{"id":19302226,"url":"https://github.com/yash22222/data-analysis-with-python","last_synced_at":"2026-04-09T16:10:16.155Z","repository":{"id":177904404,"uuid":"661072052","full_name":"Yash22222/Data-Analysis-With-Python","owner":"Yash22222","description":"This repository provides a practical introduction to data acquisition and analysis using Pandas. It covers loading datasets, exploring data, manipulating data, and gaining insights through statistical summaries. 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Each project uses Python libraries and techniques to extract insights and make data-driven decisions.\n\n**Labs List**\n\n**Lab 1 Introduction**\n\nDescription: \n-   Acquire data in various ways\n-   Obtain insights from data with Pandas library\n  \nLibraries/Frameworks used: Pandas, NumPy\n\nKey techniques employed: \n-   Data Acquisition\n-   Basic Insight into the Dataset\n\n**Lab 2 Data Wrangling**\n\nObjectives:-\n\n- Handle missing values\n- Correct data format\n- Standardize and normalize data\n\nTable of Contents:-\n- Identify and handle missing values\n- Identify missing values\n- Deal with missing values\n- Correct data format\n- Data standardization\n- Data normalization (centering/scaling)\n- Binning\n- Indicator variable\n\n**Lab 3 Exploratory Data Analysis**\n\nObjectives:- Explore features or characteristics to predict the price of the car\n\nTable of Contents:-\n\n- Import Data from Module\n- Analyzing Individual Feature Patterns Using Visualization\n- Descriptive Statistical Analysis\n- Basics of Grouping\n- Correlation and Causation\n- ANOVA\n\n**Lab 4 Model Development**\n\nObjectives:- After completing this lab you will be able to:\n\nTable of Contents:-\n\n- Develop Prediction Models\n\nHow to Use\nClone the repository:-\ngit clone https://github.com/Yash22222/data-analysis-with-python.git\n\nInstall the required dependencies:\n\n'''\npip install -r requirements.txt\n'''\n\nNavigate to the desired project folder:\ncd project-folder-name\n\nRun the project:\npython main.py\n\n\n![image](https://github.com/Yash22222/Data-Analysis-With-Python/assets/97459174/049e7bfe-f012-4650-adf6-40aed7c402fe)\n\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyash22222%2Fdata-analysis-with-python","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyash22222%2Fdata-analysis-with-python","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyash22222%2Fdata-analysis-with-python/lists"}