Hyunji

Split data set to test and validation set (after split data set to training and test set)

1 +# -*- coding: utf-8 -*-
2 +"""split_to_test_validation.ipynb
3 +
4 +Automatically generated by Colaboratory.
5 +
6 +Original file is located at
7 + https://colab.research.google.com/drive/16Rn0IDJTE6vJMOZtafDAI19AvGD9eK4C
8 +"""
9 +
10 +import pandas as pd
11 +from sklearn.model_selection import train_test_split
12 +
13 +dataset_url = '/content/drive/MyDrive/2d-slice-set-networks-for-brain-age-master/data/test0609.csv'
14 +data = pd.read_csv(dataset_url)
15 +print(data.head())
16 +
17 +y = data.age_at_scan
18 +X = data
19 +
20 +X_train, X_test, y_train, y_test = train_test_split(X, y,test_size=0.3333)
21 +print("\nX_train:\n")
22 +print(X_train.head())
23 +print(X_train.shape)
24 +X_train.to_csv('/content/drive/MyDrive/2d-slice-set-networks-for-brain-age-master/data/test0609.csv', index=False)
25 +
26 +print("\nX_test:\n")
27 +print(X_test.head())
28 +print(X_test.shape)
29 +X_test.to_csv('/content/drive/MyDrive/2d-slice-set-networks-for-brain-age-master/data/valid0609.csv', index=False)
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