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explosion
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en_healthsea

Text Classification
spaCy
English
token-classification
Eval Results
Model card Files Community
1
en_healthsea
File size: 1,942 Bytes 
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{
  "lang":"en",
  "name":"healthsea",
  "version":"0.0.1",
  "description":"Healthsea pipeline for analyzing reviews to supplement products",
  "author":"Explosion",
  "email":"edward@explosion.ai",
  "url":"explosion.ai",
  "license":"MIT",
  "spacy_version":">=3.2.0,<3.3.0",
  "spacy_git_version":"c9baf9d19",
  "vectors":{
    "width":300,
    "vectors":684830,
    "keys":684830,
    "name":"en_vectors"
  },
  "labels":{
    "sentencizer":[

    ],
    "tok2vec":[

    ],
    "ner":[
      "BENEFIT",
      "CONDITION"
    ],
    "clausecat":[
      "POSITIVE",
      "NEUTRAL",
      "NEGATIVE",
      "ANAMNESIS"
    ]
  },
  "pipeline":[
    "sentencizer",
    "tok2vec",
    "ner",
    "benepar",
    "segmentation",
    "clausecat",
    "aggregation"
  ],
  "components":[
    "sentencizer",
    "tok2vec",
    "ner",
    "benepar",
    "segmentation",
    "clausecat",
    "aggregation"
  ],
  "disabled":[

  ],
  "performance":{
    "sents_f":1.0,
    "sents_p":1.0,
    "sents_r":1.0,
    "ents_f":0.0,
    "ents_p":0.0,
    "ents_r":0.0,
    "ents_per_type":0.0,
    "cats_score":0.7487486162,
    "cats_score_desc":"macro F",
    "cats_micro_p":0.8239148239,
    "cats_micro_r":0.8093322607,
    "cats_micro_f":0.8165584416,
    "cats_macro_p":0.7843270037,
    "cats_macro_r":0.72164903,
    "cats_macro_f":0.7487486162,
    "cats_macro_auc":0.9277859819,
    "cats_f_per_type":{
      "POSITIVE":{
        "p":0.7881508079,
        "r":0.871031746,
        "f":0.8275212064
      },
      "NEUTRAL":{
        "p":0.8888888889,
        "r":0.8183421517,
        "f":0.8521579431
      },
      "NEGATIVE":{
        "p":0.7543859649,
        "r":0.5972222222,
        "f":0.6666666667
      },
      "ANAMNESIS":{
        "p":0.7058823529,
        "r":0.6,
        "f":0.6486486486
      }
    },
    "cats_macro_auc_per_type":0.0,
    "clausecat_loss":3.3911235126
  },
  "requirements":[
    "benepar>=0.2.0,<0.3.0"
  ]
}