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en_pipeline
josephmars/en_pipeline
en_pipeline is a text classification model from josephmars. Use it when you need a label for a piece of text. It is set up for spacy.
All-time downloads
350
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Repo size
1.7 GB
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Repo makeup
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Other869 MB · 52%
At a glance
- Task
- Text Classification
- Library
- spacy
- Access
- Public
- Created
- Feb 8, 2023
- Updated
- Feb 8, 2023
- SHA
- 8c670f8a
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Model card
From the Hugging Face model README
| Feature | Description |
|---|---|
| Name | en_pipeline |
| Version | 0.0.0 |
| spaCy | >=3.2.3,<3.3.0 |
| Default Pipeline | tok2vec, tagger, morphologizer, parser, ner, textcat |
| Components | tok2vec, tagger, morphologizer, parser, ner, textcat |
| Vectors | 684830 keys, 684830 unique vectors (300 dimensions) |
| Sources | n/a |
| License | n/a |
| Author | n/a |
Label Scheme
<details> <summary>View label scheme (197 labels for 5 components)</summary>| Component | Labels |
|---|---|
tagger | $, '', ,, -LRB-, -RRB-, ., :, CC, CD, DT, EX, FW, HYPH, IN, JJ, JJR, JJS, MD, NFP, NN, NNP, NNPS, NNS, PDT, POS, PRP, PRP$, RB, RBR, RBS, RP, TO, UH, VB, VBD, VBG, VBN, VBP, VBZ, WDT, WP, WP$, WRB, XX, _SP, ```` |
morphologizer | Definite=Def|POS=DET|PronType=Art, Number=Sing|POS=NOUN, POS=ADP, Degree=Pos|POS=ADJ, Number=Plur|POS=NOUN, Number=Sing|POS=PROPN, POS=PUNCT|PunctSide=Ini|PunctType=Quot, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Pres|VerbForm=Fin, POS=AUX|Tense=Past|VerbForm=Part, Aspect=Prog|POS=VERB|Tense=Pres|VerbForm=Part, POS=ADV, POS=VERB|Tense=Past|VerbForm=Fin, Mood=Ind|Number=Sing|POS=AUX|Person=3|Tense=Past|VerbForm=Fin, Aspect=Perf|POS=VERB|Tense=Past|VerbForm=Part, POS=PART, POS=PUNCT|PunctType=Comm, POS=PRON, POS=SCONJ, POS=VERB|VerbForm=Inf, POS=PUNCT|PunctType=Peri, Case=Nom|Number=Plur|POS=PRON|Person=3|PronType=Prs, Mood=Ind|POS=AUX|Tense=Pres|VerbForm=Fin, Degree=Cmp|POS=ADJ, ConjType=Cmp|POS=CCONJ, Number=Sing|POS=PRON|PronType=Dem, Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Number=Plur|POS=PRON|Person=1|Poss=Yes|PronType=Prs, POS=SPACE, Definite=Ind|POS=DET|PronType=Art, Number=Plur|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Mood=Ind|POS=AUX|Tense=Past|VerbForm=Fin, POS=PRON|PronType=Rel, Degree=Sup|POS=ADJ, POS=VERB|Tense=Pres|VerbForm=Fin, POS=AUX|VerbForm=Fin, POS=AUX|VerbForm=Inf, Case=Nom|Number=Plur|POS=PRON|Person=1|PronType=Prs, NumType=Card|POS=NUM, Number=Plur|POS=PROPN, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Pres|VerbForm=Fin, Degree=Sup|POS=ADV, POS=PUNCT|PunctSide=Fin|PunctType=Quot, POS=DET, Number=Plur|POS=DET|PronType=Dem, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs, POS=PUNCT|PunctType=Dash, Degree=Cmp|POS=ADV, Case=Nom|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Number=Sing|POS=DET|PronType=Dem, POS=AUX|VerbForm=Ger, POS=AUX, Case=Nom|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Mood=Ind|POS=VERB|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs, Case=Acc|Number=Plur|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Foreign=Yes|POS=X, POS=ADV|PronType=Dem, POS=PART|Polarity=Neg, Number=Plur|POS=PRON|PronType=Dem, POS=AUX|Tense=Past|VerbForm=Fin, POS=PUNCT|PunctSide=Ini|PunctType=Brck, POS=PUNCT|PunctSide=Fin|PunctType=Brck, Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Neut|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Degree=Pos|POS=ADV, Mood=Ind|POS=VERB|Tense=Past|VerbForm=Fin, Gender=Masc|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Case=Nom|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=SYM, Number=Sing|POS=PRON|Person=1|Poss=Yes|PronType=Prs, Case=Nom|POS=PRON|Person=2|PronType=Prs, Case=Nom|Number=Sing|POS=PRON|Person=1|PronType=Prs, POS=PUNCT, Mood=Ind|Number=Sing|POS=VERB|Person=3|Tense=Past|VerbForm=Fin, Case=Acc|Number=Sing|POS=PRON|Person=1|PronType=Prs, Case=Acc|Gender=Fem|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=AUX|VerbType=Mod, POS=DET|Poss=Yes, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs, Gender=Fem|Number=Sing|POS=PRON|Person=3|Poss=Yes|PronType=Prs, Number=Sing|POS=PRON|PronType=Ind, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, Case=Acc|Gender=Neut|Number=Sing|POS=PRON|Person=3|PronType=Prs, POS=INTJ, Case=Acc|Gender=Masc|Number=Sing|POS=PRON|Person=3|PronType=Prs|Reflex=Yes, NumType=Mult|POS=ADV, POS=PRON|Person=2|Poss=Yes|PronType=Prs, Number=Sing|POS=AUX, Mood=Ind|Number=Sing|POS=AUX|Person=1|Tense=Pres|VerbForm=Fin, Case=Acc|Number=Plur|POS=PRON|Person=1|PronType=Prs|Reflex=Yes, Definite=Ind|POS=PRON|PronType=Art, Aspect=Prog|POS=AUX|Tense=Pres|VerbForm=Part, POS=X, Case=Acc|POS=PRON|Person=2|PronType=Prs |
parser | ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, dep, det, dobj, expl, mark, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, pcomp, pobj, poss, prep, prt, punct, quantmod, relcl, xcomp |
ner | CARDINAL, DATE, FAC, GPE, LANGUAGE, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART |
textcat | Blaming_Geopolitics, Blaming_Government, Blaming_Migrants, No_Frustration, Uses_Infrastructure |
Accuracy
| Type | Score |
|---|---|
TAG_ACC | 99.94 |
POS_ACC | 99.94 |
MORPH_ACC | 99.93 |
DEP_UAS | 99.80 |
DEP_LAS | 98.90 |
SENTS_P | 100.00 |
SENTS_R | 100.00 |
SENTS_F | 100.00 |
ENTS_F | 99.71 |
ENTS_P | 99.71 |
ENTS_R | 99.71 |
CATS_SCORE | 99.43 |
CATS_MICRO_P | 99.43 |
CATS_MICRO_R | 99.43 |
CATS_MICRO_F | 99.43 |
CATS_MACRO_P | 99.43 |
CATS_MACRO_R | 99.43 |
CATS_MACRO_F | 99.43 |
CATS_MACRO_AUC | 100.00 |
CATS_MACRO_AUC_PER_TYPE | 0.00 |
TOK2VEC_LOSS | 441813.62 |
TAGGER_LOSS | 3246.21 |
MORPHOLOGIZER_LOSS | 3554.80 |
PARSER_LOSS | 333496.66 |
NER_LOSS | 6933.11 |
TEXTCAT_LOSS | 1.50 |
- Task
- Text Classification
- Library
- spacy
- Languages
- en
- Created
- Feb 8, 2023
- Updated
- Feb 8, 2023