Livoa LogoLivoa
Data Collection
SOURCES
ARI Data
BRTA Data
DMP Data
MP Data
Manual Transcription
Error Checking
Standardize Date and Time
Handle Missing Data
Outlier Detection and Treatment
Encode Categorical Variables
Geospatial Data Cleaning
Remove Duplicates
FEATURE ENGINEERING
Extract Temporal Features
Create Geospatial Features
Categorize Accident Intensity
Standardize Traffic Control and Road Type
Create Vehicle and Victim Features

MODEL DEVELOPMENT

Data Split
Train XGBoost Model
Train CatBoost Model
Train Random Forest Model
Train SVM Model
Train MLP Model
MODEL EVALUATION
Evaluate Accuracy
Evaluate Precision
Evaluate Recall
Evaluate F1 Score
Stacking Ensemble
Report Model Performance


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