Category: PANDAS

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Pandas Tutorial

Pandas tutorial (aimed at someone who is learning seriously and wants to really understand — not just copy-paste) Imagine we are sitting together with a laptop, a cup of tea/coffee, and I’m explaining step...

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Pandas Home

Pandas Home written as if we are sitting together, I’m showing you my screen, explaining slowly, giving real examples, and telling you why we do things this way (not just the code). Let’s imagine this...

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Chapter 1: Pandas Introduction

Pandas Introduction – What it really is and why people love it Let me start with the most honest sentence: Pandas is the library that turned Python into the #1 language for data work...

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Chapter 2: Pandas Getting Started

Pandas – Getting Started (realistic first day) Step 0 – What should you expect today? Today we want to reach this point: Know how to install & import pandas Understand what a DataFrame and...

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Chapter 3: Pandas Series

What is a Pandas Series, really? A Series is: A one-dimensional labeled array It has data values + an index (labels for each value) You can think of it as one column from a...

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Chapter 4: Pandas DataFrames

What is a Pandas DataFrame, really? (the most honest explanation) A DataFrame is: A 2-dimensional, labeled data structure It is many Series put side by side (each column is a Series) It has both...

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Chapter 5: Pandas Read CSV

Pandas – Reading CSV Files (the most common first real task) Almost every data project starts with: Python

But in real life, very few CSVs are clean and simple. That’s why we need...

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Chapter 6: Pandas Read JSON

What is JSON and why do we read it with pandas? JSON (JavaScript Object Notation) is one of the most common data formats today — especially when: Data comes from APIs (REST APIs, web...

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Chapter 7: Pandas Analyzing Data

Analyzing DataFrames in pandas (We are sitting together — I’m explaining slowly, showing realistic examples, running small pieces of code, and telling you why we do things this way and what analysts actually do...

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Chapter 8: Cleaning Data

Cleaning Data in pandas (Imagine we are sitting together — I’m showing you real messy data, explaining what usually goes wrong, why we clean in certain order, and how people actually clean datasets in...