Exploratory Data Analysis (EDA) with Python & Pandas | Complete EDA Tutorial | Data Science Project

Veröffentlicht am: 08 August 2025
auf dem Kanal: Binary Study

12,199

369

Learn to perform Exploratory Data Analysis on real-world data using Python Pandas. In this video, we demonstrate how to perform EDA on a dataset (Ozone Weather) with Pandas in Python. Under EDA, you will learn basic data understanding, data preparation, feature understanding (univariate analysis), feature relationships (bivariate and multivariate analysis), and data retrieval from DataFrame using different Pandas useful functions. We will use the following different functions

Jupyter Notebook and DataSet on Github: https://github.com/binary-study/data-...

You can directly run the Notebook on Kaggle without needing to download the notebook and dataset.

You will learn the following in this video:
What is EDA?
Step 1: Basic Data Understanding
Step 2: Data Preparation
Step 3: Univariate Analysis (Feature Understanding )
Step 4: Bivariate and Multivariate Analysis (Feature Relationships)
Step 5: Ask Questions on Data?

Timestamps:
00:00 Intro
02:25 What is EDA?
02:50 Step 0: Data Loading
04:00 Step 1: Basic Data Understanding
08:14 Step 2: Data Preparation
25:00 Step 3: Univariate Analysis (Feature Understanding )
25:55 - Analyzing Categorical Features
28:00 - Analyzing Numerical Features
38:21 Step 4: Bivariate and Multivariate Analysis (Feature Relationships)
38:49 - Numerical vs Numerical
45:45 - Categorical vs Numerical
47:35 - Date vs Numerical (Time series analysis)
48:50 - Categorical vs Categorical (Crosstabs)
50:00 - Grouped Statistics with .groupby()
51:55 Step 5: Ask Questions on Data?
58:20 Outro

Python Videos
1.    • Data Cleaning with Python & Pandas | Compl...
2.    • Python Virtual Environment: How to Create,...
3.    • How to Install Python (3.13.0) on Windows ...
4.    • Install Jupyter Notebook on Windows 11 and...

Computer vision & image processing related videos:
1.    • How to load and visualize CIFAR-10 and CIF...
2.    • How to load and visualize multiple images ...

Playlists
   • Python Tutorial for Beginners
   • Colab
   • Computer Vision

#eda #python #exploratorydataanalysis #pandas #pythonpandas #datascienceprojects #datascience #machinelearning #dataanalytics #binarystudy

Auf dieser Seite können Sie das Online-Video Exploratory Data Analysis (EDA) with Python & Pandas | Complete EDA Tutorial | Data Science Project mit der Dauer stunde minuten sekunde in guter Qualität ansehen, das der Benutzer Binary Study 08 August 2025 hochgeladen hat, den Link mit Freunden und Bekannten teilen, dieses Video wurde auf Youtube bereits 12,199 Mal angesehen und es wurde von 369 den Zuschauern gefallen. Viel Spaß beim Betrachtenden Zuschauern gefallen!

749