Source code for pyFTS.data.SONDA

"""
SONDA - Sistema de Organização Nacional de Dados Ambientais, from INPE - Instituto Nacional de Pesquisas Espaciais, Brasil.

Brasilia station

Source: http://sonda.ccst.inpe.br/

"""
from pyFTS.data import common
import pandas as pd
import numpy as np


[docs]def get_data(field:str) -> np.ndarray:
    """
    Get a simple univariate time series data.

    :param field: the dataset field name to extract
    :return: numpy array
    """
    dat = get_dataframe()
    dat = np.array(dat[field])
    return dat


[docs]def get_dataframe() -> pd.DataFrame:
    """
    Get the complete multivariate time series data.

    :return: Pandas DataFrame
    """
    dat = common.get_dataframe('SONDA_BSB.csv.bz2',
                               'https://github.com/petroniocandido/pyFTS/raw/8f20f3634aa6a8f58083bdcd1bbf93795e6ed767/pyFTS/data/SONDA_BSB.csv.bz2',
                               sep=";", compression='bz2')
    dat["datahora"] = pd.to_datetime(dat["datahora"], format='%Y-%m-%d %H:%M:%S')
    return dat