semvec/pypi-packages huggingface dataset:
MASA 1.6
Statistical package focused on linear regression and statistical testing.
License: MIT

## **Overview**

This repository is a statistical software package written in Cython focused on statistical testing and Linear Regression. The linear algebra for solving the OLS equation and statistical formulas are all coded from scratch.

My Auto Linear Transformation (ALTOLS) algorithm, a variant on the traditional OLS, is also included in this package. While the traditional OLS approach assumes all continuous independent variables have a linear relationship with the response variable, this automatically tests for non linear relationships to see if this leads to an improvement in model performance (Adjusted R2). 

All functions only accept numpy array type objects. Full documentation is available in the package with the help command. A sample jupyter notebook and dataset are included in the "Sample Notebook and Data" folder on GitHub.

## **Installation**

* 1. Just pip install and go from there!   **pip install MASA**
json-sett 0.0.0
load and save settings from/ to a json file
License: MIT
Keywords: json,settings

# json-sett
Read settings from and save them to a json file.

## Requirements
- json-convenience

## Install
install using pip: ```python -m pip install json-sett```

## Usage
- import the 'Settings' class: ```from json_sett import Settings```  
- initialize it: ```my_settings = Settings(file=<your_file_path>```  
- then access your settings as attributes of the 'my_settings' object:  
    say your json file contains the key 'settingA' you can access its value like that: ```my_settings.settingA```
- change the value of a setting like that: ```my_settings.settingA = <your_new_value>```  
    this will NOT save that value to the file
- to save all settings use: ```my_settings.save()```

## File restrictions
The settings must all be at the top level in the json file.  
This is a valid example:
```json
{
  "settingA": "valueA",
  "settingB": 14
}
```
This is an invalid example:
```json
{
  "settingA": "valueA",
  "settingB": {
    "settingC": true
  }
}
```
Adding support for the invalid example e.g. being able to order settings in groups would be nice.
Might do that some time.