Commit 7f040053 authored by Petra's avatar Petra
Browse files

initial commit

parents
import sklearn
print("Hello World!")
print('The scikit-learn version is {}.'.format(sklearn.__version__))
\ No newline at end of file
import pandas as pd
from sklearn import dummy
from sklearn import linear_model
from sklearn import tree
from sklearn.neighbors import KNeighborsRegressor
from sklearn.model_selection import train_test_split
from sklearn import metrics
print("_______________________________________________________________________________")
print("Regression models, train-test validation on regressionAgeHeight.csv. ")
print("_______________________________________________________________________________")
print(""" Load the data """)
csvFileName = r".\Datasets\regressionAgeHeight.csv"
df = pd.read_csv(csvFileName)
print(df.head())
print("data shape: ", df.shape)
# feature_cols = ['Age']
# target_var = 'Height'
#
# X = df[feature_cols].values
# y = df[target_var].values
#
# """ Train-test split """
# X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1) #, random_state=42)
#
# """ Initialize the learners """
# dummy = dummy.DummyRegressor()
# regr = linear_model.LinearRegression()
# reg_tree = tree.DecisionTreeRegressor()
# knn = KNeighborsRegressor(n_neighbors=2)
#
# learner = knn
#
# """" Train and apply """
# learner.fit(X_train, y_train)
# y_pred = learner.predict(X_test)
#
# print ("\n Actual Predicted")
# for i in range(len(y_test)):
# print("{0:6.2f} {1:8.2f}".format(y_test[i], y_pred[i]))
#
# print("Performance:")
# print("MAE \t{0:5.2f}".format( metrics.mean_absolute_error(y_test,y_pred)))
# print("MSE \t{0:5.2f}".format( metrics.mean_squared_error(y_test,y_pred)))
# print("R2 \t{0:5.2f}".format( metrics.r2_score(y_test,y_pred)))
#
buying,maint,doors,persons,lugboot,safety,y
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v-high,v-high,5-more,2,small,low,unacc
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v-high,v-high,5-more,2,big,low,unacc
v-high,v-high,5-more,2,big,med,unacc
v-high,v-high,5-more,2,big,high,unacc
v-high,v-high,5-more,4,small,low,unacc
v-high,v-high,5-more,4,small,med,unacc
v-high,v-high,5-more,4,small,high,unacc
v-high,v-high,5-more,4,med,low,unacc
v-high,v-high,5-more,4,med,med,unacc
v-high,v-high,5-more,4,med,high,unacc
v-high,v-high,5-more,4,big,low,unacc
v-high,v-high,5-more,4,big,med,unacc
v-high,v-high,5-more,4,big,high,unacc
v-high,v-high,5-more,more,small,low,unacc
v-high,v-high,5-more,more,small,med,unacc
v-high,v-high,5-more,more,small,high,unacc
v-high,v-high,5-more,more,med,low,unacc
v-high,v-high,5-more,more,med,med,unacc
v-high,v-high,5-more,more,med,high,unacc
v-high,v-high,5-more,more,big,low,unacc
v-high,v-high,5-more,more,big,med,unacc
v-high,v-high,5-more,more,big,high,unacc
v-high,high,2,2,small,low,unacc
v-high,high,2,2,small,med,unacc
v-high,high,2,2,small,high,unacc
v-high,high,2,2,med,low,unacc
v-high,high,2,2,med,med,unacc
v-high,high,2,2,med,high,unacc
v-high,high,2,2,big,low,unacc
v-high,high,2,2,big,med,unacc
v-high,high,2,2,big,high,unacc
v-high,high,2,4,small,low,unacc
v-high,high,2,4,small,med,unacc
v-high,high,2,4,small,high,unacc
v-high,high,2,4,med,low,unacc
v-high,high,2,4,med,med,unacc
v-high,high,2,4,med,high,unacc
v-high,high,2,4,big,low,unacc
v-high,high,2,4,big,med,unacc
v-high,high,2,4,big,high,unacc
v-high,high,2,more,small,low,unacc
v-high,high,2,more,small,med,unacc
v-high,high,2,more,small,high,unacc
v-high,high,2,more,med,low,unacc
v-high,high,2,more,med,med,unacc
v-high,high,2,more,med,high,unacc
v-high,high,2,more,big,low,unacc
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v-high,high,2,more,big,high,unacc
v-high,high,3,2,small,low,unacc
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v-high,high,3,2,small,high,unacc
v-high,high,3,2,med,low,unacc
v-high,high,3,2,med,med,unacc
v-high,high,3,2,med,high,unacc
v-high,high,3,2,big,low,unacc
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v-high,high,3,2,big,high,unacc
v-high,high,3,4,small,low,unacc
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v-high,high,3,4,small,high,unacc
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v-high,high,3,4,big,high,unacc
v-high,high,3,more,small,low,unacc
v-high,high,3,more,small,med,unacc
v-high,high,3,more,small,high,unacc
v-high,high,3,more,med,low,unacc
v-high,high,3,more,med,med,unacc
v-high,high,3,more,med,high,unacc
v-high,high,3,more,big,low,unacc
v-high,high,3,more,big,med,unacc
v-high,high,3,more,big,high,unacc
v-high,high,4,2,small,low,unacc
v-high,high,4,2,small,med,unacc
v-high,high,4,2,small,high,unacc
v-high,high,4,2,med,low,unacc
v-high,high,4,2,med,med,unacc
v-high,high,4,2,med,high,unacc
v-high,high,4,2,big,low,unacc
v-high,high,4,2,big,med,unacc
v-high,high,4,2,big,high,unacc
v-high,high,4,4,small,low,unacc
v-high,high,4,4,small,med,unacc
v-high,high,4,4,small,high,unacc
v-high,high,4,4,med,low,unacc
v-high,high,4,4,med,med,unacc
v-high,high,4,4,med,high,unacc
v-high,high,4,4,big,low,unacc
v-high,high,4,4,big,med,unacc
v-high,high,4,4,big,high,unacc
v-high,high,4,more,small,low,unacc
v-high,high,4,more,small,med,unacc
v-high,high,4,more,small,high,unacc
v-high,high,4,more,med,low,unacc
v-high,high,4,more,med,med,unacc
v-high,high,4,more,med,high,unacc
v-high,high,4,more,big,low,unacc
v-high,high,4,more,big,med,unacc
v-high,high,4,more,big,high,unacc
v-high,high,5-more,2,small,low,unacc
v-high,high,5-more,2,small,med,unacc
v-high,high,5-more,2,small,high,unacc
v-high,high,5-more,2,med,low,unacc
v-high,high,5-more,2,med,med,unacc
v-high,high,5-more,2,med,high,unacc
v-high,high,5-more,2,big,low,unacc
v-high,high,5-more,2,big,med,unacc
v-high,high,5-more,2,big,high,unacc
v-high,high,5-more,4,small,low,unacc
v-high,high,5-more,4,small,med,unacc
v-high,high,5-more,4,small,high,unacc
v-high,high,5-more,4,med,low,unacc
v-high,high,5-more,4,med,med,unacc
v-high,high,5-more,4,med,high,unacc
v-high,high,5-more,4,big,low,unacc
v-high,high,5-more,4,big,med,unacc
v-high,high,5-more,4,big,high,unacc
v-high,high,5-more,more,small,low,unacc
v-high,high,5-more,more,small,med,unacc
v-high,high,5-more,more,small,high,unacc
v-high,high,5-more,more,med,low,unacc
v-high,high,5-more,more,med,med,unacc
v-high,high,5-more,more,med,high,unacc
v-high,high,5-more,more,big,low,unacc
v-high,high,5-more,more,big,med,unacc
v-high,high,5-more,more,big,high,unacc
v-high,med,2,2,small,low,unacc
v-high,med,2,2,small,med,unacc
v-high,med,2,2,small,high,unacc
v-high,med,2,2,med,low,unacc
v-high,med,2,2,med,med,unacc
v-high,med,2,2,med,high,unacc
v-high,med,2,2,big,low,unacc
v-high,med,2,2,big,med,unacc
v-high,med,2,2,big,high,unacc
v-high,med,2,4,small,low,unacc
v-high,med,2,4,small,med,unacc
v-high,med,2,4,small,high,acc
v-high,med,2,4,med,low,unacc
v-high,med,2,4,med,med,unacc
v-high,med,2,4,med,high,acc
v-high,med,2,4,big,low,unacc
v-high,med,2,4,big,med,acc
v-high,med,2,4,big,high,acc
v-high,med,2,more,small,low,unacc
v-high,med,2,more,small,med,unacc
v-high,med,2,more,small,high,unacc
v-high,med,2,more,med,low,unacc
v-high,med,2,more,med,med,unacc
v-high,med,2,more,med,high,acc
v-high,med,2,more,big,low,unacc
v-high,med,2,more,big,med,acc
v-high,med,2,more,big,high,acc
v-high,med,3,2,small,low,unacc
v-high,med,3,2,small,med,unacc
v-high,med,3,2,small,high,unacc
v-high,med,3,2,med,low,unacc
v-high,med,3,2,med,med,unacc
v-high,med,3,2,med,high,unacc
v-high,med,3,2,big,low,unacc
v-high,med,3,2,big,med,unacc
v-high,med,3,2,big,high,unacc
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v-high,med,3,4,small,med,unacc
v-high,med,3,4,small,high,acc
v-high,med,3,4,med,low,unacc
v-high,med,3,4,med,med,unacc
v-high,med,3,4,med,high,acc
v-high,med,3,4,big,low,unacc
v-high,med,3,4,big,med,acc
v-high,med,3,4,big,high,acc
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v-high,med,3,more,small,med,unacc
v-high,med,3,more,small,high,acc
v-high,med,3,more,med,low,unacc
v-high,med,3,more,med,med,acc
v-high,med,3,more,med,high,acc
v-high,med,3,more,big,low,unacc
v-high,med,3,more,big,med,acc
v-high,med,3,more,big,high,acc
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v-high,med,4,2,small,med,unacc
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v-high,med,4,2,med,low,unacc
v-high,med,4,2,med,med,unacc
v-high,med,4,2,med,high,unacc
v-high,med,4,2,big,low,unacc
v-high,med,4,2,big,med,unacc
v-high,med,4,2,big,high,unacc
v-high,med,4,4,small,low,unacc
v-high,med,4,4,small,med,unacc
v-high,med,4,4,small,high,acc
v-high,med,4,4,med,low,unacc
v-high,med,4,4,med,med,acc
v-high,med,4,4,med,high,acc
v-high,med,4,4,big,low,unacc
v-high,med,4,4,big,med,acc
v-high,med,4,4,big,high,acc
v-high,med,4,more,small,low,unacc
v-high,med,4,more,small,med,unacc
v-high,med,4,more,small,high,acc
v-high,med,4,more,med,low,unacc
v-high,med,4,more,med,med,acc
v-high,med,4,more,med,high,acc
v-high,med,4,more,big,low,unacc
v-high,med,4,more,big,med,acc
v-high,med,4,more,big,high,acc
v-high,med,5-more,2,small,low,unacc
v-high,med,5-more,2,small,med,unacc
v-high,med,5-more,2,small,high,unacc
v-high,med,5-more,2,med,low,unacc
v-high,med,5-more,2,med,med,unacc
v-high,med,5-more,2,med,high,unacc
v-high,med,5-more,2,big,low,unacc
v-high,med,5-more,2,big,med,unacc
v-high,med,5-more,2,big,high,unacc
v-high,med,5-more,4,small,low,unacc
v-high,med,5-more,4,small,med,unacc
v-high,med,5-more,4,small,high,acc
v-high,med,5-more,4,med,low,unacc
v-high,med,5-more,4,med,med,acc
v-high,med,5-more,4,med,high,acc
v-high,med,5-more,4,big,low,unacc
v-high,med,5-more,4,big,med,acc
v-high,med,5-more,4,big,high,acc
v-high,med,5-more,more,small,low,unacc
v-high,med,5-more,more,small,med,unacc
v-high,med,5-more,more,small,high,acc
v-high,med,5-more,more,med,low,unacc
v-high,med,5-more,more,med,med,acc
v-high,med,5-more,more,med,high,acc
v-high,med,5-more,more,big,low,unacc
v-high,med,5-more,more,big,med,acc
v-high,med,5-more,more,big,high,acc
v-high,low,2,2,small,low,unacc
v-high,low,2,2,small,med,unacc
v-high,low,2,2,small,high,unacc
v-high,low,2,2,med,low,unacc
v-high,low,2,2,med,med,unacc
v-high,low,2,2,med,high,unacc
v-high,low,2,2,big,low,unacc
v-high,low,2,2,big,med,unacc
v-high,low,2,2,big,high,unacc
v-high,low,2,4,small,low,unacc
v-high,low,2,4,small,med,unacc
v-high,low,2,4,small,high,acc
v-high,low,2,4,med,low,unacc
v-high,low,2,4,med,med,unacc
v-high,low,2,4,med,high,acc
v-high,low,2,4,big,low,unacc
v-high,low,2,4,big,med,acc
v-high,low,2,4,big,high,acc
v-high,low,2,more,small,low,unacc
v-high,low,2,more,small,med,unacc
v-high,low,2,more,small,high,unacc
v-high,low,2,more,med,low,unacc
v-high,low,2,more,med,med,unacc
v-high,low,2,more,med,high,acc
v-high,low,2,more,big,low,unacc
v-high,low,2,more,big,med,acc
v-high,low,2,more,big,high,acc
v-high,low,3,2,small,low,unacc
v-high,low,3,2,small,med,unacc
v-high,low,3,2,small,high,unacc
v-high,low,3,2,med,low,unacc
v-high,low,3,2,med,med,unacc
v-high,low,3,2,med,high,unacc
v-high,low,3,2,big,low,unacc
v-high,low,3,2,big,med,unacc
v-high,low,3,2,big,high,unacc
v-high,low,3,4,small,low,unacc
v-high,low,3,4,small,med,unacc
v-high,low,3,4,small,high,acc
v-high,low,3,4,med,low,unacc
v-high,low,3,4,med,med,unacc
v-high,low,3,4,med,high,acc
v-high,low,3,4,big,low,unacc
v-high,low,3,4,big,med,acc
v-high,low,3,4,big,high,acc
v-high,low,3,more,small,low,unacc
v-high,low,3,more,small,med,unacc
v-high,low,3,more,small,high,acc
v-high,low,3,more,med,low,unacc
v-high,low,3,more,med,med,acc
v-high,low,3,more,med,high,acc
v-high,low,3,more,big,low,unacc
v-high,low,3,more,big,med,acc
v-high,low,3,more,big,high,acc
v-high,low,4,2,small,low,unacc
v-high,low,4,2,small,med,unacc
v-high,low,4,2,small,high,unacc
v-high,low,4,2,med,low,unacc
v-high,low,4,2,med,med,unacc
v-high,low,4,2,med,high,unacc
v-high,low,4,2,big,low,unacc
v-high,low,4,2,big,med,unacc
v-high,low,4,2,big,high,unacc
v-high,low,4,4,small,low,unacc
v-high,low,4,4,small,med,unacc
v-high,low,4,4,small,high,acc
v-high,low,4,4,med,low,unacc
v-high,low,4,4,med,med,acc
v-high,low,4,4,med,high,acc
v-high,low,4,4,big,low,unacc
v-high,low,4,4,big,med,acc
v-high,low,4,4,big,high,acc
v-high,low,4,more,small,low,unacc
v-high,low,4,more,small,med,unacc
v-high,low,4,more,small,high,acc
v-high,low,4,more,med,low,unacc
v-high,low,4,more,med,med,acc
v-high,low,4,more,med,high,acc
v-high,low,4,more,big,low,unacc
v-high,low,4,more,big,med,acc
v-high,low,4,more,big,high,acc
v-high,low,5-more,2,small,low,unacc
v-high,low,5-more,2,small,med,unacc
v-high,low,5-more,2,small,high,unacc
v-high,low,5-more,2,med,low,unacc
v-high,low,5-more,2,med,med,unacc
v-high,low,5-more,2,med,high,unacc
v-high,low,5-more,2,big,low,unacc
v-high,low,5-more,2,big,med,unacc
v-high,low,5-more,2,big,high,unacc
v-high,low,5-more,4,small,low,unacc
v-high,low,5-more,4,small,med,unacc
v-high,low,5-more,4,small,high,acc
v-high,low,5-more,4,med,low,unacc
v-high,low,5-more,4,med,med,acc
v-high,low,5-more,4,med,high,acc
v-high,low,5-more,4,big,low,unacc
v-high,low,5-more,4,big,med,acc
v-high,low,5-more,4,big,high,acc
v-high,low,5-more,more,small,low,unacc
v-high,low,5-more,more,small,med,unacc
v-high,low,5-more,more,small,high,acc
v-high,low,5-more,more,med,low,unacc
v-high,low,5-more,more,med,med,acc
v-high,low,5-more,more,med,high,acc
v-high,low,5-more,more,big,low,unacc
v-high,low,5-more,more,big,med,acc
v-high,low,5-more,more,big,high,acc
high,v-high,2,2,small,low,unacc
high,v-high,2,2,small,med,unacc
high,v-high,2,2,small,high,unacc
high,v-high,2,2,med,low,unacc
high,v-high,2,2,med,med,unacc
high,v-high,2,2,med,high,unacc
high,v-high,2,2,big,low,unacc
high,v-high,2,2,big,med,unacc
high,v-high,2,2,big,high,unacc
high,v-high,2,4,small,low,unacc
high,v-high,2,4,small,med,unacc
high,v-high,2,4,small,high,unacc
high,v-high,2,4,med,low,unacc
high,v-high,2,4,med,med,unacc
high,v-high,2,4,med,high,unacc
high,v-high,2,4,big,low,unacc
high,v-high,2,4,big,med,unacc
high,v-high,2,4,big,high,unacc
high,v-high,2,more,small,low,unacc
high,v-high,2,more,small,med,unacc
high,v-high,2,more,small,high,unacc
high,v-high,2,more,med,low,unacc
high,v-high,2,more,med,med,unacc
high,v-high,2,more,med,high,unacc
high,v-high,2,more,big,low,unacc
high,v-high,2,more,big,med,unacc
high,v-high,2,more,big,high,unacc
high,v-high,3,2,small,low,unacc
high,v-high,3,2,small,med,unacc
high,v-high,3,2,small,high,unacc
high,v-high,3,2,med,low,unacc
high,v-high,3,2,med,med,unacc
high,v-high,3,2,med,high,unacc
high,v-high,3,2,big,low,unacc
high,v-high,3,2,big,med,unacc
high,v-high,3,2,big,high,unacc
high,v-high,3,4,small,low,unacc
high,v-high,3,4,small,med,unacc
high,v-high,3,4,small,high,unacc
high,v-high,3,4,med,low,unacc
high,v-high,3,4,med,med,unacc
high,v-high,3,4,med,high,unacc
high,v-high,3,4,big,low,unacc
high,v-high,3,4,big,med,unacc
high,v-high,3,4,big,high,unacc
high,v-high,3,more,small,low,unacc
high,v-high,3,more,small,med,unacc
high,v-high,3,more,small,high,unacc
high,v-high,3,more,med,low,unacc
high,v-high,3,more,med,med,unacc
high,v-high,3,more,med,high,unacc
high,v-high,3,more,big,low,unacc
high,v-high,3,more,big,med,unacc
high,v-high,3,more,big,high,unacc
high,v-high,4,2,small,low,unacc
high,v-high,4,2,small,med,unacc
high,v-high,4,2,small,high,unacc
high,v-high,4,2,med,low,unacc
high,v-high,4,2,med,med,unacc
high,v-high,4,2,med,high,unacc
high,v-high,4,2,big,low,unacc
high,v-high,4,2,big,med,unacc
high,v-high,4,2,big,high,unacc
high,v-high,4,4,small,low,unacc
high,v-high,4,4,small,med,unacc
high,v-high,4,4,small,high,unacc
high,v-high,4,4,med,low,unacc
high,v-high,4,4,med,med,unacc
high,v-high,4,4,med,high,unacc
high,v-high,4,4,big,low,unacc
high,v-high,4,4,big,med,unacc
high,v-high,4,4,big,high,unacc
high,v-high,4,more,small,low,unacc
high,v-high,4,more,small,med,unacc
high,v-high,4,more,small,high,unacc
high,v-high,4,more,med,low,unacc
high,v-high,4,more,med,med,unacc
high,v-high,4,more,med,high,unacc
high,v-high,4,more,big,low,unacc
high,v-high,4,more,big,med,unacc
high,v-high,4,more,big,high,unacc
high,v-high,5-more,2,small,low,unacc
high,v-high,5-more,2,small,med,unacc
high,v-high,5-more,2,small,high,unacc
high,v-high,5-more,2,med,low,unacc
high,v-high,5-more,2,med,med,unacc
high,v-high,5-more,2,med,high,unacc
high,v-high,5-more,2,big,low,unacc
high,v-high,5-more,2,big,med,unacc
high,v-high,5-more,2,big,high,unacc
high,v-high,5-more,4,small,low,unacc
high,v-high,5-more,4,small,med,unacc
high,v-high,5-more,4,small,high,unacc
high,v-high,5-more,4,med,low,unacc
high,v-high,5-more,4,med,med,unacc
high,v-high,5-more,4,med,high,unacc
high,v-high,5-more,4,big,low,unacc
high,v-high,5-more,4,big,med,unacc
high,v-high,5-more,4,big,high,unacc
high,v-high,5-more,more,small,low,unacc
high,v-high,5-more,more,small,med,unacc
high,v-high,5-more,more,small,high,unacc
high,v-high,5-more,more,med,low,unacc
high,v-high,5-more,more,med,med,unacc
high,v-high,5-more,more,med,high,unacc
high,v-high,5-more,more,big,low,unacc
high,v-high,5-more,more,big,med,unacc
high,v-high,5-more,more,big,high,unacc
high,high,2,2,small,low,unacc
high,high,2,2,small,med,unacc
high,high,2,2,small,high,unacc
high,high,2,2,med,low,unacc
high,high,2,2,med,med,unacc
high,high,2,2,med,high,unacc
high,high,2,2,big,low,unacc
high,high,2,2,big,med,unacc
high,high,2,2,big,high,unacc
high,high,2,4,small,low,unacc
high,high,2,4,small,med,unacc
high,high,2,4,small,high,acc
high,high,2,4,med,low,unacc
high,high,2,4,med,med,unacc
high,high,2,4,med,high,acc
high,high,2,4,big,low,unacc
high,high,2,4,big,med,acc
high,high,2,4,big,high,acc
high,high,2,more,small,low,unacc
high,high,2,more,small,med,unacc
high,high,2,more,small,high,unacc
high,high,2,more,med,low,unacc
high,high,2,more,med,med,unacc
high,high,2,more,med,high,acc
high,high,2,more,big,low,unacc
high,high,2,more,big,med,acc
high,high,2,more,big,high,acc
high,high,3,2,small,low,unacc
high,high,3,2,small,med,unacc
high,high,3,2,small,high,unacc
high,high,3,2,med,low,unacc
high,high,3,2,med,med,unacc
high,high,3,2,med,high,unacc
high,high,3,2,big,low,unacc
high,high,3,2,big,med,unacc
high,high,3,2,big,high,unacc
high,high,3,4,small,low,unacc
high,high,3,4,small,med,unacc
high,high,3,4,small,high,acc
high,high,3,4,med,low,unacc
high,high,3,4,med,med,unacc
high,high,3,4,med,high,acc
high,high,3,4,big,low,unacc
high,high,3,4,big,med,acc
high,high,3,4,big,high,acc
high,high,3,more,small,low,unacc
high,high,3,more,small,med,unacc
high,high,3,more,small,high,acc
high,high,3,more,med,low,unacc
high,high,3,more,med,med,acc
high,high,3,more,med,high,acc
high,high,3,more,big,low,unacc
high,high,3,more,big,med,acc
high,high,3,more,big,high,acc
high,high,4,2,small,low,unacc
high,high,4,2,small,med,unacc
high,high,4,2,small,high,unacc
high,high,4,2,med,low,unacc
high,high,4,2,med,med,unacc
high,high,4,2,med,high,unacc
high,high,4,2,big,low,unacc
high,high,4,2,big,med,unacc
high,high,4,2,big,high,unacc