I have a given text string:
text = """Alice has two apples and bananas. Apples are very healty."""
and a dataframe:
| word |
|---|
| apples |
| bananas |
| company |
I would like to add a column "frequency" which will count occurrences of each word in column "word" in the text.
So the output should be as below:
| word | frequency |
|---|---|
| apples | 2 |
| bananas | 1 |
| company | 0 |
>Solution :
import pandas as pd
df = pd.DataFrame(['apples', 'bananas', 'company'], columns=['word'])
para = "Alice has two apples and bananas. Apples are very healty.".lower()
df['frequency'] = df['word'].apply(lambda x : para.count(x.lower()))
word frequency
0 apples 2
1 bananas 1
2 company 0