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Pandas Library - Python Programming

Sundeep Saradhi Kanthety via YouTube

Overview

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Learn to master the Pandas library for data manipulation and analysis in Python through this comprehensive tutorial covering installation, core concepts, and practical applications. Explore the fundamental data structures including Series, DataFrames, and Panels while discovering multiple methods for creating and working with these objects. Master essential operations such as indexing, slicing, and sorting DataFrames, along with mathematical functions applicable to Series objects. Develop skills in DataFrame manipulation including adding and dropping columns, exporting data to various formats like Excel, CSV, and text files. Understand the powerful loc[] and iloc[] indexing methods for precise data selection and manipulation. Handle real-world data challenges by learning techniques for managing missing data using dropna and fillna methods, removing duplicate entries, and implementing data filtering with conditional statements. Apply conditional logic to make targeted changes to your datasets and discover resources for downloading datasets for analysis projects. Additionally, explore recommended free websites and platforms for practicing coding skills to reinforce your learning and continue developing your Python programming abilities.

Syllabus

HOW TO INSTALL PANDAS - PYTHON PROGRAMMING
INTRODUCTION TO PANDAS (SERIES,DATAFRAME,PANEL) - PYTHON PROGRAMMING
DIFFERENT WAYS OF CREATING SERIES IN PANDAS - PYTHON PROGRAMMING
DIFFERENT WAYS OF CREATING DATAFRAME IN PANDAS - PYTHON PROGRAMMING
ATTRIBUTES OF SERIES IN PANDAS - PYTHON PROGRAMMING
MATHEMATICAL FUNCTIONS ON SERIES IN PANDAS - PYTHON PROGRAMMING
INDEXING & SLICING DATAFRAMES IN PANDAS - PYTHON PROGRAMMING
SORTING DATAFRAME (BY COLUMN) IN PANDAS - PYTHON PROGRAMMING || SORT A DATAFRAME IN PANDAS
MANIPULATING DATAFRAME IN PANDAS (ADD COLUMN , DROP COLUMN) || DATAFRAME MANIPULATIONS
EXPORT DATAFRAME TO EXCEL, CSV & TEXT FILE IN PANDAS || SAVE DATAFRAME IN PANDAS
UNDERSTANDING LOC[ ] & iLOC[ ] IN PANDAS
HANDLING MISSING DATA (dropna & fillna) IN PANDAS
REMOVE DUPLICATES FROM DATAFRAME IN PANDAS
DATA FILTERING (USING CONDITIONS) IN PANDAS
CONDITIONAL CHANGES IN PANDAS
HOW TO DOWNLOAD DATASET FOR ANALYSIS || WHAT IS DATASET || PANDAS || DATA SCIENCE || PYTHON
Top 5 Free Websites for Practice Coding || Practice Coding || Learn Coding from Free Websites

Taught by

Sundeep Saradhi Kanthety

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