Science Score: 26.0%
This score indicates how likely this project is to be science-related based on various indicators:
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○CITATION.cff file
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✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○Committers with academic emails
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (6.4%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: machow
- License: mit
- Language: Python
- Default Branch: main
- Homepage: https://machow.github.io/catfact
- Size: 1.03 MB
Statistics
- Stars: 28
- Watchers: 2
- Forks: 0
- Open Issues: 1
- Releases: 1
Metadata Files
README.md
catfact
Categorical wrangling for Python. Supports both Polars and Pandas. Enables categorical and ordinal scales in plotting tools like Plotnine.
catfact addresses some common challenges when working categorical data. Categorical data is useful when you want to display your data in a specific way, like alphabetical, most frequent first, or along a scale. It is a port of the popular R package forcats.
Installation
bash
pip install catfact
Basic example
``` python import polars as pl import catfact as fct from catfact.polars.data import starwars
( starwars .groupby("eyecolor") .agg(pl.len()) .sort("len", descending=True) ) ```
``` python from plotnine import ggplot, aes, geombar, coordflip
( ggplot(starwars, aes("eyecolor")) + geombar() + coord_flip() ) ```

python
(
starwars
.with_columns(
fct.infreq(pl.col("eye_color"))
)
>> ggplot(aes("eye_color"))
+ geom_bar()
+ coord_flip()
)

Owner
- Name: Michael Chow
- Login: machow
- Kind: user
- Company: @rstudio
- Website: mchow.com
- Twitter: chowthedog
- Repositories: 225
- Profile: https://github.com/machow
Learning, Memory, Computation
GitHub Events
Total
- Release event: 3
- Watch event: 16
- Push event: 32
- Pull request event: 6
- Create event: 5
Last Year
- Release event: 3
- Watch event: 16
- Push event: 32
- Pull request event: 6
- Create event: 5
Committers
Last synced: almost 3 years ago
Top Committers
| Name | Commits | |
|---|---|---|
| Michael Chow | m****b@f****m | 6 |
Committer Domains (Top 20 + Academic)
Issues and Pull Requests
Last synced: 11 months ago
All Time
- Total issues: 1
- Total pull requests: 2
- Average time to close issues: 3 months
- Average time to close pull requests: 6 days
- Total issue authors: 1
- Total pull request authors: 1
- Average comments per issue: 4.0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Past Year
- Issues: 0
- Pull requests: 2
- Average time to close issues: N/A
- Average time to close pull requests: 6 days
- Issue authors: 0
- Pull request authors: 1
- Average comments per issue: 0
- Average comments per pull request: 0.0
- Merged pull requests: 1
- Bot issues: 0
- Bot pull requests: 0
Top Authors
Issue Authors
- machow (1)
Pull Request Authors
- machow (5)
Top Labels
Issue Labels
Pull Request Labels
Dependencies
- actions/checkout v4 composite
- actions/checkout v2 composite
- actions/setup-python v5 composite
- astral-sh/setup-uv v5 composite
- pypa/gh-action-pypi-publish release/v1 composite
- databackend >=0.0.3
- ddispatch >=0.0.1
- annotated-types 0.7.0
- appnope 0.1.4
- asttokens 3.0.0
- attrs 25.3.0
- beartype 0.20.2
- black 25.1.0
- catfact 0.1.dev18+g31c36a9
- certifi 2025.4.26
- cffi 1.17.1
- cfgv 3.4.0
- charset-normalizer 3.4.1
- click 8.1.8
- colorama 0.4.6
- comm 0.2.2
- contourpy 1.3.0
- cycler 0.12.1
- databackend 0.0.3
- ddispatch 0.0.1
- debugpy 1.8.14
- decorator 5.2.1
- distlib 0.3.9
- exceptiongroup 1.2.2
- executing 2.2.0
- filelock 3.18.0
- fonttools 4.57.0
- griffe 1.7.3
- identify 2.6.10
- idna 3.10
- importlib-metadata 8.6.1
- importlib-resources 6.5.2
- iniconfig 2.1.0
- ipykernel 6.29.5
- ipython 8.18.1
- jedi 0.19.2
- jsonschema 4.23.0
- jsonschema-specifications 2025.4.1
- jupyter-client 8.6.3
- jupyter-core 5.7.2
- kiwisolver 1.4.7
- markdown-it-py 3.0.0
- matplotlib 3.9.4
- matplotlib-inline 0.1.7
- mdurl 0.1.2
- mizani 0.11.4
- mypy-extensions 1.1.0
- nest-asyncio 1.6.0
- nodeenv 1.9.1
- numpy 2.0.2
- packaging 25.0
- pandas 2.2.3
- parso 0.8.4
- pathspec 0.12.1
- patsy 1.0.1
- pexpect 4.9.0
- pillow 11.2.1
- platformdirs 4.3.7
- plotnine 0.13.6
- pluggy 1.5.0
- plum-dispatch 2.5.7
- polars 1.27.1
- pre-commit 4.2.0
- prompt-toolkit 3.0.51
- psutil 7.0.0
- ptyprocess 0.7.0
- pure-eval 0.2.3
- pycparser 2.22
- pydantic 2.11.4
- pydantic-core 2.33.2
- pygments 2.19.1
- pyparsing 3.2.3
- pytest 8.3.5
- python-dateutil 2.9.0.post0
- pytz 2025.2
- pywin32 310
- pyyaml 6.0.2
- pyzmq 26.4.0
- quartodoc 0.9.1
- referencing 0.36.2
- requests 2.32.3
- rich 14.0.0
- rpds-py 0.24.0
- ruff 0.11.8
- scipy 1.13.1
- six 1.17.0
- sphobjinv 2.3.1.2
- stack-data 0.6.3
- statsmodels 0.14.4
- tabulate 0.9.0
- tomli 2.2.1
- tornado 6.4.2
- traitlets 5.14.3
- typing-extensions 4.13.2
- typing-inspection 0.4.0
- tzdata 2025.2
- urllib3 2.4.0
- virtualenv 20.30.0
- watchdog 6.0.0
- wcwidth 0.2.13
- zipp 3.21.0