Live · MLP Neural Network
Vaccine Uptake Predictor
Predict H1N1 & Seasonal Flu vaccine likelihood from individual survey features
Dataset
NHFS · DrivenData
Model
MLP (ROC-AUC 0.843)
Features
35 variables · 26,707 records
By
Harish Deepak
Waking up prediction server — takes ~30s on free tier…
Behavioral factors
Doctor rec. H1N1
No
Yes
Doctor rec. seasonal
No
Yes
H1N1 concern (0–3)
2
H1N1 knowledge (0–2)
1
Antiviral meds
No
Yes
Avoidance behavior
No
Yes
Wears face mask
No
Yes
Washes hands
No
Yes
Avoids gatherings
No
Yes
Reduces outside home
No
Yes
Avoids touching face
No
Yes
Opinions & risk perception
H1N1 vaccine effective (1–5)
4
H1N1 personal risk (1–5)
3
H1N1 sick from vacc (1–5)
2
Seasonal vaccine effective (1–5)
4
Seasonal personal risk (1–5)
3
Seasonal sick from vacc (1–5)
2
Health & demographics
Chronic med condition
No
Yes
Child under 6 months
No
Yes
Health worker
No
Yes
Health insurance
No
Yes
Age group
18–34
35–44
45–54
55–64
65+
Sex
Male
Female
Race
White
Black
Hispanic
Other / Multiple
Education
Less than 12 yrs
12 years
Some college
College grad
Income vs poverty
Below poverty
≤ $75k above poverty
> $75k
Marital status
Not married
Married
Housing
Rent
Own
Employment
Not in labor force
Unemployed
Employed
Household adults (0–3)
1
Household children (0–3)
0
HHS geo region
Northeast
Southeast
Midwest
Southwest
West
Mountain
Mid-Atlantic
Great Lakes
Plains
Census MSA
Non-MSA
MSA, not principal city
MSA, principal city
Employment industry
Not applicable
Agriculture
Construction
Manufacturing
Retail
Healthcare
Finance
Education
Professional services
Employment occupation
Not applicable
Management
Healthcare practitioners
Healthcare support
Service
Sales
Administrative
Protective service
Transportation
Construction trades
Production
Run Prediction
H1N1 Vaccine
—
probability
Seasonal Flu Vaccine
—
probability