mariamismael/signal-quality-models

Signal Quality Prediction Models

Predicts RSRP and RSRQ cellular signal metrics from GPS coordinates.

Models

File	Type	Target
rf_rsrp.pkl	Random Forest	RSRP
rf_rsrq.pkl	Random Forest	RSRQ
gpr_rsrp.pkl	Gaussian Process	RSRP
gpr_rsrq.pkl	Gaussian Process	RSRQ

Each file is a full sklearn Pipeline (scaler + model).

Usage

import joblib
import pandas as pd

model = joblib.load("rf_rsrp.pkl")

new_point = pd.DataFrame({
    'latitude':  [30.0000],
    'longitude': [31.0000]
})

prediction = model.predict(new_point)
print(f"RSRP: {prediction[0]:.2f}")