Giter VIP home page Giter VIP logo

shamayitadatta / stackoverflow-analysis Goto Github PK

View Code? Open in Web Editor NEW

This project forked from recodehive/stackoverflow-analysis

1.0 0.0 0.0 23 MB

Stack overflow is a professional community for developers. This repo analysis 3 years of developer Survey done by Stackoverflow and do visualization and predict the salary of Data Scientist in future.

Home Page: https://www.canva.com/design/DAEdO-AUjRY/beEs8h-x6erz4d8s_XXsbw/view

License: MIT License

Jupyter Notebook 100.00%

stackoverflow-analysis's Introduction

Stackoverflow Analysis Guidelines







MIT License

πŸ‘¨β€πŸ’» Demo Video

Final.video.mp4

πŸ‘‡ Prerequisites

Before installation, please ensure you have the following tools installed:

πŸ› οΈ Installation Steps

  1. Fork the project: Fork the sanjay-kv/Stackoverflow-Analysis repository. Follow these instructions on how to fork a repository.
  2. Clone the project: git clone [email protected]:your-username/Stackoverflow-Analysis.git
  3. Download the original data from the drive link
  4. Open Jupyter Notebook and place the file in the project folder. Make sure you're selecting the correct path.

Development

We welcome contributions from all levels of experience. If you think the community would benefit from being walked through the steps you're going through, please share! ❀️

Finding Insights from Stack Overflow Developer Survey

  1. To perform Analysis on 3 years Stackoverflow Dataset and get insights.
  2. To perform Data Analysis and answer the below questions.
    • Impact of higher education on salary of the surveyed developers.
    • Impact of education/experience/responsibilities on gender inequalities.
    • Impact on participation rate due to different ethnicity.
    • To find whether there is any difference between men and women's income.
    • Impact on the increase in popularity of a language in the current year due to developer’s interest in the previous year.

Stack Overflow is a professional community for developers, conducting a survey annually. Analyzing the dataset professionally using modern tools can enable us to answer real-world questions effectively. The dataset covers 275 questions in total.

Project Goals:

  1. Perform Analysis on the last 3 years' Stack Overflow Dataset to extract insights.
  2. Analyze the impact of higher education, experience, and responsibilities on salary and gender inequalities.
  3. Investigate participation rates based on ethnicity and differences in income between men and women.
  4. Explore the popularity of programming languages and predict their growth based on survey responses.

Data Source and Background

The dataset comes from the annual Stack Overflow developer survey, covering responses from developers in 180 countries. The data are available in CSV format, ranging from 40 to 150 MB, with responses from 1.5 Lakh survey participants.

Data Format

The data is in a CSV file format with 252,199 observations and 62 variables.

Expected Work

Data wrangling tasks include handling null values and converting data for analysis. Techniques such as ML algorithms and data visualization will be employed.

πŸ‘¨β€πŸ’» Contributing

πŸ›‘οΈ License

This project is licensed under the MIT License - see the LICENSE file for details.

πŸ’ͺ Thanks to all Contributors

Thanks to all contributors for helping this project grow! 🍻

πŸ™ Support

Don't forget to leave a star ⭐️ for this project!

Crafted with β™₯ by @sanjay-kv.

stackoverflow-analysis's People

Contributors

sanjay-kv avatar sanskritilabroo avatar saksh8 avatar arshnoorkaur21 avatar asymtode712 avatar devanik21 avatar swarnendujuit avatar code-with-aneesh avatar navyazitya avatar okaditya84 avatar maryam-sikander avatar soubeer avatar arpy8 avatar deepti-50 avatar gss0c24 avatar kyouma45 avatar devnandini02 avatar pradnyagaitonde avatar sanmarg avatar sibam-paul avatar sdprogramer avatar suhanipaliwal avatar say-het avatar

Stargazers

ShamayitaDatta avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    πŸ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. πŸ“ŠπŸ“ˆπŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❀️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.