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klarEDA / klar-EDA

A python library for automated exploratory data analysis
https://klareda.github.io/klar-EDA/
MIT License
17 stars 22 forks source link
csv csv-data-preprocessing csv-data-visualization csv-preprocessing csv-visualization data-preprocessing data-visualization exploratory-analysis image image-data-preprocessing image-preprocessing image-processing image-visualization klar-eda python-library

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klar-eda

A python library for automated exploratory data analysis

Overview

Documentation - https://klareda.github.io/klar-EDA/

Presentation - https://youtu.be/FsDV6a-L-wo

The library aims to ease the data exploration and preprocessing steps and provide a smart and automated technique for exploratory analysis of the data

The library consists of the following modules

Usage

You can install the test version of the library by the below command::

$ pip3 install -i https://test.pypi.org/simple/ klar-eda

The above-mentioned modules can be used as below::

>>> import klar_eda

CSV Data Visualization

>>> from klar_eda.visualization import visualize_csv

>>> visualize_csv(<csv-file-path>) 

OR

>>> visualize_csv(<data-frame>)

CSV Data Preprocessing

>>> from klar_eda.preprocessing import preprocess_csv

>>> preprocess_csv(<csv-file-path>) 

OR

>>> preprocess_csv(<data-frame>)

Image Data Visualization

>>> from klar_eda.visualization import visualize_images

>>> ds = tfds.load('cifar10', split='train', as_supervised=True)
>>> images = []
>>> labels = []
>>> for image, label in tfds.as_numpy(ds):
        h = randint(24, 56)
        w = randint(24, 56)
        image = cv2.resize(image, (w, h))
        images.append(image)
        labels.append(label)

>>> visualize_images(images, labels)

Image Data Preprocessing

>>> from klar_eda.preprocessing import preprocess_images

>>> preprocess_images(<images-folder-path>)

If you liked our project, it would be really helpful if you could share this project with others.

Contributing

For contributing to this project, feel free to clone the repository::

git clone https://github.com/klarEDA/klar-EDA.git

For installing the necessary packages, run the below command::

$ pip3 install -r requirement.txt

Documentation

To test the documentation in local::

$ cd docsource/
$ make html

To push the latest documentation in github::

$ cd docsource/
$ make github

License

klar-eda is released under the MIT license.

Please feel free to contact us for any issues OR for discussion of future scope of the library at contact.klareda@gmail.com

Owners

Ashish Kshirsagar Rishabh Agarwal Sayali Deshpande Ishaan Ballal

References

https://test.pypi.org/project/klar-eda/