Query: ‘key of type tuple not found and not a multiindex’
This error typically occurs when you are trying to access a key in a pandas DataFrame or Series using a tuple as the key, but that key is not found in the DataFrame or Series. Additionally, this error also arises when you are trying to access a key that should be part of a MultiIndex, but the key is not a MultiIndex.
Example 1:
import pandas as pd # Create a DataFrame data = {'A': [1, 2, 3], 'B': [4, 5, 6]} df = pd.DataFrame(data) # Trying to access a non-existent key with a tuple key = ('C', 'D') value = df[key] # Raises KeyError: ('C', 'D') not found in axis
In this example, we create a DataFrame with columns ‘A’ and ‘B’. We then try to access a non-existent key using a tuple (‘C’, ‘D’). Since this key is not found in the DataFrame, a KeyError is raised.
Example 2:
import pandas as pd # Create a DataFrame data = {'A': [1, 2, 3], 'B': [4, 5, 6]} index = pd.MultiIndex.from_tuples([('X', 'a'), ('X', 'b'), ('Y', 'a')], names=['Key1', 'Key2']) df = pd.DataFrame(data, index=index) # Trying to access a key with a wrong format key = ('Z', 'a') value = df[key] # Raises KeyError: ('Z', 'a') not found in axis
In this example, we create a DataFrame with MultiIndex using two levels of keys: ‘Key1’ and ‘Key2’. We then try to access a key (‘Z’, ‘a’), which does not exist in the MultiIndex. Therefore, a KeyError is raised.
To resolve this error, ensure that you are using the correct keys when accessing data in a pandas DataFrame or Series. Double-check the formatting of your keys and verify that they exist in the DataFrame or Series you are working with. If you are working with a MultiIndex, make sure that the key you are trying to access matches the format of the MultiIndex.