From 355b4bd35ca821e889990f4262128e8947700adb Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Thu, 7 May 2020 12:19:06 -0700 Subject: [PATCH 01/24] add pvdaq reference sites, fetch, config --- solarforecastarbiter/io/fetch/pvdaq.py | 106 +++++++++++ .../io/reference_observations/pvdaq_config.py | 168 ++++++++++++++++++ .../sfa_reference_sites.csv | 23 +++ 3 files changed, 297 insertions(+) create mode 100644 solarforecastarbiter/io/fetch/pvdaq.py create mode 100644 solarforecastarbiter/io/reference_observations/pvdaq_config.py diff --git a/solarforecastarbiter/io/fetch/pvdaq.py b/solarforecastarbiter/io/fetch/pvdaq.py new file mode 100644 index 000000000..31d5b9206 --- /dev/null +++ b/solarforecastarbiter/io/fetch/pvdaq.py @@ -0,0 +1,106 @@ +"""Functions to read NREL PVDAQ data. +""" + +# Code originally written by Bennet Meyers (@bmeyers), Stanford, SLAC in +# https://github.com/pvlib/pvlib-python/pull/664 +# Adapated by Will Holmgren (@wholmgren), University of Arizona + +import json +from io import StringIO + +import requests +import pandas as pd + + +# consider adding an auth=(username, password) kwarg (default None) to +# support private data queries + +def get_pvdaq_metadata(system_id, api_key): + """Query PV system metadata from NREL's PVDAQ data service. + + Parameters + ---------- + system_id: int + The system ID corresponding to the site that data should be + queried from. + + api_key: string + Your NREL API key (https://developer.nrel.gov/docs/api-key/) + + Returns + ------- + dict + """ + + params = {'system_id': system_id, 'api_key': api_key} + sites_url = 'https://developer.nrel.gov/api/pvdaq/v3/sites.json' + r = requests.get(sites_url, params=params) + r.raise_for_status() + outputs = json.loads(r.content)['outputs'] + return outputs + + +def get_pvdaq_data(system_id, year, api_key='DEMO_KEY'): + """Query PV system data from NREL's PVDAQ data service: + + https://maps.nrel.gov/pvdaq/ + + This function uses the annual raw data file API, which is the most + efficient way of accessing multi-year, sub-hourly time series data. + + Parameters + ---------- + system_id: int + The system ID corresponding to the site that data should be + queried from. + + year: int or list of ints + Either the year to request or the list of years to request. + Multiple years will be concatenated into a single DataFrame. + + api_key: string + Your NREL API key (https://developer.nrel.gov/docs/api-key/) + + Returns + ------- + pandas.DataFrame + A DataFrame containing the time series data from the + PVDAQ service over the years requested. Times are typically + in local time. + + Notes + ----- + The PVDAQ metadata contains a key "available_years" that is a useful + value for the *year* argument. + """ + + try: + year = int(year) + except TypeError: + year = [int(yr) for yr in year] + else: + year = [year] + + # Each year must queries separately, so iterate over the years and + # generate a list of dataframes. + # Consider putting this loop in its own private function with + # try / except / try again pattern for network issues and NREL API + # throttling + df_list = [] + for yr in year: + params = { + 'api_key': api_key, + 'system_id': system_id, + 'year': yr + } + base_url = 'https://developer.nrel.gov/api/pvdaq/v3/data_file' + response = requests.get(base_url, params=params) + response.raise_for_status() + df = pd.read_csv(StringIO(response.text)) + df_list.append(df) + + # concatenate the list of yearly DataFrames + df = pd.concat(df_list, axis=0, sort=True) + df['Date-Time'] = pd.to_datetime(df['Date-Time']) + df.set_index('Date-Time', inplace=True) + return df diff --git a/solarforecastarbiter/io/reference_observations/pvdaq_config.py b/solarforecastarbiter/io/reference_observations/pvdaq_config.py new file mode 100644 index 000000000..079d358f7 --- /dev/null +++ b/solarforecastarbiter/io/reference_observations/pvdaq_config.py @@ -0,0 +1,168 @@ +pvdaq_var_map = { + 4: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 10: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 33: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 34: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance', + 'wind_speed': 'wind_speed' + }, + 'freq': '15T'}, + 39: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 50: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp' + }, + 'freq': '1T'}, + 51: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 1199: { + 'columns': { + 'ac_power': 'inv1_ac_power', + 'dc_power': 'inv1_dc_power' + }, + 'freq': '5T'}, # jitter + 1200: { + 'columns': { + 'ac_power': 'ac_power', 'ac_power_metered'}, 'freq': '5T'}, + 1201: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power' + }, + 'freq': '5T'}, + 1202: { + 'columns': { + 'ac_power': 'ac_power_metered' + }, + 'freq': '5T'}, + 1208: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power' + }, + 'freq': '15s'}, # convert to 1 min somewhere + 1232: { + 'columns': { + 'ac_power': 'ac_power' + }, + 'freq': '15T'}, + 1234: { + 'columns': { + 'ac_power': 'ac_power_metered_A' # ignore inverter B due to nans + }, + 'freq': '15T'}, + 1276: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance', + 'wind_speed': 'wind_speed' + }, + 'freq': '15T'}, + 1277: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance', + 'wind_speed': 'wind_speed' + }, + 'freq': '15T'}, + 1278: { + 'columns': { + 'ac_power': 'inv1_ac_power', # ignore inverter 2 due to nans + 'dc_power': 'inv1_dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance', + 'wind_speed': 'wind_speed' + }, + 'freq': '15T'}, + 1283: { + 'columns': { + 'poa_global': 'poa_irradiance', + 'ac_power': 'ac_power', + 'air_temperature': 'ambient_temp', + 'dc_power': 'dc_power', + 'wind_speed': 'wind_speed' + }, + 'freq': '15s'}, # convert to 1 min somewhere + 1289: { + 'columns': { + 'ac_power': 'ac_power', + 'dc_power': 'dc_power', + 'air_temperature': 'ambient_temp', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'}, + 1332: { + 'columns': { + 'ac_power': 'ac_power_metered' + }, + 'freq': '15s'}, # convert to 1 min somewhere + # RTC sites that are already fetched from Sandia + # 1403: { + # 'columns': { + # 'ac_power': 'ac_power', + # 'air_temperature': 'ambient_temp', + # 'dc_power': 'dc_power', + # 'poa_global': 'poa_irradiance' + # }, + # 'freq': '1T'}, + # 1423: { + # 'columns': { + # 'ac_power': 'ac_power', + # 'air_temperature': 'ambient_temp', + # 'dc_power': 'dc_power', + # 'poa_global': 'poa_irradiance' + # }, + # 'freq': '1T'}, + 1426: { + 'columns': { + 'ac_power': 'AC_PowerA', + 'air_temperature': 'ambient_temperature', + 'dc_power': 'dc_power', + 'poa_global': 'poa_irradiance' + }, + 'freq': '1T'} +} diff --git a/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv b/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv index 819bd0633..89af6a145 100644 --- a/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv +++ b/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv @@ -224,3 +224,26 @@ interval_length,name,latitude,longitude,elevation,network_api_id,network_api_abb 1.0,"Southern Great Plains (SGP), Omega, Oklahoma",35.87969970703125,-98.17279815673828,373.0,sgpmetE38.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM 1.0,"Southern Great Plains (SGP), Ringwood, Oklahoma",36.430999755859375,-98.28399658203124,414.0,sgpmetE15.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM 1.0,"Southern Great Plains (SGP), Tryon, Oklahoma",35.86149978637695,-97.06950378417969,309.0,sgpmetE35.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM +1,NREL x-Si #1,39.7406,-105.1774,1785.050170898438,4,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL CIS #1,39.7404,-105.1774,1783.616333007812,10,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,Silicor Materials,39.7404,-105.1772,1782.188354492188,33,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Andre Agassi Preparatory Academy - Building A,36.1952,-115.1582,625.3253173828125,34,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL Ribbon Si #1c,39.7407,-105.1773,1784.211669921875,39,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL x-Si #6,39.742,-105.1727,1777.210815429688,50,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL x-Si #7,39.7416,-105.1734,1775.096069335938,51,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +5,Distributed Sun - Hunt Valley,39.4856,-76.6636,100.5236282348633,1199,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +5,Distributed Sun - BWI Hilton,39.1958,-76.6808,48.21525955200195,1200,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +5,Distributed Sun - 5 Executive Campus,39.9283,-75.0481,6.49128532409668,1201,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +5,Distributed Sun - 6 Executive Campus,39.9292,-75.0472,7.377955913543701,1202,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL Visitor Parking Structure,39.7407,-105.1694,1759.846923828125,1208,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Integrator #2 - Site A,40.8061,-73.8849,6.965095996856689,1232,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Integrator #2 - Site C,40.4335,-74.5106,35.21721267700195,1234,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Andre Agassi Preparatory Academy - Building B,36.1952,-115.1582,625.3253173828125,1276,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Andre Agassi Preparatory Academy - Building C,36.1952,-115.1582,625.3253173828125,1277,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +15,Andre Agassi Preparatory Academy - Building D,36.1952,-115.1582,625.3253173828125,1278,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL Research Support Facility II,39.7409,-105.1711,1764.8974609375,1283,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL CIGS#12,39.7405,-105.1774,1784.451416015625,1289,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL Parking Garage,39.7388,-105.1732,1758.17724609375,1332,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,"RTC,FSEC,Baseline",28.405,-80.7709,10.27022838592529,1403,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,"RTC,NV,Baseline",36.0275,-114.9215,695.5903930664062,1423,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,"RTC,NREL,Baseline",39.7397,-105.174,1764.428344726562,1426,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ From 4f8efca1f3f905398b78abedc19f1bfae989c005 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 16:40:42 -0700 Subject: [PATCH 02/24] add json file with sites and observations --- .../pvdaq_reference_sites.json | 3996 +++++++++++++++++ 1 file changed, 3996 insertions(+) create mode 100644 solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json diff --git a/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json new file mode 100644 index 000000000..83e8c377c --- /dev/null +++ b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json @@ -0,0 +1,3996 @@ +{ + "sites": [ + { + "name": "NREL x-Si #1", + "latitude": 39.7406, + "longitude": -105.1774, + "elevation": 1785.050170898438, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 4, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "SMA", + "inverter_model": "1800", + "module_mfg": "Sanyo", + "module_model": "HIP 200-BA3", + "module_tech": "1" + }, + "modeling_parameters": { + "ac_capacity": "1000", + "dc_capacity": "1000", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 40.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "NREL CIS #1", + "latitude": 39.7404, + "longitude": -105.1774, + "elevation": 1783.616333007812, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 10, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "SMA", + "inverter_model": "", + "module_mfg": "Shell Solar", + "module_model": "Eclipse 80", + "module_tech": "7" + }, + "modeling_parameters": { + "ac_capacity": "1120", + "dc_capacity": "1120", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 40.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "Silicor Materials", + "latitude": 39.7404, + "longitude": -105.1772, + "elevation": 1782.188354492188, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 33, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "SMA", + "inverter_model": "Sunny Boy 3000US", + "module_mfg": "Silicor Materials", + "module_model": "240", + "module_tech": "9" + }, + "modeling_parameters": { + "ac_capacity": "2400", + "dc_capacity": "2400", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 40.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "Andre Agassi Preparatory Academy - Building A", + "latitude": 36.1952, + "longitude": -115.1582, + "elevation": 625.3253173828125, + "timezone": "Etc/GMT+8", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 15, + "network_api_id": 34, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "SatCon Technology", + "inverter_model": "135kW", + "module_mfg": "Sharp ", + "module_model": "NU-U240F1", + "module_tech": "1" + }, + "modeling_parameters": { + "ac_capacity": "146640", + "dc_capacity": "146640", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 11.2, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "NREL Ribbon Si #1c", + "latitude": 39.7407, + "longitude": -105.1773, + "elevation": 1784.211669921875, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 39, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "", + "inverter_model": "", + "module_mfg": "Mobil", + "module_model": "Ra 280-50H", + "module_tech": "4" + }, + "modeling_parameters": { + "ac_capacity": "1400", + "dc_capacity": "1400", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 40.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "NREL x-Si #6", + "latitude": 39.742, + "longitude": -105.1727, + "elevation": 1777.210815429688, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 50, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "Fronius", + "inverter_model": "IG 4500-LV", + "module_mfg": "Siemens", + "module_model": "M55 c-SI", + "module_tech": "" + }, + "modeling_parameters": { + "ac_capacity": "6000", + "dc_capacity": "6000", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 45.0, + "surface_azimuth": 158.0, + "tracking_type": "fixed" + } + }, + { + "name": "NREL x-Si #7", + "latitude": 39.7416, + "longitude": -105.1734, + "elevation": 1775.096069335938, + "timezone": "Etc/GMT+7", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 51, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "Fronius", + "inverter_model": "IG 4500-LV", + "module_mfg": "Siemens", + "module_model": "M55 c-Si", + "module_tech": "" + }, + "modeling_parameters": { + "ac_capacity": "6000", + "dc_capacity": "6000", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 45.0, + "surface_azimuth": 158.0, + "tracking_type": "fixed" + } + }, + { + "name": "Distributed Sun - Hunt Valley", + "latitude": 39.4856, + "longitude": -76.6636, + "elevation": 100.5236282348633, + "timezone": "Etc/GMT+5", + "site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 5, + "network_api_id": 1199, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "", + "inverter_model": "", + "module_mfg": "", + "module_model": "", + "module_tech": "2" + }, + "modeling_parameters": { + "ac_capacity": "52920", + "dc_capacity": "52920", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 20.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + { + "name": "Distributed Sun - BWI Hilton", + "latitude": 39.1958, + "longitude": -76.6808, 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"site_id": "", + "provider": "", + "extra_parameters": { + "interval_length": 1, + "network_api_id": 1426, + "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", + "network": "PVDAQ", + "inverter_mfg": "ABB", + "inverter_model": "PVI 3k", + "module_mfg": "Suniva", + "module_model": "OPT270-60 BLK-BLK", + "module_tech": "" + }, + "modeling_parameters": { + "ac_capacity": "2700", + "dc_capacity": "2700", + "temperature_coefficient": 0.3, + "dc_loss_factor": 0, + "ac_loss_factor": 0, + "surface_tilt": 30.0, + "surface_azimuth": 180.0, + "tracking_type": "fixed" + } + }, + "uncertainty": 0, + "observation_id": "", + "provider": "", + "extra_parameters": { + "network_data_label": "poa_irradiance", + "resample_how": "first" + } + } + ] +} \ No newline at end of file From 7ef1c7ceab7ba560db581bbc952bf12414cb6d71 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 16:41:03 -0700 Subject: [PATCH 03/24] doc fix --- solarforecastarbiter/datamodel.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/solarforecastarbiter/datamodel.py b/solarforecastarbiter/datamodel.py index 9a5f6c4d8..5883e14d9 100644 --- a/solarforecastarbiter/datamodel.py +++ b/solarforecastarbiter/datamodel.py @@ -478,7 +478,7 @@ class Observation(BaseModel): Variable name, e.g. power, GHI. Each allowed variable has an associated pre-defined unit. interval_value_type : str - The type of the data in the observation. Typically interval mean or + The type of the data in the observation. Typically interval_mean or instantaneous, but additional types may be defined for events. interval_length : pandas.Timedelta The length of time between consecutive data points, e.g. 5 minutes, From 4f38117528646f5c2cd21054e44fe365870bba96 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 16:41:30 -0700 Subject: [PATCH 04/24] support resampling --- .../io/reference_observations/common.py | 23 ++++++++++++++----- 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index 5430b7151..e6d6d121c 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -263,7 +263,7 @@ def update_site_observations(api, fetch_func, site, observations, An active Reference user session. fetch_func : function A function that requests data and returns a DataFrame for a given site. - The function should accept the parameters (api, site, start end) as + The function should accept the parameters (api, site, start, end) as they appear in this function. site : solarforecastarbiter.datamodel.Site The Site with observations to update. @@ -290,18 +290,23 @@ def update_site_observations(api, fetch_func, site, observations, post_observation_data(api, obs, data_in_range, start, end) -def _prepare_data_to_post(data, variable, observation, start, end): +def _prepare_data_to_post(data, variable, observation, start, end, + resample_how): """Manipulate the data including reindexing to observation.interval_label to prepare for posting""" data = data[[variable]] data = data.rename(columns={variable: 'value'}) + + if resample_how: + resampler = data.resample(observation.interval_length) + data = getattr(resampler, resample_how)() + # remove all future values, some files have forward filled nightly data data = data[start:min(end, _utcnow())] - # we assume any reference data is given at the proper intervals - # and already averaged if appropriate - # so just reindex the data to put nans where required + if data.empty: return data + # reindex the data to put nans where required # we don't extend the new index to start, end, since reference # data has some lag time from the end it was requested from # and it isn't necessary to keep the nans between uploads in db @@ -345,14 +350,20 @@ def post_observation_data(api, observation, data, start, end): # check for a non-standard variable label in extra_parameters variable = extra_parameters.get('network_data_label', observation.variable) + # check if the raw observation needs to be resampled before posting + resample_how = extra_parameters.get('resample_how', None) try: var_df = _prepare_data_to_post(data, variable, observation, - start, end) + start, end, resample_how) except KeyError: logger.error(f'{variable} could not be found in the data file ' f'from {data.index[0]} to {data.index[-1]}' f'for Observation {observation.name}') return + except AttributeError: + logger.error(f'{variable} could not be resampled using method ' + f'{resample_how} for Observation {observation.name}') + return # skip post id data is empty, if there are nans, should still post if var_df.empty: From 332516f16e309c84991e7165e49ce10745e5d873 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 16:41:36 -0700 Subject: [PATCH 05/24] doc fix --- solarforecastarbiter/io/reference_observations/midc.py | 2 ++ solarforecastarbiter/io/reference_observations/rtc.py | 2 ++ 2 files changed, 4 insertions(+) diff --git a/solarforecastarbiter/io/reference_observations/midc.py b/solarforecastarbiter/io/reference_observations/midc.py index 8eea7d8e0..4d54f3d81 100644 --- a/solarforecastarbiter/io/reference_observations/midc.py +++ b/solarforecastarbiter/io/reference_observations/midc.py @@ -103,6 +103,8 @@ def update_observation_data(api, sites, observations, start, end): """Post new observation data to all MIDC observations from start to end. + Parameters + ---------- api : solarforecastarbiter.io.api.APISession An active Reference user session. sites: list diff --git a/solarforecastarbiter/io/reference_observations/rtc.py b/solarforecastarbiter/io/reference_observations/rtc.py index 18a6c1735..ac309c10f 100644 --- a/solarforecastarbiter/io/reference_observations/rtc.py +++ b/solarforecastarbiter/io/reference_observations/rtc.py @@ -126,6 +126,8 @@ def update_observation_data(api, sites, observations, start, end): """Post new observation data to a list of DOE RTC Observations from start to end. + Parameters + ---------- api : solarforecastarbiter.io.api.APISession An active Reference user session. sites: list of solarforecastarbiter.datamodel.Site From cecf16d82c4c29646e2deebb6f2acfbd4c0d511f Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 20:26:32 -0700 Subject: [PATCH 06/24] remove python mapping --- .../io/reference_observations/pvdaq_config.py | 168 ------------------ 1 file changed, 168 deletions(-) delete mode 100644 solarforecastarbiter/io/reference_observations/pvdaq_config.py diff --git a/solarforecastarbiter/io/reference_observations/pvdaq_config.py b/solarforecastarbiter/io/reference_observations/pvdaq_config.py deleted file mode 100644 index 079d358f7..000000000 --- a/solarforecastarbiter/io/reference_observations/pvdaq_config.py +++ /dev/null @@ -1,168 +0,0 @@ -pvdaq_var_map = { - 4: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 10: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 33: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 34: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance', - 'wind_speed': 'wind_speed' - }, - 'freq': '15T'}, - 39: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 50: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp' - }, - 'freq': '1T'}, - 51: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 1199: { - 'columns': { - 'ac_power': 'inv1_ac_power', - 'dc_power': 'inv1_dc_power' - }, - 'freq': '5T'}, # jitter - 1200: { - 'columns': { - 'ac_power': 'ac_power', 'ac_power_metered'}, 'freq': '5T'}, - 1201: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power' - }, - 'freq': '5T'}, - 1202: { - 'columns': { - 'ac_power': 'ac_power_metered' - }, - 'freq': '5T'}, - 1208: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power' - }, - 'freq': '15s'}, # convert to 1 min somewhere - 1232: { - 'columns': { - 'ac_power': 'ac_power' - }, - 'freq': '15T'}, - 1234: { - 'columns': { - 'ac_power': 'ac_power_metered_A' # ignore inverter B due to nans - }, - 'freq': '15T'}, - 1276: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance', - 'wind_speed': 'wind_speed' - }, - 'freq': '15T'}, - 1277: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance', - 'wind_speed': 'wind_speed' - }, - 'freq': '15T'}, - 1278: { - 'columns': { - 'ac_power': 'inv1_ac_power', # ignore inverter 2 due to nans - 'dc_power': 'inv1_dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance', - 'wind_speed': 'wind_speed' - }, - 'freq': '15T'}, - 1283: { - 'columns': { - 'poa_global': 'poa_irradiance', - 'ac_power': 'ac_power', - 'air_temperature': 'ambient_temp', - 'dc_power': 'dc_power', - 'wind_speed': 'wind_speed' - }, - 'freq': '15s'}, # convert to 1 min somewhere - 1289: { - 'columns': { - 'ac_power': 'ac_power', - 'dc_power': 'dc_power', - 'air_temperature': 'ambient_temp', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'}, - 1332: { - 'columns': { - 'ac_power': 'ac_power_metered' - }, - 'freq': '15s'}, # convert to 1 min somewhere - # RTC sites that are already fetched from Sandia - # 1403: { - # 'columns': { - # 'ac_power': 'ac_power', - # 'air_temperature': 'ambient_temp', - # 'dc_power': 'dc_power', - # 'poa_global': 'poa_irradiance' - # }, - # 'freq': '1T'}, - # 1423: { - # 'columns': { - # 'ac_power': 'ac_power', - # 'air_temperature': 'ambient_temp', - # 'dc_power': 'dc_power', - # 'poa_global': 'poa_irradiance' - # }, - # 'freq': '1T'}, - 1426: { - 'columns': { - 'ac_power': 'AC_PowerA', - 'air_temperature': 'ambient_temperature', - 'dc_power': 'dc_power', - 'poa_global': 'poa_irradiance' - }, - 'freq': '1T'} -} From 36e457ee6430b6458d3fd5a17050068a05dffab7 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Fri, 8 May 2020 20:28:50 -0700 Subject: [PATCH 07/24] refactor create_observation, create check_and_post_observation --- .../io/reference_observations/common.py | 11 +- .../io/reference_observations/pvdaq.py | 132 ++++++++++++++++++ 2 files changed, 140 insertions(+), 3 deletions(-) create mode 100644 solarforecastarbiter/io/reference_observations/pvdaq.py diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index e6d6d121c..1d0b3464c 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -193,16 +193,21 @@ def create_observation(api, site, variable, extra_params=None, **kwargs): 'variable': variable, 'extra_parameters': json.dumps(extra_parameters) }) + + return check_and_post_observation(api, observation) + + +def check_and_post_observation(api, observation): existing = existing_observations(api) if observation.name in existing: - logger.info('Observation, %s, already exists', observation_name) + logger.info('Observation, %s, already exists', observation.name) return existing[observation.name] try: created = api.create_observation(observation) except HTTPError as e: - logger.error(f'Failed to create {variable} observation at Site ' - f'{site.name}.') + logger.error(f'Failed to create {observation.variable} observation ' + f'at Site {observation.site.name}.') logger.debug(f'HTTP Error: {e.response.text}') else: logger.info(f"Observation {created.name} created successfully.") diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py new file mode 100644 index 000000000..ebe197b91 --- /dev/null +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -0,0 +1,132 @@ +import json +import logging +from pkg_resources import resource_filename, Requirement + + +import pandas as pd + + +from solarforecastarbiter.datamodel import Observation +from solarforecastarbiter.io.fetch import pvdaq +from solarforecastarbiter.io.reference_observations import ( + common, default_forecasts) + + +logger = logging.getLogger('reference_data') + + +DEFAULT_SITEFILE = resource_filename( + Requirement.parse('solarforecastarbiter'), + 'solarforecastarbiter/io/reference_observations/' + 'pvdaq_reference_sites.json') + + +def initialize_site_observations(api, site): + """Creates an observation at the site for each variable in the PVDAQ + site's file. + + Parameters + ---------- + api : io.api.APISession + API Session object, authenticated for the Reference user. + site : datamodel.Site + The site object for which to create the Observations. + """ + try: + extra_params = common.decode_extra_parameters(site) + except ValueError: + logger.warning('Cannot create reference observations at PVDAQ site ' + f'{site.name}, missing required parameters.') + return + site_api_id = extra_params['network_api_id'] + obs_metadata = json.load(DEFAULT_SITEFILE)['observations'] + site_obs_metadata = [ + obs for obs in obs_metadata if + obs['extra_parameters']['network_api_id'] == site_api_id] + for obs in site_obs_metadata: + obs['site'] = site + observation = Observation.from_dict(obs) + common.check_and_post_observation(api, observation) + + +def initialize_site_forecasts(api, site): + """ + Create a forecasts for each variable measured at the site + + Parameters + ---------- + api : solarforecastarbiter.io.api.APISession + An active Reference user session. + site : datamodel.Site + The site object for which to create Forecasts. + """ + try: + extra_params = common.decode_extra_parameters(site) + except ValueError: + logger.warning('Cannot create reference observations at PVDAQ site ' + f'{site.name}, missing required parameters.') + return + site_api_id = extra_params['network_api_id'] + obs_metadata = json.load(DEFAULT_SITEFILE)['observations'] + obs_vars = [ + obs.variable for obs in obs_metadata if + obs['extra_parameters']['network_api_id'] == site_api_id] + common.create_forecasts( + api, site, obs_vars, default_forecasts.TEMPLATE_FORECASTS) + + +def fetch(api, site, start, end): + """Retrieve observation data for a PVDAQ site between start and end. + + Parameters + ---------- + api : io.APISession + Unused but conforms to common.update_site_observations call + site : datamodel.Site + Site object with the appropriate metadata. + start : datetime + The beginning of the period to request data for. + end : datetime + The end of the period to request data for. + + Returns + ------- + data : pandas.DataFrame + All of the requested data concatenated into a single DataFrame. + """ + try: + site_extra_params = common.decode_extra_parameters(site) + except ValueError: + return pd.DataFrame() + try: + years = list(range(start.year, end.year + 1)) + obs_df = pvdaq.get_pvdaq_data( + site_extra_params['network_api_id'], years) + except Exception: + # Not yet sure what kind of errors we might hit in production + logger.warning(f'Could not retrieve data for site {site.name}' + f' between {start} and {end}.') + return pd.DataFrame() + obs_df = obs_df.tz_localize(site.timezone) + return obs_df + + +def update_observation_data(api, sites, observations, start, end): + """Post new observation data to all PVDAQ observations from + start to end. + + Parameters + ---------- + api : solarforecastarbiter.io.api.APISession + An active Reference user session. + sites: list + List of all reference sites as Objects + start : datetime + The beginning of the period to request data for. + end : datetime + The end of the period to request data for. + """ + pvdaq_sites = common.filter_by_networks(sites, ['PVDAQ']) + for site in pvdaq_sites: + common.update_site_observations( + api, fetch, site, observations, start, end) From d367fd661a624bcb2a7b9e52bde06b8b91fc3d8f Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 May 2020 09:56:46 -0700 Subject: [PATCH 08/24] documentation, cli --- solarforecastarbiter/cli.py | 3 +- .../io/reference_observations/README.md | 16 ++++--- .../reference_observations/reference_data.py | 7 ++- .../sfa_reference_sites.csv | 46 +++++++++---------- 4 files changed, 40 insertions(+), 32 deletions(-) diff --git a/solarforecastarbiter/cli.py b/solarforecastarbiter/cli.py index 3a6641348..8f76c64a6 100644 --- a/solarforecastarbiter/cli.py +++ b/solarforecastarbiter/cli.py @@ -161,7 +161,7 @@ def referencedata(): network_opt = click.option( '--network', multiple=True, - help="The Networks to act on. Defaults to all.", + help="The networks to act on. Defaults to all.", default=reference_data.NETWORK_OPTIONS, type=click.Choice(reference_data.NETWORK_OPTIONS)) @@ -180,6 +180,7 @@ def referencedata_init(verbose, user, password, base_url, network, site_file): set_log_level(verbose) token = cli_access_token(user, password) # click checks if path exists + breakpoint() all_sites = pd.read_csv(site_file, comment='#') network_filtered_sites = all_sites[all_sites['network'].isin(network)] site_dictionaries = reference_data.site_df_to_dicts(network_filtered_sites) diff --git a/solarforecastarbiter/io/reference_observations/README.md b/solarforecastarbiter/io/reference_observations/README.md index ebb129aaa..2632eebb0 100644 --- a/solarforecastarbiter/io/reference_observations/README.md +++ b/solarforecastarbiter/io/reference_observations/README.md @@ -1,8 +1,10 @@ -# Reference Observaitons -Module for importing reference data into the SolarForecastArbiter. +# Reference Observations -This module serves two purposes: - - Creating reference metadata objects. - - Any sites found in an observation network and their associated Observations and avaialable metadata. - - Importing measurements - - Interacting with a Network's API to import the appropriate data as it becomes available. +Package for importing reference data into the Solar Forecast Arbiter. + +This package serves two purposes: + +- Creating reference metadata objects. + - Any sites found in an observation network and their associated Observations and available metadata. +- Importing reference measurements + - Interacting with a network's API to import the appropriate data as it becomes available. diff --git a/solarforecastarbiter/io/reference_observations/reference_data.py b/solarforecastarbiter/io/reference_observations/reference_data.py index eb53f54a0..b26bc5396 100644 --- a/solarforecastarbiter/io/reference_observations/reference_data.py +++ b/solarforecastarbiter/io/reference_observations/reference_data.py @@ -38,6 +38,7 @@ rtc, common, arm, + pvdaq ) @@ -50,11 +51,12 @@ 'NREL MIDC': midc, 'DOE RTC': rtc, 'DOE ARM': arm, + 'NREL PVDAQ': pvdaq } # list of options for the 'network' argument NETWORK_OPTIONS = ['NOAA SURFRAD', 'NOAA SOLRAD', 'NOAA USCRN', 'NREL MIDC', - 'UO SRML', 'DOE RTC', 'DOE ARM'] + 'UO SRML', 'DOE RTC', 'DOE ARM', 'NREL PVDAQ'] DEFAULT_SITEFILE = resource_filename( Requirement.parse('solarforecastarbiter'), @@ -89,6 +91,9 @@ DOE ARM: DOE Atmospheric Radiation Measurement https://www.arm.gov/ + +NREL PVDAQ: National Renewable Energy Laboratory PV Data Acquisition +https://developer.nrel.gov/docs/solar/pvdaq-v3/ """ # noqa: E501 diff --git a/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv b/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv index 89af6a145..b13b498e2 100644 --- a/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv +++ b/solarforecastarbiter/io/reference_observations/sfa_reference_sites.csv @@ -224,26 +224,26 @@ interval_length,name,latitude,longitude,elevation,network_api_id,network_api_abb 1.0,"Southern Great Plains (SGP), Omega, Oklahoma",35.87969970703125,-98.17279815673828,373.0,sgpmetE38.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM 1.0,"Southern Great Plains (SGP), Ringwood, Oklahoma",36.430999755859375,-98.28399658203124,414.0,sgpmetE15.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM 1.0,"Southern Great Plains (SGP), Tryon, Oklahoma",35.86149978637695,-97.06950378417969,309.0,sgpmetE35.b1,sgp,America/Chicago,"https://www.arm.gov/capabilities/vaps/qcrad",DOE ARM -1,NREL x-Si #1,39.7406,-105.1774,1785.050170898438,4,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL CIS #1,39.7404,-105.1774,1783.616333007812,10,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,Silicor Materials,39.7404,-105.1772,1782.188354492188,33,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Andre Agassi Preparatory Academy - Building A,36.1952,-115.1582,625.3253173828125,34,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL Ribbon Si #1c,39.7407,-105.1773,1784.211669921875,39,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL x-Si #6,39.742,-105.1727,1777.210815429688,50,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL x-Si #7,39.7416,-105.1734,1775.096069335938,51,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -5,Distributed Sun - Hunt Valley,39.4856,-76.6636,100.5236282348633,1199,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -5,Distributed Sun - BWI Hilton,39.1958,-76.6808,48.21525955200195,1200,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -5,Distributed Sun - 5 Executive Campus,39.9283,-75.0481,6.49128532409668,1201,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -5,Distributed Sun - 6 Executive Campus,39.9292,-75.0472,7.377955913543701,1202,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL Visitor Parking Structure,39.7407,-105.1694,1759.846923828125,1208,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Integrator #2 - Site A,40.8061,-73.8849,6.965095996856689,1232,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Integrator #2 - Site C,40.4335,-74.5106,35.21721267700195,1234,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Andre Agassi Preparatory Academy - Building B,36.1952,-115.1582,625.3253173828125,1276,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Andre Agassi Preparatory Academy - Building C,36.1952,-115.1582,625.3253173828125,1277,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -15,Andre Agassi Preparatory Academy - Building D,36.1952,-115.1582,625.3253173828125,1278,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL Research Support Facility II,39.7409,-105.1711,1764.8974609375,1283,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL CIGS#12,39.7405,-105.1774,1784.451416015625,1289,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,NREL Parking Garage,39.7388,-105.1732,1758.17724609375,1332,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,"RTC,FSEC,Baseline",28.405,-80.7709,10.27022838592529,1403,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,"RTC,NV,Baseline",36.0275,-114.9215,695.5903930664062,1423,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ -1,"RTC,NREL,Baseline",39.7397,-105.174,1764.428344726562,1426,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,PVDAQ +1,NREL x-Si #1,39.7406,-105.1774,1785.050170898438,4,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL CIS #1,39.7404,-105.1774,1783.616333007812,10,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,Silicor Materials,39.7404,-105.1772,1782.188354492188,33,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Andre Agassi Preparatory Academy - Building A,36.1952,-115.1582,625.3253173828125,34,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL Ribbon Si #1c,39.7407,-105.1773,1784.211669921875,39,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL x-Si #6,39.742,-105.1727,1777.210815429688,50,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL x-Si #7,39.7416,-105.1734,1775.096069335938,51,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +5,Distributed Sun - Hunt Valley,39.4856,-76.6636,100.5236282348633,1199,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +5,Distributed Sun - BWI Hilton,39.1958,-76.6808,48.21525955200195,1200,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +5,Distributed Sun - 5 Executive Campus,39.9283,-75.0481,6.49128532409668,1201,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +5,Distributed Sun - 6 Executive Campus,39.9292,-75.0472,7.377955913543701,1202,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL Visitor Parking Structure,39.7407,-105.1694,1759.846923828125,1208,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Integrator #2 - Site A,40.8061,-73.8849,6.965095996856689,1232,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Integrator #2 - Site C,40.4335,-74.5106,35.21721267700195,1234,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Andre Agassi Preparatory Academy - Building B,36.1952,-115.1582,625.3253173828125,1276,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Andre Agassi Preparatory Academy - Building C,36.1952,-115.1582,625.3253173828125,1277,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +15,Andre Agassi Preparatory Academy - Building D,36.1952,-115.1582,625.3253173828125,1278,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL Research Support Facility II,39.7409,-105.1711,1764.8974609375,1283,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL CIGS#12,39.7405,-105.1774,1784.451416015625,1289,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,NREL Parking Garage,39.7388,-105.1732,1758.17724609375,1332,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,"RTC,FSEC,Baseline",28.405,-80.7709,10.27022838592529,1403,,Etc/GMT+5,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,"RTC,NV,Baseline",36.0275,-114.9215,695.5903930664062,1423,,Etc/GMT+8,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ +1,"RTC,NREL,Baseline",39.7397,-105.174,1764.428344726562,1426,,Etc/GMT+7,https://developer.nrel.gov/docs/solar/pvdaq-v3/,NREL PVDAQ From 39657b4a2db5e70681010b47d6c4df1bbb5b93f2 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 May 2020 10:45:59 -0700 Subject: [PATCH 09/24] metadata working with dev api --- solarforecastarbiter/cli.py | 1 - .../io/reference_observations/pvdaq.py | 17 ++++++++++------- 2 files changed, 10 insertions(+), 8 deletions(-) diff --git a/solarforecastarbiter/cli.py b/solarforecastarbiter/cli.py index 8f76c64a6..5215f9692 100644 --- a/solarforecastarbiter/cli.py +++ b/solarforecastarbiter/cli.py @@ -180,7 +180,6 @@ def referencedata_init(verbose, user, password, base_url, network, site_file): set_log_level(verbose) token = cli_access_token(user, password) # click checks if path exists - breakpoint() all_sites = pd.read_csv(site_file, comment='#') network_filtered_sites = all_sites[all_sites['network'].isin(network)] site_dictionaries = reference_data.site_df_to_dicts(network_filtered_sites) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index ebe197b91..bc62e6d98 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -38,13 +38,15 @@ def initialize_site_observations(api, site): logger.warning('Cannot create reference observations at PVDAQ site ' f'{site.name}, missing required parameters.') return - site_api_id = extra_params['network_api_id'] - obs_metadata = json.load(DEFAULT_SITEFILE)['observations'] + site_api_id = int(extra_params['network_api_id']) + with open(DEFAULT_SITEFILE) as fp: + obs_metadata = json.load(fp)['observations'] site_obs_metadata = [ obs for obs in obs_metadata if - obs['extra_parameters']['network_api_id'] == site_api_id] + obs['site']['extra_parameters']['network_api_id'] == site_api_id] for obs in site_obs_metadata: obs['site'] = site + obs['extra_parameters'] = str(obs['extra_parameters']) observation = Observation.from_dict(obs) common.check_and_post_observation(api, observation) @@ -66,11 +68,12 @@ def initialize_site_forecasts(api, site): logger.warning('Cannot create reference observations at PVDAQ site ' f'{site.name}, missing required parameters.') return - site_api_id = extra_params['network_api_id'] - obs_metadata = json.load(DEFAULT_SITEFILE)['observations'] + site_api_id = int(extra_params['network_api_id']) + with open(DEFAULT_SITEFILE) as fp: + obs_metadata = json.load(fp)['observations'] obs_vars = [ - obs.variable for obs in obs_metadata if - obs['extra_parameters']['network_api_id'] == site_api_id] + obs['variable'] for obs in obs_metadata if + obs['site']['extra_parameters']['network_api_id'] == site_api_id] common.create_forecasts( api, site, obs_vars, default_forecasts.TEMPLATE_FORECASTS) From d26a543e4b0d97a18ae1cb3242653fd8b9e93b44 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sat, 9 May 2020 15:05:45 -0700 Subject: [PATCH 10/24] stringy extra_parameters dict --- .../io/reference_observations/common.py | 3 + .../io/reference_observations/midc.py | 2 + .../io/reference_observations/pvdaq.py | 43 +- .../pvdaq_reference_sites.json | 1551 ++--------------- 4 files changed, 206 insertions(+), 1393 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index d50bc9763..fcf96e6fd 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -281,6 +281,9 @@ def update_site_observations(api, fetch_func, site, observations, end : pandas.Timestamp or None End time to get data for. If None, use now. """ + if 'Silicor' not in site.name: + return + breakpoint() site_observations = [obs for obs in observations if obs.site == site] if end is None: end = _utcnow() diff --git a/solarforecastarbiter/io/reference_observations/midc.py b/solarforecastarbiter/io/reference_observations/midc.py index 4d54f3d81..dce847e33 100644 --- a/solarforecastarbiter/io/reference_observations/midc.py +++ b/solarforecastarbiter/io/reference_observations/midc.py @@ -109,6 +109,8 @@ def update_observation_data(api, sites, observations, start, end): An active Reference user session. sites: list List of all reference sites as Objects + observations: list of solarforecastarbiter.datamodel.Observation + List of all reference observations. start : datetime The beginning of the period to request data for. end : datetime diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index bc62e6d98..e48e0a0d3 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -1,5 +1,7 @@ +from functools import partial import json import logging +import os from pkg_resources import resource_filename, Requirement @@ -41,14 +43,13 @@ def initialize_site_observations(api, site): site_api_id = int(extra_params['network_api_id']) with open(DEFAULT_SITEFILE) as fp: obs_metadata = json.load(fp)['observations'] - site_obs_metadata = [ - obs for obs in obs_metadata if - obs['site']['extra_parameters']['network_api_id'] == site_api_id] - for obs in site_obs_metadata: - obs['site'] = site - obs['extra_parameters'] = str(obs['extra_parameters']) - observation = Observation.from_dict(obs) - common.check_and_post_observation(api, observation) + + for obs in obs_metadata: + obs_extra_params = json.loads(obs['extra_parameters']) + if obs_extra_params['network_api_id'] == site_api_id: + obs['site'] = site + observation = Observation.from_dict(obs) + common.check_and_post_observation(api, observation) def initialize_site_forecasts(api, site): @@ -71,14 +72,18 @@ def initialize_site_forecasts(api, site): site_api_id = int(extra_params['network_api_id']) with open(DEFAULT_SITEFILE) as fp: obs_metadata = json.load(fp)['observations'] - obs_vars = [ - obs['variable'] for obs in obs_metadata if - obs['site']['extra_parameters']['network_api_id'] == site_api_id] + + obs_vars = [] + for obs in obs_metadata: + obs_extra_params = json.loads(obs['extra_parameters']) + if obs_extra_params['network_api_id'] == site_api_id: + obs_vars.append(obs['variable']) + common.create_forecasts( api, site, obs_vars, default_forecasts.TEMPLATE_FORECASTS) -def fetch(api, site, start, end): +def fetch(api, site, start, end, *, nrel_pvdaq_api_key): """Retrieve observation data for a PVDAQ site between start and end. Parameters @@ -104,7 +109,8 @@ def fetch(api, site, start, end): try: years = list(range(start.year, end.year + 1)) obs_df = pvdaq.get_pvdaq_data( - site_extra_params['network_api_id'], years) + site_extra_params['network_api_id'], years, + api_key=nrel_pvdaq_api_key) except Exception: # Not yet sure what kind of errors we might hit in production logger.warning(f'Could not retrieve data for site {site.name}' @@ -124,12 +130,19 @@ def update_observation_data(api, sites, observations, start, end): An active Reference user session. sites: list List of all reference sites as Objects + observations: list of solarforecastarbiter.datamodel.Observation + List of all reference observations. start : datetime The beginning of the period to request data for. end : datetime The end of the period to request data for. """ - pvdaq_sites = common.filter_by_networks(sites, ['PVDAQ']) + nrel_pvdaq_api_key = os.getenv('NREL_PVDAQ_API_KEY') + if nrel_pvdaq_api_key is None: + raise KeyError('"NREL_PVDAQ_API_KEY" environment variable must be ' + 'set to update PVDAQ observation data.') + pvdaq_sites = common.filter_by_networks(sites, ['NREL PVDAQ']) for site in pvdaq_sites: common.update_site_observations( - api, fetch, site, observations, start, end) + api, partial(fetch, nrel_pvdaq_api_key=nrel_pvdaq_api_key), + site, observations, start, end) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json index 83e8c377c..bc2bbf48d 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json +++ b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json @@ -8,17 +8,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 4, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "1800", - "module_mfg": "Sanyo", - "module_model": "HIP 200-BA3", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1000", "dc_capacity": "1000", @@ -38,17 +28,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 10, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "", - "module_mfg": "Shell Solar", - "module_model": "Eclipse 80", - "module_tech": "7" - }, + "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { "ac_capacity": "1120", "dc_capacity": "1120", @@ -68,17 +48,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 33, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "Sunny Boy 3000US", - "module_mfg": "Silicor Materials", - "module_model": "240", - "module_tech": "9" - }, + "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { "ac_capacity": "2400", "dc_capacity": "2400", @@ -98,17 +68,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -128,17 +88,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 39, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Mobil", - "module_model": "Ra 280-50H", - "module_tech": "4" - }, + "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { "ac_capacity": "1400", "dc_capacity": "1400", @@ -158,17 +108,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 50, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-SI", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -188,17 +128,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 51, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-Si", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -218,17 +148,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1199, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "52920", "dc_capacity": "52920", @@ -248,17 +168,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1200, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1200, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "51840", "dc_capacity": "51840", @@ -278,17 +188,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1201, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "140140", "dc_capacity": "140140", @@ -308,17 +208,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1202, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1202, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "51840", "dc_capacity": "51840", @@ -338,17 +228,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1208, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "SunPower", - "module_model": "SPR-315E", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "524160", "dc_capacity": "524160", @@ -368,17 +248,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1232, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "Power Gate 50kW", - "module_mfg": "Suntech", - "module_model": "STP-270", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1232, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate 50kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-270\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "50490", "dc_capacity": "50490", @@ -398,17 +268,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1234, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "Power Gate Plus 500kW; Power Gate Plus 250kW", - "module_mfg": "Suntech", - "module_model": "STP-275", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1234, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate Plus 500kW; Power Gate Plus 250kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-275\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "889150", "dc_capacity": "889150", @@ -428,17 +288,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -458,17 +308,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -488,17 +328,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -518,17 +348,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -548,17 +368,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1289, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "6" - }, + "extra_parameters": "{\"network_api_id\": 1289, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"6\"}", "modeling_parameters": { "ac_capacity": "", "dc_capacity": "", @@ -578,17 +388,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1332, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Satcon", - "inverter_model": "PVS-500(x2), PVS-135(x1)", - "module_mfg": "SunPower", - "module_model": "318W(x3136), 315W(496)", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1332, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Satcon\", \"inverter_model\": \"PVS-500(x2), PVS-135(x1)\", \"module_mfg\": \"SunPower\", \"module_model\": \"318W(x3136), 315W(496)\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1153488", "dc_capacity": "1153488", @@ -608,17 +408,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1403, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -638,17 +428,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1423, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -668,17 +448,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1426, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "ABB", - "inverter_model": "PVI 3k", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "2700", "dc_capacity": "2700", @@ -706,17 +476,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 4, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "1800", - "module_mfg": "Sanyo", - "module_model": "HIP 200-BA3", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1000", "dc_capacity": "1000", @@ -731,10 +491,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 4, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #1 dc_power", @@ -750,17 +507,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 4, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "1800", - "module_mfg": "Sanyo", - "module_model": "HIP 200-BA3", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1000", "dc_capacity": "1000", @@ -775,10 +522,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 4, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #1 ambient_temp", @@ -794,17 +538,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 4, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "1800", - "module_mfg": "Sanyo", - "module_model": "HIP 200-BA3", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1000", "dc_capacity": "1000", @@ -819,10 +553,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 4, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #1 poa_irradiance", @@ -838,17 +569,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 4, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "1800", - "module_mfg": "Sanyo", - "module_model": "HIP 200-BA3", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1000", "dc_capacity": "1000", @@ -863,10 +584,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 4, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIS #1 ac_power", @@ -882,17 +600,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 10, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "", - "module_mfg": "Shell Solar", - "module_model": "Eclipse 80", - "module_tech": "7" - }, + "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { "ac_capacity": "1120", "dc_capacity": "1120", @@ -907,10 +615,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 10, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIS #1 dc_power", @@ -926,17 +631,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 10, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "", - "module_mfg": "Shell Solar", - "module_model": "Eclipse 80", - "module_tech": "7" - }, + "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { "ac_capacity": "1120", "dc_capacity": "1120", @@ -951,10 +646,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 10, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIS #1 ambient_temp", @@ -970,17 +662,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 10, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "", - "module_mfg": "Shell Solar", - "module_model": "Eclipse 80", - "module_tech": "7" - }, + "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { "ac_capacity": "1120", "dc_capacity": "1120", @@ -995,10 +677,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 10, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIS #1 poa_irradiance", @@ -1014,17 +693,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 10, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "", - "module_mfg": "Shell Solar", - "module_model": "Eclipse 80", - "module_tech": "7" - }, + "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { "ac_capacity": "1120", "dc_capacity": "1120", @@ -1039,10 +708,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 10, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Silicor Materials ac_power", @@ -1058,17 +724,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 33, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "Sunny Boy 3000US", - "module_mfg": "Silicor Materials", - "module_model": "240", - "module_tech": "9" - }, + "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { "ac_capacity": "2400", "dc_capacity": "2400", @@ -1083,10 +739,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 33, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Silicor Materials dc_power", @@ -1102,17 +755,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 33, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "Sunny Boy 3000US", - "module_mfg": "Silicor Materials", - "module_model": "240", - "module_tech": "9" - }, + "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { "ac_capacity": "2400", "dc_capacity": "2400", @@ -1127,10 +770,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 33, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Silicor Materials ambient_temp", @@ -1146,17 +786,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 33, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "Sunny Boy 3000US", - "module_mfg": "Silicor Materials", - "module_model": "240", - "module_tech": "9" - }, + "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { "ac_capacity": "2400", "dc_capacity": "2400", @@ -1171,10 +801,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 33, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Silicor Materials poa_irradiance", @@ -1190,17 +817,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 33, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA", - "inverter_model": "Sunny Boy 3000US", - "module_mfg": "Silicor Materials", - "module_model": "240", - "module_tech": "9" - }, + "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { "ac_capacity": "2400", "dc_capacity": "2400", @@ -1215,10 +832,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 33, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building A ac_power", @@ -1234,17 +848,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -1259,10 +863,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 34, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building A dc_power", @@ -1278,17 +879,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -1303,10 +894,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 34, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building A ambient_temp", @@ -1322,17 +910,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -1347,10 +925,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 34, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building A poa_irradiance", @@ -1366,17 +941,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -1391,10 +956,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 34, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building A wind_speed", @@ -1410,17 +972,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 34, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "135kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "146640", "dc_capacity": "146640", @@ -1435,10 +987,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "wind_speed", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"wind_speed\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 34, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "NREL Ribbon Si #1c ac_power", @@ -1454,17 +1003,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 39, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Mobil", - "module_model": "Ra 280-50H", - "module_tech": "4" - }, + "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { "ac_capacity": "1400", "dc_capacity": "1400", @@ -1479,10 +1018,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 39, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL Ribbon Si #1c dc_power", @@ -1498,17 +1034,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 39, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Mobil", - "module_model": "Ra 280-50H", - "module_tech": "4" - }, + "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { "ac_capacity": "1400", "dc_capacity": "1400", @@ -1523,10 +1049,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 39, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL Ribbon Si #1c ambient_temp", @@ -1542,17 +1065,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 39, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Mobil", - "module_model": "Ra 280-50H", - "module_tech": "4" - }, + "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { "ac_capacity": "1400", "dc_capacity": "1400", @@ -1567,10 +1080,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 39, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL Ribbon Si #1c poa_irradiance", @@ -1586,17 +1096,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 39, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Mobil", - "module_model": "Ra 280-50H", - "module_tech": "4" - }, + "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { "ac_capacity": "1400", "dc_capacity": "1400", @@ -1611,10 +1111,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 39, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #6 ac_power", @@ -1630,17 +1127,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 50, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-SI", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1655,10 +1142,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 50, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #6 dc_power", @@ -1674,17 +1158,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 50, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-SI", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1699,10 +1173,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 50, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #6 ambient_temp", @@ -1718,17 +1189,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 50, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-SI", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1743,10 +1204,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 50, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #7 ac_power", @@ -1762,17 +1220,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 51, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-Si", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1787,10 +1235,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 51, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #7 dc_power", @@ -1806,17 +1251,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 51, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-Si", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1831,10 +1266,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 51, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #7 ambient_temp", @@ -1850,17 +1282,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 51, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-Si", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1875,10 +1297,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 51, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL x-Si #7 poa_irradiance", @@ -1894,17 +1313,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 51, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Fronius", - "inverter_model": "IG 4500-LV", - "module_mfg": "Siemens", - "module_model": "M55 c-Si", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -1919,10 +1328,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 51, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - Hunt Valley inv1_ac_power", @@ -1938,17 +1344,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1199, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "52920", "dc_capacity": "52920", @@ -1963,10 +1359,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "inv1_ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"inv1_ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1199, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - Hunt Valley inv1_dc_power", @@ -1982,17 +1375,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1199, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "52920", "dc_capacity": "52920", @@ -2007,10 +1390,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "inv1_dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"inv1_dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1199, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - BWI Hilton ac_power", @@ -2026,17 +1406,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1200, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1200, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "51840", "dc_capacity": "51840", @@ -2051,10 +1421,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1200, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - 5 Executive Campus ac_power", @@ -2070,17 +1437,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1201, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "140140", "dc_capacity": "140140", @@ -2095,10 +1452,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1201, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - 5 Executive Campus dc_power", @@ -2114,17 +1468,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1201, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "140140", "dc_capacity": "140140", @@ -2139,10 +1483,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1201, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "Distributed Sun - 6 Executive Campus ac_power_metered", @@ -2158,17 +1499,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 5, - "network_api_id": 1202, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1202, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "51840", "dc_capacity": "51840", @@ -2183,10 +1514,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power_metered", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power_metered\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1202, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"resample_how\": \"first\"}" }, { "name": "NREL Visitor Parking Structure ac_power", @@ -2202,17 +1530,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1208, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "SunPower", - "module_model": "SPR-315E", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "524160", "dc_capacity": "524160", @@ -2227,10 +1545,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1208, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL Visitor Parking Structure dc_power", @@ -2246,17 +1561,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1208, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "SunPower", - "module_model": "SPR-315E", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "524160", "dc_capacity": "524160", @@ -2271,10 +1576,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1208, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "Integrator #2 - Site A ac_power", @@ -2290,17 +1592,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1232, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "Power Gate 50kW", - "module_mfg": "Suntech", - "module_model": "STP-270", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1232, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate 50kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-270\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "50490", "dc_capacity": "50490", @@ -2315,10 +1607,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1232, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Integrator #2 - Site C ac_power_metered_A", @@ -2334,17 +1623,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1234, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "Power Gate Plus 500kW; Power Gate Plus 250kW", - "module_mfg": "Suntech", - "module_model": "STP-275", - "module_tech": "2" - }, + "extra_parameters": "{\"network_api_id\": 1234, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate Plus 500kW; Power Gate Plus 250kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-275\", \"module_tech\": \"2\"}", "modeling_parameters": { "ac_capacity": "889150", "dc_capacity": "889150", @@ -2359,10 +1638,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power_metered_A", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power_metered_A\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1234, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building B ac_power", @@ -2378,17 +1654,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -2403,10 +1669,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1276, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building B dc_power", @@ -2422,17 +1685,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -2447,10 +1700,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1276, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building B ambient_temp", @@ -2466,17 +1716,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -2491,10 +1731,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1276, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building B poa_irradiance", @@ -2510,17 +1747,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -2535,10 +1762,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1276, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building B wind_speed", @@ -2554,17 +1778,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1276, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "68480", "dc_capacity": "68480", @@ -2579,10 +1793,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "wind_speed", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"wind_speed\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1276, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building C ac_power", @@ -2598,17 +1809,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -2623,10 +1824,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1277, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building C dc_power", @@ -2642,17 +1840,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -2667,10 +1855,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1277, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building C ambient_temp", @@ -2686,17 +1871,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -2711,10 +1886,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1277, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building C poa_irradiance", @@ -2730,17 +1902,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -2755,10 +1917,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1277, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building C wind_speed", @@ -2774,17 +1933,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1277, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "30kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "40560", "dc_capacity": "40560", @@ -2799,10 +1948,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "wind_speed", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"wind_speed\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1277, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building D inv1_ac_power", @@ -2818,17 +1964,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -2843,10 +1979,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "inv1_ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"inv1_ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1278, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building D inv1_dc_power", @@ -2862,17 +1995,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -2887,10 +2010,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "inv1_dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"inv1_dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1278, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building D ambient_temp", @@ -2906,17 +2026,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -2931,10 +2041,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1278, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building D poa_irradiance", @@ -2950,17 +2057,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -2975,10 +2072,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1278, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "Andre Agassi Preparatory Academy - Building D wind_speed", @@ -2994,17 +2088,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 15, - "network_api_id": 1278, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SatCon Technology", - "inverter_model": "(1) 100kW, (1) 50kW", - "module_mfg": "Sharp ", - "module_model": "NU-U240F1", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "171360", "dc_capacity": "171360", @@ -3019,10 +2103,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "wind_speed", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"wind_speed\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1278, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"resample_how\": \"first\"}" }, { "name": "NREL Research Support Facility II poa_irradiance", @@ -3038,17 +2119,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -3063,10 +2134,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1283, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL Research Support Facility II ac_power", @@ -3082,17 +2150,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -3107,10 +2165,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1283, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL Research Support Facility II ambient_temp", @@ -3126,17 +2181,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -3151,10 +2196,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1283, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL Research Support Facility II dc_power", @@ -3170,17 +2212,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -3195,10 +2227,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1283, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL Research Support Facility II wind_speed", @@ -3214,17 +2243,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1283, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "SMA America", - "inverter_model": "Sunny Central 250U", - "module_mfg": "Solon", - "module_model": "Solon Black 230/01", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "408240", "dc_capacity": "408240", @@ -3239,10 +2258,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "wind_speed", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"wind_speed\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1283, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "NREL CIGS#12 ac_power", @@ -3258,17 +2274,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1289, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "6" - }, + "extra_parameters": "{\"network_api_id\": 1289, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"6\"}", "modeling_parameters": { "ac_capacity": "", "dc_capacity": "", @@ -3283,10 +2289,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1289, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIGS#12 dc_power", @@ -3302,17 +2305,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1289, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "6" - }, + "extra_parameters": "{\"network_api_id\": 1289, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"6\"}", "modeling_parameters": { "ac_capacity": "", "dc_capacity": "", @@ -3327,10 +2320,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1289, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIGS#12 ambient_temp", @@ -3346,17 +2336,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1289, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "6" - }, + "extra_parameters": "{\"network_api_id\": 1289, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"6\"}", "modeling_parameters": { "ac_capacity": "", "dc_capacity": "", @@ -3371,10 +2351,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1289, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL CIGS#12 poa_irradiance", @@ -3390,17 +2367,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1289, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "", - "module_model": "", - "module_tech": "6" - }, + "extra_parameters": "{\"network_api_id\": 1289, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"6\"}", "modeling_parameters": { "ac_capacity": "", "dc_capacity": "", @@ -3415,10 +2382,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1289, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "NREL Parking Garage ac_power_metered", @@ -3434,17 +2398,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1332, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "Satcon", - "inverter_model": "PVS-500(x2), PVS-135(x1)", - "module_mfg": "SunPower", - "module_model": "318W(x3136), 315W(496)", - "module_tech": "1" - }, + "extra_parameters": "{\"network_api_id\": 1332, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Satcon\", \"inverter_model\": \"PVS-500(x2), PVS-135(x1)\", \"module_mfg\": \"SunPower\", \"module_model\": \"318W(x3136), 315W(496)\", \"module_tech\": \"1\"}", "modeling_parameters": { "ac_capacity": "1153488", "dc_capacity": "1153488", @@ -3459,10 +2413,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power_metered", - "resample_how": "mean" - } + "extra_parameters": "{\"network_data_label\": \"ac_power_metered\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1332, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"mean\"}" }, { "name": "RTC,FSEC,Baseline ac_power", @@ -3478,17 +2429,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1403, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3503,10 +2444,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1403, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,FSEC,Baseline ambient_temp", @@ -3522,17 +2460,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1403, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3547,10 +2475,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1403, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,FSEC,Baseline dc_power", @@ -3566,17 +2491,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1403, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3591,10 +2506,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1403, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,FSEC,Baseline poa_irradiance", @@ -3610,17 +2522,7 @@ "timezone": "Etc/GMT+5", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1403, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3635,10 +2537,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1403, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NV,Baseline ac_power", @@ -3654,17 +2553,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1423, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3679,10 +2568,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ac_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ac_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1423, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NV,Baseline ambient_temp", @@ -3698,17 +2584,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1423, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3723,10 +2599,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temp", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temp\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1423, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NV,Baseline dc_power", @@ -3742,17 +2615,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1423, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3767,10 +2630,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1423, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NV,Baseline poa_irradiance", @@ -3786,17 +2646,7 @@ "timezone": "Etc/GMT+8", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1423, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "", - "inverter_model": "", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "6000", "dc_capacity": "6000", @@ -3811,10 +2661,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1423, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NREL,Baseline AC_PowerA", @@ -3830,17 +2677,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1426, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "ABB", - "inverter_model": "PVI 3k", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "2700", "dc_capacity": "2700", @@ -3855,10 +2692,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "AC_PowerA", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"AC_PowerA\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1426, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NREL,Baseline ambient_temperature", @@ -3874,17 +2708,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1426, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "ABB", - "inverter_model": "PVI 3k", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "2700", "dc_capacity": "2700", @@ -3899,10 +2723,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "ambient_temperature", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"ambient_temperature\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1426, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NREL,Baseline dc_power", @@ -3918,17 +2739,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1426, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "ABB", - "inverter_model": "PVI 3k", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "2700", "dc_capacity": "2700", @@ -3943,10 +2754,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "dc_power", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"dc_power\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1426, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" }, { "name": "RTC,NREL,Baseline poa_irradiance", @@ -3962,17 +2770,7 @@ "timezone": "Etc/GMT+7", "site_id": "", "provider": "", - "extra_parameters": { - "interval_length": 1, - "network_api_id": 1426, - "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", - "network": "PVDAQ", - "inverter_mfg": "ABB", - "inverter_model": "PVI 3k", - "module_mfg": "Suniva", - "module_model": "OPT270-60 BLK-BLK", - "module_tech": "" - }, + "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { "ac_capacity": "2700", "dc_capacity": "2700", @@ -3987,10 +2785,7 @@ "uncertainty": 0, "observation_id": "", "provider": "", - "extra_parameters": { - "network_data_label": "poa_irradiance", - "resample_how": "first" - } + "extra_parameters": "{\"network_data_label\": \"poa_irradiance\", \"network\": \"NREL PVDAQ\", \"network_api_id\": 1426, \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"resample_how\": \"first\"}" } ] } \ No newline at end of file From 8735e641b2779bdc7cc1cab9563f97ee0539ca68 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Sun, 10 May 2020 10:08:42 -0700 Subject: [PATCH 11/24] api.rst --- docs/source/api.rst | 20 +++++++++++++++++++- 1 file changed, 19 insertions(+), 1 deletion(-) diff --git a/docs/source/api.rst b/docs/source/api.rst index dc4c57694..53678f8ce 100644 --- a/docs/source/api.rst +++ b/docs/source/api.rst @@ -279,8 +279,25 @@ DOE RTC io.fetch.rtc.request_doe_rtc_data io.fetch.rtc.fetch_doe_rtc +NREL PVDAQ +---------- + +.. autosummary:: + :toctree: generated/ + + io.fetch.pvdaq.get_pvdaq_metadata + io.fetch.pvdaq.get_pvdaq_data + + Reference observations ----------------------- +====================== + +The following modules contain code for initializing the reference +database, wrappers for fetching data, functions for processing (e.g. +renaming and resampling) data, and wrapper functions for posting data. +The pure fetch functions are found in ``pvlib.iotools`` and in +``solarforecastarbiter.io.fetch``. See the source code for additional +files with site and observation metadata. .. autosummary:: :toctree: generated/ @@ -295,6 +312,7 @@ Reference observations io.reference_observations.srml io.reference_observations.surfrad io.reference_observations.arm + io.reference_observations.pvdaq SFA API ======= From 4697472428acad99465cb5c59474c17d99b64769 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 09:08:23 -0700 Subject: [PATCH 12/24] whatsnew, debug code --- docs/source/whatsnew/1.0.0rc1.rst | 3 ++- solarforecastarbiter/io/reference_observations/common.py | 3 --- 2 files changed, 2 insertions(+), 4 deletions(-) diff --git a/docs/source/whatsnew/1.0.0rc1.rst b/docs/source/whatsnew/1.0.0rc1.rst index e68549c90..0c4040121 100644 --- a/docs/source/whatsnew/1.0.0rc1.rst +++ b/docs/source/whatsnew/1.0.0rc1.rst @@ -23,7 +23,8 @@ Enhancements limit each request to one week of data (:issue:`424`) (:pull:`435`) * PDF report figures are generated instead of SVG for easy integration into PDF reports (:issue:`360`) (:pull:`437`) - +* Added support for NREL PVDAQ sites to the reference database functions. + (:issue:`397`) (:pull:`438`) Bug fixes ~~~~~~~~~ diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index fcf96e6fd..d50bc9763 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -281,9 +281,6 @@ def update_site_observations(api, fetch_func, site, observations, end : pandas.Timestamp or None End time to get data for. If None, use now. """ - if 'Silicor' not in site.name: - return - breakpoint() site_observations = [obs for obs in observations if obs.site == site] if end is None: end = _utcnow() From ec52dc16279514d1682823f7062d7544fb939108 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 09:26:14 -0700 Subject: [PATCH 13/24] add untested pvdaq.adjust_site_parameters --- .../io/reference_observations/pvdaq.py | 31 +++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index e48e0a0d3..acccb0c9f 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -23,6 +23,37 @@ 'pvdaq_reference_sites.json') +def adjust_site_parameters(site): + """Kludge the extra metadata in a json file into the metadata dict + derived from a csv file. + + Parameters + ---------- + site: dict + + Returns + ------- + dict + Copy of input plus a new key 'modeling_parameters' and more + metadata in extra_parameters. + + See also + -------- + solarforecastarbiter.io.reference_observations.site_df_to_dicts + """ + with open(DEFAULT_SITEFILE) as fp: + sites_metadata = json.load(fp)['sites'] + site_api_id = site['extra_parameters']['network_api_id'] + for site_metadata in sites_metadata: + site_extra_params = json.loads(site_metadata['extra_parameters']) + if site_extra_params['network_api_id'] == site_api_id: + site_out = site.copy() + site_out['modeling_parameters'] = sites_metadata[ + 'modeling_parameters'] + site_out['extra_parameters'].update(site_extra_params) + return site_out + + def initialize_site_observations(api, site): """Creates an observation at the site for each variable in the PVDAQ site's file. From b395c039a495683703d95ccbb29984f6cc210465 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 10:08:37 -0700 Subject: [PATCH 14/24] fix modeling parameters bug, fix mw bug --- .../io/reference_observations/pvdaq.py | 4 +- .../pvdaq_reference_sites.json | 372 +++++++++--------- 2 files changed, 188 insertions(+), 188 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index acccb0c9f..3ff1f89b5 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -43,12 +43,12 @@ def adjust_site_parameters(site): """ with open(DEFAULT_SITEFILE) as fp: sites_metadata = json.load(fp)['sites'] - site_api_id = site['extra_parameters']['network_api_id'] + site_api_id = int(site['extra_parameters']['network_api_id']) for site_metadata in sites_metadata: site_extra_params = json.loads(site_metadata['extra_parameters']) if site_extra_params['network_api_id'] == site_api_id: site_out = site.copy() - site_out['modeling_parameters'] = sites_metadata[ + site_out['modeling_parameters'] = site_metadata[ 'modeling_parameters'] site_out['extra_parameters'].update(site_extra_params) return site_out diff --git a/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json index bc2bbf48d..c43cd2754 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json +++ b/solarforecastarbiter/io/reference_observations/pvdaq_reference_sites.json @@ -10,8 +10,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1000", - "dc_capacity": "1000", + "ac_capacity": 0.001, + "dc_capacity": 0.001, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -30,8 +30,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { - "ac_capacity": "1120", - "dc_capacity": "1120", + "ac_capacity": 0.00112, + "dc_capacity": 0.00112, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -50,8 +50,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { - "ac_capacity": "2400", - "dc_capacity": "2400", + "ac_capacity": 0.0024, + "dc_capacity": 0.0024, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -70,8 +70,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -90,8 +90,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { - "ac_capacity": "1400", - "dc_capacity": "1400", + "ac_capacity": 0.0014, + "dc_capacity": 0.0014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -110,8 +110,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -130,8 +130,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -150,8 +150,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "52920", - "dc_capacity": "52920", + "ac_capacity": 0.05292, + "dc_capacity": 0.05292, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -170,8 +170,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1200, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "51840", - "dc_capacity": "51840", + "ac_capacity": 0.05184, + "dc_capacity": 0.05184, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -190,8 +190,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "140140", - "dc_capacity": "140140", + "ac_capacity": 0.14014, + "dc_capacity": 0.14014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -210,8 +210,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1202, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "51840", - "dc_capacity": "51840", + "ac_capacity": 0.05184, + "dc_capacity": 0.05184, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -230,8 +230,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "524160", - "dc_capacity": "524160", + "ac_capacity": 0.52416, + "dc_capacity": 0.52416, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -250,8 +250,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1232, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate 50kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-270\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "50490", - "dc_capacity": "50490", + "ac_capacity": 0.05049, + "dc_capacity": 0.05049, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -270,8 +270,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1234, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate Plus 500kW; Power Gate Plus 250kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-275\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "889150", - "dc_capacity": "889150", + "ac_capacity": 0.88915, + "dc_capacity": 0.88915, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -290,8 +290,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -310,8 +310,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -330,8 +330,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -350,8 +350,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -390,8 +390,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1332, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Satcon\", \"inverter_model\": \"PVS-500(x2), PVS-135(x1)\", \"module_mfg\": \"SunPower\", \"module_model\": \"318W(x3136), 315W(496)\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1153488", - "dc_capacity": "1153488", + "ac_capacity": 1.153488, + "dc_capacity": 1.153488, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -410,8 +410,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -430,8 +430,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -450,8 +450,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "2700", - "dc_capacity": "2700", + "ac_capacity": 0.0027, + "dc_capacity": 0.0027, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -478,8 +478,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1000", - "dc_capacity": "1000", + "ac_capacity": 0.001, + "dc_capacity": 0.001, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -509,8 +509,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1000", - "dc_capacity": "1000", + "ac_capacity": 0.001, + "dc_capacity": 0.001, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -540,8 +540,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1000", - "dc_capacity": "1000", + "ac_capacity": 0.001, + "dc_capacity": 0.001, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -571,8 +571,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 4, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"1800\", \"module_mfg\": \"Sanyo\", \"module_model\": \"HIP 200-BA3\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1000", - "dc_capacity": "1000", + "ac_capacity": 0.001, + "dc_capacity": 0.001, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -602,8 +602,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { - "ac_capacity": "1120", - "dc_capacity": "1120", + "ac_capacity": 0.00112, + "dc_capacity": 0.00112, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -633,8 +633,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { - "ac_capacity": "1120", - "dc_capacity": "1120", + "ac_capacity": 0.00112, + "dc_capacity": 0.00112, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -664,8 +664,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { - "ac_capacity": "1120", - "dc_capacity": "1120", + "ac_capacity": 0.00112, + "dc_capacity": 0.00112, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -695,8 +695,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 10, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"\", \"module_mfg\": \"Shell Solar\", \"module_model\": \"Eclipse 80\", \"module_tech\": \"7\"}", "modeling_parameters": { - "ac_capacity": "1120", - "dc_capacity": "1120", + "ac_capacity": 0.00112, + "dc_capacity": 0.00112, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -726,8 +726,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { - "ac_capacity": "2400", - "dc_capacity": "2400", + "ac_capacity": 0.0024, + "dc_capacity": 0.0024, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -757,8 +757,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { - "ac_capacity": "2400", - "dc_capacity": "2400", + "ac_capacity": 0.0024, + "dc_capacity": 0.0024, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -788,8 +788,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { - "ac_capacity": "2400", - "dc_capacity": "2400", + "ac_capacity": 0.0024, + "dc_capacity": 0.0024, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -819,8 +819,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 33, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA\", \"inverter_model\": \"Sunny Boy 3000US\", \"module_mfg\": \"Silicor Materials\", \"module_model\": \"240\", \"module_tech\": \"9\"}", "modeling_parameters": { - "ac_capacity": "2400", - "dc_capacity": "2400", + "ac_capacity": 0.0024, + "dc_capacity": 0.0024, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -850,8 +850,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -881,8 +881,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -912,8 +912,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -943,8 +943,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -974,8 +974,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 34, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"135kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "146640", - "dc_capacity": "146640", + "ac_capacity": 0.14664, + "dc_capacity": 0.14664, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1005,8 +1005,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { - "ac_capacity": "1400", - "dc_capacity": "1400", + "ac_capacity": 0.0014, + "dc_capacity": 0.0014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1036,8 +1036,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { - "ac_capacity": "1400", - "dc_capacity": "1400", + "ac_capacity": 0.0014, + "dc_capacity": 0.0014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1067,8 +1067,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { - "ac_capacity": "1400", - "dc_capacity": "1400", + "ac_capacity": 0.0014, + "dc_capacity": 0.0014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1098,8 +1098,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 39, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Mobil\", \"module_model\": \"Ra 280-50H\", \"module_tech\": \"4\"}", "modeling_parameters": { - "ac_capacity": "1400", - "dc_capacity": "1400", + "ac_capacity": 0.0014, + "dc_capacity": 0.0014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1129,8 +1129,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1160,8 +1160,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1191,8 +1191,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 50, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-SI\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1222,8 +1222,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1253,8 +1253,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1284,8 +1284,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1315,8 +1315,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 51, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Fronius\", \"inverter_model\": \"IG 4500-LV\", \"module_mfg\": \"Siemens\", \"module_model\": \"M55 c-Si\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1346,8 +1346,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "52920", - "dc_capacity": "52920", + "ac_capacity": 0.05292, + "dc_capacity": 0.05292, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1377,8 +1377,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1199, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "52920", - "dc_capacity": "52920", + "ac_capacity": 0.05292, + "dc_capacity": 0.05292, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1408,8 +1408,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1200, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "51840", - "dc_capacity": "51840", + "ac_capacity": 0.05184, + "dc_capacity": 0.05184, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1439,8 +1439,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "140140", - "dc_capacity": "140140", + "ac_capacity": 0.14014, + "dc_capacity": 0.14014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1470,8 +1470,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1201, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "140140", - "dc_capacity": "140140", + "ac_capacity": 0.14014, + "dc_capacity": 0.14014, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1501,8 +1501,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1202, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 5, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"\", \"module_model\": \"\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "51840", - "dc_capacity": "51840", + "ac_capacity": 0.05184, + "dc_capacity": 0.05184, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1532,8 +1532,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "524160", - "dc_capacity": "524160", + "ac_capacity": 0.52416, + "dc_capacity": 0.52416, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1563,8 +1563,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1208, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"SunPower\", \"module_model\": \"SPR-315E\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "524160", - "dc_capacity": "524160", + "ac_capacity": 0.52416, + "dc_capacity": 0.52416, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1594,8 +1594,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1232, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate 50kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-270\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "50490", - "dc_capacity": "50490", + "ac_capacity": 0.05049, + "dc_capacity": 0.05049, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1625,8 +1625,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1234, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"Power Gate Plus 500kW; Power Gate Plus 250kW\", \"module_mfg\": \"Suntech\", \"module_model\": \"STP-275\", \"module_tech\": \"2\"}", "modeling_parameters": { - "ac_capacity": "889150", - "dc_capacity": "889150", + "ac_capacity": 0.88915, + "dc_capacity": 0.88915, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1656,8 +1656,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1687,8 +1687,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1718,8 +1718,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1749,8 +1749,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1780,8 +1780,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1276, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "68480", - "dc_capacity": "68480", + "ac_capacity": 0.06848, + "dc_capacity": 0.06848, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1811,8 +1811,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1842,8 +1842,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1873,8 +1873,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1904,8 +1904,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1935,8 +1935,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1277, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"30kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "40560", - "dc_capacity": "40560", + "ac_capacity": 0.04056, + "dc_capacity": 0.04056, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1966,8 +1966,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -1997,8 +1997,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2028,8 +2028,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2059,8 +2059,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2090,8 +2090,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1278, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 15, \"inverter_mfg\": \"SatCon Technology\", \"inverter_model\": \"(1) 100kW, (1) 50kW\", \"module_mfg\": \"Sharp \", \"module_model\": \"NU-U240F1\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "171360", - "dc_capacity": "171360", + "ac_capacity": 0.17136, + "dc_capacity": 0.17136, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2121,8 +2121,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2152,8 +2152,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2183,8 +2183,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2214,8 +2214,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2245,8 +2245,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1283, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"SMA America\", \"inverter_model\": \"Sunny Central 250U\", \"module_mfg\": \"Solon\", \"module_model\": \"Solon Black 230/01\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "408240", - "dc_capacity": "408240", + "ac_capacity": 0.40824, + "dc_capacity": 0.40824, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2400,8 +2400,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1332, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"Satcon\", \"inverter_model\": \"PVS-500(x2), PVS-135(x1)\", \"module_mfg\": \"SunPower\", \"module_model\": \"318W(x3136), 315W(496)\", \"module_tech\": \"1\"}", "modeling_parameters": { - "ac_capacity": "1153488", - "dc_capacity": "1153488", + "ac_capacity": 1.153488, + "dc_capacity": 1.153488, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2431,8 +2431,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2462,8 +2462,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2493,8 +2493,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2524,8 +2524,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1403, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2555,8 +2555,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2586,8 +2586,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2617,8 +2617,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2648,8 +2648,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1423, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"\", \"inverter_model\": \"\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "6000", - "dc_capacity": "6000", + "ac_capacity": 0.006, + "dc_capacity": 0.006, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2679,8 +2679,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "2700", - "dc_capacity": "2700", + "ac_capacity": 0.0027, + "dc_capacity": 0.0027, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2710,8 +2710,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "2700", - "dc_capacity": "2700", + "ac_capacity": 0.0027, + "dc_capacity": 0.0027, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2741,8 +2741,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "2700", - "dc_capacity": "2700", + "ac_capacity": 0.0027, + "dc_capacity": 0.0027, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, @@ -2772,8 +2772,8 @@ "provider": "", "extra_parameters": "{\"network_api_id\": 1426, \"attribution\": \"https://developer.nrel.gov/docs/solar/pvdaq-v3/\", \"network\": \"NREL PVDAQ\", \"network_api_abbreviation\": \"pvdaq\", \"observation_interval_length\": 1, \"inverter_mfg\": \"ABB\", \"inverter_model\": \"PVI 3k\", \"module_mfg\": \"Suniva\", \"module_model\": \"OPT270-60 BLK-BLK\", \"module_tech\": \"\"}", "modeling_parameters": { - "ac_capacity": "2700", - "dc_capacity": "2700", + "ac_capacity": 0.0027, + "dc_capacity": 0.0027, "temperature_coefficient": 0.3, "dc_loss_factor": 0, "ac_loss_factor": 0, From c574b000305d0fd178266a202205b43b4e598677 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 11:39:54 -0700 Subject: [PATCH 15/24] missing arg in docstring --- solarforecastarbiter/io/reference_observations/pvdaq.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index 3ff1f89b5..a10b2dd82 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -127,6 +127,8 @@ def fetch(api, site, start, end, *, nrel_pvdaq_api_key): The beginning of the period to request data for. end : datetime The end of the period to request data for. + nrel_pvdaq_api_key : str + API key for developer.nrel.gov Returns ------- From 6b657c1ad4404859ffd94cf721141f8684fc341b Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 14:01:07 -0700 Subject: [PATCH 16/24] Update solarforecastarbiter/io/reference_observations/common.py Co-authored-by: Tony Lorenzo --- solarforecastarbiter/io/reference_observations/common.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index d50bc9763..eb73bb5f5 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -297,7 +297,7 @@ def update_site_observations(api, fetch_func, site, observations, def _prepare_data_to_post(data, variable, observation, start, end, - resample_how): + resample_how=None): """Manipulate the data including reindexing to observation.interval_label to prepare for posting""" data = data[[variable]] From 02f72e47c714a3161c130395d4f51736e79cc3b3 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 15:37:30 -0700 Subject: [PATCH 17/24] test common --- .../io/reference_observations/common.py | 2 +- .../tests/test_common.py | 102 +++++++++++++++++- 2 files changed, 98 insertions(+), 6 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/common.py b/solarforecastarbiter/io/reference_observations/common.py index eb73bb5f5..c15d7a4ad 100644 --- a/solarforecastarbiter/io/reference_observations/common.py +++ b/solarforecastarbiter/io/reference_observations/common.py @@ -363,7 +363,7 @@ def post_observation_data(api, observation, data, start, end): resample_how = extra_parameters.get('resample_how', None) try: var_df = _prepare_data_to_post(data, variable, observation, - start, end, resample_how) + start, end, resample_how=resample_how) except KeyError: logger.error(f'{variable} could not be found in the data file ' f'from {data.index[0]} to {data.index[-1]}' diff --git a/solarforecastarbiter/io/reference_observations/tests/test_common.py b/solarforecastarbiter/io/reference_observations/tests/test_common.py index 02fa2810a..c28e2ec05 100644 --- a/solarforecastarbiter/io/reference_observations/tests/test_common.py +++ b/solarforecastarbiter/io/reference_observations/tests/test_common.py @@ -197,7 +197,7 @@ def test_create_observation_extra_parameters( mock_api.create_observation.assert_called_with(expected) -test_kwarg_observation = Observation.from_dict({ +observation_dict = { 'name': 'just observation', 'variable': 'ghi', 'interval_label': 'beginning', @@ -209,7 +209,8 @@ def test_create_observation_extra_parameters( '"network_api_id": "qcradlong1", ' '"network_api_abbreviation": "abbrv", ' '"observation_interval_length": 1}') -}) +} +test_kwarg_observation = Observation.from_dict(observation_dict) obs_kwargs = { 'interval_label': 'beginning', 'name': 'just observation', @@ -217,6 +218,33 @@ def test_create_observation_extra_parameters( 'uncertainty': 2, } +observation_dict_resample_mean = observation_dict.copy() +observation_dict_resample_mean['extra_parameters'] = ( + '{"network": "DOE ARM", ' + '"network_api_id": "qcradlong1", ' + '"network_api_abbreviation": "abbrv", ' + '"observation_interval_length": 1, ' + '"resample_how": "mean"}') +test_observation_mean = Observation.from_dict(observation_dict_resample_mean) + +observation_dict_resample_first = observation_dict.copy() +observation_dict_resample_first['extra_parameters'] = ( + '{"network": "DOE ARM", ' + '"network_api_id": "qcradlong1", ' + '"network_api_abbreviation": "abbrv", ' + '"observation_interval_length": 1, ' + '"resample_how": "first"}') +test_observation_first = Observation.from_dict(observation_dict_resample_first) + +observation_dict_resample_fail = observation_dict.copy() +observation_dict_resample_fail['extra_parameters'] = ( + '{"network": "DOE ARM", ' + '"network_api_id": "qcradlong1", ' + '"network_api_abbreviation": "abbrv", ' + '"observation_interval_length": 1, ' + '"resample_how": "nopethepope"}') +test_observation_fail = Observation.from_dict(observation_dict_resample_fail) + @pytest.mark.parametrize('site,variable,expected,kwargs', [ (site_objects[0], 'ghi', test_kwarg_observation, obs_kwargs), @@ -228,6 +256,13 @@ def test_create_observation_with_kwargs( mock_api.create_observation.assert_called_with(expected) +@pytest.mark.parametrize('observation,resample_how', [ + # all test data has same freq as observation.interval_length, + # so resample method should not matter + (test_kwarg_observation, None), + (test_observation_mean, 'mean'), + (test_observation_first, 'first') +]) @pytest.mark.parametrize('inp,expected', [ # nan kept (pd.DataFrame({'ghi': [0, 1, 4.0, None, 5, 6]}, dtype='float', @@ -265,12 +300,62 @@ def test_create_observation_with_kwargs( index=pd.DatetimeIndex( ['2019-10-04T1201Z', '2019-10-04T1202Z']))), ]) -def test_prepare_data_to_post(inp, expected): +def test_prepare_data_to_post(inp, expected, observation, resample_how): start = pd.Timestamp('2019-10-04T1200Z') end = pd.Timestamp('2019-10-04T1205Z') variable = 'ghi' - out = common._prepare_data_to_post(inp, variable, test_kwarg_observation, - start, end) + out = common._prepare_data_to_post(inp, variable, observation, start, end, + resample_how=resample_how) + pd.testing.assert_frame_equal(out, expected) + + +@pytest.mark.parametrize('inp,expected', [ + (pd.DataFrame({'ghi': [0, 1, 4.0, None, 5, 6] * 2}, dtype='float', + index=pd.date_range('2019-10-04T1200Z', freq='30s', + periods=12)), + pd.DataFrame({'value': [0.5, 4.0, 5.5, 0.5, 4.0, 5.5], + 'quality_flag': [0, 0, 0, 0, 0, 0]}, + index=pd.date_range('2019-10-04T1200Z', freq='1min', + periods=6))), + (pd.DataFrame({'ghi': [0, 1, None, None, 5, 6] * 2}, dtype='float', + index=pd.date_range('2019-10-04T1200Z', freq='30s', + periods=12)), + pd.DataFrame({'value': [0.5, None, 5.5, 0.5, None, 5.5], + 'quality_flag': [0, 1, 0, 0, 1, 0]}, + index=pd.date_range('2019-10-04T1200Z', freq='1min', + periods=6))), +]) +def test_prepare_data_to_post_mean(inp, expected): + start = pd.Timestamp('2019-10-04T1200Z') + end = pd.Timestamp('2019-10-04T1205Z') + variable = 'ghi' + out = common._prepare_data_to_post(inp, variable, test_observation_mean, + start, end, resample_how='mean') + pd.testing.assert_frame_equal(out, expected) + + +@pytest.mark.parametrize('inp,expected', [ + (pd.DataFrame({'ghi': [0, 1, None, 4.0, 5, 6] * 2}, dtype='float', + index=pd.date_range('2019-10-04T1200Z', freq='30s', + periods=12)), + pd.DataFrame({'value': [0.0, 4.0, 5.0, 0.0, 4.0, 5.0], + 'quality_flag': [0, 0, 0, 0, 0, 0]}, + index=pd.date_range('2019-10-04T1200Z', freq='1min', + periods=6))), + (pd.DataFrame({'ghi': [0, 1, None, None, 5, 6] * 2}, dtype='float', + index=pd.date_range('2019-10-04T1200Z', freq='30s', + periods=12)), + pd.DataFrame({'value': [0.0, None, 5.0, 0.0, None, 5.0], + 'quality_flag': [0, 1, 0, 0, 1, 0]}, + index=pd.date_range('2019-10-04T1200Z', freq='1min', + periods=6))), +]) +def test_prepare_data_to_post_first(inp, expected): + start = pd.Timestamp('2019-10-04T1200Z') + end = pd.Timestamp('2019-10-04T1205Z') + variable = 'ghi' + out = common._prepare_data_to_post(inp, variable, test_observation_first, + start, end, resample_how='first') pd.testing.assert_frame_equal(out, expected) @@ -356,6 +441,13 @@ def test_post_observation_data_all_nans( assert ret is None +def test_post_observation_data_AttributeError( + mock_api, log, fake_ghi_data, start, end): + common.post_observation_data(mock_api, test_observation_fail, + fake_ghi_data, start, end) + log.error.assert_called() + + @pytest.fixture() def now(mocker): now = pd.Timestamp('20190108T11:32:00Z') From a05754febf8a69488d3329e49c0eddbeffb7854e Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 16:57:55 -0700 Subject: [PATCH 18/24] pvdaq fetch tests --- solarforecastarbiter/io/fetch/pvdaq.py | 2 +- .../io/fetch/tests/data/pvdaq_2019_data.csv | 193 ++++++++++++++++++ .../io/fetch/tests/data/pvdaq_2020_data.csv | 193 ++++++++++++++++++ .../io/fetch/tests/data/pvdaq_metadata.json | 1 + 4 files changed, 388 insertions(+), 1 deletion(-) create mode 100644 solarforecastarbiter/io/fetch/tests/data/pvdaq_2019_data.csv create mode 100644 solarforecastarbiter/io/fetch/tests/data/pvdaq_2020_data.csv create mode 100644 solarforecastarbiter/io/fetch/tests/data/pvdaq_metadata.json diff --git a/solarforecastarbiter/io/fetch/pvdaq.py b/solarforecastarbiter/io/fetch/pvdaq.py index 31d5b9206..3f3b42645 100644 --- a/solarforecastarbiter/io/fetch/pvdaq.py +++ b/solarforecastarbiter/io/fetch/pvdaq.py @@ -29,7 +29,7 @@ def get_pvdaq_metadata(system_id, api_key): Returns ------- - dict + list of dict """ params = {'system_id': system_id, 'api_key': api_key} diff --git a/solarforecastarbiter/io/fetch/tests/data/pvdaq_2019_data.csv b/solarforecastarbiter/io/fetch/tests/data/pvdaq_2019_data.csv new file mode 100644 index 000000000..2f541d20c --- /dev/null +++ b/solarforecastarbiter/io/fetch/tests/data/pvdaq_2019_data.csv @@ -0,0 +1,193 @@ +SiteID,Date-Time,ac_current,ac_power,ac_voltage,ambient_temp,dc_current,dc_power,dc_voltage,inverter_error_code,inverter_temp,module_temp,poa_irradiance,power_factor,relative_humidity,wind_direction,wind_speed +1276,2019-01-01 00:00:00,0,-200,285,,0,0,0,0,24,,,0,,, +1276,2019-01-01 00:15:00,0,-200,285,,0,0,0,0,24,,,0,,, +1276,2019-01-01 00:30:00,0,-100,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 00:45:00,0,-200,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 01:00:00,0,-100,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 01:15:00,0,-200,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 01:30:00,0,-200,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 01:45:00,0,-100,284,,0,0,0,0,24,,,0,,, +1276,2019-01-01 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23:45:00,0,-100,285,,0,0,0,0,31,,,0,,, \ No newline at end of file diff --git a/solarforecastarbiter/io/fetch/tests/data/pvdaq_metadata.json b/solarforecastarbiter/io/fetch/tests/data/pvdaq_metadata.json new file mode 100644 index 000000000..5ce7360b5 --- /dev/null +++ b/solarforecastarbiter/io/fetch/tests/data/pvdaq_metadata.json @@ -0,0 +1 @@ +{"errors":[],"outputs":[{"available_years":[2010,2011,2012,2013,2014,2016,2017,2018,2019,2020],"comments":null,"confidential":false,"inverter_mfg":"Fronius","inverter_model":"IG 4000","module_mfg":"Sharp","module_model":"ND-208U1","site_power":2912.0,"module_tech":2,"name_private":"Nelson Home, Golden, CO, Array 1","name_public":"[2] Residential #1a","site_area":22.82,"site_azimuth":181.2,"site_elevation":1675.0,"site_latitude":39.7214,"site_longitude":105.0972,"site_tilt":18.5,"system_id":2}],"warnings":[],"infos":[],"inputs":{"system_id":"2"},"version":"3.2.0"} \ No newline at end of file From 433bdb2bb4c093552832bf7c268a35b5570dfe66 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 16:59:28 -0700 Subject: [PATCH 19/24] the test --- .../io/fetch/tests/test_pvdaq.py | 100 ++++++++++++++++++ 1 file changed, 100 insertions(+) create mode 100644 solarforecastarbiter/io/fetch/tests/test_pvdaq.py diff --git a/solarforecastarbiter/io/fetch/tests/test_pvdaq.py b/solarforecastarbiter/io/fetch/tests/test_pvdaq.py new file mode 100644 index 000000000..a5199ecc8 --- /dev/null +++ b/solarforecastarbiter/io/fetch/tests/test_pvdaq.py @@ -0,0 +1,100 @@ +import inspect +import os + + +import pandas as pd + + +from solarforecastarbiter.io.fetch import pvdaq + +TEST_DATA_DIR = os.path.dirname( + os.path.abspath(inspect.getfile(inspect.currentframe()))) +SYSTEM_FILE = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_metadata.json') +DATA_FILE = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_year_data.csv') +DATA_FILE_2019 = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_2019_data.csv') + + +def test_get_pvdaq_metadata(requests_mock): + with open(SYSTEM_FILE, 'r') as f: + content = f.read() + + requests_mock.register_uri( + 'GET', 'https://developer.nrel.gov/api/pvdaq/v3/sites.json', + content=content.encode() + ) + + expected = [{ + 'available_years': [2010, + 2011, + 2012, + 2013, + 2014, + 2016, + 2017, + 2018, + 2019, + 2020], + 'comments': None, + 'confidential': False, + 'inverter_mfg': 'Fronius', + 'inverter_model': 'IG 4000', + 'module_mfg': 'Sharp', + 'module_model': 'ND-208U1', + 'module_tech': 2, + 'name_private': 'Nelson Home, Golden, CO, Array 1', + 'name_public': '[2] Residential #1a', + 'site_area': 22.82, + 'site_azimuth': 181.2, + 'site_elevation': 1675.0, + 'site_latitude': 39.7214, + 'site_longitude': 105.0972, + 'site_power': 2912.0, + 'site_tilt': 18.5, + 'system_id': 2}] + out = pvdaq.get_pvdaq_metadata(2, 'doesntmatter') + assert out == expected + + +def test_get_pvdaq_data(requests_mock): + with open(DATA_FILE, 'r') as f: + content = f.read() + + requests_mock.register_uri( + 'GET', 'https://developer.nrel.gov/api/pvdaq/v3/data_file', + content=content.encode() + ) + + data = pvdaq.get_pvdaq_data(1276, 2020, 'fakekey') + assert data.index[0] == pd.Timestamp('2020-01-01 00:00:00') + assert data.index[-1] == pd.Timestamp('2020-01-02 23:45:00') + some_cols = ['ac_current', 'ac_power', 'dc_power', 'wind_speed'] + for col in some_cols: + assert col in data.columns + + +def test_get_pvdaq_data_2years(requests_mock): + + with open(DATA_FILE, 'r') as f: + content = f.read() + + requests_mock.register_uri( + 'GET', + 'https://developer.nrel.gov/api/pvdaq/v3/data_file?api_key=fakekey&system_id=1276&year=2020', # noqa: E501 + content=content.encode() + ) + + with open(DATA_FILE_2019, 'r') as f: + content_2019 = f.read() + + requests_mock.register_uri( + 'GET', + 'https://developer.nrel.gov/api/pvdaq/v3/data_file?api_key=fakekey&system_id=1276&year=2019', # noqa: E501 + content=content_2019.encode() + ) + + data = pvdaq.get_pvdaq_data(1276, [2019, 2020], 'fakekey') + assert data.index[0] == pd.Timestamp('2019-01-01 00:00:00') + assert data.index[-1] == pd.Timestamp('2020-01-02 23:45:00') + some_cols = ['ac_current', 'ac_power', 'dc_power', 'wind_speed'] + for col in some_cols: + assert col in data.columns From 5f9fb3f6670dac396b2d4c4defad48b8bfa9e265 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 19:41:19 -0700 Subject: [PATCH 20/24] fix path --- solarforecastarbiter/io/fetch/tests/test_pvdaq.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/solarforecastarbiter/io/fetch/tests/test_pvdaq.py b/solarforecastarbiter/io/fetch/tests/test_pvdaq.py index a5199ecc8..397f710d8 100644 --- a/solarforecastarbiter/io/fetch/tests/test_pvdaq.py +++ b/solarforecastarbiter/io/fetch/tests/test_pvdaq.py @@ -10,7 +10,7 @@ TEST_DATA_DIR = os.path.dirname( os.path.abspath(inspect.getfile(inspect.currentframe()))) SYSTEM_FILE = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_metadata.json') -DATA_FILE = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_year_data.csv') +DATA_FILE = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_2020_data.csv') DATA_FILE_2019 = os.path.join(TEST_DATA_DIR, 'data', 'pvdaq_2019_data.csv') From bbae0e67465460d2529babe8a152fd6e8eefb9b0 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 20:48:54 -0700 Subject: [PATCH 21/24] test_ref_pvdaq --- .../tests/test_ref_pvdaq.py | 123 ++++++++++++++++++ 1 file changed, 123 insertions(+) create mode 100644 solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py diff --git a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py new file mode 100644 index 000000000..50968a7fe --- /dev/null +++ b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py @@ -0,0 +1,123 @@ + +import json +import re + +import pandas as pd + +import pytest + +from solarforecastarbiter.datamodel import ( + SolarPowerPlant, FixedTiltModelingParameters) +from solarforecastarbiter.io import api +from solarforecastarbiter.io.reference_observations import pvdaq + + +@pytest.fixture +def session(requests_mock): + return api.APISession('') + + +@pytest.fixture +def site(): + return SolarPowerPlant( + name='NREL x-Si #1', + latitude=39.7406, + longitude=-105.1774, + elevation=1785.050170898438, + timezone='Etc/GMT+7', + site_id='', + provider='', + extra_parameters='{"network_api_id": 4, "attribution": "https://developer.nrel.gov/docs/solar/pvdaq-v3/", "network": "NREL PVDAQ", "network_api_abbreviation": "pvdaq", "observation_interval_length": 1, "inverter_mfg": "SMA", "inverter_model": "1800", "module_mfg": "Sanyo", "module_model": "HIP 200-BA3", "module_tech": "1"}', # noqa: E501 + modeling_parameters=FixedTiltModelingParameters( + ac_capacity=0.001, + dc_capacity=0.001, + temperature_coefficient=0.3, + dc_loss_factor=0, + ac_loss_factor=0, + surface_tilt=40.0, + surface_azimuth=180.0, + tracking_type='fixed')) + + +@pytest.fixture() +def mock_list_sites(mocker, many_sites): + mocker.patch('solarforecastarbiter.io.api.APISession.list_sites', + return_value=many_sites) + + +@pytest.fixture() +def mock_get_site(requests_mock, site_text, many_sites_text): + def get_site_from_text(request, context): + site_id = request.url.split('/')[-1] + if site_id == '': + return many_sites_text + else: + sites = json.loads(many_sites_text) + for site in sites: + if site['site_id'] == site_id: + return json.dumps(site).encode('utf-8') + + matcher = re.compile(f'https://api.solarforecastarbiter.org/sites/.*') + requests_mock.register_uri('GET', matcher, content=get_site_from_text) + + +def test_initialize_site_observations( + requests_mock, mocker, session, site, single_observation, + single_observation_text, mock_list_sites, mock_get_site): + matcher = re.compile(f'{session.base_url}/observations/.*') + requests_mock.register_uri('POST', matcher, + text=single_observation.observation_id) + requests_mock.register_uri('GET', matcher, content=single_observation_text) + status = mocker.patch( + 'solarforecastarbiter.io.api.APISession.create_observation') + pvdaq.initialize_site_observations(session, site) + assert status.called + + +def test_initialize_site_forecasts( + requests_mock, mocker, session, site, single_forecast, + single_forecast_text, mock_list_sites, mock_get_site): + matcher = re.compile(f'{session.base_url}/forecasts/.*') + requests_mock.register_uri('POST', matcher, + text=single_forecast.forecast_id) + requests_mock.register_uri('GET', matcher, content=single_forecast_text) + status = mocker.patch( + 'solarforecastarbiter.io.reference_observations.common.' + 'create_forecasts') + pvdaq.initialize_site_forecasts(session, site) + assert status.called + + +def test_fetch(mocker, session, site): + status = mocker.patch( + 'solarforecastarbiter.io.fetch.pvdaq.get_pvdaq_data' + ) + start = pd.Timestamp('2020-01-01T0000Z') + end = pd.Timestamp('2020-01-02T0000Z') + api_key = 'nopethepope' + pvdaq.fetch(session, site, start, end, nrel_pvdaq_api_key=api_key) + assert status.called + + +@pytest.fixture +def mock_pvdaq_creds(mocker): + mocker.patch.dict('os.environ', {'NREL_PVDAQ_API_KEY': 'fake_key'}) + + +def test_update_observation_data(mocker, session, site, mock_pvdaq_creds): + obs_update = mocker.patch( + 'solarforecastarbiter.io.reference_observations.common.' + 'update_site_observations') + start = pd.Timestamp('20200101T0000Z') + end = pd.Timestamp('20200102T0000Z') + pvdaq.update_observation_data(session, [site], [], start, end) + obs_update.assert_called() + assert obs_update.call_count == 1 + + +def test_update_observation_data_no_creds(session, site): + start = pd.Timestamp('20200101T0000Z') + end = pd.Timestamp('20200102T0000Z') + with pytest.raises(KeyError) as e: + pvdaq.update_observation_data(session, [site], [], start, end) + assert 'environment variable' in str(e.value) From 1dbb7d2e98dbcc328d0120585d6be5d8ea7a0506 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 20:56:32 -0700 Subject: [PATCH 22/24] remove unused fixture --- .../io/reference_observations/pvdaq.py | 7 +++++++ .../tests/test_ref_pvdaq.py | 20 ++----------------- 2 files changed, 9 insertions(+), 18 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/pvdaq.py b/solarforecastarbiter/io/reference_observations/pvdaq.py index a10b2dd82..423d7e286 100644 --- a/solarforecastarbiter/io/reference_observations/pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/pvdaq.py @@ -169,6 +169,13 @@ def update_observation_data(api, sites, observations, start, end): The beginning of the period to request data for. end : datetime The end of the period to request data for. + + Raises + ------ + KeyError + If NREL_PVDAQ_API_KEY environmental variable is not set. + Abuse of KeyError - should probably be ValueError - but kept for + consistency with other reference_observations modules. """ nrel_pvdaq_api_key = os.getenv('NREL_PVDAQ_API_KEY') if nrel_pvdaq_api_key is None: diff --git a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py index 50968a7fe..646a69261 100644 --- a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py @@ -45,25 +45,9 @@ def mock_list_sites(mocker, many_sites): return_value=many_sites) -@pytest.fixture() -def mock_get_site(requests_mock, site_text, many_sites_text): - def get_site_from_text(request, context): - site_id = request.url.split('/')[-1] - if site_id == '': - return many_sites_text - else: - sites = json.loads(many_sites_text) - for site in sites: - if site['site_id'] == site_id: - return json.dumps(site).encode('utf-8') - - matcher = re.compile(f'https://api.solarforecastarbiter.org/sites/.*') - requests_mock.register_uri('GET', matcher, content=get_site_from_text) - - def test_initialize_site_observations( requests_mock, mocker, session, site, single_observation, - single_observation_text, mock_list_sites, mock_get_site): + single_observation_text, mock_list_sites): matcher = re.compile(f'{session.base_url}/observations/.*') requests_mock.register_uri('POST', matcher, text=single_observation.observation_id) @@ -76,7 +60,7 @@ def test_initialize_site_observations( def test_initialize_site_forecasts( requests_mock, mocker, session, site, single_forecast, - single_forecast_text, mock_list_sites, mock_get_site): + single_forecast_text, mock_list_sites): matcher = re.compile(f'{session.base_url}/forecasts/.*') requests_mock.register_uri('POST', matcher, text=single_forecast.forecast_id) From 9c87316339e16621f2904364fd9582a9fbfd5af4 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 21:07:25 -0700 Subject: [PATCH 23/24] moar coverage --- .../tests/test_ref_pvdaq.py | 62 +++++++++++++++++++ 1 file changed, 62 insertions(+) diff --git a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py index 646a69261..53d5e2b8f 100644 --- a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py @@ -39,6 +39,35 @@ def site(): tracking_type='fixed')) +@pytest.fixture +def site_no_extra(): + return SolarPowerPlant( + name='NREL x-Si #1', + latitude=39.7406, + longitude=-105.1774, + elevation=1785.050170898438, + timezone='Etc/GMT+7', + site_id='', + provider='', + extra_parameters='', + modeling_parameters=FixedTiltModelingParameters( + ac_capacity=0.001, + dc_capacity=0.001, + temperature_coefficient=0.3, + dc_loss_factor=0, + ac_loss_factor=0, + surface_tilt=40.0, + surface_azimuth=180.0, + tracking_type='fixed')) + + +@pytest.fixture +def log(mocker): + log = mocker.patch('solarforecastarbiter.io.reference_observations.' + 'pvdaq.logger') + return log + + @pytest.fixture() def mock_list_sites(mocker, many_sites): mocker.patch('solarforecastarbiter.io.api.APISession.list_sites', @@ -58,6 +87,11 @@ def test_initialize_site_observations( assert status.called +def test_initialize_site_observations_fail(session, site_no_extra, log): + pvdaq.initialize_site_observations(session, site_no_extra) + assert log.warning.call_count == 1 + + def test_initialize_site_forecasts( requests_mock, mocker, session, site, single_forecast, single_forecast_text, mock_list_sites): @@ -72,6 +106,11 @@ def test_initialize_site_forecasts( assert status.called +def test_initialize_site_forecasts_fail(session, site_no_extra, log): + pvdaq.initialize_site_forecasts(session, site_no_extra) + assert log.warning.call_count == 1 + + def test_fetch(mocker, session, site): status = mocker.patch( 'solarforecastarbiter.io.fetch.pvdaq.get_pvdaq_data' @@ -83,6 +122,29 @@ def test_fetch(mocker, session, site): assert status.called +def test_fetch_fail(session, site_no_extra): + start = pd.Timestamp('2020-01-01T0000Z') + end = pd.Timestamp('2020-01-02T0000Z') + api_key = 'nopethepope' + out = pvdaq.fetch(session, site_no_extra, start, end, + nrel_pvdaq_api_key=api_key) + assert out.empty + + +def test_fetch_fail_except(session, site, mocker, log): + start = pd.Timestamp('2020-01-01T0000Z') + end = pd.Timestamp('2020-01-02T0000Z') + api_key = 'nopethepope' + status = mocker.patch( + 'solarforecastarbiter.io.fetch.pvdaq.get_pvdaq_data' + ) + status.side_effect = Exception + out = pvdaq.fetch(session, site, start, end, + nrel_pvdaq_api_key=api_key) + assert log.warning.call_count == 1 + assert out.empty + + @pytest.fixture def mock_pvdaq_creds(mocker): mocker.patch.dict('os.environ', {'NREL_PVDAQ_API_KEY': 'fake_key'}) From 4d038bc1f206d08c0f6a37ee12505d8256574bf6 Mon Sep 17 00:00:00 2001 From: Will Holmgren Date: Mon, 11 May 2020 21:16:50 -0700 Subject: [PATCH 24/24] remove unused import --- .../io/reference_observations/tests/test_ref_pvdaq.py | 2 -- 1 file changed, 2 deletions(-) diff --git a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py index 53d5e2b8f..b4a40e446 100644 --- a/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py +++ b/solarforecastarbiter/io/reference_observations/tests/test_ref_pvdaq.py @@ -1,5 +1,3 @@ - -import json import re import pandas as pd