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543 lines
37 KiB
Python
543 lines
37 KiB
Python
import pandas as pd
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from backend.Property import Property
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from backend.SearchEpc import SearchEpc
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from etl.epc.Record import EPCRecord
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from dotenv import load_dotenv
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from utils.s3 import read_dataframe_from_s3_parquet, read_from_s3
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import os
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import requests
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import msgpack
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from functools import lru_cache
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import time
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load_dotenv(dotenv_path="backend/.env")
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EPC_AUTH_TOKEN = os.getenv("EPC_AUTH_TOKEN")
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# This is for 6 Laura Close, Tintagel, PL34 0EB (same property that Cotswolrd energy used)
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uprn = 100040099104
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# This is for 353A, Hermitage Lane, ME16 9NT (one of the e.on properties)
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uprn = 200000964454
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# This is for 14 Victoria Road, Cross Hills, KEIGHLEY, North Yorkshire, ENGLAND, BD20 8SY
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uprn = 100050346517
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cleaning_data = read_dataframe_from_s3_parquet(
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bucket_name="retrofit-data-dev", file_key="sap_change_model/cleaning_dataset.parquet",
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)
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searcher = SearchEpc(address1="", postcode="", uprn=uprn, auth_token=EPC_AUTH_TOKEN, os_api_key="")
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searcher.find_property(skip_os=True)
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epc_records = {
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'original_epc': searcher.newest_epc.copy(),
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'full_sap_epc': searcher.full_sap_epc.copy(),
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'old_data': searcher.older_epcs.copy(),
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}
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epc = EPCRecord(
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epc_records=epc_records,
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run_mode="newdata",
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cleaning_data=cleaning_data
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)
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uprn_filenames = read_dataframe_from_s3_parquet(
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bucket_name="retrofit-data-dev", file_key="spatial/filename_meta.parquet"
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)
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p = Property(
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id=0,
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address=searcher.address_clean,
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postcode=searcher.postcode_clean,
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epc_record=epc,
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already_installed={},
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non_invasive_recommendations={},
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)
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p.get_spatial_data(uprn_filenames)
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cleaned = read_from_s3(
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s3_file_name="cleaned_epc_data/cleaned.bson",
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bucket_name="retrofit-data-dev"
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)
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cleaned = msgpack.unpackb(cleaned, raw=False)
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from etl.solar.SolarPhotoSupply import SolarPhotoSupply
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photo_supply_lookup, floor_area_decile_thresholds = SolarPhotoSupply.load(bucket="retrofit-data-dev")
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p.get_components(
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cleaned=cleaned,
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photo_supply_lookup=photo_supply_lookup,
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floor_area_decile_thresholds=floor_area_decile_thresholds
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)
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p.hot_water_energy_source
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p.heating_energy_source
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longitude = p.spatial["longitude"]
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latitude = p.spatial["latitude"]
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api_key = "AIzaSyCIz8Psu5h-1txuDX0rQpUTgkvdj8yohqU"
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url = 'https://solar.googleapis.com/v1/solarPotential'
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params = {
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'location.latitude': f'{latitude:.5f}',
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'location.longitude': f'{longitude:.5f}',
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'requiredQuality': "MEDIUM",
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'key': api_key
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}
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insights_url = 'https://solar.googleapis.com/v1/buildingInsights:findClosest'
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# Make the GET request to the Solar API
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insights_response = requests.get(insights_url, params=params)
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insights_data = insights_response.json()
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solar_potential = insights_data["solarPotential"]
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from pprint import pprint
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pprint(solar_potential)
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# This is the maximum number of panels that can be installed
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solar_potential["maxArrayPanelsCount"]
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# This is the size of the panels used in the calculation - 400 watt
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solar_potential["panelCapacityWatts"]
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# Height of the panels used
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solar_potential["panelHeightMeters"]
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# Width of the panels used
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solar_potential["panelWidthMeters"]
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# This is the maximum area that can be covered by the panels
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solar_potential["maxArrayAreaMeters2"]
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# This is the area of the roof
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solar_potential["wholeRoofStats"]["areaMeters2"]
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# This is the area of the floor
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solar_potential["wholeRoofStats"]["groundAreaMeters2"]
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solar_potential["solarPanelConfigs"][0]
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solar_potential["solarPanelConfigs"][1]
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# Copy of response for testing - 6 Laura Close, Tintagel, PL34 0EB
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# {'name': 'buildings/ChIJ2yC6t4KEa0gRh2TIssogI7k', 'center': {'latitude': 50.667375, 'longitude': -4.7416833},
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# 'imageryDate': {'year': 2021, 'month': 7, 'day': 19}, 'regionCode': 'GB', 'solarPotential': {'maxArrayPanelsCount':
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# 39, 'maxArrayAreaMeters2': 76.578636, 'maxSunshineHoursPerYear': 1172.0627, 'carbonOffsetFactorKgPerMwh':
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# 478.99942, 'wholeRoofStats': {'areaMeters2': 129.65686, 'sunshineQuantiles': [537, 738.3836, 805.62445, 842.6802,
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# 909.8431, 972.15234, 1036.1013, 1092.051, 1135.8192, 1163.1444, 1193.6012], 'groundAreaMeters2': 112.33},
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# 'roofSegmentStats': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'stats': {'areaMeters2': 44.08321,
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# 'sunshineQuantiles': [614, 940.86975, 982.39124, 1057.0664, 1109.6869, 1137.5837, 1152.9211, 1163.1106, 1168.2212,
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# 1170.8883, 1193.6012], 'groundAreaMeters2': 37.61}, 'center': {'latitude': 50.6673664, 'longitude':
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# -4.741714099999999}, 'boundingBox': {'sw': {'latitude': 50.6673354, 'longitude': -4.741777}, 'ne': {'latitude':
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# 50.6674029, 'longitude': -4.7416472}}, 'planeHeightAtCenterMeters': 93.0221}, {'pitchDegrees': 34.39779,
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# 'azimuthDegrees': 31.74401, 'stats': {'areaMeters2': 44.622986, 'sunshineQuantiles': [537, 671.49774, 733.84985,
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# 780.82733, 801.4026, 814.0189, 824.0077, 847.77484, 895.08295, 950.1469, 1123.3503], 'groundAreaMeters2': 36.82},
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# 'center': {'latitude': 50.6673966, 'longitude': -4.7416813}, 'boundingBox': {'sw': {'latitude': 50.667361,
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# 'longitude': -4.7417497}, 'ne': {'latitude': 50.6674303, 'longitude': -4.741615599999999}},
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# 'planeHeightAtCenterMeters': 92.87593}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'stats': {
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# 'areaMeters2': 17.074476, 'sunshineQuantiles': [644.71136, 731.0546, 782.89813, 842.7107, 908.55585, 966.6212,
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# 1010.6367, 1038.2543, 1053.2788, 1090.6831, 1128.0178], 'groundAreaMeters2': 17.050001}, 'center': {'latitude':
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# 50.66740850000001, 'longitude': -4.7416025}, 'boundingBox': {'sw': {'latitude': 50.6673895, 'longitude':
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# -4.7416436}, 'ne': {'latitude': 50.667431199999996, 'longitude': -4.7415572}}, 'planeHeightAtCenterMeters':
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# 90.630356}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'stats': {'areaMeters2': 13.501617,
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# 'sunshineQuantiles': [749, 976.85345, 1059.0062, 1081.6173, 1097.4441, 1110.3171, 1128.2186, 1133.9421, 1142.068,
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# 1148.2168, 1157.632], 'groundAreaMeters2': 12.02}, 'center': {'latitude': 50.667315699999996, 'longitude':
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# -4.741675400000001}, 'boundingBox': {'sw': {'latitude': 50.667291399999996, 'longitude': -4.7417066},
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# 'ne': {'latitude': 50.6673372, 'longitude': -4.741648400000001}}, 'planeHeightAtCenterMeters': 92.36334},
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# {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334, 'stats': {'areaMeters2': 10.374564, 'sunshineQuantiles': [
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# 617.9507, 752.2504, 847.66315, 872.0505, 881.26227, 900.9639, 933.3188, 967.4747, 1000.8129, 1038.3002, 1105.545],
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# 'groundAreaMeters2': 8.83}, 'center': {'latitude': 50.6673295, 'longitude': -4.7417128}, 'boundingBox': {'sw': {
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# 'latitude': 50.6673134, 'longitude': -4.7417422}, 'ne': {'latitude': 50.6673413, 'longitude': -4.7416775}},
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# 'planeHeightAtCenterMeters': 92.31146}], 'solarPanelConfigs': [{'panelsCount': 4, 'yearlyEnergyDcKwh': 1867.1516,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 4,
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# 'yearlyEnergyDcKwh': 1867.1515, 'segmentIndex': 0}]}, {'panelsCount': 5, 'yearlyEnergyDcKwh': 2335.0068,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 5,
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# 'yearlyEnergyDcKwh': 2335.0068, 'segmentIndex': 0}]}, {'panelsCount': 6, 'yearlyEnergyDcKwh': 2799.8508,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 6,
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# 'yearlyEnergyDcKwh': 2799.8508, 'segmentIndex': 0}]}, {'panelsCount': 7, 'yearlyEnergyDcKwh': 3264.6506,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 7,
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# 'yearlyEnergyDcKwh': 3264.6506, 'segmentIndex': 0}]}, {'panelsCount': 8, 'yearlyEnergyDcKwh': 3726.2405,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 8,
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# 'yearlyEnergyDcKwh': 3726.2405, 'segmentIndex': 0}]}, {'panelsCount': 9, 'yearlyEnergyDcKwh': 4187.721,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 9,
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# 'yearlyEnergyDcKwh': 4187.721, 'segmentIndex': 0}]}, {'panelsCount': 10, 'yearlyEnergyDcKwh': 4646.094,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 10,
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# 'yearlyEnergyDcKwh': 4646.094, 'segmentIndex': 0}]}, {'panelsCount': 11, 'yearlyEnergyDcKwh': 5103.777,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 10,
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# 'yearlyEnergyDcKwh': 4646.094, 'segmentIndex': 0}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162,
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# 'panelsCount': 1, 'yearlyEnergyDcKwh': 457.68268, 'segmentIndex': 3}]}, {'panelsCount': 12, 'yearlyEnergyDcKwh':
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# 5559.845, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 10,
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# 'yearlyEnergyDcKwh': 4646.094, 'segmentIndex': 0}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 913.7509, 'segmentIndex': 3}]}, {'panelsCount': 13, 'yearlyEnergyDcKwh':
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# 6013.053, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 11,
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# 'yearlyEnergyDcKwh': 5099.302, 'segmentIndex': 0}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 913.7509, 'segmentIndex': 3}]}, {'panelsCount': 14, 'yearlyEnergyDcKwh':
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# 6461.664, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 12,
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# 'yearlyEnergyDcKwh': 5547.9126, 'segmentIndex': 0}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 913.7509, 'segmentIndex': 3}]}, {'panelsCount': 15, 'yearlyEnergyDcKwh':
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# 6902.33, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 12,
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# 'yearlyEnergyDcKwh': 5547.9126, 'segmentIndex': 0}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162,
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# 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 16, 'yearlyEnergyDcKwh':
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# 7321.6436, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 12,
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# 'yearlyEnergyDcKwh': 5547.9126, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099,
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# 'panelsCount': 1, 'yearlyEnergyDcKwh': 419.31348, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees':
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# 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 17,
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# 'yearlyEnergyDcKwh': 7740.388, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331,
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# 'panelsCount': 12, 'yearlyEnergyDcKwh': 5547.9126, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775,
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# 'azimuthDegrees': 301.1099, 'panelsCount': 2, 'yearlyEnergyDcKwh': 838.0579, 'segmentIndex': 2}, {'pitchDegrees':
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# 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]},
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# {'panelsCount': 18, 'yearlyEnergyDcKwh': 8154.265, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
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# 'azimuthDegrees': 218.25331, 'panelsCount': 13, 'yearlyEnergyDcKwh': 5961.7896, 'segmentIndex': 0},
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# {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 2, 'yearlyEnergyDcKwh': 838.0579,
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# 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh':
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# 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 19, 'yearlyEnergyDcKwh': 8566.032, 'roofSegmentSummaries': [{
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# 'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 14, 'yearlyEnergyDcKwh': 6373.556,
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# 'segmentIndex': 0}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 2, 'yearlyEnergyDcKwh':
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# 838.0579, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
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# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 20, 'yearlyEnergyDcKwh': 8976.624,
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# 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
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# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 838.0579, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees':
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# 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 21,
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# 'yearlyEnergyDcKwh': 9380.78, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331,
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# 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775,
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# 'azimuthDegrees': 301.1099, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1242.214, 'segmentIndex': 2}, {'pitchDegrees':
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# 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}]},
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# {'panelsCount': 22, 'yearlyEnergyDcKwh': 9784.078, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
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# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
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# {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 4, 'yearlyEnergyDcKwh': 1645.5122,
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# 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh':
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# 1354.4171, 'segmentIndex': 3}]}, {'panelsCount': 23, 'yearlyEnergyDcKwh': 10162.354, 'roofSegmentSummaries': [{
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# 'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484,
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# 'segmentIndex': 0}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 4, 'yearlyEnergyDcKwh':
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# 1645.5122, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
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# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
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# 'panelsCount': 1, 'yearlyEnergyDcKwh': 378.2754, 'segmentIndex': 4}]}, {'panelsCount': 24, 'yearlyEnergyDcKwh':
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# 10535.894, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
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# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099,
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# 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees':
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# 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294,
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# 'azimuthDegrees': 308.42334, 'panelsCount': 1, 'yearlyEnergyDcKwh': 378.2754, 'segmentIndex': 4}]}, {'panelsCount':
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# 25, 'yearlyEnergyDcKwh': 10901.273, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees':
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# 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 3.0681775,
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# 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees':
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# 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3},
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# {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497,
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# 'segmentIndex': 4}]}, {'panelsCount': 26, 'yearlyEnergyDcKwh': 11242.756, 'roofSegmentSummaries': [{'pitchDegrees':
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# 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
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# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 1, 'yearlyEnergyDcKwh': 341.4827,
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# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
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# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
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# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 27, 'yearlyEnergyDcKwh':
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# 11579.401, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
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# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
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# 'panelsCount': 2, 'yearlyEnergyDcKwh': 678.1277, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
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# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
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# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
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# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]},
|
|
# {'panelsCount': 28, 'yearlyEnergyDcKwh': 11919.106, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
|
|
# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1017.83356,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 29, 'yearlyEnergyDcKwh':
|
|
# 12255.358, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 4, 'yearlyEnergyDcKwh': 1354.0854, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
|
|
# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
|
|
# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
|
|
# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]},
|
|
# {'panelsCount': 30, 'yearlyEnergyDcKwh': 12586.448, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
|
|
# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 5, 'yearlyEnergyDcKwh': 1685.1748,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 31, 'yearlyEnergyDcKwh':
|
|
# 12911.502, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 6, 'yearlyEnergyDcKwh': 2010.2289, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
|
|
# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
|
|
# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
|
|
# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]},
|
|
# {'panelsCount': 32, 'yearlyEnergyDcKwh': 13233.139, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
|
|
# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 7, 'yearlyEnergyDcKwh': 2331.8652,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 33, 'yearlyEnergyDcKwh':
|
|
# 13554.602, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 8, 'yearlyEnergyDcKwh': 2653.3286, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
|
|
# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
|
|
# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
|
|
# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]},
|
|
# {'panelsCount': 34, 'yearlyEnergyDcKwh': 13893.903, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
|
|
# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 9, 'yearlyEnergyDcKwh': 2992.6301,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 35, 'yearlyEnergyDcKwh':
|
|
# 14221.166, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 10, 'yearlyEnergyDcKwh': 3319.893, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
|
|
# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
|
|
# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
|
|
# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]},
|
|
# {'panelsCount': 36, 'yearlyEnergyDcKwh': 14536.154, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022,
|
|
# 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 11, 'yearlyEnergyDcKwh': 3634.8809,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 37, 'yearlyEnergyDcKwh':
|
|
# 14850.317, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 12, 'yearlyEnergyDcKwh': 3949.0444, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775,
|
|
# 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees':
|
|
# 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3},
|
|
# {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497,
|
|
# 'segmentIndex': 4}]}, {'panelsCount': 38, 'yearlyEnergyDcKwh': 15160.658, 'roofSegmentSummaries': [{'pitchDegrees':
|
|
# 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15, 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0},
|
|
# {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401, 'panelsCount': 13, 'yearlyEnergyDcKwh': 4259.385,
|
|
# 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees': 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh':
|
|
# 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596, 'azimuthDegrees': 132.60162, 'panelsCount': 3,
|
|
# 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees': 31.666294, 'azimuthDegrees': 308.42334,
|
|
# 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}, {'panelsCount': 39, 'yearlyEnergyDcKwh':
|
|
# 15438.986, 'roofSegmentSummaries': [{'pitchDegrees': 31.443022, 'azimuthDegrees': 218.25331, 'panelsCount': 15,
|
|
# 'yearlyEnergyDcKwh': 6784.1484, 'segmentIndex': 0}, {'pitchDegrees': 34.39779, 'azimuthDegrees': 31.74401,
|
|
# 'panelsCount': 14, 'yearlyEnergyDcKwh': 4537.713, 'segmentIndex': 1}, {'pitchDegrees': 3.0681775, 'azimuthDegrees':
|
|
# 301.1099, 'panelsCount': 5, 'yearlyEnergyDcKwh': 2019.0519, 'segmentIndex': 2}, {'pitchDegrees': 27.093596,
|
|
# 'azimuthDegrees': 132.60162, 'panelsCount': 3, 'yearlyEnergyDcKwh': 1354.4171, 'segmentIndex': 3}, {'pitchDegrees':
|
|
# 31.666294, 'azimuthDegrees': 308.42334, 'panelsCount': 2, 'yearlyEnergyDcKwh': 743.65497, 'segmentIndex': 4}]}],
|
|
# 'panelCapacityWatts': 400, 'panelHeightMeters': 1.879, 'panelWidthMeters': 1.045, 'panelLifetimeYears': 20,
|
|
# 'buildingStats': {'areaMeters2': 138.38115, 'sunshineQuantiles': [537, 728.5604, 799.23975, 833.99713, 900.88086,
|
|
# 959.65875, 1024.2743, 1086.1285, 1132.8774, 1162.1904, 1193.6012], 'groundAreaMeters2': 117.16}, 'solarPanels': [{
|
|
# 'center': {'latitude': 50.667371499999994, 'longitude': -4.7417235}, 'orientation': 'LANDSCAPE',
|
|
# 'yearlyEnergyDcKwh': 468.5037, 'segmentIndex': 0}, {'center': {'latitude': 50.6673614, 'longitude': -4.7417023},
|
|
# 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 467.61072, 'segmentIndex': 0}, {'center': {'latitude':
|
|
# 50.667365100000005, 'longitude': -4.7417311}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 465.55005,
|
|
# 'segmentIndex': 0}, {'center': {'latitude': 50.6673512, 'longitude': -4.741681000000001}, 'orientation':
|
|
# 'LANDSCAPE', 'yearlyEnergyDcKwh': 465.48712, 'segmentIndex': 0}, {'center': {'latitude': 50.667357599999995,
|
|
# 'longitude': -4.7416734}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 467.8553, 'segmentIndex': 0},
|
|
# {'center': {'latitude': 50.6673779, 'longitude': -4.741715999999999}, 'orientation': 'LANDSCAPE',
|
|
# 'yearlyEnergyDcKwh': 464.84396, 'segmentIndex': 0}, {'center': {'latitude': 50.6673678, 'longitude': -4.7416947},
|
|
# 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 464.79984, 'segmentIndex': 0}, {'center': {'latitude': 50.6673549,
|
|
# 'longitude': -4.7417098}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 461.58975, 'segmentIndex': 0},
|
|
# {'center': {'latitude': 50.6673816, 'longitude': -4.7417448}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh':
|
|
# 461.48065, 'segmentIndex': 0}, {'center': {'latitude': 50.6673881, 'longitude': -4.7417372}, 'orientation':
|
|
# 'LANDSCAPE', 'yearlyEnergyDcKwh': 458.3733, 'segmentIndex': 0}, {'center': {'latitude': 50.6673149, 'longitude':
|
|
# -4.7416768}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 457.68268, 'segmentIndex': 3}, {'center': {
|
|
# 'latitude': 50.6673204, 'longitude': -4.7416867}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 456.06827,
|
|
# 'segmentIndex': 3}, {'center': {'latitude': 50.667375199999995, 'longitude': -4.7417524}, 'orientation':
|
|
# 'LANDSCAPE', 'yearlyEnergyDcKwh': 453.20776, 'segmentIndex': 0}, {'center': {'latitude': 50.667364, 'longitude':
|
|
# -4.7416659}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 448.61087, 'segmentIndex': 0}, {'center': {
|
|
# 'latitude': 50.6673094, 'longitude': -4.741666899999999}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh':
|
|
# 440.66626, 'segmentIndex': 3}, {'center': {'latitude': 50.667403799999995, 'longitude': -4.741588900000001},
|
|
# 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 419.31348, 'segmentIndex': 2}, {'center': {'latitude':
|
|
# 50.66740850000001, 'longitude': -4.7416016999999995}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 418.74448,
|
|
# 'segmentIndex': 2}, {'center': {'latitude': 50.6673688, 'longitude': -4.7417599}, 'orientation': 'LANDSCAPE',
|
|
# 'yearlyEnergyDcKwh': 413.877, 'segmentIndex': 0}, {'center': {'latitude': 50.667348499999996, 'longitude':
|
|
# -4.7417174}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 411.76657, 'segmentIndex': 0}, {'center': {
|
|
# 'latitude': 50.6673587, 'longitude': -4.7417387}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 410.5925,
|
|
# 'segmentIndex': 0}, {'center': {'latitude': 50.6673992, 'longitude': -4.7415761}, 'orientation': 'LANDSCAPE',
|
|
# 'yearlyEnergyDcKwh': 404.15607, 'segmentIndex': 2}, {'center': {'latitude': 50.6674132, 'longitude': -4.7416145},
|
|
# 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh': 403.29822, 'segmentIndex': 2}, {'center': {'latitude': 50.6673324,
|
|
# 'longitude': -4.7417015}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 378.2754, 'segmentIndex': 4}, {'center':
|
|
# {'latitude': 50.667417799999996, 'longitude': -4.7416273}, 'orientation': 'LANDSCAPE', 'yearlyEnergyDcKwh':
|
|
# 373.53967, 'segmentIndex': 2}, {'center': {'latitude': 50.667324900000004, 'longitude': -4.7417104}, 'orientation':
|
|
# 'PORTRAIT', 'yearlyEnergyDcKwh': 365.37958, 'segmentIndex': 4}, {'center': {'latitude': 50.6674043, 'longitude':
|
|
# -4.741680800000001}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 341.4827, 'segmentIndex': 1}, {'center': {
|
|
# 'latitude': 50.667392299999996, 'longitude': -4.7416919}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh':
|
|
# 336.64502, 'segmentIndex': 1}, {'center': {'latitude': 50.667397, 'longitude': -4.741704599999999}, 'orientation':
|
|
# 'PORTRAIT', 'yearlyEnergyDcKwh': 339.7059, 'segmentIndex': 1}, {'center': {'latitude': 50.6674018, 'longitude':
|
|
# -4.7417174}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 336.25195, 'segmentIndex': 1}, {'center': {'latitude':
|
|
# 50.6673875, 'longitude': -4.7416791}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 331.08936, 'segmentIndex':
|
|
# 1}, {'center': {'latitude': 50.6674065, 'longitude': -4.7417301}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh':
|
|
# 325.05405, 'segmentIndex': 1}, {'center': {'latitude': 50.6673828, 'longitude': -4.7416664}, 'orientation':
|
|
# 'PORTRAIT', 'yearlyEnergyDcKwh': 321.63647, 'segmentIndex': 1}, {'center': {'latitude': 50.667378, 'longitude':
|
|
# -4.741653599999999}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 321.46332, 'segmentIndex': 1}, {'center': {
|
|
# 'latitude': 50.667373299999994, 'longitude': -4.7416409}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 339.3016,
|
|
# 'segmentIndex': 1}, {'center': {'latitude': 50.6673853, 'longitude': -4.7416298}, 'orientation': 'PORTRAIT',
|
|
# 'yearlyEnergyDcKwh': 327.26282, 'segmentIndex': 1}, {'center': {'latitude': 50.667399499999995, 'longitude':
|
|
# -4.741668}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 314.9878, 'segmentIndex': 1}, {'center': {'latitude':
|
|
# 50.6673948, 'longitude': -4.7416553}, 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 314.16364, 'segmentIndex':
|
|
# 1}, {'center': {'latitude': 50.667390000000005, 'longitude': -4.7416425}, 'orientation': 'PORTRAIT',
|
|
# 'yearlyEnergyDcKwh': 310.3404, 'segmentIndex': 1}, {'center': {'latitude': 50.6674186, 'longitude': -4.7417191},
|
|
# 'orientation': 'PORTRAIT', 'yearlyEnergyDcKwh': 278.3281, 'segmentIndex': 1}]}, 'boundingBox': {'sw': {'latitude':
|
|
# 50.6672904, 'longitude': -4.741778}, 'ne': {'latitude': 50.667431199999996, 'longitude': -4.7415536}},
|
|
# 'imageryQuality': 'MEDIUM', 'imageryProcessedDate': {'year': 2024, 'month': 4, 'day': 18}}
|
|
|
|
|
|
self = GoogleSolarApi(api_key=api_key)
|
|
import numpy as np
|
|
from recommendations.Costs import MCS_SOLAR_PV_COST_DATA
|
|
|
|
|
|
class GoogleSolarApi:
|
|
NORTH_FACING_AZIMUTH_RANGE = (-30, 30)
|
|
|
|
def __init__(self, api_key, max_retries=5):
|
|
"""
|
|
Initialize the GoogleSolarApi class with the provided API key and maximum retries.
|
|
|
|
:param api_key: The API key to authenticate requests to the Google Solar API.
|
|
:param max_retries: The maximum number of retries for the API request (default is 5).
|
|
"""
|
|
self.api_key = api_key
|
|
self.max_retries = max_retries
|
|
self.base_url = "https://solar.googleapis.com/v1"
|
|
|
|
self.insights_data = None
|
|
self.roof_segments = []
|
|
|
|
# property attributes:
|
|
self.floor_area = None
|
|
self.roof_area = None
|
|
self.roof_segment_indexes = None
|
|
self.panel_area = None
|
|
|
|
def get_building_insights(self, longitude, latitude, required_quality="MEDIUM", max_retries=None):
|
|
"""
|
|
Make an API request to retrieve building insights based on the given longitude and latitude, with retry
|
|
mechanism.
|
|
|
|
:param longitude: The longitude of the location.
|
|
:param latitude: The latitude of the location.
|
|
:param required_quality: The required quality of the data (default is "MEDIUM").
|
|
:param max_retries: The maximum number of retries for the API request (default is None, which uses the
|
|
instance's max_retries).
|
|
:return: The JSON response containing the building insights data.
|
|
"""
|
|
if max_retries is None:
|
|
max_retries = self.max_retries
|
|
|
|
insights_url = f"{self.base_url}/buildingInsights:findClosest"
|
|
params = {
|
|
'location.latitude': f'{latitude:.5f}',
|
|
'location.longitude': f'{longitude:.5f}',
|
|
'requiredQuality': required_quality,
|
|
'key': self.api_key
|
|
}
|
|
|
|
attempt = 0
|
|
while attempt < max_retries:
|
|
try:
|
|
response = requests.get(insights_url, params=params)
|
|
response.raise_for_status() # Raise an error for bad status codes
|
|
return response.json()
|
|
except requests.exceptions.RequestException as e:
|
|
attempt += 1
|
|
print(f"Attempt {attempt} failed: {e}")
|
|
time.sleep(2 ** attempt) # Exponential backoff
|
|
if attempt >= max_retries:
|
|
raise
|
|
|
|
@lru_cache(maxsize=128)
|
|
def get(self, longitude, latitude, required_quality="MEDIUM"):
|
|
"""
|
|
Wrapper function that calls get_building_insights and extracts roof segments, with caching.
|
|
|
|
:param longitude: The longitude of the location.
|
|
:param latitude: The latitude of the location.
|
|
:param required_quality: The required quality of the data (default is "MEDIUM").
|
|
:return: The JSON response containing the building insights data.
|
|
"""
|
|
|
|
# TODO - can we make a request which includes the 30cm buffer from the edge of the roof?
|
|
self.insights_data = self.get_building_insights(longitude, latitude, required_quality)
|
|
|
|
# Extract key data from the insights response
|
|
self.roof_segments = self.insights_data["solarPotential"].get('roofSegmentStats', [])
|
|
self.floor_area = self.insights_data["solarPotential"]["wholeRoofStats"]['groundAreaMeters2']
|
|
self.roof_area = self.insights_data["solarPotential"]["wholeRoofStats"]['areaMeters2']
|
|
self.panel_area = (
|
|
self.insights_data["solarPotential"]["panelHeightMeters"] *
|
|
self.insights_data["solarPotential"]["panelWidthMeters"]
|
|
)
|
|
|
|
# Automatically exclude north-facing segments
|
|
self.exclude_north_facing_segments()
|
|
|
|
self.roof_segment_indexes = [segment['segmentIndex'] for segment in self.roof_segments]
|
|
|
|
# We now start finding the solar panel configurations
|
|
self.optimise_solar_configuration()
|
|
|
|
def optimise_solar_configuration(self):
|
|
"""
|
|
Optimise the solar panel configuration for the building.
|
|
:return:
|
|
"""
|
|
|
|
# Remove any north facing roof segments
|
|
panel_performance = []
|
|
for config in self.insights_data["solarPotential"]["solarPanelConfigs"]:
|
|
roof_segment_summaries = config["roofSegmentSummaries"]
|
|
# Filter on just the segments in self.roof_segment_indexes
|
|
roof_segment_summaries = [
|
|
segment for segment in roof_segment_summaries if segment["segmentIndex"] in self.roof_segment_indexes
|
|
]
|
|
|
|
roi_summary = []
|
|
for segment in roof_segment_summaries:
|
|
wattage = segment["panelsCount"] * self.insights_data["solarPotential"]["panelCapacityWatts"]
|
|
generated_energy = segment["yearlyEnergyDcKwh"]
|
|
ratio = generated_energy / wattage
|
|
cost = MCS_SOLAR_PV_COST_DATA["average_cost_per_kwh"] * (generated_energy / 1000)
|
|
roi_summary.append(
|
|
{
|
|
"segmentIndex": segment["segmentIndex"],
|
|
"wattage": wattage,
|
|
"generatedEnergy": generated_energy,
|
|
"ratio": ratio,
|
|
"n_panels": segment["panelsCount"],
|
|
"cost": cost
|
|
}
|
|
)
|
|
|
|
roi_summary = pd.DataFrame(roi_summary)
|
|
|
|
weighted_ratio = np.average(
|
|
roi_summary["ratio"].values, weights=roi_summary["generatedEnergy"].values
|
|
)
|
|
total_cost = roi_summary["cost"].sum()
|
|
total_energy = roi_summary["generatedEnergy"].sum()
|
|
|
|
panel_performance.append(
|
|
{
|
|
"n_panels": roi_summary["n_panels"].sum(),
|
|
"total_energy": total_energy,
|
|
"total_cost": total_cost,
|
|
"weighted_ratio": weighted_ratio
|
|
}
|
|
)
|
|
|
|
panel_performance = pd.DataFrame(panel_performance)
|
|
panel_performance = panel_performance.sort_values("weighted_ratio", ascending=False)
|
|
|
|
def exclude_north_facing_segments(self):
|
|
"""
|
|
Filter out any north-facing roof segments from the roof_segments attribute.
|
|
|
|
North-facing segments are defined as those with an azimuth between -30 and 30 degrees.
|
|
"""
|
|
|
|
filtered_segments = []
|
|
for segment_index, segment in enumerate(self.roof_segments):
|
|
segment["segmentIndex"] = segment_index
|
|
# Check if the segment is north-facing
|
|
if self.NORTH_FACING_AZIMUTH_RANGE[0] <= segment['azimuthDegrees'] <= self.NORTH_FACING_AZIMUTH_RANGE[1]:
|
|
continue
|
|
|
|
filtered_segments.append(segment)
|
|
|
|
self.roof_segments = filtered_segments
|