Take Your Data Analysis to the Next Level with These 5 Advanced Pandas Functions

Moez Ali
7 min readMar 8

Discover the Hidden Gems of Pandas for Advanced Data Manipulation and Analysis

Generated by Moez Ali using Midjourney


Pandas is an open-source data manipulation library for Python that is widely used in data analysis and data science. It provides easy-to-use data structures and data analysis tools for working with structured data, making it an essential tool in the data analysis workflow.

While Pandas offers a wide range of built-in functionalities for data analysis, there are also some advanced functions that can take your data analysis to the next level.

In this article, we will explore five advanced Pandas functions that can help you perform more complex data manipulation and analysis tasks.

1. pd.merge_ordered

merge_ordered() is a method in Pandas that combines two ordered DataFrames into a single DataFrame. The method merges two DataFrames based on the values in one or more columns, maintaining the order of the data as it appears in the original DataFrames.

The function has several parameters, including the two DataFrames to be merged, the columns to merge on, and the type of join to perform. The merge_ordered() method also has a number of optional parameters that allow for more complex merge operations.

Here’s an example of how to use merge_ordered():

Suppose we have two DataFrames df1 and df2:

import pandas as pd

# create df1 and df2
df1 = pd.DataFrame({'Date': ['2021-01-01', '2021-02-01', '2021-03-01'],
'Revenue': [100, 200, 300]})

df2 = pd.DataFrame({'Date': ['2021-01-01', '2021-02-01', '2021-04-01'],
'Cost': [50, 100, 150]})

# merge df1 and df2
merged_df = pd.merge_ordered(df1, df2, on='Date', fill_method='ffill')


2. MultiIndexing in Pandas

MultiIndexing in Pandas is a technique used to index and slice data in multiple dimensions using more than one index. It allows a user to group and filter data according to multiple categories or levels, which can be particularly useful when dealing with complex…