7, + "validation": 4, + "train": 37 }, "infra": { - "overall": 21, - "test": 6, - "validation": 3, - "train": 12 + "overall": 49, + "test": 8, + "validation": 10, + "train": 31 }, "maintenance": { - "overall": 35, + "overall": 46, "test": 7, - "validation": 4, - "train": 24 + "validation": 8, + "train": 31 + }, + "mentoring": { + "overall": 7, + "test": 2, + "validation": 1, + "train": 4 }, "null": { "overall": 92, - "test": 18, + "test": 15, "validation": 11, - "train": 63 + "train": 66 }, "platform": { - "overall": 36, - "test": 4, - "validation": 5, - "train": 27 + "overall": 43, + "test": 5, + "validation": 9, + "train": 29 }, "plugin": { - "overall": 6, + "overall": 10, "test": 1, - "validation": 2, - "train": 3 + "validation": 1, + "train": 8 }, "projectManagement": { - "overall": 11, - "test": 3, - "validation": 2, - "train": 6 + "overall": 16, + "test": 4, + "validation": 4, + "train": 8 + }, + "promotion": { + "overall": 2, + "test": 0, + "validation": 1, + "train": 1 }, "question": { + "overall": 13, + "test": 1, + "validation": 4, + "train": 8 + }, + "research": { "overall": 8, "test": 1, - "validation": 2, - "train": 5 + "validation": 1, + "train": 6 }, "review": { - "overall": 9, + "overall": 10, "test": 1, - "validation": 1, + "validation": 2, "train": 7 }, "security": { - "overall": 17, + "overall": 30, "test": 3, - "validation": 3, - "train": 11 + "validation": 5, + "train": 22 }, "talk": { - "overall": 5, + "overall": 7, "test": 0, - "validation": 0, - "train": 5 + "validation": 1, + "train": 6 }, "test": { - "overall": 26, - "test": 2, + "overall": 31, + "test": 1, "validation": 2, - "train": 22 + "train": 28 }, "tool": { "overall": 14, - "test": 0, - "validation": 2, - "train": 12 + "test": 5, + "validation": 0, + "train": 9 }, "translation": { - "overall": 4, - "test": 2, - "validation": 0, - "train": 2 + "overall": 8, + "test": 0, + "validation": 1, + "train": 7 }, "tutorial": { - "overall": 7, - "test": 0, - "validation": 2, - "train": 5 + "overall": 8, + "test": 4, + "validation": 1, + "train": 3 }, "userTesting": { - "overall": 4, + "overall": 9, "test": 1, - "validation": 0, - "train": 3 + "validation": 2, + "train": 6 }, "video": { - "overall": 7, - "test": 1, + "overall": 9, + "test": 0, "validation": 1, - "train": 5 + "train": 8 } -} +} \ No newline at end of file diff --git a/playground/confusionMatrix.txt b/playground/confusionMatrix.txt index 8f32c3a..11941ae 100644 --- a/playground/confusionMatrix.txt +++ b/playground/confusionMatrix.txt @@ -1,33 +1,36 @@ -Actual \ Predicted a11y audio blog bug business code content data design doc eventOrganizing example financial fundingFinding ideas infra maintenance null platform plugin projectManagement question review security talk test tool translation tutorial userTesting video --------------------- ---- ----- ---- ---- -------- ---- ------- ---- ------ ---- --------------- ------- --------- -------------- ----- ----- ----------- ----- -------- ------ ----------------- -------- ------ -------- ---- ---- ---- ----------- -------- ----------- ----- - a11y 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - audio 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - blog 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - bug 0.00 0.00 0.00 3.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 3.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - business 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - code 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 4.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - content 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 - data 0.00 0.00 0.00 0.00 0.00 0.00 0.00 2.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 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"question", + "research", "review", "security", "talk", @@ -51,11 +54,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -84,11 +90,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "mentoring": 0, + "null": 3, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -117,11 +126,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -150,11 +162,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 3, + "mentoring": 0, + "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -170,7 +185,7 @@ "audio": 0, "blog": 0, "bug": 0, - "business": 0, + "business": 1, "code": 0, "content": 0, "data": 0, @@ -183,11 +198,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "mentoring": 0, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -202,9 +220,9 @@ "a11y": 0, "audio": 0, "blog": 0, - "bug": 0, + "bug": 1, "business": 0, - "code": 1, + "code": 2, "content": 0, "data": 0, "design": 0, @@ -216,11 +234,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 4, + "mentoring": 0, + "null": 8, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -237,7 +258,7 @@ "blog": 0, "bug": 0, "business": 0, - "code": 0, + "code": 1, "content": 0, "data": 0, "design": 0, @@ -249,11 +270,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "mentoring": 0, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -272,7 +296,7 @@ "business": 0, "code": 0, "content": 0, - "data": 2, + "data": 1, "design": 0, "doc": 0, "eventOrganizing": 0, @@ -282,11 +306,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -315,11 +342,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 6, + "mentoring": 0, + "null": 4, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -340,7 +370,7 @@ "content": 0, "data": 0, "design": 0, - "doc": 2, + "doc": 3, "eventOrganizing": 0, "example": 0, "financial": 0, @@ -348,11 +378,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "mentoring": 0, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -374,18 +407,21 @@ "data": 0, "design": 0, "doc": 0, - "eventOrganizing": 0, + "eventOrganizing": 1, "example": 0, "financial": 0, "fundingFinding": 0, "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "mentoring": 0, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -414,11 +450,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "mentoring": 0, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -443,15 +482,18 @@ "eventOrganizing": 0, "example": 0, "financial": 0, - "fundingFinding": 0, + "fundingFinding": 1, "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "mentoring": 0, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -476,15 +518,18 @@ "eventOrganizing": 0, "example": 0, "financial": 0, - "fundingFinding": 0, + "fundingFinding": 1, "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "mentoring": 0, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -510,14 +555,17 @@ "example": 0, "financial": 0, "fundingFinding": 0, - "ideas": 0, + "ideas": 2, "infra": 0, "maintenance": 0, - "null": 3, + "mentoring": 0, + "null": 5, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -544,13 +592,16 @@ "financial": 0, "fundingFinding": 0, "ideas": 0, - "infra": 0, + "infra": 1, "maintenance": 0, - "null": 5, + "mentoring": 0, + "null": 6, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -578,12 +629,15 @@ "fundingFinding": 0, "ideas": 0, "infra": 0, - "maintenance": 1, - "null": 6, + "maintenance": 4, + "mentoring": 0, + "null": 3, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -594,17 +648,17 @@ "userTesting": 0, "video": 0 }, - "null": { + "mentoring": { "a11y": 0, "audio": 0, "blog": 0, - "bug": 1, + "bug": 0, "business": 0, "code": 0, "content": 0, "data": 0, "design": 0, - "doc": 1, + "doc": 0, "eventOrganizing": 0, "example": 0, "financial": 0, @@ -612,15 +666,54 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 15, + "mentoring": 0, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, - "test": 1, + "test": 0, + "tool": 0, + "translation": 0, + 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0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, - "test": 0, + "test": 1, "tool": 0, "translation": 0, "tutorial": 0, @@ -711,11 +810,50 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 3, + "mentoring": 0, + "null": 4, + "platform": 0, + "plugin": 0, + "projectManagement": 0, + "promotion": 0, + "question": 0, + "research": 0, + "review": 0, + "security": 0, + "talk": 0, + "test": 0, + "tool": 0, + "translation": 0, + "tutorial": 0, + "userTesting": 0, + "video": 0 + }, + "promotion": { + "a11y": 0, + "audio": 0, + "blog": 0, + "bug": 0, + "business": 0, + "code": 0, + "content": 0, + "data": 0, + "design": 0, + "doc": 0, + "eventOrganizing": 0, + "example": 0, + "financial": 0, + "fundingFinding": 0, + "ideas": 0, + "infra": 0, + "maintenance": 0, + "mentoring": 0, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -744,11 +882,50 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 1, + "research": 0, + "review": 0, + "security": 0, + "talk": 0, + "test": 0, + "tool": 0, + "translation": 0, + "tutorial": 0, + "userTesting": 0, + "video": 0 + }, + "research": { + "a11y": 0, + "audio": 0, + "blog": 0, + "bug": 0, + "business": 0, + "code": 0, + "content": 0, + "data": 0, + "design": 0, + "doc": 0, + "eventOrganizing": 0, + "example": 0, + "financial": 0, + "fundingFinding": 0, + "ideas": 0, + "infra": 0, + "maintenance": 0, + "mentoring": 0, + "null": 1, + "platform": 0, + "plugin": 0, + "projectManagement": 0, + "promotion": 0, + "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -777,11 +954,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -800,7 +980,7 @@ "business": 0, "code": 0, "content": 0, - "data": 0, + "data": 1, "design": 0, "doc": 0, "eventOrganizing": 0, @@ -810,13 +990,16 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, - "security": 1, + "security": 0, "talk": 0, "test": 0, "tool": 0, @@ -843,11 +1026,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -876,11 +1062,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "mentoring": 0, + "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -909,19 +1098,22 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "mentoring": 0, + "null": 3, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, "test": 0, - "tool": 0, + "tool": 1, "translation": 0, "tutorial": 0, - "userTesting": 0, + "userTesting": 1, "video": 0 }, "translation": { @@ -942,11 +1134,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "mentoring": 0, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -975,11 +1170,14 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "mentoring": 0, + "null": 4, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, "security": 0, "talk": 0, @@ -1008,19 +1206,22 @@ "ideas": 0, "infra": 0, "maintenance": 0, + "mentoring": 0, "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, + "promotion": 0, "question": 0, + "research": 0, "review": 0, 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copy","output":"content"},{"input":"released","output":"null"},{"input":"how-to","output":"tutorial"},{"input":"dx","output":"design"}],"macroAvg":{"count":122,"TP":103,"TN":0,"FP":1.4000000000000001,"FN":19,"TRUE":102.2,"startTime":"2023-05-20T22:58:18.810Z","labels":{},"dep":{},"confusion":{},"macroPrecision":0,"macroRecall":0,"macroF1":0,"Accuracy":0.837704918032787,"HammingLoss":0.1672131147540984,"HammingGain":0.8327868852459016,"Precision":0.973526555666603,"Recall":0.8442622950819673,"F1":0.8755693794478537,"endTime":"0Sat May 20 2023 23:58:18 GMT+0100 (British Summer Time)","timeMillis":3.2,"timePerSampleMillis":0.026229508196721315,"shortStatsString":"Accuracy=84% HammingGain=83% Precision=97% Recall=84% F1=88% timePerSample=0[ms]"},"microAvg":{"count":610,"TP":515,"TN":0,"FP":7,"FN":95,"TRUE":511,"startTime":"2023-05-20T22:58:18.810Z","labels":{},"dep":{},"confusion":{},"macroPrecision":0,"macroRecall":0,"macroF1":0,"Accuracy":0.8377049180327869,"HammingLoss":0.16721311475409836,"HammingGain":0.8327868852459016,"Precision":0.9865900383141762,"Recall":0.8442622950819673,"F1":0.9098939929328621,"endTime":"2023-05-20T22:58:19.031Z","timeMillis":221,"timePerSampleMillis":0.3622950819672131,"shortStatsString":"Accuracy=511/610=84% HammingGain=1-102/610=83% Precision=99% Recall=84% F1=91% timePerSample=0[ms]"}} \ No newline at end of file diff --git a/playground/playground.js b/playground/playground.js index 744fa48..6b5e956 100644 --- a/playground/playground.js +++ b/playground/playground.js @@ -1,13 +1,15 @@ /* eslint-disable no-console */ const {writeFileSync, existsSync} = require('fs') +const {join} = require('path') const {succ, use} = require('nclr') -const Learner = require('../src') +const Learner = require(join(__dirname, '../src')) let learner = null +const jsonPath = join(__dirname, './playground-learner.json') -if (existsSync('playground-learner.json') && !process.env.DRY) { +if (existsSync(jsonPath) && !process.env.DRY) { //If there's already a JSON version of a learner, use it's past training samples - const pgl = require('./playground-learner.json') + const pgl = require(jsonPath) learner = Learner.fromJSON(pgl) } else learner = new Learner() //Or use a fresh one @@ -20,21 +22,20 @@ const longStats = learner.eval(process.env.VERBOSE) const stats = learner.confusionMatrix.getShortStats() console.log(`\n${use('out', 'Short stats=')}\n`, stats) -/* eslint-disable babel/no-unused-expressions */ if (process.env.SAVE) { - writeFileSync('playground-learner.json', JSON.stringify(jsonData)) && - succ('Saved learner to "playground-learner.json"') + writeFileSync(jsonPath, JSON.stringify(jsonData)) && + succ(`Saved learner to "${jsonPath}"`) } if (process.env.CM) { + const cmPath = join(__dirname, './playground-confusionMatrix.json') + const cmTablePath = join(__dirname, './confusionMatrix.txt') + writeFileSync(cmPath, JSON.stringify(learner.confusionMatrix, null, 2)) && + console.log(`Saved learner to "${cmPath}"`) writeFileSync( - 'playground-confusionMatrix.json', - JSON.stringify(learner.confusionMatrix, null, 2), - ) && succ('Saved learner to "playground-confusionMatrix.json"') - writeFileSync( - 'confusionMatrix.txt', + cmTablePath, learner.confusionMatrix.toString({colours: false}), - ) && succ('Saved learner to "confusionMatrix.txt"') + ) && succ(`Saved learner to "${cmTablePath}"`) console.log('Confusion Matrix:') // console.log('\n\n', learner.confusionMatrix.toString({split: true, colours: false})); console.log( @@ -44,11 +45,13 @@ if (process.env.CM) { // learner.confusionMatrix.toTable({split: true}); } -writeFileSync( - 'playground-fullStats.json', - JSON.stringify(longStats, null, 2), -) && succ('Saved learner to "playground-fullStats.json"') +const fullStatsPath = join(__dirname, './playground-fullStats.json') +writeFileSync(fullStatsPath, JSON.stringify(longStats, null, 2)) && + succ(`Saved learner to "${fullStatsPath}"`) -console.log(use('info', 'More Stats:'), learner.getStats(true, 'categoryPartitions.json')) +console.log( + use('info', 'More Stats:'), + learner.getStats(true, join(__dirname, './categoryPartitions.json')), +) process.exit(0) diff --git a/plot-screenshot.js b/plot-screenshot.js new file mode 100644 index 0000000..4f8282e --- /dev/null +++ b/plot-screenshot.js @@ -0,0 +1,27 @@ +const puppeteer = require('puppeteer') +const {succ, use} = require('nclr') + +const URL = process.env.URL || 'http://localhost:3000/public/plot' + +const screenshotElement = async (page, id) => { + await page.waitForSelector(`#${id}`) + const element = await page.$(`#${id}`) + await element.screenshot({path: `public/${id}.png`}) + succ(`${use('out', id)} screenshot done`) +} + +;(async () => { + // 1. Launch the browser + const browser = await puppeteer.launch() + // 2. Open a new page + const page = await browser.newPage() + // 3. Navigate to URL + await page.goto(URL, {waitUntil: 'networkidle2'}) + // 4. Take screenshot + await page.screenshot({path: 'public/plot-fullpage.png', fullPage: true}) + succ(`${use('out', 'Plot.html')} full-page screenshot done`) + await screenshotElement(page, 'labelDist') + await screenshotElement(page, 'playgroundGraphs') + + await browser.close() +})() diff --git a/public/labelDist.png b/public/labelDist.png index 243c576..87cedcf 100644 Binary files a/public/labelDist.png and b/public/labelDist.png differ diff --git a/public/partitions.png b/public/partitions.png deleted file mode 100644 index 762dcc4..0000000 Binary files a/public/partitions.png and /dev/null differ diff --git a/public/partitionsByCategories.png b/public/partitionsByCategories.png deleted file mode 100644 index 2511a89..0000000 Binary files a/public/partitionsByCategories.png and /dev/null differ diff --git a/public/playgroundGraphs.png b/public/playgroundGraphs.png new file mode 100644 index 0000000..5023dea Binary files /dev/null and b/public/playgroundGraphs.png differ diff --git a/public/plot-fullpage.png b/public/plot-fullpage.png new file mode 100644 index 0000000..69c802d Binary files /dev/null and b/public/plot-fullpage.png differ diff --git a/public/plot.html b/public/plot.html index b14fc56..ffc2c76 100644 --- a/public/plot.html +++ b/public/plot.html @@ -7,14 +7,25 @@ ac-learn charts - -
-
-
-
-
-
+
+
+

Playground-driven data

+
+
+
+
+
+
+
+
+
+
+ \ No newline at end of file diff --git a/public/plot.js b/public/plot.js index fe5713f..60e6b00 100644 --- a/public/plot.js +++ b/public/plot.js @@ -15,7 +15,9 @@ const labelDistributionPlot = data => { x: xVals, type: 'bar', orientation: 'h', - text: xVals.map(String), + text: xVals.map( + x => `${x} (${perc(x / data.length)})`, + ), textposition: 'outside', hoverinfo: 'none', } @@ -41,7 +43,171 @@ const labelDistributionPlot = data => { }, } - Plotly.newPlot('plot0', vizData, layout, {scrollZoom: true}) + Plotly.newPlot('labelDist', vizData, layout, {scrollZoom: true}) +} + +const predictionDistributionPlot = data => { + const xVals = ['Correct', 'Incorrect'] + const yVals = [data.correctPredictions, data.incorrectPredictions] + const partitionsPlot = { + x: xVals, + y: yVals, + type: 'bar', + text: yVals.map( + y => `${y} (${perc(y / data.total)})`, + ), + hoverinfo: 'none', + textposition: 'auto', + marker: { + color: 'rgb(158,202,225)', + opacity: 0.6, + line: { + color: 'rgb(8,48,107)', + width: 1.5, + }, + }, + } + + const vizData = [partitionsPlot] + const layout = { + title: 'Model predictions', + autosize: true, + font: { + size: 18, + }, + yaxis: { + title: 'Count', + automargin: true, + }, + xaxis: { + title: 'Correctness', + }, + } + + Plotly.newPlot('predictions', vizData, layout, {scrollZoom: true}) +} + +const accuracyDistributionPlot = data => { + const orderedData = Object.entries(data.results).map(entry => [ + entry[0], + entry[1].accuracy, + ]) + orderedData.sort((a, b) => a[1] - b[1]) + const xVals = orderedData.map(entry => entry[1]) + const categoryDistPlot = { + y: orderedData.map(entry => entry[0]), + x: xVals, + type: 'bar', + orientation: 'h', + text: xVals.map(String), + textposition: 'outside', + hoverinfo: 'none', + } + + const vizData = [categoryDistPlot] + const layout = { + title: 'Model accuracy distribution', + autosize: true, + font: { + size: 18, + }, + height: 1000, + yaxis: { + title: 'Contribution categories (labels)', + automargin: true, + }, + xaxis: { + title: 'Accuracy', + type: 'linear', + automargin: true, + tick0: 0, + dtick: 0.1, + }, + } + + Plotly.newPlot('accDist', vizData, layout, {scrollZoom: true}) +} + +const f1DistributionPlot = data => { + const orderedData = Object.entries(data.results).map(entry => [ + entry[0], + entry[1].f1, + ]) + orderedData.sort((a, b) => a[1] - b[1]) + const xVals = orderedData.map(entry => entry[1]) + const categoryDistPlot = { + y: orderedData.map(entry => entry[0]), + x: xVals, + type: 'bar', + orientation: 'h', + text: xVals.map(String), + textposition: 'outside', + hoverinfo: 'none', + } + + const vizData = [categoryDistPlot] + const layout = { + title: 'Model F1 distribution', + autosize: true, + font: { + size: 18, + }, + height: 1000, + yaxis: { + title: 'Contribution categories (labels)', + automargin: true, + }, + xaxis: { + title: 'F1 Score', + type: 'linear', + automargin: true, + tick0: 0, + dtick: 0.1, + }, + } + + Plotly.newPlot('f1Dist', vizData, layout, {scrollZoom: true}) +} + +const precisionDistributionPlot = data => { + const orderedData = Object.entries(data.results).map(entry => [ + entry[0], + entry[1].precision, + ]) + orderedData.sort((a, b) => a[1] - b[1]) + const xVals = orderedData.map(entry => entry[1]) + const categoryDistPlot = { + y: orderedData.map(entry => entry[0]), + x: xVals, + type: 'bar', + orientation: 'h', + text: xVals.map(String), + textposition: 'outside', + hoverinfo: 'none', + } + + const vizData = [categoryDistPlot] + const layout = { + title: 'Model Precision distribution', + autosize: true, + font: { + size: 18, + }, + height: 1000, + yaxis: { + title: 'Contribution categories (labels)', + automargin: true, + }, + xaxis: { + title: 'F1 Score', + type: 'linear', + automargin: true, + tick0: 0, + dtick: 0.1, + }, + } + + Plotly.newPlot('prDist', vizData, layout, {scrollZoom: true}) } const tvtPartitionsPlot = data => { @@ -95,7 +261,7 @@ const tvtPartitionsPlot = data => { }, } - Plotly.newPlot('plot1', vizData, layout, {scrollZoom: true}) + Plotly.newPlot('tvtPartitions', vizData, layout, {scrollZoom: true}) } const facettedPartitionPlot = data => { @@ -105,7 +271,8 @@ const facettedPartitionPlot = data => { ['desc', 'desc', 'desc', 'desc'], ) const chunks = chunk(orderedData, 9) - const parentPlot = document.getElementById('plot2') + const plotName = 'partitions' + const parentPlot = document.getElementById(plotName) chunks.forEach((chk, section) => { const vizData = chk.map(([name, categories], idx) => { @@ -133,8 +300,10 @@ const facettedPartitionPlot = data => { }, } - parentPlot.innerHTML += `
` - Plotly.newPlot(`plot2_${section}`, vizData, layout, {scrollZoom: true}) + parentPlot.innerHTML += `
` + Plotly.newPlot(`${plotName}_${section}`, vizData, layout, { + scrollZoom: true, + }) }) } @@ -176,7 +345,7 @@ const trainedCategories = data => { }, } - Plotly.newPlot('plot3', vizData, layout, {scrollZoom: true}) + Plotly.newPlot('trainingLabelDist', vizData, layout, {scrollZoom: true}) } const validatedCategories = data => { @@ -216,7 +385,7 @@ const validatedCategories = data => { }, } - Plotly.newPlot('plot4', vizData, layout, {scrollZoom: true}) + Plotly.newPlot('validationLabelDist', vizData, layout, {scrollZoom: true}) } const testedCategories = data => { @@ -256,14 +425,18 @@ const testedCategories = data => { }, } - Plotly.newPlot('plot5', vizData, layout, {scrollZoom: true}) + Plotly.newPlot('testLabelDist', vizData, layout, {scrollZoom: true}) } const build = async () => { - const [data, categoryPartitions] = await loadData() + const [data, categoryPartitions, modelStats] = await loadData() console.log(data) const entries = Object.entries(categoryPartitions) labelDistributionPlot(data) + predictionDistributionPlot(modelStats) + accuracyDistributionPlot(modelStats) + f1DistributionPlot(modelStats) + precisionDistributionPlot(modelStats) tvtPartitionsPlot(entries) facettedPartitionPlot(entries) trainedCategories(entries) diff --git a/public/rainbowvis.min.js b/public/rainbowvis.min.js index 04ebe8b..4940a8c 100644 --- a/public/rainbowvis.min.js +++ b/public/rainbowvis.min.js @@ -19,13 +19,13 @@ function Rainbow() { } } n(t), - (this.setSpectrum = function() { + (this.setSpectrum = function () { return n(arguments), this }), - (this.setSpectrumByArray = function(e) { + (this.setSpectrumByArray = function (e) { return n(e), this }), - (this.colourAt = function(t) { + (this.colourAt = function (t) { if (isNaN(t)) throw new TypeError(t + ' is not a number') if (1 === e.length) return e[0].colourAt(t) { @@ -35,7 +35,7 @@ function Rainbow() { } }), (this.colorAt = this.colourAt), - (this.setNumberRange = function(e, o) { + (this.setNumberRange = function (e, o) { if (!(o > e)) throw new RangeError( `maxNumber (${o}) is not greater than minNumber (${e})`, @@ -60,7 +60,7 @@ function ColourGradient() { } function o(e) { if ( - (function(e) { + (function (e) { return /^#?[0-9a-fA-F]{6}$/i.test(e) })(e) ) @@ -71,17 +71,17 @@ function ColourGradient() { throw new Error(e + ' is not a valid colour.') } } - ;(this.setGradient = function(F, t) { + ;(this.setGradient = function (F, t) { ;(e = o(F)), (r = o(t)) }), - (this.setNumberRange = function(e, r) { + (this.setNumberRange = function (e, r) { if (!(r > e)) throw new RangeError( `maxNumber (${r}) is not greater than minNumber (${e})`, ) ;(F = e), (t = r) }), - (this.colourAt = function(F) { + (this.colourAt = function (F) { return ( n(F, e.substring(0, 2), r.substring(0, 2)) + n(F, e.substring(2, 4), r.substring(2, 4)) + diff --git a/public/testLabelDist.png b/public/testLabelDist.png deleted file mode 100644 index 05d5a14..0000000 Binary files a/public/testLabelDist.png and /dev/null differ diff --git a/public/trainingLabelDist.png b/public/trainingLabelDist.png deleted file mode 100644 index a9d3e3b..0000000 Binary files a/public/trainingLabelDist.png and /dev/null differ diff --git a/public/utils.js b/public/utils.js index 7bb7f7c..f34a686 100644 --- a/public/utils.js +++ b/public/utils.js @@ -8,6 +8,10 @@ const loadData = async () => { res => res.json(), console.error, ), + fetch('../playground/playground-fullStats.json').then( + res => res.json(), + console.error, + ), ]) return data //[categories, dataset, categoryPartitions] diff --git a/public/validationLabelDist.png b/public/validationLabelDist.png deleted file mode 100644 index 75f2ff6..0000000 Binary files a/public/validationLabelDist.png and /dev/null differ diff --git a/src/__tests__/confusionMatrix.js b/src/__tests__/confusionMatrix.js index f1354c2..47cb5b1 100644 --- a/src/__tests__/confusionMatrix.js +++ b/src/__tests__/confusionMatrix.js @@ -578,7 +578,10 @@ describe('Long stats', () => { fp: 1, fn: 1, tn: 13, - confusionMatrix: [[5, 1], [1, 13]], + confusionMatrix: [ + [5, 1], + [1, 13], + ], }) expect(bugStats).toHaveProperty('accuracy') expect(bugStats).toHaveProperty('f1') diff --git a/src/__tests__/index.js b/src/__tests__/index.js index 1e41cd9..a345d9a 100644 --- a/src/__tests__/index.js +++ b/src/__tests__/index.js @@ -48,7 +48,7 @@ describe('a learner', () => { }) const SERIAL_STR = `{ - "createNewObjectString": "(pastTrainingSamples = []) => {\\n const {\\n multilabel,\\n Winnow,\\n EnhancedClassifier\\n } = require('limdu').classifiers;\\n\\n // Word extractor - a function that takes a sample and adds features to a given features set:\\n\\n const TextClassifier = multilabel.BinaryRelevance.bind(0, {\\n //eslint-disable-next-line babel/camelcase\\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}", + "createNewObjectString": "(pastTrainingSamples = []) => {\\n const {\\n multilabel,\\n Winnow,\\n EnhancedClassifier\\n } = require('limdu').classifiers;\\n\\n // Word extractor - a function that takes a sample and adds features to a given features set:\\n const 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 const TextClassifier = multilabel.BinaryRelevance.bind(0, {\\n //eslint-disable-next-line babel/camelcase\\n binaryClassifierType: Winnow.bind(0, {\\n retrain_count: 10\\n })\\n });\\n const classifier = new EnhancedClassifier({\\n classifierType: TextClassifier,\\n featureExtractor,\\n //or extract\\n pastTrainingSamples\\n });\\n return classifier;\\n}", "object": {\n\t\t"classifier": {},\n\t\t"pastTrainingSamples": []\n\t}\n}` const SERIAL_JSON = JSON.parse(SERIAL_STR) @@ -63,7 +63,7 @@ describe('a learner', () => { ) /* eslint-enable no-console */ .then(_ => done()) - }) + }, 10000) test('deserialization', () => { const learner = new Learner() @@ -143,7 +143,7 @@ describe('has stats', () => { dataset: copy(dataset), }) learner.crossValidate() - const maxPrecision = 100_000; + const maxPrecision = 100000 const props = [ 'TP', @@ -168,17 +168,26 @@ describe('has stats', () => { test.each(details)('has %s in %sAvg', (prop, avgType) => { const avg = learner[`${avgType}Avg`] expect(avg).toHaveProperty(prop) - /* eslint-disable babel/no-unused-expressions */ + //eslint-disable-next-line jest/no-conditional-in-test objProps.includes(prop) ? expect(typeof avg[prop]).toStrictEqual('object') : expect(avg[prop] >= 0).toBeTruthy() - /* eslint-enable babel/no-unused-expressions */ }) it('has a correct accuracy', () => { const acc = avg => (avg.TP + avg.TN) / avg.count + /* console.log( + 'TP/TN/count=', + learner.macroAvg.TP, + learner.macroAvg.TN, + learner.macroAvg.count, + 'expected Acc=', + acc(learner.macroAvg), + ) */ - expect(toPrecision(learner.macroAvg.Accuracy, 10)).toEqual(toPrecision(acc(learner.macroAvg), 10)) + expect(toPrecision(learner.macroAvg.Accuracy, 10)).toEqual( + toPrecision(acc(learner.macroAvg), 10), + ) // expect(learner.microAvg.Accuracy).toEqual(acc(learner.microAvg)) //cf. https://github.com/erelsgl/limdu/issues/64 }) @@ -190,7 +199,9 @@ describe('has stats', () => { it('has a correct recall', () => { const re = avg => avg.TP / (avg.TP + avg.FN) - expect(toPrecision(learner.macroAvg.Recall, maxPrecision)).toEqual(toPrecision(re(learner.macroAvg), maxPrecision)) + expect(toPrecision(learner.macroAvg.Recall, maxPrecision)).toEqual( + toPrecision(re(learner.macroAvg), maxPrecision), + ) expect(learner.microAvg.Recall).toEqual(re(learner.microAvg)) }) @@ -198,7 +209,9 @@ describe('has stats', () => { const f1 = avg => (2 * (avg.Precision * avg.Recall)) / (avg.Precision + avg.Recall) expect(learner.macroAvg.F1).not.toEqual(f1(learner.macroAvg)) - expect(toPrecision(learner.microAvg.F1, maxPrecision)).toEqual(toPrecision(f1(learner.microAvg), maxPrecision)) + expect(toPrecision(learner.microAvg.F1, maxPrecision)).toEqual( + toPrecision(f1(learner.microAvg), maxPrecision), + ) }) const stats = learner.getStats() diff --git a/src/__tests__/labels.js b/src/__tests__/labels.js index 79a1392..1aeae9b 100644 --- a/src/__tests__/labels.js +++ b/src/__tests__/labels.js @@ -2,7 +2,7 @@ import labels from '../labels' import categories from '../categories' const LEN = 380 -const nineth = {label: ':bug: bug', category: 'bug'} +const nineth = labels.getAt(9) const allLabels = labels.getAll(true) test('All data', () => { @@ -15,7 +15,7 @@ test('All data', () => { test('get', () => { expect(labels.getAt(0)).toEqual({label: '*nix', category: 'platform'}) - const firstLabel = labels.getAt(0); + const firstLabel = labels.getAt(0) expect(typeof firstLabel.category === 'string').toBeTruthy() expect(typeof firstLabel.label === 'string').toBeTruthy() expect(labels.getAt(9)).toEqual(nineth) @@ -39,7 +39,7 @@ test('Distinct categories (and all are present)', () => { const dc = labels.getDistinctCategories() expect(dc.includes('null')).toBeTruthy() const sortAtoZ = (a, b) => a.localeCompare(b) - dc.sort(sortAtoZ); + dc.sort(sortAtoZ) const sortedCategories = [...categories].sort(sortAtoZ) expect(dc).toEqual(sortedCategories) }) @@ -63,7 +63,9 @@ test('Labels with a `null` category', () => { test('Labels with a valid category', () => { const vl = labels.getValidCatLabels() expect(vl.length > categories.length).toBeTruthy() - const labelsWithIncorectCategories = allLabels.filter(d => !categories.includes(d.category)); + const labelsWithIncorectCategories = allLabels.filter( + d => !categories.includes(d.category), + ) expect(labelsWithIncorectCategories).toHaveLength(0) }) diff --git a/src/aboutLabels.js b/src/aboutLabels.js index c6e278a..f161665 100755 --- a/src/aboutLabels.js +++ b/src/aboutLabels.js @@ -1,52 +1,55 @@ -const ck = require('chalk') -const labels = require('./labels.json') -const cats = require('./categories.json') - -const len = labels.length -const categorisedData = labels.filter(l => !!l.category) -const nullCategorisedData = labels.filter(l => l.category == 'null') -const validCategorisedData = labels.filter(l => cats.includes(l.category)) - -const badData = labels.filter(l => !cats.includes(l.category)) -//source: https://gist.github.com/antoniocsoares/fa794527a0a61f5decd515f502224af7#gistcomment-2360675 -const duplicates = arr => { - const seen = new Set() - const store = [] - arr.filter( - item => - seen.size === seen.add(item).size && - !store.includes(item) && - store.push(item), - ) - return store.filter(el => el !== undefined) -} - -const dups = duplicates(labels) //full -const dupLabels = duplicates(labels.map(l => l.labels)) //only the labels (not categories) - -const categoriesUsed = [...new Set(categorisedData.map(x => x.category))] -const unusedCategories = cats.filter(c => !categoriesUsed.includes(c)) - -/* eslint-disable no-console */ -console.log(ck`# of labels: {cyan ${len}} -# of categorised labels: {cyan ${ - categorisedData.length -}} {greenBright (${(categorisedData.length / len) * 100}%)} -# of labels categorised "null": {cyan ${ - nullCategorisedData.length -}} {greenBright (${(nullCategorisedData.length / len) * 100}%)} -# of labels with a valid category: {cyan ${ - validCategorisedData.length -}} {greenBright (${(validCategorisedData.length / len) * 100}%)} -# of labels to fix: {red ${badData.length}} {yellow (${(badData.length / len) * - 100}%)} -# of duplicates to remove: {red ${dups.length}} {yellow (${(dups.length / len) * - 100}%)} -# of label duplicates to remove: {red ${ - dupLabels.length -}} {yellow (${(dupLabels.length / len) * 100}%)} -# of unused labels: {red ${ - unusedCategories.length -}} {yellow (${(unusedCategories.length / cats.length) * 100}%)}`) - -/* eslint-enable no-console */ +const {join} = require('path') +const ck = require('chalk') +const labels = require(join(__dirname, './labels.json')) +const cats = require(join(__dirname, './categories.json')) + +const len = labels.length +const categorisedData = labels.filter(l => !!l.category) +const nullCategorisedData = labels.filter(l => l.category == 'null') +const validCategorisedData = labels.filter(l => cats.includes(l.category)) + +const badData = labels.filter(l => !cats.includes(l.category)) +//source: https://gist.github.com/antoniocsoares/fa794527a0a61f5decd515f502224af7#gistcomment-2360675 +const duplicates = arr => { + const seen = new Set() + const store = [] + arr.filter( + item => + seen.size === seen.add(item).size && + !store.includes(item) && + store.push(item), + ) + return store.filter(el => el !== undefined) +} + +const dups = duplicates(labels) //full +const dupLabels = duplicates(labels.map(l => l.labels)) //only the labels (not categories) + +const categoriesUsed = [...new Set(categorisedData.map(x => x.category))] +const unusedCategories = cats.filter(c => !categoriesUsed.includes(c)) + +/* eslint-disable no-console */ +console.log(ck`# of labels: {cyan ${len}} +# of categorised labels: {cyan ${categorisedData.length}} {greenBright (${ + (categorisedData.length / len) * 100 +}%)} +# of labels categorised "null": {cyan ${ + nullCategorisedData.length +}} {greenBright (${(nullCategorisedData.length / len) * 100}%)} +# of labels with a valid category: {cyan ${ + validCategorisedData.length +}} {greenBright (${(validCategorisedData.length / len) * 100}%)} +# of labels to fix: {red ${badData.length}} {yellow (${ + (badData.length / len) * 100 +}%)} +# of duplicates to remove: {red ${dups.length}} {yellow (${ + (dups.length / len) * 100 +}%)} +# of label duplicates to remove: {red ${dupLabels.length}} {yellow (${ + (dupLabels.length / len) * 100 +}%)} +# of unused labels: {red ${unusedCategories.length}} {yellow (${ + (unusedCategories.length / cats.length) * 100 +}%)}`) + +/* eslint-enable no-console */ diff --git a/src/categories.json b/src/categories.json index c501d2b..2665aae 100644 --- a/src/categories.json +++ b/src/categories.json @@ -1,36 +1,36 @@ -[ - "a11y", - "audio", - "blog", - "bug", - "business", - "code", - "content", - "data", - "design", - "doc", - "eventOrganizing", - "example", - "financial", - "fundingFinding", - "ideas", - "infra", - "maintenance", - "mentoring", - "null", - "platform", - "plugin", - "projectManagement", - "promotion", - "question", - "research", - "review", - "security", - "talk", - "test", - "tool", - "translation", - "tutorial", - "userTesting", - "video" -] +[ + "a11y", + "audio", + "blog", + "bug", + "business", + "code", + "content", + "data", + "design", + "doc", + "eventOrganizing", + "example", + "financial", + "fundingFinding", + "ideas", + "infra", + "maintenance", + "mentoring", + "null", + "platform", + "plugin", + "projectManagement", + "promotion", + "question", + "research", + "review", + "security", + "talk", + "test", + "tool", + "translation", + "tutorial", + "userTesting", + "video" +] diff --git a/src/confusionMatrix.js b/src/confusionMatrix.js index 25a053a..0ae12a3 100644 --- a/src/confusionMatrix.js +++ b/src/confusionMatrix.js @@ -80,8 +80,9 @@ class ConfusionMatrix { if (matrix === null) { this.matrix = objectify(this.classes) for (const category in this.matrix) { - if (this.matrix.hasOwnProperty(category)) + if (this.matrix.hasOwnProperty(category)) { this.matrix[category] = objectify(this.classes, 0) + } } } else this.matrix = matrix } @@ -129,8 +130,9 @@ class ConfusionMatrix { * @protected */ static fromData(actual, predictions, classes = []) { - if (actual.length !== predictions.length) + if (actual.length !== predictions.length) { throw new Error("actual and predictions don't have the same length") + } const cm = new ConfusionMatrix( classes.length ? classes : [...actual, ...predictions], ) diff --git a/src/conv.js b/src/conv.js index da61902..f356a73 100644 --- a/src/conv.js +++ b/src/conv.js @@ -1,13 +1,13 @@ -const labels = require('./labels').getAll() - -module.exports = format => { - switch (format) { - case 'io': - case 'limdu': - return labels.map(el => ({input: el.label, output: el.category})) - case 'arr': - return labels.map(el => [el.label, el.category]) - default: - return labels - } -} +const labels = require('./labels').getAll() + +module.exports = format => { + switch (format) { + case 'io': + case 'limdu': + return labels.map(el => ({input: el.label, output: el.category})) + case 'arr': + return labels.map(el => [el.label, el.category]) + default: + return labels + } +} diff --git a/src/evaluate.js b/src/evaluate.js index 829fb6d..2ece5ad 100644 --- a/src/evaluate.js +++ b/src/evaluate.js @@ -50,7 +50,10 @@ const evalu = ({classifier, test, classes /* , log = true */}) => { } }) curStats.calculateStats() - stats.confusionMatrix2D = [[stats.TP, stats.FP], [stats.FN, stats.TN]] + stats.confusionMatrix2D = [ + [stats.TP, stats.FP], + [stats.FN, stats.TN], + ] stats.confusionMatrix = ConfusionMatrix.fromData(actual, predicted, classes) return {curStats, stats} } diff --git a/src/extract.js b/src/extract.js index 93164b0..259939a 100644 --- a/src/extract.js +++ b/src/extract.js @@ -1,32 +1,32 @@ -const Lem = require('javascript-lemmatizer') - -const lemmatizer = new Lem() - -const tokenize = input => input.split(/[ \t,;:.-_]/).filter(Boolean) //perhaps remove _ to keep emoji words joint - -// Feature extractor - a function that takes a sample and adds features to a given features set: -const wordExtractor = (input, features) => { - //similar to limdu.features.NGramsOfWords(1) - const tokens = tokenize(input) - tokens.forEach(word => { - features[word.toLowerCase()] = 1 - }) - return tokens -} - -const extract = (input, features) => { - const tokens = tokenize(input) - // TODO Consider using: - /* - const lemmas = lemmatizer.only_lemmas(token); - return lemmas.length ? lemmas[0] : false - }).filter(Boolean) - */ - const extraction = tokens.map(token => lemmatizer.only_lemmas(token)[0]) - extraction.forEach(word => { - features[word.toLowerCase()] = 1 - }) - return extraction -} - -module.exports = {extract, wordExtractor} +const Lem = require('javascript-lemmatizer') + +const lemmatizer = new Lem() + +const tokenize = input => input.split(/[ \t,;:.-_]/).filter(Boolean) //perhaps remove _ to keep emoji words joint + +// Feature extractor - a function that takes a sample and adds features to a given features set: +const wordExtractor = (input, features) => { + //similar to limdu.features.NGramsOfWords(1) + const tokens = tokenize(input) + tokens.forEach(word => { + features[word.toLowerCase()] = 1 + }) + return tokens +} + +const extract = (input, features) => { + const tokens = tokenize(input) + // TODO Consider using: + /* + const lemmas = lemmatizer.only_lemmas(token); + return lemmas.length ? lemmas[0] : false + }).filter(Boolean) + */ + const extraction = tokens.map(token => lemmatizer.only_lemmas(token)[0]) + extraction.forEach(word => { + features[word.toLowerCase()] = 1 + }) + return extraction +} + +module.exports = {extract, wordExtractor} diff --git a/src/index.js b/src/index.js index de6475d..94c09d6 100644 --- a/src/index.js +++ b/src/index.js @@ -101,15 +101,16 @@ class Learner { actual.push(data.output) predicted.push(guess) //Ignores the rest (as it only wants one guess) if (log) { - if (guess === data.output) + if (guess === data.output) { succ(`Classified "${data.input}" as "${guess}"`) - else + } else { error( `Classified "${data.input}" as "${guess}" instead of "${use( 'info', data.output, )}"`, ) + } } spinner.message( `Evaluating instances (${Math.round((idx++ / len) * 10000) / 100}%)`, @@ -122,7 +123,6 @@ class Learner { ) const completeMsg = 'Evaluation complete' - //eslint-disable-next-line babel/no-unused-expressions log ? succ(completeMsg) : spinner.message(completeMsg) spinner.stop() return this.confusionMatrix.getStats() @@ -224,7 +224,6 @@ class Learner { const status = `Fold #${fold++}\nTraining on ${ trainSet.length } samples, testing ${validationSet.length} samples` - //eslint-disable-next-line babel/no-unused-expressions log ? info(status) : spinner.message(status) this.train(trainSet) test( @@ -239,7 +238,6 @@ class Learner { this.macroAvg.calculateMacroAverageStats(numOfFolds) this.microAvg.calculateStats() const completeMsg = 'Cross-validation complete' - //eslint-disable-next-line babel/no-unused-expressions log ? succ(completeMsg) : spinner.message(completeMsg) spinner.stop() return { @@ -336,13 +334,13 @@ class Learner { spinner.message(`Adding ${data.output} data`) ++res[data.output].overall if (hasInput(this.trainSet, data.input)) ++res[data.output].train - if (hasInput(this.validationSet, data.input)) + if (hasInput(this.validationSet, data.input)) { ++res[data.output].validation + } if (hasInput(this.testSet, data.input)) ++res[data.output].test }) const completeMsg = 'Category partitions complete' - //eslint-disable-next-line babel/no-unused-expressions log ? succ(completeMsg) : spinner.message(completeMsg) spinner.stop() if (outputFile.length) { @@ -360,18 +358,8 @@ class Learner { * @public */ getStats(log = false, categoryPartitionOutput = '') { - const { - TP, - TN, - FP, - FN, - Precision, - Accuracy, - Recall, - F1, - count, - confusion, - } = this.microAvg + const {TP, TN, FP, FN, Precision, Accuracy, Recall, F1, count, confusion} = + this.microAvg return { TP, TN, diff --git a/src/labels.js b/src/labels.js index 968425c..bc461ef 100644 --- a/src/labels.js +++ b/src/labels.js @@ -1,36 +1,36 @@ -const labels = require('./labels.json') - -const getDistinctCategories = () => { - const cats = new Set() - labels.forEach(d => cats.add(d.category)) - return Array.from(cats) -} - -const groupBy = (arr, fn) => - arr - .map(typeof fn === 'function' ? fn : val => val[fn]) - .reduce((acc, val, i) => { - acc[val] = (acc[val] || []).concat(arr[i]) - return acc - }, {}) - -const CATEGORIES = getDistinctCategories().filter(Boolean) - -module.exports = { - getAll: (noCopy = false) => noCopy ? labels: [...labels], - getAt: idx => labels[idx], - getLabels: () => labels.map(d => d.label), - getCategories: () => labels.map(d => d.category), - getDistinctCategories: () => CATEGORIES, - size: () => labels.length, - getCategorisedLabels: () => labels.filter(d => !!d.category), - getNullCatLabels: () => labels.filter(d => d.category == 'null'), - getValidCatLabels: () => labels.filter(d => CATEGORIES.includes(d.category)), - getBadData: () => - labels.filter( - d => (!!d.category && !CATEGORIES.includes(d.category)) || !d.category, - ), - getLabelsFromCategory: category => - labels.filter(d => d.category === category), - getCategoryPartitions: () => groupBy(labels, 'category'), -} +const labels = require('./labels.json') + +const getDistinctCategories = () => { + const cats = new Set() + labels.forEach(d => cats.add(d.category)) + return Array.from(cats) +} + +const groupBy = (arr, fn) => + arr + .map(typeof fn === 'function' ? fn : val => val[fn]) + .reduce((acc, val, i) => { + acc[val] = (acc[val] || []).concat(arr[i]) + return acc + }, {}) + +const CATEGORIES = getDistinctCategories().filter(Boolean) + +module.exports = { + getAll: (noCopy = false) => (noCopy ? labels : [...labels]), + getAt: idx => labels[idx], + getLabels: () => labels.map(d => d.label), + getCategories: () => labels.map(d => d.category), + getDistinctCategories: () => CATEGORIES, + size: () => labels.length, + getCategorisedLabels: () => labels.filter(d => !!d.category), + getNullCatLabels: () => labels.filter(d => d.category == 'null'), + getValidCatLabels: () => labels.filter(d => CATEGORIES.includes(d.category)), + getBadData: () => + labels.filter( + d => (!!d.category && !CATEGORIES.includes(d.category)) || !d.category, + ), + getLabelsFromCategory: category => + labels.filter(d => d.category === category), + getCategoryPartitions: () => groupBy(labels, 'category'), +} diff --git a/src/labels.json b/src/labels.json index da21e20..82b6356 100644 --- a/src/labels.json +++ b/src/labels.json @@ -27,10 +27,22 @@ "label": "7.x: regression", "category": "bug" }, + { + "label": ":apple: ios", + "category": "platform" + }, { "label": ":arrow_heading_down: pull", "category": "maintenance" }, + { + "label": ":beetle: bug", + "category": "bug" + }, + { + "label": ":beginner: documentation", + "category": "doc" + }, { "label": ":boom: regression", "category": "bug" @@ -39,6 +51,50 @@ "label": ":bug: bug", "category": "bug" }, + { + "label": ":bulb: proposal", + "category": "ideas" + }, + { + "label": ":computer: desktop", + "category": "platform" + }, + { + "label": ":doughnut: enhancement", + "category": "maintenance" + }, + { + "label": ":grey_question: question", + "category": "question" + }, + { + "label": ":heavy_plus_sign: feature request", + "category": "ideas" + }, + { + "label": ":iphone: mobile", + "category": "platform" + }, + { + "label": ":lipstick: ui", + "category": "design" + }, + { + "label": ":lock: security", + "category": "security" + }, + { + "label": ":question: question", + "category": "question" + }, + { + "label": ":robot: android", + "category": "platform" + }, + { + "label": ":rocket: deployment", + "category": "infra" + }, { "label": ":rocket: enhancement", "category": "maintenance" @@ -47,10 +103,22 @@ "label": ":rocket: feature request", "category": "ideas" }, + { + "label": ":sparkles: enhancement", + "category": "maintenance" + }, { "label": ":speech_balloon: question", "category": "question" }, + { + "label": ":white_check_mark: testing", + "category": "test" + }, + { + "label": ":wrench: infrastructure", + "category": "infra" + }, { "label": "@font-face", "category": "design" @@ -71,6 +139,10 @@ "label": "abandoned", "category": "null" }, + { + "label": "academia", + "category": "research" + }, { "label": "acceptance testing", "category": "test" @@ -111,6 +183,10 @@ "label": "angular", "category": "code" }, + { + "label": "ansible", + "category": "infra" + }, { "label": "approachability", "category": "a11y" @@ -119,6 +195,14 @@ "label": "approved", "category": "null" }, + { + "label": "area/cli", + "category": "infra" + }, + { + "label": "area/runner", + "category": "infra" + }, { "label": "area: crash", "category": "bug" @@ -139,6 +223,14 @@ "label": "assess", "category": "test" }, + { + "label": "assessment", + "category": "test" + }, + { + "label": "attitudinal user testing", + "category": "userTesting" + }, { "label": "audio", "category": "audio" @@ -147,10 +239,30 @@ "label": "awaiting-review", "category": "null" }, + { + "label": "aws", + "category": "infra" + }, + { + "label": "axe", + "category": "a11y" + }, { "label": "azur", "category": "infra" }, + { + "label": "azure ad", + "category": "infra" + }, + { + "label": "backdoor", + "category": "security" + }, + { + "label": "backend", + "category": "code" + }, { "label": "backer", "category": "financial" @@ -159,6 +271,14 @@ "label": "backer finding", "category": "fundingFinding" }, + { + "label": "backing", + "category": "financial" + }, + { + "label": "backup", + "category": "maintenance" + }, { "label": "badges", "category": "doc" @@ -175,10 +295,18 @@ "label": "beginner-friendly", "category": "null" }, + { + "label": "behavioral user testing", + "category": "userTesting" + }, { "label": "bitbucket cloud", "category": "infra" }, + { + "label": "biz", + "category": "business" + }, { "label": "blocked", "category": "null" @@ -187,14 +315,26 @@ "label": "blog", "category": "blog" }, + { + "label": "blogging", + "category": "blog" + }, { "label": "blogpost", "category": "blog" }, + { + "label": "blogs", + "category": "blog" + }, { "label": "bootstrap", "category": "tool" }, + { + "label": "brainstorm", + "category": "ideas" + }, { "label": "brainstorming", "category": "ideas" @@ -203,6 +343,10 @@ "label": "brand icon", "category": "design" }, + { + "label": "breach", + "category": "security" + }, { "label": "breaking change", "category": "code" @@ -211,6 +355,10 @@ "label": "browser bug", "category": "bug" }, + { + "label": "browser issue", + "category": "bug" + }, { "label": "browser: ie", "category": "platform" @@ -231,6 +379,10 @@ "label": "bugfix", "category": "bug" }, + { + "label": "bugs", + "category": "bug" + }, { "label": "business", "category": "business" @@ -239,10 +391,18 @@ "label": "business (category)", "category": "business" }, + { + "label": "business process", + "category": "business" + }, { "label": "c/c++", "category": "code" }, + { + "label": "camera", + "category": "video" + }, { "label": "cannot reproduce", "category": "null" @@ -267,6 +427,10 @@ "label": "checkpoint", "category": "review" }, + { + "label": "chef", + "category": "infra" + }, { "label": "chore", "category": "maintenance" @@ -275,14 +439,26 @@ "label": "chromeos", "category": "platform" }, + { + "label": "ci/cd", + "category": "infra" + }, { "label": "cla signed", "category": "null" }, + { + "label": "clean up", + "category": "maintenance" + }, { "label": "cli", "category": "code" }, + { + "label": "clickup", + "category": "projectManagement" + }, { "label": "client test", "category": "userTesting" @@ -295,6 +471,10 @@ "label": "cloud", "category": "infra" }, + { + "label": "cloud native", + "category": "infra" + }, { "label": "cmty:bug-report", "category": "bug" @@ -403,6 +583,10 @@ "label": "concept", "category": "ideas" }, + { + "label": "confer", + "category": "talk" + }, { "label": "conference", "category": "eventOrganizing" @@ -419,6 +603,22 @@ "label": "conflicts", "category": "null" }, + { + "label": "container", + "category": "infra" + }, + { + "label": "containerd", + "category": "infra" + }, + { + "label": "content", + "category": "content" + }, + { + "label": "contenu", + "category": "content" + }, { "label": "contribution welcome", "category": "null" @@ -427,10 +627,26 @@ "label": "contributions", "category": "maintenance" }, + { + "label": "copywriting", + "category": "content" + }, { "label": "core", "category": "maintenance" }, + { + "label": "corporate event", + "category": "eventOrganizing" + }, + { + "label": "counsel", + "category": "mentoring" + }, + { + "label": "cracking", + "category": "security" + }, { "label": "credit", "category": "financial" @@ -463,6 +679,18 @@ "label": "currency (category)", "category": "financial" }, + { + "label": "customer experience", + "category": "design" + }, + { + "label": "cx", + "category": "design" + }, + { + "label": "cybersec", + "category": "security" + }, { "label": "data", "category": "data" @@ -475,6 +703,10 @@ "label": "data analysis", "category": "data" }, + { + "label": "data cleaning", + "category": "data" + }, { "label": "data collection", "category": "data" @@ -483,10 +715,22 @@ "label": "data entry", "category": "data" }, + { + "label": "data manipulation", + "category": "data" + }, { "label": "data protection", "category": "security" }, + { + "label": "data wrangling", + "category": "data" + }, + { + "label": "ddos", + "category": "security" + }, { "label": "deal", "category": "business" @@ -515,6 +759,18 @@ "label": "definition:request", "category": "ideas" }, + { + "label": "deliverable", + "category": "projectManagement" + }, + { + "label": "demo", + "category": "example" + }, + { + "label": "demonstration", + "category": "example" + }, { "label": "deno", "category": "platform" @@ -527,6 +783,14 @@ "label": "dependency related", "category": "maintenance" }, + { + "label": "dependency-update", + "category": "maintenance" + }, + { + "label": "deployment", + "category": "infra" + }, { "label": "design", "category": "design" @@ -535,6 +799,10 @@ "label": "design (category)", "category": "design" }, + { + "label": "desktop", + "category": "platform" + }, { "label": "dev experience", "category": "design" @@ -543,10 +811,26 @@ "label": "developer experience", "category": "design" }, + { + "label": "devops: configure", + "category": "infra" + }, + { + "label": "devops: create", + "category": "infra" + }, + { + "label": "devops: defend", + "category": "infra" + }, { "label": "diary", "category": "blog" }, + { + "label": "didactic", + "category": "tutorial" + }, { "label": "difficulty: easy", "category": "null" @@ -559,10 +843,18 @@ "label": "difficulty: medium", "category": "null" }, + { + "label": "digital ocean", + "category": "infra" + }, { "label": "discussion", "category": "ideas" }, + { + "label": "discussion :speech_balloon:", + "category": "ideas" + }, { "label": "dissertation", "category": "research" @@ -583,6 +875,10 @@ "label": "docs", "category": "doc" }, + { + "label": "docs improvement", + "category": "doc" + }, { "label": "doctorate", "category": "research" @@ -595,6 +891,10 @@ "label": "documentation :book:", "category": "doc" }, + { + "label": "documentation :orange_book:", + "category": "doc" + }, { "label": "documents", "category": "doc" @@ -655,6 +955,14 @@ "label": "event", "category": "eventOrganizing" }, + { + "label": "events", + "category": "eventOrganizing" + }, + { + "label": "eventstorming", + "category": "ideas" + }, { "label": "examination", "category": "test" @@ -667,6 +975,10 @@ "label": "experiment", "category": "test" }, + { + "label": "exploit", + "category": "security" + }, { "label": "extension", "category": "plugin" @@ -675,6 +987,10 @@ "label": "external", "category": "plugin" }, + { + "label": "external-bugs", + "category": "bug" + }, { "label": "externs", "category": "plugin" @@ -743,6 +1059,10 @@ "label": "feature", "category": "ideas" }, + { + "label": "feature proposal", + "category": "ideas" + }, { "label": "feature request", "category": "ideas" @@ -791,6 +1111,10 @@ "label": "flaw", "category": "bug" }, + { + "label": "focus groups", + "category": "userTesting" + }, { "label": "font design", "category": "design" @@ -807,10 +1131,26 @@ "label": "frontend", "category": "code" }, + { + "label": "fund collection", + "category": "fundingFinding" + }, + { + "label": "fund investigation", + "category": "fundingFinding" + }, + { + "label": "funding call", + "category": "fundingFinding" + }, { "label": "funding finder", "category": "fundingFinding" }, + { + "label": "funding research", + "category": "fundingFinding" + }, { "label": "future architecture enhancements", "category": "ideas" @@ -819,6 +1159,10 @@ "label": "future crypto enhancements", "category": "ideas" }, + { + "label": "gcp", + "category": "infra" + }, { "label": "gdpr", "category": "security" @@ -827,6 +1171,10 @@ "label": "general js", "category": "code" }, + { + "label": "gh-pages", + "category": "platform" + }, { "label": "glitch", "category": "bug" @@ -851,6 +1199,10 @@ "label": "gradle", "category": "infra" }, + { + "label": "grafana", + "category": "infra" + }, { "label": "grant finder", "category": "fundingFinding" @@ -883,6 +1235,10 @@ "label": "hacked", "category": "security" }, + { + "label": "hacking", + "category": "security" + }, { "label": "hacktoberfest", "category": "code" @@ -923,6 +1279,14 @@ "label": "htmlfile", "category": "code" }, + { + "label": "i18n", + "category": "translation" + }, + { + "label": "iac", + "category": "infra" + }, { "label": "icebox", "category": "platform" @@ -967,6 +1331,10 @@ "label": "in review", "category": "null" }, + { + "label": "infosec", + "category": "security" + }, { "label": "infra", "category": "infra" @@ -1007,6 +1375,14 @@ "label": "internal-issue-created", "category": "bug" }, + { + "label": "internationalisation", + "category": "translation" + }, + { + "label": "internationalization", + "category": "translation" + }, { "label": "invalid", "category": "null" @@ -1027,10 +1403,18 @@ "label": "javascript", "category": "code" }, + { + "label": "jira", + "category": "projectManagement" + }, { "label": "journal", "category": "blog" }, + { + "label": "journaling", + "category": "blog" + }, { "label": "k8s", "category": "infra" @@ -1039,6 +1423,22 @@ "label": "kanban", "category": "projectManagement" }, + { + "label": "kind/bug", + "category": "bug" + }, + { + "label": "kind/discussion", + "category": "ideas" + }, + { + "label": "kind/feature-request", + "category": "ideas" + }, + { + "label": "kind/question", + "category": "question" + }, { "label": "kotlin", "category": "code" @@ -1047,6 +1447,14 @@ "label": "kubernetes", "category": "infra" }, + { + "label": "labour", + "category": "maintenance" + }, + { + "label": "lang-convert", + "category": "translation" + }, { "label": "lang-crystal", "category": "code" @@ -1087,10 +1495,18 @@ "label": "layout", "category": "design" }, + { + "label": "lean", + "category": "projectManagement" + }, { "label": "lecture", "category": "tutorial" }, + { + "label": "legacy", + "category": "maintenance" + }, { "label": "legal", "category": "security" @@ -1103,6 +1519,10 @@ "label": "lesson", "category": "tutorial" }, + { + "label": "lib", + "category": "plugin" + }, { "label": "library", "category": "tool" @@ -1115,6 +1535,10 @@ "label": "linux", "category": "platform" }, + { + "label": "literature review", + "category": "research" + }, { "label": "logo", "category": "design" @@ -1131,10 +1555,18 @@ "label": "major", "category": "null" }, + { + "label": "malware", + "category": "security" + }, { "label": "manual", "category": "doc" }, + { + "label": "mastering", + "category": "audio" + }, { "label": "maven", "category": "infra" @@ -1159,6 +1591,10 @@ "label": "mishap", "category": "bug" }, + { + "label": "mixing", + "category": "audio" + }, { "label": "mobile device support", "category": "platform" @@ -1183,6 +1619,10 @@ "label": "multi module", "category": "maintenance" }, + { + "label": "multi-cloud", + "category": "infra" + }, { "label": "music", "category": "audio" @@ -1247,6 +1687,10 @@ "label": "new iea", "category": "ideas" }, + { + "label": "newrelic", + "category": "infra" + }, { "label": "newsletter", "category": "content" @@ -1319,6 +1763,10 @@ "label": "other language integration feature", "category": "ideas" }, + { + "label": "paas", + "category": "platform" + }, { "label": "packaging", "category": "platform" @@ -1343,6 +1791,14 @@ "label": "patreon", "category": "financial" }, + { + "label": "peer-review", + "category": "review" + }, + { + "label": "pentesting", + "category": "security" + }, { "label": "performance", "category": "maintenance" @@ -1359,6 +1815,10 @@ "label": "phonetic", "category": "audio" }, + { + "label": "plan", + "category": "ideas" + }, { "label": "planned feature", "category": "ideas" @@ -1367,10 +1827,18 @@ "label": "planned for next release", "category": "null" }, + { + "label": "platform", + "category": "platform" + }, { "label": "plot", "category": "data" }, + { + "label": "plugin", + "category": "plugin" + }, { "label": "pmi", "category": "projectManagement" @@ -1483,6 +1951,10 @@ "label": "pr: wip", "category": "null" }, + { + "label": "present", + "category": "talk" + }, { "label": "prince2", "category": "projectManagement" @@ -1499,6 +1971,10 @@ "label": "priority: medium", "category": "null" }, + { + "label": "privacy", + "category": "security" + }, { "label": "problem", "category": "bug" @@ -1515,6 +1991,14 @@ "label": "project management", "category": "projectManagement" }, + { + "label": "prometheus", + "category": "infra" + }, + { + "label": "promote", + "category": "promotion" + }, { "label": "promotion", "category": "promotion" @@ -1527,6 +2011,10 @@ "label": "protection", "category": "security" }, + { + "label": "puppet", + "category": "infra" + }, { "label": "python", "category": "code" @@ -1547,6 +2035,14 @@ "label": "question", "category": "question" }, + { + "label": "question :question:", + "category": "question" + }, + { + "label": "question :raising_hand:", + "category": "question" + }, { "label": "raster image", "category": "design" @@ -1575,6 +2071,10 @@ "label": "refactoring", "category": "code" }, + { + "label": "reference", + "category": "example" + }, { "label": "regression", "category": "bug" @@ -1591,6 +2091,10 @@ "label": "released", "category": "null" }, + { + "label": "reliability", + "category": "maintenance" + }, { "label": "reminder", "category": "null" @@ -1607,6 +2111,14 @@ "label": "research", "category": "research" }, + { + "label": "research opportunity", + "category": "research" + }, + { + "label": "researching", + "category": "research" + }, { "label": "resolution: support redirect", "category": "null" @@ -1635,6 +2147,10 @@ "label": "rgba", "category": "design" }, + { + "label": "roadmap", + "category": "projectManagement" + }, { "label": "ruby", "category": "code" @@ -1647,10 +2163,18 @@ "label": "safety", "category": "security" }, + { + "label": "saltstack", + "category": "infra" + }, { "label": "sample", "category": "example" }, + { + "label": "sast", + "category": "security" + }, { "label": "scrum", "category": "projectManagement" @@ -1659,10 +2183,22 @@ "label": "security", "category": "security" }, + { + "label": "seeding-round", + "category": "fundingFinding" + }, + { + "label": "sentry", + "category": "infra" + }, { "label": "shell", "category": "tool" }, + { + "label": "site reliability", + "category": "maintenance" + }, { "label": "sketch", "category": "design" @@ -1743,6 +2279,10 @@ "label": "specs", "category": "doc" }, + { + "label": "sponsor", + "category": "mentoring" + }, { "label": "stale", "category": "null" @@ -1907,6 +2447,10 @@ "label": "teaching", "category": "tutorial" }, + { + "label": "tech-debt", + "category": "maintenance" + }, { "label": "technical debt", "category": "maintenance" @@ -1927,6 +2471,10 @@ "label": "template", "category": "example" }, + { + "label": "terraform", + "category": "infra" + }, { "label": "test", "category": "test" @@ -1983,6 +2531,10 @@ "label": "travis-yml", "category": "infra" }, + { + "label": "tree testing", + "category": "userTesting" + }, { "label": "trello", "category": "projectManagement" @@ -2015,6 +2567,10 @@ "label": "tv", "category": "video" }, + { + "label": "tv show", + "category": "video" + }, { "label": "type: bug", "category": "bug" @@ -2051,10 +2607,22 @@ "label": "type: enhancement :bulb:", "category": "ideas" }, + { + "label": "type: feature request", + "category": "ideas" + }, { "label": "type: getting started", "category": "null" }, + { + "label": "type: idea", + "category": "ideas" + }, + { + "label": "type: infrastructure", + "category": "infra" + }, { "label": "type: invalid :x:", "category": "null" @@ -2063,6 +2631,10 @@ "label": "type: maintenance :construction:", "category": "maintenance" }, + { + "label": "type: performance", + "category": "maintenance" + }, { "label": "type: question", "category": "question" @@ -2071,6 +2643,10 @@ "label": "type: question :grey_question:", "category": "question" }, + { + "label": "type: refactor", + "category": "code" + }, { "label": "type: regression :boom:", "category": "bug" @@ -2083,6 +2659,10 @@ "label": "type: sendgrid enhancement", "category": "maintenance" }, + { + "label": "type: test", + "category": "test" + }, { "label": "type: vulnerability :warning:", "category": "security" @@ -2091,10 +2671,18 @@ "label": "typography", "category": "design" }, + { + "label": "uat", + "category": "test" + }, { "label": "ui", "category": "design" }, + { + "label": "ui test", + "category": "test" + }, { "label": "unconfirmed", "category": "null" @@ -2127,6 +2715,10 @@ "label": "usability", "category": "a11y" }, + { + "label": "usability testing", + "category": "userTesting" + }, { "label": "user experience", "category": "design" @@ -2139,6 +2731,14 @@ "label": "user testing", "category": "userTesting" }, + { + "label": "utility-lib", + "category": "plugin" + }, + { + "label": "utils", + "category": "plugin" + }, { "label": "ux", "category": "design" @@ -2175,6 +2775,10 @@ "label": "vulnerability", "category": "security" }, + { + "label": "vultr", + "category": "infra" + }, { "label": "walkthrough", "category": "doc" @@ -2187,14 +2791,30 @@ "label": "waterfall", "category": "projectManagement" }, + { + "label": "wave", + "category": "a11y" + }, + { + "label": "wcag", + "category": "a11y" + }, { "label": "web app", "category": "code" }, + { + "label": "webaim", + "category": "a11y" + }, { "label": "website", "category": "code" }, + { + "label": "website copy", + "category": "content" + }, { "label": "websocket", "category": "tool" diff --git a/src/list-labels.js b/src/list-labels.js new file mode 100755 index 0000000..19385ec --- /dev/null +++ b/src/list-labels.js @@ -0,0 +1,26 @@ +#!/usr/bin/env node +const args = require('yargs/yargs')(process.argv.slice(2)).argv._ +const {info, use, out} = require('nclr') +const labels = require('./labels') +const len = labels.size() + +const perc = num => `${Math.round(num * 10000) / 100}%` + +// eslint-disable-next-line no-console +args.forEach(category => { + const data = labels.getLabelsFromCategory(category) + info( + `${use('inp', category)} (${data.length} / ${len} = ${use( + 'out', + perc(data.length / len), + )})`, + ) + out( + JSON.stringify( + data.map(d => d.label), + null, + 2, + ), + ) + out('') +}) diff --git a/src/sorter.js b/src/sorter.js index 56d9da5..6ff9a19 100644 --- a/src/sorter.js +++ b/src/sorter.js @@ -1,6 +1,9 @@ const fs = require('fs') +const {join} = require('path') const chalk = require('chalk') -const labels = require('./labels.json') + +const labelsPath = join(__dirname, './labels.json') +const labels = require(labelsPath) const update = () => { const sorted = [] @@ -14,7 +17,7 @@ const update = () => { sorted.push({label: l, category: label.category}) }) - fs.writeFile('labels.json', JSON.stringify(sorted, null, 2), err => { + fs.writeFile(labelsPath, JSON.stringify(sorted, null, 2), err => { /* eslint-disable no-console */ if (err) throw err console.log(chalk.cyan(`${sorted.length} results saved`)) diff --git a/src/utils.js b/src/utils.js index e199a03..d170d53 100644 --- a/src/utils.js +++ b/src/utils.js @@ -10,10 +10,10 @@ const copy = el => { typeof el === 'string' || typeof el === 'number' || typeof el === 'boolean' - ) + ) { return el - //As they are immutable types - else { + } else { + //As they are immutable types const clone = {} for (const i in el) { if (el.hasOwnProperty(i)) clone[i] = el[i] @@ -123,8 +123,9 @@ const rmEmpty = matrix => { }) const nonEmpty = {} for (const row in matrix) { - if (matrix.hasOwnProperty(row) && !empty.includes(row)) + if (matrix.hasOwnProperty(row) && !empty.includes(row)) { nonEmpty[row] = matrix[row] + } } return nonEmpty } @@ -139,8 +140,9 @@ const rmEmpty = matrix => { * @private */ const hexSeries = (position, start = 0.1, inc = 0.1) => { - if (position < 0 || position > 2) + if (position < 0 || position > 2) { throw new Error('position needs be between 0 and 2') + } const TEMPLATE = ['00', '00', '00'] const res = [] for (let i = start; i <= 1; i += inc) { diff --git a/yarn.lock b/yarn.lock index 661e92e..545dd48 100644 --- a/yarn.lock +++ b/yarn.lock @@ -10,7 +10,7 @@ "@jridgewell/gen-mapping" "^0.3.0" "@jridgewell/trace-mapping" "^0.3.9" -"@babel/cli@^7.12.1": +"@babel/cli@^7.18.10": version "7.21.5" resolved "https://registry.npmjs.org/@babel/cli/-/cli-7.21.5.tgz" integrity sha512-TOKytQ9uQW9c4np8F+P7ZfPINy5Kv+pizDIUwSVH8X5zHgYHV4AA8HE5LA450xXeu4jEfmUckTYvv1I4S26M/g== @@ -33,21 +33,14 @@ dependencies: "@babel/highlight" "^7.18.6" -"@babel/code-frame@7.12.11": - version "7.12.11" - resolved "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.12.11.tgz" - integrity sha512-Zt1yodBx1UcyiePMSkWnU4hPqhwq7hGi2nFL1LeA3EUl+q2LQx16MISgJ0+z7dnmgvP9QtIleuETGOiOH1RcIw== - dependencies: - "@babel/highlight" "^7.10.4" - "@babel/compat-data@^7.17.7", "@babel/compat-data@^7.20.5", "@babel/compat-data@^7.21.5": version "7.21.7" resolved "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.21.7.tgz" integrity sha512-KYMqFYTaenzMK4yUtf4EW9wc4N9ef80FsbMtkwool5zpwl4YrT1SdWYSTRcT94KO4hannogdS+LxY7L+arP3gA== -"@babel/core@^7.0.0", "@babel/core@^7.0.0-0", "@babel/core@^7.1.0", "@babel/core@^7.12.0", "@babel/core@^7.12.3", "@babel/core@^7.13.0", "@babel/core@^7.4.0-0", "@babel/core@^7.7.5": +"@babel/core@^7.11.6", "@babel/core@^7.12.3", "@babel/core@^7.18.10", "@babel/core@^7.18.13": version "7.21.8" - resolved "https://registry.npmjs.org/@babel/core/-/core-7.21.8.tgz" + resolved "https://registry.yarnpkg.com/@babel/core/-/core-7.21.8.tgz#2a8c7f0f53d60100ba4c32470ba0281c92aa9aa4" integrity sha512-YeM22Sondbo523Sz0+CirSPnbj9bG3P0CdHcBZdqUuaeOaYEFbOLoGU7lebvGP6P5J/WE9wOn7u7C4J9HvS1xQ== dependencies: "@ampproject/remapping" "^2.2.0" @@ -66,39 +59,7 @@ json5 "^2.2.2" semver "^6.3.0" -"@babel/core@7.12.3": - version "7.12.3" - resolved "https://registry.npmjs.org/@babel/core/-/core-7.12.3.tgz" - integrity sha512-0qXcZYKZp3/6N2jKYVxZv0aNCsxTSVCiK72DTiTYZAu7sjg73W0/aynWjMbiGd87EQL4WyA8reiJVh92AVla9g== - dependencies: - "@babel/code-frame" "^7.10.4" - "@babel/generator" "^7.12.1" - "@babel/helper-module-transforms" "^7.12.1" - "@babel/helpers" "^7.12.1" - "@babel/parser" "^7.12.3" - "@babel/template" "^7.10.4" - "@babel/traverse" "^7.12.1" - "@babel/types" "^7.12.1" - convert-source-map "^1.7.0" - debug "^4.1.0" - gensync "^1.0.0-beta.1" - json5 "^2.1.2" - lodash "^4.17.19" - resolve "^1.3.2" - semver "^5.4.1" - source-map "^0.5.0" - -"@babel/generator@^7.12.1": - version "7.21.5" - resolved "https://registry.npmjs.org/@babel/generator/-/generator-7.21.5.tgz" - integrity sha512-SrKK/sRv8GesIW1bDagf9cCG38IOMYZusoe1dfg0D8aiUe3Amvoj1QtjTPAWcfrZFvIwlleLb0gxzQidL9w14w== - dependencies: - "@babel/types" "^7.21.5" - "@jridgewell/gen-mapping" "^0.3.2" - "@jridgewell/trace-mapping" "^0.3.17" - jsesc "^2.5.1" - -"@babel/generator@^7.21.5": +"@babel/generator@^7.18.10", "@babel/generator@^7.21.5", "@babel/generator@^7.7.2": version "7.21.5" resolved "https://registry.npmjs.org/@babel/generator/-/generator-7.21.5.tgz" integrity sha512-SrKK/sRv8GesIW1bDagf9cCG38IOMYZusoe1dfg0D8aiUe3Amvoj1QtjTPAWcfrZFvIwlleLb0gxzQidL9w14w== @@ -108,15 +69,6 @@ "@jridgewell/trace-mapping" "^0.3.17" jsesc "^2.5.1" -"@babel/generator@7.12.1": - version "7.12.1" - resolved "https://registry.npmjs.org/@babel/generator/-/generator-7.12.1.tgz" - integrity sha512-DB+6rafIdc9o72Yc3/Ph5h+6hUjeOp66pF0naQBgUFFuPqzQwIlPTm3xZR7YNvduIMtkDIj2t21LSQwnbCrXvg== - dependencies: - "@babel/types" "^7.12.1" - jsesc "^2.5.1" - source-map "^0.5.0" - "@babel/helper-annotate-as-pure@^7.18.6": version "7.18.6" resolved "https://registry.npmjs.org/@babel/helper-annotate-as-pure/-/helper-annotate-as-pure-7.18.6.tgz" @@ -212,7 +164,7 @@ dependencies: "@babel/types" "^7.21.4" -"@babel/helper-module-transforms@^7.12.1", "@babel/helper-module-transforms@^7.18.6", "@babel/helper-module-transforms@^7.20.11", "@babel/helper-module-transforms@^7.21.5": +"@babel/helper-module-transforms@^7.18.6", "@babel/helper-module-transforms@^7.20.11", "@babel/helper-module-transforms@^7.21.5": version "7.21.5" resolved "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.21.5.tgz" integrity sha512-bI2Z9zBGY2q5yMHoBvJ2a9iX3ZOAzJPm7Q8Yz6YeoUjU/Cvhmi2G4QyTNyPBqqXSgTjUxRg3L0xV45HvkNWWBw== @@ -306,7 +258,7 @@ "@babel/traverse" "^7.20.5" "@babel/types" "^7.20.5" -"@babel/helpers@^7.12.1", "@babel/helpers@^7.21.5": +"@babel/helpers@^7.21.5": version "7.21.5" resolved "https://registry.npmjs.org/@babel/helpers/-/helpers-7.21.5.tgz" integrity sha512-BSY+JSlHxOmGsPTydUkPf1MdMQ3M81x5xGCOVgWM3G8XH77sJ292Y2oqcp0CbbgxhqBuI46iUz1tT7hqP7EfgA== @@ -315,7 +267,7 @@ "@babel/traverse" "^7.21.5" "@babel/types" "^7.21.5" -"@babel/highlight@^7.10.4", "@babel/highlight@^7.18.6": +"@babel/highlight@^7.18.6": 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"^0.6.0" +mdast-util-gfm-strikethrough@^1.0.0: + version "1.0.3" + resolved "https://registry.npmjs.org/mdast-util-gfm-strikethrough/-/mdast-util-gfm-strikethrough-1.0.3.tgz" + integrity sha512-DAPhYzTYrRcXdMjUtUjKvW9z/FNAMTdU0ORyMcbmkwYNbKocDpdk+PX1L1dQgOID/+vVs1uBQ7ElrBQfZ0cuiQ== + dependencies: + "@types/mdast" "^3.0.0" + mdast-util-to-markdown "^1.3.0" + mdast-util-gfm-table@^0.1.0: version "0.1.6" resolved "https://registry.npmjs.org/mdast-util-gfm-table/-/mdast-util-gfm-table-0.1.6.tgz" @@ -10114,6 +8476,16 @@ mdast-util-gfm-table@^0.1.0: markdown-table "^2.0.0" mdast-util-to-markdown "~0.6.0" +mdast-util-gfm-table@^1.0.0: + version "1.0.7" + resolved "https://registry.npmjs.org/mdast-util-gfm-table/-/mdast-util-gfm-table-1.0.7.tgz" + integrity sha512-jjcpmNnQvrmN5Vx7y7lEc2iIOEytYv7rTvu+MeyAsSHTASGCCRA79Igg2uKssgOs1i1po8s3plW0sTu1wkkLGg== + dependencies: + "@types/mdast" "^3.0.0" + markdown-table "^3.0.0" + mdast-util-from-markdown "^1.0.0" + mdast-util-to-markdown "^1.3.0" + 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