semvec/pypi-packages huggingface dataset:
modelingtools 0.3.1
Tools to make modeling easier - Work in progress
Requires Python: >=3.7

# ModelTools - Work in progress, but what's here should work.
A collection of utility model training and statistical tools. These tools intend to solve problems such as:
* Integrating components of different ML libraries so they can be used together
* Addressing specific shortcomings of specific ML library functions
* Simplify common tasks, such as plots for classifier evaluation

# Bayesian AB Testing

A convenience wrapper for common Bayesian A/B Testing tasks.  
Bayesian AB Testing is base on the use of conjugate prior distributions. A description of common conjugate prior relationships can be found [here](https://en.wikipedia.org/wiki/Conjugate_prior).

The most common use case is when the metric of interest is a measure of K successes in N trials, such as a click-through-rate. Another common use case is a Poisson proccess (k events per interval) such as signups or api traffic per day.

Sample usage:

```python
from modelingtools.testingtools import BayesianABTesting  
data = {  
  "a_trials": 1000,
  "a_successes": 100,
  "b_trials": 2000,
  "b_successes": 201,
}
ab_test_ctr = BayesianABTesting(likelihood_function="binomial", data=data)
result = ab_test_ctr.execute_test(metric="CTR")
```

You can call some static methods to get info:
```python
BayesianABTesting.get_likelihood_options()
BayesianABTesting.get_required_data_fields()
```
py-systems-i 0.1.3
It is a library that connects to IBM Power Systems, with pyodbc and SSH connection.
Requires Python: >=3.4
Keywords: IBM i Access,iSeries,systems i,AS/400

# Systems i Access (Sysi)
It is a client library for access to IBM System i systems with ODBC and SSH.

Features
[x] Support for Python 3.

# Installation of dependencies
Before installing pyodbc you must install the packages from Debian/Ubuntu systems.

1.1  INSTALLING ON DEBIAN-BASED LINUX DISTRIBUTIONS.

```
  sudo apt update
  sudo apt install libpq-dev python3-dev
  sudo apt install python3.5-dev python3.6-dev
  sudo apt install unixodbc-dev
  sudo apt install build-essential python-dev
```
To connect to IBM iSeries systems we will need to download a .deb file, this library can be downloaded from the IBM page https://www.ibm.com/support/pages/ibm-i-access-client-solutions. So let's create an account, log in, and download the IBM i Access for Linux package.

Example installation instructions:
```
  sudo apt install ./ibm-iaccess-1.1.0.15-1.0.ppc64el.deb
```

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

Install py-systems-i.
```python
pip install py-systems-i
```