DengAI
Florida Tech 2018-2019 DengAI Senior project -- Micah Oltmann & Hy Diep
#Files
1. Test --> Anything that refers to the dengue_features_test.csv
2. Training --> Anything that refers to the dengue_features_training.csv
3. Labels OR Outbreaks --> Anything that refers to the dengue_labels_training.csv
4. Submission --> Anything that refers to the submission_format.csv or any file that we create with the intention of submitting to competition
Structure
1. Validation --> Any functions that Check the accuracy of forecast and fitness
2. Unit_Testing -->
3. Modeling -->
4. Plots -->
5. Forecast OR Predict-->
Glossary
1. Fitness --> how well your data fits a model
2. Accuracy --> that you are getting the correct values
3. Error(s) -->
4. Experiment OR Temp --> Anything temporary
5. Constants -->
6. Analysis --> Anything that might not be used for modeling or validation, but to manually explore the data for use in creating other ideas or functions
Arguments
Modeling (Future)
# [-M]
Simple Linear Regression
# [--sim]
Muiti-Variable Linear Regression
# Options:
# ARIMA Modeling (--ari) not on by default
# Bruteforce AICc (--bru) not on by default
# [--mul] (--ari) (--bru)
Neural Network Modeling
# [--neu]
PAR Modeling
# [--par]
Universal Options
Forecast- **[-F]
Validation
# [-V]
Split
## Split Data (also for analysis)
# Options:
# years (y)
# [--split] (y)
MAE calculation
# [--mae]
Plots
# [-P]
Error plots
# [--err]
Predictor Plot
# Options:
# list of predictors (p)
# outbreaks (o)
# [--pred] p o
Time vs Outbreak Analysis
# [--tvo]
Submission
# [-S]
Create Submission File
# [--create]
GUI Notes
- p = photo
- b = button
- t = text
- r = radio button
- c = checkbox
- l = list