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@ -474,8 +474,7 @@ report span characteristics such as the average span length and the span (or
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span boundary) distinctiveness. The distinctiveness measure shows how different
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the tokens are with respect to the rest of the corpus using the KL-divergence of
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the token distributions. To learn more, you can check out Papay et al.'s work on
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[*Dissecting Span Identification Tasks with Performance Prediction* (EMNLP
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2020)](https://aclanthology.org/2020.emnlp-main.396/).
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[_Dissecting Span Identification Tasks with Performance Prediction_ (EMNLP 2020)](https://aclanthology.org/2020.emnlp-main.396/).
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</Infobox>
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@ -1353,11 +1352,11 @@ obsolete files is left up to you.
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Remotes can be defined in the `remotes` section of the
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[`project.yml`](/usage/projects#project-yml). Under the hood, spaCy uses the
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[`smart-open`](https://github.com/RaRe-Technologies/smart_open) library to
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[`cloudpathlib`](https://github.com/drivendataorg/cloudpathlib/) library to
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communicate with the remote storages, so you can use any protocol that
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`smart-open` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), SSH and more, although
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you may need to install extra dependencies to use certain protocols.
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`cloudpathlib` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage) and more, although you
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may need to install extra dependencies to use certain protocols.
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```cli
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$ python -m spacy project push [remote] [project_dir]
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@ -259,9 +259,9 @@ pipelines.
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> This can be used in a project command like so:
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>
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> ```yaml
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> - name: "echo-path"
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> script:
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> - "echo ${env.ENV_PATH}"
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> - name: 'echo-path'
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> script:
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> - 'echo ${env.ENV_PATH}'
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> ```
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| Section | Description |
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@ -644,11 +644,11 @@ locally.
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You can list one or more remotes in the `remotes` section of your
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[`project.yml`](#project-yml) by mapping a string name to the URL of the
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storage. Under the hood, spaCy uses the
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[`smart-open`](https://github.com/RaRe-Technologies/smart_open) library to
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[`cloudpathlib`](https://github.com/drivendataorg/cloudpathlib/) library to
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communicate with the remote storages, so you can use any protocol that
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`smart-open` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage), SSH and more, although
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you may need to install extra dependencies to use certain protocols.
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`cloudpathlib` supports, including [S3](https://aws.amazon.com/s3/),
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[Google Cloud Storage](https://cloud.google.com/storage) and more, although you
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may need to install extra dependencies to use certain protocols.
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> #### Example
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>
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