| { | |
| "lang":"en", | |
| "name":"textcat_goemotions", | |
| "version":"0.0.1", | |
| "description":"# \ud83e\ude90 spaCy Project: Categorization of emotions in Reddit posts (Text Classification) This project uses spaCy to train a text classifier on the [GoEmotions dataset](https://github.com/google-research/google-research/tree/master/goemotions)", | |
| "author":"Explosion", | |
| "email":"", | |
| "url":"explosion.ai", | |
| "license":"MIT", | |
| "spacy_version":">=3.1.1,<3.2.0", | |
| "spacy_git_version":"530b5d72f", | |
| "vectors":{ | |
| "width":0, | |
| "vectors":0, | |
| "keys":0, | |
| "name":null | |
| }, | |
| "labels":{ | |
| "transformer":[ | |
| ], | |
| "textcat_multilabel":[ | |
| "admiration", | |
| "amusement", | |
| "anger", | |
| "annoyance", | |
| "approval", | |
| "caring", | |
| "confusion", | |
| "curiosity", | |
| "desire", | |
| "disappointment", | |
| "disapproval", | |
| "disgust", | |
| "embarrassment", | |
| "excitement", | |
| "fear", | |
| "gratitude", | |
| "grief", | |
| "joy", | |
| "love", | |
| "nervousness", | |
| "optimism", | |
| "pride", | |
| "realization", | |
| "relief", | |
| "remorse", | |
| "sadness", | |
| "surprise", | |
| "neutral" | |
| ] | |
| }, | |
| "pipeline":[ | |
| "transformer", | |
| "textcat_multilabel" | |
| ], | |
| "components":[ | |
| "transformer", | |
| "textcat_multilabel" | |
| ], | |
| "disabled":[ | |
| ], | |
| "_sourced_vectors_hashes":{ | |
| }, | |
| "performance":{ | |
| "cats_score":0.9022125863, | |
| "cats_score_desc":"macro AUC", | |
| "cats_micro_p":0.6666666667, | |
| "cats_micro_r":0.4780564263, | |
| "cats_micro_f":0.5568233683, | |
| "cats_macro_p":0.550045931, | |
| "cats_macro_r":0.419275998, | |
| "cats_macro_f":0.4629156981, | |
| "cats_macro_auc":0.9022125863, | |
| "cats_f_per_type":{ | |
| "admiration":{ | |
| "p":0.7392197125, | |
| "r":0.737704918, | |
| "f":0.7384615385 | |
| }, | |
| "amusement":{ | |
| "p":0.7814569536, | |
| "r":0.7788778878, | |
| "f":0.7801652893 | |
| }, | |
| "anger":{ | |
| "p":0.5531914894, | |
| "r":0.4, | |
| "f":0.4642857143 | |
| }, | |
| "annoyance":{ | |
| "p":0.4, | |
| "r":0.3564356436, | |
| "f":0.3769633508 | |
| }, | |
| "approval":{ | |
| "p":0.4594594595, | |
| "r":0.2569269521, | |
| "f":0.3295638126 | |
| }, | |
| "caring":{ | |
| "p":0.5531914894, | |
| "r":0.339869281, | |
| "f":0.4210526316 | |
| }, | |
| "confusion":{ | |
| "p":0.6086956522, | |
| "r":0.2763157895, | |
| "f":0.3800904977 | |
| }, | |
| "curiosity":{ | |
| "p":0.5206185567, | |
| "r":0.4072580645, | |
| "f":0.4570135747 | |
| }, | |
| "desire":{ | |
| "p":0.5487804878, | |
| "r":0.5844155844, | |
| "f":0.5660377358 | |
| }, | |
| "disappointment":{ | |
| "p":0.5862068966, | |
| "r":0.1042944785, | |
| "f":0.1770833333 | |
| }, | |
| "disapproval":{ | |
| "p":0.5071428571, | |
| "r":0.2431506849, | |
| "f":0.3287037037 | |
| }, | |
| "disgust":{ | |
| "p":0.6904761905, | |
| "r":0.2989690722, | |
| "f":0.4172661871 | |
| }, | |
| "embarrassment":{ | |
| "p":0.7391304348, | |
| "r":0.4857142857, | |
| "f":0.5862068966 | |
| }, | |
| "excitement":{ | |
| "p":0.5652173913, | |
| "r":0.2708333333, | |
| "f":0.3661971831 | |
| }, | |
| "fear":{ | |
| "p":0.6555555556, | |
| "r":0.6555555556, | |
| "f":0.6555555556 | |
| }, | |
| "gratitude":{ | |
| "p":0.9459459459, | |
| "r":0.8798882682, | |
| "f":0.9117221418 | |
| }, | |
| "grief":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "joy":{ | |
| "p":0.6115107914, | |
| "r":0.4941860465, | |
| "f":0.5466237942 | |
| }, | |
| "love":{ | |
| "p":0.7446808511, | |
| "r":0.8333333333, | |
| "f":0.7865168539 | |
| }, | |
| "nervousness":{ | |
| "p":0.6428571429, | |
| "r":0.4285714286, | |
| "f":0.5142857143 | |
| }, | |
| "optimism":{ | |
| "p":0.6725146199, | |
| "r":0.5502392344, | |
| "f":0.6052631579 | |
| }, | |
| "pride":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "realization":{ | |
| "p":0.2978723404, | |
| "r":0.2204724409, | |
| "f":0.2533936652 | |
| }, | |
| "relief":{ | |
| "p":0.0, | |
| "r":0.0, | |
| "f":0.0 | |
| }, | |
| "remorse":{ | |
| "p":0.6849315068, | |
| "r":0.7352941176, | |
| "f":0.7092198582 | |
| }, | |
| "sadness":{ | |
| "p":0.5, | |
| "r":0.4965034965, | |
| "f":0.498245614 | |
| }, | |
| "surprise":{ | |
| "p":0.6288659794, | |
| "r":0.4728682171, | |
| "f":0.5398230088 | |
| }, | |
| "neutral":{ | |
| "p":0.7637637638, | |
| "r":0.4320498301, | |
| "f":0.5518987342 | |
| } | |
| }, | |
| "cats_macro_auc_per_type":0.0, | |
| "transformer_loss":0.8351497036, | |
| "textcat_multilabel_loss":45.4983812743 | |
| }, | |
| "requirements":[ | |
| "spacy_transformers>=1.0.1,<1.1.0" | |
| ] | |
| } |