<commit_before>//- 💫 DOCS > USAGE > RESOURCES

include ../_includes/_mixins

+aside("Contribute to this page")
    |  Have you built something cool with spaCy or come across a paper, book or
    |  course that should be featured here?
    |  #[a(href="mailto:#{EMAIL}") Let us know!]

+section("libraries")
    +h(2, "libraries") Third-party libraries

    +grid
        +card("neuralcoref", "https://github.com/huggingface/neuralcoref", "Hugging Face", "github")
            |  State-of-the-art coreference resolution based on neural nets
            |  and spaCy

        +card("rasa_nlu", "https://github.com/golastmile/rasa_nlu", "LastMile", "github")
            |  High level APIs for building your own language parser using
            |  existing NLP and ML libraries.

        +card("textacy", "https://github.com/chartbeat-labs/textacy", "<NAME>", "github")
            |  Higher-level NLP built on spaCy.

        +card("kindred", "https://github.com/jakelever/kindred", "<NAME>", "github")
            |  Biomedical relation extraction using spaCy.

        +card("spacyr", "https://github.com/kbenoit/spacyr", "<NAME>", "github")
            |  An R wrapper for spaCy.

        +card("spacy_api", "https://github.com/kootenpv/spacy_api", "<NAME>", "github")
            |  Server/client to load models in a separate, dedicated process.

        +card("spacy-api-docker", "https://github.com/jgontrum/spacy-api-docker", "<NAME>", "github")
            |  spaCy accessed by a REST API, wrapped in a Docker container.

        +card("spacy-nlp-zeromq", "https://github.com/pasupulaphani/spacy-nlp-docker", "<NAME>", "github")
            |  Docker image exposing spaCy with ZeroMQ bindings.

        +card("spacy-nlp", "https://github.com/kengz/spacy-nlp", "<NAME>", "github")
            |  Expose spaCy NLP text parsing to Node.js (and other languages)
            |  via Socket.IO.

    .u-text-right
        +button("https://github.com/search?o=desc&q=spacy&s=stars&type=Repositories&utf8=%E2%9C%93", false, "primary", "small") See more projects on GitHub

+section("extensions")
    +h(2, "extensions") Extensions & Pipeline Components

    p
        |  This section lists spaCy extensions and components you can plug into
        |  your processing pipeline. For more details, see the docs on
        |  #[+a("/usage/processing-pipelines#custom-components") custom components]
        |  and #[+a("/usage/processing-pipelines#extensions") extensions].

    +grid
        +card("spacymoji", "https://github.com/ines/spacymoji", "<NAME>", "github")
            |  Pipeline component for emoji handling and adding emoji meta data
            |  to #[code Doc], #[code Token] and #[code Span] attributes.

    .u-text-right
        +button("https://github.com/topics/spacy-extension?o=desc&s=stars", false, "primary", "small") See more extensions on GitHub<commit_msg>Add spacy_hunspell to resources (see #315)<commit_after>//- 💫 DOCS > USAGE > RESOURCES

include ../_includes/_mixins

+aside("Contribute to this page")
    |  Have you built something cool with spaCy or come across a paper, book or
    |  course that should be featured here?
    |  #[a(href="mailto:#{EMAIL}") Let us know!]

+section("libraries")
    +h(2, "libraries") Third-party libraries

    +grid
        +card("neuralcoref", "https://github.com/huggingface/neuralcoref", "Hugging Face", "github")
            |  State-of-the-art coreference resolution based on neural nets
            |  and spaCy

        +card("rasa_nlu", "https://github.com/golastmile/rasa_nlu", "LastMile", "github")
            |  High level APIs for building your own language parser using
            |  existing NLP and ML libraries.

        +card("textacy", "https://github.com/chartbeat-labs/textacy", "<NAME>", "github")
            |  Higher-level NLP built on spaCy.

        +card("kindred", "https://github.com/jakelever/kindred", "<NAME>", "github")
            |  Biomedical relation extraction using spaCy.

        +card("spacyr", "https://github.com/kbenoit/spacyr", "<NAME>", "github")
            |  An R wrapper for spaCy.

        +card("spacy_api", "https://github.com/kootenpv/spacy_api", "<NAME>", "github")
            |  Server/client to load models in a separate, dedicated process.

        +card("spacy-api-docker", "https://github.com/jgontrum/spacy-api-docker", "<NAME>", "github")
            |  spaCy accessed by a REST API, wrapped in a Docker container.

        +card("spacy-nlp-zeromq", "https://github.com/pasupulaphani/spacy-nlp-docker", "<NAME>", "github")
            |  Docker image exposing spaCy with ZeroMQ bindings.

        +card("spacy-nlp", "https://github.com/kengz/spacy-nlp", "<NAME>", "github")
            |  Expose spaCy NLP text parsing to Node.js (and other languages)
            |  via Socket.IO.

    .u-text-right
        +button("https://github.com/search?o=desc&q=spacy&s=stars&type=Repositories&utf8=%E2%9C%93", false, "primary", "small") See more projects on GitHub

+section("extensions")
    +h(2, "extensions") Extensions & Pipeline Components

    p
        |  This section lists spaCy extensions and components you can plug into
        |  your processing pipeline. For more details, see the docs on
        |  #[+a("/usage/processing-pipelines#custom-components") custom components]
        |  and #[+a("/usage/processing-pipelines#extensions") extensions].

    +grid
        +card("spacymoji", "https://github.com/ines/spacymoji", "<NAME>", "github")
            |  Pipeline component for emoji handling and adding emoji meta data
            |  to #[code Doc], #[code Token] and #[code Span] attributes.

        +card("spacy_hunspell", "https://github.com/tokestermw/spacy_hunspell", "<NAME>", "github")
            |  Add spellchecking and spelling suggestions to your spaCy pipeline
            |  using Hunspell.

    .u-text-right
        +button("https://github.com/topics/spacy-extension?o=desc&s=stars", false, "primary", "small") See more extensions on GitHub
{'fraction_non_alphanumeric': 0.14595134955014996, 'fraction_numerical': 0.0028323892035988004, 'mean_word_length': 2.882923673997413, 'pattern_counts': {'":': 0, '<': 20, '<?xml version=': 0, '>': 24, 'https://': 25, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '2734891', 'n_tokens_mistral': 1963, 'n_tokens_neox': 1860, 'n_words': 487}