"""AgriPredict package entrypoint.

Expose commonly used helpers for the Streamlit app.
"""
from .config import get_collections
from .features import (
    create_forecasting_features,
    create_forecasting_features_1m,
    create_forecasting_features_3m,
)
from .data import (
    preprocess_data,
    fetch_and_process_data,
    fetch_and_store_data,
    get_dataframe_from_collection,
    collection_to_dataframe,
)
from .models import (
    train_and_evaluate,
    train_and_evaluate_1m,
    train_and_evaluate_3m,
    train_and_forecast,
    forecast,
    forecast_next_14_days,
    forecast_next_30_days,
    forecast_next_90_days,
)
from .plotting import plot_data, download_button, display_statistics
from .utils import (
    save_best_params,
    get_best_params,
    authenticate_user,
    collection_to_dataframe as utils_collection_to_dataframe,
)
from .scraper import api_client, AgmarknetAPIClient

__all__ = [
    "get_collections",
    "api_client",
    "AgmarknetAPIClient",
]