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 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
- design 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 6.00 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
- doc 0.00 0.00 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 2.00 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
- eventOrganizing 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
- example 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
- financial 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
- fundingFinding 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 2.00 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
- ideas 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 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
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+Actual \ Predicted 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
+-------------------- ---- ----- ---- ---- -------- ---- ------- ---- ------ ---- --------------- ------- --------- -------------- ----- ----- ----------- --------- ----- -------- ------ ----------------- --------- -------- -------- ------ -------- ---- ---- ---- ----------- -------- ----------- -----
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diff --git a/playground/playground-confusionMatrix.json b/playground/playground-confusionMatrix.json
index f869f18..02178ca 100644
--- a/playground/playground-confusionMatrix.json
+++ b/playground/playground-confusionMatrix.json
@@ -17,11 +17,14 @@
"ideas",
"infra",
"maintenance",
+ "mentoring",
"null",
"platform",
"plugin",
"projectManagement",
+ "promotion",
"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,
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+ "research": 0,
"review": 0,
"security": 0,
"talk": 0,
@@ -150,11 +162,14 @@
"ideas": 0,
"infra": 0,
"maintenance": 0,
- "null": 3,
+ "mentoring": 0,
+ "null": 1,
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"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,
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"plugin": 0,
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+ "promotion": 0,
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+ "research": 0,
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"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,
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+ "promotion": 0,
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+ "research": 0,
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"security": 0,
"talk": 0,
@@ -414,11 +450,14 @@
"ideas": 0,
"infra": 0,
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- "null": 1,
+ "mentoring": 0,
+ "null": 2,
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+ "promotion": 0,
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+ "research": 0,
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"security": 0,
"talk": 0,
@@ -443,15 +482,18 @@
"eventOrganizing": 0,
"example": 0,
"financial": 0,
- "fundingFinding": 0,
+ "fundingFinding": 1,
"ideas": 0,
"infra": 0,
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- "null": 1,
+ "mentoring": 0,
+ "null": 2,
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"plugin": 0,
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+ "promotion": 0,
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+ "research": 0,
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"talk": 0,
@@ -476,15 +518,18 @@
"eventOrganizing": 0,
"example": 0,
"financial": 0,
- "fundingFinding": 0,
+ "fundingFinding": 1,
"ideas": 0,
"infra": 0,
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- "null": 2,
+ "mentoring": 0,
+ "null": 0,
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@@ -510,14 +555,17 @@
"example": 0,
"financial": 0,
"fundingFinding": 0,
- "ideas": 0,
+ "ideas": 2,
"infra": 0,
"maintenance": 0,
- "null": 3,
+ "mentoring": 0,
+ "null": 5,
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"plugin": 0,
"projectManagement": 0,
+ "promotion": 0,
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+ "research": 0,
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"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,
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@@ -578,12 +629,15 @@
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+ "maintenance": 4,
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@@ -594,17 +648,17 @@
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"video": 0
},
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+ "mentoring": {
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@@ -612,15 +666,54 @@
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@@ -711,11 +810,50 @@
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@@ -810,13 +990,16 @@
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@@ -876,11 +1062,14 @@
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@@ -909,19 +1098,22 @@
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},
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@@ -942,11 +1134,14 @@
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@@ -1041,11 +1242,14 @@
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@@ -1057,4 +1261,4 @@
"video": 0
}
}
-}
+}
\ No newline at end of file
diff --git a/playground/playground-fullStats.json b/playground/playground-fullStats.json
index 00834c9..3917d86 100644
--- a/playground/playground-fullStats.json
+++ b/playground/playground-fullStats.json
@@ -1,7 +1,7 @@
{
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- "incorrectPredictions": 54,
+ "total": 107,
+ "correctPredictions": 39,
+ "incorrectPredictions": 68,
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"a11y",
"audio",
@@ -20,11 +20,14 @@
"ideas",
"infra",
"maintenance",
+ "mentoring",
"null",
"platform",
"plugin",
"projectManagement",
+ "promotion",
"question",
+ "research",
"review",
"security",
"talk",
@@ -36,69 +39,87 @@
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],
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@@ -106,7 +127,7 @@
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+ "tn": 107,
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@@ -115,364 +136,640 @@
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+ "confusionMatrix": [
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@@ -480,7 +777,7 @@
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+ "tn": 107,
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@@ -489,32 +786,76 @@
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+ "tn": 107,
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@@ -523,32 +864,76 @@
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- "prevalence": 0.024096385542168676,
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},
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@@ -557,41 +942,16 @@
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}
}
-}
+}
\ No newline at end of file
diff --git a/playground/playground-learner.json b/playground/playground-learner.json
index 34c7655..facaa58 100644
--- a/playground/playground-learner.json
+++ b/playground/playground-learner.json
@@ -1,1170 +1 @@
-{
- "classifier": "{\n\t\"createNewObjectString\": \"(pastTrainingSamples = []) => {\\n const {multilabel, Winnow, EnhancedClassifier} = 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\\n .split(/[ \\\\t,;:.-_]/) //perhaps remove _ to keep emoji words joint\\n .filter(Boolean)\\n .forEach(word => {\\n features[word.toLowerCase()] = 1\\n })\\n }\\n\\n const TextClassifier = multilabel.BinaryRelevance.bind(0, {\\n //eslint-disable-next-line babel/camelcase\\n binaryClassifierType: Winnow.bind(0, {retrain_count: 10}),\\n })\\n\\n const classifier = new EnhancedClassifier({\\n classifierType: TextClassifier,\\n featureExtractor, //or extract\\n pastTrainingSamples,\\n })\\n\\n return classifier\\n}\",\n\t\"object\": {\n\t\t\"classifier\": {\n\t\t\t\"null\": {\n\t\t\t\t\"positive_weights\": 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\ 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
+
+
+
+
+
+
+
+
+
+
+