🐍 Data: Insights' Hideout, Ready To Explore? | Exploratory Data Analysis Tutorial In Python

Step by step Exploratory Data Analysis tutorial; discussing Uni, Bi and Multivariate analysis of Numeric and Categorical data. This video is part of a series covering analytics and machine learning in Python where you will learn by doing full projects.

Prerequisites:

Chapters:
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00:00 Intro
00:50 Measure Of Central Tendency Mean Median Mode | Impact of Outliers
11:40 Loading & Obtaining an Overview of the Dataset
19:01 Univariate Analysis
26:43 Interquartile Range (IQR) & Box plots
31:43 Distributions & Histograms
36:52 Normal Distribution & Z-score
42:31 Summary - Univariate Statistics
42:58 Bivariate Analysis
43:26 Correlation & Heat maps (Numeric vs. Numeric data)
46:10 Scatter plots & Trend lines (Numeric vs. Numeric variable)
56:17 Crosstabs (Categorical vs. Categorical data)
59:26 KDE plots (Numeric vs. Categorical variable)
1:01:39 Violin plots (Categorical vs. Numeric variables)
1:06:23 Multivariate Analysis & Facet Grids
1:16:54 Summary & Way forward
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Let's connect:

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Notes:

Subtitles available for this video
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Soundtrack – Intro:

Track: Max Brhon - Redemption [NCS Release]
Music provided by NoCopyrightSounds.
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Soundtrack – Outro:

Track: Rex Hooligan x Anna Simone - No More Levitation [NCS Release] Music provided by NoCopyrightSounds.
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