diff --git a/.editorconfig b/.editorconfig new file mode 100644 index 0000000..eb61873 --- /dev/null +++ b/.editorconfig @@ -0,0 +1,25 @@ +# http://editorconfig.org + +root = true + +[*] +indent_style = space +indent_size = 2 +trim_trailing_whitespace = true +insert_final_newline = true +charset = utf-8 +end_of_line = lf + +[*.py] +indent_style = space +indent_size = 4 + +[*.bat] +indent_style = tab +end_of_line = crlf + +[LICENSE] +insert_final_newline = true + +[Makefile] +indent_style = tab diff --git a/.github/ISSUE_TEMPLATE/bug-report.yml b/.github/ISSUE_TEMPLATE/bug-report.yml new file mode 100644 index 0000000..513a22f --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug-report.yml @@ -0,0 +1,149 @@ +--- +name: 🐛 Bug Report +description: Create a report to help us improve +labels: ["bug", "needs-triage"] + +body: + - type: markdown + attributes: + value: > + **Thank you for wanting to report a bug in Data Teller!** + + + ⚠ + Verify first that your issue is not [already reported on + GitHub][issue search]. + + + [issue search]: https://github.com/datateller-org.github.io/issues?q=is%3Aopen+is%3Aissue+label%3Abug + + - type: textarea + attributes: + label: Summary + description: Explain the problem briefly below. + placeholder: >- + When I try to do X with {{ cookiecutter.project_name }} and the following workspace, Y breaks or + Z happens in an unexpected manner. + Here are all the details I know about this problem. + validations: + required: true + + - type: textarea + attributes: + label: OS / Environment + description: >- + Provide information on your operating system. + Something like the output of `cat /etc/os-release` on Linux or + `system_profiler -detailLevel mini SPSoftwareDataType` on macOS. + render: console + placeholder: | + # Linux + $ cat /etc/os-release + NAME="Ubuntu" + VERSION="20.04.2 LTS (Focal Fossa)" + ID=ubuntu + ID_LIKE=debian + PRETTY_NAME="Ubuntu 20.04.2 LTS" + VERSION_ID="20.04" + HOME_URL="https://www.ubuntu.com/" + SUPPORT_URL="https://help.ubuntu.com/" + BUG_REPORT_URL="https://bugs.launchpad.net/ubuntu/" + PRIVACY_POLICY_URL="https://www.ubuntu.com/legal/terms-and-policies/privacy-policy" + VERSION_CODENAME=focal + UBUNTU_CODENAME=focal + + # macOS + $ system_profiler -detailLevel mini SPSoftwareDataType | head -n 6 + Software: + + System Software Overview: + + System Version: macOS 10.15.7 (19H1323) + Kernel Version: Darwin 19.6.0 + validations: + required: true + + - type: textarea + attributes: + label: Steps to Reproduce + description: >- + Describe exactly how to reproduce the problem, using a minimal test-case. + It would *really* help us understand your problem if you paste in the Python code + that you're running. + + + **HINT:** You can paste [GitHub Gist](https://gist.github.com) links for larger files. + value: | + + ```python (paste below) + + ``` + + + ```console (paste below) + + ``` + validations: + required: true + + - type: textarea + attributes: + label: File Upload (optional) + description: >- + If your steps to reproduce your minimal failing example require either a spec or a + workspace file, please upload it by attaching it to the text area here. + + + **HINT:** You can paste [GitHub Gist](https://gist.github.com) links for larger files. + placeholder: >- + Attach any files or compressed archives by dragging & dropping, selecting, + or pasting them here. + validations: + required: false + + - type: textarea + attributes: + label: Expected Results + description: >- + Describe what you expected to happen when running the steps above. + placeholder: >- + I expected X to happen because I assumed Y. + validations: + required: true + + - type: textarea + attributes: + label: Actual Results + description: >- + Paste verbatim program or command output. + Don't wrap it with triple backticks — your whole input will be + turned into a code snippet automatically. + render: console + validations: + required: true + + - type: textarea + attributes: + # label: Data Teller version + # description: >- + # Paste verbatim output from `Data Teller --version` below, under the prompt line. + # Don't wrap it with triple backticks — your whole input will be + # turned into a code snippet automatically. + render: console + placeholder: | + python -m pip show Data Teller + validations: + required: true + + - type: checkboxes + attributes: + label: Code of Conduct + description: | + Read the [`Data Teller` Code of Conduct][CoC] first. + + [CoC]: https://github.com/datateller-org.github.io/coc/CODE_OF_CONDUCT.md + options: + - label: I agree to follow the Code of Conduct + required: true +--- +This template has been adopted from [pyhf](https://github.com/scikit-hep/pyhf/tree/main/.github/ISSUE_TEMPLATE)'s excellent bug report template. diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 0000000..b09bb3e --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1,15 @@ +# Ref: https://help.github.com/en/github/building-a-strong-community/configuring-issue-templates-for-your-repository#configuring-the-template-chooser +blank_issues_enabled: true +contact_links: + - name: 🙋 Usage Questions + url: https://github.com/datateller-org.github.io/discussions + about: | + Use Data Teller's GitHub Discussions to ask "How do I do X with Data Teller?". + - name: 📖 Tutorial + url: https://github.com/datateller-org.github.io + about: | + The Data Teller tutorial is continually updated and provides an in depth walkthrough + of how to use the latest release of Data Teller. + - name: 📝 Data Teller Code of Conduct + url: https://github.com/datateller-org.github.io/coc/CODE_OF_CONDUCT.md + about: Expectations for how people will interact with each other on Data Teller's GitHub. diff --git a/.github/ISSUE_TEMPLATE/documentation-report.yml b/.github/ISSUE_TEMPLATE/documentation-report.yml new file mode 100644 index 0000000..13504ef --- /dev/null +++ b/.github/ISSUE_TEMPLATE/documentation-report.yml @@ -0,0 +1,53 @@ +--- +name: 📝 Documentation Report +description: Create a report for problems with the docs +labels: ["docs", "needs-triage"] + +body: + - type: markdown + attributes: + value: > + **Thank you for wanting to report a problem with Data Teller's documentation!** + + + ⚠ + Verify first that your issue is not [already reported on + GitHub][issue search]. + + + [issue search]: https://github.com/datateller-org.github.io/issues?q=is%3Aopen+is%3Aissue+label%3Adocs + + - type: textarea + attributes: + label: Summary + description: >- + Explain the problem briefly below, add suggestions to wording or structure. + If there are external references that are related please link them here + as well. + placeholder: >- + I was reading the Data Teller documentation for Data Teller version X and I'm having + problems understanding Y. + It would be very helpful if that got rephrased as Z. + validations: + required: true + + - type: input + attributes: + label: Documentation Page Link + description: | + Paste the link to the documentation webpage that you have a question on. + validations: + required: true + + - type: checkboxes + attributes: + label: Code of Conduct + description: | + Read the [`Data Teller` Code of Conduct][CoC] first. + + [CoC]: https://github.com/datateller-org.github.io/blob/main/CODE_OF_CONDUCT.md + options: + - label: I agree to follow the Code of Conduct + required: true +--- +This template has been adopted from [pyhf](https://github.com/scikit-hep/pyhf/tree/main/.github/ISSUE_TEMPLATE)'s excellent bug report template. diff --git a/.github/ISSUE_TEMPLATE/feature-request.yml b/.github/ISSUE_TEMPLATE/feature-request.yml new file mode 100644 index 0000000..dbc2c1d --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature-request.yml @@ -0,0 +1,80 @@ +--- +name: ✨ Feature Request +description: Suggest an idea for this project +labels: ["feat/enhancement ", "needs-triage"] + +body: + - type: markdown + attributes: + value: > + **Thank you for wanting to suggest a feature for Data Teller!** + + + ⚠ + Verify first that your issue is not [already reported on + GitHub][issue search]. + Make sure to check the closed issues as well as it may + already be implemented in a development release. + + + [issue search]: https://github.com/datateller-org.github.io/issues?q=is%3Aopen+is%3Aissue+label%3Afeat%2Fenhancement + + - type: textarea + attributes: + label: Summary + description: > + Describe the new feature/improvement you would like briefly below. + + + What's the problem this feature will solve? + What are you trying to do, that you are unable to achieve + with the **latest** release of Data Teller? + + + * Provide examples of real-world use cases that this would enable + and how it solves the problem you described. + + * How do you solve this now? + + * Have you tried to work around the problem? + + * Could there be a different approach to solving this issue? + + + If there are external references or other GitHub Issues that are related + please link them here as well. + placeholder: >- + I am trying to do X with Data Teller version x.y.z and I think that implementing + new feature Y would be very helpful for me and every other user because of Z. + validations: + required: true + + - type: textarea + attributes: + label: Additional Information + description: | + If you can, describe how the feature would be used in a mock code example. + + **HINT:** You can paste [GitHub Gist](https://gist.github.com) links for larger files. + value: | + + + + ```python (paste below) + + ``` + validations: + required: false + + - type: checkboxes + attributes: + label: Code of Conduct + description: | + Read the [`Data Teller` Code of Conduct][CoC] first. + + [CoC]: https://github.com/datateller-org.github.io/coc/CODE_OF_CONDUCT.md + options: + - label: I agree to follow the Code of Conduct + required: true +--- +This template has been adopted from [pyhf](https://github.com/scikit-hep/pyhf/tree/main/.github/ISSUE_TEMPLATE)'s excellent bug report template. diff --git a/.github/PULL_REQUEST_TEMPLATE.md b/.github/PULL_REQUEST_TEMPLATE.md new file mode 100644 index 0000000..73d3b27 --- /dev/null +++ b/.github/PULL_REQUEST_TEMPLATE.md @@ -0,0 +1,61 @@ +## Pull Request description + + + + + +## How to test these changes + + + +- `...` + + + +## Pull Request checklists + +This PR is a: + +- [ ] bug-fix +- [ ] new feature +- [ ] maintenance + +About this PR: + +- [ ] it includes tests. +- [ ] the tests are executed on CI. +- [ ] the tests generate log file(s) (path). +- [ ] pre-commit hooks were executed locally. +- [ ] this PR requires a project documentation update. + +Author's checklist: + +- [ ] I have reviewed the changes and it contains no misspelling. +- [ ] The code is well commented, especially in the parts that contain more + complexity. +- [ ] New and old tests passed locally. + +## Additional information + + + + + +## Reviewer's checklist + +Copy and paste this template for your review's note: + +``` +## Reviewer's Checklist + +- [ ] I managed to reproduce the problem locally from the `main` branch +- [ ] I managed to test the new changes locally +- [ ] I confirm that the issues mentioned were fixed/resolved +``` diff --git a/.github/workflows/docs.yaml b/.github/workflows/docs.yaml new file mode 100644 index 0000000..117f17c --- /dev/null +++ b/.github/workflows/docs.yaml @@ -0,0 +1,54 @@ +name: Documentation + +on: + workflow_dispatch: + push: + branches: [main] + pull_request: + branches: [main] + +env: + GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }} + +jobs: + release: + runs-on: ubuntu-latest + timeout-minutes: 15 + + concurrency: + group: ci-docs-${{ github.event_name }}-${{ github.ref }} + cancel-in-progress: true + + defaults: + run: + shell: bash -l {0} + + steps: + - uses: actions/checkout@v3 + + - uses: conda-incubator/setup-miniconda@v3 + with: + miniforge-version: latest + environment-file: conda/dev.yaml + channels: conda-forge,nodefaults + activate-environment: datateller + auto-update-conda: true + conda-solver: libmamba + + - name: Install deps + run: | + poetry config virtualenvs.create false + poetry install --no-root + + - name: Test tutorials + run: makim --verbose tests.notebooks + + - name: Generate documentation with changes from semantic-release + run: makim --verbose web.build + + - name: GitHub Pages action + uses: peaceiris/actions-gh-pages@v3.5.9 + if: ${{ github.event_name == 'workflow_dispatch' }} + with: + github_token: ${{ secrets.GITHUB_TOKEN }} + publish_dir: ./build/ diff --git a/.gitignore b/.gitignore index 68bc17f..f20658c 100644 --- a/.gitignore +++ b/.gitignore @@ -93,22 +93,9 @@ ipython_config.py # having no cross-platform support, pipenv may install dependencies that don't work, or not # install all needed dependencies. #Pipfile.lock - -# poetry -# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control. -# This is especially recommended for binary packages to ensure reproducibility, and is more -# commonly ignored for libraries. -# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control +# poetry build system #poetry.lock -# pdm -# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control. -#pdm.lock -# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it -# in version control. -# https://pdm.fming.dev/#use-with-ide -.pdm.toml - # PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm __pypackages__/ diff --git a/.makim.yaml b/.makim.yaml new file mode 100644 index 0000000..3e418c0 --- /dev/null +++ b/.makim.yaml @@ -0,0 +1,98 @@ +version: 1.0 +groups: + clean: + targets: + all: + help: Clean unnecessary temporary files + run: | + rm -fr build/ + rm -fr dist/ + rm -fr .eggs/ + rm -f .coverage + rm -fr htmlcov/ + rm -fr .pytest_cache + rm -fr .mypy_cache + rm -fr .ruff_cache + find . -name '*.egg-info' -exec rm -fr {} + + find . -name '*.egg' -exec rm -f {} + + find . -name '*.pyc' -exec rm -f {} + + find . -name '__pycache__' -exec rm -fr {} + + find . -name '*.pyo' -exec rm -f {} + + find . -name '*~' -exec rm -f {} + + + web: + targets: + build: + help: Build documentation + run: | + mkdocs build --config-file mkdocs.yaml + + preview: + help: Preview documentation page locally + dependencies: + - target: web.build + run: | + mkdocs serve --watch docs --config-file mkdocs.yaml + + tests: + targets: + linter: + help: Run linter tools + run: | + pre-commit install + pre-commit run --all-files --verbose + + unit: + help: run tests + args: + path: + help: Specify the location of the tests + type: string + default: "" + params: + help: Specify parameters to be used for tests + type: string + default: "-vv" + run: | + pytest ${{ args.path }} ${{ args.params }} + + notebooks: + help: test jupyter notebooks + run: pytest -vv --nbmake docs/notebooks + + ci: + help: run the sames tests executed on CI + dependencies: + - target: tests.unit + - target: tests.notebooks + - target: tests.linter + + package: + targets: + build: + help: "Build the package" + run: | + poetry build + + release: + vars: + app: | + npx --yes \ + -p semantic-release \ + -p "@semantic-release/commit-analyzer" \ + -p "@semantic-release/release-notes-generator" \ + -p "@semantic-release/changelog" \ + -p "@semantic-release/exec" \ + -p "@semantic-release/github" \ + -p "@semantic-release/git" \ + -p "@google/semantic-release-replace-plugin" \ + semantic-release + + targets: + ci: + help: run semantic release on CI + run: ${{ vars.app }} --ci + + dry: + help: run semantic release in dry-run mode + run: ${{ vars.app }} --dry-run diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml new file mode 100644 index 0000000..75c1067 --- /dev/null +++ b/.pre-commit-config.yaml @@ -0,0 +1,12 @@ +default_stages: + - commit +repos: + - repo: https://github.com/pre-commit/pre-commit-hooks + rev: v4.1.0 + hooks: + - id: end-of-file-fixer + + - repo: https://github.com/pre-commit/mirrors-prettier + rev: "v3.0.2" + hooks: + - id: prettier diff --git a/.prettierignore b/.prettierignore new file mode 100644 index 0000000..6618446 --- /dev/null +++ b/.prettierignore @@ -0,0 +1,2 @@ +.makim.yaml +docs/changelog.md diff --git a/.prettierrc.yaml b/.prettierrc.yaml new file mode 100644 index 0000000..24d3b9f --- /dev/null +++ b/.prettierrc.yaml @@ -0,0 +1,6 @@ +overrides: + - files: "*.md" + options: + parser: remark + proseWrap: always + printWidth: 80 diff --git a/.releaserc.json b/.releaserc.json new file mode 100644 index 0000000..0d2baf0 --- /dev/null +++ b/.releaserc.json @@ -0,0 +1,74 @@ +{ + "branches": ["main"], + "tagFormat": "${version}", + "plugins": [ + "@semantic-release/commit-analyzer", + [ + "@google/semantic-release-replace-plugin", + { + "replacements": [ + { + "files": ["src/datateller/__init__.py"], + "from": "return \".*\" # semantic-release", + "to": "return \"${nextRelease.version}\" # semantic-release", + "results": [ + { + "file": "src/datateller/__init__.py", + "hasChanged": true, + "numMatches": 1, + "numReplacements": 1 + } + ], + "countMatches": true + }, + { + "files": ["pyproject.toml"], + "from": "version = \".*\" # semantic-release", + "to": "version = \"${nextRelease.version}\" # semantic-release", + "results": [ + { + "file": "pyproject.toml", + "hasChanged": true, + "numMatches": 1, + "numReplacements": 1 + } + ], + "countMatches": true + } + ] + } + ], + "@semantic-release/release-notes-generator", + [ + "@semantic-release/changelog", + { + "changelogTitle": "# Release Notes\n---", + "changelogFile": "docs/changelog.md" + } + ], + [ + "@semantic-release/exec", + { + "prepareCmd": "poetry build", + "publishCmd": "poetry publish" + } + ], + [ + "@semantic-release/github", + { + "assets": ["dist/*.whl", "dist/*.tar.gz"] + } + ], + [ + "@semantic-release/git", + { + "assets": [ + "pyproject.toml", + "docs/changelog.md", + "src/datateller/__init__.py" + ], + "message": "chore(release): ${nextRelease.version}" + } + ] + ] +} diff --git a/CODE_OF_CONDUCT.md b/CODE_OF_CONDUCT.md new file mode 100644 index 0000000..e74303a --- /dev/null +++ b/CODE_OF_CONDUCT.md @@ -0,0 +1,131 @@ +# Contributor Covenant Code of Conduct + +## Our Pledge + +We as members, contributors, and leaders pledge to make participation in our +community a harassment-free experience for everyone, regardless of age, body +size, visible or invisible disability, ethnicity, sex characteristics, gender +identity and expression, level of experience, education, socio-economic status, +nationality, personal appearance, race, caste, color, religion, or sexual +identity and orientation. + +We pledge to act and interact in ways that contribute to an open, welcoming, +diverse, inclusive, and healthy community. + +## Our Standards + +Examples of behavior that contributes to a positive environment for our +community include: + +- Demonstrating empathy and kindness toward other people +- Being respectful of differing opinions, viewpoints, and experiences +- Giving and gracefully accepting constructive feedback +- Accepting responsibility and apologizing to those affected by our mistakes, + and learning from the experience +- Focusing on what is best not just for us as individuals, but for the overall + community + +Examples of unacceptable behavior include: + +- The use of sexualized language or imagery, and sexual attention or advances of + any kind +- Trolling, insulting or derogatory comments, and personal or political attacks +- Public or private harassment +- Publishing others' private information, such as a physical or email address, + without their explicit permission +- Other conduct which could reasonably be considered inappropriate in a + professional setting + +## Enforcement Responsibilities + +Community leaders are responsible for clarifying and enforcing our standards of +acceptable behavior and will take appropriate and fair corrective action in +response to any behavior that they deem inappropriate, threatening, offensive, +or harmful. + +Community leaders have the right and responsibility to remove, edit, or reject +comments, commits, code, wiki edits, issues, and other contributions that are +not aligned to this Code of Conduct, and will communicate reasons for moderation +decisions when appropriate. + +## Scope + +This Code of Conduct applies within all community spaces, and also applies when +an individual is officially representing the community in public spaces. +Examples of representing our community include using an official e-mail address, +posting via an official social media account, or acting as an appointed +representative at an online or offline event. + +## Enforcement + +Instances of abusive, harassing, or otherwise unacceptable behavior may be +reported to the community leaders responsible for enforcement at [INSERT CONTACT +METHOD]. All complaints will be reviewed and investigated promptly and fairly. + +All community leaders are obligated to respect the privacy and security of the +reporter of any incident. + +## Enforcement Guidelines + +Community leaders will follow these Community Impact Guidelines in determining +the consequences for any action they deem in violation of this Code of Conduct: + +### 1. Correction + +**Community Impact**: Use of inappropriate language or other behavior deemed +unprofessional or unwelcome in the community. + +**Consequence**: A private, written warning from community leaders, providing +clarity around the nature of the violation and an explanation of why the +behavior was inappropriate. A public apology may be requested. + +### 2. Warning + +**Community Impact**: A violation through a single incident or series of +actions. + +**Consequence**: A warning with consequences for continued behavior. No +interaction with the people involved, including unsolicited interaction with +those enforcing the Code of Conduct, for a specified period of time. This +includes avoiding interactions in community spaces as well as external channels +like social media. Violating these terms may lead to a temporary or permanent +ban. + +### 3. Temporary Ban + +**Community Impact**: A serious violation of community standards, including +sustained inappropriate behavior. + +**Consequence**: A temporary ban from any sort of interaction or public +communication with the community for a specified period of time. No public or +private interaction with the people involved, including unsolicited interaction +with those enforcing the Code of Conduct, is allowed during this period. +Violating these terms may lead to a permanent ban. + +### 4. Permanent Ban + +**Community Impact**: Demonstrating a pattern of violation of community +standards, including sustained inappropriate behavior, harassment of an +individual, or aggression toward or disparagement of classes of individuals. + +**Consequence**: A permanent ban from any sort of public interaction within the +community. + +## Attribution + +This Code of Conduct is adapted from the [Contributor Covenant][homepage], +version 2.1, available at +[https://www.contributor-covenant.org/version/2/1/code_of_conduct.html][v2.1]. + +Community Impact Guidelines were inspired by [Mozilla's code of conduct +enforcement ladder][Mozilla CoC]. + +For answers to common questions about this code of conduct, see the FAQ at +[https://www.contributor-covenant.org/faq][FAQ]. Translations are available at +[https://www.contributor-covenant.org/translations][translations]. + +[homepage]: https://www.contributor-covenant.org +[v2.1]: https://www.contributor-covenant.org/version/2/1/code_of_conduct.html +[Mozilla CoC]: https://github.com/mozilla/diversity +[FAQ]: https://www.contributor-covenant.org/faq +[translations]: https://www.contributor-covenant.org/translations diff --git a/LICENSE b/LICENSE index e8388d3..969fa19 100644 --- a/LICENSE +++ b/LICENSE @@ -1,28 +1,31 @@ -BSD 3-Clause License - -Copyright (c) 2024, datateller-org - -Redistribution and use in source and binary forms, with or without -modification, are permitted provided that the following conditions are met: - -1. Redistributions of source code must retain the above copyright notice, this - list of conditions and the following disclaimer. - -2. Redistributions in binary form must reproduce the above copyright notice, - this list of conditions and the following disclaimer in the documentation - and/or other materials provided with the distribution. - -3. Neither the name of the copyright holder nor the names of its - contributors may be used to endorse or promote products derived from - this software without specific prior written permission. - -THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" -AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE -IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE -DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE -FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL -DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR -SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER -CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, -OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE -OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +BSD License + +Copyright (c) 2024, Ivan Ogasawara +All rights reserved. + +Redistribution and use in source and binary forms, with or without modification, +are permitted provided that the following conditions are met: + +* Redistributions of source code must retain the above copyright notice, this + list of conditions and the following disclaimer. + +* Redistributions in binary form must reproduce the above copyright notice, this + list of conditions and the following disclaimer in the documentation and/or + other materials provided with the distribution. + +* Neither the name of the copyright holder nor the names of its + contributors may be used to endorse or promote products derived from this + software without specific prior written permission. + +THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND +ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED +WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. +IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, +INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, +BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, +DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY +OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE +OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED +OF THE POSSIBILITY OF SUCH DAMAGE. diff --git a/README.md b/README.md index 34bf32c..e66f4b9 100644 --- a/README.md +++ b/README.md @@ -1 +1,15 @@ -# datateller-org.github.io \ No newline at end of file +# Data Teller + +Data Teller aims to predict the future from data + +- Software License: BSD 3 Clause +- Documentation: https://datateller-org.github.io + +## Features + +TBD + +## Credits + +This package was created with +[scicookie](https://github.com/osl-incubator/scicookie) project template. diff --git a/conda/dev.yaml b/conda/dev.yaml new file mode 100644 index 0000000..5d91945 --- /dev/null +++ b/conda/dev.yaml @@ -0,0 +1,9 @@ +name: datateller-web +channels: + - nodefaults + - conda-forge +dependencies: + - python 3.11 + - pip + - poetry + - nodejs # used by semantic-release diff --git a/docs/changelog.md b/docs/changelog.md new file mode 100644 index 0000000..254524b --- /dev/null +++ b/docs/changelog.md @@ -0,0 +1,2 @@ +# Release Notes +--- diff --git a/docs/contributing.md b/docs/contributing.md new file mode 100644 index 0000000..019cf6a --- /dev/null +++ b/docs/contributing.md @@ -0,0 +1,177 @@ +# Contributing + +Contributions are welcome, and they are greatly appreciated! Every little bit +helps, and credit will always be given. + +You can contribute in many ways: + +## Types of Contributions + +### Report Bugs + +Report bugs at https://github.com/datateller-org.github.io/issues. + +If you are reporting a bug, please include: + +- Your operating system name and version. +- Any details about your local setup that might be helpful in troubleshooting. +- Detailed steps to reproduce the bug. + +### Fix Bugs + +Look through the GitHub issues for bugs. Anything tagged with “bug” and “help +wanted” is open to whoever wants to implement it. + +### Implement Features + +Look through the GitHub issues for features. Anything tagged with “enhancement” +and “help wanted” is open to whoever wants to implement it. + +### Write Documentation + +Data Teller could always use more documentation, whether as part of the official +Data Teller docs, in docstrings, or even on the web in blog posts, articles, and +such. + +### Submit Feedback + +The best way to send feedback is to file an issue at +https://github.com/datateller-org.github.io/issues. + +If you are proposing a feature: + +- Explain in detail how it would work. +- Keep the scope as narrow as possible, to make it easier to implement. +- Remember that this is a volunteer-driven project, and that contributions are + welcome :) + +## Get Started! + +Ready to contribute? Here’s how to set up `datateller-org.github.io` for local +development. + +1. Fork the `datateller-org.github.io` repo on GitHub. +2. Clone your fork locally: + +```bash +$ git clone git@github.com:your_name_here/datateller-org.github.io.git +``` + +3. Create an environment with `conda` and install the dependencies: + +```bash +$ cd datateller-org.github.io/ +$ mamba env create --file conda/dev.yaml +$ conda activate datateller-web +``` + +Install the dependencies: + +```bash +$ poetry install --no-root +``` + +4. Create a branch for local development: + +```bash +git checkout -b name-of-your-bugfix-or-feature +``` + +Now you can make your changes locally. 5. `datateller-org.github.io` uses a set +of `pre-commit` hooks and the `pre-commit` bot to format, type-check, and +prettify the codebase. The hooks can be installed locally using: + +```bash +pre-commit install +``` + +This would run the checks every time a commit is created locally. The checks +will only run on the files modified by that commit, but the checks can be +triggered for all the files using: + +```bash +$ pre-commit run --all-files +``` + +If you would like to skip the failing checks and push the code for further +discussion, use the `--no-verify` option with `git commit`. 6. +`datateller-org.github.io` is tested with `pytest`. `pytest` is responsible for +testing the code, whose configuration is available in pyproject.toml. 7. Commit +your changes and push your branch to GitHub:: + +```bash +$ git add . +$ git commit -m “Your detailed description of your changes.” +$ git push origin name-of-your-bugfix-or-feature +``` + +8. Submit a pull request through the GitHub website. + +## Run jupyter-lab + +All the data exploration and analysis is done using jupyter notebooks. In order +to run it, use the following command: + +```bash +$ jupyter-lab --notebook-dir docs/notebooks +``` + +## Launch the web page locally + +In order to lauch the web page locally with all the notebooks, run: + +```bash +$ makim web.preview +``` + +## Pull Request Guidelines + +Before you submit a pull request, check that it meets these guidelines: + +1. The pull request should include tests. +2. If the pull request adds functionality, the docs should be updated. Put your + new functionality into a function with a docstring, and add the feature to + the list in README.rst. +3. The pull request should work for Python 3.11. + +## Release + +This project uses semantic-release in order to cut a new release based on the +commit-message. + +### Commit message format + +**semantic-release** uses the commit messages to determine the consumer impact +of changes in the codebase. Following formalized conventions for commit +messages, **semantic-release** automatically determines the next +[semantic version](https://semver.org) number, generates a changelog and +publishes the release. + +By default, **semantic-release** uses +[Angular Commit Message Conventions](https://github.com/angular/angular/blob/master/CONTRIBUTING.md#-commit-message-format). +The commit message format can be changed with the `preset` or `config` options\_ +of the +[@semantic-release/commit-analyzer](https://github.com/semantic-release/commit-analyzer#options) +and +[@semantic-release/release-notes-generator](https://github.com/semantic-release/release-notes-generator#options) +plugins. + +Tools such as [commitizen](https://github.com/commitizen/cz-cli) or +[commitlint](https://github.com/conventional-changelog/commitlint) can be used +to help contributors and enforce valid commit messages. + +The table below shows which commit message gets you which release type when +`semantic-release` runs (using the default configuration): + +| Commit message | Release type | +| -------------------------------------------------------------- | ---------------- | +| `fix(pencil): stop graphite breaking when pressure is applied` | Fix Release | +| `feat(pencil): add 'graphiteWidth' option` | Feature Release | +| `perf(pencil): remove graphiteWidth option` | Chore | +| `fix(pencil)!: The graphiteWidth option has been removed` | Breaking Release | + +source: + + +As this project uses the `squash and merge` strategy, ensure to apply the commit +message format to the PR's title. diff --git a/docs/images/favicon.ico b/docs/images/favicon.ico new file mode 100644 index 0000000..c264835 Binary files /dev/null and b/docs/images/favicon.ico differ diff --git a/docs/images/header.png b/docs/images/header.png new file mode 100644 index 0000000..ca7fe7c Binary files /dev/null and b/docs/images/header.png differ diff --git a/docs/images/logo.png b/docs/images/logo.png new file mode 100644 index 0000000..e80a40e Binary files /dev/null and b/docs/images/logo.png differ diff --git a/docs/index.md b/docs/index.md new file mode 100644 index 0000000..85c71c6 --- /dev/null +++ b/docs/index.md @@ -0,0 +1,32 @@ +# Welcome to Data Teller + +Data Teller is where the mystique of fortune-telling meets the precision of +modern data science. Our project, founded on the principles of "Datamancy," +utilizes cutting-edge machine learning and artificial intelligence techniques to +decipher vast datasets, revealing predictions about future trends and events +with remarkable accuracy. + +![Data Teller](/images/header.png) + +**Vision**: To become the pioneering force in the field of predictive analytics, +revolutionizing how we understand and prepare for future possibilities. + +**Mission**: To provide clients with powerful insights derived from +sophisticated data analysis, enabling informed decision-making and enhancing +strategic planning. + +**What We Offer**: + +- **Predictive Insights**: Using advanced algorithms, Data Teller delves deep + into data to uncover what lies ahead, ensuring that you are always ahead of + the curve. +- **Custom Solutions**: Recognizing the unique challenges faced by each client, + we tailor our predictive models to meet your specific needs, ensuring + relevance and precision. +- **Evolutionary Learning**: Our tools are continuously refined as they learn + from new data, improving their predictive accuracy over time and adapting to + changing circumstances. + +Join us at Data Teller, where ancient divination meets modern data science in +the quest to unveil the future. Discover how our expertise in Datamancy can +guide you toward making better choices today for a more successful tomorrow. diff --git a/docs/notebooks/titanic/index.ipynb b/docs/notebooks/titanic/index.ipynb new file mode 100644 index 0000000..3d4cfbe --- /dev/null +++ b/docs/notebooks/titanic/index.ipynb @@ -0,0 +1,486 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [], + "toc": "true" + }, + "source": [ + "# Table of Contents\n", + "

1  VARIABLE DESCRIPTIONS:
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "editable": true, + "slideshow": { + "slide_type": "" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "!pip install -q numpy scikit-learn ipython matplotlib pandas sh" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "_cell_guid": "bf6d6733-3a02-4507-b9d1-f1308c35fa58" + }, + "source": [ + "# VARIABLE DESCRIPTIONS:\n", + "\n", + "* survival Survival (0 = No; 1 = Yes)\n", + "* pclass Passenger Class (1 = 1st; 2 = 2nd; 3 = 3rd)\n", + "* name Name\n", + "* sex Sex\n", + "* age Age\n", + "* sibsp Number of Siblings/Spouses Aboard\n", + "* parch Number of Parents/Children Aboard\n", + "* ticket Ticket Number\n", + "* fare Passenger Fare\n", + "* cabin Cabin\n", + "* embarked Port of Embarkation (C = Cherbourg; Q = Queenstown; S = Southampton)\n", + "\n", + "SPECIAL NOTES:\n", + "Pclass is a proxy for socio-economic status (SES)\n", + " 1st ~ Upper; 2nd ~ Middle; 3rd ~ Lower\n", + "\n", + "Age is in Years; Fractional if Age less than One (1)\n", + " If the Age is Estimated, it is in the form xx.5\n", + "\n", + "With respect to the family relation variables (i.e. sibsp and parch)\n", + "some relations were ignored. The following are the definitions used\n", + "for sibsp and parch.\n", + "\n", + "Sibling: Brother, Sister, Stepbrother, or Stepsister of Passenger Aboard Titanic\n", + "Spouse: Husband or Wife of Passenger Aboard Titanic (Mistresses and Fiances Ignored)\n", + "Parent: Mother or Father of Passenger Aboard Titanic\n", + "Child: Son, Daughter, Stepson, or Stepdaughter of Passenger Aboard Titanic\n", + "\n", + "Other family relatives excluded from this study include cousins,\n", + "nephews/nieces, aunts/uncles, and in-laws. Some children travelled\n", + "only with a nanny, therefore parch=0 for them. As well, some\n", + "travelled with very close friends or neighbors in a village, however,\n", + "the definitions do not support such relations." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "_cell_guid": "adb23194-250e-44d9-8dad-524de9c54bbf", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "genderclassmodel.csv gendermodel.csv test.csv train.csv train.csv.ori\n", + "\n" + ] + } + ], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries \n", + "# installed\n", + "# It is defined by the kaggle/python docker image: \n", + "# https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load in \n", + "from IPython.display import display\n", + "from matplotlib import pyplot as plt\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.feature_extraction import DictVectorizer\n", + "from sklearn.impute import SimpleImputer\n", + "from sklearn.metrics import f1_score, accuracy_score, precision_score\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.preprocessing import (\n", + " FunctionTransformer, OneHotEncoder, StandardScaler,\n", + " MinMaxScaler, MaxAbsScaler\n", + ")\n", + "from sklearn.svm import SVC\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "import sklearn\n", + "\n", + "# Input data files are available in the \"../input/\" directory.\n", + "# For example, running this (by clicking run or pressing Shift+Enter) \n", + "# will list the files in the input directory\n", + "\n", + "import sh\n", + "print(sh.ls('./input'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "_cell_guid": "e703e996-ca79-4c6a-ace1-bed7e5010918", + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "test set has 418 rows and 11 columns.\n", + "test set has 418 rows and 2 columns.\n", + "train set has 891 rows and 12 columns.\n" + ] + } + ], + "source": [ + "Y_test = pd.read_csv('./input/genderclassmodel.csv')\n", + "test = pd.read_csv('./input/test.csv')\n", + "train = pd.read_csv('./input/train.csv')\n", + "\n", + "print('test set has %s rows and %s columns.' % test.shape)\n", + "print('test set has %s rows and %s columns.' % Y_test.shape)\n", + "print('train set has %s rows and %s columns.' % train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['PassengerId', 'Survived', 'Pclass', 'Name', 'Sex', 'Age', 'SibSp',\n", + " 'Parch', 'Ticket', 'Fare', 'Cabin', 'Embarked'],\n", + " dtype='object')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def prepare_df(df, p_unique=0.2):\n", + " df = df.copy()\n", + " \n", + " size = len(df)\n", + " \n", + " df = pd.get_dummies(df, drop_first=True)\n", + " cols = list(df.columns)\n", + " \n", + " for c in cols:\n", + " if df[c].dtype == object:\n", + " if df[c].nunique()/size > p_unique:\n", + " df.drop(c, axis=1, inplace=True)\n", + " continue\n", + " \n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "pca = make_pipeline(\n", + " SimpleImputer(missing_values=np.nan, strategy='mean'),\n", + " StandardScaler(),\n", + " PCA(random_state=42)\n", + ")\n", + "\n", + "pca.fit_transform(prepare_df(train.drop('Survived', axis=1)), train.Survived);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'memory': None,\n", + " 'steps': [('simpleimputer', SimpleImputer()),\n", + " ('standardscaler', StandardScaler()),\n", + " ('pca', PCA(random_state=42))],\n", + " 'verbose': False,\n", + " 'simpleimputer': SimpleImputer(),\n", + " 'standardscaler': StandardScaler(),\n", + " 'pca': PCA(random_state=42),\n", + " 'simpleimputer__add_indicator': False,\n", + " 'simpleimputer__copy': True,\n", + " 'simpleimputer__fill_value': None,\n", + " 'simpleimputer__keep_empty_features': False,\n", + " 'simpleimputer__missing_values': nan,\n", + " 'simpleimputer__strategy': 'mean',\n", + " 'standardscaler__copy': True,\n", + " 'standardscaler__with_mean': True,\n", + " 'standardscaler__with_std': True,\n", + " 'pca__copy': True,\n", + " 'pca__iterated_power': 'auto',\n", + " 'pca__n_components': None,\n", + " 'pca__n_oversamples': 10,\n", + " 'pca__power_iteration_normalizer': 'auto',\n", + " 'pca__random_state': 42,\n", + " 'pca__svd_solver': 'auto',\n", + " 'pca__tol': 0.0,\n", + " 'pca__whiten': False}" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pca.get_params()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "train_ = train.copy()\n", + "\n", + "train_.drop(['PassengerId', 'Name', 'Ticket', 'Cabin'], axis=1, inplace=True)\n", + "# train_.dropna(inplace=True)\n", + "\n", + "X_train = prepare_df(train_.drop('Survived', axis=1))\n", + "y_train = train_[['Survived']]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "test_ = pd.concat([Y_test, test.iloc[:, 1:]], axis=1)\n", + "\n", + "test_.drop(['PassengerId', 'Name', 'Ticket', 'Cabin'], axis=1, inplace=True)\n", + "# test_.dropna(inplace=True)\n", + "\n", + "X_test = prepare_df(test_.drop('Survived', axis=1))\n", + "y_test = test_[['Survived']]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Survived', 'Pclass', 'Sex', 'Age', 'SibSp', 'Parch', 'Fare',\n", + " 'Embarked'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "X_test set has 418 rows and 8 columns.\n", + "y_test set has 418 rows and 1 columns.\n", + "X_train set has 891 rows and 8 columns.\n", + "Y_train set has 891 rows and 1 columns.\n" + ] + } + ], + "source": [ + "print('X_test set has %s rows and %s columns.' % X_test.shape)\n", + "print('y_test set has %s rows and %s columns.' % y_test.shape)\n", + "print('X_train set has %s rows and %s columns.' % X_train.shape)\n", + "print('Y_train set has %s rows and %s columns.' % y_train.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# , MaxAbsScaler\n", + "pipeline_rfc = make_pipeline(\n", + " SimpleImputer(missing_values=np.nan, strategy='mean'),\n", + " MaxAbsScaler(),\n", + " RandomForestClassifier(random_state=42)\n", + ")\n", + "\n", + "pipeline_svc = make_pipeline(\n", + " SimpleImputer(missing_values=np.nan, strategy='mean'),\n", + " MaxAbsScaler(),\n", + " SVC()\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false, + "jupyter": { + "outputs_hidden": false + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Pipeline(steps=[('simpleimputer', SimpleImputer()),\n", + " ('maxabsscaler', MaxAbsScaler()),\n", + " ('randomforestclassifier',\n", + " RandomForestClassifier(random_state=42))])\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/xmn/miniforge3/envs/datateller-web/lib/python3.11/site-packages/sklearn/base.py:1474: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n", + " return fit_method(estimator, *args, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "f1 score\n", + "0.75\n", + "precision score\n", + "0.7161290322580646\n", + "accuracy score\n", + "0.8229665071770335\n", + "\n", + "Pipeline(steps=[('simpleimputer', SimpleImputer()),\n", + " ('maxabsscaler', MaxAbsScaler()), ('svc', SVC())])\n", + "f1 score\n", + "0.873015873015873\n", + "precision score\n", + "0.990990990990991\n", + "accuracy score\n", + "0.9234449760765551\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/xmn/miniforge3/envs/datateller-web/lib/python3.11/site-packages/sklearn/utils/validation.py:1300: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", + " y = column_or_1d(y, warn=True)\n" + ] + } + ], + "source": [ + "for title, model in {\n", + " 'RandomForestClassifier': pipeline_rfc, \n", + " 'SVC': pipeline_svc\n", + "}.items():\n", + " print('\\n%s' % model)\n", + " model.fit(X_train, y_train)\n", + "\n", + " predicted = model.predict(X_test)\n", + " print('f1 score')\n", + " print(f1_score(y_test, predicted))\n", + " print('precision score')\n", + " print(precision_score(y_test, predicted))\n", + " print('accuracy score')\n", + " print(accuracy_score(y_test, predicted))\n", + " f_name = 'output/%s.csv' % title\n", + " \n", + " # np.savetxt(f_name, predicted)\n", + " # print('%s saved!' % f_name)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.0" + }, + "latex_envs": { + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 0 + }, + "nav_menu": {}, + "toc": { + "navigate_menu": true, + "number_sections": true, + "sideBar": true, + "threshold": 6, + "toc_cell": true, + "toc_section_display": "block", + "toc_window_display": true + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/notebooks/titanic/input/genderclassmodel.csv b/docs/notebooks/titanic/input/genderclassmodel.csv new file mode 100644 index 0000000..15552be --- /dev/null +++ b/docs/notebooks/titanic/input/genderclassmodel.csv @@ -0,0 +1,419 @@ +PassengerId,Survived +892,0 +893,1 +894,0 +895,0 +896,1 +897,0 +898,1 +899,0 +900,1 +901,0 +902,0 +903,0 +904,1 +905,0 +906,1 +907,1 +908,0 +909,0 +910,1 +911,1 +912,0 +913,0 +914,1 +915,0 +916,1 +917,0 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mode + - scheme: slate + primary: white + accent: lime + toggle: + icon: material/weather-sunny + name: Switch to light mode + # custom_dir: docs/overrides +plugins: + - search + - macros + - mkdocs-jupyter: + execute: false + ignore: + - "*.py" + - ".ipynb_checkpoints/*" + include_source: true + theme: dark + - literate-nav +markdown_extensions: + - admonition + - attr_list + - codehilite + - def_list + - footnotes + - md_in_html + - meta + - pymdownx.emoji: + emoji_index: !!python/name:materialx.emoji.twemoji + emoji_generator: !!python/name:materialx.emoji.to_svg + options: + custom_icons: + - docs/static/icons + - pymdownx.details + - pymdownx.highlight + - pymdownx.inlinehilite + - pymdownx.magiclink: + provider: github + repo_url_shortener: true + - pymdownx.saneheaders + - pymdownx.snippets + - pymdownx.superfences + - pymdownx.tabbed: + alternate_style: true + - tables + - toc +extra: + project_name: "Data Teller" + team: + - name: "Active maintainers" + members: + - xmnlab + - name: "Former maintainers" + members: + - xmnlab + social: + - icon: fontawesome/brands/twitter + link: https://twitter.com/xmnlab + - icon: fontawesome/brands/github + link: https://github.com/datateller-org.github.io + support_levels: + supported: + icon: :material-check-decagram:{ .verified } + description: Tested in CI. 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