Ecosyste.ms: Packages

An open API service providing package, version and dependency metadata of many open source software ecosystems and registries.

pypi.org "spacy" keyword

wacy 0.1.2
Powering spaCy with Wave
9 versions - Latest release: about 3 years ago - 1 dependent repositories - 119 downloads last month - 6 stars on GitHub - 1 maintainer
vrt-spacy 0.0.1
creating vrt corpora
1 version - Latest release: over 4 years ago - 1 dependent repositories - 20 downloads last month - 0 stars on GitHub - 1 maintainer
uaddresspacy 1.0.0
Ukrainian address parser
1 version - Latest release: about 2 years ago - 1 dependent repositories - 13 downloads last month - 3 stars on GitHub - 1 maintainer
tweety 0.1.6
Python package which to access the Twitter database without API
16 versions - Latest release: almost 5 years ago - 5 dependent repositories - 233 downloads last month - 3 stars on GitHub - 1 maintainer
turcy 0.0.42
A package for German Open Informtion Extraction
15 versions - Latest release: about 1 year ago - 1 dependent repositories - 150 downloads last month - 2 stars on GitHub - 1 maintainer
trunajod 0.1.1
A python lib for readability analyses.
3 versions - Latest release: about 3 years ago - 1 dependent repositories - 71 downloads last month - 29 stars on GitHub - 1 maintainer
timexy 0.1.3
A spaCy custom component that extracts and normalizes dates and other temporal expressions
4 versions - Latest release: about 2 years ago - 2 dependent repositories - 67 downloads last month - 52 stars on GitHub - 1 maintainer
Top 6.1% on pypi.org
thinc-apple-ops 0.1.5
Improve Thinc's performance on Apple devices with native libraries
14 versions - Latest release: about 1 month ago - 2 dependent packages - 10 dependent repositories - 2.73 thousand downloads last month - 88 stars on GitHub - 1 maintainer
conspiracies 0.8.0
Discover and examine conspiracies using natural language processing
16 versions - Latest release: 3 months ago - 1 dependent repositories - 71 downloads last month - 7 stars on GitHub - 1 maintainer
tei2neo 0.5.0 💰
TEI (Text Encoding Initiative) parser to extract information and store it in Neo4j database
8 versions - Latest release: 4 months ago - 1 dependent repositories - 48 downloads last month - 1,520 stars on GitHub - 1 maintainer
spacy-weibo 2.3.0 💰
Industrial-strength Natural Language Processing (NLP) in Python
1 version - Latest release: over 2 years ago - 1 dependent repositories - 24 downloads last month - 28,659 stars on GitHub - 1 maintainer
summarizeit 0.0.2
Package for analyzing Youtube Videos from searching by relevant entities to analyzing sentiments ...
2 versions - Latest release: almost 4 years ago - 1 dependent repositories - 18 downloads last month - 1 stars on GitHub - 1 maintainer
spoken2written 0.1.4
This package is to translate spoken languag to its written form
3 versions - Latest release: over 4 years ago - 1 dependent repositories - 38 downloads last month - 3 stars on GitHub - 1 maintainer
Top 5.9% on pypi.org
spacy-udpipe 1.0.0
Use fast UDPipe models directly in spaCy
11 versions - Latest release: almost 3 years ago - 1 dependent package - 17 dependent repositories - 2.84 thousand downloads last month - 158 stars on GitHub - 2 maintainers
Top 5.6% on pypi.org
spaczz 0.6.1
Adds fuzzy matching and additional regex matching support to spaCy.
16 versions - Latest release: 2 months ago - 1 dependent package - 3 dependent repositories - 18.1 thousand downloads last month - 245 stars on GitHub - 1 maintainer
Top 4.6% on pypi.org
spacy-wordnet 0.1.0
Add a short description here!
7 versions - Latest release: over 1 year ago - 2 dependent packages - 18 dependent repositories - 1.28 million downloads last month - 247 stars on GitHub - 1 maintainer
Top 9.2% on pypi.org
spacy-syllables 3.0.2 💰
spacy pipeline component for syllables
5 versions - Latest release: about 1 year ago - 3 dependent packages - 5 dependent repositories - 973 downloads last month - 32 stars on GitHub - 1 maintainer
spacy-syncha 0.9.2
SynCha-CaboCha-MeCab wrapper for spaCy
72 versions - Latest release: about 1 year ago - 1 dependent repositories - 375 downloads last month - 108 stars on GitHub - 1 maintainer
spacy-thrift 0.5.0
spaCy-as-a-service using Thrift
8 versions - Latest release: over 5 years ago - 2 dependent repositories - 50 downloads last month - 6 stars on GitHub - 1 maintainer
spacy-symspell 0.1.2
spaCy pipeline component for spelling correction using sysmepll.
3 versions - Latest release: about 5 years ago - 1 dependent repositories - 33 downloads last month - 0 stars on GitHub - 1 maintainer
Top 7.9% on pypi.org
spacy-stanfordnlp 0.1.3
Use the latest StanfordNLP research models directly in spaCy
7 versions - Latest release: almost 5 years ago - 6 dependent repositories - 174 downloads last month - 711 stars on GitHub - 2 maintainers
spacyss 1.0.1
sentence segmenters for spacy2.0+
2 versions - Latest release: almost 6 years ago - 1 dependent repositories - 56 downloads last month - 9 stars on GitHub - 1 maintainer
Top 7.8% on pypi.org
spacy-pytorch-transformers 0.4.0
spaCy pipelines for pre-trained BERT and other transformers
6 versions - Latest release: over 4 years ago - 8 dependent repositories - 943 downloads last month - 1,318 stars on GitHub - 2 maintainers
spacy-sentiws 3.0.0
Integration of SentiWS as spaCy extension
4 versions - Latest release: over 1 year ago - 2 dependent repositories - 120 downloads last month - 35 stars on GitHub - 1 maintainer
Top 8.2% on pypi.org
spacy-sentence-bert 0.1.2 💰
SpaCy models for using sentence-BERT
7 versions - Latest release: about 3 years ago - 1 dependent package - 4 dependent repositories - 778 downloads last month - 99 stars on GitHub - 1 maintainer
spacy-span-analyzer 0.3.0
Analyze and characterize your Spans. Integrated with spaCy.
3 versions - Latest release: about 2 years ago - 1 dependent repositories - 95 downloads last month - 5 stars on GitHub - 1 maintainer
spacy-ray 0.1.4
Parallel and distributed training with spaCy and Ray
6 versions - Latest release: almost 3 years ago - 2 dependent packages - 2 dependent repositories - 70 downloads last month - 53 stars on GitHub - 1 maintainer
spacy-och 0.1.2
the Old Chinese language for spaCy
2 versions - Latest release: about 2 years ago - 1 dependent repositories - 4 downloads last month - 2 stars on GitHub - 1 maintainer
spacy-pattern-builder 0.0.7
Reverse engineer patterns for use with the SpaCy DependencyTreeMatcher
7 versions - Latest release: over 4 years ago - 4 dependent repositories - 47 downloads last month - 33 stars on GitHub - 1 maintainer
Top 4.5% on pypi.org
spacy-nightly 3.0.0rc5 💰
Industrial-strength Natural Language Processing (NLP) in Python
74 versions - Latest release: over 3 years ago - 2 dependent packages - 9 dependent repositories - 2.88 thousand downloads last month - 28,659 stars on GitHub - 2 maintainers
Top 8.3% on pypi.org
spacy-lookup 0.1.0
spaCy pipeline component for Named Entity Recognition based on dictionaries.
6 versions - Latest release: about 5 years ago - 6 dependent repositories - 231 downloads last month - 239 stars on GitHub - 1 maintainer
Top 5.2% on pypi.org
spacy-langdetect 0.1.2
Fully customizable language detection pipeline for spaCy
2 versions - Latest release: about 5 years ago - 2 dependent packages - 49 dependent repositories - 34.7 thousand downloads last month - 90 stars on GitHub - 1 maintainer
spacyjsonnlp 0.1.3
The Python spaCy JSON-NLP package
20 versions - Latest release: almost 5 years ago - 1 dependent repositories - 132 downloads last month - 12 stars on GitHub - 1 maintainer
spacyface 0.3.0
Aligner for spacy and huggingface tokenization
10 versions - Latest release: about 3 years ago - 1 dependent repositories - 109 downloads last month - 44 stars on GitHub - 1 maintainer
spacy-http 0.1.1
spaCy as a HTTP service
2 versions - Latest release: over 5 years ago - 1 dependent repositories - 12 downloads last month - 0 stars on GitHub - 1 maintainer
spacy-fi-experimental-web-md 0.14.0
Finnish language model: POS tagger, dependency parser, word vectors, noun phrase extraction, word...
12 versions - Latest release: 7 months ago - 2 dependent repositories - 282 downloads last month - 38 stars on GitHub - 1 maintainer
spacy-data-debug 0.0.3
spaCy Data Debug has utilities to help you debug your custom NER data. It checks for inconsistenc...
1 version - Latest release: over 4 years ago - 1 dependent repositories - 12 downloads last month - 1 maintainer
spacycake 1.0.0
spaCy pipeline component for adding Keyphrase Extraction.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 52 downloads last month - 4 stars on GitHub - 1 maintainer
spacy-chapas 0.9.2
ChaPAS-CaboCha-MeCab wrapper for spaCy
41 versions - Latest release: about 1 year ago - 1 dependent repositories - 248 downloads last month - 108 stars on GitHub - 1 maintainer
spacybert 1.0.1
spaCy pipeline component for adding Bert embedding meta data to Doc, Token and Span objects.
1 version - Latest release: almost 4 years ago - 1 dependent repositories - 38 downloads last month - 2 stars on GitHub - 1 maintainer
spacy-annotator 2.1.4
SpaCy annotator for Named Entity Recognition (NER) using ipywidgets.
9 versions - Latest release: about 2 months ago - 2 dependent repositories - 254 downloads last month - 110 stars on GitHub - 1 maintainer
spacy_api 0.4.50 💰
Server/Client around Spacy to load only once
43 versions - Latest release: over 6 years ago - 254 downloads last month - 46 stars on GitHub - 1 maintainer
spacetornado 0.1 removed
A minimal Tornado API for Spacy text analytics.
1 version - Latest release: almost 4 years ago - 9 downloads last month - 0 stars on GitHub - 1 maintainer
skillner 1.0.3 💰
An NLP module to automatically Extract skills and certifications from unstructured job postings, ...
3 versions - Latest release: over 2 years ago - 1 dependent repositories - 672 downloads last month - 127 stars on GitHub - 1 maintainer
simil 0.0.2
CLI for semantic string similarity
1 version - Latest release: almost 5 years ago - 1 dependent repositories - 14 downloads last month - 0 stars on GitHub - 1 maintainer
signs 0.3.1
Signs Text Processing for Deep Learning
6 versions - Latest release: almost 4 years ago - 2 dependent repositories - 61 downloads last month - 13 stars on GitHub - 1 maintainer
seaqube 0.1.11
Semantic Quality Benchmark for Word Embeddings, i.e. Natural Language Models in Python. The short...
4 versions - Latest release: over 3 years ago - 1 dependent repositories - 41 downloads last month - 3 stars on GitHub - 1 maintainer
satzmetzger 0.0.1
Split German text to sentence! Uses TRIE-Regex to filter ordinal numbers (23.04., 2.5. ...), roma...
1 version - Latest release: over 2 years ago - 1 dependent repositories - 3 downloads last month - 1 maintainer
saber 0.1.0
Saber: Sequence Annotator for Biomedical Entities and Relations
1 version - Latest release: over 5 years ago - 2 dependent repositories - 24 downloads last month - 103 stars on GitHub - 1 maintainer
role-pattern-nlp 0.2.0
Build and match patterns for semantic role labelling
12 versions - Latest release: over 4 years ago - 1 dependent repositories - 90 downloads last month - 7 stars on GitHub - 1 maintainer
rita-dsl 0.7.4 💰
DSL for building language rules
52 versions - Latest release: over 2 years ago - 1 dependent repositories - 339 downloads last month - 64 stars on GitHub - 1 maintainer
replacy-issue-boundary 0.2.12
A replaCy component to fix issue boundary, fix signle or double space at start, extend to next wo...
14 versions - Latest release: over 2 years ago - 1 dependent repositories - 3 downloads last month - 1 maintainer
replacy-article-agreer 0.2.2
A replaCy component to manage indirect article agreement, that is, to deal with making "a" and "a...
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 2 maintainers
rasa-nlu-latest 0.8.0a10
rasa NLU a natural language parser for bots
1 version - Latest release: about 7 years ago - 1 dependent repositories - 18 downloads last month - 17,893 stars on GitHub - 1 maintainer
qary 0.7.27
A chatbot that assists rather than manipulates.
102 versions - Latest release: over 1 year ago - 1 dependent package - 4 dependent repositories - 600 downloads last month - 18 stars on GitLab.com - 4 maintainers
pyresearchinsights 1.59
End-to-end tool for scientific literature analysis
23 versions - Latest release: over 2 years ago - 1 dependent repositories - 97 downloads last month - 26 stars on GitHub - 1 maintainer
pynsett 0.1.8
A programmable relation extractor
12 versions - Latest release: almost 5 years ago - 1 dependent repositories - 80 downloads last month - 27 stars on GitHub - 1 maintainer
Top 9.9% on pypi.org
pymusas 0.3.0
PYthon Multilingual Ucrel Semantic Analysis System
3 versions - Latest release: about 2 years ago - 3 dependent repositories - 183 downloads last month - 24 stars on GitHub - 1 maintainer
Top 5.8% on pypi.org
pyinflect 0.5.1
A python module for word inflections designed for use with Spacy.
5 versions - Latest release: over 4 years ago - 2 dependent packages - 21 dependent repositories - 10.8 thousand downloads last month - 83 stars on GitHub - 1 maintainer
pyconverse 0.1.0
Coversational Transcript Analysis using various NLP techniques
1 version - Latest release: over 2 years ago - 1 dependent repositories - 44 downloads last month - 176 stars on GitHub - 1 maintainer
Top 7.5% on pypi.org
pyate 0.5.5
PYthon Automated Term Extraction
33 versions - Latest release: about 2 years ago - 5 dependent repositories - 176 downloads last month - 296 stars on GitHub - 1 maintainer
preprocess-nlp 0.1
A fast framework for pre-processing (Cleaning text, Reduction of vocabulary, Feature extraction ...
1 version - Latest release: about 4 years ago - 1 dependent repositories - 12 downloads last month - 8 stars on GitHub - 1 maintainer
phrase-detective 0.1.33
Phrase recognizer component for spacy pipeline
26 versions - Latest release: about 1 year ago - 1 dependent package - 3 dependent repositories - 142 downloads last month - 3 stars on GitHub - 1 maintainer
pcu-nlp 1.2
NLP pipeline component (spacy.io) for PCU project
1 version - Latest release: over 5 years ago - 1 dependent repositories - 15 downloads last month - 0 stars on GitHub - 1 maintainer
passivepy 0.2.23 💰
A package for processing large corpora and detecting passive voice.
20 versions - Latest release: 10 months ago - 1 dependent package - 1 dependent repositories - 299 downloads last month - 4,996 stars on GitHub - 1 maintainer
num-fh 1.1.1
numeric fused-head identification and resolution
2 versions - Latest release: over 4 years ago - 1 dependent repositories - 23 downloads last month - 1 maintainer
Top 4.7% on pypi.org
numerizer 0.2.3
Python module for converting natural language numbers into ints and floats.
10 versions - Latest release: about 1 year ago - 1 dependent package - 10 dependent repositories - 34.7 thousand downloads last month - 210 stars on GitHub - 1 maintainer
nlp-preprocessing-wrappers 0.1.3
NLP Preprocessing Pipeline Wrappers
2 versions - Latest release: about 2 years ago - 1 dependent repositories - 20 downloads last month - 1 maintainer
nlpeasy 0.7.0
Easy Peasy Language Squeezy
4 versions - Latest release: over 4 years ago - 1 dependent repositories - 17 downloads last month - 9 stars on GitHub - 1 maintainer
Top 8.6% on pypi.org
news-fetch 0.2.8
news-fetch is an open source easy-to-use news extractor and basic nlp (cleaning_text, keywords, s...
28 versions - Latest release: over 3 years ago - 2 dependent repositories - 372 downloads last month - 165 stars on GitHub - 1 maintainer
ner-annotator 0.1.1
GUI useful to manually annotate text for Named Entity Recognition purposes
2 versions - Latest release: over 3 years ago - 1 dependent repositories - 25 downloads last month - 15 stars on GitHub - 1 maintainer
Top 4.0% on pypi.org
negspacy 1.0.4
A spaCy pipeline object for negation.
14 versions - Latest release: 12 months ago - 4 dependent packages - 12 dependent repositories - 12.5 thousand downloads last month - 264 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
mordecai 2.1.0
Full text geoparsing and event geocoding
11 versions - Latest release: almost 4 years ago - 4 dependent repositories - 129 downloads last month - 728 stars on GitHub - 1 maintainer
moralizer 0.1.4
> Simple tool to get the Moral Foundations counts of a given text.
5 versions - Latest release: almost 5 years ago - 1 dependent repositories - 48 downloads last month - 4 stars on GitHub - 1 maintainer
mondigy 1.0.2
A small wrapper for connecting MongoDB collections to Prodigy
3 versions - Latest release: about 3 years ago - 1 dependent repositories - 17 downloads last month - 9 stars on GitHub - 1 maintainer
Top 7.0% on pypi.org
ml-datasets 0.2.0
Machine Learning dataset loaders
12 versions - Latest release: over 3 years ago - 1 dependent package - 5 dependent repositories - 3.49 thousand downloads last month - 45 stars on GitHub - 2 maintainers
maxbot 0.3.0b2
Maxbot is an open source library and framework for creating conversational apps.
23 versions - Latest release: 9 months ago - 1 dependent repositories - 21 downloads last month - 15 stars on GitHub - 1 maintainer
luvina 0.0.26
High-level API for Natural Language Processing in NLTK
25 versions - Latest release: over 6 years ago - 1 dependent repositories - 9 downloads last month - 13 stars on GitHub - 1 maintainer
Top 7.6% on pypi.org
lemmy 2.1.0
Lemmatizer for Danish
4 versions - Latest release: about 5 years ago - 1 dependent package - 9 dependent repositories - 1.22 thousand downloads last month - 72 stars on GitHub - 1 maintainer
lemmy3 3.2.0a0
Lemmy lemmatizer
3 versions - Latest release: over 2 years ago - 2 dependent repositories - 27 downloads last month - 1 stars on GitHub - 1 maintainer
instatext 0.0.2
instatext is a package to train text classifiers instantly.
2 versions - Latest release: about 3 years ago - 1 dependent repositories - 22 downloads last month - 9 stars on GitHub - 1 maintainer
Top 10.0% on pypi.org
holmes-extractor 4.2.1
Information extraction from English and German texts based on predicate logic
16 versions - Latest release: 12 months ago - 2 dependent repositories - 186 downloads last month - 130 stars on GitHub - 2 maintainers
hebsafeharbor 0.1.1
De-identification toolkit for clinical text in Hebrew
11 versions - Latest release: almost 2 years ago - 1 dependent repositories - 12 downloads last month - 15 stars on GitHub - 1 maintainer
hebspacy 0.1.7
SpaCy pipeline and models for Hebrew text
1 version - Latest release: over 2 years ago - 1 dependent repositories - 1.29 thousand downloads last month - 10 stars on GitHub - 1 maintainer
Top 9.4% on pypi.org
ginza-transformers 0.4.2
ginza-transformers
7 versions - Latest release: almost 2 years ago - 1 dependent package - 5 dependent repositories - 2.65 thousand downloads last month - 16 stars on GitHub - 1 maintainer
gatorminer 1.0.0
An automatic text mining tool
1 version - Latest release: about 3 years ago - 1 dependent repositories - 26 downloads last month - 12 stars on GitHub - 1 maintainer
forte.tweepy 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
5 versions - Latest release: about 2 years ago - 7 dependent repositories - 59 downloads last month - 5 stars on GitHub - 1 maintainer
forte.stanza 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
4 versions - Latest release: about 2 years ago - 2 dependent repositories - 35 downloads last month - 5 stars on GitHub - 1 maintainer
forte.vader 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
4 versions - Latest release: about 2 years ago - 7 dependent repositories - 48 downloads last month - 5 stars on GitHub - 1 maintainer
forte.spacy 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
6 versions - Latest release: about 2 years ago - 3 dependent repositories - 27 downloads last month - 5 stars on GitHub - 1 maintainer
forte.huggingface 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
5 versions - Latest release: about 2 years ago - 4 dependent repositories - 51 downloads last month - 5 stars on GitHub - 1 maintainer
forte.gpt2 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
4 versions - Latest release: about 2 years ago - 2 dependent repositories - 34 downloads last month - 5 stars on GitHub - 1 maintainer
forte.nltk 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
5 versions - Latest release: about 2 years ago - 3 dependent repositories - 67 downloads last month - 5 stars on GitHub - 1 maintainer
forte.allennlp 0.0.3
Provide Forte implementations of a fantastic collection of NLP tools.
4 versions - Latest release: about 2 years ago - 1 dependent repositories - 17 downloads last month - 5 stars on GitHub - 1 maintainer
Top 5.0% on pypi.org
floret 0.10.5
floret Python bindings
9 versions - Latest release: 7 months ago - 1 dependent package - 10 dependent repositories - 16.4 thousand downloads last month - 272 stars on GitHub - 1 maintainer
fastent 0.7.3
Automated Custom NER tool
20 versions - Latest release: almost 6 years ago - 1 dependent repositories - 82 downloads last month - 7 stars on GitHub - 1 maintainer
Top 9.3% on pypi.org
epitator 1.3.5
Annotators for extracting epidemiological information from text.
22 versions - Latest release: over 4 years ago - 2 dependent repositories - 53 downloads last month - 41 stars on GitHub - 1 maintainer
Top 8.2% on pypi.org
dragonfire 1.0.0 💰
Dragonfire is an open source virtual assistant project for Ubuntu based Linux distributions
27 versions - Latest release: almost 6 years ago - 2 dependent repositories - 262 downloads last month - 1,377 stars on GitHub - 1 maintainer
Top 6.5% on pypi.org
deplacy 2.1.0
CUI-based Tree Visualizer for Universal Dependencies and Immediate Catena Analysis
135 versions - Latest release: about 2 months ago - 5 dependent packages - 5 dependent repositories - 3.81 thousand downloads last month - 105 stars on GitHub - 1 maintainer
crosslingual-coreference 0.3.1
A multi-lingual approach to AllenNLP CoReference Resolution, along with a wrapper for spaCy.
18 versions - Latest release: 11 months ago - 1 dependent package - 829 downloads last month - 97 stars on GitHub - 2 maintainers
Related Keywords
nlp 198 natural-language-processing 95 machine-learning 75 python 74 spacy-extension 44 nlp-library 29 spacy-pipeline 27 deep-learning 27 named-entity-recognition 26 NLP 24 ner 22 stanza 18 huggingface 18 pytorch 16 ai 15 text-classification 15 data-science 15 artificial-intelligence 15 nltk 15 tokenization 14 nlu 13 chatbot 12 elasticsearch 12 entity-linking 11 spacy-nlp 11 spacy-extensions 11 chatbots 10 conversational-ai 10 processors 10 rasa 10 natural language processing 10 forte 10 allennlp 10 bot 10 casl 10 machine-learning-library 10 transformers 10 spaCy 9 botkit 9 lemmatization 9 pipeline 9 python3 9 neural-networks 9 conversational-agents 8 bots 8 bot-framework 8 spacy-models 8 wit 8 neural-network 8 mitie 8 conversational-bots 8 conversation-driven-development 8 chatbots-framework 8 hacktoberfest 8 gensim 7 SpaCy 7 fasttext 7 cython 7 linguistics 6 models 6 parsing 6 lemmatizer 6 text-mining 6 NER 6 medspacy 6 information-extraction 6 bert 6 transformer 6 clinical-nlp 6 sentiment-analysis 6 chatbotchatbot-framework 5 text mining 5 language-model 5 text analysis 5 tagging 5 pos 5 topic-modeling 4 text-analysis 4 sentiment 4 keyword-extraction 4 tokenizer 4 pandas 4 data-annotation 4 coreference 4 coreference-resolution 4 text processing 4 google 4 wrapper 4 Bert 4 Transformers 4 NLTK 4 Preprocessing 4 language 4 statistical-models 3 machine-learning-models 3 computational-linguistics 3 machine learning 3 augmentation 3 textrank 3 language-detection 3