Code Monkey home page Code Monkey logo

ai3106_project's Introduction

Accidents at Construction Site Analysis Model by Using NLP and Text Mining

Overview

This project utilizes text mining and natural language processing techniques to analyze construction site accidents. The goal is to predict accident types based on event keywords, providing insights for improved safety measures.

Table of Contents

Features

  • Upload the OSHA dataset for analysis.
  • Preprocess data using text mining techniques.
  • Implement various machine learning algorithms for accident-type prediction.
  • Visualize prediction results using graphs.
  • Extract dangerous objects using chunking techniques.

Installation

  1. Clone the repository git clone https://github.com/sanjeevareddyv456/AI3106_PROJECT.git
  2. Navigate to the project directory cd AI3106_PROJECT
  3. Install dependencies pip install -r requirements.txt

Usage

  1. Upload the OSHA dataset using the provided button.
  2. Choose from different machine learning algorithms for prediction.
  3. Visualize precision, recall, F-score, and accuracy using graphs.
  4. Extract dangerous objects from the dataset.

Dependencies

Python 3.x, Tkinter, Pandas, NumPy, Matplotlib, Scikit-learn, TextBlob, NLTK.

Contributions

Sanjeeva Reddy Vulpala, Chethan Maram, Tayi Sri Harshini, Bharath Upperla, Tarun Sri Sai Arava.

ai3106_project's People

Contributors

sanjeevareddyv456 avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.