Need help with the error NameError: name 'countVectorizer' is not defined in PyCharm
I am trying to execute the FEATURE EXTRACTION code from this source https://github.com/chdoig/pytexas2015-ml
File Name: 1-Feature_extraction.ipynb
import numpy as np
import pandas as pd
train_data = pd.read_csv('labeledTrainData.tsv',sep='\t')
print(train_data)
print(train_data.iloc[1].review)
test_data = pd.read_csv('testData.tsv',sep = '\t')
print(test_data)
import matplotlib.pyplot as plt
import seaborn as sns
train_data['review_len'] = train_data.review.apply(len)
len_pl = plt.hist(train_data.review_len.values)
plt.show(len_pl)
#describe negative reviews
print(train_data[train_data.sentiment==0].describe())
print(train_data[train_data.sentiment==1].describe())
#inspecting outliers
print(train_data[train_data.review_len==52].review.all())
print(train_data[train_data.review_len==13708].review.all())
#word exrtaction
from sklearn.feature_extraction.text import CountVectorizer
vocab = ['awesome', 'terrible']
simple_vectorizer = countVectorizer(vocabulary=vocab)
bow = simple_vectorizer.fit_transform(train_data.review).todense()
print(bow)
Error/Warning: C:\Users\hi\PycharmProjects\Practice2\venv\Scripts\python.exe C:/Users/hi/PycharmProjects/Practice2/P1.py C:\Users\hi\PycharmProjects\Practice2\venv\lib\site-packages\sklearn\externals\joblib\externals\cloudpickle\cloudpickle.py:47: DeprecationWarning: the imp module is deprecated in favour of importlib; see the module's documentation for alternative uses import imp Traceback (most recent call last): File "C:/Users/hi/PycharmProjects/Practice2/P1.py", line 32, in simple_vectorizer = countVectorizer(vocabulary=vocab) NameError: name 'countVectorizer' is not defined
Process finished with exit code 1
You are importing CountVectorizer but referencing countVectorizer.