Auto_train_test_splitter
ATTS (Auto Train Test Splitter) splits the given dataframe to train and test taking into account the Concept Drift. It does this with xgboost running in the background.
Calculates roc_auc scores for the given test size values. Creates a dataframe with these values. Provides easier change visibility with chart.
The code is Python 3
Installation
Fast install:
pip install atts
For a manual install get this package:
wget https://github.com/alikula314/att_split/atts/archive/master.zip unzip master.zip rm master.zip cd atts-master
Install the package:
python setup.py install
Example on Red Wine Quality Dataset
pip install atts
from atts.auto_test_splitter import atts
# run module
k = ATTS(df, "quality" , 0.05, 0.50, 0.05)
# get auc_score - test_size dataframe
k.test_sizes_df()
#get the plot
k.test_sizes_plot(800,400)1 maintainer
Metadata
1 maintainer
Release files for atts 0.0.8
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
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| atts-0.0.8.tar.gz | 3.6 kB | Without provenance | Details for atts-0.0.8.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
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| atts-0.0.8-py3-none-any.whl | Python 3 | none | any | Details for atts-0.0.8-py3-none-any.whl |
Total release size: 7.7 kB
Release files / atts-0.0.8.tar.gz
| Download URL | atts-0.0.8.tar.gz |
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| Size | 3.6 kB |
| Tags | Source |
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SHA-256 checksum How to use checksums |
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Release files / atts-0.0.8-py3-none-any.whl
| Download URL | atts-0.0.8-py3-none-any.whl |
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| Size | 4.1 kB |
| Tags | Python 3 |
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