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

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-science/tree/main/ExploratoryDataAnalysis 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. https://youtu.be/Vbe2GaWGKgk 2. https://youtu.be/yy9GEwkpMOM 3. https://youtu.be/qxTrX6yc75s 4. https://youtu.be/x8JjwRfIbN0 Computer vision & image processing related videos: 1. https://youtu.be/pBOfQTfDMVg 2. https://youtu.be/uGPqnPwr1JY Playlists https://www.youtube.com/playlist?list=PLC5TQt3H5okgbSEhYJWmrH-eESzJSSHd9 https://www.youtube.com/playlist?list=PLC5TQt3H5okgoLM0M2spvyz7Is4YQ6iH3 https://www.youtube.com/playlist?list=PLC5TQt3H5okhKO_W-D2yaICQvl37Py70D #eda #python #exploratorydataanalysis #pandas #pythonpandas #datascienceprojects #datascience #machinelearning #dataanalytics #binarystudy