Pandas: Joining on index
Pandas Joining and merging DataFrame: Exercise-13 with Solution
Write a Pandas program to combine the columns of two potentially differently-indexed DataFrames into a single result DataFrame.
Test Data:
data1: A B K0 A0 B0 K1 A1 B1 K2 A2 B2
data2: C D K0 C0 D0 K2 C2 D2 K3 C3 D3
Sample Solution:
Python Code :
import pandas as pd
data1 = pd.DataFrame({'A': ['A0', 'A1', 'A2'],
'B': ['B0', 'B1', 'B2']},
index=['K0', 'K1', 'K2'])
data2 = pd.DataFrame({'C': ['C0', 'C2', 'C3'],
'D': ['D0', 'D2', 'D3']},
index=['K0', 'K2', 'K3'])
print("Original DataFrames:")
print(data1)
print("--------------------")
print(data2)
print("\nMerged Data (Joining on index):")
result = data1.join(data2)
print(result)
Sample Output:
Original DataFrames: A B K0 A0 B0 K1 A1 B1 K2 A2 B2 -------------------- C D K0 C0 D0 K2 C2 D2 K3 C3 D3 Merged Data (Joining on index): A B C D K0 A0 B0 C0 D0 K1 A1 B1 NaN NaN K2 A2 B2 C2 D2
Python Code Editor:
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Previous: Write a Pandas program to create a combination from two dataframes where a column id combination appears more than once in both dataframes.
Next: Write a Pandas program to merge two given dataframes with different columns.
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Find current directory and file's directory:
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To get the current working directory use
import os cwd = os.getcwd()
Documentation references for the modules, constants and functions used above:
- The os and os.path modules.
- The __file__ constant
- os.path.realpath(path) (returns "the canonical path of the specified filename, eliminating any symbolic links encountered in the path")
- os.path.dirname(path) (returns "the directory name of pathname path")
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