en_statistics / README.md
etikaj-digital
Update spaCy pipeline
e6ea9bc
metadata
tags:
  - spacy
  - token-classification
language:
  - en
license: mit
model-index:
  - name: en_statistics
    results: []

English pipeline that provides statistics, readability and formality scores.

Feature Description
Name en_statistics
Version 0.0.1
spaCy >=3.1.1,<3.2.0
Default Pipeline tok2vec, tagger, parser, attribute_ruler, lemmatizer, ner, syllables, formality, readability
Components tok2vec, tagger, parser, senter, attribute_ruler, lemmatizer, ner, syllables, formality, readability
Vectors 684830 keys, 20000 unique vectors (300 dimensions)
Sources OntoNotes 5 (Ralph Weischedel, Martha Palmer, Mitchell Marcus, Eduard Hovy, Sameer Pradhan, Lance Ramshaw, Nianwen Xue, Ann Taylor, Jeff Kaufman, Michelle Franchini, Mohammed El-Bachouti, Robert Belvin, Ann Houston)
ClearNLP Constituent-to-Dependency Conversion (Emory University)
WordNet 3.0 (Princeton University)
GloVe Common Crawl (Jeffrey Pennington, Richard Socher, and Christopher D. Manning)
License MIT
Author Contentologie

Label Scheme

View label scheme (114 labels for 4 components)
Component Labels
tagger $, '', ,, -LRB-, -RRB-, ., :, ADD, AFX, CC, CD, DT, EX, FW, HYPH, IN, JJ, JJR, JJS, LS, MD, NFP, NN, NNP, NNPS, NNS, PDT, POS, PRP, PRP$, RB, RBR, RBS, RP, SYM, TO, UH, VB, VBD, VBG, VBN, VBP, VBZ, WDT, WP, WP$, WRB, XX, ````
parser ROOT, acl, acomp, advcl, advmod, agent, amod, appos, attr, aux, auxpass, case, cc, ccomp, compound, conj, csubj, csubjpass, dative, dep, det, dobj, expl, intj, mark, meta, neg, nmod, npadvmod, nsubj, nsubjpass, nummod, oprd, parataxis, pcomp, pobj, poss, preconj, predet, prep, prt, punct, quantmod, relcl, xcomp
senter I, S
ner CARDINAL, DATE, EVENT, FAC, GPE, LANGUAGE, LAW, LOC, MONEY, NORP, ORDINAL, ORG, PERCENT, PERSON, PRODUCT, QUANTITY, TIME, WORK_OF_ART

Accuracy

Type Score
TOKEN_ACC 99.93
TAG_ACC 97.28
DEP_UAS 91.87
DEP_LAS 90.05
ENTS_P 85.37
ENTS_R 84.57
ENTS_F 84.97
SENTS_P 90.49
SENTS_R 88.01
SENTS_F 89.24