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.github/workflows/sync-closing-labels.yml

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runs-on: ubuntu-latest
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steps:
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- name: Sync labels with closing issues
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uses: wd60622/closing-labels@v0.0.4
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uses: williambdean/closing-labels@v0.0.4
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with:
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exclude: "duplicate,help wanted,question"
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env:

.github/workflows/tests.yml

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with:
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token: ${{ secrets.CODECOV_TOKEN }}
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name: ${{ matrix.python-version }}
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slug: wd60622/conjugate
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slug: williambdean/conjugate
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fail_ci_if_error: false

CONTRIBUTING.md

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## Open an Issue
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If you find a bug or have a feature request, please [open an issue](https://github.com/wd60622/conjugate/issues/new) on GitHub.
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Please check that it is not one of the [open issues](https://github.com/wd60622/conjugate/issues).
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If you find a bug or have a feature request, please [open an issue](https://github.com/williambdean/conjugate/issues/new) on GitHub.
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Please check that it is not one of the [open issues](https://github.com/williambdean/conjugate/issues).
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## Local Development Steps
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### Create a forked branch of the repo
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Do this once but keep it up to date
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1. [Fork wd60622/conjugate GitHub repo](https://github.com/wd60622/conjugate/fork)
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1. [Fork williambdean/conjugate GitHub repo](https://github.com/williambdean/conjugate/fork)
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1. Clone forked repo and set upstream
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```bash
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git clone git@github.com:<your-username>/conjugate.git
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cd conjugate
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git remote add upstream git@github.com:wd60622/conjugate.git
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git remote add upstream git@github.com:williambdean/conjugate.git
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```
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### Setup Local Development Environment

README.md

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# Conjugate Models
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[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
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[![Tests](https://github.com/wd60622/conjugate/actions/workflows/tests.yml/badge.svg)](https://github.com/wd60622/conjugate/actions/workflows/tests.yml)
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[![Tests](https://github.com/williambdean/conjugate/actions/workflows/tests.yml/badge.svg)](https://github.com/williambdean/conjugate/actions/workflows/tests.yml)
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[![PyPI version](https://badge.fury.io/py/conjugate-models.svg)](https://badge.fury.io/py/conjugate-models)
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[![docs](https://github.com/wd60622/conjugate/actions/workflows/docs.yml/badge.svg)](https://wd60622.github.io/conjugate/)
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[![codecov](https://codecov.io/github/wd60622/conjugate/branch/main/graph/badge.svg)](https://app.codecov.io/github/wd60622/conjugate)
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[![docs](https://github.com/williambdean/conjugate/actions/workflows/docs.yml/badge.svg)](https://williambdean.github.io/conjugate/)
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[![codecov](https://codecov.io/github/williambdean/conjugate/branch/main/graph/badge.svg)](https://app.codecov.io/github/williambdean/conjugate)
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Bayesian conjugate models in Python
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## Features
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- [Connection to Scipy Distributions](https://wd60622.github.io/conjugate/examples/scipy-connection) with `dist` attribute
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- [Built in Plotting](https://wd60622.github.io/conjugate/examples/plotting) with `plot_pdf`, `plot_pmf`, and `plot_cdf` methods
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- [Vectorized Operations](https://wd60622.github.io/conjugate/examples/vectorized-inputs) for parameters and data
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- [Indexing Parameters](https://wd60622.github.io/conjugate/examples/indexing) for subsetting and slicing
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- [Generalized Numerical Inputs](https://wd60622.github.io/conjugate/examples/generalized-inputs) for any inputs that act like numbers
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- [Connection to Scipy Distributions](https://williambdean.github.io/conjugate/examples/scipy-connection) with `dist` attribute
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- [Built in Plotting](https://williambdean.github.io/conjugate/examples/plotting) with `plot_pdf`, `plot_pmf`, and `plot_cdf` methods
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- [Vectorized Operations](https://williambdean.github.io/conjugate/examples/vectorized-inputs) for parameters and data
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- [Indexing Parameters](https://williambdean.github.io/conjugate/examples/indexing) for subsetting and slicing
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- [Generalized Numerical Inputs](https://williambdean.github.io/conjugate/examples/generalized-inputs) for any inputs that act like numbers
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- Out of box compatibility with `polars`, `pandas`, `numpy`, and more.
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- [Unsupported Distributions](https://wd60622.github.io/conjugate/examples/pymc-sampling) for sampling from unsupported distributions
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- [Unsupported Distributions](https://williambdean.github.io/conjugate/examples/pymc-sampling) for sampling from unsupported distributions
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## Supported Models
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- `Categorical` / `Multinomial`
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- `Poisson`
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- and [many more](https://wd60622.github.io/conjugate/models/)
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- and [many more](https://williambdean.github.io/conjugate/models/)
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## Basic Usage
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<img height=400 src="docs/images/binomial-beta.png" title="Binomial Beta Comparison">
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More examples on in the [documentation](https://wd60622.github.io/conjugate/).
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More examples on in the [documentation](https://williambdean.github.io/conjugate/).
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## Contributing
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If you are interested in contributing, check out the [contributing guidelines](https://github.com/wd60622/conjugate/blob/main/CONTRIBUTING.md)
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If you are interested in contributing, check out the [contributing guidelines](https://github.com/williambdean/conjugate/blob/main/CONTRIBUTING.md)

docs/examples/bootstrap.md

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data in order to estimate the uncertainty of a given statistic.
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In order to do this comparison, the [`pandas-bootstrap`
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package](https://wd60622.github.io/pandas-bootstrap/) will be used.
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package](https://williambdean.github.io/pandas-bootstrap/) will be used.
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The `boot` attribute of the `pandas.Series` is an object from
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`pandas-bootstrap` to facilitate the bootstrap process. Read more about it in the
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documentation [here](https://wd60622.github.io/pandas-bootstrap/extensions/).
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documentation [here](https://williambdean.github.io/pandas-bootstrap/extensions/).
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```python
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n_new = 10

docs/index.md

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# Conjugate Models
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[![Ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)
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[![Tests](https://github.com/wd60622/conjugate/actions/workflows/tests.yml/badge.svg)](https://github.com/wd60622/conjugate/actions/workflows/tests.yml)
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[![Tests](https://github.com/williambdean/conjugate/actions/workflows/tests.yml/badge.svg)](https://github.com/williambdean/conjugate/actions/workflows/tests.yml)
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[![PyPI version](https://badge.fury.io/py/conjugate-models.svg)](https://badge.fury.io/py/conjugate-models)
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[![docs](https://github.com/wd60622/conjugate/actions/workflows/docs.yml/badge.svg)](https://wd60622.github.io/conjugate/)
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[![codecov](https://codecov.io/github/wd60622/conjugate/branch/main/graph/badge.svg)](https://app.codecov.io/github/wd60622/conjugate)
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[![docs](https://github.com/williambdean/conjugate/actions/workflows/docs.yml/badge.svg)](https://williambdean.github.io/conjugate/)
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[![codecov](https://codecov.io/github/williambdean/conjugate/branch/main/graph/badge.svg)](https://app.codecov.io/github/williambdean/conjugate)
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Bayesian conjugate models in Python
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docs/overrides/partials/comments.html

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<h2 id="__comments">{{ lang.t("meta.comments") }}</h2>
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<!-- Insert generated snippet here -->
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<script src="https://giscus.app/client.js"
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data-repo="wd60622/conjugate"
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data-repo="williambdean/conjugate"
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data-repo-id="R_kgDOJzHE5w"
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data-category="General"
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data-category-id="DIC_kwDOJzHE584Cag1P"

mkdocs.yml

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name: Switch to light mode
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repo_name: Conjugate
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repo_url: https://github.com/wd60622/conjugate
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repo_url: https://github.com/williambdean/conjugate
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edit_uri: blob/main/docs/
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site_url: https://wd60622.github.io/conjugate
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site_url: https://williambdean.github.io/conjugate
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extra:
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homepage: https://wd60622.github.io/
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homepage: https://williambdean.github.io/
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social:
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- icon: fontawesome/brands/github
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link: https://github.com/wd60622/conjugate
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link: https://github.com/williambdean/conjugate
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- Overview: index.md

pyproject.toml

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authors = ["Will Dean <wd60622@gmail.com>"]
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license = "MIT"
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readme = "README.md"
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homepage = "https://wd60622.github.io/conjugate/"
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documentation = "https://wd60622.github.io/conjugate/"
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repository = "https://github.com/wd60622/conjugate"
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homepage = "https://williambdean.github.io/conjugate/"
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documentation = "https://williambdean.github.io/conjugate/"
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repository = "https://github.com/williambdean/conjugate"
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packages = [
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{ include = "conjugate" },
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{ include = "conjugate/py.typed" },

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