semvec/pypi-packages huggingface dataset:
pyartemis 0.1.5
A Python package with explanation methods for extraction of feature interactions from predictive models
Requires Python: >=3.8,<4.0
Keywords: interactions,xai,Explainable Artificial Intelligence,explanations,machine learning,iml,Interpretable Machine Learning

# ARTEMIS: A Robust Toolkit of Explanation Methods for Interaction Spotting
A Python package with explanation methods for extraction of feature interactions from predictive models

[![build](https://github.com/pyartemis/artemis/actions/workflows/python-app.yml/badge.svg)](https://github.com/pyartemis/artemis/actions/workflows/python-app.yml)
[![PyPI version](https://badge.fury.io/py/pyartemis.svg)](https://pypi.org/project/pyartemis/)
[![Downloads](https://static.pepy.tech/badge/pyartemis)](https://pepy.tech/project/pyartemis)

## Overview
`artemis` is a **Python** package for data scientists and machine learning practitioners which exposes standardized API for extracting feature interactions from predictive models using a number of different methods described in scientific literature.

The package provides both model-agnostic (no assumption about model structure), and model-specific (e.g., tree-based models) feature interaction methods, as well as other methods that can facilitate and support the analysis and exploration of the predictive model in the context of feature interactions. 

The available methods are suited to tabular data and classification and regression problems. The main functionality is that users are able to scrutinize a wide range of models by examining feature interactions in them by finding the strongest ones (in terms of numerical values of implemented methods) and creating tailored visualizations.

## Documentation
Full documentation is available at [https://pyartemis.github.io/](https://pyartemis.github.io/).

## Installation
Latest released version of the `artemis` package is available on [Python Package Index (PyPI)](https://pypi.org/project/pyartemis/):

```
pip install -U pyartemis
```

The source code and development version is currently hosted on [GitHub](https://github.com/pyartemis/artemis).

***

## Authors

The package was created as a software project associated with the BSc thesis ***Methods for extraction of interactions from predictive models*** in the field of Data Science (pl. *Inżynieria i analiza danych*) at Faculty of Mathematics and Information Science (MiNI), Warsaw University of Technology in cooperation with NASK National Research Institute.  

The authors of the `artemis` package are: 
- [Paweł Fijałkowski](https://github.com/pablo2811)
- [Mateusz Krzyziński](https://github.com/krzyzinskim)
- [Artur Żółkowski](https://github.com/arturzolkowski)

BSc thesis and work on the `artemis` package was supervised by [Przemysław Biecek, PhD, DSc](https://github.com/pbiecek).
plaincities-bracket 0.3
plaincities is a library of places in many languages.
Requires Python: >=3.7


plaincities is a library of places in many languages. It is based on the geonames database.


Installation
------------

.. code-block:: text

    pip install plaincities


Usage
-----

All countries are loaded after initialization but city data has to be loaded explicitly for performance reasons: 

.. code-block:: python

    from plaincities import Countries
    countries = Countries(language='en')
    india = countries['IN']
    india.load_cities()
    kerala = india.states['Kerala']
    kochi = kerala.cities['Kochi']
    (kochi.latitude, kochi.longitude)

.. code-block:: text

   ('9.93988', '76.26022')

You can also load cities during initialization:

.. code-block:: python

    from plaincities import Countries
    countries = Countries(countries_to_load=['IN', 'MX'])
    mexico = countries['MX']
    mexico.load_cities()
    merida = mexico.cities['Mérida']
    merida.timezone.key

.. code-block:: text

   'America/Merida'


or load by continent:

.. code-block:: python

    from plaincities import Countries
    countries = Countries(continents_to_load=['AF'])

or load all the cities on the globe!

.. code-block:: python

    from plaincities import Countries
    countries = Countries(load_all=True)



Switching languages:
====================

.. code-block:: python

    from plaincities import Countries
    countries = Countries(language='zh', countries_to_load=['CN'])
    china = countries['CN']
    beijing = china.cities['北京']
    (china.name, beijing.name, beijing.ascii_name)

.. code-block:: text

   ('中国', '北京', 'Beijing')

Suggestions:

.. code-block:: python

    from plaincities import Countries
    countries = Countries(countries_to_load=['GR'])
    greece = countries['GR']
    list(greece.cities.suggest('Tesaloniki', threshold=0.7))


.. code-block:: text

   ['Heraklion', 'Thessaloniki']



Generating language files
-------------------------

Default installation supports English, Turkish, French, Spanish, Chinese, Russian and Arabic.
You can setup additional languages after the installation.


.. code-block:: python

    from plaincities import generator
    Generator('data', 'new_values').generate_values('cities15000.txt', ['ko'], 'ko')

.. code-block:: python

    from plaincities import Countries
    countries = Countries(countries_to_load=['TH'], path='new_values')
    thailand = countries['TH']
    thailand.name

.. code-block:: text

   '태국'


Contact:
--------

ufuk.kocolu@proton.me
quitaracentos 0.0.3
Remove spanish accents from strings (except ñ)

Remove spanish accents from strings (except ñ). It's just a str translate, but I'm so tired of doing it manually every time. There are other tools, but they are either too complex (regex) or they remove the ñ too (unidecode). More information in/Más información en https://github.com/FerdinandoPH/quitaracentos/
polish-parliament 1.0
A client library for accessing API for Polish Sejm
Requires Python: >=3.8,<4.0

# polish-parliament-python
A client library for accessing API for Polish parliament (Sejm).

## How to install
```shell
pip install polish-parliament
```

### Note
Generated via [openapi-python-client](https://github.com/openapi-generators/openapi-python-client). Basen on [OpenAPI reference, 1.0 version](https://api.sejm.gov.pl/sejm.html#english-documentation).

### License
[MIT](LICENSE)