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siagaai-flood-risk-model
robil/siagaai-flood-risk-model
siagaai-flood-risk-model is a machine learning model from robil. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
Model prediksi risiko banjir untuk 47 kota utama di Indonesia, dikembangkan sebagai bagian dari sistem SiagaAI.
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Public
Updated Jun 6, 2026
Repo size
13.5 MB
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.pkl13.5 MB · 100%
At a glance
- License
- mit
- Access
- Public
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026
- SHA
- d8f103e1
Model card
From the Hugging Face model README
SiagaAI Flood Risk Model
Model prediksi risiko banjir untuk 47 kota utama di Indonesia, dikembangkan sebagai bagian dari sistem SiagaAI.
Model Info
| Attribute | Value |
|---|---|
| Model type | Random Forest Classifier |
| Version | 20260521_0852 |
| Training samples | 22,980 |
| Features | 17 |
| Classes | aman, awas, siaga, waspada |
Metrics (Test Set)
| Metric | Value |
|---|---|
| Accuracy | 0.9915 |
| F1 Weighted | 0.9915 |
| F1 Macro | 0.9886 |
| ROC-AUC (OvR) | 0.9999 |
Per-Class Metrics
| Class | Precision | Recall | F1-Score | Support |
|---|---|---|---|---|
| aman | 0.9735 | 0.9946 | 0.9840 | 185 |
| awas | 0.9959 | 0.9951 | 0.9955 | 1231 |
| siaga | 0.9784 | 0.9861 | 0.9822 | 505 |
| waspada | 0.9966 | 0.9889 | 0.9927 | 899 |
Top 5 Features
drainage_scorerainfall_3hhumidityelevation_msaturation_index
Risk Classes
| Level | Description |
|---|---|
| aman | Kondisi normal, tidak ada risiko signifikan |
| waspada | Risiko mulai meningkat, pantau kondisi cuaca |
| siaga | Risiko cukup tinggi, bersiap evakuasi |
| awas | BAHAYA — risiko sangat tinggi, segera evakuasi |
Usage
from huggingface_hub import hf_hub_download
import joblib
# Download model
model = joblib.load(hf_hub_download(
repo_id="robil/siagaai-flood-risk-model",
filename="flood_risk_model.pkl"
))
Files
| File | Description |
|---|---|
| flood_risk_model.pkl | Trained Random Forest model |
| feature_scaler.pkl | StandardScaler untuk fitur |
| label_encoder.pkl | LabelEncoder untuk kelas risiko |
| model_metadata.json | Metrics, hyperparameters, metadata |
- License
- mit
- Languages
- id
- Created
- Jun 6, 2026
- Updated
- Jun 6, 2026