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vosbs/gist:be5792b59d723591063692eea1ddfd2f

Created April 21, 2020 18:30
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m5000_6
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gistfile6.py
X_dev_minmax = mm_scaler.transform(X_dev[['thickness', 'delta']])
kn = neigh.kneighbors(X_dev_minmax, return_distance=False)
dev = dev.assign(ml_speed=[X_train_clean.loc[i, 'speed'].quantile(0.8) for i in kn])
print(dev.ml_speed.mean() / dev.speed.mean())
dev = dev.assign(I_new=dev['I'] + (dev['ml_speed'] - dev['speed']) * 2000)
dev = dev.assign(I_new_predict=bst.predict(dev[['ml_speed', 'thickness', 'delta']]))
print((dev.loc[:, 'I_new'] > limit).sum() / dev.shape[0])
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