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Asked: 10 months agoIn: Programming

Merging two dataframes with pd.NA in merge column yields TypeError: boolean value of NA is ambiguous.

pchamp007 Begginer

I recently started learning Python and I am trying to merge two dataframes using `pd.merge()`. I have a column in both dataframes with some missing values represented as `NaN`. However, when I try to merge the two dataframes using the ...Read more

I recently started learning Python and I am trying to merge two dataframes using `pd.merge()`. I have a column in both dataframes with some missing values represented as `NaN`. However, when I try to merge the two dataframes using the column with `NaN` values, I get a `TypeError: Cannot compare types ‘ndarray(dtype=bool)’ and ‘str’`.
Here is my code:

import pandas as pd
df1 = pd.DataFrame({
'id': [1, 2, 3, 4, 5],
'name': ['John', 'Alice', 'Bob', 'Charlie', 'David'],
'age': [30, 25, 35, 20, 28],
'gender': ['M', 'F', 'M', 'M', 'M'],
'city': ['New York', 'London', 'Paris', 'Tokyo', 'Sydney'],
'hobby': ['Reading', 'Dancing', 'Painting', 'Running', 'Singing']
})
df2 = pd.DataFrame({
'id': [1, 2, 6, 7, 8],
'name': ['John', 'Alice', 'Eva', 'Frank', 'Grace'],
'age': [30, 25, 40, 50, 45],
'gender': ['M', 'F', 'F', 'M', 'F'],
'city': ['New York', 'London', 'Toronto', 'San Francisco', 'Berlin'],
'hobby': [NaN, 'Dancing', 'Swimming', 'Chess', 'Travelling']
})
merged_df = pd.merge(df1, df2, on='id')

Can anyone help me understand why I am getting this error and how can I merge two dataframes with `NaN` values in the merge column? I would really appreciate any help as I am stuck on this problem for a while now. Thank you in advance!

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booleandataframesmergeNaNpandastypeerror
  1. utxpiv_ Begginer
    Added an answer about 2 weeks ago

    The error "libpng warning iccp known incorrect sRGB profile" usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile. Sometimes this error is alRead more

    The error “libpng warning iccp known incorrect sRGB profile” usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile.
    Sometimes this error is also generated because the image is missing a profile, so to fix this, you can set the color profile of your image before saving it. This can be done using a photo editing software or command-line tools like ImageMagick.
    In my personal experience, I had encountered this error while working on a web project. I had to make sure that all the images used on my website were optimized and saved with the correct color profile. This helps in reducing the page load time while maintaining the color quality of the images.
    To troubleshoot this error, it is also recommended to check if your code is properly handling the image files and loading them in the correct format. Sometimes, the issue may not be with the image itself but with the way it is being processed and loaded. By following these steps and practices, you can avoid this error and ensure that all the images on your website or application are displayed correctly.

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  • 1 Answer
  • 1k Views
Asked: 1 year agoIn: Programming

Pandas error in Python: Columns must be same length as key

christian_leonardo_7 Teacher

I have been working on a Python project where I am importing a CSV file into a pandas dataframe using the read_csv() function. Lately, I have been encountering an error that states “ValueError: Length of values does not match length ...Read more

I have been working on a Python project where I am importing a CSV file into a pandas dataframe using the read_csv() function. Lately, I have been encountering an error that states “ValueError: Length of values does not match length of index”.
After some research, I understand that the error is related to the length or number of columns being different between the CSV file and the dataframe. I have tried using various parameters like delim_whitespace, delimiter or sep to correctly set the delimiters, but without success. Below is a sample of my code:

import pandas as pd
df = pd.read_csv('data.csv', sep=',')
df.head()

The error I am getting is:

ValueError: Length of values does not match length of index

I have also tried to count the number of columns in my CSV file using the following code:

import csv
with open('data.csv', 'r') as csvfile:
data = csv.reader(csvfile)
row = next(data)
print(len(row))

and I am getting 8 as the number of columns. But when I run the following code to count the number of columns in the pandas dataframe:

print(df.shape[1])

I get 9. I am not certain what is causing this discrepancy and why I am encountering this error. Any help would be greatly appreciated. Thank you!

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column_matchingdataframeserrorpandaspython
  1. utxpiv_ Begginer
    Added an answer about 2 weeks ago

    The error "libpng warning iccp known incorrect sRGB profile" usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile. Sometimes this error is alRead more

    The error “libpng warning iccp known incorrect sRGB profile” usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile.
    Sometimes this error is also generated because the image is missing a profile, so to fix this, you can set the color profile of your image before saving it. This can be done using a photo editing software or command-line tools like ImageMagick.
    In my personal experience, I had encountered this error while working on a web project. I had to make sure that all the images used on my website were optimized and saved with the correct color profile. This helps in reducing the page load time while maintaining the color quality of the images.
    To troubleshoot this error, it is also recommended to check if your code is properly handling the image files and loading them in the correct format. Sometimes, the issue may not be with the image itself but with the way it is being processed and loaded. By following these steps and practices, you can avoid this error and ensure that all the images on your website or application are displayed correctly.

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  • 606
  • 2 Answers
  • 345 Views
Asked: 2 years agoIn: Programming

AttributeError: ‘str’ object has no attribute ‘contains’ – Pandas.

alejandro_28nieto Begginer

I’m relatively new to coding in Python and I’m having some issues with the `str.contains()` function in Pandas. I have a dataframe where one of the columns contains a string with multiple words, and I want to check if a ...Read more

I’m relatively new to coding in Python and I’m having some issues with the `str.contains()` function in Pandas. I have a dataframe where one of the columns contains a string with multiple words, and I want to check if a specific word is present in each row of that column. However, when I call the `str.contains()` function on my dataframe, I get an error message that says “str object has no attribute contains”. Here’s an example of the code that’s causing the issue:

import pandas as pd
df = pd.DataFrame({'col1': ['cat and dog', 'cat and bird', 'dog and mouse']})
keywords = ['cat', 'dog']
df['contains_keyword'] = df['col1'].str.contains(keywords)

I thought using the `str.contains()` function was the right approach to solve my problem, but it seems like I’m not using it correctly. Can anyone help me figure out what I’m doing wrong? Is there a better method to check if a specific word is present in a string for every row in a dataframe column? I’m a bit lost here and any help would be greatly appreciated.
Update: I realized that my original code was not giving me the right output for my problem. What I actually want to do is check if any of the keywords are present in each row of the dataframe, not just a single keyword. How can I modify my code to achieve this?

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attribute-errorpandaspythonstr-methodsstring-matching
  1. utxpiv_ Begginer
    Added an answer about 2 weeks ago

    The error "libpng warning iccp known incorrect sRGB profile" usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile. Sometimes this error is alRead more

    The error “libpng warning iccp known incorrect sRGB profile” usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile.
    Sometimes this error is also generated because the image is missing a profile, so to fix this, you can set the color profile of your image before saving it. This can be done using a photo editing software or command-line tools like ImageMagick.
    In my personal experience, I had encountered this error while working on a web project. I had to make sure that all the images used on my website were optimized and saved with the correct color profile. This helps in reducing the page load time while maintaining the color quality of the images.
    To troubleshoot this error, it is also recommended to check if your code is properly handling the image files and loading them in the correct format. Sometimes, the issue may not be with the image itself but with the way it is being processed and loaded. By following these steps and practices, you can avoid this error and ensure that all the images on your website or application are displayed correctly.

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  • 411 Views
Asked: 3 years agoIn: Programming

Python Pandas cannot set a row with mismatched columns error.

zaid_badran.90

I am trying to set a value of a column based on the values of other columns in my pandas dataframe. Specifically, I want to set the value of the “Status” field to “Open” if the values of “Start Date” ...Read more

I am trying to set a value of a column based on the values of other columns in my pandas dataframe. Specifically, I want to set the value of the “Status” field to “Open” if the values of “Start Date” and “End Date” are both after today. I tried using the following code snippet, but I am getting an error message stating “cannot set a row with mismatched columns”.
“` python
import pandas as pd
import datetime
df = pd.read_csv(“my_data.csv”)
now = datetime.datetime.now()
df.loc[((df[“Start Date”] > now) & (df[“End Date”] > now)), “Status”] = “Open”
“`
I’m not sure why I’m getting this error message or how to correctly set the value of the “Status” field. I have made sure that the column names are spelled correctly and that my csv file contains those columns. However, the error message makes me think that there is a mismatch between the number of columns in the dataframe and the number of columns in the row that I’m trying to set. How can I fix this issue?
Additionally, I also noticed that the values in the “Start Date” and “End Date” columns are stored as strings instead of datetime objects. Do I need to convert them to datetime format before comparing them to the current date and time? If so, how can I do this?

Read less
columnsdataframeerrorspandaspythonrows
  1. utxpiv_ Begginer
    Added an answer about 2 weeks ago

    The error "libpng warning iccp known incorrect sRGB profile" usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile. Sometimes this error is alRead more

    The error “libpng warning iccp known incorrect sRGB profile” usually occurs when an image has an incorrect profile. To resolve this issue, open the image using a photo editing software and make sure it is saved without any color profile or with a proper sRGB color profile.
    Sometimes this error is also generated because the image is missing a profile, so to fix this, you can set the color profile of your image before saving it. This can be done using a photo editing software or command-line tools like ImageMagick.
    In my personal experience, I had encountered this error while working on a web project. I had to make sure that all the images used on my website were optimized and saved with the correct color profile. This helps in reducing the page load time while maintaining the color quality of the images.
    To troubleshoot this error, it is also recommended to check if your code is properly handling the image files and loading them in the correct format. Sometimes, the issue may not be with the image itself but with the way it is being processed and loaded. By following these steps and practices, you can avoid this error and ensure that all the images on your website or application are displayed correctly.

    See less
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    • Share
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  • 616
  • 3 Answers
  • 564 Views

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