Reduce the pandas dataframe size automatically.
Project description
downcast
Reduce the pandas dataframe size automatically.
This is the test perform on Jena dataset.
Installation
OS X , Windows & Linux:
pip install downcast
Usage example
This package is used the reduce the dataframe size without affecting the values. It find the max and min value in dataframe columns, based on these values it downcast the datatypes of that columns.
from downcast import reduce
import pandas as pd
# load your dataframe
df = pd.read_csv("PATH")
# reduce the size of dataframe
df = reduce(df)
Development setup
For local development setup
git clone https://github.com/deepak7376/downcast
cd downcast
pip install -r requirements.txt
Release History
- 0.0.8
- CHANGE: added downloads stats
- 0.0.7
- CHANGE: Readme fixed
- 0.0.6
- CHANGE: Tested version
- 0.0.5
- CHANGE: work in progress
Meta
Deepak Yadav – @imdeepak_dky – dky.united@gmail.com
Distributed under the MIT license. See LICENSE
for more information.
https://github.com/deepak7376/downcast/blob/master/LICENSE
Contributing
- Fork it (https://github.com/deepak7376/downcast/fork)
- Create your feature branch (
git checkout -b feature/fooBar
) - Commit your changes (
git commit -am 'Add some fooBar'
) - Push to the branch (
git push origin feature/fooBar
) - Create a new Pull Request
References
https://www.kaggle.com/anshuls235/time-series-forecasting-eda-fe-modelling
Project details
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