{ "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" ] }