Home  >  Article  >  Backend Development  >  Why am I Getting a \"Pandas Hashtable KeyError\" When Accessing a DataFrame Column?

Why am I Getting a \"Pandas Hashtable KeyError\" When Accessing a DataFrame Column?

DDD
DDDOriginal
2024-11-16 10:09:02839browse

Why am I Getting a

"Error: Pandas Hashtable KeyError" Troubleshooting

When attempting to retrieve a particular column from a pandas DataFrame, you may encounter a "hashtable keyerror." This error occurs when the specified column name does not exist in the DataFrame.

Investigation:

Begin by verifying the actual column names in the DataFrame. Use the following code to list the column names, ensuring that you remove any leading or trailing whitespaces:

print(reviews_new.columns.tolist())

Potential Solutions:

1. Whitespace in Column Names

If the column names contain whitespaces, you can:

  • Strip whitespaces from column names:

    reviews_new.columns = reviews_new.columns.str.strip()
  • Use skipinitialspace when reading the CSV file:

    reviews_new = pd.read_csv("D:\aviva.csv", skipinitialspace=True)

2. Custom Separator

If the CSV file uses a separator other than the default comma (,), you need to specify it using the sep parameter:

  • Semicolon as separator:

    reviews_new = pd.read_csv("D:\aviva.csv", sep=';')
  • Whitespace as separator:

    # sep is whitespace
    reviews_new = pd.read_csv("D:\aviva.csv", sep='\s+')
    
    # Another option for whitespaces as separator
    reviews_new = pd.read_csv("D:\aviva.csv", delim_whitespace=True)

3. Missing Column Names

If the DataFrame does not have column names, the following code will retrieve the column values using the DataFrame index:

print(df.index)
print(df.index.get_level_values('column_name'))

Additional Notes:

  • For DataFrames with multiple indices (MultiIndex), use get_level_values to retrieve column values by level name.
  • Ensure that the specified column name matches the exact case and capitalization of the column in the DataFrame.

The above is the detailed content of Why am I Getting a \"Pandas Hashtable KeyError\" When Accessing a DataFrame Column?. For more information, please follow other related articles on the PHP Chinese website!

Statement:
The content of this article is voluntarily contributed by netizens, and the copyright belongs to the original author. This site does not assume corresponding legal responsibility. If you find any content suspected of plagiarism or infringement, please contact admin@php.cn