main.py

from helpers.basic_figures import *
from datetime import datetime
from helpers.first_sanity_checks import *
import pandas as pd

if __name__ == '__main__':
    begin_date = datetime(2020, 1, 1, 00, 00)
    end_date = datetime(2020, 12, 30, 23, 50)

    s_begin_date = datetime(2021, 1, 1, 00, 00)
    s_end_date = datetime(2021, 1, 7, 23, 50)
    hcnt = 100

    # 1 week data
    # winddir_abs_comparison(begin_date, end_date)
    # power_curve(begin_date, end_date, 300)
    # winddir_relative_avg_for_all_turbine(begin_date, end_date, 300)
    # winddir_relative_avg_hours(begin_date, end_date)
    # winddir_relative_avg(begin_date,end_date, 300)
    # winddir_abs_vs_windspeed(begin_date, end_date)
    # hcnt_avg_run(begin_date, end_date, hcnt)
    # turbine_yaw_avg_comprasion(begin_date, end_date)
    # all_turbines_yaw_misaligment(begin_date, end_date)
    # speed_to_relative_avg(begin_date, end_date, hcnt)
    # turbine_yaw_avg_comprasion(begin_date, end_date)
    # rpm_yaw_bins(begin_date, end_date, s_begin_date, s_end_date)
    # yaw_misaligment_min_max(begin_date, end_date)

    # below from here
    # all_turbines_yaw_misaligment(begin_date, end_date)

    #speed_to_relative_avg(begin_date, end_date, hcnt)

    # df = pd.DataFrame(columns=['PCTimeStamp', 'Grd_Prod_Pwr_Avg', 'Amb_WindSpeed_Avg', 'HCnt_Avg_Run', 'Rtr_RPM_Avg', 'turbine_no'])
    # df = power_curve_sanity_check(begin_date,end_date, hcnt, '_01')
    # for i in range(2, 17):
    #     if i < 10:
    #         df = pd.concat((df, power_curve_sanity_check(begin_date,end_date, hcnt,  ('_0' + str(i)))), axis=0)
    #     else:
    #         df = pd.concat((df, power_curve_sanity_check(begin_date,end_date, hcnt, ('_' + str(i)))), axis=0)
    #     print(str(i) + "   finished")
    # rpm_yaw_misalignment(begin_date, end_date, df)

    run(begin_date, end_date,"speed_to_relative_avg", "power_curve_sanity_check", "rpm_yaw_misalignment",
        "nac_temp_avg", "all_turbines_yaw_misaligment",  hcnt=300)



    run(begin_date, end_date, "all_turbines_yaw_misaligment",  hcnt=300)
    #run(begin_date, end_date, "all_turbines_yaw_misaligment", hcnt=300)
    #run(begin_date, end_date, "nac_temp_avg", hcnt=300)
    #run(begin_date, end_date, "speed_to_relative_avg", hcnt=300)
    #run(begin_date, end_date, "power_curve_sanity_check", hcnt=300)
    #rpm_yaw_misalignment(begin_date, end_date)