Pandas: Append a list of dictioneries or series to a existing DataFrame
Pandas Joining and merging DataFrame: Exercise-4 with Solution
Write a Pandas program to append a list of dictioneries or series to a existing DataFrame and display the combined data.
Test Data:
student_id name marks 0 S1 Danniella Fenton 200 1 S2 Ryder Storey 210 2 S3 Bryce Jensen 190 3 S4 Ed Bernal 222 4 S5 Kwame Morin 199
Dictionary: student_id S6 name Scarlette Fisher marks 205 dtype: object
Sample Solution:
Python Code :
import pandas as pd
student_data1 = pd.DataFrame({
'student_id': ['S1', 'S2', 'S3', 'S4', 'S5'],
'name': ['Danniella Fenton', 'Ryder Storey', 'Bryce Jensen', 'Ed Bernal', 'Kwame Morin'],
'marks': [200, 210, 190, 222, 199]})
s6 = pd.Series(['S6', 'Scarlette Fisher', 205], index=['student_id', 'name', 'marks'])
dicts = [{'student_id': 'S6', 'name': 'Scarlette Fisher', 'marks': 203},
{'student_id': 'S7', 'name': 'Bryce Jensen', 'marks': 207}]
print("Original DataFrames:")
print(student_data1)
print("\nDictionary:")
print(s6)
combined_data = student_data1.append(dicts, ignore_index=True, sort=False)
print("\nCombined Data:")
print(combined_data)
Sample Output:
Original DataFrames: student_id name marks 0 S1 Danniella Fenton 200 1 S2 Ryder Storey 210 2 S3 Bryce Jensen 190 3 S4 Ed Bernal 222 4 S5 Kwame Morin 199 Dictionary: student_id S6 name Scarlette Fisher marks 205 dtype: object Combined Data: student_id name marks 0 S1 Danniella Fenton 200 1 S2 Ryder Storey 210 2 S3 Bryce Jensen 190 3 S4 Ed Bernal 222 4 S5 Kwame Morin 199 5 S6 Scarlette Fisher 203 6 S7 Bryce Jensen 207
Python Code Editor:
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Previous: Write a Pandas program to append rows to an existing DataFrame and display the combined data.
Next: Write a Pandas program to join the two given dataframes along rows and merge with another dataframe along the common column id.
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Find current directory and file's directory:
To get the full path to the directory a Python file is contained in, write this in that file:
import os dir_path = os.path.dirname(os.path.realpath(__file__))
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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")
- os.getcwd() (returns "a string representing the current working directory")
- os.chdir(path) ("change the current working directory to path")
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