symphony-binary-confusion-matrix

Symphony: Interactive Data Widgets (CHI 2022)

https://github.com/apple/ml-symphony

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

✓
CITATION.cff file
Found CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
✓
DOI references
Found 1 DOI reference(s) in README
✓
Academic publication links
Links to: arxiv.org
○
Academic email domains
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (11.8%) to scientific vocabulary

Keywords

computational-notebooks data-science data-visualization machine-learning

Last synced: 6 months ago · JSON representation ·

Repository

Symphony: Interactive Data Widgets (CHI 2022)

Basic Info

Host: GitHub
Owner: apple
License: other
Language: Svelte
Default Branch: main
Homepage: https://apple.github.io/ml-symphony/
Size: 24.7 MB

Statistics

Stars: 63
Watchers: 9
Forks: 5
Open Issues: 0
Releases: 1

Topics

computational-notebooks data-science data-visualization machine-learning

Created over 2 years ago · Last pushed over 2 years ago

Metadata Files

Readme Contributing License Code of conduct Citation

Symphony: Composing Interactive Interfaces for Machine Learning

Symphony is a framework for composing interactive machine learning interfaces with task-specific, data-driven components that can be used across platforms such as computational notebooks and web dashboards. See Symphony's documentation for more information.

This code accompanies the research paper:

Symphony: Composing Interactive Interfaces for Machine Learning
Alex Bäuerle, Ángel Alexander Cabrera, Fred Hohman, Megan Maher, David Koski, Xavier Suau, Titus Barik, Dominik Moritz
ACM Conference on Human Factors in Computing Systems (CHI), 2022.
Paper, Code, Preview, Video *Contributed equally

Documentation

This repository consists of three main parts:

symphony_ui: The main Symphony project, containing the framework.
symphony_lib: A library that is used by both the framework and components to share common code.
widgets: Widgets that we provide as components and extensions to the project.

To install Symphony, run:

bash pip install symphony_ui

You can then install individual components, for example:

bash pip install symphony_summary

Optionally, you can install all available components with:

bash pip install "symphony_ui[widgets]"

Symphony works great with DNIKit. You can use DNIKit to generate analysis data for Symphony, for example for the Familiarity and Duplicates components. If you want to run the precomputed Symphony example that uses DNIKit, run:

bash pip install "symphony_ui[examples]"

For information on how to use or contribute to Symphony, see the documentation.

Contributing

When making contributions, refer to the CONTRIBUTING guidelines and read the CODE OF CONDUCT.

BibTeX

To cite our paper, please use:

bibtex @inproceedings{bauerle2022symphony, title={Symphony: Composing Interactive Interfaces for Machine Learning}, author={Bäuerle, Alex and Cabrera, Ángel Alexander and Hohman, Fred and Maher, Megan and Koski, David and Suau, Xavier and Barik, Titus and Moritz, Dominik}, booktitle={Proceedings of the SIGCHI Conference on Human Factors in Computing Systems}, year={2022}, organization={ACM}, doi={10.1145/3491102.3502102} }

License

This code is released under the LICENSE terms.

Owner

Name: Apple
Login: apple
Kind: organization
Location: Cupertino, CA

Website: https://apple.com
Repositories: 305
Profile: https://github.com/apple

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
authors:
- family-names: "Bäuerle"
  given-names: "Alex"
- family-names: "Cabrera"
  given-names: "Ángel Alexander"
- family-names: "Hohman"
  given-names: "Fred"
- family-names: "Moritz"
  given-names: "Dominik"
title: "Symphony: Composing Interactive Interfaces for Machine Learning"
version: 1.0.0
date-released: 2023-04-01
url: "https://github.com/apple/ml-symphony"
preferred-citation:
  type: conference-article
  authors:
    - family-names: "Bäuerle"
      given-names: "Alex"
    - family-names: "Cabrera"
      given-names: "Ángel Alexander"
    - family-names: "Hohman"
      given-names: "Fred"
    - family-names: "Maher"
      given-names: "Megan"
    - family-names: "Koski"
      given-names: "David"
    - family-names: "Suau"
      given-names: "Xavier"
    - family-names: "Barik"
      given-names: "Titus"
    - family-names: "Moritz"
      given-names: "Dominik"
  doi: "10.1145/3491102.3502102"
  journal: "Proceedings of the SIGCHI Conference on Human Factors in Computing Systems"
  title: "Symphony: Composing Interactive Interfaces for Machine Learning"
  year: 2022
  organization: "ACM"

GitHub Events

Total

Watch event: 1
Fork event: 2

Last Year

Watch event: 1
Fork event: 2

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 0
Total pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Total issue authors: 0
Total pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

Past Year

Issues: 0
Pull requests: 0
Average time to close issues: N/A
Average time to close pull requests: N/A
Issue authors: 0
Pull request authors: 0
Average comments per issue: 0
Average comments per pull request: 0
Merged pull requests: 0
Bot issues: 0
Bot pull requests: 0

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Packages

Total packages: 12
Total downloads:
- pypi 319 last-month

Total dependent packages: 22
(may contain duplicates)
Total dependent repositories: 0
(may contain duplicates)
Total versions: 36
Total maintainers: 1

pypi.org: symphony-ui

Modular data science components

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-ui.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.1
published over 2 years ago

Versions: 2
Dependent Packages: 11
Dependent Repositories: 0
Downloads: 59 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 10.2%

Stargazers count: 13.4%

Average: 26.2%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-fairvis

A Symphony component to investigate fairness scores of subgroups

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-fairvis.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 20 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 12.5%

Stargazers count: 13.4%

Average: 26.7%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-list

A Symphony component that displays a view of data instances

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-list.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 26 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 12.8%

Stargazers count: 13.4%

Average: 26.7%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-binary-confusion-matrix

A simple binary confusion matrix Symphony component

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-binary-confusion-matrix.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 37 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 12.9%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-markdown

A Symphony component to add markdown-based text

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-markdown.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 23 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 13.1%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-scatterplot

A scatterplot Symphony component based on regl-scatterplot

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-scatterplot.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 18 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 13.1%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-familiarity

A Symphony component to find outliers and common instances in a dataset

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-familiarity.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 22 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 13.2%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-summary

A Symphony component that visualizes an overview of a dataset

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-summary.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 18 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 13.2%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-vega

A Symphony component that can be passed vega specs to be rendered

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-vega.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 24 Last month

Rankings

Dependent packages count: 7.5%

Downloads: 13.3%

Stargazers count: 13.4%

Average: 26.8%

Forks count: 30.2%

Dependent repos count: 69.8%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-data-map

A Symphony component for visualizing data on a map

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-data-map.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 18 Last month

Rankings

Dependent packages count: 7.6%

Average: 38.5%

Dependent repos count: 69.4%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-duplicates

A Symphony component for inspecting potential duplicates in a dataset

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-duplicates.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.2
published over 2 years ago

Versions: 3
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 25 Last month

Rankings

Dependent packages count: 7.6%

Average: 38.5%

Dependent repos count: 69.4%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

pypi.org: symphony-hierarchical-confusion-matrix

A confusion matrix Symphony component that can display hierarchical labels

Homepage: https://github.com/apple/ml-symphony
Documentation: https://symphony-hierarchical-confusion-matrix.readthedocs.io/
License: Apple Sample Code License
Latest release: 1.0.3
published over 2 years ago

Versions: 4
Dependent Packages: 1
Dependent Repositories: 0
Downloads: 29 Last month

Rankings

Dependent packages count: 7.6%

Average: 38.5%

Dependent repos count: 69.4%

Maintainers (1)

apple-dnikit-symphony

Last synced: 6 months ago

Dependencies

package.json npm

gh-pages ^5.0.0 development

symphony_lib/package.json npm

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@fullhuman/postcss-purgecss ^4.0.3 development
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@storybook/addon-postcss ^2.0.0 development
@storybook/addon-svelte-csf ^1.1.0 development
@storybook/svelte ^6.3.8 development
@tsconfig/svelte ^2.0.1 development
add ^2.0.6 development
arquero ^4.8.4 development
autoprefixer ^10.3.4 development
babel-loader ^8.2.2 development
commitizen ^4.2.4 development
cz-conventional-changelog 3.3.0 development
fs-extra ^10.0.0 development
postcss ^8.3.6 development
postcss-import ^14.0.2 development
rollup ^2.53.2 development
rollup-plugin-css-only ^3.1.0 development
rollup-plugin-execute ^1.1.1 development
rollup-plugin-filesize ^9.1.1 development
rollup-plugin-postcss ^4.0.0 development
rollup-plugin-progress ^1.1.2 development
rollup-plugin-svelte ^7.1.0 development
rollup-plugin-visualizer ^5.5.2 development
svelte ^3.42.5 development
svelte-check ^2.2.6 development
svelte-loader ^3.1.2 development
svelte-preprocess ^4.9.8 development
tailwindcss ^2.2.15 development
typescript ^4.4.3 development
webpack ^4.46.0 development
webpack-cli ^4.1.0 development
@fireflysemantics/join ^1.0.14
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browserify-zlib ^0.2.0
crypto-browserify ^3.12.0
html2canvas ^1.1.5
https-browserify ^1.0.0
rollup-plugin-terser ^7.0.2
stream-browserify ^3.0.0
stream-http ^3.2.0
svelte-fa ^2.2.1
svelte-select 4.4.3
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typescript ^4.4.3
url ^0.11.0
vega ^5.20.2
vega-lite ^5.1.1
wavesurfer.js ^5.1.0

symphony_ui/package.json npm

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@phosphor/widgets ^1.6.0 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
acorn ^8.5.0 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.3.0 development
eslint-plugin-prettier ^4.0.0 development
eslint-plugin-svelte3 ^3.2.1 development
fs-extra ^10.0.0 development
identity-obj-proxy ^3.0.0 development
mkdirp ^1.0.4 development
npm-run-all ^4.1.3 development
prettier ^2.4.0 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.8 development
ts-loader ^9.2.5 development
typescript ~4.4.3 development
webpack ^5.88.1 development
webpack-cli ^4.9.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
@tailwindcss/forms ^0.3.3
arquero ^4.7.2
autoprefixer ^10.3.4
brace ^0.11.1
css-minimizer-webpack-plugin ^3.0.2
postcss ^8.3.5
postcss-extend ^1.0.5
postcss-import ^14.0.2
postcss-load-config ^3.1.0
postcss-nesting ^11.2.0
postcss-preset-env ^6.7.0
purgecss-from-svelte ^2.0.2
svelte-ace git+https://github.com/nateshmbhat/svelte-ace.git
svelte-infinite-scroll ^2.0.0
tailwindcss ^2.2.15

widget-cookiecutter/{{cookiecutter.python_package_name}}/package.json npm

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@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
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autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

widgets/symphony_binary_confusion_matrix/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
d3-scale-chromatic ^3.0.0

widgets/symphony_data_map/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
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@typescript-eslint/parser ^4.31.1 development
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autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

widgets/symphony_duplicates/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
svelte-infinite-scroll ^2.0.0

widgets/symphony_fairvis/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

widgets/symphony_familiarity/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
svelte-infinite-scroll ^2.0.0

widgets/symphony_hierarchical_confusion_matrix/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/hierarchical-confusion-matrix 1.0.0
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

widgets/symphony_list/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
svelte-infinite-scroll ^2.0.0

widgets/symphony_markdown/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
showdown ^1.9.1

widgets/symphony_scatterplot/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2
regl-scatterplot ^1.0.0
svelte-watch-resize ^1.0.3

widgets/symphony_summary/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.1.12 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.31.1 development
@typescript-eslint/parser ^4.31.1 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.3.4 development
commitizen ^4.2.4 development
css-loader ^6.2.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.4.0 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.42.5 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.9.4 development
tailwindcss ^2.2.15 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.52.1 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

widgets/symphony_vega/package.json npm

@fullhuman/postcss-purgecss ^4.0.3 development
@jupyterlab/builder ^3.0.9 development
@phosphor/application ^1.6.0 development
@phosphor/widgets ^1.6.0 development
@tailwindcss/forms ^0.3.2 development
@tsconfig/svelte ^2.0.1 development
@types/webpack-env ^1.13.6 development
@typescript-eslint/eslint-plugin ^4.21.0 development
@typescript-eslint/parser ^4.21.0 development
@webpack-cli/serve ^1.2.2 development
autoprefixer ^10.2.5 development
commitizen ^4.2.4 development
css-loader ^6.3.0 development
css-minimizer-webpack-plugin ^3.0.1 development
cz-conventional-changelog ^3.3.0 development
eslint ^7.4.0 development
eslint-config-prettier ^8.1.0 development
eslint-plugin-prettier ^4.0.0 development
mini-css-extract-plugin ^2.3.0 development
mkdirp ^1.0.4 development
postcss ^8.2.10 development
postcss-extend ^1.0.5 development
postcss-import ^14.0.1 development
postcss-load-config ^3.0.1 development
postcss-loader ^6.1.0 development
precss ^4.0.0 development
prettier ^2.0.5 development
purgecss-from-svelte ^2.0.2 development
rimraf ^3.0.2 development
source-map-loader ^3.0.0 development
style-loader ^3.2.1 development
svelte ^3.1.4 development
svelte-loader ^3.1.1 development
svelte-preprocess ^4.7.0 development
tailwindcss ^2.1.1 development
ts-loader ^9.1.0 development
typescript ~4.4.3 development
webpack ^5.30.0 development
webpack-cli ^4.6.0 development
webpack-dev-server ^4.2.1 development
yarn-run-all ^3.1.1 development
@apple/symphony-lib ^1.0.0
@jupyter-widgets/base ^1.1.10 || ^2.0.0 || ^3.0.0 || ^4.0.0
arquero ^4.7.2

yarn.lock npm

2051 dependencies

requirements.txt pypi

Babel ==2.12.1
Jinja2 ==3.1.2
MarkupSafe ==2.1.3
PyYAML ==6.0.1
Pygments ==2.15.1
QtPy ==2.3.1
Send2Trash ==1.8.2
Sphinx ==6.2.1
accessible-pygments ==0.0.4
aiofiles ==22.1.0
aiosqlite ==0.19.0
alabaster ==0.7.13
anyio ==3.7.1
appnope ==0.1.3
argon2-cffi ==21.3.0
argon2-cffi-bindings ==21.2.0
arrow ==1.2.3
asttokens ==2.2.1
async-lru ==2.0.3
attrs ==23.1.0
backcall ==0.2.0
beautifulsoup4 ==4.12.2
bleach ==6.0.0
certifi ==2023.7.22
cffi ==1.15.1
charset-normalizer ==3.2.0
comm ==0.1.3
commonmark ==0.9.1
debugpy ==1.6.7
decorator ==5.1.1
defusedxml ==0.7.1
deprecation ==2.1.0
docutils ==0.19
executing ==1.2.0
fastjsonschema ==2.18.0
fqdn ==1.5.1
html5lib ==1.1
idna ==3.4
imagesize ==1.4.1
iniconfig ==2.0.0
ipykernel ==6.24.0
ipython ==8.14.0
ipython-genutils ==0.2.0
ipywidgets ==8.0.7
isoduration ==20.11.0
jedi ==0.18.2
json5 ==0.9.14
jsonpointer ==2.4
jsonschema ==4.18.4
jsonschema-specifications ==2023.7.1
jupyter ==1.0.0
jupyter-console ==6.6.3
jupyter-events ==0.6.3
jupyter-lsp ==2.2.0
jupyter-packaging ==0.7.9
jupyter-sphinx ==0.4.0
jupyter-ydoc ==0.2.5
jupyter_client ==8.3.0
jupyter_core ==5.3.1
jupyter_server ==2.7.0
jupyter_server_fileid ==0.9.0
jupyter_server_terminals ==0.4.4
jupyter_server_ydoc ==0.8.0
jupyterlab ==3.6.5
jupyterlab-pygments ==0.2.2
jupyterlab-widgets ==3.0.8
jupyterlab_server ==2.24.0
matplotlib-inline ==0.1.6
mistune ==2.0.5
nbclassic ==1.0.0
nbclient ==0.8.0
nbconvert ==7.7.2
nbformat ==5.9.1
nbsphinx ==0.9.2
nbsphinx-link ==1.3.0
nest-asyncio ==1.5.6
notebook ==6.5.4
notebook_shim ==0.2.3
numpy ==1.25.1
overrides ==7.3.1
packaging ==23.1
pandas ==2.0.3
pandocfilters ==1.5.0
parso ==0.8.3
pexpect ==4.8.0
pickleshare ==0.7.5
platformdirs ==3.9.1
pluggy ==1.2.0
prometheus-client ==0.17.1
prompt-toolkit ==3.0.39
psutil ==5.9.5
ptyprocess ==0.7.0
pure-eval ==0.2.2
pyarrow ==12.0.1
pycparser ==2.21
pydata-sphinx-theme ==0.13.3
pypandoc ==1.11
pytest ==7.4.0
pytest_check_links ==0.9.0
python-dateutil ==2.8.2
python-json-logger ==2.0.7
pytz ==2023.3
pyzmq ==25.1.0
qtconsole ==5.4.3
recommonmark ==0.7.1
referencing ==0.30.0
requests ==2.31.0
rfc3339-validator ==0.1.4
rfc3986-validator ==0.1.1
rpds-py ==0.9.2
six ==1.16.0
sniffio ==1.3.0
snowballstemmer ==2.2.0
soupsieve ==2.4.1
sphinx-book-theme ==1.0.1
sphinx_mdinclude ==0.5.3
sphinxcontrib-applehelp ==1.0.4
sphinxcontrib-devhelp ==1.0.2
sphinxcontrib-htmlhelp ==2.0.1
sphinxcontrib-jsmath ==1.0.1
sphinxcontrib-qthelp ==1.0.3
sphinxcontrib-serializinghtml ==1.1.5
stack-data ==0.6.2
terminado ==0.17.1
tinycss2 ==1.2.1
tomlkit ==0.11.8
tornado ==6.3.2
traitlets ==5.9.0
typing_extensions ==4.7.1
tzdata ==2023.3
uri-template ==1.3.0
urllib3 ==2.0.4
wcwidth ==0.2.6
webcolors ==1.13
webencodings ==0.5.1
websocket-client ==1.6.1
widgetsnbextension ==4.0.8
y-py ==0.6.0
ypy-websocket ==0.8.4

symphony_ui/pyproject.toml pypi

symphony_ui/setup.py pypi

ipywidgets >=7.0.0
jupyterlab ==3.
pandas *
pyarrow *

widget-cookiecutter/{{cookiecutter.python_package_name}}/pyproject.toml pypi

widget-cookiecutter/{{cookiecutter.python_package_name}}/setup.py pypi

ipywidgets >=7.0.0
jupyter_packaging ==0.7.9
jupyterlab ==3.
pandas *
pyarrow *
symphony_ui *

widgets/symphony_binary_confusion_matrix/pyproject.toml pypi

widgets/symphony_binary_confusion_matrix/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_data_map/pyproject.toml pypi

widgets/symphony_data_map/setup.py pypi

ipywidgets >=7.0.0
jupyter_packaging ==0.7.9
jupyterlab ==3.
pandas *
pyarrow *
symphony_ui *

widgets/symphony_duplicates/pyproject.toml pypi

widgets/symphony_duplicates/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_fairvis/pyproject.toml pypi

widgets/symphony_fairvis/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_familiarity/pyproject.toml pypi

widgets/symphony_familiarity/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_hierarchical_confusion_matrix/pyproject.toml pypi

widgets/symphony_hierarchical_confusion_matrix/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_list/pyproject.toml pypi

widgets/symphony_list/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_markdown/pyproject.toml pypi

widgets/symphony_markdown/setup.py pypi

ipywidgets >=7.0.0
jupyter_packaging ==0.7.9
jupyterlab ==3.
pandas *
pyarrow *
symphony_ui *

widgets/symphony_scatterplot/pyproject.toml pypi

widgets/symphony_scatterplot/setup.py pypi

ipywidgets >=7.0.0
jupyter_packaging ==0.7.9
jupyterlab ==3.
pandas *
pyarrow *
symphony_ui *

widgets/symphony_summary/pyproject.toml pypi

widgets/symphony_summary/setup.py pypi

ipywidgets >=7.0.0
symphony_ui *

widgets/symphony_vega/pyproject.toml pypi

widgets/symphony_vega/setup.py pypi

ipywidgets >=7.0.0
jupyter_packaging ==0.7.9
jupyterlab ==3.
pandas *
pyarrow *
symphony_ui *

symphony-binary-confusion-matrix

Science Score: 67.0%

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Symphony: Composing Interactive Interfaces for Machine Learning

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pypi.org: symphony-ui

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pypi.org: symphony-fairvis

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pypi.org: symphony-list

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pypi.org: symphony-binary-confusion-matrix

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pypi.org: symphony-markdown

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pypi.org: symphony-scatterplot

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pypi.org: symphony-familiarity

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pypi.org: symphony-summary

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pypi.org: symphony-vega

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pypi.org: symphony-data-map

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pypi.org: symphony-duplicates

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pypi.org: symphony-hierarchical-confusion-matrix

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