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python ValueError 'input contains NaN'

This is the code cell from my program where I am facing an error. Dataset used for the program is twitter.csv.

x = np.array(df["tweet"])
y = np.array(df["labels"])

cv = CountVectorizer()
x = cv.fit_transform(x)
x_train, x_test, y_train, y_test = train_test_split(x,y, test_size= 0.25, random_state= 42)
clf = DecisionTreeClassifier()
clf.fit(x_train,y_train) 

Error occured is:

ValueError                                Traceback (most recent call last)
Cell In[52], line 8
      6 x_train, x_test, y_train, y_test = train_test_split(x,y, test_size= 0.25, random_state= 42)
      7 clf = DecisionTreeClassifier()
----> 8 clf.fit(x_train,y_train)

File ~\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\LocalCache\local-packages\Python310\site-packages\sklearn\tree\_classes.py:889, in DecisionTreeClassifier.fit(self, X, y, sample_weight, check_input)
    859 def fit(self, X, y, sample_weight=None, check_input=True):
    860     """Build a decision tree classifier from the training set (X, y).
    861 
    862     Parameters
   (...)
    886         Fitted estimator.
    887     """
--> 889     super().fit(
    890         X,
    891         y,
    892         sample_weight=sample_weight,
    893         check_input=check_input,
    894     )
    895     return self

File ~\AppData\Local\Packages\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\LocalCache\local-packages\Python310\site-packages\sklearn\tree\_classes.py:186, in BaseDecisionTree.fit(self, X, y, sample_weight, check_input)
    184 check_X_params = dict(dtype=DTYPE, accept_sparse="csc")
...
--> 111         raise ValueError("Input contains NaN")
    113 # We need only consider float arrays, hence can early return for all else.
    114 if X.dtype.kind not in "fc":

ValueError: Input contains NaN

As it is shown as input contains NaN. And I tried some of the methods shown online like fill(0), but it did not work.

What changes do I need to do to clear this error?



source https://stackoverflow.com/questions/76301529/python-valueerror-input-contains-nan

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