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It includes standalone packages, plugins, extensions, educational materials, operational utilities and bindings for other languages.</div></header><div class="grid_root__EfDZl search-exclude grid_spacing__fhBCv grid_half__xoJZs"><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Adept Augmentations Logo" src="https://raw.githubusercontent.com/argilla-io/adept-augmentations/main/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/adeptaugmentations">Adept Augmentations</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/adeptaugmentations"> A Python library aimed at dissecting and augmenting NER training data for a few-shot scenario.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Aim-spaCy Logo" src="https://user-images.githubusercontent.com/13848158/172912427-ee9327ea-3cd8-47fa-8427-6c0d36cd831f.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/aim-spacy">Aim-spaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/aim-spacy">Aim-spaCy is an Aim-based spaCy experiment tracker.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="alibi Logo" src="https://i.imgur.com/YkzQHRp.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/alibi">alibi</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/alibi">Algorithms for monitoring and explaining machine learning models </a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="AllenNLP Logo" src="https://i.imgur.com/U8opuDN.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/allennlp">AllenNLP</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/allennlp">An open-source NLP research library, built on PyTorch and spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/amrlib">amrlib</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/amrlib">A python library that makes AMR parsing, generation and visualization simple.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Asent Logo" src="https://github.com/KennethEnevoldsen/asent/raw/main/docs/img/logo_black_font.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/asent">Asent</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/asent">Fast, flexible and transparent sentiment analysis</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Augmenty Logo" src="https://github.com/KennethEnevoldsen/augmenty/blob/master/img/icon.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/augmenty">Augmenty</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/augmenty">The cherry on top of your NLP pipeline</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ">
1<img alt="Bagpipes spaCy Logo" src="https://github.com/wjbmattingly/bagpipes-spacy/raw/main/images/bagpipes-spacy-icon.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/bagpipes-spacy">Bagpipes spaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/bagpipes-spacy">A bag of custom spaCy pipes for various NLP tasks.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="BERTopic Logo" src="https://i.imgur.com/Rx2LfBm.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/bertopic">BERTopic</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/bertopic">Leveraging BERT and c-TF-IDF to create easily interpretable topics.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Blackstone Logo" src="https://iclr.s3-eu-west-1.amazonaws.com/assets/iclrand/Blackstone/thumb.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/blackstone">Blackstone</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/blackstone">A spaCy pipeline and model for NLP on unstructured legal text</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Chatterbot Logo" src="https://i.imgur.com/eyAhwXk.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Chatterbot">Chatterbot</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Chatterbot">A machine-learning based conversational dialog engine for creating chat bots</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Classy Classification Logo" src="https://raw.githubusercontent.com/davidberenstein1957/classy-classification/master/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/classyclassification">Classy Classification</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/classyclassification">Have you ever struggled with needing a spaCy TextCategorizer but didn't have the time to train one from scratch? Classy Classification is the way to go!</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cleannlp">CleanNLP</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cleannlp">A tidy data model for NLP in R</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/concepcy">concepCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/concepcy">A multilingual knowledge graph in spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Concise Concepts Logo" src="https://raw.githubusercontent.com/davidberenstein1957/concise-concepts/master/img/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/conciseconcepts">Concise Concepts</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/conciseconcepts">Concise Concepts uses few-shot NER based on word embedding similarity to get you going with easy!</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Constituent Treelib Logo" src="https://github.com/Halvani/Constituent-Treelib/blob/main/assets/images/promo_tree.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/constituent_treelib">Constituent Treelib</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/constituent_treelib">Extract constituents with ease!</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ">
1<img alt="Contextual Spell Check Logo" src="https://user-images.githubusercontent.com/22280243/82760949-98e68480-9e14-11ea-952e-4738620fd9e3.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/contextualSpellCheck">Contextual Spell Check</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/contextualSpellCheck">Contextual spell correction using BERT (bidirectional representations)</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="cookiecutter-spacy-fastapi Logo" src="https://avatars0.githubusercontent.com/u/6154722" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cookiecutter-spacy-fastapi">cookiecutter-spacy-fastapi</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cookiecutter-spacy-fastapi">Docker-based cookiecutter for easy spaCy APIs using FastAPI</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/coreferee">Coreferee</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/coreferee">Coreference resolution for multiple languages</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cov-bsv">VA COVID-19 NLP BSV</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/cov-bsv">spaCy pipeline for COVID-19 surveillance.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Crosslingual Coreference Logo" src="https://raw.githubusercontent.com/davidberenstein1957/crosslingual-coreference/master/img/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/crosslingualcoreference">Crosslingual Coreference</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/crosslingualcoreference">One multi-lingual coreference model to rule them all!</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="DaCy Logo" src="https://github.com/centre-for-humanities-computing/DaCy/blob/main/img/icon_no_title.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dacy">DaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dacy">An efficient Pipeline for Danish NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Date spaCy Logo" src="https://github.com/wjbmattingly/date-spacy/raw/main/images/date-spacy-logo.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/date-spacy">Date spaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/date-spacy">Effortless Date Recognition in Text with spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/deplacy">deplacy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/deplacy">CUI-based Tree Visualizer for Universal Dependencies and Immediate Catena Analysis</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dframcy">Dframcy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dframcy">Dataframe Integration with spaCy NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="displaCy Logo" src="https://i.imgur.com/nxDcHaL.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/displacy">displaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/displacy">A modern syntactic dependency visualizer</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="displaCy ENT Logo" src="https://i.imgur.com/A77Ecbs.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/displacy-ent">displaCy ENT</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/displacy-ent">A modern named entity visualizer</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Dragonfire Logo" src="https://i.imgur.com/5fqguKS.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dragonfire">Dragonfire</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/dragonfire">An open-source virtual assistant for Ubuntu based Linux distributions</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/edsnlp">EDS-NLP</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/edsnlp">spaCy components to extract information from clinical notes written in French.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/eMFDscore">eMFDscore : Extended Moral Foundation Dictionary Scoring for Python</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/eMFDscore">Extended Moral Foundation Dictionary Scoring for Python</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/eng_spacysentiment">eng_spacysentiment</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/eng_spacysentiment">Simple sentiment analysis using spaCy pipelines</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="explacy Logo" src="https://i.imgur.com/V1hCWmn.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/explacy">explacy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/explacy">A small tool that explains spaCy parse results</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Forte Logo" src="https://raw.githubusercontent.com/asyml/forte/master/docs/_static/img/forte_graphic.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/forte">
1Forte</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/forte">Forte is a toolkit for building Natural Language Processing pipelines, featuring cross-task interaction, adaptable data-model interfaces and composable pipelines.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/gliner-spacy">GLiNER spaCy Wrapper</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/gliner-spacy">Integrating GLiNER's Advanced NER with spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="gobbli Logo" src="https://i.postimg.cc/NGpzhrdr/gobbli-lg.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/gobbli">gobbli</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/gobbli">Deep learning for text classification doesn't have to be scary</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Graphbrain Logo" src="https://i.imgur.com/cct9W1E.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/graphbrain">Graphbrain</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/graphbrain">Automated meaning extraction and text understanding</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="greCy Logo" src="https://jacobo-syntax.hf.space/media/03a5317fa660c142e41dd2870b4273ce4e668e6fcdee0a276891f563.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/grecy">greCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/grecy">Ancient Greek pipelines for spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Healthsea Logo" src="https://github.com/explosion/healthsea/blob/main/img/Jellyfish.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Healthsea">Healthsea</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Healthsea">Healthsea: an end-to-end spaCy pipeline for exploring health supplement effects</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Hammurabi Logo" src="https://user-images.githubusercontent.com/6807878/118643685-cae6b880-b7d4-11eb-976e-066aec9505da.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/hmrb">Hammurabi</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/hmrb">Python Rule Processing Engine ðº</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Hobbit spaCy Logo" src="https://github.com/wjbmattingly/hobbit-spacy/blob/main/images/hobbit-thumbnail.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/hobbit-spacy">Hobbit spaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/hobbit-spacy">NLP for Middle Earth</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Holmes Logo" src="https://raw.githubusercontent.com/explosion/holmes-extractor/master/docs/holmes_thumbnail.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/holmes">Holmes</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/holmes">Information extraction from English and German texts based on predicate logic</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/HuSpaCy">HuSpaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/HuSpaCy">HuSpaCy: industrial-strength Hungarian natural language processing</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ipymarkup">ipymarkup</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ipymarkup">NER, syntax markup visualizations</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/kindred">Kindred</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/kindred">Biomedical relation extraction using spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Klayers">Klayers</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Klayers">spaCy as a AWS Lambda Layer</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="LatinCy Logo" src="https://raw.githubusercontent.com/diyclassics/la_core_web_lg/main/latincy-logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/latincy">LatinCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/latincy">Synthetic trained spaCy pipelines for Latin NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="lemminflect Logo" src="https://raw.githubusercontent.com/bjascob/LemmInflect/master/docs/img/icons8-citrus-80.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lemminflect">lemminflect</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lemminflect">A Python module for English lemmatization and inflection</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Lemmy Logo" src="https://i.imgur.com/RJVFRWm.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lemmy">Lemmy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lemmy">A Danish lemmatizer</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="LingFeat Logo" src="https://raw.githubusercontent.com/brucewlee/lingfeat/master/img/lingfeat_logo2.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lingfeat">LingFeat</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/lingfeat">A Linguistic Feature Extraction (Text Analysis) Tool for Readability Assessment and Text Simplification</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Ludwig Logo" src="https://i.imgur.com/j1sORgD.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ludwig">Ludwig</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ludwig">A code-free deep learning toolbox</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Rule-based Matcher Explorer Logo" src="https://i.imgur.com/rPK4AGt.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/matcher-explorer">Rule-based Matcher Explorer</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/matcher-explorer">Test spaCy's rule-based Matcher by creating token patterns interactively</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="medspaCy Logo" src="https://raw.githubusercontent.com/medspacy/medspacy/master/images/medspacy_logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/medspacy">medspaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/medspacy">
1A toolkit for clinical NLP with spaCy.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="MindMeld - Conversational AI platform Logo" src="https://www.mindmeld.com/img/mindmeld-logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mindmeld">MindMeld - Conversational AI platform</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mindmeld">Conversational AI platform for deep-domain voice interfaces and chatbots</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="MLflow Logo" src="https://www.mlflow.org/docs/latest/_static/MLflow-logo-final-black.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mlflow">MLflow</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mlflow">An open source platform for the machine learning lifecycle</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="mordecai Logo" src="https://i.imgur.com/gPJ9upa.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mordecai">mordecai</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/mordecai">Full text geoparsing using spaCy, Geonames and Keras</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ">
1<img alt="negspaCy Logo" src="https://github.com/jenojp/negspacy/blob/master/docs/thumb.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/negspacy">negspaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/negspacy">spaCy pipeline object for negating concepts in text based on the NegEx algorithm.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="neuralcoref Logo" src="https://i.imgur.com/j6FO9O6.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/neuralcoref">neuralcoref</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/neuralcoref">State-of-the-art coreference resolution based on neural nets and spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Neuralcoref Visualizer Logo" src="https://i.imgur.com/j6FO9O6.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/neuralcoref-vizualizer">Neuralcoref Visualizer</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/neuralcoref-vizualizer">State-of-the-art coreference resolution based on neural nets and spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="NeuralGym Logo" src="https://github.com/d5555/NeuralGym/raw/master/NGym/web.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/NGym">NeuralGym</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/NGym">A little Windows GUI for training models with spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="NLP Architect Logo" src="https://i.imgur.com/vMideRx.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/nlp-architect">NLP Architect</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/nlp-architect">Python lib for exploring Deep NLP & NLU by Intel AI</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="NLPCloud.io Logo" src="https://avatars.githubusercontent.com/u/77671902" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/nlpcloud">NLPCloud.io</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/nlpcloud">Production-ready API for spaCy models in production</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Number spaCy Logo" src="https://github.com/wjbmattingly/number-spacy/raw/main/images/number-spacy-logo.png?raw=true" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/number-sp
1acy">Number spaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/number-spacy">Enhancing Numeric Entity Recognition in Text with spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/numerizer">numerizer</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/numerizer">Convert natural language numerics into ints and floats.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="OdyCy Logo" src="https://raw.githubusercontent.com/centre-for-humanities-computing/odyCy/7b94fec60679d06272dca88a4dcfe0f329779aea/docs/_static/logo.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/odycy">OdyCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/odycy">General-purpose language pipelines for premodern Greek.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/parsigs">parsigs</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/parsigs">Structuring prescriptions text made simple using spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="PatternOmatic Logo" src="https://svgshare.com/i/R3P.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/PatternOmatic">PatternOmatic</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/PatternOmatic">Finds linguistic patterns effortlessly</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="phruzz-matcher Logo" src="https://avatars.githubusercontent.com/u/961296?v=4" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/phruzz_matcher">phruzz-matcher</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/phruzz_matcher">Phrase matcher using RapidFuzz</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="pic2phrase_bot: Photo Description Generator Logo" src="https://i.imgur.com/ggVI02O.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pic2phrase_bot">pic2phrase_bot: Photo Description Generator</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pic2phrase_bot">A bot that generates descriptions to submitted photos, in a human-like manner.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Prefect Logo" src="https://i.imgur.com/oLTwr0e.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/prefect">Prefect</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/prefect">
1Workflow management system designed for modern infrastructure</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Presidio Logo" src="https://avatars0.githubusercontent.com/u/6154722" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presidio">Presidio</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presidio">Context aware, pluggable and customizable data protection and PII data anonymization</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Presidio Research Logo" src="https://avatars0.githubusercontent.com/u/6154722" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presidio-research">Presidio Research</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presidio-research">Toolbox for developing and evaluating PII detectors, NER models for PII and generating fake PII data</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presque">presque</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/presque">Normalizer for contemporary French</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Prodigy Logo" src="https://i.imgur.com/UVRtP6g.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/prodigy">Prodigy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/prodigy">Radically efficient machine teaching, powered by active learning</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pyate">PyATE</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pyate">Python Automated Term Extraction</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pyInflect">pyInflect</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/pyInflect">A Python module for word inflections</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/python-sentence-boundary-disambiguation">pySBD - python Sentence Boundary Disambiguation</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/python-sentence-boundary-disambiguation">Rule-based sentence boundary detection that works out-of-the-box</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/quelquhui">quelquhui</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/quelquhui">Tokenizer for contemporary French</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Rasa Logo" src="https://i.imgur.com/TyZnpwL.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rasa">Rasa</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rasa">Turn natural language into structured data</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Redfield NLP Nodes for KNIME Logo" src="https://raw.githubusercontent.com/Redfield-AB/Spacy-Nodes/master/resource/redfield_logo_100x100.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/redfield-spacy-nodes">Redfield NLP Nodes for KNIME</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/redfield-spacy-nodes">Makes the functionality of the spaCy library available in KNIME Analytics Platform.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="RITA DSL Logo" src="https://raw.githubusercontent.com/zaibacu/rita-dsl/master/docs/assets/logo-100px.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rita-dsl">RITA DSL</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rita-dsl">Domain Specific Language for creating language rules</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="A spaCy Package for Romanian Legal Document Processing Logo" src="https://raw.githubusercontent.com/senisioi/rolegal/main/img/
1paper200x200.jpeg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rolegal">A spaCy Package for Romanian Legal Document Processing</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/rolegal">rolegal: a spaCy Package for Noisy Romanian Legal Document Processing</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="RONEC - Romanian Named Entity Corpus Logo" src="https://raw.githubusercontent.com/dumitrescustefan/ronec/master/res/thumb.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ronec">RONEC - Romanian Named Entity Corpus</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ronec">Named Entity Recognition corpus for Romanian language.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ruby-spacy">ruby-spacy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ruby-spacy">Wrapper module for using spaCy from Ruby via PyCall</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="ruTS Logo" src="https://habrastorage.org/webt/6z/le/fz/6zlefzjavzoqw_wymz7v3pwgfp4.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ruts">ruTS</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/ruts">A library for statistics extraction from texts in Russian</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sayswho">SaysWho</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sayswho">Quote identification, attribution and resolution</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scattertext">scattertext</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scattertext">Beautiful visualizations of how language differs among document types</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="scispaCy Logo" src="https://i.imgur.com/dJQSclW.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scispacy">scispaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scispacy">A full spaCy pipeline and models for scientific/biomedical documents</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scrubadub_spacy">scrubadub_spacy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/scrubadub_spacy">Remove personally identifiable information from text using spaCy.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/self-attentive-parser">Berkeley Neural Parser</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/self-attentive-parser">Constituency Parsing with a Self-Attentive Encoder (ACL 2018)</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="sense2vec Logo" src="https://i.imgur.com/awfdhX6.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sense2vec">sense2vec</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sense2vec">Use NLP to go beyond vanilla word2vec</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sent-pattern">English Interpretation Sentence Pattern</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sent-pattern">English interpretation for accurate translation from English to Japanese</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Sentimental Onix Logo" src="https://raw.githubusercontent.com/sloev/sentimental-onix/master/.github/onix.webp" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sentimental-onix">Sentimental Onix</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/sentimental-onix">Use onnx for sentiment models</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="skweak Logo" src="https://raw.githubusercontent.com/NorskRegnesentral/skweak/main/data/skweak_logo_thumbnail.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/skweak">skweak</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/skweak">Weak supervision for NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/solipcysme">solipCysme</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/solipcysme">spaCy pipeline for french fictions and first person point of view texts.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_api">spacy_api</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_api">Server/client to load models in a separate, dedicated process</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_cld">spaCy-CLD</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_cld">Add language detection to your spaCy pipeline using CLD2</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_fastlang">Spacy FastLang</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_fastlang">Language detection done fast</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_readability">spacy_readability</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_readability">Add text readability meta data to Doc objects</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ">
1<img alt="Spacy Syllables Logo" src="https://raw.githubusercontent.com/sloev/spacy-syllables/master/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_syllables">Spacy Syllables</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy_syllables">Multilingual syllable annotations</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-annoy">Spacy Annoy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-annoy">Integrating Spacy NLP and Annoy for Semantic Text Search with spaCy linguistic tags.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-api-docker Logo" src="https://i.imgur.com/NRnDKyj.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-api-docker">spacy-api-docker</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-api-docker">spaCy REST API, wrapped in a Docker container</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-api-docker-v3 Logo" src="https://i.imgur.com/NRnDKyj.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-api-docker-v3">spacy-api-docker-v3</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-api-docker-v3">spaCy v3 REST API, wrapped in a Docker container</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-clausie">spacy-clausie</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-clausie">Implementation of the ClausIE information extraction system for Python+spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-cleaner">spacy-cleaner</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-cleaner">Easily clean text with spaCy!</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-conll">spacy_conll</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-conll">Parsing from and to CoNLL-U format with `spacy`, `spacy-stanza` and `spacy-udpipe`</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-cpp">spacy-cpp</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-cpp">C++ wrapper library for spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-dbpedia-spotlight">DBpedia Spotlight for SpaCy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-dbpedia-spotlight">Use DBpedia Spotlight to link entities inside SpaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-experimental">spacy-experimental</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-experimental">Cutting-edge experimental spaCy components and features</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-graphql Logo" src="https://i.imgur.com/xC7zpTO.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-graphql">spacy-graphql</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-graphql">Query spaCy's linguistic annotations using GraphQL</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-huggingface-hub Logo" src="https://i.imgur.com/j6FO9O6.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-huggingface-hub">spacy-huggingface-hub</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-huggingface-hub">Push your spaCy pipelines to the Hugging Face Hub</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-iwnlp">spacy-iwnlp</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-iwnlp">German lemmatization with IWNLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-js">spacy-js</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-js">JavaScript API for spaCy with Python REST API</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-layout">spacy-layout</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-layout">Process PDFs, Word documents and more with spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-lefff">spacy-lefff</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-lefff">POS and French lemmatization with Lefff</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-nlp Logo" src="https://i.imgur.com/w41VSr7.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-nlp">spacy-nlp</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-nlp"> Expose spaCy NLP text parsing to Node.js (and other languages) via Socket.IO</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-partial-tagger">spaCy - Partial Tagger</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-partial-tagger">Sequence Tagger for Partially Annotated Dataset in spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="PyTextRank Logo" src="https://memegenerator.net/img/instances/66942896.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-pytextrank">PyTextRank</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-pytextrank">Py impl of TextRank for lightweight phrase extraction</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-pythainlp">spaCy-PyThaiNLP</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-pythainlp">PyThaiNLP for spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-report Logo" src="https://github.com/koaning/spacy-report/raw/main/icon.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-report">spacy-report</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-report">Generates interactive reports for spaCy models.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-sentence-bert">spaCy - sentence-transformers</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-sentence-bert">Pipelines for pretrained sentence-transformers (BERT, RoBERTa, XLM-RoBERTa & Co.) directly within spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-sentiws">spacy-sentiws</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-sentiws">German sentiment scores with SentiWS</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-server">spaCy Server</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-server">ð¦ Containerized HTTP API for spaCy NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-setfit-textcat">spacy-setfit-textcat</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-setfit-textcat">spaCy Project: Experiments with SetFit & Few-Shot Classification</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-stanza Logo" src="https://i.imgur.com/myhLjMJ.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-stanza">spacy-stanza</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-stanza">Use the latest Stanza (StanfordNLP) research models directly in spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-streamlit Logo" src="https://i.imgur.com/mhEjluE.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-streamlit">spacy-streamlit</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-streamlit">spaCy building blocks for Streamlit apps</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacytextblob Logo" src="https://github.com/SamEdwardes/spacytextblob/raw/main/docs/static/img/logo-thumb-square-250x250.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-textblob">spacytextblob</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-textblob">A TextBlob sentiment analysis pipeline component for spaCy.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-transformers">spacy-transformers</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-transformers">spaCy pipelines for pretrained BERT, XLNet and GPT-2</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-udpipe">
1spacy-udpipe</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-udpipe">Use the latest UDPipe models directly in spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-universal-sentence-encoder">spaCy - Universal Sentence Encoder</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-universal-sentence-encoder">Make use of Google's Universal Sentence Encoder directly within spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCy Visual Studio Code Extension Logo" src="https://raw.githubusercontent.com/explosion/spacy-vscode/main/icon.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-vscode">spaCy Visual Studio Code Extension</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-vscode">Work with spaCy's config files in VS Code</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wasm">spacy-wasm</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wasm">spaCy in the browser using WebAssembly</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCy Whisper Logo" src="https://github.com/theirstory/spacy-whisper/raw/main/images/spacy_whisper.jpeg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-whisper">spaCy Whisper</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-whisper">Seamless Integration of Whisper with spaCy NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacy-wordnet Logo" src="https://i.imgur.com/ud4C7cj.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wordnet">spacy-wordnet</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wordnet">WordNet meets spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCy-wrap Logo" src="https://raw.githubusercontent.com/KennethEnevoldsen/spacy-wrap/main/docs/_static/icon.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wrap">spaCy-wrap</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacy-wrap">For Wrapping fine-tuned transformers in spaCy pipelines</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCy .NET Wrapper Logo" src="https://raw.githubusercontent.com/AMArostegui/SpacyDotNet/master/cslogo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/SpacyDotNet">spaCy .NET Wrapper</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/SpacyDotNet">SpacyDotNet is a .NET Core compatible wrapper for spaCy, based on Python.NET</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyfishing">spaCy fishing</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyfishing">Named entity disambiguation and linking on Wikidata in spaCy with Entity-Fishing.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spacymoji Logo" src="https://i.imgur.com/XOTYIgn.jpg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacymoji">spacymoji</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacymoji">Emoji handling and meta data as a spaCy pipeline component</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyopentapioca">spaCyOpenTapioca</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyopentapioca">Named entity linking on Wikidata in spaCy via OpenTapioca</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyp
1dfreader">spacypdfreader</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacypdfreader">Easy PDF to text to spaCy text extraction in Python.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyr">spacyr</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacyr">An R wrapper for spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCysee Logo" src="https://www.mattoxley.com/static/images/spacysee_logo.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacysee">spaCysee</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacysee">Visualize spaCy's Dependency Parsing, POS tagging, and morphological analysis</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="spaCy-SetFit Logo" src="https://raw.githubusercontent.com/davidberenstein1957/spacy-setfit/main/logo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacysetfit">spaCy-SetFit</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spacysetfit">An an easy and intuitive approach to use SetFit in combination with spaCy.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spaczz">spaczz</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/spaczz">Fuzzy matching and more for spaCy.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/span_marker">SpanMarker</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/span_marker">Effortless state-of-the-art NER in spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textacy">textacy</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textacy">NLP, before and after spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textdescriptives">TextDescriptives</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textdescriptives">Extraction of descriptive stats, readability, and syntactic complexity measures</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Texthero Logo" src="https://texthero.org/img/T.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/texthero">Texthero</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/texthero">Text preprocessing, representation and visualization from zero to hero.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textnets">textnets</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textnets">
1Text analysis with networks</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="textpipe Logo" src="https://avatars0.githubusercontent.com/u/40492530" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textpipe">textpipe</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/textpipe">clean and extract metadata from text</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/tmtoolkit">tmtoolkit</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/tmtoolkit">Text mining and topic modeling toolkit</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="tokenwiser Logo" src="https://koaning.github.io/tokenwiser/token.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/tokenwiser">tokenwiser</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/tokenwiser">Connect vowpal-wabbit & scikit-learn models to spaCy to run simple classification benchmarks. Comes with many utility functions for spaCy pipelines.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="torchtext Logo" src="https://i.imgur.com/WFkxuPo.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/torchtext">torchtext</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/torchtext">Data loaders and abstractions for text and NLP</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="TRUNAJOD Logo" src="https://raw.githubusercontent.com/dpalmasan/TRUNAJOD2.0/master/imgs/trunajod_thumb.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/trunajod">TRUNAJOD</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/trunajod">A text complexity library for text analysis built on spaCy</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Vetiver Logo" src="https://raw.githubusercontent.com/rstudio/vetiver-python/main/docs/figures/square-logo.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/vetiver">Vetiver</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/vetiver">Version, share, deploy, and monitor models.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="whatlies Logo" src="https://i.imgur.com/rOkOiLv.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/whatlies">whatlies</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/whatlies">Make interactive visualisations to figure out 'what lies' in word embeddings.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="WordDumb Logo" src="https://raw.githubusercontent.com/xxyzz/WordDumb/master/starfish.svg" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/WordDumb">WordDumb</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/WordDumb">A calibre plugin that generates Word Wise and X-Ray files.</a></div><div class="card_root__em0nY"><h5 class="typography_heading__D82WZ typography_h5__JbE6d card_title__sGs5v"><span class="heading-text"><div class="card_image__ayfIQ"><img alt="Zshot Logo" src="https://ibm.github.io/zshot/img/graph.png" width="35" height="35" decoding="async" data-nimg="1" loading="lazy" style="color:transparent"/></div><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Zshot">
1Zshot</a> </span></h5><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe/project/Zshot">Zero and Few shot named entity & relationships recognition</a></div></div></section><section class="search-exclude"><h3 class="typography_heading__D82WZ typography_h3__mPKmB"><span class="heading-text">Found a mistake or something isn't working?<!-- --> </span></h3><p>If you've come across a universe project that isn't working or is incompatible with the reported spaCy version, let us know by<!-- --> <a class="link_root__1Me7D link_with-icon__NAVDA" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/discussions/new"><span class="link_source-text__VDP74">opening a discussion thread</span></a>.</p></section><hr class="section_hr__07Hes"/><section class="search-exclude"><h3 class="typography_heading__D82WZ typography_h3__mPKmB"><span class="heading-text">Submit your project<!-- --> </span></h3><p>If you have a project that you want the spaCy community to make use of, you can suggest it by submitting a pull request to the spaCy website repository. The Universe database is open-source and collected in a simple JSON file. For more details on the formats and available fields, see the documentation. Looking for inspiration your own spaCy plugin or extension? Check out the<!-- --> <a class="link_root__1Me7D" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/discussions/categories/new-features-project-ideas/">project idea</a> <!-- -->section in Discussions.</p><p class="typography_inline-list__B7N9X"><a class="link_root__1Me7D button_root__jwipc button_primary__JQj6N" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/tree/master/website/UNIVERSE.md">Read the docs</a><a class="link_root__1Me7D button_root__jwipc button_secondary__ukZAk" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/tree/master/website/meta/universe.json">JSON source</a></p></section></article><div class="main_asides__RITE5" style="background-image:url(/_next/static/media/pattern_purple.59aa6816.png"></div><footer class="footer_root__zlkjP"><div class="grid_root__EfDZl footer_content__LaE1F grid_narrow__x_6xS grid_spacing__fhBCv grid_third__edHuB"><section><ul class="footer_column__DPe22"><li class="footer_label__xK7_s">spaCy</li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/usage">Usage</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/models">Models</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/api">API Reference</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="https://course.spacy.io">Online Course</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="https://explosion.ai/custom-solutions">Custom Solutions</a></li></ul></section><section><ul class="footer_column__DPe22"><li class="footer_label__xK7_s">Community</li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="/universe">Universe</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/discussions">GitHub Discussions</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy/issues">Issue Tracker</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="http://stackoverflow.com/questions/tagged/spacy">Stack Overflow</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="https://explosion.ai/merch">Merchandise</a></li></ul></section><section><ul class="footer_column__DPe22"><li class="footer_label__xK7_s">Connect</li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://bsky.app/profile/explosion-ai.bsky.social">Bluesky</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://github.com/explosion/spaCy">GitHub</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://www.youtube.com/playlist?list=PLBmcuObd5An5_iAxNYLJa_xWmNzsYce8c">Live Stream</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" rel="noopener nofollow noreferrer" target="_blank" href="https://youtube.com/c/ExplosionAI">YouTube</a></li><li><a class="link_root__1Me7D link_no-link-layout__RPvod" href="https://explosion.ai/blog">Blog</a></li></ul></section><section class="footer_full___icln"><ul class="footer_column__DPe22"><li class="footer_label__xK7_s">Stay in the loop!</li><li>Receive updates about new releases, tutorials and more.</li><li><form id="mc-embedded-subscribe-form" name="mc-embedded-subscribe-form" action="//spacy.us12.list-manage.com/subscribe/post?u=83b0498b1e7fa3c91ce68c3f1&amp;id=ecc82e0493" method="post" target="_blank" novalidate=""><div style="position:absolute;
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Line numbers count LF bytes from the start of the resource, as the search results do. Vendor segments are library code the classifier recognised; they are stored but not indexed. Bytes are shown as Latin1 characters, one per byte.