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How to Check Column Nulls and Replace: Pandas

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Here is a post that shows how to count Nulls and replace them with the value you want in the Pandas Dataframe. We have explained the process in two steps - Counting and Replacing the Null values. Count null values (column-wise) in Pandas ## count null values column-wise null_counts = df.isnull(). sum() print(null_counts) ``` Output: ``` Column1    1 Column2    1 Column3    5 dtype: int64 ``` In the above code, we first create a sample Pandas DataFrame `df` with some null values. Then, we use the `isnull()` function to create a DataFrame of the same shape as `df`, where each element is a boolean value indicating whether that element is null or not. Finally, we use the `sum()` function to count the number of null values in each column of the resulting DataFrame. The output shows the count of null values column-wise. to count null values column-wise: ``` df.isnull().sum() ``` ##Code snippet to count null values row-wise: ``` df.isnull().sum(axis=1) ``` In the above code, `df` is the Panda
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How to Fix a Byte-like Object is Required in Python

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Here is a way to fix TypeError: a bytes-like object is required, not 'str.' The error occurs while writing a file due to incorrect usage of the file mode. Below, you'll see how to solve this error.

Byte-like Object


Python Open File in Write Mode


Here's a way to open files in write mode. The "wb" mode's purpose is to write input to a file. If the file does not exist, it creates one.  


After executing it, it throws an error highlighted in red. The file mode causes to error. Below, you'll see how to fix it and the details.

a=open("file1.txt", 'wb')

b=a.write('I am writing data to a file!')

print(b)



Traceback (most recent call last):

 File "main.py", line 2, in <module>

  b=a.write('I am writing data to a file!')

TypeError: a bytes-like object is required, not 'str'


** Process exited - Return Code: 1 **

Press Enter to exit terminal



How to Fix the Error


You can write data to a file in two ways a string or bytes. The mode you have chosen here is "wb." Which means it allows only binary data. You have attempted to write string data. This causes the error.



Way 1:


Chnage the file mode to "W." Then it will run without the error.


a=open("file1.txt", mode="w" )

a.write("I am writing data to a file!")

a=open("file1.txt", mode="r" )

c=a.read()

print(c)


I am writing data to a file!


** Process exited - Return Code: 0 **

Press Enter to exit terminal



Way 2:


Keep the same file mode. And supply binary input. 


a=open("file1.txt", mode="wb" )

a.write(b'I am writing data to a file!')

a=open("file1.txt", mode="r" )

c=a.read()

print(c)


I am writing data to a file!


** Process exited - Return Code: 0 **

Press Enter to exit terminal


The outline is you can fix the error [bytes-like object is required] using the above two methods in Python.



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