stock-forecasting-and-sentiment-analysis-platform
https://github.com/prajwalqw/stock-forecasting-and-sentiment-analysis-platform
Science Score: 44.0%
This score indicates how likely this project is to be science-related based on various indicators:
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
○DOI references
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○Academic publication links
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○Academic email domains
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○Institutional organization owner
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (9.2%) to scientific vocabulary
Repository
Basic Info
- Host: GitHub
- Owner: prajwalQw
- Language: Python
- Default Branch: main
- Size: 16.7 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Metadata Files
README.md
Stock Forecasting and Sentiment Analysis Platform
Abstract The Stock Market Prediction Web App is a machine learning-based application designed to forecast stock prices for the next seven days for NASDAQ and NSE stocks. It utilizes three predictive models—ARIMA, LSTM, and Linear Regression—to generate accurate price predictions. Additionally, the app incorporates sentiment analysis of tweets to provide users with actionable insights, including recommendations on whether stock prices will rise or fall. It features a user-friendly interface for real-time stock price tracking, currency conversion, and educational resources, catering to both users and administrators with comprehensive role-based functionalities.
Technologies Used Backend Python Flask Django Frontend React HTML, CSS, Bootstrap, jQuery WordPress Machine Learning ARIMA, LSTM, Linear Regression Sentiment Analysis Libraries: Keras, NumPy, Pandas Database phpMyAdmin WordPress SQL Other Tools XAMPP API Integration for Tweets and Stock Data
Admin Creds: Username: admin Email Address: stockpredictorapp@gmail.com Password: Samplepass@123
There are two roles in the system: Admin and User.
Users can:
Register and Login Check Real Time stock prices Read recent news about different stocks Currency Converter Edit or delete their own profile Educate the user about stocks Download list of stock tickers Predict Stock prices for the next 7 days for all NASDAQ and NSE stocks Admin can:
Create, Retrieve, Update Delete Users. Manually trigger emails. Register and Login Check Real Time stock prices Read recent news about different stocks Currency Converter Edit or delete their own profile Educate the user about stocks Download list of stock tickers Predict Stock prices for the next 7 days for all NASDAQ and NSE stocks
Owner
- Login: prajwalQw
- Kind: user
- Repositories: 1
- Profile: https://github.com/prajwalQw
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Jadhav" given-names: "Kaushik" orcid: "https://orcid.org/0000-0000-0000-0000" title: "Stock-Market-Prediction-Web-App-using-Machine-Learning-And-Sentiment-Analysis" version: 2.0.0 doi: 10.5281/zenodo.10498988 date-released: 2023-03-29 url: "https://github.com/kaushikjadhav01/Stock-Market-Prediction-Web-App-using-Machine-Learning-And-Sentiment-Analysis"
GitHub Events
Total
- Push event: 6
- Create event: 3
Last Year
- Push event: 6
- Create event: 3
Dependencies
- alpha_vantage ==2.3.1
- flask *
- gunicorn *
- keras *
- matplotlib *
- nltk ==3.5
- numpy *
- pandas *
- scikit_learn *
- seaborn ==0.11.1
- statsmodels *
- streamlit ==0.52.1
- tensorflow *
- textblob ==0.15.3
- tweepy *
- yfinance *