streamlit

Streamlit — A faster way to build and share data apps.

https://github.com/streamlit/streamlit

Science Score: 36.0%

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

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    5 of 266 committers (1.9%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (15.2%) to scientific vocabulary

Keywords

data-analysis data-science data-visualization deep-learning developer-tools machine-learning python streamlit

Keywords from Contributors

transformer distributed agents cryptocurrencies jax audio gemini langchain vlm pretrained-models
Last synced: 6 months ago · JSON representation

Repository

Streamlit — A faster way to build and share data apps.

Basic Info
  • Host: GitHub
  • Owner: streamlit
  • License: apache-2.0
  • Language: Python
  • Default Branch: develop
  • Homepage: https://streamlit.io
  • Size: 705 MB
Statistics
  • Stars: 41,215
  • Watchers: 323
  • Forks: 3,694
  • Open Issues: 1,249
  • Releases: 107
Topics
data-analysis data-science data-visualization deep-learning developer-tools machine-learning python streamlit
Created over 6 years ago · Last pushed 6 months ago
Metadata Files
Readme Contributing License Code of conduct Codeowners Security Agents

README.md


Streamlit logo

Welcome to Streamlit

A faster way to build and share data apps.

What is Streamlit?

Streamlit lets you transform Python scripts into interactive web apps in minutes, instead of weeks. Build dashboards, generate reports, or create chat apps. Once youve created an app, you can use our Community Cloud platform to deploy, manage, and share your app.

Why choose Streamlit?

  • Simple and Pythonic: Write beautiful, easy-to-read code.
  • Fast, interactive prototyping: Let others interact with your data and provide feedback quickly.
  • Live editing: See your app update instantly as you edit your script.
  • Open-source and free: Join a vibrant community and contribute to Streamlit's future.

Installation

Open a terminal and run:

bash $ pip install streamlit $ streamlit hello

If this opens our sweet Streamlit Hello app in your browser, you're all set! If not, head over to our docs for specific installs.

The app features a bunch of examples of what you can do with Streamlit. Jump to the quickstart section to understand how that all works.

Streamlit Hello

Quickstart

A little example

Create a new file named streamlit_app.py in your project directory with the following code: python import streamlit as st x = st.slider("Select a value") st.write(x, "squared is", x * x)

Now run it to open the app! $ streamlit run streamlit_app.py

Little example

Give me more!

Streamlit comes in with a ton of additional powerful elements to spice up your data apps and delight your viewers. Some examples:

Input widgets Dataframes Charts Layout Multi-page apps Fun

Our vibrant creators community also extends Streamlit capabilities using Streamlit Components.

Get inspired

There's so much you can build with Streamlit: - LLMs & chatbot apps - Science & technology apps - NLP & language apps - Finance & business apps - Geography & society apps - and more!

Check out our gallery!

Community Cloud

Deploy, manage and share your apps for free using our Community Cloud! Sign-up here.

Resources

  • Explore our docs to learn how Streamlit works.
  • Ask questions and get help in our community forum.
  • Read our blog for tips from developers and creators.
  • Extend Streamlit's capabilities by installing or creating your own Streamlit Components.
  • Help others find and play with your app by using the Streamlit GitHub badge in your repository: markdown [![Streamlit App](https://static.streamlit.io/badges/streamlit_badge_black_white.svg)](URL_TO_YOUR_APP) Streamlit App

Contribute

Thanks for your interest in helping improve Streamlit!

Before contributing, please read our guidelines here: https://github.com/streamlit/streamlit/wiki/Contributing

License

Streamlit is completely free and open-source and licensed under the Apache 2.0 license.

Owner

  • Name: Streamlit
  • Login: streamlit
  • Kind: organization

The fastest way to build custom ML tools

Committers

Last synced: 10 months ago

All Time
  • Total Commits: 7,091
  • Total Committers: 266
  • Avg Commits per committer: 26.658
  • Development Distribution Score (DDS): 0.85
Past Year
  • Commits: 1,264
  • Committers: 64
  • Avg Commits per committer: 19.75
  • Development Distribution Score (DDS): 0.695
Top Committers
Name Email Commits
Thiago Teixeira t****t@g****m 1,063
Adrien Treuille a****e@g****m 939
Lukas Masuch L****h@g****m 690
Tim Conkling t****g@g****m 468
dependabot[bot] 4****] 276
Vincent Donato v****t@s****o 244
Maya Barnes 6****s 230
Ken McGrady k****y@g****m 221
armando atienza 4****t 194
Karen Javadyan k****c@g****m 189
Henrikh Kantuni h****i@g****m 176
Amanda Walker a****a@a****o 173
karrie k****e@s****o 127
willhuang1997 w****7@g****m 125
Benjamin Räthlein b****n@g****m 112
Jonathan Rhone r****j@g****m 111
Snehan Kekre s****a@g****m 102
Nahuel Emiliano Rosso Fandiño a****e@g****m 95
Austin Chen a****r@g****m 82
Bob Nisco b****o@s****m 80
Ken McGrady k****n@s****o 79
Kamil Breguła k****a@s****m 70
Randy Zwitch r****y@s****o 61
armando atienza a****o@p****l 61
Dominik Moritz d****z@g****m 57
Laura Wilby l****y@s****m 49
William Wei Huang w****g@s****m 49
Debbie Matthews d****s@s****m 44
Eric Chiu e****u@s****m 42
Tomasz Szerszen t****n@s****m 41
and 236 more...

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 2,728
  • Total pull requests: 5,518
  • Average time to close issues: 7 months
  • Average time to close pull requests: 7 days
  • Total issue authors: 1,663
  • Total pull request authors: 232
  • Average comments per issue: 3.88
  • Average comments per pull request: 1.02
  • Merged pull requests: 3,959
  • Bot issues: 2
  • Bot pull requests: 773
Past Year
  • Issues: 919
  • Pull requests: 3,331
  • Average time to close issues: 11 days
  • Average time to close pull requests: 6 days
  • Issue authors: 533
  • Pull request authors: 129
  • Average comments per issue: 1.54
  • Average comments per pull request: 1.12
  • Merged pull requests: 2,327
  • Bot issues: 2
  • Bot pull requests: 673
Top Authors
Issue Authors
  • jrieke (125)
  • sfc-gh-dmatthews (61)
  • lukasmasuch (48)
  • whitphx (24)
  • arnaudmiribel (24)
  • wyattscarpenter (23)
  • tvst (19)
  • nthmost (15)
  • shakamoushie (14)
  • Asaurus1 (14)
  • sfc-gh-jrieke (12)
  • sfc-gh-jcarroll (11)
  • CHerSun (11)
  • blackary (11)
  • ghilesmeddour (10)
Pull Request Authors
  • lukasmasuch (910)
  • dependabot[bot] (717)
  • LukasMasuch (499)
  • mayagbarnes (376)
  • kmcgrady (306)
  • sfc-gh-bnisco (297)
  • kajarenc (288)
  • raethlein (222)
  • willhuang1997 (215)
  • sfc-gh-lwilby (204)
  • vdonato (168)
  • sfc-gh-pchiu (142)
  • sfc-gh-wihuang (112)
  • sfc-gh-nbellante (107)
  • sfc-gh-dmatthews (93)
Top Labels
Issue Labels
type:bug (1,386) type:enhancement (1,253) status:needs-triage (564) status:confirmed (434) priority:P3 (267) priority:P2 (176) status:awaiting-user-response (143) feature:st.dataframe (112) feature:st.data_editor (89) status:cannot-reproduce (53) priority:P4 (53) feature:multipage-apps (52) area:widgets (48) feature:custom-components (46) feature:cache (46) feature:st.selectbox (41) feature:st.altair_chart (41) area:styling (40) feature:markdown (39) feature:community-cloud (38) feature:st.file_uploader (38) feature:st.column_config (37) area:layout (37) feature:st.plotly_chart (36) feature:config (35) feature:st.chat_input (33) feature:st.date_input (32) status:unlikely (31) area:ux/ui (30) feature:st.session_state (30)
Pull Request Labels
security-assessment-completed (4,346) impact:internal (2,693) impact:users (1,723) change:chore (1,480) change:bugfix (993) change:feature (713) change:refactor (621) change:other (491) change:docs (128) stale (115) do-not-merge (69) area:dependencies (38) dev:upgrade-dependencies (32) github_actions (29) feature:app-testing (25) QA-Done (22) change:breaking (21) status:needs-product-approval (20) feature:st.pydeck_chart (15) area:performance (14) type:bug (13) javascript (11) feature:st.map (11) type:enhancement (9) dev:full-matrix (8) status:product-approved (7) perf:lighthouse (7) type:docs (6) feature:st.image (5) feature:multipage-apps (5)

Packages

  • Total packages: 16
  • Total downloads:
    • pypi 13,351,037 last-month
    • npm 18,052 last-month
  • Total docker downloads: 569,966
  • Total dependent packages: 1,259
    (may contain duplicates)
  • Total dependent repositories: 48,297
    (may contain duplicates)
  • Total versions: 1,973
  • Total maintainers: 16
  • Total advisories: 4
pypi.org: streamlit

A faster way to build and share data apps

  • Versions: 252
  • Dependent Packages: 1,232
  • Dependent Repositories: 48,041
  • Downloads: 13,300,344 Last month
  • Docker Downloads: 566,394
Rankings
Dependent packages count: 0.0%
Dependent repos count: 0.0%
Stargazers count: 0.1%
Downloads: 0.2%
Average: 0.3%
Forks count: 0.3%
Docker downloads count: 0.9%
Last synced: 6 months ago
npmjs.org: streamlit-component-lib

Support code for Streamlit Components

  • Versions: 9
  • Dependent Packages: 12
  • Dependent Repositories: 184
  • Downloads: 18,052 Last month
  • Docker Downloads: 3,572
Rankings
Stargazers count: 0.6%
Forks count: 0.8%
Docker downloads count: 1.1%
Dependent repos count: 1.2%
Average: 1.7%
Downloads: 2.1%
Dependent packages count: 4.4%
Last synced: 6 months ago
pypi.org: streamlit-nightly

A faster way to build and share data apps

  • Versions: 1,631
  • Dependent Packages: 0
  • Dependent Repositories: 18
  • Downloads: 14,985 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent repos count: 3.4%
Average: 3.6%
Downloads: 3.9%
Dependent packages count: 10.1%
Last synced: about 1 year ago
proxy.golang.org: github.com/streamlit/streamlit
  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Stargazers count: 0.1%
Forks count: 0.1%
Average: 5.1%
Dependent packages count: 9.5%
Dependent repos count: 10.7%
Last synced: 6 months ago
anaconda.org: streamlit

Streamlit lets you turn data scripts into sharable web apps in minutes, not weeks. It's all Python, open-source, and free!

  • Versions: 33
  • Dependent Packages: 15
  • Dependent Repositories: 54
Rankings
Dependent packages count: 3.2%
Stargazers count: 3.2%
Forks count: 6.7%
Average: 9.2%
Dependent repos count: 23.8%
Last synced: 6 months ago
pypi.org: streamlit-with-ssl

The fastest way to build data apps in Python (better with SSL)

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 34 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent packages count: 6.6%
Average: 9.4%
Dependent repos count: 30.6%
Maintainers (1)
Last synced: 6 months ago
pypi.org: repl-streamlit

The fastest way to build data apps in Python

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 29 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent packages count: 6.6%
Average: 9.4%
Dependent repos count: 30.6%
Maintainers (1)
Last synced: 6 months ago
pypi.org: hf-streamlit

The fastest way to build data apps in Python

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 42 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent packages count: 6.6%
Average: 10.2%
Downloads: 13.3%
Dependent repos count: 30.6%
Maintainers (1)
Last synced: 6 months ago
pypi.org: custom-streamlit

The fastest way to build data apps in Python

  • Versions: 2
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 71 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent packages count: 6.6%
Average: 10.7%
Downloads: 15.7%
Dependent repos count: 30.6%
Maintainers (1)
Last synced: 6 months ago
pypi.org: streamlit-umami-patched

A faster way to build and share data apps

  • Versions: 1
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 14 Last month
Rankings
Stargazers count: 0.2%
Forks count: 0.4%
Dependent packages count: 8.9%
Average: 14.9%
Dependent repos count: 50.2%
Maintainers (1)
Last synced: 6 months ago
pypi.org: bartbroere-streamlit

A faster way to build and share data apps

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 33 Last month
Rankings
Stargazers count: 0.1%
Forks count: 0.3%
Dependent packages count: 7.5%
Average: 19.4%
Dependent repos count: 69.7%
Maintainers (1)
Last synced: 6 months ago
pypi.org: streamlit-pdf

A Streamlit component for viewing PDF files

  • Versions: 3
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 25,136 Last month
Rankings
Dependent packages count: 8.7%
Average: 28.9%
Dependent repos count: 49.1%
Maintainers (2)
Last synced: 6 months ago
pypi.org: streamlit-bokeh

Streamlit component that allows you to render Bokeh charts

  • Versions: 7
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 10,260 Last month
Rankings
Dependent packages count: 9.7%
Average: 32.2%
Dependent repos count: 54.7%
Maintainers (1)
Last synced: 6 months ago
pypi.org: streamlit-dialog

A faster way to build and share data apps

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 35 Last month
Rankings
Dependent packages count: 10.3%
Average: 34.1%
Dependent repos count: 58.0%
Maintainers (1)
Last synced: 6 months ago
pypi.org: streamlit-df

A faster way to build and share data apps

  • Versions: 8
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 54 Last month
Rankings
Dependent packages count: 7.3%
Average: 38.0%
Dependent repos count: 68.6%
Maintainers (1)
Last synced: 6 months ago
anaconda.org: streamlit-tests

Streamlit lets you turn data scripts into sharable web apps in minutes, not weeks. It's all Python, open-source, and free!

  • Versions: 11
  • Dependent Packages: 0
  • Dependent Repositories: 0
Rankings
Dependent packages count: 46.2%
Average: 48.5%
Dependent repos count: 50.8%
Last synced: 6 months ago

Dependencies

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  • eslint-plugin-import ^2.27.5 development
  • eslint-plugin-jsx-a11y ^6.7.1 development
  • eslint-plugin-no-relative-import-paths ^1.5.2 development
  • eslint-plugin-prettier ^4.2.1 development
  • eslint-plugin-react ^7.32.2 development
  • eslint-plugin-react-hooks ^4.6.0 development
  • hard-source-webpack-plugin ^0.13.1 development
  • jest ^27.4.3 development
  • jest-canvas-mock ^2.4.0 development
  • jest-fetch-mock ^3.0.3 development
  • jest-github-actions-reporter ^1.0.3 development
  • jest-websocket-mock ^2.4.0 development
  • prettier ^2.8.3 development
  • prop-types ^15.7.2 development
  • react-scripts 5.0.1 development
  • source-map-explorer ^2.5.3 development
  • start-server-and-test ^1.15.3 development
  • tsconfig-paths-webpack-plugin ^4.0.1 development
  • typescript ^4.9.5 development
  • util ^0.12.5 development
  • webpack 5.76.0 development
  • @emotion-icons/emotion-icon ^4.1.0
  • @emotion-icons/material-outlined ^3.14.0
  • @emotion-icons/material-rounded ^3.14.0
  • @emotion-icons/open-iconic ^3.14.0
  • @emotion/react ^11.10.5
  • @emotion/serialize ^1.1.1
  • @emotion/styled ^11.10.5
  • @streamlit/lib 1.29.0
  • axios ^1.6.0
  • baseui 12.2.0
  • classnames ^2.3.2
  • color2k ^2.0.2
  • hoist-non-react-statics ^3.3.2
  • humanize-string ^2.1.0
  • iframe-resizer ^4.3.3
  • immer ^9.0.19
  • lodash ^4.17.21
  • moment ^2.29.4
  • moment-timezone ^0.5.40
  • re-resizable ^6.9.9
  • react ^17.0.2
  • react-device-detect ^2.2.2
  • react-dom ^17.0.2
  • react-feather ^2.0.10
  • react-hotkeys ^1.1.4
  • react-transition-group ^4.4.5
  • sass ^1.58.0
  • styletron-engine-atomic ^1.5.0
  • styletron-react ^6.1.0
  • typed-signals ^2.5.0
frontend/lib/package.json npm
  • @babel/cli ^7.21.0 development
  • @babel/core ^7.21.4 development
  • @emotion/babel-plugin ^11.7.2 development
  • @testing-library/dom ^8.19.0 development
  • @testing-library/jest-dom ^5.16.5 development
  • @testing-library/react ^12.1.4 development
  • @testing-library/react-hooks ^8.0.1 development
  • @testing-library/user-event ^14.4.3 development
  • @types/d3 ^7.4.0 development
  • @types/d3-graphviz ^2.6.7 development
  • @types/enzyme ^3.10.12 development
  • @types/jest ^27.4.3 development
  • @types/node-emoji ^1.8.2 development
  • @types/plotly.js ^2.12.13 development
  • @types/react ^17.0.7 development
  • @types/react-color ^3.0.6 development
  • @types/react-dom ^17.0.5 development
  • @types/react-plotly.js ^2.6.0 development
  • @types/react-syntax-highlighter ^15.5.5 development
  • @types/sprintf-js ^1.1.2 development
  • @types/testing-library__jest-dom ^5.14.5 development
  • @types/uuid ^9.0.2 development
  • @types/xxhashjs ^0.2.2 development
  • axios-mock-adapter ^1.21.4 development
  • babel-jest ^27.4.3 development
  • babel-plugin-emotion ^11.0.0 development
  • babel-plugin-module-resolver ^5.0.0 development
  • jest ^27.4.3 development
  • jest-environment-jsdom ^27.4.3 development
  • jest-fetch-mock ^3.0.3 development
  • node-fetch 2.6.7 development
  • timezone-mock ^1.3.6 development
  • tsc-alias ^1.8.5 development
  • @deck.gl/core ^8.8.23
  • @deck.gl/json ^8.8.24
  • @emotion-icons/emotion-icon ^4.1.0
  • @emotion-icons/material-outlined ^3.14.0
  • @emotion-icons/material-rounded ^3.14.0
  • @emotion-icons/open-iconic ^3.14.0
  • @emotion/cache ^11.10.5
  • @emotion/is-prop-valid ^1.2.0
  • @emotion/react ^11.10.5
  • @emotion/styled ^11.10.5
  • @glideapps/glide-data-grid 5.3.0
  • @glideapps/glide-data-grid-cells 5.3.0
  • @glideapps/glide-data-grid-source 5.3.0
  • @loaders.gl/core ^3.2.13
  • @loaders.gl/csv ^3.2.13
  • @loaders.gl/gltf ^3.2.13
  • apache-arrow ^14.0.0
  • axios ^1.6.0
  • baseui 12.2.0
  • camelcase ^7.0.1
  • classnames ^2.3.2
  • clipboard ^2.0.11
  • color2k ^2.0.2
  • d3 ^7.8.2
  • d3-graphviz ^2.6.1
  • date-fns ^2.29.3
  • date-fns-tz ^2.0.0
  • decamelize ^4.0.0
  • deck.gl ^8.8.23
  • fzy.js ^0.4.1
  • hoist-non-react-statics ^3.3.2
  • immer ^9.0.19
  • json5 ^2.2.3
  • katex ^0.16.4
  • lodash ^4.17.21
  • mapbox-gl ^1.13.2
  • marked ^4.2.12
  • moment ^2.29.4
  • moment-duration-format ^2.3.2
  • moment-timezone ^0.5.40
  • native-file-system-adapter ^3.0.0
  • node-emoji ^1.11.0
  • numbro ^2.3.6
  • plotly.js ^2.26.1
  • protobufjs ^7.2.4
  • protobufjs-cli ^1.1.0
  • query-string ^8.1.0
  • re-resizable ^6.9.9
  • react-color ^2.18.1
  • react-debounce-render ^8.0.2
  • react-device-detect ^2.2.2
  • react-dropzone ^12.1.0
  • react-feather ^2.0.10
  • react-json-view ^1.19.1
  • react-map-gl ^5.3.21
  • react-markdown ^8.0.7
  • react-plotly.js ^2.6.0
  • react-responsive-carousel ^3.2.23
  • react-syntax-highlighter ^15.5.0
  • react-webcam 7.1.1
  • react-window ^1.8.8
  • rehype-katex ^6.0.2
  • rehype-raw ^6.1.1
  • remark-directive ^2.0.1
  • remark-emoji ^3.1.0
  • remark-gfm ^3.0.1
  • remark-math ^5.1.1
  • sprintf-js ^1.1.2
  • styletron-react ^6.1.0
  • typed-signals ^2.5.0
  • typescript ^4.9.5
  • unist-util-visit ^4.1.2
  • uuid ^9.0.0
  • vega ^5.23.0
  • vega-embed ^6.23.0
  • vega-interpreter ^1.0.4
  • vega-lite ^5.6.1
  • xxhashjs ^0.2.2
frontend/package.json npm
frontend/yarn.lock npm
  • 2384 dependencies
lib/Pipfile pypi
lib/dev-requirements.txt pypi
  • black >=22.3.0 development
  • hypothesis >=6.17.4 development
  • mypy >=1.4,<1.7 development
  • mypy-protobuf >=3.2 development
  • parameterized * development
  • pre-commit * development
  • protobuf >=3.19,<4 development
  • pytest * development
  • pytest-cov * development
  • requests-mock * development
  • semver <3 development
  • setuptools >=65.5.1 development
  • testfixtures * development
  • twine * development
  • types-click * development
  • types-protobuf * development
  • types-python-dateutil * development
  • types-pytz * development
  • types-requests * development
  • types-setuptools * development
  • types-toml * development
  • types-typed-ast * development
  • wheel * development
lib/setup.py pypi
lib/test-requirements.txt pypi
  • anyio >=3.7.1,<4.0 test
  • bokeh ==2.4.3 test
  • cffi >=1.14 test
  • chart-studio >=1.1.0 test
  • cx-Oracle <8.0.0 test
  • graphviz >=0.17 test
  • hypothesis >=6.17.4 test
  • langchain >=0.0.216 test
  • matplotlib >=3.3.4 test
  • mypy-protobuf >=3.2,<3.4 test
  • mysqlclient >=2.0.3 test
  • opencv-python >=4.5.3 test
  • parameterized * test
  • pixelmatch >=0.3.0 test
  • playwright <1.40 test
  • plotly >=5.3.1 test
  • psycopg2-binary >=2.9.1 test
  • pydantic >=1.0,<2.0 test
  • pydot >=1.4.2 test
  • pyodbc >=4.0.32 test
  • pyspark >=3.1.1 test
  • pytest * test
  • pytest-cov * test
  • pytest-github-actions-annotate-failures * test
  • pytest-playwright >=0.1.2 test
  • pytest-rerunfailures * test
  • pytest-xdist * test
  • requests >=2.27,<3 test
  • requests-mock * test
  • scipy >=1.7.3 test
  • seaborn >=0.11.2 test
  • semver <3 test
  • setuptools >=65.5.1 test
  • sqlalchemy >=1.4.25,<2.0 test
  • testfixtures * test
  • urllib3 >=1.9 test
  • watchdog >=2.1.5 test