├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── PULL_REQUEST_TEMPLATE.md ├── config.yml ├── dependabot.yml ├── labeler.yml └── workflows │ ├── labeler.yml │ └── main.yaml ├── .pre-commit-config.yaml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── CREDITS.md ├── LICENSE ├── README.md ├── SECURITY.md └── logo.svg /.github/ISSUE_TEMPLATE/bug_report.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: Bug report 3 | about: Create a report to help us improve 4 | title: "" 5 | labels: "" 6 | assignees: "" 7 | --- 8 | 9 | **Describe the bug** 10 | A clear and concise description of what the bug is. 11 | 12 | **To Reproduce** 13 | Steps to reproduce the behavior: 14 | 15 | 1. Go to '...' 16 | 2. Click on '....' 17 | 3. Scroll down to '....' 18 | 4. See error 19 | 20 | **Expected behavior** 21 | A clear and concise description of what you expected to happen. 22 | 23 | **Screenshots** 24 | If applicable, add screenshots to help explain your problem. 25 | 26 | **Desktop (please complete the following information):** 27 | 28 | - OS: [e.g. iOS] 29 | - Browser [e.g. chrome, safari] 30 | - Version [e.g. 22] 31 | 32 | **Smartphone (please complete the following information):** 33 | 34 | - Device: [e.g. iPhone6] 35 | - OS: [e.g. iOS8.1] 36 | - Browser [e.g. stock browser, safari] 37 | - Version [e.g. 22] 38 | 39 | **Additional context** 40 | Add any other context about the problem here. 41 | -------------------------------------------------------------------------------- /.github/ISSUE_TEMPLATE/feature_request.md: -------------------------------------------------------------------------------- 1 | --- 2 | name: Feature request 3 | about: Suggest an idea for this project 4 | title: "" 5 | labels: "" 6 | assignees: "" 7 | --- 8 | 9 | **Is your feature request related to a problem? Please describe.** 10 | A clear and concise description of what the problem is. Ex. I'm always frustrated when [...] 11 | 12 | **Describe the solution you'd like** 13 | A clear and concise description of what you want to happen. 14 | 15 | **Describe alternatives you've considered** 16 | A clear and concise description of any alternative solutions or features you've considered. 17 | 18 | **Additional context** 19 | Add any other context or screenshots about the feature request here. 20 | -------------------------------------------------------------------------------- /.github/PULL_REQUEST_TEMPLATE.md: -------------------------------------------------------------------------------- 1 | ## What is this Python Dataviz tool? 2 | 3 | Describe features. 4 | 5 | ## What's the difference between this Python Dataviz tool and similar ones? 6 | 7 | Enumerate comparisons. 8 | 9 | -- 10 | 11 | Anyone who agrees with this pull request could submit an _Approve_ review to it. 12 | 13 | 14 | 15 | 16 | 17 | -------------------------------------------------------------------------------- /.github/config.yml: -------------------------------------------------------------------------------- 1 | # Configuration for welcome - https://github.com/behaviorbot/welcome 2 | 3 | # Configuration for new-issue-welcome - https://github.com/behaviorbot/new-issue-welcome 4 | 5 | # Comment to be posted to on first time issues 6 | newIssueWelcomeComment: > 7 | Thanks for opening your first issue here! Be sure to follow the issue template! 8 | 9 | # Configuration for new-pr-welcome - https://github.com/behaviorbot/new-pr-welcome 10 | 11 | # Comment to be posted to on PRs from first time contributors in your repository 12 | newPRWelcomeComment: > 13 | Thanks for opening this pull request! Please check out our contributing guidelines. 14 | 15 | # Configuration for first-pr-merge - https://github.com/behaviorbot/first-pr-merge 16 | 17 | # Comment to be posted to on pull requests merged by a first time user 18 | firstPRMergeComment: > 19 | Congrats on merging your first pull request! We here at behaviorbot are proud of you! 20 | 21 | # It is recommended to include as many gifs and emojis as possible! 22 | -------------------------------------------------------------------------------- /.github/dependabot.yml: -------------------------------------------------------------------------------- 1 | version: 2 2 | updates: 3 | - package-ecosystem: "github-actions" 4 | directory: "/" 5 | schedule: 6 | interval: "weekly" 7 | labels: 8 | - "enhancement" 9 | groups: 10 | actions: 11 | patterns: 12 | - "*" 13 | -------------------------------------------------------------------------------- /.github/labeler.yml: -------------------------------------------------------------------------------- 1 | documentation: 2 | - any: 3 | - changed-files: 4 | - any-glob-to-any-file: "LICENSE" 5 | - any-glob-to-any-file: "*.md" 6 | enhancement: 7 | - any: 8 | - changed-files: 9 | - any-glob-to-any-file: ".github/*" 10 | - any-glob-to-any-file: ".github/**/*" 11 | - any-glob-to-any-file: ".pre-commit-config.yaml" 12 | -------------------------------------------------------------------------------- /.github/workflows/labeler.yml: -------------------------------------------------------------------------------- 1 | name: "Pull Request Labeler" 2 | on: 3 | - pull_request_target 4 | 5 | jobs: 6 | labeler: 7 | permissions: 8 | contents: read 9 | pull-requests: write 10 | runs-on: ubuntu-latest 11 | steps: 12 | - uses: actions/checkout@v4 13 | - uses: actions/labeler@v5 14 | with: 15 | repo-token: "${{ secrets.GITHUB_TOKEN }}" 16 | sync-labels: true 17 | configuration-path: .github/labeler.yml 18 | dot: true 19 | -------------------------------------------------------------------------------- /.github/workflows/main.yaml: -------------------------------------------------------------------------------- 1 | name: Tests 2 | 3 | on: 4 | push: 5 | branches: ["*"] 6 | pull_request: 7 | branches: ["*"] 8 | 9 | jobs: 10 | build: 11 | runs-on: ubuntu-latest 12 | 13 | steps: 14 | - uses: actions/checkout@v4 15 | - name: Set up Ruby 2.6 16 | uses: ruby/setup-ruby@v1 17 | with: 18 | ruby-version: 2.6.10 19 | - name: Checks 20 | run: | 21 | gem install awesome_bot 22 | awesome_bot README.md --allow-redirect --allow 503 23 | -------------------------------------------------------------------------------- /.pre-commit-config.yaml: -------------------------------------------------------------------------------- 1 | ci: 2 | autoupdate_commit_msg: "chore: update pre-commit hooks" 3 | autofix_prs: true 4 | autoupdate_schedule: weekly 5 | repos: 6 | - repo: https://github.com/python-jsonschema/check-jsonschema 7 | rev: 0.33.0 8 | hooks: 9 | - id: check-github-workflows 10 | - repo: https://github.com/codespell-project/codespell 11 | rev: v2.4.1 12 | hooks: 13 | - id: codespell 14 | args: ["-L", ""] 15 | - repo: https://github.com/pre-commit/mirrors-prettier 16 | rev: v4.0.0-alpha.8 17 | hooks: 18 | - id: prettier 19 | types_or: [yaml, markdown, html, css, scss, javascript, json] 20 | - repo: https://github.com/pre-commit/pre-commit-hooks 21 | rev: v5.0.0 22 | hooks: 23 | - id: check-added-large-files 24 | - id: check-case-conflict 25 | - id: check-merge-conflict 26 | - id: check-symlinks 27 | - id: check-yaml 28 | - id: debug-statements 29 | - id: end-of-file-fixer 30 | - id: mixed-line-ending 31 | - id: name-tests-test 32 | args: ["--pytest-test-first"] 33 | - id: no-commit-to-branch 34 | args: [--branch, main] 35 | - id: requirements-txt-fixer 36 | - id: trailing-whitespace 37 | - repo: https://github.com/thlorenz/doctoc 38 | rev: v2.2.0 39 | hooks: 40 | - id: doctoc 41 | -------------------------------------------------------------------------------- /CODE_OF_CONDUCT.md: -------------------------------------------------------------------------------- 1 | # Contributor Covenant Code of Conduct 2 | 3 | ## Table of Contents 4 | 5 | 6 | 7 | 8 | - [Our Pledge](#our-pledge) 9 | - [Our Standards](#our-standards) 10 | - [Enforcement Responsibilities](#enforcement-responsibilities) 11 | - [Scope](#scope) 12 | - [Enforcement](#enforcement) 13 | - [Enforcement Guidelines](#enforcement-guidelines) 14 | - [1. Correction](#1-correction) 15 | - [2. Warning](#2-warning) 16 | - [3. Temporary Ban](#3-temporary-ban) 17 | - [4. Permanent Ban](#4-permanent-ban) 18 | - [Attribution](#attribution) 19 | 20 | 21 | 22 | ## Our Pledge 23 | 24 | We as members, contributors, and leaders pledge to make participation in our 25 | community a harassment-free experience for everyone, regardless of age, body 26 | size, visible or invisible disability, ethnicity, sex characteristics, gender 27 | identity and expression, level of experience, education, socioeconomic status, 28 | nationality, personal appearance, race, religion, or sexual identity 29 | and orientation. 30 | 31 | We pledge to act and interact in ways that contribute to an open, welcoming, 32 | diverse, inclusive, and healthy community. 33 | 34 | ## Our Standards 35 | 36 | Examples of behavior that contributes to a positive environment for our 37 | community include: 38 | 39 | - Demonstrating empathy and kindness toward other people 40 | - Being respectful of differing opinions, viewpoints, and experiences 41 | - Giving and gracefully accepting constructive feedback 42 | - Accepting responsibility and apologizing to those affected by our mistakes, 43 | and learning from the experience 44 | - Focusing on what is best not just for us as individuals, but for the 45 | overall community 46 | 47 | Examples of unacceptable behavior include: 48 | 49 | - The use of sexualized language or imagery, and sexual attention or 50 | advances of any kind 51 | - Trolling, insulting or derogatory comments, and personal or political attacks 52 | - Public or private harassment 53 | - Publishing others' private information, such as a physical or email 54 | address, without their explicit permission 55 | - Other conduct which could reasonably be considered inappropriate in a 56 | professional setting 57 | 58 | ## Enforcement Responsibilities 59 | 60 | Community leaders are responsible for clarifying and enforcing our standards of 61 | acceptable behavior and will take appropriate and fair corrective action in 62 | response to any behavior that they deem inappropriate, threatening, offensive, 63 | or harmful. 64 | 65 | Community leaders have the right and responsibility to remove, edit, or reject 66 | comments, commits, code, wiki edits, issues, and other contributions that are 67 | not aligned to this Code of Conduct, and will communicate reasons for moderation 68 | decisions when appropriate. 69 | 70 | ## Scope 71 | 72 | This Code of Conduct applies within all community spaces, and also applies when 73 | an individual is officially representing the community in public spaces. 74 | Examples of representing our community include using an official e-mail address, 75 | posting via an official social media account, or acting as an appointed 76 | representative at an online or offline event. 77 | 78 | ## Enforcement 79 | 80 | Instances of abusive, harassing, or otherwise unacceptable behavior may be 81 | reported to the community leaders responsible for enforcement at 82 | tkoyama010@gmail.com. 83 | All complaints will be reviewed and investigated promptly and fairly. 84 | 85 | All community leaders are obligated to respect the privacy and security of the 86 | reporter of any incident. 87 | 88 | ## Enforcement Guidelines 89 | 90 | Community leaders will follow these Community Impact Guidelines in determining 91 | the consequences for any action they deem in violation of this Code of Conduct: 92 | 93 | ### 1. Correction 94 | 95 | **Community Impact**: Use of inappropriate language or other behavior deemed 96 | unprofessional or unwelcome in the community. 97 | 98 | **Consequence**: A private, written warning from community leaders, providing 99 | clarity around the nature of the violation and an explanation of why the 100 | behavior was inappropriate. A public apology may be requested. 101 | 102 | ### 2. Warning 103 | 104 | **Community Impact**: A violation through a single incident or series 105 | of actions. 106 | 107 | **Consequence**: A warning with consequences for continued behavior. No 108 | interaction with the people involved, including unsolicited interaction with 109 | those enforcing the Code of Conduct, for a specified period of time. This 110 | includes avoiding interactions in community spaces as well as external channels 111 | like social media. Violating these terms may lead to a temporary or 112 | permanent ban. 113 | 114 | ### 3. Temporary Ban 115 | 116 | **Community Impact**: A serious violation of community standards, including 117 | sustained inappropriate behavior. 118 | 119 | **Consequence**: A temporary ban from any sort of interaction or public 120 | communication with the community for a specified period of time. No public or 121 | private interaction with the people involved, including unsolicited interaction 122 | with those enforcing the Code of Conduct, is allowed during this period. 123 | Violating these terms may lead to a permanent ban. 124 | 125 | ### 4. Permanent Ban 126 | 127 | **Community Impact**: Demonstrating a pattern of violation of community 128 | standards, including sustained inappropriate behavior, harassment of an 129 | individual, or aggression toward or disparagement of classes of individuals. 130 | 131 | **Consequence**: A permanent ban from any sort of public interaction within 132 | the community. 133 | 134 | ## Attribution 135 | 136 | This Code of Conduct is adapted from the [Contributor Covenant][homepage], 137 | version 2.0, available at 138 | https://www.contributor-covenant.org/version/2/0/code_of_conduct.html. 139 | 140 | Community Impact Guidelines were inspired by [Mozilla's code of conduct 141 | enforcement ladder](https://github.com/mozilla/diversity). 142 | 143 | [homepage]: https://www.contributor-covenant.org 144 | 145 | For answers to common questions about this code of conduct, see the FAQ at 146 | https://www.contributor-covenant.org/faq. Translations are available at 147 | https://www.contributor-covenant.org/translations. 148 | -------------------------------------------------------------------------------- /CONTRIBUTING.md: -------------------------------------------------------------------------------- 1 | # Contribution Guidelines 2 | 3 | Please note that this project is released with a [Contributor Code of Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms. 4 | 5 | ## Table of Contents 6 | 7 | 8 | 9 | 10 | - [Adding something to an awesome list](#adding-something-to-an-awesome-list) 11 | - [Updating your Pull Request](#updating-your-pull-request) 12 | 13 | 14 | 15 | ## Adding something to an awesome list 16 | 17 | If you have something awesome to contribute to an awesome list, this is how you do it. 18 | 19 | You'll need a [GitHub account](https://github.com/join)! 20 | 21 | 1. Access the awesome list's GitHub page. For example: https://github.com/sindresorhus/awesome 22 | 2. Click on the `readme.md` file: ![Step 2 Click on Readme.md](https://cloud.githubusercontent.com/assets/170270/9402920/53a7e3ea-480c-11e5-9d81-aecf64be55eb.png) 23 | 3. Now click on the edit icon. ![Step 3 - Click on Edit](https://cloud.githubusercontent.com/assets/170270/9402927/6506af22-480c-11e5-8c18-7ea823530099.png) 24 | 4. You can start editing the text of the file in the in-browser editor. Make sure you follow the guidelines above. You can use [GitHub Flavored Markdown](https://help.github.com/articles/github-flavored-markdown/). ![Step 4 - Edit the file](https://cloud.githubusercontent.com/assets/170270/9402932/7301c3a0-480c-11e5-81f5-7e343b71674f.png) 25 | 5. Say why you're proposing the changes, and then click on "Propose file change". ![Step 5 - Propose Changes](https://cloud.githubusercontent.com/assets/170270/9402937/7dd0652a-480c-11e5-9138-bd14244593d5.png) 26 | 6. Submit the [pull request](https://help.github.com/articles/using-pull-requests/)! 27 | 28 | ## Updating your Pull Request 29 | 30 | Sometimes, a maintainer of an awesome list will ask you to edit your Pull Request before it is included. This is normally due to spelling errors or because your PR didn't match the awesome-\* list guidelines. 31 | 32 | [Here](https://github.com/RichardLitt/knowledge/blob/master/github/amending-a-commit-guide.md) is a write up on how to change a Pull Request and the different ways you can do that. 33 | -------------------------------------------------------------------------------- /CREDITS.md: -------------------------------------------------------------------------------- 1 | 1. [awesome-python](https://github.com/vinta/awesome-python) by Vinta Chen is licensed under CC BY 4.0 2 | 1. [awesome-dataviz](https://github.com/javierluraschi/awesome-dataviz) by Javier Luraschi is licensed under CC BY 4.0 3 | 1. [awesome-python-dataviz](https://github.com/tkoyama010/awesome-python-dataviz) by Tetsuo Koyama is licensed under CC BY 4.0 4 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Attribution 4.0 International 2 | 3 | ======================================================================= 4 | 5 | Creative Commons Corporation ("Creative Commons") is not a law firm and 6 | does not provide legal services or legal advice. Distribution of 7 | Creative Commons public licenses does not create a lawyer-client or 8 | other relationship. Creative Commons makes its licenses and related 9 | information available on an "as-is" basis. Creative Commons gives no 10 | warranties regarding its licenses, any material licensed under their 11 | terms and conditions, or any related information. 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For 392 | the avoidance of doubt, this paragraph does not form part of the 393 | public licenses. 394 | 395 | Creative Commons may be contacted at creativecommons.org. 396 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Awesome Python Data Visualization [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome) 2 | 3 | [](https://pyviz.org/) 4 | 5 | > Useful Python tools for data visualizations Python frameworks, libraries, and software of Data Visualization 6 | 7 | This list is a collection of tools, projects, images, and resources conforming to the [Awesome Manifesto](https://github.com/sindresorhus/awesome/blob/main/awesome.md) 8 | 9 | Contributions _very welcome_ but first see [Contributing](CONTRIBUTING.md). 10 | 11 | ## Table of Contents 12 | 13 | 14 | 15 | 16 | - [Core](#core) 17 | - [High-Level Shared API](#high-level-shared-api) 18 | - [High-Level](#high-level) 19 | - [Native-GUI](#native-gui) 20 | - [Other InfoVis](#other-infovis) 21 | - [SciVis](#scivis) 22 | - [Geospatial](#geospatial) 23 | - [Graphs and networks](#graphs-and-networks) 24 | - [Other domain-specific](#other-domain-specific) 25 | - [Large-data rendering](#large-data-rendering) 26 | - [Dashboarding](#dashboarding) 27 | - [Colormapping](#colormapping) 28 | - [Not in PyViz](#not-in-pyviz) 29 | 30 | 31 | 32 | ## Core 33 | 34 | **[`^ back to top ^`](#table-of-contents)** 35 | 36 | - [matplotlib](https://matplotlib.org/) - 2D plotting library. 37 | - [plotly](https://plot.ly/python/) - Interactive web based visualization built on top of [plotly.js](https://github.com/plotly/plotly.js) 38 | - [bokeh](https://bokeh.pydata.org/en/latest/) - Interactive Web Plotting for Python. 39 | 40 | ## High-Level Shared API 41 | 42 | **[`^ back to top ^`](#table-of-contents)** 43 | 44 | ## High-Level 45 | 46 | **[`^ back to top ^`](#table-of-contents)** 47 | 48 | - [altair](https://altair-viz.github.io/) - Declarative statistical visualizations, based on Vega-Lite. 49 | - [seaborn](https://seaborn.pydata.org/) - A library for making attractive and informative statistical graphics. 50 | - [Chartify](https://github.com/spotify/chartify) - Bokeh wrapper that makes it easy for data scientists to create charts. 51 | - [holoviews](https://holoviews.org/) - Complex and declarative visualizations from annotated data. 52 | 53 | ## Native-GUI 54 | 55 | **[`^ back to top ^`](#table-of-contents)** 56 | 57 | - [PyQtGraph](https://www.pyqtgraph.org/) - Interactive and realtime 2D/3D/Image plotting and science/engineering widgets. 58 | 59 | ## Other InfoVis 60 | 61 | **[`^ back to top ^`](#table-of-contents)** 62 | 63 | - [bqplot](https://github.com/bloomberg/bqplot) - Interactive Plotting Library for the Jupyter Notebook. 64 | - [plotnine](https://github.com/has2k1/plotnine) - A grammar of graphics for Python based on ggplot2. 65 | - [pygal](http://www.pygal.org/en/latest/) - A Python SVG Charts Creator. 66 | - [toyplot](https://toyplot.readthedocs.io/en/stable/) - The kid-sized plotting toolkit for Python with grownup-sized goals. 67 | 68 | ## SciVis 69 | 70 | **[`^ back to top ^`](#table-of-contents)** 71 | 72 | - [glumpy](https://github.com/glumpy/glumpy) - OpenGL scientific visualizations library. 73 | - [mayavi](https://docs.enthought.com/mayavi/mayavi/) - interactive scientific data visualization and 3D plotting in Python. 74 | - [PyVista](https://github.com/pyvista/pyvista) – 3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit (VTK) 75 | - [vedo](https://vedo.embl.es) - Library for scientific analysis and visualization of 3D objects based on VTK. 76 | - [VisPy](https://vispy.org/) - High-performance scientific visualization based on OpenGL. 77 | - [vtk](https://www.vtk.org/) - 3D computer graphics, image processing, and visualization that includes a Python interface. 78 | 79 | ## Geospatial 80 | 81 | **[`^ back to top ^`](#table-of-contents)** 82 | 83 | - [cartopy](https://github.com/SciTools/cartopy) - A cartographic python library with matplotlib support. 84 | - [GeoVista](https://github.com/bjlittle/geovista) - Cartographic rendering and mesh analytics powered by PyVista. 85 | 86 | ## Graphs and networks 87 | 88 | **[`^ back to top ^`](#table-of-contents)** 89 | 90 | - [pygraphviz](https://pypi.org/project/pygraphviz/) - Python interface to [Graphviz](http://www.graphviz.org/). 91 | 92 | ## Other domain-specific 93 | 94 | **[`^ back to top ^`](#table-of-contents)** 95 | 96 | - [missingno](https://github.com/ResidentMario/missingno) - provides flexible toolset of data-visualization utilities that allows quick visual summary of the completeness of your dataset, based on matplotlib. 97 | 98 | ## Large-data rendering 99 | 100 | **[`^ back to top ^`](#table-of-contents)** 101 | 102 | ## Dashboarding 103 | 104 | **[`^ back to top ^`](#table-of-contents)** 105 | 106 | - [dash](https://plot.ly/products/dash/) - Built on top of Flask, React and Plotly aimed at analytical web applications. 107 | - [awesome-dash](https://github.com/Acrotrend/awesome-dash) 108 | - [Streamlit](https://streamlit.io/) - Streamlit turns data scripts into shareable web apps in minutes. All in pure Python. No front‑end experience required. 109 | 110 | ## Colormapping 111 | 112 | **[`^ back to top ^`](#table-of-contents)** 113 | 114 | ## Not in PyViz 115 | 116 | **[`^ back to top ^`](#table-of-contents)** 117 | 118 | - [diagram](https://github.com/tehmaze/diagram) - Text mode diagrams using UTF-8 characters 119 | - [diagrams](https://github.com/mingrammer/diagrams) - Diagram as Code. 120 | - [ggplot](https://github.com/yhat/ggpy) - plotting system based on [R's](#r-tools) ggplot2. 121 | - [ipychart](https://github.com/nicohlr/ipychart) - The power of Chart.js in Jupyter Notebook. 122 | - [pandas-profiling](https://github.com/pandas-profiling/pandas-profiling) - generates statistical analytic reports with visualization for quick data analysis. 123 | - [pptk](https://github.com/heremaps/pptk) - Visualize and work with 2D/3D pointclouds 124 | - [pyechars](https://github.com/pyecharts/pyecharts) - Python binding for Echarts library. 125 | - [three.py](https://github.com/stemkoski/three.py/) - Easy to use 3D library based on PyOpenGL. Inspired by Three.js. 126 | - [veusz](https://veusz.github.io/) - Python multiplatform GUI plotting tool and graphing library 127 | -------------------------------------------------------------------------------- /SECURITY.md: -------------------------------------------------------------------------------- 1 | # Security Policy 2 | 3 | 4 | 5 | 6 | - [Supported Versions](#supported-versions) 7 | 8 | 9 | 10 | ## Supported Versions 11 | 12 | Security vulnerability reports will be accepted and acted upon for all versions. 13 | -------------------------------------------------------------------------------- /logo.svg: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | --------------------------------------------------------------------------------