Git Product home page Git Product logo

enron's Introduction

Identify Fraud from Enron Email and Financial datasets using Python

July-August 2017, by Jude Moon

Overview

In 2000, Enron was one of the largest companies in the United States. By 2002, it had collapsed into bankruptcy due to widespread corporate fraud. In the resulting Federal investigation, a significant amount of typically confidential information entered into the public record, including tens of thousands of emails and detailed financial data for top executives.

In this project, I played a detective, and put the new skills to use by building a person of interest (POI) identifier based on financial and email data made public as a result of the Enron scandal. I used the provided dataset from Udacity Intro to Machine Learning Course, which was combined with a hand-generated list of POI in the fraud case. POIs are individuals who were indicted, reached a settlement or plea deal with the government, or testified in exchange for prosecution immunity.

Files

  • final_project_dataset.pkl: main data file; data dictionary is stored as a pickle file
  • poi_names.txt: supplementary data file
  • enron61702insiderpay.pdf: supplementary information file
  • enron_project.ipynb: documentation of algorithm analysis and answers to a series of questions
  • poi_id.py: python script to create three pickle files (my_dataset.pkl, my_classifier.pkl, my_feature_list.pkl) for the finalized classifier
  • tester.py: python script to evaluate the three pickle files
  • feature_format.py: python module to convert data dictionary to numpy array for sklearn modules

enron's People

Contributors

judemoon 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.