Metadata-Version: 2.1
Name: insolver
Version: 0.4.dev3
Summary: Mindset insurance scoring
Home-page: https://github.com/MindSetLib/MS-InsuranceScoring
Author: Mindset
Author-email: request@mind-set.ru
License: MIT
Keywords: ML insurance scoring
Platform: UNKNOWN
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: MIT License
Requires-Python: >=3.6
Description-Content-Type: text/markdown
Requires-Dist: numpy
Requires-Dist: pandas
Requires-Dist: xgboost
Requires-Dist: lightgbm
Requires-Dist: catboost
Requires-Dist: hyperopt
Requires-Dist: scikit-learn
Requires-Dist: pdpbox
Requires-Dist: pyodbc
Requires-Dist: kaleido
Requires-Dist: requests
Requires-Dist: requests-cache
Requires-Dist: plotly
Requires-Dist: seaborn
Requires-Dist: shap
Requires-Dist: geocoder
Requires-Dist: h2o
Requires-Dist: flask
Requires-Dist: fastapi
Requires-Dist: uvicorn
Requires-Dist: pydantic
Requires-Dist: gunicorn

# Insolver

Mindset insurance scoring - product repository

## Installation:

```shell
pip install "git+ssh://git@github.com/MindSetLib/MS-InsuranceScoring.git"
```
### Post-install cavets:

To fix displaying plotly figs in jyputerlab install:
```shell
jupyter labextension install jupyterlab-plotly
```

In case of problem with `pyodbc` you may need to install:
```shell
sudo apt install unixodbc-dev
```


## Quickstart:

```python
# short example
```

## Examples:

- [private motor French insurer dataset](https://github.com/MindSetLib/MS-InsuranceScoring/blob/master/examples/Insolver_FreMPL.ipynb)
- [US  traffic accident dataset](https://github.com/MindSetLib/MS-InsuranceScoring/blob/master/examples/Insolver_US_Accidents.ipynb)

## Documentation:

will be here soon

## Supported libraries:

Libs:
- sklearn
- H2O

Boosting models:
- XGBoost
- LightGBM
- CatBoost

Model interpretation:
- shap plots

Serving (REST-API):
- flask
- fastapi


### Run tests:
```shell
python -m pytest
```

tests with coverage:
```shell
python -m pytest --cov=insolver; coverage html; xdg-open htmlcov/index.html
```


## Contributing to Insolver:

Please, feel free to open an issue or/and suggest PR, if you find any bugs or any enhancements.

[link to CONTRIBUTING.md]()


