From da51faf1e85c55f83757e055533c60bc15df8e3f Mon Sep 17 00:00:00 2001 From: yinboHU Date: Fri, 21 Jan 2022 15:54:39 -0500 Subject: [PATCH 1/8] Fix: create output folders if the address is not exist on local machine; Refactor: add plot_boolean to control whether or not plot result profiles --- .../NYIS-ZONA_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONA_dayhour_fits_2019.csv | 48 +- .../zone_profile_generator.py | 115 +- 3 files changed, 8850 insertions(+), 8833 deletions(-) diff --git a/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONA_profile_load_mw_2019.csv b/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONA_profile_load_mw_2019.csv index c81e048..9f13d01 100644 --- a/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONA_profile_load_mw_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONA_profile_load_mw_2019.csv @@ -1,8761 +1,8761 @@ 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-1911,1642.8208587167387,144.56096183354424,0.0,1787.381820550283 -1912,1626.8297435730306,145.97188772506703,0.0,1772.8016312980976 -1913,1633.8711190085917,122.02614212406266,0.0,1755.8972611326544 -1914,1640.6802503203544,112.15839361010231,0.0,1752.8386439304568 -1915,1623.3661254974277,110.80485620018734,0.0,1734.170981697615 -1916,1605.1716489213222,121.3358965910613,0.0,1726.5075455123836 -1917,1595.5460744357292,126.30800748721032,0.0,1721.8540819229395 -1918,1572.6765385360202,143.20255060483728,0.0,1715.8790891408576 -1919,1600.8296054805346,197.04130049007003,0.0,1797.8709059706046 -1920,1559.8020572248927,247.4395449206966,0.0,1807.2416021455892 -1921,1584.8127246762979,214.22848748253278,0.0,1799.0412121588306 -1922,1529.106680914046,219.3757320933265,0.0,1748.4824130073723 -1923,1448.5469508614617,215.01747575741302,0.0,1663.5644266188747 -1924,1353.5530225058249,204.3001908465936,0.0,1557.8532133524184 -1925,1295.9628665177665,201.1722943174923,0.0,1497.1351608352588 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-1941,1595.5460744357292,205.05724104857453,0.0,1800.6033154843037 -1942,1572.6765385360202,221.99502365233693,0.0,1794.671562188357 -1943,1597.4117138365846,290.3652518928284,0.0,1887.776965729413 -1944,1559.8020572248927,356.529403136194,0.0,1916.3314603610866 -1945,1584.8127246762979,306.8697698782349,0.0,1891.6824945545327 -1946,1529.106680914046,307.9205827355561,0.0,1837.027263649602 -1947,1448.5469508614617,300.00809104160453,0.0,1748.5550419030662 -1948,1312.1931027846754,297.499982857494,0.0,1609.6930856421693 -1949,1245.307573555067,303.48684029492813,0.0,1548.7944138499952 -1950,1196.230865749463,313.69840650123837,0.0,1509.9292722507014 -1951,1191.5577049997773,298.5986889961249,0.0,1490.1563939959024 -1952,1177.8096299762324,318.83428390668604,0.0,1496.6439138829185 -1953,1196.1222870708434,310.61386000811905,0.0,1506.7361470789624 -1954,1212.5935939097033,330.32981398541557,0.0,1542.9234078951188 -1955,1221.7331355998758,370.99027231862135,0.0,1592.7234079184973 -1956,1248.9155292434275,396.1817481133084,0.0,1645.097277356736 -1957,1308.7068786852153,391.22764762816956,0.0,1699.9345263133848 -1958,1382.673921596146,337.20809142398485,0.0,1719.882013020131 -1959,1390.5950045427076,337.16782311753315,0.0,1727.7628276602406 -1960,1419.627141623933,318.15163766550603,0.0,1737.7787792894392 -1961,1401.345186307056,301.2574616335034,0.0,1702.6026479405596 -1962,1392.6615485049238,295.5454856601077,0.0,1688.2070341650315 -1963,1385.5488397820886,288.0982926015845,0.0,1673.6471323836731 -1964,1387.0193767142569,264.61593446027416,0.0,1651.6353111745311 -1965,1433.7359833753283,216.08257137800376,0.0,1649.8185547533321 -1966,1411.413854607124,237.39070598340268,0.0,1648.8045605905268 -1967,1451.1596579160673,281.1729920195397,0.0,1732.3326499356072 -1968,1408.604412528603,354.56538614646996,0.0,1763.169798675073 -1969,1446.990613407365,296.57900566724965,0.0,1743.5696190746146 -1970,1420.3061369319005,282.4306327163653,0.0,1702.7367696482659 -1971,1373.2142161840907,265.19575737247277,0.0,1638.4099735565635 -1972,1312.1931027846754,272.3174039526495,0.0,1584.510506737325 -1973,1245.307573555067,270.7003206417482,0.0,1516.0078941968152 -1974,1196.230865749463,277.5315702329735,0.0,1473.7624359824365 -1975,1191.5577049997773,260.6169909791704,0.0,1452.1746959789477 -1976,1177.8096299762324,256.681923499034,0.0,1434.4915534752663 -1977,1196.1222870708434,245.6113826960455,0.0,1441.7336697668889 -1978,1211.7626523007111,255.22629724925292,0.0,1466.988949549964 -1979,1221.617121048314,280.59839138858007,0.0,1502.215512436894 -1980,1248.9155292434275,298.16752929600574,0.0,1547.0830585394333 -1981,1308.7068786852153,281.2323064950139,0.0,1589.9391851802293 -1982,1382.673921596146,222.49454183155913,0.0,1605.1684634277053 -1983,1390.5950045427076,210.02706201631887,0.0,1600.6220665590265 -1984,1419.627141623933,201.0585530333841,0.0,1620.685694657317 -1985,1401.345186307056,199.3675445802223,0.0,1600.7127308872784 -1986,1392.6615485049238,197.261584306791,0.0,1589.9231328117148 -1987,1385.5488397820886,182.6333541843113,0.0,1568.1821939663998 -1988,1387.0193767142569,165.39974225670076,0.0,1552.4191189709577 -1989,1433.7359833753283,140.08404045242395,0.0,1573.8200238277523 -1990,1411.413854607124,168.70631308754733,0.0,1580.1201676946714 -1991,1446.8030359662544,204.45199417507337,0.0,1651.2550301413278 -1992,1408.604412528603,268.83316049433824,0.0,1677.4375730229413 -1993,1446.990613407365,235.33224130537377,0.0,1682.3228547127387 -1994,1420.3061369319005,236.5735975163454,0.0,1656.879734448246 -1995,1373.2142161840907,226.6086110093588,0.0,1599.8228271934495 -1996,1353.5530225058249,225.0919079874211,0.0,1578.644930493246 -1997,1295.9628665177665,233.20678658871105,0.0,1529.1696531064777 -1998,1262.946495010478,236.6157252862355,0.0,1499.5622202967133 -1999,1252.6161080584181,226.64186182158173,0.0,1479.2579698799998 -2000,1251.4230743093854,234.1098581787579,0.0,1485.5329324881432 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@@ def zonal_data(puma_data, hours_utc): return temp_df, stats -def hourly_load_fit(load_temp_df): +def hourly_load_fit(load_temp_df, plot_boolean): """Fit hourly heating, cooling, and baseload functions to load data :param pandas.DataFrame load_temp_df: hourly load and temperature data @@ -322,10 +323,8 @@ def make_hourly_series(load_temp_df, i): ) t_bph = -i_cool / s_cool_db if -i_cool / s_cool_db > t_bph else t_bph - - # Generate hourly fit plot - plt.rcParams.update({"font.size": 20}) - fig, ax = plt.subplots(figsize=(20, 10)) + + # if wk_wknd == "wk": wk_graph = load_temp_df[ (load_temp_df["hour_local"] == i) @@ -345,8 +344,6 @@ def make_hourly_series(load_temp_df, i): (wk_graph["temp_c"] < t_bph) & (wk_graph["temp_c"] > t_bpc) ].reset_index() - plt.scatter(wk_graph["temp_c"], wk_graph["load_mw"], color="black") - heat_eqn = ( load_temp_hr_heat["temp_c"] * s_heat + load_temp_hr_heat["hourly_dark_frac"] * s_dark @@ -397,21 +394,32 @@ def make_hourly_series(load_temp_df, i): for i in range(len(load_temp_hr_cool_func)) ] - plt.scatter(load_temp_hr_heat["temp_c"], heat_eqn, color="red") - plt.scatter(load_temp_hr_cool["temp_c"], cool_eqn, color="blue") - plt.scatter(load_temp_hr_cool_func["temp_c"], cool_func_eqn, color="green") - - plt.title( - f"zone {zone_name}, hour {i}, {wk_wknd} \n t_bpc = " - + str(round(t_bpc, 2)) - + " t_bph = " - + str(round(t_bph, 2)) - ) - plt.xlabel("Temp (°C)") - plt.ylabel("Load (MW)") - plt.savefig( - f"dayhour_fits/dayhour_fits_graphs/{zone_name}_hour_{i}_{wk_wknd}_{base_year}.png" - ) + # Generate hourly fit plot + if plot_boolean: + plt.rcParams.update({"font.size": 20}) + fig, ax = plt.subplots(figsize=(20, 10)) + + plt.scatter(wk_graph["temp_c"], wk_graph["load_mw"], color="black") + + + + plt.scatter(load_temp_hr_heat["temp_c"], heat_eqn, color="red") + plt.scatter(load_temp_hr_cool["temp_c"], cool_eqn, color="blue") + plt.scatter(load_temp_hr_cool_func["temp_c"], cool_func_eqn, color="green") + + plt.title( + f"zone {zone_name}, hour {i}, {wk_wknd} \n t_bpc = " + + str(round(t_bpc, 2)) + + " t_bph = " + + str(round(t_bph, 2)) + ) + plt.xlabel("Temp (°C)") + plt.ylabel("Load (MW)") + if not os.path.exists('./dayhour_fits/dayhour_fits_graphs'): + os.makedirs('./dayhour_fits/dayhour_fits_graphs') + plt.savefig( + f"dayhour_fits/dayhour_fits_graphs/{zone_name}_hour_{i}_{wk_wknd}_{base_year}.png" + ) mrae_heat = np.mean( [ @@ -530,7 +538,7 @@ def temp_to_energy(temp_series, hourly_fits_df, db_wb_fit): return [base_eng, heat_eng, max(cool_eng, 0) + max(mid_cool_eng, 0)] -def plot_profile(profile, actual): +def plot_profile(profile, actual, plot_boolean): """Plot profile vs. actual load :param pandas.Series profile: total profile hourly load @@ -547,22 +555,25 @@ def plot_profile(profile, actual): mrae_avg, mrae_max = np.mean(mrae), max(mrae) - fig, ax = plt.subplots(figsize=(20, 10)) - plt.plot(list(profile.index), profile - actual) - plt.legend(["Profile - Actual"]) - plt.xlabel("Hour") - plt.ylabel("MW Difference") - plt.title( - "Zone " - + zone_name - + " Load Comparison \n" - + "avg mrae = " - + str(round(mrae_avg * 100, 2)) - + "% \n avg profile load = " - + str(round(np.mean(profile), 2)) - + " MW" - ) - plt.savefig(f"Profiles/Profiles_graphs/{zone_name}_profile_{year}.png") + if plot_boolean: + fig, ax = plt.subplots(figsize=(20, 10)) + plt.plot(list(profile.index), profile - actual) + plt.legend(["Profile - Actual"]) + plt.xlabel("Hour") + plt.ylabel("MW Difference") + plt.title( + "Zone " + + zone_name + + " Load Comparison \n" + + "avg mrae = " + + str(round(mrae_avg * 100, 2)) + + "% \n avg profile load = " + + str(round(np.mean(profile), 2)) + + " MW" + ) + if not os.path.exists('./Profiles/Profiles_graphs'): + os.makedirs('./Profiles/Profiles_graphs') + plt.savefig(f"Profiles/Profiles_graphs/{zone_name}_profile_{year}.png") return ( mrae_avg, @@ -575,31 +586,32 @@ def plot_profile(profile, actual): ) -def main(zone_name, zone_name_shp, base_year, year): +def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): """Run profile generator for one zone for one year. :param str zone_name: name of load zone used to save profile. :param str zone_name_shp: name of load zone within shapefile. :param int year: profile year to calculate. """ + print(zone_name) zone_load = pd.read_csv( f"https://besciences.blob.core.windows.net/datasets/bldg_el/zone_loads_{year}/{zone_name}_demand_{year}_UTC.csv" )["demand.mw"] hours_utc_base_year = pd.date_range( start=f"{base_year}-01-01", end=f"{base_year+1}-01-01", freq="H", tz="UTC" )[:-1] - + print('d') hours_utc = pd.date_range( start=f"{year}-01-01", end=f"{year+1}-01-01", freq="H", tz="UTC" )[:-1] puma_data_zone = zone_shp_overlay(zone_name_shp) - + print('e') temp_df_base_year, stats_base_year = zonal_data(puma_data_zone, hours_utc_base_year) - + print('f') temp_df_base_year["load_mw"] = zone_load - hourly_fits_df, db_wb_fit = hourly_load_fit(temp_df_base_year) + hourly_fits_df, db_wb_fit = hourly_load_fit(temp_df_base_year, plot_boolean) hourly_fits_df.to_csv(f"dayhour_fits/{zone_name}_dayhour_fits_{base_year}.csv") zone_profile_load_MWh = pd.DataFrame( # noqa: N806 @@ -607,7 +619,7 @@ def main(zone_name, zone_name_shp, base_year, year): ) temp_df, stats = zonal_data(puma_data_zone, hours_utc) - + print('a') energy_list = zone_profile_load_MWh.hour_utc.apply( lambda x: temp_to_energy(temp_df.loc[x], hourly_fits_df, db_wb_fit) ) @@ -624,7 +636,7 @@ def main(zone_name, zone_name_shp, base_year, year): ) zone_profile_load_MWh.set_index("hour_utc", inplace=True) zone_profile_load_MWh.to_csv(f"Profiles/{zone_name}_profile_load_mw_{year}.csv") - + print('b') ( stats["mrae_avg_%"], stats["mrae_max_%"], @@ -633,8 +645,10 @@ def main(zone_name, zone_name_shp, base_year, year): stats["avg_actual_load_mw"], stats["max_profile_load_mw"], stats["max_actual_load_mw"], - ) = plot_profile(zone_profile_load_MWh["total_load_mw"], zone_load) - + ) = plot_profile(zone_profile_load_MWh["total_load_mw"], zone_load, plot_boolean) + print('c') + if not os.path.exists('./Profiles/Profiles_stats'): + os.makedirs('./Profiles/Profiles_stats') stats.to_csv(f"Profiles/Profiles_stats/{zone_name}_stats_{year}.csv") @@ -645,6 +659,9 @@ def main(zone_name, zone_name_shp, base_year, year): # Weather year to produce load profiles year = 2019 + # If produce profile plots + plot_boolean = False + zone_names = [ "NYIS-ZONA", "NYIS-ZONB", @@ -709,4 +726,4 @@ def main(zone_name, zone_name_shp, base_year, year): for i in range(len(zone_names)): zone_name, zone_name_shp = zone_names[i], zone_name_shps[i] - main(zone_name, zone_name_shp, base_year, year) + main(zone_name, zone_name_shp, base_year, year, plot_boolean) From 37082f9d126d6d2c3a837afdefa27cea7942e7c3 Mon Sep 17 00:00:00 2001 From: yinboHU Date: Fri, 21 Jan 2022 16:12:07 -0500 Subject: [PATCH 2/8] test --- .../bldg_electrification/zone_profile_generator.py | 13 ++++++------- 1 file changed, 6 insertions(+), 7 deletions(-) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index 7266bc1..23ff8e6 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -593,22 +593,21 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): :param str zone_name_shp: name of load zone within shapefile. :param int year: profile year to calculate. """ - print(zone_name) zone_load = pd.read_csv( f"https://besciences.blob.core.windows.net/datasets/bldg_el/zone_loads_{year}/{zone_name}_demand_{year}_UTC.csv" )["demand.mw"] hours_utc_base_year = pd.date_range( start=f"{base_year}-01-01", end=f"{base_year+1}-01-01", freq="H", tz="UTC" )[:-1] - print('d') + hours_utc = pd.date_range( start=f"{year}-01-01", end=f"{year+1}-01-01", freq="H", tz="UTC" )[:-1] puma_data_zone = zone_shp_overlay(zone_name_shp) - print('e') + temp_df_base_year, stats_base_year = zonal_data(puma_data_zone, hours_utc_base_year) - print('f') + temp_df_base_year["load_mw"] = zone_load hourly_fits_df, db_wb_fit = hourly_load_fit(temp_df_base_year, plot_boolean) @@ -619,7 +618,7 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): ) temp_df, stats = zonal_data(puma_data_zone, hours_utc) - print('a') + energy_list = zone_profile_load_MWh.hour_utc.apply( lambda x: temp_to_energy(temp_df.loc[x], hourly_fits_df, db_wb_fit) ) @@ -636,7 +635,7 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): ) zone_profile_load_MWh.set_index("hour_utc", inplace=True) zone_profile_load_MWh.to_csv(f"Profiles/{zone_name}_profile_load_mw_{year}.csv") - print('b') + ( stats["mrae_avg_%"], stats["mrae_max_%"], @@ -646,7 +645,7 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): stats["max_profile_load_mw"], stats["max_actual_load_mw"], ) = plot_profile(zone_profile_load_MWh["total_load_mw"], zone_load, plot_boolean) - print('c') + if not os.path.exists('./Profiles/Profiles_stats'): os.makedirs('./Profiles/Profiles_stats') stats.to_csv(f"Profiles/Profiles_stats/{zone_name}_stats_{year}.csv") From 1a94680eb7a05f0cbf7c29604a0bcd803b0a30da Mon Sep 17 00:00:00 2001 From: yinboHU Date: Fri, 21 Jan 2022 17:25:46 -0500 Subject: [PATCH 3/8] style: style correction using 'black' --- .../zone_profile_generator.py | 40 +++++++------------ 1 file changed, 15 insertions(+), 25 deletions(-) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index 23ff8e6..b14b4bd 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -102,9 +102,7 @@ def zonal_data(puma_data, hours_utc): * puma_data[f"frac_elec_sh_res_{base_year}"] ) / sum(puma_data[f"res_area_{base_year}_m2"]), - sum( - puma_data[f"res_area_{base_year}_m2"] * puma_data["AC_penetration"] - ) + sum(puma_data[f"res_area_{base_year}_m2"] * puma_data["AC_penetration"]) / sum(puma_data[f"res_area_{base_year}_m2"]), sum( puma_data[f"com_area_{base_year}_m2"] @@ -131,16 +129,8 @@ def zonal_data(puma_data, hours_utc): * puma_data[f"frac_elec_cook_com_{base_year}"] ) / sum(puma_data[f"com_area_{base_year}_m2"]), - sum( - puma_data["hdd65_normals"] - * puma_data["pop"] - / sum(puma_data["pop"]) - ), - sum( - puma_data["cdd65_normals"] - * puma_data["pop"] - / sum(puma_data["pop"]) - ), + sum(puma_data["hdd65_normals"] * puma_data["pop"] / sum(puma_data["pop"])), + sum(puma_data["cdd65_normals"] * puma_data["pop"] / sum(puma_data["pop"])), ], index=[ "pop", @@ -323,7 +313,7 @@ def make_hourly_series(load_temp_df, i): ) t_bph = -i_cool / s_cool_db if -i_cool / s_cool_db > t_bph else t_bph - + # if wk_wknd == "wk": wk_graph = load_temp_df[ @@ -398,14 +388,14 @@ def make_hourly_series(load_temp_df, i): if plot_boolean: plt.rcParams.update({"font.size": 20}) fig, ax = plt.subplots(figsize=(20, 10)) - - plt.scatter(wk_graph["temp_c"], wk_graph["load_mw"], color="black") - + plt.scatter(wk_graph["temp_c"], wk_graph["load_mw"], color="black") plt.scatter(load_temp_hr_heat["temp_c"], heat_eqn, color="red") plt.scatter(load_temp_hr_cool["temp_c"], cool_eqn, color="blue") - plt.scatter(load_temp_hr_cool_func["temp_c"], cool_func_eqn, color="green") + plt.scatter( + load_temp_hr_cool_func["temp_c"], cool_func_eqn, color="green" + ) plt.title( f"zone {zone_name}, hour {i}, {wk_wknd} \n t_bpc = " @@ -415,8 +405,8 @@ def make_hourly_series(load_temp_df, i): ) plt.xlabel("Temp (°C)") plt.ylabel("Load (MW)") - if not os.path.exists('./dayhour_fits/dayhour_fits_graphs'): - os.makedirs('./dayhour_fits/dayhour_fits_graphs') + if not os.path.exists("./dayhour_fits/dayhour_fits_graphs"): + os.makedirs("./dayhour_fits/dayhour_fits_graphs") plt.savefig( f"dayhour_fits/dayhour_fits_graphs/{zone_name}_hour_{i}_{wk_wknd}_{base_year}.png" ) @@ -571,8 +561,8 @@ def plot_profile(profile, actual, plot_boolean): + str(round(np.mean(profile), 2)) + " MW" ) - if not os.path.exists('./Profiles/Profiles_graphs'): - os.makedirs('./Profiles/Profiles_graphs') + if not os.path.exists("./Profiles/Profiles_graphs"): + os.makedirs("./Profiles/Profiles_graphs") plt.savefig(f"Profiles/Profiles_graphs/{zone_name}_profile_{year}.png") return ( @@ -646,15 +636,15 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): stats["max_actual_load_mw"], ) = plot_profile(zone_profile_load_MWh["total_load_mw"], zone_load, plot_boolean) - if not os.path.exists('./Profiles/Profiles_stats'): - os.makedirs('./Profiles/Profiles_stats') + if not os.path.exists("./Profiles/Profiles_stats"): + os.makedirs("./Profiles/Profiles_stats") stats.to_csv(f"Profiles/Profiles_stats/{zone_name}_stats_{year}.csv") if __name__ == "__main__": # Use base_year for model fitting base_year = const.base_year - + # Weather year to produce load profiles year = 2019 From c0b69dd4ddd32ba096f99a92d99813bd85ce561b Mon Sep 17 00:00:00 2001 From: yinboHU Date: Fri, 21 Jan 2022 17:28:49 -0500 Subject: [PATCH 4/8] style:switch the order of package importing --- .../demanddata/bldg_electrification/zone_profile_generator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index b14b4bd..70800fa 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -1,8 +1,8 @@ +import os import geopandas as gpd import matplotlib.pyplot as plt import numpy as np import pandas as pd -import os from pandas.tseries.holiday import USFederalHolidayCalendar as calendar # noqa: N813 from scipy.stats import linregress from sklearn.linear_model import LinearRegression From 3dcce21136568fb49ab363a5a3a8e492a62c557d Mon Sep 17 00:00:00 2001 From: yinboHU Date: Fri, 21 Jan 2022 17:42:23 -0500 Subject: [PATCH 5/8] style --- .../demanddata/bldg_electrification/zone_profile_generator.py | 1 + 1 file changed, 1 insertion(+) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index 70800fa..85f8100 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -1,4 +1,5 @@ import os + import geopandas as gpd import matplotlib.pyplot as plt import numpy as np From d39d3e0ea7c8627fe5973ab48b6d0aa478b3568b Mon Sep 17 00:00:00 2001 From: yinboHU Date: Mon, 24 Jan 2022 15:21:48 -0500 Subject: [PATCH 6/8] chore: change os.path.exists to os.path.isdir in order to avoid same file names --- .../Profiles/ERCO-C_profile_load_mw_2019.csv | 17508 +++++++-------- .../Profiles/ERCO-E_profile_load_mw_2019.csv | 17520 ++++++++-------- .../Profiles/ERCO-FW_profile_load_mw_2019.csv | 17520 ++++++++-------- .../Profiles/ERCO-N_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONB_profile_load_mw_2019.csv | 16526 +++++++-------- .../NYIS-ZONC_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZOND_profile_load_mw_2019.csv | 15574 +++++++------- .../NYIS-ZONE_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONF_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONG_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONH_profile_load_mw_2019.csv | 16398 +++++++-------- .../NYIS-ZONI_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONJ_profile_load_mw_2019.csv | 17520 ++++++++-------- .../NYIS-ZONK_profile_load_mw_2019.csv | 16300 +++++++------- .../Profiles_stats/ERCO-C_stats_2019.csv | 21 + .../Profiles_stats/ERCO-E_stats_2019.csv | 21 + .../Profiles_stats/ERCO-FW_stats_2019.csv | 21 + .../Profiles_stats/ERCO-N_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONA_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONB_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONC_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZOND_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONE_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONF_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONG_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONH_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONI_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONJ_stats_2019.csv | 21 + .../Profiles_stats/NYIS-ZONK_stats_2019.csv | 21 + .../dayhour_fits/ERCO-C_dayhour_fits_2019.csv | 48 +- .../dayhour_fits/ERCO-E_dayhour_fits_2019.csv | 48 +- .../ERCO-FW_dayhour_fits_2019.csv | 48 +- .../dayhour_fits/ERCO-N_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONB_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONC_dayhour_fits_2019.csv | 48 +- .../NYIS-ZOND_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONE_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONF_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONG_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONH_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONI_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONJ_dayhour_fits_2019.csv | 48 +- .../NYIS-ZONK_dayhour_fits_2019.csv | 48 +- .../zone_profile_generator.py | 6 +- 44 files changed, 120647 insertions(+), 120332 deletions(-) create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/ERCO-C_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/ERCO-E_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/ERCO-FW_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/ERCO-N_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONA_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONB_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONC_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZOND_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONE_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONF_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONG_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONH_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONI_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONJ_stats_2019.csv create mode 100644 prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONK_stats_2019.csv diff --git a/prereise/gather/demanddata/bldg_electrification/Profiles/ERCO-C_profile_load_mw_2019.csv b/prereise/gather/demanddata/bldg_electrification/Profiles/ERCO-C_profile_load_mw_2019.csv index 2bd3529..9961110 100644 --- a/prereise/gather/demanddata/bldg_electrification/Profiles/ERCO-C_profile_load_mw_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/Profiles/ERCO-C_profile_load_mw_2019.csv @@ -1,8761 +1,8761 @@ hour_utc,base_load_mw,heat_load_mw,cool_load_mw,total_load_mw -0,9806.307964872623,1761.2013368576893,0.0,11567.509301730313 -1,9384.35292006831,2157.0167662434415,0.0,11541.369686311751 -2,9000.846527125206,2388.5691038921073,0.0,11389.415631017313 -3,8607.935080993253,2642.4340298809066,0.0,11250.369110874159 -4,8111.982249016986,2700.952495835296,0.0,10812.934744852282 -5,7599.690455411644,2694.5003266601275,0.0,10294.190782071772 -6,7151.058439913994,2757.7926975121245,0.0,9908.851137426118 -7,6891.306656284674,2820.2776358498963,0.0,9711.58429213457 -8,6781.544481374426,2799.38238010829,0.0,9580.926861482716 -9,6683.06677349413,2919.3311726927514,0.0,9602.39794618688 -10,6768.37635090984,3006.099080973133,0.0,9774.475431882973 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-1928,620.5891760603624,401.08616075726053,7.3433028535415135,1029.0186396711645 -1929,676.7167521129713,390.35370065810946,2.896778462198699,1069.9672312332796 -1930,673.7094556096527,559.4912616715019,0.0,1233.2007172811545 -1931,799.7402112442792,586.1175067950288,0.0,1385.857718039308 -1932,871.5004378974486,572.7752760840493,0.0,1444.275713981498 -1933,905.7714053433233,556.297357297624,0.0,1462.0687626409472 -1934,1070.3996257432705,268.83662599989066,16.96654044472959,1356.2027921878907 -1935,1090.6525593009574,81.36871592298115,44.874048585702454,1216.895323809641 -1936,1097.8179167447443,0.0,117.57666954115666,1215.394586285901 -1937,1110.8121230870581,0.0,216.39521290289554,1327.2073359899537 -1938,1119.083183412366,0.0,266.63626188325225,1385.7194452956182 -1939,1110.1901557060094,0.0,279.91115436876294,1390.1013100747723 -1940,1096.9485561839315,0.0,301.6426889810343,1398.5912451649658 -1941,1104.693349806455,0.0,337.377767267134,1442.071117073589 -1942,1086.2275794068457,0.0,355.38379423625884,1441.6113736431046 -1943,1039.2923674374704,0.0,370.5018571458445,1409.7942245833149 -1944,1063.7035465233985,0.0,361.58367185493285,1425.2872183783313 -1945,1027.4319604309098,0.0,311.6138836723013,1339.045844103211 -1946,963.1947668973365,0.0,254.54091733969244,1217.735684237029 -1947,902.5849795768546,9.388141202952596,224.00989942758665,1135.9830202073938 -1948,833.5988298636071,35.84363370950979,164.58956679412856,1034.0320303672454 -1949,695.8516114697975,102.81258305206129,144.3472269243552,943.011421446214 -1950,603.7957876185874,160.4031711213294,136.17235284654177,900.3713115864585 -1951,571.1590943570266,181.6305374544284,120.9791554140149,873.7687872254699 -1952,555.68139929272,207.17017809143138,111.62615143601248,874.4777288201639 -1953,508.4489622387416,253.0935230888058,94.81108149091465,856.353566818462 -1954,480.46780800428996,321.2810075431895,74.40529567224974,876.1541112197292 -1955,532.3006779986531,337.14831125482397,72.10623977641995,941.555229029897 -1956,632.8809575703772,306.47851357170805,66.0493486800129,1005.4088198220982 -1957,711.280187471642,284.96151599380283,71.55307149799405,1067.7947749634388 -1958,881.6792793298732,202.12165132623997,88.73754980963882,1172.538480465752 -1959,947.7046136307886,64.3951256146588,119.21048333713755,1131.3102225825849 -1960,1012.7309181511324,0.0,110.31279941713376,1123.0437175682662 -1961,1021.3759355527203,0.0,154.52862133536598,1175.9045568880863 -1962,1041.940565376743,0.0,182.83093737843365,1224.7715027551767 -1963,1013.593358235439,0.0,228.47919104794278,1242.0725492833817 -1964,1044.3256951590836,0.0,230.88912175530845,1275.214816914392 -1965,1003.5156520721495,0.0,291.333339162901,1294.8489912350506 -1966,998.9488997185839,0.0,315.1787097963379,1314.127609514922 -1967,1041.6260549889405,0.0,284.0778140028634,1325.703868991804 -1968,1001.0831232614551,0.0,276.4958427621268,1277.5789660235819 -1969,919.409691623582,0.0,366.56059940802777,1285.9702910316098 -1970,869.2054735525975,0.0,370.9277372707651,1240.1332108233626 -1971,760.9217220491312,0.0,397.41595282620574,1158.337674875337 -1972,707.1374722657451,0.0,341.8659786586602,1049.0034509244053 -1973,695.8516114697975,36.153461993258745,231.2499188045535,963.2549922676096 -1974,603.7957876185874,68.46340364253017,243.717014852,915.9762061131175 -1975,571.1590943570266,86.2281245703147,226.77779578468343,884.1650147120247 -1976,555.68139929272,107.32605084525198,215.76218984115394,878.7696399791259 -1977,508.4489622387416,132.49742279253826,219.5787202174601,860.5251052487399 -1978,480.46780800428996,161.89232938549412,230.24321760154666,872.6033549913308 -1979,532.3006779986531,182.1889371325206,219.6893154999079,934.1789306310816 -1980,632.8809575703772,165.98147225676226,183.5302611139012,982.3926909410407 -1981,711.280187471642,148.10948528392075,181.97304737833798,1041.3627201339007 -1982,881.6792793298732,76.57879643694127,198.6384134427188,1156.8964892095332 -1983,947.7046136307886,0.0,211.58946698366276,1159.2940806144513 -1984,1012.7309181511324,0.0,226.145780518861,1238.8766986699934 -1985,1021.3759355527203,0.0,287.6546990504204,1309.0306346031407 -1986,1041.940565376743,0.0,334.08308359159196,1376.023648968335 -1987,1013.593358235439,0.0,389.9767006400548,1403.570058875494 -1988,1044.3256951590836,0.0,406.8303399179508,1451.1560350770344 -1989,1003.5156520721495,0.0,468.40432398744906,1471.9199760595984 -1990,998.9488997185839,0.0,531.8707233899229,1530.8196231085067 -1991,1041.6260549889405,0.0,481.89191994547775,1523.5179749344184 -1992,1001.0831232614551,0.0,460.34299858745885,1461.426121848914 -1993,919.409691623582,0.0,511.6982691029906,1431.1079607265726 -1994,869.2054735525975,0.0,476.5710057868042,1345.7764793394017 -1995,760.9217220491312,0.0,526.6473418567807,1287.569063905912 -1996,707.1374722657451,0.0,473.956873598716,1181.094345864461 -1997,662.1073075623433,0.0,482.91121167557264,1145.0185192379158 -1998,638.5453028598326,0.0,403.2725333930938,1041.8178362529266 -1999,629.1345875818947,0.0,395.78241168651846,1024.9169992684133 -2000,620.5891760603624,0.0,362.9693567255557,983.5585327859181 -2001,676.7167521129713,0.0,282.50326385084077,959.2200159638121 -2002,673.7094556096527,27.654568890414815,313.16106426819306,1014.5250887682605 -2003,799.7402112442792,24.08110643067314,313.3556923885628,1137.1770100635151 -2004,871.5004378974486,47.6965539088639,272.2422166222236,1191.439208428536 -2005,905.7714053433233,45.97739829607736,259.1087867091053,1210.857590348506 -2006,1070.3996257432705,22.497549984272993,149.07809534245905,1241.9752710700027 -2007,1090.6525593009574,0.0,171.0414487981135,1261.6940080990707 -2008,1097.8179167447443,0.0,202.24961300278073,1300.067529747525 -2009,1110.8121230870581,0.0,244.5356169596107,1355.3477400466688 -2010,1119.083183412366,0.0,290.9773981421856,1410.0605815545516 -2011,1110.1901557060094,0.0,342.56454739986884,1452.7547031058782 -2012,1096.9485561839315,0.0,372.2192943952127,1469.1678505791442 -2013,1104.693349806455,0.0,396.79573713243417,1501.4890869388892 -2014,1086.2275794068457,0.0,421.9994806336658,1508.2270600405116 -2015,1039.2923674374704,0.0,424.55767891858227,1463.8500463560526 -2016,1063.7035465233985,0.0,375.54729490350337,1439.2508414269018 -2017,1027.4319604309098,0.0,323.61466851736634,1351.046628948276 -2018,963.1947668973365,0.0,277.8238130519792,1241.0185799493156 -2019,902.5849795768546,29.465049399539982,204.6676686338718,1136.7176976102664 -2020,833.5988298636071,67.26775771769579,142.0572077185425,1042.9237952998453 -2021,662.1073075623433,175.7249901666512,136.8078715485177,974.6401692775122 -2022,638.5453028598326,212.64457815704017,97.57973178290638,948.7696127997792 -2023,629.1345875818947,244.7129234483754,73.17291011874075,947.0204211490109 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-1972,2980.177397749845,134.22777432357978,41.46377479642018,3155.8689468698453 -1973,3110.855922849666,96.26841498178725,0.0,3207.1243378314534 -1974,3135.3525204783114,94.89083718976036,0.6362248870107271,3230.879582555083 -1975,3152.906395293277,86.46958174612685,0.23396680802846717,3239.6099438474325 -1976,3096.1171941493276,103.62213451612564,0.0,3199.7393286654533 -1977,3254.907519132829,49.24514901357454,0.0,3304.1526681464034 -1978,3251.9172530007263,50.865065994498345,0.0,3302.7823189952246 -1979,3106.462118223309,117.22030382657515,3.7762706467982037,3227.4586926966826 -1980,3259.188535662845,75.4617167030175,0.0,3334.6502523658623 -1981,3154.180990716065,113.94007770929248,1.2103314008410135,3269.3313998261983 -1982,3235.1696726116998,55.62291985217363,0.0,3290.7925924638735 -1983,3264.918385527906,28.460613122308736,0.0,3293.3789986502147 -1984,3194.224015933694,0.0,70.35235104910714,3264.576366982801 -1985,3086.8878247169064,0.0,247.18865661727784,3334.0764813341843 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-2000,2953.164048396257,201.95090188297914,3.087428777080119,3158.202379056316 -2001,2942.099045876919,256.9057619329511,0.028051511393128035,3199.032859321263 -2002,2861.7381562686883,365.3706240567616,0.0,3227.10878032545 -2003,2888.190293053848,393.44421916497447,0.0,3281.6345122188227 -2004,2985.9656394402928,355.5679778756937,0.0,3341.5336173159867 -2005,2973.2510203794814,339.4504677532715,0.0,3312.7014881327527 -2006,3087.007039544675,238.18465403614127,0.036275028635169085,3325.2279686094516 -2007,3215.4306911353965,120.15650235040185,0.7209628390231605,3336.3081563248215 -2008,3208.9608828747996,52.78004219846973,0.0,3261.7409250732694 -2009,3178.9255739356004,16.866590575264134,0.0,3195.7921645108645 -2010,3222.969264891236,10.026593475154687,0.0,3232.9958583663906 -2011,3157.184981975629,0.0,83.71145623003372,3240.896438205663 -2012,3156.145446692644,0.0,117.72824280352904,3273.873689496173 -2013,3175.7075573988136,0.0,131.97527737910218,3307.6828347779156 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-1967,563.3047547668232,0.0,126.02053649200593,689.3252912588291 -1968,536.351689439585,0.0,149.29790903845333,685.6495984780383 -1969,565.7162053114706,0.0,102.73020261262991,668.4464079241005 -1970,501.0486917381362,14.028784070492721,136.5896608326383,651.6671366412672 -1971,483.28812192098684,56.62008251962025,93.87192219810075,633.7801266387078 -1972,457.1497574412875,60.13781884690507,79.91529797771362,597.2028742659062 -1973,454.40046837080985,72.44315887570112,60.576830965153654,587.4204582116647 -1974,433.1630485591368,82.88541703758851,48.82745637908618,564.8759219758115 -1975,424.3256913053587,82.97522403891966,46.92810831366497,554.2290236579433 -1976,414.1852348403882,96.94850562884062,42.54733450961572,553.6810749788445 -1977,412.41001601162753,100.12137773597202,42.06221746836341,554.5936112159629 -1978,395.6255486008335,121.79702637033785,41.12444836900821,558.5470233401795 -1979,403.2305107157938,134.22217976404025,36.556810740758856,574.0095012205928 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-1994,501.0486917381362,0.0,175.4017641360636,676.4504558741999 -1995,483.28812192098684,52.86608202395216,99.14704808596781,635.3012520309069 -1996,457.1497574412875,71.31805914570528,68.82254614694921,597.290362733942 -1997,450.81225310540293,88.80412191376199,49.88826729698038,589.5046423161454 -1998,414.7286694452034,122.45949415646584,33.80008994179719,570.9882535434664 -1999,391.90741866575786,132.73060017079163,32.141304660722504,556.779323497272 -2000,380.11255900598366,164.58429539204482,17.202883041204046,561.8997374392325 -2001,404.5904155241482,176.38862508792639,7.407660079706646,588.3867006917812 -2002,417.5060089164212,239.79381280465307,0.0,657.2998217210743 -2003,469.5835080795838,251.21878413856706,0.0,720.8022922181508 -2004,499.64368042564786,257.8162122992573,0.0,757.4598927249051 -2005,518.5995187825079,244.03663551896844,0.0,762.6361543014763 -2006,574.0310040746501,179.25654272290623,2.821392345439837,756.1089391429962 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-2005,1547.0745597108378,522.662584078007,0.0,2069.7371437888446 -2006,1567.0755854342383,490.14401634697464,0.0,2057.219601781213 -2007,1618.817275669544,429.3825635526435,0.0,2048.1998392221876 -2008,1606.1758102399663,424.70158719288673,0.0,2030.877397432853 -2009,1618.2573818094397,378.4417072342608,0.0,1996.6990890437005 -2010,1616.8784878286071,361.76564940290496,0.0,1978.644137231512 -2011,1591.0853222646706,376.35917674259395,0.0,1967.4444990072645 -2012,1566.921502939535,379.8207856519997,0.0,1946.7422885915348 -2013,1565.2884961427555,347.1326931465348,0.0,1912.4211892892904 -2014,1551.5033718696398,376.6382635154218,0.0,1928.1416353850616 -2015,1597.6812736414436,469.66697031184964,0.0,2067.348243953293 -2016,1586.0252691917663,551.2640518660866,0.0,2137.2893210578527 -2017,1574.0168048141993,521.865920015858,0.0,2095.882724830057 -2018,1495.239023984555,509.5015219185311,0.0,2004.740545903086 -2019,1391.5015884855525,491.12943307412837,0.0,1882.631021559681 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-1920,1190.5241893881098,289.49309300911,0.0,1480.0172823972198 -1921,1177.711897751227,262.4869294364545,0.0,1440.1988271876817 -1922,1100.2418567720042,263.80245854178673,0.0,1364.044315313791 -1923,1004.554432519859,266.2968826860282,0.0,1270.8513152058872 -1924,917.2063630820492,261.008171812681,0.0,1178.2145348947301 -1925,885.3514794490726,244.92073105657462,0.0,1130.2722105056473 -1926,867.0450727407729,229.74473406489528,0.0,1096.7898068056681 -1927,862.4692772002276,222.61888625412044,0.0,1085.088163454348 -1928,870.4183527951199,211.00645045555765,0.0,1081.4248032506775 -1929,915.5016194533758,198.50084838908234,0.0,1114.0024678424581 -1930,975.2263181474573,233.2384512561967,0.0,1208.464769403654 -1931,1076.769984704222,243.04593285137818,0.0,1319.8159175556002 -1932,1142.3649939164093,257.14365655574505,0.0,1399.5086504721544 -1933,1120.1718224283077,286.18321757541645,0.0,1406.355040003724 -1934,1107.1349410353348,293.4374939476714,0.0,1400.5724349830061 -1935,1118.0847129138856,277.8738154393492,0.0,1395.9585283532347 -1936,1110.9777830153091,273.7559276279229,0.0,1384.733710643232 -1937,1109.8806468064117,262.25048498734463,0.0,1372.1311317937564 -1938,1100.2835734657667,261.2314787015373,0.0,1361.515052167304 -1939,1100.4058713477657,260.4895964032802,0.0,1360.895467751046 -1940,1094.827372365775,267.7747409193496,0.0,1362.6021132851247 -1941,1133.8781054242656,230.12216492455806,0.0,1364.0002703488237 -1942,1138.5288618276657,248.6353114117844,0.0,1387.16417323945 -1943,1207.5888960630775,301.68346904314484,0.0,1509.2723651062224 -1944,1190.5241893881098,326.48976355205446,0.0,1517.0139529401642 -1945,1177.711897751227,296.7955605739026,0.0,1474.5074583251296 -1946,1100.2418567720042,299.77734064589623,0.0,1400.0191974179004 -1947,1004.554432519859,306.9189765391102,0.0,1311.473409058969 -1948,904.5939735600149,311.0770749080347,0.0,1215.6710484680495 -1949,847.312730168686,326.74562590125424,0.0,1174.0583560699401 -1950,818.3760336936431,332.53951182968217,0.0,1150.9155455233254 -1951,817.3784388457965,320.10577711656146,0.0,1137.484215962358 -1952,824.7692336669509,321.1858556668715,0.0,1145.9550893338223 -1953,831.8519181356818,324.99859999571106,0.0,1156.8505181313928 -1954,852.8923626199606,347.6460221677566,0.0,1200.5383847877172 -1955,861.3034008258131,377.61518750785535,0.0,1238.9185883336686 -1956,911.1948028138154,400.6528145963419,0.0,1311.8476174101572 -1957,939.0857952424878,441.6810566392188,0.0,1380.7668518817068 -1958,941.4721222672825,476.7251398562655,0.0,1418.1972621235482 -1959,963.0380065884315,460.3600095628478,0.0,1423.3980161512793 -1960,975.0999355136959,451.92444231105253,0.0,1427.0243778247484 -1961,947.1572639494302,446.6578322234008,0.0,1393.815096172831 -1962,933.2128606717938,445.6444907075948,0.0,1378.8573513793885 -1963,930.1145600208347,443.31967043107693,0.0,1373.4342304519116 -1964,909.0804882376405,437.1360782763609,0.0,1346.2165665140014 -1965,968.3547733491537,355.6252193422533,0.0,1323.979992691407 -1966,970.8037106195093,398.4570430719964,0.0,1369.2607536915057 -1967,1076.5847583413597,409.66048174436526,0.0,1486.245240085725 -1968,1068.5745097795982,437.6650273652808,0.0,1506.239537144879 -1969,1060.457398120775,402.46845345322885,0.0,1462.925851574004 -1970,1002.3576479223326,386.9203182496024,0.0,1389.277966171935 -1971,939.8287966908186,380.42301128667,0.0,1320.2518079774886 -1972,904.5939735600149,353.570852134552,0.0,1258.1648256945668 -1973,847.312730168686,358.49975957213536,0.0,1205.8124897408213 -1974,818.3760336936431,353.60520324834005,0.0,1171.981236941983 -1975,817.3784388457965,337.22189511062396,0.0,1154.6003339564204 -1976,824.7692336669509,327.27685691313246,0.0,1152.0460905800833 -1977,831.8519181356818,317.435937714349,0.0,1149.2878558500308 -1978,851.3627602702322,341.9545265345327,0.0,1193.317286804765 -1979,861.025081043412,370.3337996061398,0.0,1231.3588806495518 -1980,911.1948028138154,366.3170778260701,0.0,1277.5118806398855 -1981,939.0857952424878,371.7888117213208,0.0,1310.8746069638087 -1982,941.4721222672825,334.852582377318,0.0,1276.3247046446006 -1983,963.0380065884315,281.7930543487974,0.0,1244.8310609372288 -1984,975.0999355136959,251.78110522180359,0.0,1226.8810407354995 -1985,947.1572639494302,228.2939765236021,0.0,1175.4512404730324 -1986,933.2128606717938,209.24707492312416,0.0,1142.459935594918 -1987,930.1145600208347,205.80737326612928,0.0,1135.9219332869638 -1988,909.0804882376405,204.77882118033176,0.031558381388887356,1113.890867799361 -1989,968.3547733491537,160.37463303848236,0.0,1128.7294063876361 -1990,970.8037106195093,200.03447400617736,0.0,1170.8381846256866 -1991,1073.67755790145,228.15173507668945,0.0,1301.8292929781394 -1992,1068.5745097795982,273.3347728201275,0.0,1341.9092825997257 -1993,1060.457398120775,274.11729689078044,0.0,1334.5746950115554 -1994,1002.3576479223326,292.0017602842687,0.0,1294.3594082066013 -1995,939.8287966908186,292.17403078228193,0.0,1232.0028274731005 -1996,917.2063630820492,266.2916822585351,0.0,1183.4980453405842 -1997,885.3514794490726,258.08899917191104,0.0,1143.4404786209836 -1998,867.0450727407729,243.51178630438494,0.0,1110.5568590451578 -1999,862.4692772002276,225.19882182369116,0.0,1087.6680990239188 -2000,870.4183527951199,217.75467175234493,0.0,1088.1730245474648 -2001,915.5016194533758,208.95933864281352,0.0,1124.4609580961894 -2002,970.2725473064078,253.38419740426372,0.0,1223.6567447106715 -2003,1075.893139666215,270.5095501146501,0.0,1346.4026897808649 -2004,1142.3649939164093,289.108569631711,0.0,1431.4735635481202 -2005,1120.1718224283077,320.7238178560424,0.0,1440.89564028435 -2006,1107.1349410353348,311.70088070943405,0.0,1418.835821744769 -2007,1118.0847129138856,282.0750290609028,0.0,1400.1597419747884 -2008,1110.9777830153091,270.9008172056648,0.0,1381.878600220974 -2009,1109.8806468064117,249.15181675140244,0.0,1359.0324635578143 -2010,1100.2835734657667,244.7599849675592,0.0,1345.0435584333259 -2011,1100.4058713477657,241.56768175568774,0.0,1341.9735531034535 -2012,1094.827372365775,241.67625632596295,0.0,1336.503628691738 -2013,1133.8781054242656,207.4691406143648,0.0,1341.3472460386304 -2014,1138.5288618276657,235.26879149768652,0.0,1373.7976533253523 -2015,1196.5979158375815,304.92769134681316,0.0,1501.5256071843946 -2016,1190.5241893881098,352.9493051573627,0.0,1543.4734945454725 -2017,1177.711897751227,331.5595977729609,0.0,1509.271495524188 -2018,1100.2418567720042,337.9383121453625,0.0,1438.1801689173667 -2019,1004.554432519859,351.19121092588443,0.0,1355.7456434457436 -2020,917.2063630820492,346.8625130435433,0.0,1264.0688761255924 -2021,885.3514794490726,339.5217164302706,0.0,1224.8731958793433 -2022,867.0450727407729,331.01624242099876,0.0,1198.0613151617717 -2023,862.4692772002276,321.37584602743595,0.0,1183.8451232276634 -2024,870.4183527951199,326.19358624171167,0.0,1196.6119390368315 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-1990,795.5406140882819,95.87107482302427,0.0,891.4116889113062 -1991,854.8208641912515,119.58390102397966,0.0,974.4047652152312 -1992,886.6135414914957,143.03299668131015,1.250925565958028,1030.897463738764 -1993,858.8006375098928,152.71285046000864,0.0009907056372723956,1011.5144786755387 -1994,832.5753579633605,161.92834317968723,0.0,994.5037011430477 -1995,763.2221376157397,174.69592178943608,0.0,937.9180594051758 -1996,718.4118702338835,168.84776792724062,0.0,887.2596381611241 -1997,665.3349961996083,162.2100341545992,0.0,827.5450303542075 -1998,633.0593246582553,164.68708044210732,0.0,797.7464051003626 -1999,611.5112899334193,166.83929191936815,0.0,778.3505818527875 -2000,613.6315117289423,164.61216813959265,0.0,778.243679868535 -2001,640.6061304835534,158.67759155810015,0.0,799.2837220416536 -2002,698.5063059873864,185.41420003379758,0.0,883.920506021184 -2003,762.4437143017753,203.5998772317582,0.0,966.0435915335336 -2004,823.9307001255809,211.64177820547502,0.0,1035.572478331056 -2005,850.9518899120368,208.88980712262222,0.0,1059.841697034659 -2006,877.943089416216,196.02444803007356,0.0,1073.9675374462895 -2007,895.9645568872907,176.92899241208463,0.0,1072.8935492993753 -2008,891.5296934515075,168.93833614040201,0.0,1060.4680295919095 -2009,881.7371718633749,163.5821227314929,0.0,1045.3192945948679 -2010,890.688200523339,149.11416647922027,0.0,1039.8023670025593 -2011,892.3978294793244,142.91694128557273,0.0,1035.314770764897 -2012,880.0219916378926,150.42433374918707,0.0,1030.4463253870797 -2013,902.6894136958327,134.977357151392,0.0,1037.6667708472248 -2014,909.6033751370137,145.3234540309339,0.0,1054.9268291679475 -2015,944.9654060683372,185.9440230397627,0.0,1130.9094291080999 -2016,967.9390019763941,224.60276400665364,0.0,1192.5417659830478 -2017,956.0959688075905,221.86806193841076,0.0,1177.9640307460013 -2018,904.3180172978641,223.85826237141325,0.0,1128.1762796692774 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-1988,4340.12885406124,516.0910379260296,0.0,4856.21989198727 -1989,4361.593654267727,490.5193980310802,0.0,4852.113052298808 -1990,4326.610586925181,494.90993357812323,0.0,4821.520520503304 -1991,4448.645734094408,512.752940599023,1.052674019724254,4962.451348713155 -1992,4552.802621613585,537.2675122794318,3.29230743700046,5093.362441330017 -1993,4505.931804928107,541.0649713815152,12.466167098844371,5059.462943408467 -1994,4380.55956641579,562.6827281560705,7.871437805814589,4951.113732377676 -1995,4150.263563523584,609.6776701289497,0.9099988529759576,4760.85123250551 -1996,4046.3212351517095,585.2130196266298,0.26849382894175533,4631.8027486072815 -1997,3766.5560262654117,573.3877011639311,0.0,4339.943727429343 -1998,3572.328468704115,576.393514095548,0.0,4148.721982799663 -1999,3466.489144507319,568.5777027905032,0.0,4035.0668472978223 -2000,3431.0498289560437,552.720440639247,0.0,3983.7702695952908 -2001,3475.5614505694566,533.1371608801385,0.0,4008.698611449595 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a/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONK_profile_load_mw_2019.csv b/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONK_profile_load_mw_2019.csv index 3c1c2d4..68efc96 100644 --- a/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONK_profile_load_mw_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/Profiles/NYIS-ZONK_profile_load_mw_2019.csv @@ -1,8761 +1,8761 @@ hour_utc,base_load_mw,heat_load_mw,cool_load_mw,total_load_mw -0,2147.3792320915027,446.21005491903765,0.0,2593.5892870105404 -1,2019.1516827527753,485.62949552995093,0.0,2504.781178282726 -2,2009.6518906270692,424.06367365738157,0.0,2433.715564284451 -3,1879.554372122479,385.99663676659077,0.0,2265.5510088890696 -4,1701.343141881419,346.2702162650218,0.0,2047.6133581464408 -5,1561.2227516836388,295.83124523693425,0.0,1857.053996920573 -6,1415.8823738083224,292.7973943811244,0.0,1708.6797681894468 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b/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONB_stats_2019.csv @@ -0,0 +1,21 @@ +,0 +pop,1784584.0 +res_area_m2,130558046.27724296 +com_area_m2,51022841.00633488 +ind_area_m2_gbs,6558697.143640155 +frac_elec_res_heat,0.1391172896024372 +frac_elec_res_cool,0.6851734315597432 +frac_elec_com_heat,0.15346471735590983 +frac_elec_dhw_res,0.3840892665193592 +frac_elec_dhw_com,0.41086848376742013 +frac_elec_other_res,0.42465827681070695 +frac_elec_cook_com,0.21395753854878896 +hdd65,6861.838457029761 +cdd65,476.50655278765237 +mrae_avg_%,0.03504077957246593 +mrae_max_%,0.26139532880299354 +rss_avg_%,0.04596236494358548 +avg_profile_load_mw,1105.2126253661643 +avg_actual_load_mw,1108.5405251141553 +max_profile_load_mw,1817.7981174237154 +max_actual_load_mw,1926.0 diff --git a/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONC_stats_2019.csv b/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONC_stats_2019.csv new file mode 100644 index 0000000..3b123ed --- /dev/null +++ b/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZONC_stats_2019.csv @@ -0,0 +1,21 @@ +,0 +pop,2652294.0 +res_area_m2,203198167.181429 +com_area_m2,76635372.8802047 +ind_area_m2_gbs,9297666.789924309 +frac_elec_res_heat,0.15087810534968282 +frac_elec_res_cool,0.6389882785462706 +frac_elec_com_heat,0.16220596354091318 +frac_elec_dhw_res,0.3927616814031644 +frac_elec_dhw_com,0.4169518021173043 +frac_elec_other_res,0.432759454225271 +frac_elec_cook_com,0.22207414137478107 +hdd65,7101.525413472262 +cdd65,427.36786042572953 +mrae_avg_%,0.034789005138161674 +mrae_max_%,0.2101625842005479 +rss_avg_%,0.04432161501493815 +avg_profile_load_mw,1798.984073797288 +avg_actual_load_mw,1804.2326484018265 +max_profile_load_mw,2656.4305475964757 +max_actual_load_mw,2711.0 diff --git a/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZOND_stats_2019.csv b/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZOND_stats_2019.csv new file mode 100644 index 0000000..4f041ee --- /dev/null +++ b/prereise/gather/demanddata/bldg_electrification/Profiles/Profiles_stats/NYIS-ZOND_stats_2019.csv @@ -0,0 +1,21 @@ +,0 +pop,405736.0 +res_area_m2,32185000.02340723 +com_area_m2,10553599.2033346 +ind_area_m2_gbs,1083792.6635050413 +frac_elec_res_heat,0.16118902512834743 +frac_elec_res_cool,0.573342520576433 +frac_elec_com_heat,0.17263559692827166 +frac_elec_dhw_res,0.40036494431247044 +frac_elec_dhw_com,0.4242101241946226 +frac_elec_other_res,0.4398619029184124 +frac_elec_cook_com,0.23175848043059305 +hdd65,7964.185891811425 +cdd65,350.4961280241339 +mrae_avg_%,0.035660201055893306 +mrae_max_%,0.25191755534635274 +rss_avg_%,0.04451796443414859 +avg_profile_load_mw,550.9863496215019 +avg_actual_load_mw,550.4391552511415 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diff --git a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONG_dayhour_fits_2019.csv b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONG_dayhour_fits_2019.csv index 08bc1a6..a4d8271 100644 --- a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONG_dayhour_fits_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONG_dayhour_fits_2019.csv @@ -1,25 +1,25 @@ ,t.bpc.wk.c,t.bph.wk.c,i.heat.wk,s.heat.wk,s.dark.wk,i.cool.wk,s.cool.wk.db,s.cool.wk.wb,mrae.heat.wk.mw,mrae.cool.wk.mw,mrae.mid.wk.mw,t.bpc.wknd.c,t.bph.wknd.c,i.heat.wknd,s.heat.wknd,s.dark.wknd,i.cool.wknd,s.cool.wknd.db,s.cool.wknd.wb,mrae.heat.wknd.mw,mrae.cool.wknd.mw,mrae.mid.wknd.mw 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diff --git a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONH_dayhour_fits_2019.csv b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONH_dayhour_fits_2019.csv index 6bcbfed..b103d64 100644 --- a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONH_dayhour_fits_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONH_dayhour_fits_2019.csv @@ -1,25 +1,25 @@ ,t.bpc.wk.c,t.bph.wk.c,i.heat.wk,s.heat.wk,s.dark.wk,i.cool.wk,s.cool.wk.db,s.cool.wk.wb,mrae.heat.wk.mw,mrae.cool.wk.mw,mrae.mid.wk.mw,t.bpc.wknd.c,t.bph.wknd.c,i.heat.wknd,s.heat.wknd,s.dark.wknd,i.cool.wknd,s.cool.wknd.db,s.cool.wknd.wb,mrae.heat.wknd.mw,mrae.cool.wknd.mw,mrae.mid.wknd.mw 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a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONK_dayhour_fits_2019.csv b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONK_dayhour_fits_2019.csv index 8bc84a4..f505001 100644 --- a/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONK_dayhour_fits_2019.csv +++ b/prereise/gather/demanddata/bldg_electrification/dayhour_fits/NYIS-ZONK_dayhour_fits_2019.csv @@ -1,25 +1,25 @@ ,t.bpc.wk.c,t.bph.wk.c,i.heat.wk,s.heat.wk,s.dark.wk,i.cool.wk,s.cool.wk.db,s.cool.wk.wb,mrae.heat.wk.mw,mrae.cool.wk.mw,mrae.mid.wk.mw,t.bpc.wknd.c,t.bph.wknd.c,i.heat.wknd,s.heat.wknd,s.dark.wknd,i.cool.wknd,s.cool.wknd.db,s.cool.wknd.wb,mrae.heat.wknd.mw,mrae.cool.wknd.mw,mrae.mid.wknd.mw 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+23,10.0,18.3,2367.564901934968,-36.40556065866389,0.0,-3203.4701047389935,198.96392580925826,8.437611301525445,57.99574192442944,114.30097580727491,67.16215507505346,10.0,18.3,2311.9342697249886,-36.426335509439674,0.0,-3756.800668842323,224.3361830114529,-9.155717657790332,64.7817378451412,148.622119360457,84.29990873151122 diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index 85f8100..9875e02 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -406,7 +406,7 @@ def make_hourly_series(load_temp_df, i): ) plt.xlabel("Temp (°C)") plt.ylabel("Load (MW)") - if not os.path.exists("./dayhour_fits/dayhour_fits_graphs"): + if not os.path.isdir("./dayhour_fits/dayhour_fits_graphs"): os.makedirs("./dayhour_fits/dayhour_fits_graphs") plt.savefig( f"dayhour_fits/dayhour_fits_graphs/{zone_name}_hour_{i}_{wk_wknd}_{base_year}.png" @@ -562,7 +562,7 @@ def plot_profile(profile, actual, plot_boolean): + str(round(np.mean(profile), 2)) + " MW" ) - if not os.path.exists("./Profiles/Profiles_graphs"): + if not os.path.isdir("./Profiles/Profiles_graphs"): os.makedirs("./Profiles/Profiles_graphs") plt.savefig(f"Profiles/Profiles_graphs/{zone_name}_profile_{year}.png") @@ -637,7 +637,7 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): stats["max_actual_load_mw"], ) = plot_profile(zone_profile_load_MWh["total_load_mw"], zone_load, plot_boolean) - if not os.path.exists("./Profiles/Profiles_stats"): + if not os.path.isdir("./Profiles/Profiles_stats"): os.makedirs("./Profiles/Profiles_stats") stats.to_csv(f"Profiles/Profiles_stats/{zone_name}_stats_{year}.csv") From cfc89be1e358a3f41d8fb2e5e3443e2e85d37a20 Mon Sep 17 00:00:00 2001 From: yinboHU Date: Mon, 24 Jan 2022 15:32:44 -0500 Subject: [PATCH 7/8] chore: add docstring --- .../demanddata/bldg_electrification/zone_profile_generator.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index 9875e02..d860dac 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -216,6 +216,7 @@ def hourly_load_fit(load_temp_df, plot_boolean): """Fit hourly heating, cooling, and baseload functions to load data :param pandas.DataFrame load_temp_df: hourly load and temperature data + :param boolean plot_boolean: whether or not create profile plots. :return: (*pandas.DataFrame*) hourly_fits_df -- hourly and week/weekend breakpoints and coefficients for electricity use equations :return: (*float*) s_wb_db, i_wb_db -- slope and intercept of fit between dry and wet bulb temperatures of zone @@ -534,6 +535,7 @@ def plot_profile(profile, actual, plot_boolean): :param pandas.Series profile: total profile hourly load :param pandas.Series actual: zonal hourly load data + :param boolean plot_boolean: whether or not create profile plots. :return: (*plot*) """ @@ -582,7 +584,9 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): :param str zone_name: name of load zone used to save profile. :param str zone_name_shp: name of load zone within shapefile. + :param int base_year: data fitting year. :param int year: profile year to calculate. + :param boolean plot_boolean: whether or not create profile plots. """ zone_load = pd.read_csv( f"https://besciences.blob.core.windows.net/datasets/bldg_el/zone_loads_{year}/{zone_name}_demand_{year}_UTC.csv" From 8d0ede6f307a1e951e1b47d3938f24b36f142e07 Mon Sep 17 00:00:00 2001 From: yinboHU Date: Mon, 24 Jan 2022 15:37:06 -0500 Subject: [PATCH 8/8] style: docstring style fixed --- .../bldg_electrification/zone_profile_generator.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py index d860dac..125da13 100644 --- a/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py +++ b/prereise/gather/demanddata/bldg_electrification/zone_profile_generator.py @@ -216,7 +216,7 @@ def hourly_load_fit(load_temp_df, plot_boolean): """Fit hourly heating, cooling, and baseload functions to load data :param pandas.DataFrame load_temp_df: hourly load and temperature data - :param boolean plot_boolean: whether or not create profile plots. + :param boolean plot_boolean: whether or not create profile plots. :return: (*pandas.DataFrame*) hourly_fits_df -- hourly and week/weekend breakpoints and coefficients for electricity use equations :return: (*float*) s_wb_db, i_wb_db -- slope and intercept of fit between dry and wet bulb temperatures of zone @@ -535,7 +535,7 @@ def plot_profile(profile, actual, plot_boolean): :param pandas.Series profile: total profile hourly load :param pandas.Series actual: zonal hourly load data - :param boolean plot_boolean: whether or not create profile plots. + :param boolean plot_boolean: whether or not create profile plots. :return: (*plot*) """ @@ -586,7 +586,7 @@ def main(zone_name, zone_name_shp, base_year, year, plot_boolean=False): :param str zone_name_shp: name of load zone within shapefile. :param int base_year: data fitting year. :param int year: profile year to calculate. - :param boolean plot_boolean: whether or not create profile plots. + :param boolean plot_boolean: whether or not create profile plots. """ zone_load = pd.read_csv( f"https://besciences.blob.core.windows.net/datasets/bldg_el/zone_loads_{year}/{zone_name}_demand_{year}_UTC.csv"