Giter Club home page Giter Club logo

lazy-price-prediction's Introduction

Lazy Price Prediction

Portfolio selection through natural language processing

PREDICT 498 - Team Members

  • Bill
  • Josh
  • Masae
  • Stuart
  • Reed

Pipeline - Order for code

Web Scraping

  1. SP500CoList17.py
    • Grab all tickers from S&P 500 and initial SEC URL
  2. project15a.py
    • Click through SEC site and grab the URL of the 10-Qs and 10-Ks that house the text
  3. FullRunAssemblyAfterInitScrape.py
    • Loop through all tickers, scrape risk factor section from URLs, and assemble a dataframe for each month

Simililarity Metrics

  1. masterFileAssembly.py
    • Assemble a master file with all tickers, months, and risk factors.
    • Calculate similarity metrics each month, bucket tickers into quintiles, and append to master file for modeling

Multi-variate linear regression modeling

  1. 498_stock_returns_staples_cosine_monthly3-1.R

    • Calculate stock returns for cosine similarity quintiles
  2. 498_stock_returns_staples_jaccard_monthly2.R

    • Calculate stock returns for jacaard similarity quintiles
  3. 498_stock_returns_staples_simple_monthly2-1.R

    • Calculate stock returns for simple similarity quintiles

Data Visualization

Visualization of portfolio selection and model can be found in the Lazy-Price-Prediction/DataVisualization folder

lazy-price-prediction's People

Contributors

rsthunstrom avatar

Watchers

 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.