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Getting started

Nullval a state of the art package for treatment of null values and outliers. Below is the installation and the usage guide for the package.

Details about the package. 1 Python, you can install nullval with pip package manager

Creating a python virtual environment

Before the installation of the package create a virtual environment with the supported python version

we recommend using python version == 3.9.19

conda create --name myenv python=3.9.19

replace myenv with the desired name of your virtual environment

after te virtual environment is created activate the virtual environment using the command

conda activate myenv

if you are using colab or other online based jupter notebooks run the following command below

!wget https://repo.anaconda.com/miniconda/Miniconda3-py39_4.11.0-Linux-x86_64.sh
!chmod +x Miniconda3-py39_4.11.0-Linux-x86_64.sh
!bash ./Miniconda3-py39_4.11.0-Linux-x86_64.sh -b -f -p /usr/local
!rm Miniconda3-py39_4.11.0-Linux-x86_64.sh
!conda update conda
!conda create -n myenv python==3.9.19
%%shell
eval "$(conda shell.bash hook)"
conda activate myenv

Installation Guide

with pip recommended

Nullval is published as a python package and can be installed using Python package and can be installed with pip, ideally by using a virtual environment. Open up a terminal and install Material for MkDocs with:

pip install nullval

This will automatically install compatible versions of all dependencies:

Material for MkDocs always strives to support the latest versions, so there's no need to install those packages separately.

for more information please connect with me on linkedin in github

Connect with me

LinkedIn → linkedin

Tip

If you don't have prior experience with Python, we recommend reading Using Python's pip to Manage Your Projects' Dependencies, which is a really good introduction on the mechanics of Python package management and helps you troubleshoot if you run into errors.

with git

Material for nullval can be directly used from GitHub by cloning the repository into a subfolder of your project root which might be useful if you want to use the very latest version:

git clone https://github.com/Mukullight/nullvalue

  1. This package is useful financial and numerical data and for basic quant stuff. It can used as a wrapper around your api calls to type check if there is any bad data coming. ↩

  2. Note that improvements of existing features are sometimes released as new packages and version are being updated constantly based on the dependencies patch releases of the package maintainers ↩