Update 'create-dataset.py'

This commit is contained in:
Patryk Gałka 2023-04-19 15:27:00 +02:00
parent 155e4f3dda
commit 9e20a2d989

View File

@ -1,7 +1,35 @@
text = "Hello world"
import pandas
import os
from sklearn.model_selection import train_test_split
CUTOFF = os.environ['CUTOFF']
# READ DATA
video_games = pandas.read_csv('Video_Games_Sales_as_at_22_Dec_2016.csv',
engine='python',
encoding='ISO-8859-1',
sep=',')
# DROP NA FIELDS
video_games = video_games.dropna()
# CUT OFF DATASET TO X LINES
video_games = video_games.sample(CUTOFF)
X, Y = video_games, video_games
# SPLIT BETWEEN DEV, TRAINS, AND TEST
X_train, X_temp, Y_train, Y_temp = train_test_split(X, Y, test_size=0.3, random_state=1)
X_dev, X_test, Y_dev, Y_test = train_test_split(X_temp, Y_temp, test_size=0.3, random_state=1)
X_train.to_csv('X_train.csv', index=False)
X_dev.to_csv('X_dev.csv', index=False)
X_test.to_csv('X_test.csv', index=False)
filename = "file.txt"
with open(filename, "w") as file:
file.write(text)