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Python Pandas - Compute indexer and find the previous index value if no exact match
To compute indexer and find the previous index value if no exact match, use the index.get_indexer() method with the method parameter set to ffill (forward fill).
Syntax
index.get_indexer(target, method='ffill')
Parameters
The key parameters are:
- target − Array-like values to find indexers for
- method − Set to 'ffill' to find the previous index value for non-exact matches
Example
Let's create a Pandas index and demonstrate how get_indexer() works with forward fill ?
import pandas as pd
# Creating Pandas index
index = pd.Index([10, 20, 30, 40, 50, 60, 70])
# Display the Pandas index
print("Pandas Index...")
print(index)
# Return the number of elements in the index
print("\nNumber of elements in the index:")
print(index.size)
# Compute indexer and mask using the "get_indexer"
# Find the previous index value if no exact match using the "method" parameter.
# The value is set "ffill"
print("\nGet the indexes...")
print(index.get_indexer([30, 20, 75, 80, 50, 59], method="ffill"))
Pandas Index... Index([10, 20, 30, 40, 50, 60, 70], dtype='int64') Number of elements in the index: 7 Get the indexes... [2 1 6 6 4 4]
How It Works
The get_indexer() method with method='ffill' works as follows:
- 30 − Exact match found at index 2
- 20 − Exact match found at index 1
- 75 − No exact match, uses previous value (70 at index 6)
- 80 − No exact match, uses previous value (70 at index 6)
- 50 − Exact match found at index 4
- 59 − No exact match, uses previous value (50 at index 4)
Conclusion
Use get_indexer() with method='ffill' to find the position of the nearest previous value when no exact match exists. This is useful for time series data and sorted indices where you need the last valid position.
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