From 31335827d718ec34440715c2ceee1054cd8afd93 Mon Sep 17 00:00:00 2001 From: Maximilian Berkmann Date: Mon, 26 Aug 2019 19:09:07 +0100 Subject: [PATCH] perf(dataset): removed a fair amount of `null` instances (#27) * perf(dataset): removed a fair amount of `null` instances * chore(labels): more clean-up * chore(labels): removed/edited a few instances * chore(labels): added more data * fix(index): category partitions no longer auto-saved The category partitions used to be saved everytime `Learner.getStats()`/`Learner.getCategoryPartition()` were called which lead in duplicated files and an undesirable side-effect. * chore(playground): update Updated the files after a saved dry run --- playground/categoryPartitions.json | 158 +-- playground/confusionMatrix.txt | 42 +- playground/playground-confusionMatrix.json | 66 +- playground/playground-fullStats.json | 504 +++++----- playground/playground-learner.json | 1020 ++++++++------------ playground/playground.js | 2 +- src/__tests__/index.js | 19 +- src/__tests__/labels.js | 17 +- src/index.js | 12 +- src/labels.json | 454 ++------- 10 files changed, 910 insertions(+), 1384 deletions(-) diff --git a/playground/categoryPartitions.json b/playground/categoryPartitions.json index c89d767..f7208c0 100644 --- a/playground/categoryPartitions.json +++ b/playground/categoryPartitions.json @@ -1,63 +1,63 @@ { "blog": { "overall": 3, - "test": 1, + "test": 0, "validation": 0, - "train": 2 + "train": 3 }, "bug": { "overall": 20, "test": 3, - "validation": 1, - "train": 16 + "validation": 2, + "train": 15 }, "business": { "overall": 3, - "test": 1, + "test": 0, "validation": 0, - "train": 2 + "train": 3 }, "code": { - "overall": 57, - "test": 6, - "validation": 8, - "train": 43 + "overall": 58, + "test": 10, + "validation": 6, + "train": 42 }, "content": { - "overall": 2, - "test": 1, - "validation": 0, - "train": 1 + "overall": 4, + "test": 0, + "validation": 1, + "train": 3 }, "design": { - "overall": 11, - "test": 0, - "validation": 2, - "train": 9 + "overall": 12, + "test": 2, + "validation": 3, + "train": 7 }, "doc": { "overall": 23, "test": 4, - "validation": 4, - "train": 15 + "validation": 1, + "train": 18 }, "eventOrganizing": { - "overall": 4, + "overall": 5, "test": 0, - "validation": 1, - "train": 3 + "validation": 0, + "train": 5 }, "example": { - "overall": 2, - "test": 1, - "validation": 1, - "train": 0 + "overall": 3, + "test": 0, + "validation": 0, + "train": 3 }, "financial": { - "overall": 4, - "test": 1, - "validation": 1, - "train": 2 + "overall": 6, + "test": 2, + "validation": 0, + "train": 4 }, "fundingFinding": { "overall": 2, @@ -66,105 +66,105 @@ "train": 2 }, "ideas": { - "overall": 26, + "overall": 27, "test": 1, - "validation": 4, - "train": 21 + "validation": 7, + "train": 19 }, "infra": { - "overall": 14, - "test": 6, - "validation": 2, - "train": 6 + "overall": 15, + "test": 1, + "validation": 4, + "train": 10 }, "maintenance": { "overall": 30, - "test": 4, - "validation": 2, - "train": 24 + "test": 7, + "validation": 4, + "train": 19 }, "null": { - "overall": 197, - "test": 27, - "validation": 34, - "train": 136 + "overall": 93, + "test": 16, + "validation": 12, + "train": 65 }, "platform": { - "overall": 23, - "test": 7, + "overall": 26, + "test": 5, "validation": 5, - "train": 11 + "train": 16 }, "plugin": { - "overall": 4, - "test": 1, - "validation": 0, + "overall": 6, + "test": 2, + "validation": 1, "train": 3 }, "projectManagement": { - "overall": 6, + "overall": 9, "test": 0, - "validation": 1, - "train": 5 + "validation": 3, + "train": 6 }, "question": { - "overall": 5, + "overall": 6, "test": 0, - "validation": 1, - "train": 4 + "validation": 0, + "train": 6 }, "review": { "overall": 3, "test": 0, - "validation": 1, - "train": 2 + "validation": 2, + "train": 1 }, "security": { "overall": 10, - "test": 2, - "validation": 1, - "train": 7 + "test": 4, + "validation": 2, + "train": 4 }, "talk": { - "overall": 2, + "overall": 3, "test": 0, "validation": 0, - "train": 2 + "train": 3 }, "test": { "overall": 12, - "test": 3, - "validation": 0, + "test": 1, + "validation": 2, "train": 9 }, "tool": { "overall": 13, - "test": 2, + "test": 1, "validation": 3, - "train": 8 + "train": 9 }, "translation": { - "overall": 1, - "test": 1, + "overall": 2, + "test": 0, "validation": 0, - "train": 0 + "train": 2 }, "tutorial": { - "overall": 3, - "test": 1, + "overall": 5, + "test": 0, "validation": 1, - "train": 1 + "train": 4 }, "userTesting": { "overall": 3, "test": 0, - "validation": 0, - "train": 3 + "validation": 1, + "train": 2 }, "video": { "overall": 3, - "test": 0, - "validation": 0, - "train": 3 + "test": 1, + "validation": 1, + "train": 1 } } diff --git a/playground/confusionMatrix.txt b/playground/confusionMatrix.txt index 3462fac..794bba1 100644 --- a/playground/confusionMatrix.txt +++ b/playground/confusionMatrix.txt @@ -1,30 +1,30 @@ Actual \ Predicted blog bug business code content design doc eventOrganizing example financial fundingFinding ideas infra maintenance null platform plugin projectManagement question review security talk test tool translation tutorial userTesting video -------------------- ---- ---- -------- ---- ------- ------ ---- --------------- ------- --------- -------------- ----- ----- ----------- ----- -------- ------ ----------------- -------- ------ -------- ---- ---- ---- ----------- -------- ----------- ----- - 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 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 - bug 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 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 - 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 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 - code 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 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 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"ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -62,7 +62,7 @@ }, "bug": { "blog": 0, - "bug": 1, + "bug": 2, "business": 0, "code": 0, "content": 0, @@ -75,7 +75,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -105,7 +105,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -124,7 +124,7 @@ "blog": 0, "bug": 0, "business": 0, - "code": 2, + "code": 4, "content": 0, "design": 0, "doc": 0, @@ -135,7 +135,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 4, + "null": 6, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -165,7 +165,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -186,7 +186,7 @@ "business": 0, "code": 0, "content": 0, - "design": 0, + "design": 1, "doc": 0, "eventOrganizing": 0, "example": 0, @@ -195,7 +195,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -217,7 +217,7 @@ "code": 0, "content": 0, "design": 0, - "doc": 3, + "doc": 2, "eventOrganizing": 0, "example": 0, "financial": 0, @@ -225,7 +225,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -285,7 +285,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -315,7 +315,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -372,9 +372,9 @@ "example": 0, "financial": 0, "fundingFinding": 0, - "ideas": 0, + "ideas": 1, "infra": 0, - "maintenance": 1, + "maintenance": 0, "null": 0, "platform": 0, "plugin": 0, @@ -403,9 +403,9 @@ "financial": 0, "fundingFinding": 0, "ideas": 0, - "infra": 3, + "infra": 1, "maintenance": 0, - "null": 3, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -424,7 +424,7 @@ "blog": 0, "bug": 0, "business": 0, - "code": 1, + "code": 0, "content": 0, "design": 0, "doc": 0, @@ -434,8 +434,8 @@ "fundingFinding": 0, "ideas": 0, "infra": 0, - "maintenance": 1, - "null": 2, + "maintenance": 4, + "null": 3, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -454,7 +454,7 @@ "blog": 0, "bug": 0, "business": 0, - "code": 1, + "code": 2, "content": 0, "design": 0, "doc": 0, @@ -465,7 +465,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 25, + "null": 14, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -473,7 +473,7 @@ "review": 0, "security": 0, "talk": 0, - "test": 1, + "test": 0, "tool": 0, "translation": 0, "tutorial": 0, @@ -495,8 +495,8 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 6, - "platform": 1, + "null": 3, + "platform": 2, "plugin": 0, "projectManagement": 0, "question": 0, @@ -525,7 +525,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 2, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -645,13 +645,13 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 4, "platform": 0, "plugin": 0, "projectManagement": 0, "question": 0, "review": 0, - "security": 1, + "security": 0, "talk": 0, "test": 0, "tool": 0, @@ -705,7 +705,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 2, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -747,7 +747,7 @@ "tool": 0, "translation": 0, "tutorial": 0, - "userTesting": 1, + "userTesting": 0, "video": 0 }, "translation": { @@ -765,7 +765,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -795,7 +795,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 1, + "null": 0, "platform": 0, "plugin": 0, "projectManagement": 0, @@ -855,7 +855,7 @@ "ideas": 0, "infra": 0, "maintenance": 0, - "null": 0, + "null": 1, "platform": 0, "plugin": 0, "projectManagement": 0, diff --git a/playground/playground-fullStats.json b/playground/playground-fullStats.json index 8201df6..e2384ff 100644 --- a/playground/playground-fullStats.json +++ b/playground/playground-fullStats.json @@ -1,7 +1,7 @@ { - "total": 73, - "correctPredictions": 38, - "incorrectPredictions": 35, + "total": 60, + "correctPredictions": 32, + "incorrectPredictions": 28, "classes": [ "blog", "bug", @@ -33,118 +33,111 @@ "video" ], "microAvg": { - "accuracy": 0.5205479452054794, - "f1": 0.5205479452054794, - "fallOut": 0.017757483510908167, - "missRate": 0.4794520547945205, - "precision": 0.5205479452054794, + "accuracy": 0.5333333333333333, + "f1": 0.5333333333333333, + "fallOut": 0.01728395061728395, + "missRate": 0.4666666666666667, + "precision": 0.5333333333333333, "prevalence": 0.03571428571428571, - "recall": 0.5205479452054794, - "specificity": 0.9822425164890918 + "recall": 0.5333333333333333, + "specificity": 0.9827160493827161 }, "macroAvg": { - "accuracy": 0.9657534246575343, + "accuracy": 0.9666666666666667, "f1": null, - "fallOut": 0.025875062762786567, + "fallOut": 0.022532467532467536, "missRate": null, "precision": null, "prevalence": 0.03571428571428571, "recall": null, - "specificity": 0.9741249372372136 + "specificity": 0.9774675324675324 + }, + "weightedAvg": { + "accuracy": 0.8324999999999999, + "f1": null, + "fallOut": 0.16424242424242425, + "missRate": null, + "precision": null, + "prevalence": 0.1355555555555556, + "recall": null, + "specificity": 0.8357575757575758 }, "results": { "blog": { - "total": 1, - "samplePortion": 0.0136986301369863, + "total": 0, + "samplePortion": 0, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 0, + "tn": 60, + "accuracy": 1, "f1": null, "fallOut": 0, - "missRate": 1, + "missRate": null, "precision": null, - "prevalence": 0.0136986301369863, - "recall": 0, + "prevalence": 0, + "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [0, 60]] }, "bug": { "total": 3, - "samplePortion": 0.0410958904109589, - "tp": 1, + "samplePortion": 0.05, + "tp": 2, "fp": 0, - "fn": 2, - "tn": 70, - "accuracy": 0.9726027397260274, - "f1": 0.5, + "fn": 1, + "tn": 57, + "accuracy": 0.9833333333333333, + "f1": 0.8, "fallOut": 0, - "missRate": 0.6666666666666666, + "missRate": 0.3333333333333333, "precision": 1, - "prevalence": 0.0410958904109589, - "recall": 0.3333333333333333, + "prevalence": 0.05, + "recall": 0.6666666666666666, "specificity": 1, - "confusionMatrix": [[1, 0], [2, 70]] + "confusionMatrix": [[2, 0], [1, 57]] }, "business": { - "total": 1, - "samplePortion": 0.0136986301369863, + "total": 0, + "samplePortion": 0, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 0, + "tn": 60, + "accuracy": 1, "f1": null, "fallOut": 0, - "missRate": 1, + "missRate": null, "precision": null, - "prevalence": 0.0136986301369863, - 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"accuracy": 0.9863013698630136, - "f1": 0.8571428571428571, + "fn": 2, + "tn": 56, + "accuracy": 0.9666666666666667, + "f1": 0.6666666666666666, "fallOut": 0, - "missRate": 0.25, + "missRate": 0.5, "precision": 1, - "prevalence": 0.0547945205479452, - "recall": 0.75, + "prevalence": 0.06666666666666667, + "recall": 0.5, "specificity": 1, - "confusionMatrix": [[3, 0], [1, 69]] + "confusionMatrix": [[2, 0], [2, 56]] }, "eventOrganizing": { "total": 0, @@ -178,7 +188,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -187,41 +197,41 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "example": { - "total": 1, - "samplePortion": 0.0136986301369863, + "total": 0, + "samplePortion": 0, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 0, + "tn": 60, + "accuracy": 1, "f1": null, "fallOut": 0, - "missRate": 1, + "missRate": null, "precision": null, - "prevalence": 0.0136986301369863, - "recall": 0, + "prevalence": 0, + "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [0, 60]] }, "financial": { - "total": 1, - "samplePortion": 0.0136986301369863, + "total": 2, + "samplePortion": 0.03333333333333333, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 2, + "tn": 58, + "accuracy": 0.9666666666666667, "f1": null, "fallOut": 0, "missRate": 1, "precision": null, - "prevalence": 0.0136986301369863, + "prevalence": 0.03333333333333333, "recall": 0, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [2, 58]] }, "fundingFinding": { "total": 0, @@ -229,7 +239,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -238,109 +248,109 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "ideas": { "total": 1, - "samplePortion": 0.0136986301369863, - "tp": 0, + "samplePortion": 0.016666666666666666, + "tp": 1, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, - "f1": null, + "fn": 0, + "tn": 59, + "accuracy": 1, + "f1": 1, "fallOut": 0, - "missRate": 1, - "precision": null, - "prevalence": 0.0136986301369863, - "recall": 0, + "missRate": 0, + "precision": 1, + "prevalence": 0.016666666666666666, + "recall": 1, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[1, 0], [0, 59]] }, "infra": { - "total": 6, - "samplePortion": 0.0821917808219178, - "tp": 3, + "total": 1, + "samplePortion": 0.016666666666666666, + "tp": 1, "fp": 0, - "fn": 3, - "tn": 67, - "accuracy": 0.958904109589041, - "f1": 0.6666666666666666, + "fn": 0, + "tn": 59, + "accuracy": 1, + "f1": 1, "fallOut": 0, - "missRate": 0.5, + "missRate": 0, "precision": 1, - "prevalence": 0.0821917808219178, - "recall": 0.5, + "prevalence": 0.016666666666666666, + "recall": 1, "specificity": 1, - "confusionMatrix": [[3, 0], [3, 67]] + "confusionMatrix": [[1, 0], [0, 59]] }, "maintenance": { - "total": 4, - "samplePortion": 0.0547945205479452, - "tp": 1, - "fp": 1, + "total": 7, + "samplePortion": 0.11666666666666667, + "tp": 4, + "fp": 0, "fn": 3, - "tn": 68, - "accuracy": 0.9452054794520548, - "f1": 0.3333333333333333, - "fallOut": 0.014492753623188406, - "missRate": 0.75, - "precision": 0.5, - "prevalence": 0.0547945205479452, - "recall": 0.25, - "specificity": 0.9855072463768116, - "confusionMatrix": [[1, 1], [3, 68]] + "tn": 53, + "accuracy": 0.95, + "f1": 0.7272727272727273, + "fallOut": 0, + "missRate": 0.42857142857142855, + "precision": 1, + "prevalence": 0.11666666666666667, + "recall": 0.5714285714285714, + "specificity": 1, + "confusionMatrix": [[4, 0], [3, 53]] }, "null": { - "total": 27, - "samplePortion": 0.3698630136986301, - "tp": 25, - "fp": 30, + "total": 16, + "samplePortion": 0.26666666666666666, + "tp": 14, + "fp": 26, "fn": 2, - "tn": 16, - "accuracy": 0.5616438356164384, - "f1": 0.6097560975609756, - "fallOut": 0.6521739130434783, - "missRate": 0.07407407407407407, - "precision": 0.45454545454545453, - "prevalence": 0.3698630136986301, - "recall": 0.9259259259259259, - "specificity": 0.34782608695652173, - "confusionMatrix": [[25, 30], [2, 16]] + "tn": 18, + "accuracy": 0.5333333333333333, + "f1": 0.4999999999999999, + "fallOut": 0.5909090909090909, + "missRate": 0.125, + "precision": 0.35, + "prevalence": 0.26666666666666666, + "recall": 0.875, + "specificity": 0.4090909090909091, + "confusionMatrix": [[14, 26], [2, 18]] }, "platform": { - "total": 7, - "samplePortion": 0.0958904109589041, - "tp": 1, + "total": 5, + "samplePortion": 0.08333333333333333, + "tp": 2, "fp": 0, - "fn": 6, - "tn": 66, - "accuracy": 0.9178082191780822, - "f1": 0.25, + "fn": 3, + "tn": 55, + "accuracy": 0.95, + "f1": 0.5714285714285715, "fallOut": 0, - "missRate": 0.8571428571428571, + "missRate": 0.6, "precision": 1, - "prevalence": 0.0958904109589041, - "recall": 0.14285714285714285, + "prevalence": 0.08333333333333333, + "recall": 0.4, "specificity": 1, - "confusionMatrix": [[1, 0], [6, 66]] + "confusionMatrix": [[2, 0], [3, 55]] }, "plugin": { - "total": 1, - "samplePortion": 0.0136986301369863, + "total": 2, + "samplePortion": 0.03333333333333333, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 2, + "tn": 58, + "accuracy": 0.9666666666666667, "f1": null, "fallOut": 0, "missRate": 1, "precision": null, - "prevalence": 0.0136986301369863, + "prevalence": 0.03333333333333333, "recall": 0, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [2, 58]] }, "projectManagement": { "total": 0, @@ -348,7 +358,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -357,7 +367,7 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "question": { "total": 0, @@ -365,7 +375,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -374,7 +384,7 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "review": { "total": 0, @@ -382,7 +392,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -391,24 +401,24 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "security": { - "total": 2, - "samplePortion": 0.0273972602739726, - "tp": 1, + "total": 4, + "samplePortion": 0.06666666666666667, + "tp": 0, "fp": 0, - "fn": 1, - "tn": 71, - "accuracy": 0.9863013698630136, - "f1": 0.6666666666666666, + "fn": 4, + "tn": 56, + "accuracy": 0.9333333333333333, + "f1": null, "fallOut": 0, - "missRate": 0.5, - "precision": 1, - "prevalence": 0.0273972602739726, - "recall": 0.5, + "missRate": 1, + "precision": null, + "prevalence": 0.06666666666666667, + "recall": 0, "specificity": 1, - "confusionMatrix": [[1, 0], [1, 71]] + "confusionMatrix": [[0, 0], [4, 56]] }, "talk": { "total": 0, @@ -416,7 +426,7 @@ "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -425,100 +435,83 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] }, "test": { - "total": 3, - "samplePortion": 0.0410958904109589, + "total": 1, + "samplePortion": 0.016666666666666666, "tp": 1, - "fp": 1, - "fn": 2, - "tn": 69, - "accuracy": 0.958904109589041, - "f1": 0.4, - "fallOut": 0.014285714285714285, - "missRate": 0.6666666666666666, - "precision": 0.5, - "prevalence": 0.0410958904109589, - "recall": 0.3333333333333333, - "specificity": 0.9857142857142858, - "confusionMatrix": [[1, 1], [2, 69]] - }, - "tool": { - "total": 2, - "samplePortion": 0.0273972602739726, - "tp": 0, "fp": 0, - "fn": 2, - "tn": 71, - "accuracy": 0.9726027397260274, - "f1": null, + "fn": 0, + "tn": 59, + "accuracy": 1, + "f1": 1, "fallOut": 0, - "missRate": 1, - "precision": null, - "prevalence": 0.0273972602739726, - "recall": 0, + "missRate": 0, + "precision": 1, + "prevalence": 0.016666666666666666, + "recall": 1, "specificity": 1, - "confusionMatrix": [[0, 0], [2, 71]] + "confusionMatrix": [[1, 0], [0, 59]] }, - "translation": { + "tool": { "total": 1, - "samplePortion": 0.0136986301369863, + "samplePortion": 0.016666666666666666, "tp": 0, "fp": 0, "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "tn": 59, + "accuracy": 0.9833333333333333, "f1": null, "fallOut": 0, "missRate": 1, "precision": null, - "prevalence": 0.0136986301369863, + "prevalence": 0.016666666666666666, "recall": 0, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [1, 59]] }, - "tutorial": { - "total": 1, - "samplePortion": 0.0136986301369863, + "translation": { + "total": 0, + "samplePortion": 0, "tp": 0, "fp": 0, - "fn": 1, - "tn": 72, - "accuracy": 0.9863013698630136, + "fn": 0, + "tn": 60, + "accuracy": 1, "f1": null, "fallOut": 0, - "missRate": 1, + "missRate": null, "precision": null, - "prevalence": 0.0136986301369863, - "recall": 0, + "prevalence": 0, + "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [1, 72]] + "confusionMatrix": [[0, 0], [0, 60]] }, - "userTesting": { + "tutorial": { "total": 0, "samplePortion": 0, "tp": 0, - "fp": 1, + "fp": 0, "fn": 0, - "tn": 72, - "accuracy": 0.9863013698630136, + "tn": 60, + "accuracy": 1, "f1": null, - "fallOut": 0.0136986301369863, + "fallOut": 0, "missRate": null, - "precision": 0, + "precision": null, "prevalence": 0, "recall": null, - "specificity": 0.9863013698630136, - "confusionMatrix": [[0, 1], [0, 72]] + "specificity": 1, + "confusionMatrix": [[0, 0], [0, 60]] }, - "video": { + "userTesting": { "total": 0, "samplePortion": 0, "tp": 0, "fp": 0, "fn": 0, - "tn": 73, + "tn": 60, "accuracy": 1, "f1": null, "fallOut": 0, @@ -527,7 +520,24 @@ "prevalence": 0, "recall": null, "specificity": 1, - "confusionMatrix": [[0, 0], [0, 73]] + "confusionMatrix": [[0, 0], [0, 60]] + }, + "video": { + "total": 1, + "samplePortion": 0.016666666666666666, + "tp": 0, + "fp": 0, + "fn": 1, + "tn": 59, + "accuracy": 0.9833333333333333, + "f1": null, + "fallOut": 0, + "missRate": 1, + "precision": null, + "prevalence": 0.016666666666666666, + "recall": 0, + "specificity": 1, + "confusionMatrix": [[0, 0], [1, 59]] } } } diff --git a/playground/playground-learner.json b/playground/playground-learner.json index b1052be..cb40e0c 100644 --- a/playground/playground-learner.json +++ b/playground/playground-learner.json @@ -1,15 +1,11 @@ { - "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\"code\": {\n\t\t\t\t\"positive_weights\": {\n\t\t\t\t\t\"requires\": 24.71923828125,\n\t\t\t\t\t\"upstream\": 0.38623809814453125,\n\t\t\t\t\t\"change\": 24.71923828125,\n\t\t\t\t\t\"bias\": 7.145763985269743e-74,\n\t\t\t\t\t\"es\": 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{\\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\": {\n\t\t\t\t\t\"planned\": 11.663999999999996,\n\t\t\t\t\t\"for\": 20.99519999999999,\n\t\t\t\t\t\"next\": 1.2959999999999998,\n\t\t\t\t\t\"release\": 7.464959999999998,\n\t\t\t\t\t\"bias\": 7.332557697087912e-79,\n\t\t\t\t\t\"needs\": 26.999999999999996,\n\t\t\t\t\t\"docs\": 0.28125,\n\t\t\t\t\t\"pr\": 0.017085937500000006,\n\t\t\t\t\t\"merged\": 16,\n\t\t\t\t\t\"ready\": 7.199999999999999,\n\t\t\t\t\t\"review\": 0.08898925781249997,\n\t\t\t\t\t\"difficulty\": 16,\n\t\t\t\t\t\"medium\": 8,\n\t\t\t\t\t\"abandoned\": 22.78125,\n\t\t\t\t\t\"good\": 2.63671875,\n\t\t\t\t\t\"first\": 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hooks\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"code\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"proposal\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"ideas\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"future crypto enhancements\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"ideas\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"trello\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"projectManagement\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"article\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"content\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"pr: new feature\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"ideas\"\n\t\t\t\t]\n\t\t\t},\n\t\t\t{\n\t\t\t\t\"input\": \"definition:enhancement\",\n\t\t\t\t\"output\": [\n\t\t\t\t\t\"maintenance\"\n\t\t\t\t]\n\t\t\t}\n\t\t]\n\t}\n}", "dataset": [ {"input": ".net core", "output": "code"}, {"input": ".net framework", "output": "code"}, {"input": ".net standard", "output": "code"}, {"input": "0 - backlog", "output": "null"}, {"input": "1 - ready", "output": "null"}, - {"input": "2 - working", "output": "null"}, - {"input": "2.x", "output": "null"}, - {"input": "3 - done", "output": "null"}, - {"input": "6.x: backport", "output": "null"}, {"input": "7.x: regression", "output": "bug"}, {"input": ":arrow_heading_down: pull", "output": "maintenance"}, {"input": ":boom: regression", "output": "bug"}, @@ -21,33 +17,27 @@ {"input": "a/b testing", "output": "userTesting"}, {"input": "abandoned", "output": "null"}, {"input": "accepted", "output": "null"}, - {"input": "accessibility", "output": "null"}, + {"input": "accessibility", "output": "design"}, {"input": "adapter", "output": "plugin"}, + {"input": "addon", "output": "plugin"}, {"input": "advance developer workflow", "output": "infra"}, {"input": "agile", "output": "projectManagement"}, {"input": "analysis", "output": "review"}, {"input": "android", "output": "platform"}, {"input": "angular", "output": "code"}, - {"input": "animals (category)", "output": "null"}, - {"input": "answered", "output": "null"}, {"input": "approved", "output": "null"}, - {"input": "area: concurrent", "output": "null"}, {"input": "area: crash", "output": "bug"}, - {"input": "arrows (category)", "output": "null"}, {"input": "art", "output": "design"}, {"input": "article", "output": "content"}, {"input": "assess", "output": "test"}, - {"input": "automotive (category)", "output": "null"}, - {"input": "available in fa pro", "output": "null"}, {"input": "awaiting-review", "output": "null"}, {"input": "backer", "output": "financial"}, {"input": "badges", "output": "doc"}, + {"input": "basecamp", "output": "projectManagement"}, {"input": "bdd", "output": "test"}, {"input": "beginner-friendly", "output": "null"}, - {"input": "beverage (category)", "output": "null"}, {"input": "bitbucket cloud", "output": "infra"}, {"input": "blocked", "output": "null"}, - {"input": "blocker", "output": "null"}, {"input": "blog", "output": "blog"}, {"input": "blogpost", "output": "blog"}, {"input": "bootstrap", "output": "tool"}, @@ -55,23 +45,19 @@ {"input": "brand icon", "output": "design"}, {"input": "breaking change", "output": "code"}, {"input": "browser bug", "output": "bug"}, - {"input": "browser: ie", "output": "null"}, - {"input": "browser: safari", "output": "null"}, + {"input": "browser: ie", "output": "platform"}, + {"input": "browser: safari", "output": "platform"}, {"input": "bug", "output": "bug"}, {"input": "bug report", "output": "bug"}, {"input": "business", "output": "business"}, {"input": "business (category)", "output": "business"}, - {"input": "c/c++", "output": "null"}, + {"input": "c/c++", "output": "code"}, {"input": "cannot reproduce", "output": "null"}, - {"input": "cantfix", "output": "null"}, {"input": "cdn", "output": "platform"}, {"input": "chat (category)", "output": "ideas"}, {"input": "check", "output": "review"}, {"input": "chore", "output": "maintenance"}, {"input": "cla signed", "output": "null"}, - {"input": "cla signed :heavy_check_mark:", "output": "null"}, - {"input": "cla: no", "output": "null"}, - {"input": "cla: yes", "output": "null"}, {"input": "cli", "output": "code"}, {"input": "client test", "output": "userTesting"}, {"input": "closed due to inactivity", "output": "null"}, @@ -80,13 +66,9 @@ {"input": "cmty:feature-request", "output": "ideas"}, {"input": "cmty:question", "output": "question"}, {"input": "cmty:status:cancelled", "output": "null"}, - {"input": "cmty:status:fixed", "output": "null"}, - {"input": "cmty:status:implemented", "output": "null"}, - {"input": "cmty:status:resolved", "output": "null"}, {"input": "community", "output": "null"}, {"input": "component: build infrastructure", "output": "infra"}, {"input": "component: component api", "output": "code"}, - {"input": "component: concurrent mode", "output": "null"}, {"input": "component: core utilities", "output": "maintenance"}, {"input": "component: developer tools", "output": "tool"}, {"input": "component: dom", "output": "code"}, @@ -94,19 +76,19 @@ {"input": "component: hooks", "output": "code"}, {"input": "component: optimizing compiler", "output": "code"}, {"input": "component: reactis", "output": "code"}, - {"input": "component: reconciler", "output": "null"}, {"input": "component: scheduler", "output": "null"}, {"input": "component: server rendering", "output": "code"}, {"input": "component: shallow renderer", "output": "code"}, - {"input": "component: suspense", "output": "null"}, {"input": "component: test renderer", "output": "test"}, {"input": "component: test utils", "output": "test"}, + {"input": "conference", "output": "eventOrganizing"}, {"input": "configuration", "output": "code"}, {"input": "confirmed", "output": "null"}, {"input": "conflicts", "output": "null"}, {"input": "contribution welcome", "output": "null"}, {"input": "contributions", "output": "maintenance"}, {"input": "core", "output": "maintenance"}, + {"input": "crowdin", "output": "translation"}, {"input": "critical", "output": "null"}, {"input": "csharp", "output": "code"}, {"input": "css", "output": "code"}, @@ -123,13 +105,9 @@ {"input": "dependency related", "output": "maintenance"}, {"input": "design", "output": "design"}, {"input": "design (category)", "output": "design"}, - {"input": "difficulty: challenging", "output": "null"}, {"input": "difficulty: easy", "output": "null"}, {"input": "difficulty: hard", "output": "null"}, {"input": "difficulty: medium", "output": "null"}, - {"input": "difficulty: starter", "output": "null"}, - {"input": "difficulty: unknown or n/a", "output": "null"}, - {"input": "difficulty: very hard", "output": "null"}, {"input": "discussion", "output": "ideas"}, {"input": "do not merge", "output": "null"}, {"input": "doc", "output": "doc"}, @@ -142,14 +120,11 @@ {"input": "electron", "output": "tool"}, {"input": "engine vulns", "output": "security"}, {"input": "enhancement", "output": "maintenance"}, - {"input": "enterprise", "output": "null"}, - {"input": "enterprise-2.0-backport", "output": "null"}, - {"input": "enterprise-2.1-backport", "output": "null"}, - {"input": "enterprise-2.2-backport", "output": "null"}, {"input": "es6", "output": "code"}, {"input": "es7", "output": "code"}, {"input": "event", "output": "eventOrganizing"}, {"input": "example", "output": "example"}, + {"input": "extension", "output": "plugin"}, {"input": "external", "output": "plugin"}, {"input": "externs", "output": "plugin"}, {"input": "feat/cli", "output": "code"}, @@ -169,28 +144,22 @@ {"input": "feature", "output": "ideas"}, {"input": "feature request", "output": "ideas"}, {"input": "feedback requested", "output": "null"}, - {"input": "files (category)", "output": "null"}, {"input": "film", "output": "video"}, {"input": "finance", "output": "financial"}, {"input": "financial support", "output": "financial"}, {"input": "first-timers-only", "output": "null"}, - {"input": "flags (category)", "output": "null"}, {"input": "flashsocket", "output": "tool"}, - {"input": "fontawesome.com", "output": "null"}, - {"input": "food (category)", "output": "null"}, {"input": "freemasonry icons", "output": "design"}, {"input": "frontend", "output": "code"}, {"input": "funding finder", "output": "fundingFinding"}, {"input": "future architecture enhancements", "output": "ideas"}, {"input": "future crypto enhancements", "output": "ideas"}, {"input": "gdpr", "output": "security"}, - {"input": "genders (category)", "output": "null"}, {"input": "general js", "output": "code"}, - {"input": "gh review: accepted", "output": "null"}, + {"input": "glo", "output": "projectManagement"}, {"input": "go", "output": "code"}, - {"input": "go client internal release", "output": "null"}, + {"input": "go client internal release", "output": "infra"}, {"input": "good first issue", "output": "null"}, - {"input": "good first issue :+1:", "output": "null"}, {"input": "gradle", "output": "infra"}, {"input": "grant finder", "output": "fundingFinding"}, {"input": "great insight", "output": "ideas"}, @@ -200,25 +169,15 @@ {"input": "hacked", "output": "security"}, {"input": "hacktoberfest", "output": "code"}, {"input": "handshakes", "output": "business"}, - {"input": "has bounty", "output": "null"}, {"input": "has pr", "output": "null"}, - {"input": "help", "output": "null"}, - {"input": "help / pr wanted", "output": "null"}, {"input": "help wanted", "output": "null"}, - {"input": "help wanted :sos:", "output": "null"}, - {"input": "hi-pri", "output": "null"}, - {"input": "high-priority", "output": "null"}, - {"input": "hodor", "output": "null"}, {"input": "hot discussion", "output": "ideas"}, {"input": "how-to", "output": "tutorial"}, {"input": "html", "output": "code"}, {"input": "htmlfile", "output": "code"}, - {"input": "https", "output": "null"}, {"input": "icebox", "output": "platform"}, {"input": "icon", "output": "design"}, - {"input": "ie8", "output": "null"}, - {"input": "import in progress", "output": "null"}, - {"input": "import started", "output": "null"}, + {"input": "ie8", "output": "platform"}, {"input": "improved error handling", "output": "code"}, {"input": "in progress", "output": "null"}, {"input": "in review", "output": "null"}, @@ -229,10 +188,7 @@ {"input": "internal-issue-created", "output": "bug"}, {"input": "invalid", "output": "null"}, {"input": "ios", "output": "platform"}, - {"input": "jquery differences", "output": "null"}, - {"input": "jsonp-polling", "output": "null"}, {"input": "kanban", "output": "projectManagement"}, - {"input": "kbfs", "output": "null"}, {"input": "kotlin", "output": "code"}, {"input": "lang-crystal", "output": "code"}, {"input": "lang-dart", "output": "code"}, @@ -244,42 +200,32 @@ {"input": "lang-scala", "output": "code"}, {"input": "legal", "output": "security"}, {"input": "lerna", "output": "infra"}, + {"input": "lecture", "output": "tutorial"}, + {"input": "lesson", "output": "tutorial"}, {"input": "library", "output": "tool"}, {"input": "lint", "output": "maintenance"}, {"input": "linux", "output": "platform"}, - {"input": "lks", "output": "null"}, {"input": "logo", "output": "design"}, - {"input": "m1.s0", "output": "null"}, - {"input": "m1.s1", "output": "null"}, - {"input": "m1.s2", "output": "null"}, {"input": "macos", "output": "platform"}, {"input": "maintenance", "output": "maintenance"}, {"input": "major", "output": "null"}, {"input": "manual", "output": "doc"}, - {"input": "mass purge 2015.10.26", "output": "null"}, {"input": "maven", "output": "infra"}, {"input": "meetup", "output": "eventOrganizing"}, - {"input": "minor", "output": "null"}, {"input": "mobile device support", "output": "platform"}, - {"input": "mode: proxy", "output": "null"}, {"input": "modules", "output": "code"}, {"input": "monitor", "output": "maintenance"}, {"input": "multi module", "output": "maintenance"}, {"input": "must-triage", "output": "null"}, - {"input": "namespaces", "output": "null"}, {"input": "need-info", "output": "null"}, {"input": "needs a example app.", "output": "null"}, {"input": "needs a failing test", "output": "null"}, {"input": "needs browser testing", "output": "null"}, {"input": "needs changelog", "output": "null"}, {"input": "needs docs", "output": "null"}, - {"input": "needs documentation", "output": "null"}, - {"input": "needs info", "output": "null"}, - {"input": "needs more info :man_shrugging:", "output": "null"}, {"input": "needs repro", "output": "null"}, {"input": "needs review", "output": "null"}, {"input": "needs triage", "output": "null"}, - {"input": "needs-more-info", "output": "null"}, {"input": "needs-research", "output": "null"}, {"input": "new api proposal", "output": "ideas"}, {"input": "new best practice", "output": "ideas"}, @@ -292,31 +238,26 @@ {"input": "not a bug", "output": "null"}, {"input": "npm", "output": "infra"}, {"input": "on hold", "output": "null"}, - {"input": "open", "output": "null"}, + {"input": "opencollective", "output": "financial"}, {"input": "operations", "output": "maintenance"}, - {"input": "opinions needed", "output": "null"}, + {"input": "opinions needed", "output": "ideas"}, {"input": "optimisation", "output": "code"}, {"input": "other language integration feature", "output": "ideas"}, - {"input": "p0", "output": "null"}, - {"input": "p1", "output": "null"}, - {"input": "p2", "output": "null"}, - {"input": "p3", "output": "null"}, {"input": "packaging", "output": "platform"}, + {"input": "paper", "output": "content"}, {"input": "parser", "output": "tool"}, {"input": "parser-specific", "output": "tool"}, - {"input": "pending release", "output": "null"}, + {"input": "patreon", "output": "financial"}, {"input": "performance", "output": "maintenance"}, {"input": "planned feature", "output": "null"}, {"input": "planned for next release", "output": "null"}, {"input": "porting", "output": "platform"}, {"input": "pr welcome", "output": "null"}, - {"input": "pr-existing", "output": "null"}, {"input": "pr: breaking change", "output": "code"}, {"input": "pr: breaking change :boom:", "output": "code"}, {"input": "pr: bug fix", "output": "bug"}, {"input": "pr: bug fix :bug:", "output": "bug"}, {"input": "pr: dependency ⬆️", "output": "maintenance"}, - {"input": "pr: deprecation", "output": "null"}, {"input": "pr: docs :memo:", "output": "doc"}, {"input": "pr: documentation", "output": "doc"}, {"input": "pr: good example", "output": "example"}, @@ -337,20 +278,18 @@ {"input": "pr: unreviewed", "output": "null"}, {"input": "pr: wip", "output": "null"}, {"input": "prince2", "output": "projectManagement"}, - {"input": "priority: critical", "output": "null"}, {"input": "priority: high", "output": "null"}, {"input": "priority: low", "output": "null"}, {"input": "priority: medium", "output": "null"}, - {"input": "production", "output": "null"}, {"input": "project management", "output": "projectManagement"}, {"input": "proposal", "output": "ideas"}, {"input": "python", "output": "code"}, {"input": "qa", "output": "test"}, + {"input": "query", "output": "question"}, {"input": "question", "output": "question"}, {"input": "react flare", "output": "code"}, {"input": "react native", "output": "code"}, {"input": "readme", "output": "doc"}, - {"input": "ready", "output": "null"}, {"input": "recording", "output": "talk"}, {"input": "refactor", "output": "code"}, {"input": "regression", "output": "bug"}, @@ -358,15 +297,13 @@ {"input": "released", "output": "null"}, {"input": "reminder", "output": "null"}, {"input": "requires upstream change", "output": "code"}, - {"input": "resolution: duplicate", "output": "null"}, - {"input": "resolution: invalid", "output": "null"}, - {"input": "resolution: needs more information", "output": "null"}, {"input": "resolution: support redirect", "output": "null"}, {"input": "review", "output": "review"}, {"input": "review in progress", "output": "null"}, {"input": "revisitinfuture", "output": "ideas"}, {"input": "rfc", "output": "ideas"}, {"input": "ruby", "output": "code"}, + {"input": "sample", "output": "example"}, {"input": "scrum", "output": "projectManagement"}, {"input": "security", "output": "security"}, {"input": "shell", "output": "tool"}, @@ -374,7 +311,6 @@ {"input": "social", "output": "eventOrganizing"}, {"input": "socket.io client", "output": "tool"}, {"input": "spam", "output": "null"}, - {"input": "spammy", "output": "null"}, {"input": "spec: async functions", "output": "doc"}, {"input": "spec: async generators", "output": "doc"}, {"input": "spec: bigint", "output": "doc"}, @@ -385,32 +321,22 @@ {"input": "spec: do expressions", "output": "doc"}, {"input": "stale", "output": "null"}, {"input": "status: accepted", "output": "null"}, - {"input": "status: accepted :heavy_check_mark:", "output": "null"}, {"input": "status: available", "output": "null"}, - {"input": "status: available :free:", "output": "null"}, - {"input": "status: cla not signed", "output": "null"}, {"input": "status: code review request", "output": "null"}, - {"input": "status: duplicate", "output": "null"}, {"input": 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"output": "ideas"}, {"input": "support", "output": "null"}, {"input": "syntax feature request", "output": "ideas"}, + {"input": "talk", "output": "talk"}, {"input": "target:android", "output": "platform"}, {"input": "target:browser", "output": "platform"}, {"input": "target:gnu/linux", "output": "platform"}, @@ -427,18 +353,18 @@ {"input": "test", "output": "test"}, {"input": "test needed", "output": "null"}, {"input": "tests", "output": "test"}, + {"input": "thesis", "output": "content"}, {"input": "tips", "output": "ideas"}, {"input": "to do", "output": "maintenance"}, {"input": "to merge", "output": "null"}, {"input": "todo :spiral_notepad:", "output": "maintenance"}, {"input": "translation", "output": "translation"}, + {"input": "trello", "output": "projectManagement"}, {"input": "travis-yml", "output": "infra"}, {"input": "triage", "output": "null"}, - {"input": "triage-done", "output": "null"}, {"input": "trivial", "output": "null"}, {"input": "troubleshooting", "output": "bug"}, {"input": "tutorial", "output": "tutorial"}, - {"input": "type: archive", "output": "null"}, {"input": "type: bug", "output": "bug"}, {"input": "type: bug :bug:", "output": "bug"}, {"input": "type: community enhancement", "output": "maintenance"}, @@ -451,24 +377,19 @@ {"input": "type: getting started", "output": "null"}, {"input": "type: invalid :x:", "output": "null"}, {"input": "type: maintenance :construction:", "output": "maintenance"}, - {"input": "type: non-library issue", "output": "null"}, {"input": "type: question", "output": "question"}, {"input": "type: question :grey_question:", "output": "question"}, {"input": "type: regression :boom:", "output": "bug"}, {"input": "type: security", "output": "security"}, {"input": "type: sendgrid enhancement", "output": "maintenance"}, - {"input": "type: support", "output": "null"}, {"input": "type: vulnerability :warning:", "output": "security"}, - {"input": "types", "output": "null"}, {"input": "ui", "output": "design"}, - {"input": 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"security"}, {"input": "bitbucket cloud", "output": "infra"}, - {"input": "html", "output": "code"}, - {"input": "greenkeeper", "output": "infra"}, - {"input": "cli", "output": "code"}, - {"input": "pr: docs :memo:", "output": "doc"}, - {"input": "target:ios", "output": "platform"}, - {"input": "component: scheduler", "output": "null"}, - {"input": "status: duplicate", "output": "null"}, + {"input": "type: duplicate :repeat:", "output": "null"}, + {"input": "feat/cli", "output": "code"}, + {"input": "status: hacktoberfest approved", "output": "null"}, {"input": "manual", "output": "doc"}, - {"input": "translation", "output": "translation"}, - {"input": "bootstrap", "output": "tool"}, - {"input": "lerna", "output": "infra"}, - {"input": "handshakes", "output": "business"}, - {"input": "2 - working", "output": "null"}, - {"input": "status: help wanted", "output": "null"}, + {"input": "opencollective", "output": "financial"}, + {"input": "pr: needs review", "output": "null"}, + {"input": "component: scheduler", "output": "null"}, + {"input": "contribution welcome", "output": "null"}, + {"input": ".net standard", "output": "code"}, {"input": "node next", "output": "platform"}, - {"input": "type: support", "output": "null"}, - {"input": "docker", "output": "infra"}, - {"input": "node", "output": "platform"}, - {"input": "windows", "output": "platform"}, - {"input": "blog", "output": "blog"}, - {"input": "status: left out", "output": "null"}, - {"input": "writer-needed", "output": "null"}, - {"input": "type: bug :bug:", "output": "bug"}, - {"input": "macos", "output": "platform"}, - {"input": "pr: reviewed-approved", "output": "null"}, - {"input": "android", "output": "platform"}, - {"input": "monitor", "output": "maintenance"}, - {"input": "pr: new dependency", "output": "ideas"}, - {"input": "css-select", "output": "code"}, - {"input": "arrows (category)", "output": "null"} + {"input": "community", "output": "null"}, + {"input": "component: core utilities", "output": "maintenance"}, + {"input": "html", "output": "code"}, + {"input": "accessibility", "output": "design"}, + {"input": "lang-dart", "output": "code"}, + {"input": "approved", "output": "null"}, + {"input": "released", "output": "null"}, + {"input": "type: vulnerability :warning:", "output": "security"}, + {"input": "cmty:bug-report", "output": "bug"}, + {"input": "component: reactis", "output": "code"}, + {"input": "pr: wip", "output": "null"} ], "macroAvg": { - "count": 82, - "TP": 82, + "count": 69, + "TP": 58, "TN": 0, - "FP": 0, - "FN": 0, - "TRUE": 82, - "startTime": "2019-07-21T15:31:02.391Z", + "FP": 1.6, + "FN": 11, + "TRUE": 57.400000000000006, + "startTime": "2019-08-11T19:49:16.697Z", "labels": {}, "dep": {}, "confusion": {}, "macroPrecision": 0, "macroRecall": 0, "macroF1": 0, - "Accuracy": 1, - "HammingLoss": 0, - "HammingGain": 1, - "Precision": 1, - "Recall": 1, - "F1": 1, - "endTime": "0Sun Jul 21 2019 16:31:02 GMT+0100 (British Summer Time)", - "timeMillis": 8, - "timePerSampleMillis": 0.09756097560975609, - "shortStatsString": "Accuracy=100% HammingGain=100% Precision=100% Recall=100% F1=100% timePerSample=0[ms]" + "Accuracy": 0.8318840579710145, + "HammingLoss": 0.1826086956521739, + "HammingGain": 0.8173913043478263, + "Precision": 0.9371014492753624, + "Recall": 0.8405797101449276, + "F1": 0.8623292670211659, + "endTime": "0Sun Aug 11 2019 20:49:16 GMT+0100 (British Summer Time)", + "timeMillis": 4.4, + "timePerSampleMillis": 0.063768115942029, + "shortStatsString": "Accuracy=83% HammingGain=82% Precision=94% Recall=84% F1=86% timePerSample=0[ms]" }, "microAvg": { - "count": 410, - "TP": 410, + "count": 345, + "TP": 290, "TN": 0, - "FP": 0, - "FN": 0, - "TRUE": 410, - "startTime": "2019-07-21T15:31:02.391Z", + "FP": 8, + "FN": 55, + "TRUE": 287, + "startTime": "2019-08-11T19:49:16.697Z", "labels": {}, "dep": {}, "confusion": {}, "macroPrecision": 0, "macroRecall": 0, "macroF1": 0, - "Accuracy": 1, - "HammingLoss": 0, - "HammingGain": 1, - "Precision": 1, - "Recall": 1, - "F1": 1, - "endTime": "2019-07-21T15:31:03.052Z", - "timeMillis": 661, - "timePerSampleMillis": 1.6121951219512196, - "shortStatsString": "Accuracy=410/410=100% HammingGain=1-0/410=100% Precision=100% Recall=100% F1=100% timePerSample=2[ms]" + "Accuracy": 0.8318840579710145, + "HammingLoss": 0.1826086956521739, + "HammingGain": 0.817391304347826, + "Precision": 0.9731543624161074, + "Recall": 0.8405797101449275, + "F1": 0.9020217729393468, + "endTime": "2019-08-11T19:49:16.890Z", + "timeMillis": 193, + "timePerSampleMillis": 0.5594202898550724, + "shortStatsString": "Accuracy=287/345=83% HammingGain=1-63/345=82% Precision=97% Recall=84% F1=90% timePerSample=1[ms]" } } diff --git a/playground/playground.js b/playground/playground.js index 73a7b2a..d7612f9 100644 --- a/playground/playground.js +++ b/playground/playground.js @@ -48,6 +48,6 @@ writeFileSync( JSON.stringify(longStats, null, 2), ) && console.log('Saved learner to "playground-fullStats.json"') -console.log('More Stats:', learner.getStats(true)) +console.log('More Stats:', learner.getStats(true, 'categoryPartitions.json')) process.exit(0) diff --git a/src/__tests__/index.js b/src/__tests__/index.js index 03cfa49..8fd6334 100644 --- a/src/__tests__/index.js +++ b/src/__tests__/index.js @@ -8,24 +8,21 @@ describe('a learner', () => { const learner = new Learner({dataset}) const trainSplit = 0.7 const validationSplit = 0.15 - const testSplit = - Math.round((1 - trainSplit - validationSplit) * 1000) / 1000 // because 1 - .8 = .199.. + // const testSplit = + // Math.round((1 - trainSplit - validationSplit) * 1000) / 1000 // because 1 - .8 = .199.. // console.log('splits=', trainSplit, validationSplit, testSplit); // console.log([trainSplit, validationSplit, testSplit].map(x => dataset.length * x)); // console.log([trainSplit, validationSplit, testSplit].map(x => Math.round(dataset.length * x))); expect(learner.dataset).toEqual(dataset) expect(Array.isArray(learner.trainSet)).toBeTruthy() - expect(learner.trainSet.length).toStrictEqual( - Math.round(dataset.length * trainSplit), - ) + const trainLen = Math.round(dataset.length * trainSplit) + expect(learner.trainSet.length).toStrictEqual(trainLen) expect(Array.isArray(learner.validationSet)).toBeTruthy() - expect(learner.validationSet.length).toStrictEqual( - Math.round(dataset.length * validationSplit), - ) + const validationLen = Math.round(dataset.length * validationSplit) + expect(learner.validationSet.length).toStrictEqual(validationLen) expect(Array.isArray(learner.testSet)).toBeTruthy() - expect(learner.testSet.length).toStrictEqual( - Math.round(dataset.length * testSplit), - ) + const testLen = dataset.length - trainLen - validationLen + expect(learner.testSet.length).toStrictEqual(testLen) expect(learner.splits).toStrictEqual([trainSplit, validationSplit]) expect(typeof learner.classifier).toStrictEqual('object') expect(typeof learner.classifierBuilder).toStrictEqual('function') diff --git a/src/__tests__/labels.js b/src/__tests__/labels.js index 7e47b35..8d87502 100644 --- a/src/__tests__/labels.js +++ b/src/__tests__/labels.js @@ -1,32 +1,33 @@ import labels from '../labels' import categories from '../categories' -const LEN = 486 +const LEN = 380 +const nineth = {label: ':rocket: enhancement', category: 'maintenance'} test('All data', () => { const data = labels.getAll() expect(data.length >= LEN).toBeTruthy() expect(Array.isArray(data)).toBeTruthy() - expect(data[9]).toEqual({label: '7.x: regression', category: 'bug'}) + expect(data[9]).toEqual(nineth) }) test('get', () => { expect(labels.getAt(0)).toEqual({label: '.net core', category: 'code'}) - expect(labels.getAt(9)).toEqual({label: '7.x: regression', category: 'bug'}) + expect(labels.getAt(9)).toEqual(nineth) }) test('Labels', () => { const lbls = labels.getLabels() expect(lbls.length >= LEN).toBeTruthy() expect(Array.isArray(lbls)).toBeTruthy() - expect(lbls[9]).toEqual('7.x: regression') + expect(lbls[9]).toEqual(nineth.label) }) test('Categories', () => { const cats = labels.getCategories() expect(cats.length >= LEN).toBeTruthy() expect(Array.isArray(cats)).toBeTruthy() - expect(cats[9]).toEqual('bug') + expect(cats[9]).toEqual(nineth.category) }) test('Distinct cats', () => { @@ -35,19 +36,19 @@ test('Distinct cats', () => { }) test('Size', () => { - expect(labels.size()).toStrictEqual(LEN) + expect(labels.size() >= LEN).toBeTruthy() }) test('Labels with categories', () => { const cl = labels.getCategorisedLabels() expect(cl.length > categories.length).toBeTruthy() - expect(cl[9]).toEqual({label: '7.x: regression', category: 'bug'}) + expect(cl[9]).toEqual(nineth) }) test('Labels with a `null` category', () => { const nl = labels.getNullCatLabels() expect(nl.length < LEN - categories.length).toBeTruthy() - expect(nl[3]).toEqual({label: '2.x', category: 'null'}) + expect(nl[3]).toEqual({label: 'accepted', category: 'null'}) }) test('Labels with a valid category', () => { diff --git a/src/index.js b/src/index.js index 2a09a32..2a74e42 100644 --- a/src/index.js +++ b/src/index.js @@ -309,11 +309,11 @@ class Learner { /** * @memberof Learner * @param {boolean} [log=false] Log events - * @param {string} [outputFile='categoryPartitions.json'] Filename for the output (to be used by chart.html) + * @param {string} [outputFile=''] Filename for the output (to be used by chart.html) * @returns {Object} Partitions * @public */ - getCategoryPartition(log = false, outputFile = 'categoryPartitions.json') { + getCategoryPartition(log = false, outputFile = '') { const hasInput = (set, input) => set.find(o => o.input === input) spinner.message('Generating category partitions...') @@ -350,10 +350,11 @@ class Learner { /** * @memberof Learner * @param {boolean} [log=false] Log events + * @param {string} [categoryPartitionOutput=''] Filename for the output of the category partitions. * @returns {Object} Statistics * @public */ - getStats(log = false) { + getStats(log = false, categoryPartitionOutput = '') { const { TP, TN, @@ -381,7 +382,10 @@ class Learner { trainCount: this.trainSet.length, validationCount: this.validationSet.length, testCount: this.testSet.length, - categoryPartition: this.getCategoryPartition(log), + categoryPartition: this.getCategoryPartition( + log, + categoryPartitionOutput, + ), //ROC, AUC } } diff --git a/src/labels.json b/src/labels.json index 00ed2f2..01db619 100644 --- a/src/labels.json +++ b/src/labels.json @@ -19,22 +19,6 @@ "label": "1 - ready", "category": "null" }, - { - "label": "2 - working", - "category": "null" - }, - { - "label": "2.x", - "category": "null" - }, - { - "label": "3 - done", - "category": "null" - }, - { - "label": "6.x: backport", - "category": "null" - }, { "label": "7.x: regression", "category": "bug" @@ -81,12 +65,16 @@ }, { "label": "accessibility", - "category": "null" + "category": "design" }, { "label": "adapter", "category": "plugin" }, + { + "label": "addon", + "category": "plugin" + }, { "label": "advance developer workflow", "category": "infra" @@ -107,30 +95,14 @@ "label": "angular", "category": "code" }, - { - "label": "animals (category)", - "category": "null" - }, - { - "label": "answered", - "category": "null" - }, { "label": "approved", "category": "null" }, - { - "label": "area: concurrent", - "category": "null" - }, { "label": "area: crash", "category": "bug" }, - { - "label": "arrows (category)", - "category": "null" - }, { "label": "art", "category": "design" @@ -143,14 +115,6 @@ "label": "assess", "category": "test" }, - { - "label": "automotive (category)", - "category": "null" - }, - { - "label": "available in fa pro", - "category": "null" - }, { "label": "awaiting-review", "category": "null" @@ -163,6 +127,10 @@ "label": "badges", "category": "doc" }, + { + "label": "basecamp", + "category": "projectManagement" + }, { "label": "bdd", "category": "test" @@ -171,10 +139,6 @@ "label": "beginner-friendly", "category": "null" }, - { - "label": "beverage (category)", - "category": "null" - }, { "label": "bitbucket cloud", "category": "infra" @@ -183,10 +147,6 @@ "label": "blocked", "category": "null" }, - { - "label": "blocker", - "category": "null" - }, { "label": "blog", "category": "blog" @@ -217,11 +177,11 @@ }, { "label": "browser: ie", - "category": "null" + "category": "platform" }, { "label": "browser: safari", - "category": "null" + "category": "platform" }, { "label": "bug", @@ -241,16 +201,12 @@ }, { "label": "c/c++", - "category": "null" + "category": "code" }, { "label": "cannot reproduce", "category": "null" }, - { - "label": "cantfix", - "category": "null" - }, { "label": "cdn", "category": "platform" @@ -271,18 +227,6 @@ "label": "cla signed", "category": "null" }, - { - "label": "cla signed :heavy_check_mark:", - "category": "null" - }, - { - "label": "cla: no", - "category": "null" - }, - { - "label": "cla: yes", - "category": "null" - }, { "label": "cli", "category": "code" @@ -315,18 +259,6 @@ "label": "cmty:status:cancelled", "category": "null" }, - { - "label": "cmty:status:fixed", - "category": "null" - }, - { - "label": "cmty:status:implemented", - "category": "null" - }, - { - "label": "cmty:status:resolved", - "category": "null" - }, { "label": "community", "category": "null" @@ -339,10 +271,6 @@ "label": "component: component api", "category": "code" }, - { - "label": "component: concurrent mode", - "category": "null" - }, { "label": "component: core utilities", "category": "maintenance" @@ -371,10 +299,6 @@ "label": "component: reactis", "category": "code" }, - { - "label": "component: reconciler", - "category": "null" - }, { "label": "component: scheduler", "category": "null" @@ -387,10 +311,6 @@ "label": "component: shallow renderer", "category": "code" }, - { - "label": "component: suspense", - "category": "null" - }, { "label": "component: test renderer", "category": "test" @@ -399,6 +319,10 @@ "label": "component: test utils", "category": "test" }, + { + "label": "conference", + "category": "eventOrganizing" + }, { "label": "configuration", "category": "code" @@ -423,6 +347,10 @@ "label": "core", "category": "maintenance" }, + { + "label": "crowdin", + "category": "translation" + }, { "label": "critical", "category": "null" @@ -487,10 +415,6 @@ "label": "design (category)", "category": "design" }, - { - "label": "difficulty: challenging", - "category": "null" - }, { "label": "difficulty: easy", "category": "null" @@ -503,18 +427,6 @@ "label": "difficulty: medium", "category": "null" }, - { - "label": "difficulty: starter", - "category": "null" - }, - { - "label": "difficulty: unknown or n/a", - "category": "null" - }, - { - "label": "difficulty: very hard", - "category": "null" - }, { "label": "discussion", "category": "ideas" @@ -563,22 +475,6 @@ "label": "enhancement", "category": "maintenance" }, - { - "label": "enterprise", - "category": "null" - }, - { - "label": "enterprise-2.0-backport", - "category": "null" - }, - { - "label": "enterprise-2.1-backport", - "category": "null" - }, - { - "label": "enterprise-2.2-backport", - "category": "null" - }, { "label": "es6", "category": "code" @@ -595,6 +491,10 @@ "label": "example", "category": "example" }, + { + "label": "extension", + "category": "plugin" + }, { "label": "external", "category": "plugin" @@ -671,10 +571,6 @@ "label": "feedback requested", "category": "null" }, - { - "label": "files (category)", - "category": "null" - }, { "label": "film", "category": "video" @@ -691,22 +587,10 @@ "label": "first-timers-only", "category": "null" }, - { - "label": "flags (category)", - "category": "null" - }, { "label": "flashsocket", "category": "tool" }, - { - "label": "fontawesome.com", - "category": "null" - }, - { - "label": "food (category)", - "category": "null" - }, { "label": "freemasonry icons", "category": "design" @@ -731,17 +615,13 @@ "label": "gdpr", "category": "security" }, - { - "label": "genders (category)", - "category": "null" - }, { "label": "general js", "category": "code" }, { - "label": "gh review: accepted", - "category": "null" + "label": "glo", + "category": "projectManagement" }, { "label": "go", @@ -749,16 +629,12 @@ }, { "label": "go client internal release", - "category": "null" + "category": "infra" }, { "label": "good first issue", "category": "null" }, - { - "label": "good first issue :+1:", - "category": "null" - }, { "label": "gradle", "category": "infra" @@ -795,42 +671,14 @@ "label": "handshakes", "category": "business" }, - { - "label": "has bounty", - "category": "null" - }, { "label": "has pr", "category": "null" }, - { - "label": "help", - "category": "null" - }, - { - "label": "help / pr wanted", - "category": "null" - }, { "label": "help wanted", "category": "null" }, - { - "label": "help wanted :sos:", - "category": "null" - }, - { - "label": "hi-pri", - "category": "null" - }, - { - "label": "high-priority", - "category": "null" - }, - { - "label": "hodor", - "category": "null" - }, { "label": "hot discussion", "category": "ideas" @@ -847,10 +695,6 @@ "label": "htmlfile", "category": "code" }, - { - "label": "https", - "category": "null" - }, { "label": "icebox", "category": "platform" @@ -861,15 +705,7 @@ }, { "label": "ie8", - "category": "null" - }, - { - "label": "import in progress", - "category": "null" - }, - { - "label": "import started", - "category": "null" + "category": "platform" }, { "label": "improved error handling", @@ -911,22 +747,10 @@ "label": "ios", "category": "platform" }, - { - "label": "jquery differences", - "category": "null" - }, - { - "label": "jsonp-polling", - "category": "null" - }, { "label": "kanban", "category": "projectManagement" }, - { - "label": "kbfs", - "category": "null" - }, { "label": "kotlin", "category": "code" @@ -971,6 +795,14 @@ "label": "lerna", "category": "infra" }, + { + "label": "lecture", + "category": "tutorial" + }, + { + "label": "lesson", + "category": "tutorial" + }, { "label": "library", "category": "tool" @@ -983,26 +815,10 @@ "label": "linux", "category": "platform" }, - { - "label": "lks", - "category": "null" - }, { "label": "logo", "category": "design" }, - { - "label": "m1.s0", - "category": "null" - }, - { - "label": "m1.s1", - "category": "null" - }, - { - "label": "m1.s2", - "category": "null" - }, { "label": "macos", "category": "platform" @@ -1019,10 +835,6 @@ "label": "manual", "category": "doc" }, - { - "label": "mass purge 2015.10.26", - "category": "null" - }, { "label": "maven", "category": "infra" @@ -1031,18 +843,10 @@ "label": "meetup", "category": "eventOrganizing" }, - { - "label": "minor", - "category": "null" - }, { "label": "mobile device support", "category": "platform" }, - { - "label": "mode: proxy", - "category": "null" - }, { "label": "modules", "category": "code" @@ -1059,10 +863,6 @@ "label": "must-triage", "category": "null" }, - { - "label": "namespaces", - "category": "null" - }, { "label": "need-info", "category": "null" @@ -1087,18 +887,6 @@ "label": "needs docs", "category": "null" }, - { - "label": "needs documentation", - "category": "null" - }, - { - "label": "needs info", - "category": "null" - }, - { - "label": "needs more info :man_shrugging:", - "category": "null" - }, { "label": "needs repro", "category": "null" @@ -1111,10 +899,6 @@ "label": "needs triage", "category": "null" }, - { - "label": "needs-more-info", - "category": "null" - }, { "label": "needs-research", "category": "null" @@ -1164,8 +948,8 @@ "category": "null" }, { - "label": "open", - "category": "null" + "label": "opencollective", + "category": "financial" }, { "label": "operations", @@ -1173,7 +957,7 @@ }, { "label": "opinions needed", - "category": "null" + "category": "ideas" }, { "label": "optimisation", @@ -1183,26 +967,14 @@ "label": "other language integration feature", "category": "ideas" }, - { - "label": "p0", - "category": "null" - }, - { - "label": "p1", - "category": "null" - }, - { - "label": "p2", - "category": "null" - }, - { - "label": "p3", - "category": "null" - }, { "label": "packaging", "category": "platform" }, + { + "label": "paper", + "category": "content" + }, { "label": "parser", "category": "tool" @@ -1212,8 +984,8 @@ "category": "tool" }, { - "label": "pending release", - "category": "null" + "label": "patreon", + "category": "financial" }, { "label": "performance", @@ -1235,10 +1007,6 @@ "label": "pr welcome", "category": "null" }, - { - "label": "pr-existing", - "category": "null" - }, { "label": "pr: breaking change", "category": "code" @@ -1259,10 +1027,6 @@ "label": "pr: dependency ⬆️", "category": "maintenance" }, - { - "label": "pr: deprecation", - "category": "null" - }, { "label": "pr: docs :memo:", "category": "doc" @@ -1343,10 +1107,6 @@ "label": "prince2", "category": "projectManagement" }, - { - "label": "priority: critical", - "category": "null" - }, { "label": "priority: high", "category": "null" @@ -1359,10 +1119,6 @@ "label": "priority: medium", "category": "null" }, - { - "label": "production", - "category": "null" - }, { "label": "project management", "category": "projectManagement" @@ -1379,6 +1135,10 @@ "label": "qa", "category": "test" }, + { + "label": "query", + "category": "question" + }, { "label": "question", "category": "question" @@ -1395,10 +1155,6 @@ "label": "readme", "category": "doc" }, - { - "label": "ready", - "category": "null" - }, { "label": "recording", "category": "talk" @@ -1427,18 +1183,6 @@ "label": "requires upstream change", "category": "code" }, - { - "label": "resolution: duplicate", - "category": "null" - }, - { - "label": "resolution: invalid", - "category": "null" - }, - { - "label": "resolution: needs more information", - "category": "null" - }, { "label": "resolution: support redirect", "category": "null" @@ -1463,6 +1207,10 @@ "label": "ruby", "category": "code" }, + { + "label": "sample", + "category": "example" + }, { "label": "scrum", "category": "projectManagement" @@ -1491,10 +1239,6 @@ "label": "spam", "category": "null" }, - { - "label": "spammy", - "category": "null" - }, { "label": "spec: async functions", "category": "doc" @@ -1535,30 +1279,14 @@ "label": "status: accepted", "category": "null" }, - { - "label": "status: accepted :heavy_check_mark:", - "category": "null" - }, { "label": "status: available", "category": "null" }, - { - "label": "status: available :free:", - "category": "null" - }, - { - "label": "status: cla not signed", - "category": "null" - }, { "label": "status: code review request", "category": "null" }, - { - "label": "status: duplicate", - "category": "null" - }, { "label": "status: hacktoberfest approved", "category": "null" @@ -1571,38 +1299,18 @@ "label": "status: in progress", "category": "null" }, - { - "label": "status: in progress :construction_worker:", - "category": "null" - }, { "label": "status: in review", "category": "null" }, - { - "label": "status: in review :detective:", - "category": "null" - }, - { - "label": "status: invalid", - "category": "null" - }, { "label": "status: left out", "category": "null" }, - { - "label": "status: left out :left_luggage:", - "category": "null" - }, { "label": "status: on hold", "category": "null" }, - { - "label": "status: on hold :stop_sign:", - "category": "null" - }, { "label": "status: ready for deploy", "category": "null" @@ -1611,18 +1319,10 @@ "label": "status: review needed", "category": "null" }, - { - "label": "status: review needed :passport_control:", - "category": "null" - }, { "label": "status: waiting for feedback", "category": "null" }, - { - "label": "status: wontfix", - "category": "null" - }, { "label": "status: work in progress", "category": "null" @@ -1639,6 +1339,10 @@ "label": "syntax feature request", "category": "ideas" }, + { + "label": "talk", + "category": "talk" + }, { "label": "target:android", "category": "platform" @@ -1703,6 +1407,10 @@ "label": "tests", "category": "test" }, + { + "label": "thesis", + "category": "content" + }, { "label": "tips", "category": "ideas" @@ -1723,6 +1431,10 @@ "label": "translation", "category": "translation" }, + { + "label": "trello", + "category": "projectManagement" + }, { "label": "travis-yml", "category": "infra" @@ -1731,10 +1443,6 @@ "label": "triage", "category": "null" }, - { - "label": "triage-done", - "category": "null" - }, { "label": "trivial", "category": "null" @@ -1747,10 +1455,6 @@ "label": "tutorial", "category": "tutorial" }, - { - "label": "type: archive", - "category": "null" - }, { "label": "type: bug", "category": "bug" @@ -1799,10 +1503,6 @@ "label": "type: maintenance :construction:", "category": "maintenance" }, - { - "label": "type: non-library issue", - "category": "null" - }, { "label": "type: question", "category": "question" @@ -1823,26 +1523,14 @@ "label": "type: sendgrid enhancement", "category": "maintenance" }, - { - "label": "type: support", - "category": "null" - }, { "label": "type: vulnerability :warning:", "category": "security" }, - { - "label": "types", - "category": "null" - }, { "label": "ui", "category": "design" }, - { - "label": "unable to reproduce", - "category": "null" - }, { "label": "unconfirmed", "category": "null" @@ -1867,10 +1555,6 @@ "label": "ux", "category": "design" }, - { - "label": "v3", - "category": "null" - }, { "label": "video", "category": "video" @@ -1919,10 +1603,6 @@ "label": "wontfix", "category": "null" }, - { - "label": "work in progress", - "category": "null" - }, { "label": "writer-needed", "category": "null" @@ -1931,10 +1611,6 @@ "label": "wrong repo", "category": "null" }, - { - "label": "xhr-polling", - "category": "null" - }, { "label": "yarn", "category": "infra"