import joblib
import geopandas as gpd
from shapely.geometry import Point

data = joblib.load('dataset_cache/training_data_2d.joblib')
X, y = data['X'], data['y']
print(f"X shape: {X.shape}, y shape: {y.shape}")

gdf = gpd.read_file("train/ST_training_data_updated_1130points_new.shp")
print("Total points:", len(gdf))