README.md

metadata

tags:
  - spacy
  - token-classification
language:
  - es
  - ca
license: mit
model-index:
  - name: ca_anonimization_core_lg
    results:
      - task:
          name: NER
          type: token-classification
        metrics:
          - name: NER Precision
            type: precision
            value: 0.746031746
          - name: NER Recall
            type: recall
            value: 0.6438356164
          - name: NER F Score
            type: f_score
            value: 0.6911764706
widget:
  - text: >-
      La matrícula del coche es 8560 JXK y el nombre del propietario es Jon
      Permanyer Ugartemendia, DNI 362-69-58-6n. Tel:  628539864. Calle Pasteur
      46 Bajos, 08024 Barcelona

This is a Spacy multilingual (Catalan & Spanish) anonimization model, for use with BSC's AnonymizationPipeline at:

https://github.com/TeMU-BSC/AnonymizationPipeline.

pip install https://huggingface.co/PlanTL-GOB-ES/es_anonimization_core_lg/resolve/main/es_anonimization_core_lg-any-py3-none-any.whl

The anonymization pipeline is a library for performing sensitive data identification and ultimately anonymization of the detected data in Spanish and Catalan user generated plain text.

This is not a standalone model and is meant to work within the pipeline.

The model can detect the following entities: EMAIL, FINANCIAL, ID, LOC, MISC, ORG, PER, TELEPHONE, VEHICLE, ZIP

Feature	Description
Name	ca_anonimization_core_lg
Version	1.0.0
spaCy	>=3.2.3,<4.0.0
Default Pipeline	tok2vec, morphologizer, parser, attribute_ruler, lemmatizer, ner
Components	tok2vec, morphologizer, parser, attribute_ruler, lemmatizer, ner
Vectors	500000 keys, 500000 unique vectors (300 dimensions)
Sources	n/a
License	MIT
Author	Joaquin Silveira

Label Scheme

View label scheme (322 labels for 3 components)

Component	Labels
morphologizer	Definite=Def|Gender=Masc|Number=Sing|POS=DET|PronType=Art, POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=NOUN, POS=ADP, NumType=Card|Number=Plur|POS=NUM, Gender=Masc|Number=Plur|POS=NOUN, Number=Sing|POS=ADJ, POS=CCONJ, Gender=Fem|Number=Sing|POS=DET|PronType=Ind, NumForm=Digit|NumType=Card|POS=NUM, NumForm=Digit|POS=NOUN, Gender=Masc|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Comm, POS=AUX|VerbForm=Inf, Case=Acc,Dat|POS=PRON|Person=3|PrepCase=Npr|PronType=Prs|Reflex=Yes, Definite=Def|Gender=Masc|Number=Plur|POS=DET|PronType=Art, POS=PRON|PronType=Rel, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Fem|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Definite=Def|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=NOUN, Gender=Fem|Number=Plur|POS=ADJ, POS=VERB|VerbForm=Inf, Case=Acc,Dat|Number=Plur|POS=PRON|Person=3|PronType=Prs, Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Peri, Number=Sing|POS=PRON|PronType=Rel, Gender=Masc|Number=Sing|POS=NOUN, Mood=Imp|Number=Sing|POS=VERB|Person=2|VerbForm=Fin, Gender=Masc|Number=Plur|POS=ADJ|VerbForm=Part, POS=SCONJ, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Definite=Def|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=ADJ|VerbForm=Part, Gender=Masc|Number=Sing|POS=DET|PronType=Dem, POS=VERB|VerbForm=Ger, POS=NOUN, Gender=Fem|NumType=Card|Number=Sing|POS=NUM, Gender=Fem|Number=Sing|POS=ADJ|VerbForm=Part, Gender=Fem|NumType=Ord|Number=Plur|POS=ADJ, POS=SYM, Gender=Masc|Number=Sing|POS=ADJ, Gender=Masc|Number=Sing|POS=ADJ|VerbForm=Part, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Fem|Number=Sing|POS=DET|PronType=Dem, POS=ADV|Polarity=Neg, POS=ADV, Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=NOUN, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=NOUN, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=ADJ, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|PronType=Tot, Case=Loc|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Ord|Number=Sing|POS=ADJ, Degree=Cmp|POS=ADV, Gender=Fem|Number=Plur|POS=DET|PronType=Art, Gender=Fem|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Ord|Number=Sing|POS=ADJ, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, NumType=Card|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Fut|VerbForm=Fin, Number=Sing|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Plur|POS=DET|PronType=Ind, Mood=Sub|Number=Plur|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Fut|VerbForm=Fin, Gender=Masc|NumType=Card|Number=Sing|POS=NUM, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Ind, POS=PUNCT, Number=Sing|POS=DET|PronType=Rel, Case=Gen|POS=PRON|Person=3|PronType=Prs, Gender=Fem|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Ind, POS=AUX, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Case=Acc,Dat|Number=Plur|POS=PRON|Person=1|PronType=Prs, Degree=Cmp|Number=Sing|POS=ADJ, Number=Sing|POS=VERB, Gender=Masc|Number=Plur|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Dem, Gender=Masc|Number=Plur|POS=DET|PronType=Art, Gender=Masc|Number=Plur|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Fem,Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=VERB|Tense=Past|VerbForm=Part, Gender=Masc|Number=Sing|POS=PRON|PronType=Ind, Gender=Fem|Number=Plur|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Rel, Gender=Masc|Number=Plur|POS=DET|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, AdvType=Tim|POS=NOUN, Gender=Masc|Number=Plur|POS=DET|PronType=Ind, Gender=Fem|Number=Plur|POS=DET|PronType=Ind, Gender=Masc|Number=Sing|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Semi, Mood=Cnd|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Dat|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|NumType=Card|Number=Plur|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|PronType=Ind, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, NumForm=Digit|POS=SYM, Gender=Masc|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|PronType=Int, Gender=Fem|Number=Sing|POS=DET|PronType=Int, POS=PRON|PronType=Int, Gender=Fem|Number=Plur|POS=DET|PronType=Int, Mood=Cnd|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, POS=PART, Gender=Fem|Number=Sing|POS=PRON|PronType=Dem, Gender=Masc|Number=Sing|POS=DET|PronType=Tot, Gender=Masc|Number=Plur|POS=PRON|PronType=Dem, POS=ADJ, Gender=Masc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Degree=Cmp|Number=Plur|POS=ADJ, POS=PUNCT|PunctType=Dash, Mood=Sub|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Case=Acc|Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=3|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=VERB|Tense=Past|VerbForm=Part, Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Masc|POS=NOUN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|PronType=Int, Gender=Masc|NumType=Ord|Number=Plur|POS=ADJ, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, POS=PUNCT|PunctType=Colo, Gender=Masc|NumType=Card|POS=NUM, Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=PRON|PronType=Int, POS=PUNCT|PunctType=Quot, Mood=Imp|Number=Sing|POS=VERB|Person=3|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, POS=AUX|VerbForm=Ger, Gender=Fem|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Imp|Number=Sing|POS=AUX|Person=3|VerbForm=Fin, Number=Plur|POS=PRON|PronType=Ind, Gender=Masc|Number=Sing|POS=PRON|PronType=Dem, Case=Acc,Dat|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Npr|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|PronType=Int, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, NumForm=Digit|NumType=Frac|POS=NUM, POS=VERB, Gender=Fem|Number=Plur|POS=PRON|PronType=Dem, Gender=Fem|POS=NOUN, Case=Acc,Dat|Number=Sing|POS=PRON|Person=1|PrepCase=Npr|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Fut|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Mood=Sub|Number=Plur|POS=AUX|Person=3|Tense=Imp|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=2|Polite=Infm|PronType=Prs, POS=X, Mood=Cnd|Number=Plur|POS=AUX|Person=1|VerbForm=Fin, Number=Sing|POS=DET|PronType=Dem, POS=DET, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=DET|PronType=Art, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, NumType=Ord|Number=Sing|POS=ADJ, Gender=Fem|Number=Sing|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|Number[psor]=Plur|POS=DET|Person=1|Poss=Yes|PronType=Prs, Gender=Fem|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Gender=Masc|Number=Plur|POS=AUX|Tense=Past|VerbForm=Part, Number=Plur|POS=PRON|PronType=Dem, Mood=Imp|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, POS=PRON|PronType=Ind, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Mood=Imp|Number=Plur|POS=VERB|Person=3|VerbForm=Fin, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Number=Sing|POS=PRON|Person=1|PrepCase=Pre|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Fin|PunctType=Qest, NumForm=Digit|NumType=Ord|POS=ADJ, Case=Acc|POS=PRON|Person=3|PrepCase=Pre|PronType=Prs|Reflex=Yes, NumForm=Digit|NumType=Frac|POS=SYM, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Pres|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Qest, NumType=Card|Number=Sing|POS=NUM, Foreign=Yes|POS=PRON|PronType=Int, Foreign=Yes|Mood=Ind|POS=VERB|VerbForm=Fin, Foreign=Yes|POS=ADP, Gender=Masc|Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Excl, POS=PUNCT|PunctSide=Fin|PunctType=Excl, Mood=Cnd|Number=Sing|POS=AUX|Person=1|VerbForm=Fin, Number=Plur|POS=PRON|Person=2|Polite=Form|PronType=Prs, Mood=Sub|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Comm, POS=PUNCT|PunctSide=Fin|PunctType=Comm, Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Ind|Number=Plur|POS=AUX|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc,Dat|Number=Plur|POS=PRON|Person=2|PronType=Prs, Mood=Cnd|Number=Sing|POS=VERB|Person=1|VerbForm=Fin, Mood=Cnd|Number=Plur|POS=VERB|Person=1|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Definite=Ind|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Number=Sing|POS=PRON|Person=2|Polite=Form|PronType=Prs, Gender=Masc|Number=Sing|Number[psor]=Sing|POS=DET|Person=1|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, POS=VERB|Tense=Past|VerbForm=Part, Mood=Imp|Number=Plur|POS=AUX|Person=3|VerbForm=Fin, Case=Nom|POS=PRON|Person=3|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Sing|POS=PRON|PronType=Rel, Definite=Ind|Number=Sing|POS=DET|PronType=Art, Gender=Masc|Number=Sing|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Number=Plur|Number[psor]=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=AUX|Tense=Past|VerbForm=Part, Gender=Fem|NumType=Card|POS=NUM, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Mood=Sub|Number=Sing|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Fut|VerbForm=Fin, Mood=Ind|Number=Plur|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, AdvType=Tim|Degree=Cmp|POS=ADV, Case=Acc|Number=Sing|POS=PRON|Person=2|Polite=Infm|PrepCase=Pre|PronType=Prs, POS=DET|PronType=Rel, Definite=Ind|Gender=Fem|Number=Plur|POS=DET|PronType=Art, Mood=Ind|Number=Plur|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin, POS=INTJ, Mood=Sub|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, POS=VERB|VerbForm=Fin, Mood=Ind|Number=Plur|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Definite=Ind|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Mood=Sub|Number=Plur|POS=AUX|Person=1|Tense=Imp|VerbForm=Fin, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Sub|Number=Sing|POS=VERB|Person=2|Tense=Pres|VerbForm=Fin, Case=Acc|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Foreign=Yes|POS=NOUN, Foreign=Yes|Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, Foreign=Yes|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Foreign=Yes|POS=SCONJ, Foreign=Yes|Gender=Fem|Number=Sing|POS=DET|PronType=Art, Gender=Masc|POS=SYM, Gender=Fem|Number=Sing|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=DET|Person=3|Poss=Yes|PronType=Prs, Gender=Masc|Number=Plur|Number[psor]=Sing|POS=DET|Person=2|Poss=Yes|PronType=Prs, Gender=Fem|Number=Sing|POS=PROPN, Mood=Sub|Number=Plur|POS=VERB|Person=1|Tense=Imp|VerbForm=Fin, Definite=Def|Foreign=Yes|Gender=Masc|Number=Sing|POS=DET|PronType=Art, Foreign=Yes|POS=VERB, Foreign=Yes|POS=ADJ, Foreign=Yes|POS=DET, Foreign=Yes|POS=ADV, POS=PUNCT|PunctSide=Fin|Punta d'aignctType=Brck, Degree=Cmp|POS=ADJ, AdvType=Tim|POS=SYM, Number=Plur|POS=DET|PronType=Dem, Mood=Ind|Number=Sing|POS=VERB|Person=2|Tense=Fut|VerbForm=Fin
parser	ROOT, acl, advcl, advmod, amod, appos, aux, case, cc, ccomp, compound, conj, cop, csubj, dep, det, expl:pass, fixed, flat, iobj, mark, nmod, nsubj, nummod, obj, obl, parataxis, punct, xcomp
ner	EMAIL, FINANCIAL, ID, LOC, MISC, ORG, PER, TELEPHONE, VEHICLE, ZIP

Accuracy

Type	Score
ENTS_F	69.12
ENTS_P	74.60
ENTS_R	64.38
NER_LOSS	26573.78