Authors: Duy Ho, Hieu Trinh, Nhung Tran
Award Page: https://info.umkc.edu/hack-a-roo/spring-2021-it-track/
Note: For frond-end, please visit: https://github.com/ngchieu857529/hackaroo_spring_2021
Health insurance is one of the most important protections for an individual. Having a health insurance plan not only helps ease the mind but also covers a significant amount of cost in critical or unexpected conditions such as illness and accident. However, not everyone has easy access to and knowledge about health insurance in a convenient and informative way. Thus, users may not have sufficient awareness about the topic to make a decision. Moreover, data from many sources are not represented in a transparent or meaningful manner, leading to uncertainty and confusion.
- Number of cases
- National
- Statewide
- County
- Geography
- Total first/second doses
- Geographic Distribution of doses
- Employment status
- Insurance status
- Geography
- Coverage type
- Family status
- Education
- Income
- Poverty
- Cost Estimator
- Chatbot
- Plan Recommendations
- Neural Network
- React:
- Leading platform for quick, reliable, and scalable web applications.
- Mobile-friendly
- Maintainability and support
- Vercel: deployment platform. Integrated with GitHub with automatic deployment
- Python: best framework for data science and deep learning
- PyTorch: one of the most popular frameworks for building DL models
- Jupyter Notebook: an interactive tool to work and share Python code efficiently
- Jupyter Dash + Plotly: powerful & interactive visualization tool for Python
-
COVID-19 Dataset: https://data.cdc.gov/Case-Surveillance/COVID-19-Case-Surveillance-Public-Use-Data-with-Ge/n8mc-b4w4 - COVID-19 Dataset (updated April 13, 2021) ~ 22.5 million records
-
Vaccination Datasets: https://data.cdc.gov/Vaccinations/COVID-19-Vaccine-Distribution-Allocations-by-Juris/saz5-9hgg/data - Vaccination Data - Moderna (April 2021) https://data.cdc.gov/Vaccinations/COVID-19-Vaccine-Distribution-Allocations-by-Juris/b7pe-5nws - Vaccination Data - Pfizer (April 2021)
-
Health Insurance Datasets: https://www.census.gov/data/datasets/time-series/demo/cps/cps-asec.html - Census Health Insurance Data and Demographics (updated April 13, 2021) https://www2.census.gov/programs-surveys/cps/datasets/2020/march/ASEC2020ddl_pub_full.pdf - Census Health Insurance Data and Demographics Data Dictionary (updated April 13, 2021) https://www.healthcare.gov/health-and-dental-plan-datasets-for-researchers-and-issuers/ - Health Insurance Plans and Prices for Individuals and Families (2017-2021) https://www.kaggle.com/teertha/ushealthinsurancedataset - Simplified Health Insurance
-
Data Research/Collection
-
Data Curation
- Data simplification
- Eliminate invalid values
-
Data Integration
- Time-series Analysis
- Boundary Integration
-
Data Visualization
-
Multiple charts/graphs
-
Model Training
- Data Normalization
- Neural Network architecture: 9 layers
-
Model Inference
- Input: Age, BMI, Sex, Children, Smoke, Location
- Output: estimated yearly
-
Model Deployment
- API endpoints:
hackaroo.ngrok.io/api/model/quick
- Parameters: age, height, weight, children, smoker, state
https://hackaroo.ngrok.io/api/model/quick?height=150&weight=55&age=65&children=1&smoker=0&sex=1&state=MO
[Deprecated]
- API endpoints:
-
Application Deployment
- Vercel:
https://hackaroo-spring-2021.vercel.app/
[Deprecated] - Automatic deployment upon commit.
- Vercel:
Input : http://hackaroo.ngrok.io/api/model/quick?height=150&weight=55&age=65&children=1&smoker=0&sex=1&state=MO
Output:
{
"plans": {
"silver": {
"4748A0001A002008": {
"State Code": "MO",
"region": "southeast",
"Metal Level": "silver",
"Issuer Name": "WellFirst Health",
"Plan ID (Standard Component)": "4748A0001A002008",
"Plan Marketing Name": "WellFirst Silver HSA-E 4500X",
"Plan Type": "EPO",
"Customer Service Phone Number Local": "1-866-514-4194",
"Customer Service Phone Number Toll Free": "1-866-514-4194",
"Customer Service Phone Number TTY": "1-866-514-4194",
"Network URL": "http://www.wellfirstbenefits.com/find-a-doc/marketplace-epo-plan-providers/",
"Plan Brochure URL": "http://www.wellfirstbenefits.com/Individuals-and-Families",
"Summary of Benefits URL": "https://sbc.wellfirstbenefits.com/api/GetPdf?wellFirst_WellFirst%20MO%20Silver%20HSA-E%204500X01_0121.PDF&true",
"Individual+1 child, Age 50+": "888.99"
},
"99723M0009011": {
"State Code": "MO",
"region": "southeast",
"Metal Level": "silver",
"Issuer Name": "Ambetter from Home State Health",
"Plan ID (Standard Component)": "99723M0009011",
"Plan Marketing Name": "Ambetter Balanced Care 11 (2021)",
"Plan Type": "EPO",
"Customer Service Phone Number Local": "1-855-650-3789",
"Customer Service Phone Number Toll Free": "1-855-650-3789",
"Customer Service Phone Number TTY": "N/A",
"Network URL": "https://ambetter.homestatehealth.com/findadoc",
"Plan Brochure URL": "https://www.ambetterhealth.com/content/dam/centene/ambetter/brochures/MO-2021.pdf",
"Summary of Benefits URL": "https://api.centene.com/SBC/2021/99723M0009011-01.pdf",
"Individual+1 child, Age 50+": "901.26"
},
{...},
...
}
}
}
- Human in the loop: Real-time feedback
- Multiple simultaneous messages from each side.
- More knowledge domains
- UI improvement
- Model deployment on the Cloud (Amazon AWS, Microsoft Azure, …)
- Application Deployment in Google Playstore and App Store
- Multi-modality Analysis
- Natural Language Processing
- Object Detection (to interpret user’s uploaded images)
- User Sentiment Analysis
- Diverse text-to-speech models (gender-based, age-sensitive, and more natural-sounding)
- Speech-to-text features (to simulate phone calls or Facetiming)