Feb 21 · 3 min read · Exploratory Data Analysis (EDA) — the foundation of every successful data project. Before building models or dashboards, you must first understand your data deeply. In this guide, you'll learn a clea
Join discussionFeb 1 · 5 min read · I originally wanted to analyze my own Spotify listening data to understand how my music habits change over time. However, access to the Spotify API was unavailable, which meant I couldn’t work with real user data. Instead of dropping the idea, I desi...
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Jan 2 · 4 min read · 1️⃣ What is Correlation? Correlation measures the strength and direction of a relationship between two numerical variables. 👉 It answers questions like: When X increases, does Y increase or decrease? How strongly are X and Y related? 📌 Correlat...
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Dec 31, 2025 · 4 min read · Multivariate EDA is a core concept in Statistics, Data Science, AI & ML Engineering, because real-world data almost always contains multiple variables interacting together. 1. What is Multivariate EDA? Multivariate Exploratory Data Analysis (EDA) is...
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Dec 22, 2025 · 5 min read · Introduction During my recent data exploration project, I analyzed traffic accident data for New York City from 2018 to 2022. The goal was to uncover patterns in time and space, validate assumptions, and create actionable visualizations. This blog do...
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Nov 15, 2025 · 3 min read · Downloading the dataset. The dataset is called “House Valuation Attributes“ which is available on Opendatabay for free to download in csv format. This dataset comes already cleaned with the following columns: Price: The price of the house. Area: Th...
Join discussionNov 8, 2025 · 5 min read · 🧠 Introduction Before building any AI or Machine Learning model, understanding your data is the most critical step.That’s where Exploratory Data Analysis (EDA) comes in — it’s like a detective process that helps you uncover the story hidden in your ...
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Jul 9, 2025 · 4 min read · In data science, it's very important to understand your data, and that’s where Exploratory Data Analysis (EDA) helps. Exploratory data analysis in Python is a basic method used to look at data and find useful information using charts and numbers. It ...
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