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ValueError: Shape of passed values is (1,), indices imply (2,)

I have a train-test split as described in the following section
Dataset :
X_train, X_test = train_test_split(X, y, test_size=0.33, random_state=0)

Model :
The sklearn model selection is done on this model. The model is built as follows :
model = linear_model.LinearRegression()
model.fit(X_train, y_train)

Its fit cost me :
ValueError: Shapes of x and y should be equal, but are 1 and 7 respectively

Which is clear. Nevertheless I can see in the documentation that I am missing something. The only difference I see is that I have 7 labeled values rather than 1. The dataset is also very small. Is it natural that python would treat the individual features rather than the whole vector as the independent ones?

A:

Two things:

You’re using a linear regression on a 1-d dataset. Why is that? Try using regression trees (builtin sklearn).
X_train, X_test = train_test_split(X, y, test_size=0.33, random_state=0)

This code splits your data in two subsets, X_train and X_test, but you then use the training data for model.fit(). So the model is learning the distribution of X in your training data. That is, it has to learn the relationship between features and labels.

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