Skip to content

RohitIrvisetty/Analysis-of-US-Healthcare-Indusry

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

31 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Cmpt732-HealthInsurance

USA Health Insurance Analytics

Cmpt 732 Big Data Project

Team Members: Rovenna Chu, Karthik Srinatha, Rohit Irvisetty

Description

In this project we aim to perform an exhaustive analysis on the raw American insurance data put up by 'The Centers for Medicare & Medicaid Services (CMS)' on their official website, where we are trying to increase the transparency in the Health Insurance Exchange by depicting the facts and trends by analyzing years of data and also provide facts where Health providing agencies can improve their business strategies which can benefit the customer as well as organization, here we have used Sfu computing cluster and AWS services for this study

Main Datasets

  1. Health Insurance Exchange Public Use Files (Exchange PUFs)

https://www.cms.gov/cciio/resources/data-resources/marketplace-puf

Supporting Datasets

  1. Health searches by US Metropolitan Area, 2005-2017

https://www.kaggle.com/GoogleNewsLab/health-searches-us-county/version/1#

  1. Latitudes and Longitudes of American States

https://developers.google.com/public-data/docs/canonical/states_csv

  1. Stroke Data

https://www.kaggle.com/fedesoriano/stroke-prediction-dataset

Tech Stack Used

  1. SFU Cluster (Hadoop, HDFS, Spark, SparkML Python): For collecting data, cleaning, ETL and transformation

  2. AWS Services:

    a) S3: Used for storing the transformed data.

    b) Redshift: Storing transformed data as external tables

    c) Quicksight: Uses redshift for transformed data and required analytics are displayed

Analysis Dashboard

Link to Dashboard hosted on aws Quicksight https://us-west-2.quicksight.aws.amazon.com/sn/accounts/593182245403/dashboards/dbf13b48-bd1f-4c23-8bea-4638d304ce8e

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published