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Armandoliv
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es_pipeline

Token Classification
spaCy
Spanish
Eval Results
Model card Files Community
es_pipeline
File size: 3,699 Bytes 
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{
  "lang":"es",
  "name":"pipeline",
  "version":"0.0.0",
  "description":"",
  "author":"",
  "email":"",
  "url":"",
  "license":"",
  "spacy_version":">=3.4.1,<3.5.0",
  "spacy_git_version":"Unknown",
  "vectors":{
    "width":0,
    "vectors":0,
    "keys":0,
    "name":null
  },
  "labels":{
    "transformer":[

    ],
    "ner":[
      "Activity",
      "Age",
      "Biological_structure",
      "Clinical_event",
      "Color",
      "Date",
      "Detailed_description",
      "Diagnostic_procedure",
      "Disease_disorder",
      "Dosage",
      "Family_history",
      "History",
      "Medication",
      "Nonbiological_location",
      "Occupation",
      "Outcome",
      "Personal_background",
      "Qualitative_concept",
      "Severity",
      "Sex",
      "Sign_symptom",
      "Subject",
      "Therapeutic_procedure"
    ]
  },
  "pipeline":[
    "transformer",
    "ner"
  ],
  "components":[
    "transformer",
    "ner"
  ],
  "disabled":[

  ],
  "performance":{
    "ents_f":0.8463418192,
    "ents_p":0.8450473416,
    "ents_r":0.8476402688,
    "ents_per_type":{
      "Sex":{
        "p":0.9375,
        "r":0.9375,
        "f":0.9375
      },
      "Age":{
        "p":0.8971291866,
        "r":0.8700696056,
        "f":0.8833922261
      },
      "Detailed_description":{
        "p":0.9178140525,
        "r":0.905982906,
        "f":0.9118601044
      },
      "Disease_disorder":{
        "p":0.7530120482,
        "r":0.7982969665,
        "f":0.7749935417
      },
      "Biological_structure":{
        "p":0.8479651163,
        "r":0.8728306403,
        "f":0.8602182247
      },
      "Sign_symptom":{
        "p":0.8378004974,
        "r":0.8122153764,
        "f":0.8248095756
      },
      "Date":{
        "p":0.7465648855,
        "r":0.8563922942,
        "f":0.7977161501
      },
      "Dosage":{
        "p":0.8146964856,
        "r":0.8762886598,
        "f":0.8443708609
      },
      "History":{
        "p":0.7640036731,
        "r":0.7272727273,
        "f":0.7451858486
      },
      "Therapeutic_procedure":{
        "p":0.8438213238,
        "r":0.8375404531,
        "f":0.8406691571
      },
      "Diagnostic_procedure":{
        "p":0.8218507949,
        "r":0.8524312896,
        "f":0.8368617684
      },
      "Activity":{
        "p":0.6346153846,
        "r":0.6226415094,
        "f":0.6285714286
      },
      "Severity":{
        "p":0.8864468864,
        "r":0.8093645485,
        "f":0.8461538462
      },
      "Nonbiological_location":{
        "p":0.889818689,
        "r":0.8836565097,
        "f":0.8867268937
      },
      "Family_history":{
        "p":0.6901840491,
        "r":0.6355932203,
        "f":0.6617647059
      },
      "Medication":{
        "p":0.8519668737,
        "r":0.8052837573,
        "f":0.8279678068
      },
      "Clinical_event":{
        "p":0.8073170732,
        "r":0.8779840849,
        "f":0.8411689962
      },
      "Occupation":{
        "p":0.6825396825,
        "r":0.7288135593,
        "f":0.7049180328
      },
      "Subject":{
        "p":0.6765957447,
        "r":0.7871287129,
        "f":0.7276887872
      },
      "Outcome":{
        "p":0.46875,
        "r":0.7894736842,
        "f":0.5882352941
      },
      "Color":{
        "p":0.6296296296,
        "r":0.85,
        "f":0.7234042553
      },
      "Qualitative_concept":{
        "p":0.6,
        "r":0.8571428571,
        "f":0.7058823529
      },
      "Personal_background":{
        "p":0.6875,
        "r":0.6111111111,
        "f":0.6470588235
      }
    },
    "transformer_loss":3346.4721241237,
    "ner_loss":3729.2395934936
  },
  "requirements":[
    "spacy-transformers>=1.1.8,<1.2.0"
  ]
}