diff --git a/.github/workflows/python-app.yaml b/.github/workflows/python-app.yaml index c2f18345..11868d78 100644 --- a/.github/workflows/python-app.yaml +++ b/.github/workflows/python-app.yaml @@ -5,16 +5,15 @@ on: [push] jobs: build: - runs-on: ubuntu-latest + runs-on: ubuntu-20.04 strategy: matrix: # Apparently 3.10 gets converted to 3.1 if it's not a string. Brilliant. python-version: [3.8] - steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 - name: Set up Python ${{ matrix.python-version }} - uses: actions/setup-python@v2 + uses: actions/setup-python@v3 with: python-version: ${{ matrix.python-version }} - name: Install dependencies diff --git a/.github/workflows/windows_conda_testing.yaml b/.github/workflows/windows_conda_testing.yaml index b5e27621..7ce2101f 100644 --- a/.github/workflows/windows_conda_testing.yaml +++ b/.github/workflows/windows_conda_testing.yaml @@ -13,9 +13,9 @@ jobs: steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v3 - name: Set up Python - uses: actions/setup-python@v2 + uses: actions/setup-python@v3 with: python-version: 3.8 - name: Test with pytest @@ -31,5 +31,4 @@ jobs: pip install --upgrade pip pip install -r requirements.txt pip install -r dev-requirements.txt - pytest --cov-report=term-missing --cov=thermostat - + pytest --cov-report=term-missing --cov=thermostat \ No newline at end of file diff --git a/.readthedocs.yaml b/.readthedocs.yaml new file mode 100644 index 00000000..744b7f23 --- /dev/null +++ b/.readthedocs.yaml @@ -0,0 +1,29 @@ +# .readthedocs.yaml +# Read the Docs configuration file +# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details + +# Required +version: 2 + +# Set the version of Python and other tools you might need +build: + os: ubuntu-22.04 + tools: + python: "3.11" + # You can also specify other tool versions: + # nodejs: "19" + # rust: "1.64" + # golang: "1.19" + +# Build documentation in the docs/ directory with Sphinx +sphinx: + configuration: docs/conf.py + +# If using Sphinx, optionally build your docs in additional formats such as PDF +formats: + - pdf + +# Optionally declare the Python requirements required to build your docs +python: + install: + - requirements: docs/rtd_requirements.txt diff --git a/CHANGELOG.md b/CHANGELOG.md index c2bdd866..ffe53cca 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -18,6 +18,7 @@ * Updated logic to use ZIP Code for weather station lookup and climate zone lookup * Updated Climate Zone lookup strategy * Added minimum 30 thermostats per climate zone +* Added checks for 95% of data being present _or_ 50 core days (heating and cooling). ## Production releases diff --git a/docs/index.rst b/docs/index.rst index 5c4d5951..c539932d 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -45,6 +45,5 @@ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLI Contact ------- -Please feel free to reach out to either Abhishek Jathar -(Abhishek.Jathar@icf.com) or Craig Maloney (craig@intellovations.com) with -questions or for technical support. +Please feel free to reach out to Abhishek Jathar +(Abhishek.Jathar@icf.com) with questions or for technical support. diff --git a/docs/rtd_requirements.txt b/docs/rtd_requirements.txt index c4e86531..3b370b70 100644 --- a/docs/rtd_requirements.txt +++ b/docs/rtd_requirements.txt @@ -1,6 +1 @@ -numpy==1.19.4 -pandas>=0.25.3 -python-dateutil==2.8.1 -pytz==2020.4 -six==1.15.0 -pyproj==3.0.0post1 +six==1.16.0 diff --git a/requirements.in b/requirements.in new file mode 100644 index 00000000..3fe8a001 --- /dev/null +++ b/requirements.in @@ -0,0 +1,18 @@ +certifi>=2022.12.7 +charset-normalizer +click +eeweather +greenlet +idna +numpy +pandas +pyproj +python-dateutil +pytz +requests +scipy +shapely +six +sqlalchemy +urllib3 +zipcodes diff --git a/requirements.txt b/requirements.txt index 299bc81a..a9be7c6f 100644 --- a/requirements.txt +++ b/requirements.txt @@ -2,68 +2,69 @@ # This file is autogenerated by pip-compile with python 3.8 # To update, run: # -# pip-compile requirements.txt +# pip-compile # -certifi==2021.5.30 +certifi==2022.12.7 # via - # -r requirements.txt + # -r requirements.in # pyproj # requests -charset-normalizer==2.0.4 +charset-normalizer==2.1.1 # via - # -r requirements.txt + # -r requirements.in # requests -click==8.0.1 +click==8.1.3 # via - # -r requirements.txt + # -r requirements.in # eeweather eeweather==0.3.24 - # via -r requirements.txt -greenlet==1.1.1 + # via -r requirements.in +greenlet==2.0.1 # via - # -r requirements.txt + # -r requirements.in # sqlalchemy -idna==3.2 +idna==3.4 # via - # -r requirements.txt + # -r requirements.in # requests numpy==1.22.4 # via - # -r requirements.txt + # -r requirements.in # pandas # scipy pandas==1.5.2 # via - # -r requirements.txt + # -r requirements.in # eeweather python-dateutil==2.8.2 # via - # -r requirements.txt + # -r requirements.in # pandas -pytz==2021.1 +pytz==2022.7 # via - # -r requirements.txt + # -r requirements.in # pandas -requests==2.26.0 +requests==2.28.1 # via - # -r requirements.txt + # -r requirements.in # eeweather -scipy==1.7.1 - # via -r requirements.txt -shapely==1.7.1 +scipy==1.10.0 + # via -r requirements.in +shapely==2.0.0 # via - # -r requirements.txt + # -r requirements.in # eeweather six==1.16.0 # via - # -r requirements.txt + # -r requirements.in # python-dateutil -sqlalchemy==1.4.22 - # via -r requirements.txt -urllib3==1.26.6 +sqlalchemy==1.4.46 + # via -r requirements.in +urllib3==1.26.13 # via - # -r requirements.txt + # -r requirements.in # requests zipcodes==1.2.0 # via -r requirements.txt -loguru==0.7.2 \ No newline at end of file +loguru==0.7.2 + # via -r requirements.in diff --git a/scripts/lxc/epathermostat_test b/scripts/lxc/epathermostat_test index a8950b92..bba59ef0 100755 --- a/scripts/lxc/epathermostat_test +++ b/scripts/lxc/epathermostat_test @@ -2,18 +2,18 @@ CONTAINER=epathermostat lxc stop $CONTAINER lxc delete $CONTAINER -lxc launch ubuntu:18.04 $CONTAINER -c security.privileged=true +lxc launch ubuntu:20.04 $CONTAINER -c security.privileged=true sleep 3 lxc config device add $CONTAINER homedir disk source=/home/craig/projects/epathermostat path=/home/ubuntu/epathermostat sleep 3 lxc exec $CONTAINER -- sudo add-apt-repository ppa:deadsnakes/ppa -y lxc exec $CONTAINER -- sudo apt install -y \ build-essential sqlite3 \ + python3.11 python3.11-dev python3.11-venv \ python3.10 python3.10-dev python3.10-venv \ python3.9 python3.9-dev python3.9-venv \ python3.8 python3.8-dev python3.8-venv \ - python3.7 python3.7-dev python3.7-venv \ - python3.6 python3.6-dev python3.6-venv + python3.7 python3.7-dev python3.7-venv lxc exec $CONTAINER -- sudo chown ubuntu /home/ubuntu lxc exec $CONTAINER -- sudo --login --user ubuntu /usr/bin/python3.9 -m venv /home/ubuntu/venv lxc exec $CONTAINER -- sudo --login --user ubuntu /home/ubuntu/venv/bin/pip install -r /home/ubuntu/epathermostat/dev-requirements.txt diff --git a/scripts/metadata_converter.py b/scripts/metadata_converter.py index 03d3e107..7b22b2c0 100644 --- a/scripts/metadata_converter.py +++ b/scripts/metadata_converter.py @@ -1,7 +1,7 @@ #!/usr/bin/env python import csv import glob -import os +from pathlib import Path from datetime import datetime @@ -36,7 +36,7 @@ def main(): for filename in glob.iglob('metadata*.csv'): input_filename = filename - output_filename = os.path.join("new", filename) + output_filename = Path("new") / filename with open(output_filename, 'w') as outfile: csv_out = csv.DictWriter(outfile, FIELDNAMES) csv_out.writeheader() diff --git a/scripts/multi_thermostat_driver.py b/scripts/multi_thermostat_driver.py index 90a7b96d..05032498 100644 --- a/scripts/multi_thermostat_driver.py +++ b/scripts/multi_thermostat_driver.py @@ -1,4 +1,8 @@ from pathlib import Path +import logging +import logging.config +import json +import csv from datetime import date from multi_thermostat_driver_func import mult_thermostat_driver # These are variables used in the example code. Please tailor these to your @@ -81,6 +85,119 @@ CLIMATE_ZONE_INSUFFICIENT_FILEPATH = OUTPUT_DIR / CLIMATE_ZONE_INSUFFICIENT_FILENAME ZIP_FILEPATH = OUTPUT_DIR / ZIP_FILENAME +def write_errors(filepath, fieldnames, errors, extrasaction=None): + with open(filepath, 'w') as error_file: + if extrasaction: + writer = csv.DictWriter( + error_file, + fieldnames=fieldnames, + dialect='excel', + extrasaction=extrasaction) + else: + writer = csv.DictWriter( + error_file, + fieldnames=fieldnames, + dialect='excel') + writer.writeheader() + for error in errors: + writer.writerow(error) + + +def count_metadata(filepath): + with open(filepath, 'r') as metadata_file: + reader = csv.DictReader(metadata_file) + return len(list(reader)) + + +def main(): + ''' + This script processes the thermostat metadata and data files to generate + the certification files for submission to EPA. + ''' + + logging.basicConfig() + with open(LOGGING_CONFIG, 'r') as logging_config: + logging.config.dictConfig(json.load(logging_config)) + + # Uses the 'epathermostat' logging + logger = logging.getLogger('epathermostat') + logger.debug('Starting...') + logging.captureWarnings(CAPTURE_WARNINGS) + + thermostats, import_errors = from_csv( + METADATA_FILENAME, + verbose=VERBOSE, + save_cache=SAVE_CACHE, + cache_path=CACHE_PATH) + + # This logs any import errors that might have occurred. + if import_errors: + # This writes a file with the thermostat ID as part of the file. This + # is for your own troubleshooting + fieldnames = ['thermostat_id', 'error'] + write_errors(IMPORT_ERRORS_FILEPATH, fieldnames, import_errors) + + # This writes a file without the thermostat ID as part of the file. + # This file is sent as part of the certification to help with + # diagnosing issues with missing thermostats + fieldnames = ['error'] + write_errors(SANITIZED_IMPORT_ERRORS_FILEPATH, fieldnames, import_errors, extrasaction='ignore') + + # Check to see how many thermostats we are importing and warn if less than 30% + metadata_count = count_metadata(METADATA_FILENAME) + thermostat_estimate_count = thermostats.__length_hint__() # Get a rough estimate of the number of thermostats + percent_thermostats_imported = (thermostat_estimate_count / metadata_count) * 100 + if percent_thermostats_imported < 30: + logger.warning(f'Imported {percent_thermostats_imported}% of thermostats, which is less than 30%') + logger.warning(f'Please check {IMPORT_ERRORS_FILEPATH} for more details') + else: + logger.debug(f'Imported {percent_thermostats_imported}% of thermostats') + + metrics = multiple_thermostat_calculate_epa_field_savings_metrics(thermostats) + + metrics_out = metrics_to_csv(metrics, METRICS_FILEPATH) + + stats, insufficient = compute_summary_statistics(metrics_out) + + if insufficient: + fieldnames = ['climate_zone', 'count', 'error'] + write_errors(CLIMATE_ZONE_INSUFFICIENT_FILEPATH, fieldnames, insufficient) + + certification_to_csv(stats, CERTIFICATION_FILEPATH, PRODUCT_ID) + + summary_statistics_to_csv( + stats, + STATS_FILEPATH, + PRODUCT_ID) + + if ADVANCED_STATS: + stats_advanced = compute_summary_statistics( + metrics_out, + advanced_filtering=True) + + summary_statistics_to_csv( + stats_advanced, + STATS_ADVANCED_FILEPATH, + PRODUCT_ID) + + # Compile the files together in a neat package + files_to_zip = [ + CERTIFICATION_FILEPATH, + STATS_FILEPATH, + ] + if ADVANCED_STATS: + files_to_zip.append(STATS_ADVANCED_FILEPATH) + + if import_errors: + files_to_zip.append(SANITIZED_IMPORT_ERRORS_FILEPATH) + + if insufficient: + files_to_zip.append(CLIMATE_ZONE_INSUFFICIENT_FILEPATH) + + with ZipFile(ZIP_FILEPATH, 'w') as certification_zip: + for filename in files_to_zip: + if filename.exists(): + certification_zip.write(filename, arcname=filename.name) if __name__ == '__main__': mult_thermostat_driver( diff --git a/scripts/random_uuid_generation.py b/scripts/random_uuid_generation.py index 75604e3a..73ba0985 100644 --- a/scripts/random_uuid_generation.py +++ b/scripts/random_uuid_generation.py @@ -1,6 +1,6 @@ #!/usr/bin/env python3 import uuid -import os +from pathlib import Path # Number of thermostat IDs to generate NUM_THERMOSTATS = 200 @@ -14,7 +14,7 @@ ] # Change this file path to a different location if you wish to save the files -FILE_PATH = '/tmp' +FILE_PATH = Path('/tmp') def main(): @@ -26,7 +26,7 @@ def main(): """ for climate_zone in CLIMATE_ZONES: climate_zone_filename = climate_zone + '.csv' - with open(os.path.join(FILE_PATH, climate_zone_filename), 'w') as thermostat_file: + with open((FILE_PATH /climate_zone_filename), 'w') as thermostat_file: for _ in range(0, NUM_THERMOSTATS): thermostat_id = uuid.uuid4() thermostat_file.write(str(thermostat_id) + '\n') diff --git a/setup.py b/setup.py index 002b4a3e..901c57aa 100644 --- a/setup.py +++ b/setup.py @@ -25,7 +25,7 @@ 'numpy', 'pandas', 'scipy', - 'sqlalchemy', + 'sqlalchemy<=1.4.46', 'zipcodes==1.2.0', 'matplotlib==3.4.2', ], diff --git a/tests/data/single_stage/metadata_type_1_single_missing_days_cooling.csv b/tests/data/single_stage/metadata_type_1_single_missing_days_cooling.csv new file mode 100644 index 00000000..3ace03db --- /dev/null +++ b/tests/data/single_stage/metadata_type_1_single_missing_days_cooling.csv @@ -0,0 +1,2 @@ +thermostat_id,heat_type,heat_stage,cool_type,cool_stage,zipcode,utc_offset,interval_data_filename +8465829e-df0d-449e-97bf-96317c24dec3,none,,heat_pump,,62223,-7,thermostat_type_1_single_missing_days_cooling.csv diff --git a/tests/data/single_stage/metadata_type_1_single_missing_days_heating.csv b/tests/data/single_stage/metadata_type_1_single_missing_days_heating.csv new file mode 100644 index 00000000..9fb25269 --- /dev/null +++ b/tests/data/single_stage/metadata_type_1_single_missing_days_heating.csv @@ -0,0 +1,2 @@ +thermostat_id,heat_type,heat_stage,cool_type,cool_stage,zipcode,utc_offset,interval_data_filename +8465829e-df0d-449e-97bf-96317c24dec3,heat_pump_electric_backup,single_stage,none,,62223,-7,thermostat_type_1_single_missing_days_heating.csv diff --git a/tests/data/single_stage/metadata_type_1_single_mostly_missing_days.csv b/tests/data/single_stage/metadata_type_1_single_mostly_missing_days.csv new file mode 100644 index 00000000..61208714 --- /dev/null +++ b/tests/data/single_stage/metadata_type_1_single_mostly_missing_days.csv @@ -0,0 +1,2 @@ +thermostat_id,heat_type,heat_stage,cool_type,cool_stage,zipcode,utc_offset,interval_data_filename +8465829e-df0d-449e-97bf-96317c24dec3,heat_pump_electric_backup,single_stage,heat_pump,,62223,-7,thermostat_type_1_single_mostly_missing_days.csv diff --git a/tests/data/single_stage/metadata_type_1_single_mostly_missing_hours.csv b/tests/data/single_stage/metadata_type_1_single_mostly_missing_hours.csv new file mode 100644 index 00000000..01a354ea --- /dev/null +++ b/tests/data/single_stage/metadata_type_1_single_mostly_missing_hours.csv @@ -0,0 +1,2 @@ +thermostat_id,heat_type,heat_stage,cool_type,cool_stage,zipcode,utc_offset,interval_data_filename +8465829e-df0d-449e-97bf-96317c24dec3,heat_pump_electric_backup,single_stage,heat_pump,,62223,-7,thermostat_type_1_single_mostly_missing_hours.csv diff --git a/tests/data/single_stage/thermostat_type_1_single_missing_days_cooling.csv b/tests/data/single_stage/thermostat_type_1_single_missing_days_cooling.csv new file mode 100644 index 00000000..49994856 --- /dev/null +++ b/tests/data/single_stage/thermostat_type_1_single_missing_days_cooling.csv @@ -0,0 +1,8761 @@ +datetime,cool_runtime_stg1,cool_runtime_stg2,cool_runtime_equiv,heat_runtime_stg1,heat_runtime_stg2,heat_runtime_equiv,emergency_heat_runtime,auxiliary_heat_runtime,temp_in +2011-01-01 00:00:00,,,,,,,,, +2011-01-01 01:00:00,,,,,,,,, +2011-01-01 02:00:00,,,,,,,,, +2011-01-01 03:00:00,,,,,,,,, +2011-01-01 04:00:00,,,,,,,,, +2011-01-01 05:00:00,,,,,,,,, +2011-01-01 06:00:00,,,,,,,,, +2011-01-01 07:00:00,,,,,,,,, +2011-01-01 08:00:00,,,,,,,,, +2011-01-01 09:00:00,,,,,,,,, +2011-01-01 10:00:00,,,,,,,,, +2011-01-01 11:00:00,,,,,,,,, +2011-01-01 12:00:00,,,,,,,,, +2011-01-01 13:00:00,,,,,,,,, +2011-01-01 14:00:00,,,,,,,,, +2011-01-01 15:00:00,,,,,,,,, +2011-01-01 16:00:00,,,,,,,,, +2011-01-01 17:00:00,,,,,,,,, +2011-01-01 18:00:00,,,,,,,,, +2011-01-01 19:00:00,,,,,,,,, +2011-01-01 20:00:00,,,,,,,,, +2011-01-01 21:00:00,,,,,,,,, +2011-01-01 22:00:00,,,,,,,,, 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@@ -134,6 +134,21 @@ def thermostat_missing_days(request): thermostats, _ = from_csv(get_data_path(request.param)) return list(thermostats) +@pytest.fixture(scope="session", params=["../data/single_stage/metadata_type_1_single_missing_days_heating.csv"]) +def thermostat_missing_days_heating(request): + thermostats, _ = from_csv(get_data_path(request.param)) + return list(thermostats) + +@pytest.fixture(scope="session", params=["../data/single_stage/metadata_type_1_single_missing_days_cooling.csv"]) +def thermostat_missing_days_cooling(request): + thermostats, _ = from_csv(get_data_path(request.param)) + return list(thermostats) + +@pytest.fixture(scope="session", params=["../data/single_stage/metadata_type_1_single_mostly_missing_days.csv"]) +def thermostat_mostly_missing_days(request): + thermostats, _ = from_csv(get_data_path(request.param)) + return list(thermostats) + @pytest.fixture(scope="session", params=["../data/single_stage/metadata_single_emg_aux_constant_on_outlier.csv"]) def thermostat_emg_aux_constant_on_outlier(request): thermostats, _ = from_csv(get_data_path(request.param)) diff --git a/tests/test_core_single_stage.py b/tests/test_core_single_stage.py index d9927fbb..ca1f697e 100644 --- a/tests/test_core_single_stage.py +++ b/tests/test_core_single_stage.py @@ -99,7 +99,7 @@ def test_multiple_same_key(thermostats_multiple_same_key): def test_interpolate_empty(thermostat_type_1): s1 = pd.Series([]) s1_intp = thermostat_type_1._interpolate(s1) - np.testing.assert_allclose(s1_intp, []) + np.testing.assert_allclose(s1_intp.astype(float), []) def test_interpolate_full(thermostat_type_1): diff --git a/tests/test_equipment_type.py b/tests/test_equipment_type.py index a7b6cbc2..41bc56f8 100644 --- a/tests/test_equipment_type.py +++ b/tests/test_equipment_type.py @@ -12,6 +12,7 @@ validate_heat_stage, validate_cool_stage, first_stage_capacity_ratio, + is_line_voltage, ) @@ -41,6 +42,7 @@ def test_has_heating(): 'furnace_or_boiler', # Non heat pump heating (gas or oil furnace, electric resistance) 'heat_pump_electric_backup', # Heat pump with electric resistance heat (strip heat) 'heat_pump_no_electric_backup', # Heat pump without electric resistance heat + 'electric_resistance', # Electric Resistance (Line-voltage thermostat) ]: assert(has_heating(i) is True) for i in [ @@ -112,6 +114,11 @@ def test_has_resistance_heat(): assert(has_resistance_heat('heat_pump_dual_fuel') is False) +def test_is_line_voltage(): + assert(is_line_voltage('electric_resistance') is True) + assert(is_line_voltage('heat_pump_dual_fuel') is False) + + def test_ratio(): assert(first_stage_capacity_ratio('furnace_or_boiler') == .65) assert(first_stage_capacity_ratio('heat_pump') == .72) diff --git a/tests/test_importers_single_stage.py b/tests/test_importers_single_stage.py index 6d1e2ff8..7824873c 100644 --- a/tests/test_importers_single_stage.py +++ b/tests/test_importers_single_stage.py @@ -12,7 +12,10 @@ from .fixtures.single_stage import ( thermostat_bad_equipment_type, thermostat_missing_days, + thermostat_missing_days_heating, + thermostat_missing_days_cooling, thermostat_missing_hours, + thermostat_mostly_missing_days, thermostat_missing_over_18_days_temperature, thermostat_missing_temperature, thermostat_type_1, @@ -123,8 +126,16 @@ def test_missing_temperature_hours(thermostat_missing_temperature): assert thermostat_missing_temperature.enough_temp_out['2012-06-26'] == True def test_missing_days(thermostat_missing_days): - # Checking what happens - assert len(thermostat_missing_days) == 0 + assert len(thermostat_missing_days) == 1 + +def test_missing_days_heating(thermostat_missing_days_heating): + assert len(thermostat_missing_days_heating) == 1 + +def test_missing_days_cooling(thermostat_missing_days_cooling): + assert len(thermostat_missing_days_cooling) == 1 + +def test_mostly_missing_days(thermostat_mostly_missing_days): + assert len(thermostat_mostly_missing_days) == 0 def test_bad_zipcode(thermostat_type_1_zip_bad): assert len(thermostat_type_1_zip_bad) == 0 @@ -144,8 +155,5 @@ def test_data_out_of_order(thermostat_type_1_data_out_of_order): def test_data_missing_headers(thermostat_type_1_data_missing_header): assert len(thermostat_type_1_data_missing_header) == 0 -def test_data_missing_headers(thermostat_type_1_data_missing_header): - assert len(thermostat_type_1_data_missing_header) == 0 - def test_data_bad_equipment_type(thermostat_bad_equipment_type): assert len(thermostat_bad_equipment_type) == 0 diff --git a/tests/test_parallel.py b/tests/test_parallel.py index 2dac2db7..b5985f31 100644 --- a/tests/test_parallel.py +++ b/tests/test_parallel.py @@ -2,6 +2,7 @@ from thermostat.equipment_type import EQUIPMENT_MAPPING import os +from pathlib import Path import tempfile import zipfile from uuid import uuid4 diff --git a/thermostat/__init__.py b/thermostat/__init__.py index 10a21227..12ea2642 100644 --- a/thermostat/__init__.py +++ b/thermostat/__init__.py @@ -1,4 +1,4 @@ -VERSION = "2.0.0a6" +VERSION = "2.0.0a7" def get_version(): diff --git a/thermostat/climate_zone.py b/thermostat/climate_zone.py index ffaf2c5d..806eec90 100644 --- a/thermostat/climate_zone.py +++ b/thermostat/climate_zone.py @@ -5,6 +5,7 @@ from eeweather.geo import get_lat_long_climate_zones import numpy as np import logging +from pathlib import Path logger = logging.getLogger('epathermostat') @@ -38,20 +39,12 @@ 'Mixed-Dry': 'Mixed-Dry/Hot-Dry', } +WEIGHTS = pd.read_csv( + Path(__file__).parents[0] / "resources" / "NationalAverageClimateZoneWeightings.csv" + ).set_index('climate_zone') +HEATING_CLIMATE_ZONE_WEIGHTS = WEIGHTS["heating_weight"].to_dict() -HEATING_CLIMATE_ZONE_WEIGHTS = { - 'very-cold_cold': 0.549, - 'mixed-humid': 0.312, - 'mixed-dry_hot-dry': 0.054, - 'hot-humid': 0.049, - 'marine': 0.036} - -COOLING_CLIMATE_ZONE_WEIGHTS = { - 'very-cold_cold': 0.096, - 'mixed-humid': 0.34, - 'mixed-dry_hot-dry': 0.144, - 'hot-humid': 0.42, - 'marine': 0.0} +COOLING_CLIMATE_ZONE_WEIGHTS = WEIGHTS["cooling_weight"].to_dict() def retrieve_climate_zone(zipcode): diff --git a/thermostat/core.py b/thermostat/core.py index db349d5f..0103f64c 100644 --- a/thermostat/core.py +++ b/thermostat/core.py @@ -28,54 +28,67 @@ warnings.simplefilter('module', Warning) # Ignore divide-by-zero errors -np.seterr(divide='ignore', invalid='ignore') +np.seterr(divide="ignore", invalid="ignore") -CoreDaySet = namedtuple("CoreDaySet", ["name", "daily", "hourly", "start_date", "end_date"]) +CoreDaySet = namedtuple( + "CoreDaySet", ["name", "daily", "hourly", "start_date", "end_date"] +) -logger = logging.getLogger('epathermostat') +logger = logging.getLogger("epathermostat") VAR_MIN_RHU_RUNTIME = 30 * 60 # Unit is in minutes (30 hours * 60 minutes) RESISTANCE_HEAT_USE_BINS_MIN_TEMP = 0 # Unit is 1 degree F. RESISTANCE_HEAT_USE_BINS_MAX_TEMP = 60 # Unit is 1 degree F. RESISTANCE_HEAT_USE_BIN_TEMP_WIDTH = 5 # Unit is 1 degree F. -RESISTANCE_HEAT_USE_BIN = list(t for t in range( - RESISTANCE_HEAT_USE_BINS_MIN_TEMP, - RESISTANCE_HEAT_USE_BINS_MAX_TEMP + RESISTANCE_HEAT_USE_BIN_TEMP_WIDTH, - RESISTANCE_HEAT_USE_BIN_TEMP_WIDTH)) -RESISTANCE_HEAT_USE_BIN_PAIRS = [(RESISTANCE_HEAT_USE_BIN[x], RESISTANCE_HEAT_USE_BIN[x+1]) for x in range(0, len(RESISTANCE_HEAT_USE_BIN) - 1)] +RESISTANCE_HEAT_USE_BIN = list( + t + for t in range( + RESISTANCE_HEAT_USE_BINS_MIN_TEMP, + RESISTANCE_HEAT_USE_BINS_MAX_TEMP + RESISTANCE_HEAT_USE_BIN_TEMP_WIDTH, + RESISTANCE_HEAT_USE_BIN_TEMP_WIDTH, + ) +) +RESISTANCE_HEAT_USE_BIN_PAIRS = [ + (RESISTANCE_HEAT_USE_BIN[x], RESISTANCE_HEAT_USE_BIN[x + 1]) + for x in range(0, len(RESISTANCE_HEAT_USE_BIN) - 1) +] RESISTANCE_HEAT_USE_WIDE_BIN = [30, 45] RESISTANCE_HEAT_USE_WIDE_BIN_PAIRS = [(30, 45)] -ENFORCE_MINIMUM_CORE_DAYS = False +ENABLE_ENOUGH_RUNTIME_CHECK = True +ENFORCE_MINIMUM_CORE_DAYS = True MINIMUM_COOLING_CORE_DAYS = { - 'Hot-Humid': 50, - 'Marine': 50, - 'Mixed-Dry/Hot-Dry': 25, - 'Mixed-Humid': 50, - 'Very-Cold/Cold': 40} + "Hot-Humid": 50, + "Marine": 50, + "Mixed-Dry/Hot-Dry": 50, + "Mixed-Humid": 50, + "Very-Cold/Cold": 50, +} MINIMUM_HEATING_CORE_DAYS = { - 'Hot-Humid': 20, - 'Marine': 50, - 'Mixed-Dry/Hot-Dry': 25, - 'Mixed-Humid': 50, - 'Very-Cold/Cold': 50} + "Hot-Humid": 50, + "Marine": 50, + "Mixed-Dry/Hot-Dry": 50, + "Mixed-Humid": 50, + "Very-Cold/Cold": 50, +} # FIXME: Turning off these warnings for now -pd.set_option('mode.chained_assignment', None) +pd.set_option("mode.chained_assignment", None) def __pandas_warnings(pandas_version): - ''' Helper to warn about versions of Pandas that aren't supported yet or have issues ''' + """Helper to warn about versions of Pandas that aren't supported yet or have issues""" try: - pd_version = pandas_version.split('.') + pd_version = pandas_version.split(".") pd_major = int(pd_version.pop(0)) pd_minor = int(pd_version.pop(0)) if pd_major == 0 and pd_minor == 21: warnings.warn( "Pandas version 0.21.x has known issues and is not supported. " - "Please upgrade to the Pandas version 0.25.3.") + "Please upgrade to the Pandas version 0.25.3." + ) except Exception: # If we can't figure out the version string then don't worry about it for now @@ -114,14 +127,13 @@ def lin_fit(x_arr, y_arr): slope = np.dot(x_arr, y_arr) / np.dot(x_arr, x_arr) return slope - -class InsufficientCoreDaysError(Exception): +class InsufficientDataError(Exception): def __init__(self, message): self.message = message class Thermostat(object): - """ Main thermostat data container. Each parameter which contains + """Main thermostat data container. Each parameter which contains timeseries data should be a pandas.Series with a datetimeIndex, and that each index should be equivalent. @@ -228,70 +240,127 @@ def __init__( self.temperature_out = self._interpolate(temperature_out) # Determines if any non-null temperature is still present for the day - self.enough_temp_in = \ - self.temperature_in.resample('D') \ - .apply(lambda x: x.isnull().sum() == 0) + self.enough_temp_in = self.temperature_in.resample("D").apply( + lambda x: x.isnull().sum() == 0 + ) - self.enough_temp_out = \ - self.temperature_out.resample('D') \ - .apply(lambda x: x.isnull().sum() == 0) + self.enough_temp_out = self.temperature_out.resample("D").apply( + lambda x: x.isnull().sum() == 0 + ) - self.enough_temp_in = \ - self.enough_temp_in.reindex(self.enough_temp_in.index.union(self.enough_temp_in.index.shift(1)[-1:])) + self.enough_temp_in = self.enough_temp_in.reindex( + self.enough_temp_in.index.union(self.enough_temp_in.index.shift(1)[-1:]) + ) self.enough_temp_in[-1] = False # Need to give this a value - self.enough_temp_out = \ - self.enough_temp_out.reindex(self.enough_temp_out.index.union(self.enough_temp_out.index.shift(1)[-1:])) + self.enough_temp_out = self.enough_temp_out.reindex( + self.enough_temp_out.index.union(self.enough_temp_out.index.shift(1)[-1:]) + ) self.enough_temp_out[-1] = False # Need to give this a value # Remove all hours that are part of a day that fail the above rubrics - self.temperature_in = self.temperature_in.where(self.enough_temp_in.resample('H').ffill(), np.nan) - self.temperature_out = self.temperature_out.where(self.enough_temp_out.resample('H').ffill(), np.nan) + self.temperature_in = self.temperature_in.where( + self.enough_temp_in.resample("H").ffill(), np.nan + ) + self.temperature_out = self.temperature_out.where( + self.enough_temp_out.resample("H").ffill(), np.nan + ) self.cool_runtime_hourly = cool_runtime self.heat_runtime_hourly = heat_runtime - if hasattr(cool_runtime, 'empty') and cool_runtime.empty is False: - self.cool_runtime_daily = cool_runtime.interpolate(limit=2).resample('D').agg(pd.Series.sum, skipna=False) + if hasattr(cool_runtime, "empty") and cool_runtime.empty is False: + self.cool_runtime_daily = ( + cool_runtime.interpolate(limit=2) + .resample("D") + .agg(pd.Series.sum, skipna=False) + ) # Do we have two hours or less of missing data? # if not, set the whole day to np.nan - enough_cool_runtime_in = \ - self.cool_runtime_hourly.groupby(self.cool_runtime_hourly.index.date) \ - .apply(lambda x: x.isnull().sum() <= 2) - self.cool_runtime_daily = self.cool_runtime_daily.where(enough_cool_runtime_in, np.nan) + enough_cool_runtime_in = self.cool_runtime_hourly.groupby( + self.cool_runtime_hourly.index.date + ).apply(lambda x: x.isnull().sum() <= 2) + self.cool_runtime_daily = self.cool_runtime_daily.where( + enough_cool_runtime_in, np.nan + ) - if hasattr(heat_runtime, 'empty') and heat_runtime.empty is False: - self.heat_runtime_daily = heat_runtime.interpolate(limit=2).resample('D').agg(pd.Series.sum, skipna=False) + if hasattr(heat_runtime, "empty") and heat_runtime.empty is False: + self.heat_runtime_daily = ( + heat_runtime.interpolate(limit=2) + .resample("D") + .agg(pd.Series.sum, skipna=False) + ) # Do we have two hours or less of missing data? # if not, set the whole day to np.nan - enough_heat_runtime_in = \ - self.heat_runtime_hourly.groupby(self.heat_runtime_hourly.index.date) \ - .apply(lambda x: x.isnull().sum() <= 2) - self.heat_runtime_daily = self.heat_runtime_daily.where(enough_heat_runtime_in, np.nan) + enough_heat_runtime_in = self.heat_runtime_hourly.groupby( + self.heat_runtime_hourly.index.date + ).apply(lambda x: x.isnull().sum() <= 2) + self.heat_runtime_daily = self.heat_runtime_daily.where( + enough_heat_runtime_in, np.nan + ) self.auxiliary_heat_runtime = auxiliary_heat_runtime self.emergency_heat_runtime = emergency_heat_runtime - self.baseline_regional_cooling_comfort_temperature = BASELINE_TEMPERATURE.get(self.climate_zone, {}).get('cooling', None) - self.baseline_regional_heating_comfort_temperature = BASELINE_TEMPERATURE.get(self.climate_zone, {}).get('heating', None) + self.baseline_regional_cooling_comfort_temperature = BASELINE_TEMPERATURE.get( + self.climate_zone, {} + ).get("cooling", None) + self.baseline_regional_heating_comfort_temperature = BASELINE_TEMPERATURE.get( + self.climate_zone, {} + ).get("heating", None) + + # Give the thermostats the benefit of the doubt (especially if the runtime is None) + self.enough_cool_runtime = True + self.enough_heat_runtime = True + self.enough_heat_core_days = True + self.enough_cool_core_days = True + message = "" + + # Currently checks hourly runtime, not daily + if cool_runtime is not None: + cool_runtime_daily = ( + cool_runtime.interpolate(limit=2) + .resample("D") + .agg(pd.Series.sum, skipna=False) + ) + self.enough_cool_runtime = _enough_runtime(cool_runtime_daily) + if heat_runtime is not None: + heat_runtime_daily = ( + heat_runtime.interpolate(limit=2) + .resample("D") + .agg(pd.Series.sum, skipna=False) + ) + self.enough_heat_runtime = _enough_runtime(heat_runtime_daily) + + if not (self.enough_cool_runtime and self.enough_heat_runtime): + message += "Not enough runtime for thermostat\n" + if not self.enough_heat_runtime: + message += "(Heat runtime has over 5% missing data)\n" + if not self.enough_cool_runtime: + message += "(Cool runtime has over 5% missing data)\n " if self.has_heating: self.core_heating_days = self.get_core_heating_days() self.core_heating_days_total = self.core_heating_days[0].daily.sum() - try: - if ENFORCE_MINIMUM_CORE_DAYS and \ - (self.core_heating_days_total < MINIMUM_HEATING_CORE_DAYS[self.climate_zone]): - raise InsufficientCoreDaysError(f'Not enough core heating core days for climate zone {self.climate_zone}: {self.core_heating_days_total}') - except KeyError: - raise KeyError(f'Missing climate zone for {self.climate_zone} ZIP Code {self.zipcode}') - + minimum_heating_core_days = MINIMUM_HEATING_CORE_DAYS.get(self.climate_zone) + if minimum_heating_core_days is None: + raise KeyError( + f"Missing climate zone for {self.climate_zone} ZIP Code {self.zipcode}" + ) + if ( + ENFORCE_MINIMUM_CORE_DAYS + and self.core_heating_days_total < minimum_heating_core_days + ): + self.enough_heat_core_days = False + message += f"Not enough core heating core days for climate zone {self.climate_zone}: {self.core_heating_days_total}\n" + if self.has_cooling: self.core_cooling_days = self.get_core_cooling_days() self.core_cooling_days_total = self.core_cooling_days[0].daily.sum() try: if ENFORCE_MINIMUM_CORE_DAYS and \ self.core_cooling_days_total < MINIMUM_COOLING_CORE_DAYS[self.climate_zone]: - raise InsufficientCoreDaysError(f'Not enough core cooling core days for climate zone {self.climate_zone}: {self.core_cooling_days_total}') + raise InsufficientDataError(f'Not enough core cooling core days for climate zone {self.climate_zone}: {self.core_cooling_days_total}') except KeyError: raise KeyError(f'Missing climate zone for {self.climate_zone} ZIP Code {self.zipcode}') log.debug(f'Tau filepath: {tau_search_path}') @@ -308,6 +377,21 @@ def __init__( self.heat_runtime_daily.to_csv(self.tau_search_path / f'{self.thermostat_id}_heat_runtime_daily.csv') logging.debug(f"{self.thermostat_id}: {self.core_heating_days_total} core heating days, {self.core_cooling_days_total} core cooling days") + enough_runtime = False + enough_core_days = False + if self.has_cooling and self.has_heating: + enough_runtime = self.enough_cool_runtime and self.enough_heat_runtime + enough_core_days = self.enough_cool_core_days and self.enough_heat_core_days + elif self.has_heating: + enough_runtime = self.enough_heat_runtime + enough_core_days = self.enough_heat_core_days + elif self.has_cooling: + enough_runtime = self.enough_cool_runtime + enough_core_days = self.enough_cool_core_days + + if not (enough_runtime or enough_core_days): + raise InsufficientDataError(message) + self.validate() def validate(self): @@ -327,7 +411,7 @@ def validate(self): self._validate_aux_emerg() def _format_rhu(self, rhu_type, low, high, duty_cycle): - """ Formats the RHU scores for output + """Formats the RHU scores for output rhu_type : str String representation of the RHU type (rhu1, rhu2) low : int @@ -350,41 +434,39 @@ def _format_rhu(self, rhu_type, low, high, duty_cycle): format_string = "{rhu_type}_greater{low:02d}F" high = 0 # Don't need this value so we zero it out - result = format_string.format( - rhu_type=rhu_type, - low=int(low), - high=int(high)) + result = format_string.format(rhu_type=rhu_type, low=int(low), high=int(high)) if duty_cycle is not None: - result = '_'.join((result, duty_cycle)) + result = "_".join((result, duty_cycle)) return result def _validate_heating(self): if self.has_heating: if self.heat_runtime_daily is None: - message = "For thermostat {}, heating runtime data was not provided," \ - " despite equipment type of {}, which requires heating data.".format( - self.thermostat_id, - self.heat_type) + message = "For thermostat {}, heating runtime data was not provided," + " despite equipment type of {}, which requires heating data.".format( + self.thermostat_id, self.heat_type + ) raise ValueError(message) def _validate_cooling(self): if self.has_cooling: if self.cool_runtime_daily is None: - message = "For thermostat {}, cooling runtime data was not provided," \ - " despite equipment type of {}, which requires cooling data.".format( - self.thermostat_id, - self.cool_type) + message = "For thermostat {}, cooling runtime data was not provided," + " despite equipment type of {}, which requires cooling data.".format( + self.thermostat_id, self.cool_type + ) raise ValueError(message) def _validate_aux_emerg(self): if self.has_auxiliary and self.has_emergency: - if self.auxiliary_heat_runtime is None or self.emergency_heat_runtime is None: - message = "For thermostat {}, aux and emergency runtime data were not provided," \ - " despite heat_type of {}, which requires these columns of data."\ - " If none is available, please change heat_type to 'heat_pump_no_electric_backup'," \ - " or provide columns of 0s".format( - self.thermostat_id, - self.heat_type) + if ( + self.auxiliary_heat_runtime is None + or self.emergency_heat_runtime is None + ): + message = "For thermostat {}, aux and emergency runtime data were not provided," + " despite heat_type of {}, which requires these columns of data." + " If none is available, please change heat_type to 'heat_pump_no_electric_backup'," + " or provide columns of 0s".format(self.thermostat_id, self.heat_type) raise ValueError(message) def _interpolate(self, series, method="linear"): @@ -394,35 +476,36 @@ def _interpolate(self, series, method="linear"): def _protect_heating(self): function_name = inspect.stack()[1][3] - if not(self.has_heating): - message = "The function '{}', which is heating specific, cannot be" \ - " called for equipment_type {}".format(function_name, self.heat_type) + if not (self.has_heating): + message = "The function '{}', which is heating specific, cannot be" + " called for equipment_type {}".format(function_name, self.heat_type) raise ValueError(message) def _protect_cooling(self): function_name = inspect.stack()[1][3] - if not(self.has_cooling): - message = "The function '{}', which is cooling specific, cannot be" \ - " called for equipment_type {}".format(function_name, self.cool_type) + if not (self.has_cooling): + message = "The function '{}', which is cooling specific, cannot be" + " called for equipment_type {}".format(function_name, self.cool_type) raise ValueError(message) def _protect_resistance_heat(self): function_name = inspect.stack()[1][3] - if not(self.has_resistance_heat): - message = "The function '{}', which is resistance heat specific, cannot be" \ - " called for equipment_type {}".format(function_name, self.heat_type) + if not (self.has_resistance_heat): + message = "The function '{}', which is resistance heat specific, cannot be" + " called for equipment_type {}".format(function_name, self.heat_type) raise ValueError(message) def _protect_aux_emerg(self): function_name = inspect.stack()[1][3] - if not(self.has_auxiliary and self.has_emergency): - message = "The function '{}', which is auxiliary/emergency heating specific, cannot be" \ - " called for equipment_type {}".format(function_name, self.heat_type) + if not (self.has_auxiliary and self.has_emergency): + message = "The function '{}', which is auxiliary/emergency heating specific, cannot be" + " called for equipment_type {}".format(function_name, self.heat_type) raise ValueError(message) - def get_core_heating_days(self, method="entire_dataset", - min_minutes_heating=30, max_minutes_cooling=0): - """ Determine core heating days from data associated with this thermostat + def get_core_heating_days( + self, method="entire_dataset", min_minutes_heating=30, max_minutes_cooling=0 + ): + """Determine core heating days from data associated with this thermostat Parameters ---------- @@ -452,7 +535,9 @@ def get_core_heating_days(self, method="entire_dataset", """ if method not in ["entire_dataset"]: - raise NotImplementedError('Methods other than entire_dataset are not implemented') + raise NotImplementedError( + "Methods other than entire_dataset are not implemented" + ) self._protect_heating() @@ -474,21 +559,25 @@ def get_core_heating_days(self, method="entire_dataset", data_start_date = np.datetime64(self.heat_runtime_daily.index[0]) data_end_date = np.datetime64(self.heat_runtime_daily.index[-1]) - inclusion_daily = pd.Series(meets_thresholds, index=self.heat_runtime_daily.index) + inclusion_daily = pd.Series( + meets_thresholds, index=self.heat_runtime_daily.index + ) inclusion_hourly = self._get_hourly_boolean(inclusion_daily) core_heating_day_set = CoreDaySet( "heating_ALL", inclusion_daily, inclusion_hourly, data_start_date, - data_end_date) + data_end_date, + ) # returned as list for consistency core_heating_day_sets = [core_heating_day_set] return core_heating_day_sets - def get_core_cooling_days(self, method="entire_dataset", - min_minutes_cooling=30, max_minutes_heating=0): - """ Determine core cooling days from data associated with this + def get_core_cooling_days( + self, method="entire_dataset", min_minutes_cooling=30, max_minutes_heating=0 + ): + """Determine core cooling days from data associated with this thermostat. Parameters @@ -518,7 +607,9 @@ def get_core_cooling_days(self, method="entire_dataset", "entire_dataset", name of core day set is "cooling_ALL". """ if method not in ["entire_dataset"]: - raise NotImplementedError('Methods other than entire_dataset are not implemented') + raise NotImplementedError( + "Methods other than entire_dataset are not implemented" + ) self._protect_cooling() @@ -537,14 +628,17 @@ def get_core_cooling_days(self, method="entire_dataset", meets_thresholds &= self.enough_temp_in & self.enough_temp_out - inclusion_daily = pd.Series(meets_thresholds, index=self.cool_runtime_daily.index) + inclusion_daily = pd.Series( + meets_thresholds, index=self.cool_runtime_daily.index + ) inclusion_hourly = self._get_hourly_boolean(inclusion_daily) core_day_set = CoreDaySet( "cooling_ALL", inclusion_daily, inclusion_hourly, data_start_date, - data_end_date) + data_end_date, + ) core_cooling_day_sets = [core_day_set] return core_cooling_day_sets @@ -555,13 +649,16 @@ def _get_range_boolean(self, dt_index, start_date, end_date): def _get_hourly_boolean(self, daily_boolean): values = np.repeat(daily_boolean.values, 24) - index = pd.date_range(start=daily_boolean.index[0], - periods=daily_boolean.index.shape[0] * 24, freq="H") + index = pd.date_range( + start=daily_boolean.index[0], + periods=daily_boolean.index.shape[0] * 24, + freq="H", + ) hourly_boolean = pd.Series(values, index) return hourly_boolean def total_heating_runtime(self, core_day_set): - """ Calculates total heating runtime. + """Calculates total heating runtime. Parameters ---------- @@ -577,7 +674,7 @@ def total_heating_runtime(self, core_day_set): return self.heat_runtime_daily[core_day_set.daily].sum() def total_auxiliary_heating_runtime(self, core_day_set): - """ Calculates total auxiliary heating runtime. + """Calculates total auxiliary heating runtime. Parameters ---------- @@ -593,7 +690,7 @@ def total_auxiliary_heating_runtime(self, core_day_set): return self.auxiliary_heat_runtime[core_day_set.hourly].sum() def total_emergency_heating_runtime(self, core_day_set): - """ Calculates total emergency heating runtime. + """Calculates total emergency heating runtime. Parameters ---------- @@ -609,7 +706,7 @@ def total_emergency_heating_runtime(self, core_day_set): return self.emergency_heat_runtime[core_day_set.hourly].sum() def total_cooling_runtime(self, core_day_set): - """ Calculates total cooling runtime. + """Calculates total cooling runtime. Parameters ---------- @@ -625,7 +722,7 @@ def total_cooling_runtime(self, core_day_set): return self.cool_runtime_daily[core_day_set.daily].sum() def get_resistance_heat_utilization_runtime(self, core_heating_day_set): - """ Calculates resistance heat utilization runtime and filters based on + """Calculates resistance heat utilization runtime and filters based on the core heating days Parameters @@ -648,29 +745,35 @@ def get_resistance_heat_utilization_runtime(self, core_heating_day_set): in_core_day_set_daily = self._get_range_boolean( core_heating_day_set.daily.index, core_heating_day_set.start_date, - core_heating_day_set.end_date) + core_heating_day_set.end_date, + ) # convert hourly to daily - temp_out_daily = self.temperature_out.resample('D').mean() - aux_daily = self.auxiliary_heat_runtime.resample('D').sum() - emg_daily = self.emergency_heat_runtime.resample('D').sum() + temp_out_daily = self.temperature_out.resample("D").mean() + aux_daily = self.auxiliary_heat_runtime.resample("D").sum() + emg_daily = self.emergency_heat_runtime.resample("D").sum() # Build the initial DataFrame based on daily readings runtime_temp_daily = pd.DataFrame() - runtime_temp_daily['temperature'] = temp_out_daily - runtime_temp_daily['heat_runtime'] = self.heat_runtime_daily - runtime_temp_daily['aux_runtime'] = aux_daily - runtime_temp_daily['emg_runtime'] = emg_daily - runtime_temp_daily['in_core_daily'] = in_core_day_set_daily - runtime_temp_daily['total_minutes'] = 1440 # default number of minutes per day + runtime_temp_daily["temperature"] = temp_out_daily + runtime_temp_daily["heat_runtime"] = self.heat_runtime_daily + runtime_temp_daily["aux_runtime"] = aux_daily + runtime_temp_daily["emg_runtime"] = emg_daily + runtime_temp_daily["in_core_daily"] = in_core_day_set_daily + # default number of minutes per day + runtime_temp_daily["total_minutes"] = 1440 # Filter out records that aren't part of the core day set - runtime_temp_daily = runtime_temp_daily[runtime_temp_daily['in_core_daily'].map(lambda x: x is True)] + runtime_temp_daily = runtime_temp_daily[ + runtime_temp_daily["in_core_daily"].map(lambda x: x is True) + ] return runtime_temp_daily - def get_resistance_heat_utilization_bins(self, runtime_temp, bins, core_heating_day_set, min_runtime_minutes=None): - """ Calculates the resistance heat utilization in + def get_resistance_heat_utilization_bins( + self, runtime_temp, bins, core_heating_day_set, min_runtime_minutes=None + ): + """Calculates the resistance heat utilization in bins (provided by the bins parameter) Parameters @@ -696,32 +799,47 @@ def get_resistance_heat_utilization_bins(self, runtime_temp, bins, core_heating_ return None # Create the bins and group by them - runtime_temp['bins'] = pd.cut(runtime_temp['temperature'], bins) - runtime_rhu = runtime_temp.groupby('bins')[['heat_runtime', 'aux_runtime', 'emg_runtime', 'total_minutes']].sum() + runtime_temp["bins"] = pd.cut(runtime_temp["temperature"], bins) + runtime_rhu = runtime_temp.groupby("bins")[ + ["heat_runtime", "aux_runtime", "emg_runtime", "total_minutes"] + ].sum() # Calculate the RHU based on the bins - runtime_rhu['rhu'] = (runtime_rhu['aux_runtime'] + runtime_rhu['emg_runtime']) / (runtime_rhu['heat_runtime'] + runtime_rhu['emg_runtime']) + runtime_rhu["rhu"] = ( + runtime_rhu["aux_runtime"] + runtime_rhu["emg_runtime"] + ) / (runtime_rhu["heat_runtime"] + runtime_rhu["emg_runtime"]) # Currently treating aux_runtime as separate from heat_runtime - runtime_rhu['total_runtime'] = runtime_rhu.heat_runtime + runtime_rhu.aux_runtime + runtime_rhu.emg_runtime + runtime_rhu["total_runtime"] = ( + runtime_rhu.heat_runtime + runtime_rhu.aux_runtime + runtime_rhu.emg_runtime + ) # If we're passed min_runtime_minutes (RHU2) then treat the thermostat as not having run during that period if min_runtime_minutes: - runtime_rhu['rhu'].loc[runtime_rhu.total_runtime < min_runtime_minutes] = np.nan - runtime_rhu['total_runtime'].loc[runtime_rhu.total_runtime < min_runtime_minutes] = np.nan - - runtime_rhu['data_is_nonsense'] = (runtime_rhu['aux_runtime'] > runtime_rhu['heat_runtime']) - runtime_rhu.loc[runtime_rhu.data_is_nonsense == True, 'rhu'] = np.nan # noqa: E712 + runtime_rhu["rhu"].loc[ + runtime_rhu.total_runtime < min_runtime_minutes + ] = np.nan + runtime_rhu["total_runtime"].loc[ + runtime_rhu.total_runtime < min_runtime_minutes + ] = np.nan + + runtime_rhu["data_is_nonsense"] = ( + runtime_rhu["aux_runtime"] > runtime_rhu["heat_runtime"] + ) + runtime_rhu.loc[ + runtime_rhu.data_is_nonsense == True, "rhu" + ] = np.nan # noqa: E712 if runtime_rhu.data_is_nonsense.any(): for item in runtime_rhu.itertuples(): if item.data_is_nonsense: warnings.warn( - '%s: ' - 'aux heat runtime %s > compressor runtime %s ' - 'for %sF <= temperature < %sF ' - 'for thermostat_id %s ' - 'from %s to %s inclusive' % ( + "%s: " + "aux heat runtime %s > compressor runtime %s " + "for %sF <= temperature < %sF " + "for thermostat_id %s " + "from %s to %s inclusive" + % ( self.thermostat_id, item.aux_runtime, item.heat_runtime, @@ -729,12 +847,14 @@ def get_resistance_heat_utilization_bins(self, runtime_temp, bins, core_heating_ item.Index.right, self.thermostat_id, core_heating_day_set.start_date, - core_heating_day_set.end_date)) + core_heating_day_set.end_date, + ) + ) return runtime_rhu def get_ignored_days(self, core_day_set): - """ Determine how many days are ignored for a particular core day set + """Determine how many days are ignored for a particular core day set Returns ------- @@ -748,9 +868,8 @@ def get_ignored_days(self, core_day_set): """ in_range = self._get_range_boolean( - core_day_set.daily.index, - core_day_set.start_date, - core_day_set.end_date) + core_day_set.daily.index, core_day_set.start_date, core_day_set.end_date + ) if self.has_heating: has_heating = self.heat_runtime_daily > 0 @@ -771,17 +890,15 @@ def get_ignored_days(self, core_day_set): return n_both, n_days_insufficient def get_core_day_set_n_days(self, core_day_set): - """ Returns number of days in the core day set. - """ + """Returns number of days in the core day set.""" return int(core_day_set.daily.sum()) def get_inputfile_date_range(self, core_day_set): - """ Returns number of days of data provided in input data file. - """ - delta = (core_day_set.end_date - core_day_set.start_date) + """Returns number of days of data provided in input data file.""" + delta = core_day_set.end_date - core_day_set.start_date if isinstance(delta, timedelta): return delta.days - return int(delta.astype('timedelta64[D]') / np.timedelta64(1, 'D')) + return int(delta.astype("timedelta64[D]") / np.timedelta64(1, "D")) def get_cooling_demand(self, core_cooling_day_set): """ @@ -855,7 +972,12 @@ def get_cooling_demand(self, core_cooling_day_set): def calc_cdd(tau): hourly_cdd = (tau - core_day_set_deltaT).apply(lambda x: np.maximum(x, 0)) # Note - `x / 24` this should be thought of as a unit conversion, not an average. - return np.array([cdd.sum() / 24 for day, cdd in hourly_cdd.groupby(core_day_set_deltaT.index.date)]) + return np.array( + [ + cdd.sum() / 24 + for day, cdd in hourly_cdd.groupby(core_day_set_deltaT.index.date) + ] + ) daily_runtime = self.cool_runtime_daily[core_cooling_day_set.daily] total_runtime = daily_runtime.sum() @@ -868,10 +990,9 @@ def calc_estimates(tau): else: alpha_estimate = np.nan logger.debug( - 'Alpha Estimate divided by zero: %s / %s' - 'for thermostat %s' % ( - total_runtime, total_cdd, - self.thermostat_id)) + "Alpha Estimate divided by zero: %s / %s" + "for thermostat %s" % (total_runtime, total_cdd, self.thermostat_id) + ) runtime_estimate = cdd * alpha_estimate errors = daily_runtime - runtime_estimate return cdd, alpha_estimate, errors @@ -929,8 +1050,18 @@ def search_cdd_tau(run_time_array, max_tau=20): try: tau_estimate, alpha_estimate, errors = search_cdd_tau(daily_runtime) except TypeError: # len 0 - assert daily_runtime.shape[0] == 0 # make sure no other type errors are sneaking in - return pd.Series([], index=daily_index, dtype="Float64"), np.nan, np.nan, np.nan, np.nan, np.nan, np.nan, np.nan + # make sure no other type errors are sneaking in + assert daily_runtime.shape[0] == 0 + return ( + pd.Series([], index=daily_index, dtype="Float64"), + np.nan, + np.nan, + np.nan, + np.nan, + np.nan, + np.nan, + np.nan, + ) # cdd, alpha_estimate, errors = calc_estimates(tau_estimate) cdd = calc_cdd(tau_estimate) @@ -941,10 +1072,9 @@ def search_cdd_tau(run_time_array, max_tau=20): cvrmse = rmse / mean_daily_runtime except ZeroDivisionError: logger.debug( - 'CVRMSE divided by zero: %s / %s ' - 'for thermostat_id %s ' % ( - rmse, mean_daily_runtime, - self.thermostat_id)) + "CVRMSE divided by zero: %s / %s " + "for thermostat_id %s " % (rmse, mean_daily_runtime, self.thermostat_id) + ) cvrmse = np.nan mape = np.nanmean(np.absolute(errors / mean_daily_runtime)) @@ -1026,7 +1156,12 @@ def get_heating_demand(self, core_heating_day_set): def calc_hdd(tau): hourly_hdd = (core_day_set_deltaT - tau).apply(lambda x: np.maximum(x, 0)) # Note - this `x / 24` should be thought of as a unit conversion, not an average. - return np.array([hdd.sum() / 24 for day, hdd in hourly_hdd.groupby(core_day_set_deltaT.index.date)]) + return np.array( + [ + hdd.sum() / 24 + for day, hdd in hourly_hdd.groupby(core_day_set_deltaT.index.date) + ] + ) daily_runtime = self.heat_runtime_daily[core_heating_day_set.daily] total_runtime = daily_runtime.sum() @@ -1039,10 +1174,10 @@ def calc_estimates(tau): else: alpha_estimate = np.nan logger.debug( - 'alpha_estimate divided by zero: %s / %s ' - 'for thermostat_id %s ' % ( - total_runtime, total_hdd, - self.thermostat_id)) + "alpha_estimate divided by zero: %s / %s " + "for thermostat_id %s " + % (total_runtime, total_hdd, self.thermostat_id) + ) runtime_estimate = hdd * alpha_estimate errors = daily_runtime - runtime_estimate return hdd, alpha_estimate, errors @@ -1108,10 +1243,9 @@ def search_hdd_tau(run_time_array, max_tau=20): cvrmse = rmse / mean_daily_runtime except ZeroDivisionError: logger.debug( - 'CVRMSE divided by zero: %s / %s ' - 'for thermostat_id %s ' % ( - rmse, mean_daily_runtime, - self.thermostat_id)) + "CVRMSE divided by zero: %s / %s " + "for thermostat_id %s " % (rmse, mean_daily_runtime, self.thermostat_id) + ) cvrmse = np.nan mape = np.nanmean(np.absolute(errors / mean_daily_runtime)) @@ -1121,20 +1255,12 @@ def search_hdd_tau(run_time_array, max_tau=20): if demand.empty is True: demand = np.nan - return ( - demand, - tau_estimate, - alpha_estimate, - mse, - rmse, - cvrmse, - mape, - mae - ) + return (demand, tau_estimate, alpha_estimate, mse, rmse, cvrmse, mape, mae) - def get_core_cooling_day_baseline_setpoint(self, core_cooling_day_set, - method='tenth_percentile', source='temperature_in'): - """ Calculate the core cooling day baseline setpoint (comfort + def get_core_cooling_day_baseline_setpoint( + self, core_cooling_day_set, method="tenth_percentile", source="temperature_in" + ): + """Calculate the core cooling day baseline setpoint (comfort temperature). Parameters @@ -1158,18 +1284,26 @@ def get_core_cooling_day_baseline_setpoint(self, core_cooling_day_set, self._protect_cooling() - if method == 'tenth_percentile' and source == 'temperature_in': - return self.temperature_in[core_cooling_day_set.hourly].dropna().quantile(.1) + if method == "tenth_percentile" and source == "temperature_in": + return ( + self.temperature_in[core_cooling_day_set.hourly].dropna().quantile(0.1) + ) - if source == 'cooling_setpoint': + if source == "cooling_setpoint": warnings.warn("Cooling Setpoint method is no longer implemented.") # For everything else, return "Not Implemented" - raise NotImplementedError(f'{method} and {source} are not implemented for get_core_cooling_day_baseline_setpoint') + raise NotImplementedError( + f"{method} and {source} are not implemented for get_core_cooling_day_baseline_setpoint" + ) - def get_core_heating_day_baseline_setpoint(self, core_heating_day_set, - method='ninetieth_percentile', source='temperature_in'): - """ Calculate the core heating day baseline setpoint (comfort temperature). + def get_core_heating_day_baseline_setpoint( + self, + core_heating_day_set, + method="ninetieth_percentile", + source="temperature_in", + ): + """Calculate the core heating day baseline setpoint (comfort temperature). Parameters ---------- @@ -1192,17 +1326,21 @@ def get_core_heating_day_baseline_setpoint(self, core_heating_day_set, self._protect_heating() - if method == 'ninetieth_percentile' and source == 'temperature_in': - return self.temperature_in[core_heating_day_set.hourly].dropna().quantile(.9) + if method == "ninetieth_percentile" and source == "temperature_in": + return ( + self.temperature_in[core_heating_day_set.hourly].dropna().quantile(0.9) + ) - if source == 'heating_setpoint': + if source == "heating_setpoint": warnings.warn("Heating setpoint method is no longer implemented") # For everything else, return "Not Implemented" - raise NotImplementedError(f'{method} and {source} are not implemented for get_core_heating_day_baseline_setpoint') + raise NotImplementedError( + f"{method} and {source} are not implemented for get_core_heating_day_baseline_setpoint" + ) def get_baseline_cooling_demand(self, core_cooling_day_set, temp_baseline, tau): - """ Calculate baseline cooling demand for a particular core cooling + """Calculate baseline cooling demand for a particular core cooling day set and fitted physical parameters. :math:`\\text{daily CTD base}_d = \\frac{\\sum_{i=1}^{24} [\\tau_c - \\text{hourly } \\Delta T \\text{ base cool}_{d.n}]_{+}}{24}`, where @@ -1236,14 +1374,21 @@ def get_baseline_cooling_demand(self, core_cooling_day_set, temp_baseline, tau): hourly_temp_out = self.temperature_out[core_cooling_day_set.hourly] - hourly_cdd = (tau - (temp_baseline - hourly_temp_out)).apply(lambda x: np.maximum(x, 0)) - demand = np.array([cdd.sum() / 24 for day, cdd in hourly_cdd.groupby(hourly_temp_out.index.date)]) + hourly_cdd = (tau - (temp_baseline - hourly_temp_out)).apply( + lambda x: np.maximum(x, 0) + ) + demand = np.array( + [ + cdd.sum() / 24 + for day, cdd in hourly_cdd.groupby(hourly_temp_out.index.date) + ] + ) index = core_cooling_day_set.daily[core_cooling_day_set.daily].index return pd.Series(demand, index=index) def get_baseline_heating_demand(self, core_heating_day_set, temp_baseline, tau): - """ Calculate baseline heating demand for a particular core heating day + """Calculate baseline heating demand for a particular core heating day set and fitted physical parameters. :math:`\\text{daily HTD base}_d = \\frac{\\sum_{i=1}^{24} [\\text{hourly } \\Delta T \\text{ base heat}_{d.n} - \\tau_h]_{+}}{24}`, where @@ -1276,14 +1421,21 @@ def get_baseline_heating_demand(self, core_heating_day_set, temp_baseline, tau): hourly_temp_out = self.temperature_out[core_heating_day_set.hourly] - hourly_hdd = (temp_baseline - hourly_temp_out - tau).apply(lambda x: np.maximum(x, 0)) - demand = np.array([hdd.sum() / 24 for day, hdd in hourly_hdd.groupby(hourly_temp_out.index.date)]) + hourly_hdd = (temp_baseline - hourly_temp_out - tau).apply( + lambda x: np.maximum(x, 0) + ) + demand = np.array( + [ + hdd.sum() / 24 + for day, hdd in hourly_hdd.groupby(hourly_temp_out.index.date) + ] + ) index = core_heating_day_set.daily[core_heating_day_set.daily].index return pd.Series(demand, index=index) def get_baseline_cooling_runtime(self, baseline_cooling_demand, alpha): - """ Calculate baseline cooling runtime given baseline cooling demand + """Calculate baseline cooling runtime given baseline cooling demand and fitted physical parameters. :math:`RT_{\\text{base cool}} (\\text{minutes}) = \\alpha_c \\cdot \\text{daily CTD base}_d` @@ -1303,7 +1455,7 @@ def get_baseline_cooling_runtime(self, baseline_cooling_demand, alpha): return np.maximum(alpha * (baseline_cooling_demand), 0) def get_baseline_heating_runtime(self, baseline_heating_demand, alpha): - """ Calculate baseline heating runtime given baseline heating demand. + """Calculate baseline heating runtime given baseline heating demand. and fitted physical parameters. :math:`RT_{\\text{base heat}} (\\text{minutes}) = \\alpha_h \\cdot \\text{daily HTD base}_d` @@ -1323,10 +1475,11 @@ def get_baseline_heating_runtime(self, baseline_heating_demand, alpha): return np.maximum(alpha * (baseline_heating_demand), 0) def calculate_epa_field_savings_metrics( - self, - core_cooling_day_set_method="entire_dataset", - core_heating_day_set_method="entire_dataset"): - """ Calculates metrics for connected thermostat savings as defined by + self, + core_cooling_day_set_method="entire_dataset", + core_heating_day_set_method="entire_dataset", + ): + """Calculates metrics for connected thermostat savings as defined by the specification defined by the EPA Energy Star program and stakeholders. Parameters @@ -1357,7 +1510,8 @@ def calculate_epa_field_savings_metrics( self.climate_zone, core_cooling_day_set, core_cooling_day_set_method, - self.baseline_regional_cooling_comfort_temperature) + self.baseline_regional_cooling_comfort_temperature, + ) metrics.append(outputs) if self.has_heating: @@ -1366,25 +1520,31 @@ def calculate_epa_field_savings_metrics( self.climate_zone, core_heating_day_set, core_heating_day_set_method, - self.baseline_regional_heating_comfort_temperature) + self.baseline_regional_heating_comfort_temperature, + ) if self.has_auxiliary and self.has_emergency: - additional_outputs = self._calculate_aux_emerg_epa_field_savings_metrics(core_heating_day_set) + additional_outputs = ( + self._calculate_aux_emerg_epa_field_savings_metrics( + core_heating_day_set + ) + ) outputs.update(additional_outputs) metrics.append(outputs) return metrics def _calculate_cooling_epa_field_savings_metrics( - self, - climate_zone, - core_cooling_day_set, - core_cooling_day_set_method, - baseline_regional_cooling_comfort_temperature, - ): - - baseline10_comfort_temperature = \ - self.get_core_cooling_day_baseline_setpoint(core_cooling_day_set) + self, + climate_zone, + core_cooling_day_set, + core_cooling_day_set_method, + baseline_regional_cooling_comfort_temperature, + ): + + baseline10_comfort_temperature = self.get_core_cooling_day_baseline_setpoint( + core_cooling_day_set + ) daily_runtime = self.cool_runtime_daily[core_cooling_day_set.daily] @@ -1414,14 +1574,19 @@ def _calculate_cooling_epa_field_savings_metrics( f"{self.thermostat_id}: " "Total Runtime Core Cooling Days is nan. " "This may mean that you have pandas 0.21.x installed " - "(which is not supported).") + "(which is not supported)." + ) if self.has_cooling: if n_days == 0: - warnings.warn(f"{self.thermostat_id}: Number of valid cooling days is zero.") + warnings.warn( + f"{self.thermostat_id}: Number of valid cooling days is zero." + ) if n_hours == 0: - warnings.warn(f"{self.thermostat_id}: Number of valid cooling hours is zero.") + warnings.warn( + f"{self.thermostat_id}: Number of valid cooling hours is zero." + ) average_daily_cooling_runtime = np.divide(total_runtime_core_cooling, n_days) @@ -1431,37 +1596,49 @@ def _calculate_cooling_epa_field_savings_metrics( tau, ) - baseline10_runtime = self.get_baseline_cooling_runtime( - baseline10_demand, - alpha - ) + baseline10_runtime = self.get_baseline_cooling_runtime(baseline10_demand, alpha) avoided_runtime_baseline10 = avoided(baseline10_runtime, daily_runtime) - savings_baseline10 = percent_savings(avoided_runtime_baseline10, baseline10_runtime, self.thermostat_id) + savings_baseline10 = percent_savings( + avoided_runtime_baseline10, baseline10_runtime, self.thermostat_id + ) if baseline_regional_cooling_comfort_temperature is not None: baseline_regional_demand = self.get_baseline_cooling_demand( - core_cooling_day_set, - baseline_regional_cooling_comfort_temperature, - tau + core_cooling_day_set, baseline_regional_cooling_comfort_temperature, tau ) baseline_regional_runtime = self.get_baseline_cooling_runtime( - baseline_regional_demand, - alpha + baseline_regional_demand, alpha ) - avoided_runtime_baseline_regional = avoided(baseline_regional_runtime, daily_runtime) + avoided_runtime_baseline_regional = avoided( + baseline_regional_runtime, daily_runtime + ) - percent_savings_baseline_regional = percent_savings(avoided_runtime_baseline_regional, baseline_regional_runtime, self.thermostat_id) + percent_savings_baseline_regional = percent_savings( + avoided_runtime_baseline_regional, + baseline_regional_runtime, + self.thermostat_id, + ) - avoided_daily_mean_core_day_runtime_baseline_regional = avoided_runtime_baseline_regional.mean() - avoided_total_core_day_runtime_baseline_regional = avoided_runtime_baseline_regional.sum() - baseline_daily_mean_core_day_runtime_baseline_regional = baseline_regional_runtime.mean() - baseline_total_core_day_runtime_baseline_regional = baseline_regional_runtime.sum() - _daily_mean_core_day_demand_baseline_baseline_regional = np.nanmean(baseline_regional_demand) + avoided_daily_mean_core_day_runtime_baseline_regional = ( + avoided_runtime_baseline_regional.mean() + ) + avoided_total_core_day_runtime_baseline_regional = ( + avoided_runtime_baseline_regional.sum() + ) + baseline_daily_mean_core_day_runtime_baseline_regional = ( + baseline_regional_runtime.mean() + ) + baseline_total_core_day_runtime_baseline_regional = ( + baseline_regional_runtime.sum() + ) + _daily_mean_core_day_demand_baseline_baseline_regional = np.nanmean( + baseline_regional_demand + ) else: @@ -1477,16 +1654,23 @@ def _calculate_cooling_epa_field_savings_metrics( baseline_total_core_day_runtime_baseline_regional = None _daily_mean_core_day_demand_baseline_baseline_regional = None - n_days_both, n_days_insufficient_data = self.get_ignored_days(core_cooling_day_set) + n_days_both, n_days_insufficient_data = self.get_ignored_days( + core_cooling_day_set + ) n_core_cooling_days = self.get_core_day_set_n_days(core_cooling_day_set) - n_days_in_inputfile_date_range = self.get_inputfile_date_range(core_cooling_day_set) + n_days_in_inputfile_date_range = self.get_inputfile_date_range( + core_cooling_day_set + ) - core_cooling_days_mean_indoor_temperature = self.temperature_in[core_cooling_day_set.hourly].mean() - core_cooling_days_mean_outdoor_temperature = self.temperature_out[core_cooling_day_set.hourly].mean() + core_cooling_days_mean_indoor_temperature = self.temperature_in[ + core_cooling_day_set.hourly + ].mean() + core_cooling_days_mean_outdoor_temperature = self.temperature_out[ + core_cooling_day_set.hourly + ].mean() outputs = { "sw_version": get_version(), - "ct_identifier": self.thermostat_id, "heat_type": self.heat_type, "heat_stage": self.heat_stage, @@ -1495,23 +1679,26 @@ def _calculate_cooling_epa_field_savings_metrics( "heating_or_cooling": core_cooling_day_set.name, "station": self.station, "climate_zone": climate_zone, - - "start_date": pd.Timestamp(core_cooling_day_set.start_date).to_pydatetime().isoformat(), - "end_date": pd.Timestamp(core_cooling_day_set.end_date).to_pydatetime().isoformat(), + "start_date": pd.Timestamp(core_cooling_day_set.start_date) + .to_pydatetime() + .isoformat(), + "end_date": pd.Timestamp(core_cooling_day_set.end_date) + .to_pydatetime() + .isoformat(), "n_days_in_inputfile_date_range": n_days_in_inputfile_date_range, "n_days_both_heating_and_cooling": n_days_both, "n_days_insufficient_data": n_days_insufficient_data, "n_core_cooling_days": n_core_cooling_days, - "baseline_percentile_core_cooling_comfort_temperature": baseline10_comfort_temperature, "regional_average_baseline_cooling_comfort_temperature": baseline_regional_cooling_comfort_temperature, - "percent_savings_baseline_percentile": savings_baseline10, "avoided_daily_mean_core_day_runtime_baseline_percentile": avoided_runtime_baseline10.mean(), "avoided_total_core_day_runtime_baseline_percentile": avoided_runtime_baseline10.sum(), "baseline_daily_mean_core_day_runtime_baseline_percentile": baseline10_runtime.mean(), "baseline_total_core_day_runtime_baseline_percentile": baseline10_runtime.sum(), - "_daily_mean_core_day_demand_baseline_baseline_percentile": np.nanmean(baseline10_demand), + "_daily_mean_core_day_demand_baseline_baseline_percentile": np.nanmean( + baseline10_demand + ), "percent_savings_baseline_regional": percent_savings_baseline_regional, "avoided_daily_mean_core_day_runtime_baseline_regional": avoided_daily_mean_core_day_runtime_baseline_regional, "avoided_total_core_day_runtime_baseline_regional": avoided_total_core_day_runtime_baseline_regional, @@ -1526,11 +1713,8 @@ def _calculate_cooling_epa_field_savings_metrics( "cv_root_mean_sq_err": cvrmse, "mean_abs_pct_err": mape, "mean_abs_err": mae, - "total_core_cooling_runtime": total_runtime_core_cooling, - "daily_mean_core_cooling_runtime": average_daily_cooling_runtime, - "core_cooling_days_mean_indoor_temperature": core_cooling_days_mean_indoor_temperature, "core_cooling_days_mean_outdoor_temperature": core_cooling_days_mean_outdoor_temperature, "core_mean_indoor_temperature": core_cooling_days_mean_indoor_temperature, @@ -1539,15 +1723,16 @@ def _calculate_cooling_epa_field_savings_metrics( return outputs def _calculate_heating_epa_field_savings_metrics( - self, - climate_zone, - core_heating_day_set, - core_heating_day_set_method, - baseline_regional_heating_comfort_temperature, - ): - - baseline90_comfort_temperature = \ - self.get_core_heating_day_baseline_setpoint(core_heating_day_set) + self, + climate_zone, + core_heating_day_set, + core_heating_day_set_method, + baseline_regional_heating_comfort_temperature, + ): + + baseline90_comfort_temperature = self.get_core_heating_day_baseline_setpoint( + core_heating_day_set + ) # deltaT daily_runtime = self.heat_runtime_daily[core_heating_day_set.daily] @@ -1578,14 +1763,19 @@ def _calculate_heating_epa_field_savings_metrics( f"{self.thermostat_id}: " "Total Runtime Core Heating is nan. " "This may mean that you have pandas 0.21.x installed " - "(which is not supported).") + "(which is not supported)." + ) if self.has_heating: if n_days == 0: - warnings.warn(f"{self.thermostat_id}: Number of valid heating days is zero.") + warnings.warn( + f"{self.thermostat_id}: Number of valid heating days is zero." + ) if n_hours == 0: - warnings.warn(f"{self.thermostat_id}: Number of valid cooling hours is zero.") + warnings.warn( + f"{self.thermostat_id}: Number of valid cooling hours is zero." + ) average_daily_heating_runtime = np.divide(total_runtime_core_heating, n_days) @@ -1602,7 +1792,9 @@ def _calculate_heating_epa_field_savings_metrics( avoided_runtime_baseline90 = avoided(baseline90_runtime, daily_runtime) - savings_baseline90 = percent_savings(avoided_runtime_baseline90, baseline90_runtime, self.thermostat_id) + savings_baseline90 = percent_savings( + avoided_runtime_baseline90, baseline90_runtime, self.thermostat_id + ) if baseline_regional_heating_comfort_temperature is not None: @@ -1617,15 +1809,31 @@ def _calculate_heating_epa_field_savings_metrics( alpha, ) - avoided_runtime_baseline_regional = avoided(baseline_regional_runtime, daily_runtime) + avoided_runtime_baseline_regional = avoided( + baseline_regional_runtime, daily_runtime + ) - percent_savings_baseline_regional = percent_savings(avoided_runtime_baseline_regional, baseline_regional_runtime, self.thermostat_id) + percent_savings_baseline_regional = percent_savings( + avoided_runtime_baseline_regional, + baseline_regional_runtime, + self.thermostat_id, + ) - avoided_daily_mean_core_day_runtime_baseline_regional = avoided_runtime_baseline_regional.mean() - avoided_total_core_day_runtime_baseline_regional = avoided_runtime_baseline_regional.sum() - baseline_daily_mean_core_day_runtime_baseline_regional = baseline_regional_runtime.mean() - baseline_total_core_day_runtime_baseline_regional = baseline_regional_runtime.sum() - _daily_mean_core_day_demand_baseline_baseline_regional = np.nanmean(baseline_regional_demand) + avoided_daily_mean_core_day_runtime_baseline_regional = ( + avoided_runtime_baseline_regional.mean() + ) + avoided_total_core_day_runtime_baseline_regional = ( + avoided_runtime_baseline_regional.sum() + ) + baseline_daily_mean_core_day_runtime_baseline_regional = ( + baseline_regional_runtime.mean() + ) + baseline_total_core_day_runtime_baseline_regional = ( + baseline_regional_runtime.sum() + ) + _daily_mean_core_day_demand_baseline_baseline_regional = np.nanmean( + baseline_regional_demand + ) else: @@ -1642,16 +1850,23 @@ def _calculate_heating_epa_field_savings_metrics( baseline_total_core_day_runtime_baseline_regional = None _daily_mean_core_day_demand_baseline_baseline_regional = None - n_days_both, n_days_insufficient_data = self.get_ignored_days(core_heating_day_set) + n_days_both, n_days_insufficient_data = self.get_ignored_days( + core_heating_day_set + ) n_core_heating_days = self.get_core_day_set_n_days(core_heating_day_set) - n_days_in_inputfile_date_range = self.get_inputfile_date_range(core_heating_day_set) + n_days_in_inputfile_date_range = self.get_inputfile_date_range( + core_heating_day_set + ) - core_heating_days_mean_indoor_temperature = self.temperature_in[core_heating_day_set.hourly].mean() - core_heating_days_mean_outdoor_temperature = self.temperature_out[core_heating_day_set.hourly].mean() + core_heating_days_mean_indoor_temperature = self.temperature_in[ + core_heating_day_set.hourly + ].mean() + core_heating_days_mean_outdoor_temperature = self.temperature_out[ + core_heating_day_set.hourly + ].mean() outputs = { "sw_version": get_version(), - "ct_identifier": self.thermostat_id, "heat_type": self.heat_type, "heat_stage": self.heat_stage, @@ -1660,23 +1875,26 @@ def _calculate_heating_epa_field_savings_metrics( "heating_or_cooling": core_heating_day_set.name, "station": self.station, "climate_zone": climate_zone, - - "start_date": pd.Timestamp(core_heating_day_set.start_date).to_pydatetime().isoformat(), - "end_date": pd.Timestamp(core_heating_day_set.end_date).to_pydatetime().isoformat(), + "start_date": pd.Timestamp(core_heating_day_set.start_date) + .to_pydatetime() + .isoformat(), + "end_date": pd.Timestamp(core_heating_day_set.end_date) + .to_pydatetime() + .isoformat(), "n_days_in_inputfile_date_range": n_days_in_inputfile_date_range, "n_days_both_heating_and_cooling": n_days_both, "n_days_insufficient_data": n_days_insufficient_data, "n_core_heating_days": n_core_heating_days, - "baseline_percentile_core_heating_comfort_temperature": baseline90_comfort_temperature, "regional_average_baseline_heating_comfort_temperature": baseline_regional_heating_comfort_temperature, - "percent_savings_baseline_percentile": savings_baseline90, "avoided_daily_mean_core_day_runtime_baseline_percentile": avoided_runtime_baseline90.mean(), "avoided_total_core_day_runtime_baseline_percentile": avoided_runtime_baseline90.sum(), "baseline_daily_mean_core_day_runtime_baseline_percentile": baseline90_runtime.mean(), "baseline_total_core_day_runtime_baseline_percentile": baseline90_runtime.sum(), - "_daily_mean_core_day_demand_baseline_baseline_percentile": np.nanmean(baseline90_demand), + "_daily_mean_core_day_demand_baseline_baseline_percentile": np.nanmean( + baseline90_demand + ), "percent_savings_baseline_regional": percent_savings_baseline_regional, "avoided_daily_mean_core_day_runtime_baseline_regional": avoided_daily_mean_core_day_runtime_baseline_regional, "avoided_total_core_day_runtime_baseline_regional": avoided_total_core_day_runtime_baseline_regional, @@ -1691,11 +1909,8 @@ def _calculate_heating_epa_field_savings_metrics( "cv_root_mean_sq_err": cvrmse, "mean_abs_pct_err": mape, "mean_abs_err": mae, - "total_core_heating_runtime": total_runtime_core_heating, - "daily_mean_core_heating_runtime": average_daily_heating_runtime, - "core_heating_days_mean_indoor_temperature": core_heating_days_mean_indoor_temperature, "core_heating_days_mean_outdoor_temperature": core_heating_days_mean_outdoor_temperature, "core_mean_indoor_temperature": core_heating_days_mean_indoor_temperature, @@ -1705,7 +1920,7 @@ def _calculate_heating_epa_field_savings_metrics( return outputs def _rhu_outputs(self, rhu_type, rhu_bins, rhu_usage_bins, duty_cycle): - """ Helper function for formatting the RHU scores. + """Helper function for formatting the RHU scores. rhu_type : str String representation of the RHU type (rhu1, rhu2) rhu_bins : Pandas series @@ -1727,66 +1942,86 @@ def _rhu_outputs(self, rhu_type, rhu_bins, rhu_usage_bins, duty_cycle): rhu_type=rhu_type, low=item.Index.left, high=item.Index.right, - duty_cycle=duty_cycle) + duty_cycle=duty_cycle, + ) if duty_cycle is None: local_outputs[column] = item.rhu else: local_outputs[column] = getattr(item, duty_cycle) else: for (low, high) in rhu_usage_bins: - column = self._format_rhu( - rhu_type, - low, - high, - duty_cycle) + column = self._format_rhu(rhu_type, low, high, duty_cycle) local_outputs[column] = None return local_outputs def _calculate_aux_emerg_epa_field_savings_metrics(self, core_heating_day_set): additional_outputs = { - "total_auxiliary_heating_core_day_runtime": - self.total_auxiliary_heating_runtime( - core_heating_day_set), - "total_emergency_heating_core_day_runtime": - self.total_emergency_heating_runtime( - core_heating_day_set), + "total_auxiliary_heating_core_day_runtime": self.total_auxiliary_heating_runtime( + core_heating_day_set + ), + "total_emergency_heating_core_day_runtime": self.total_emergency_heating_runtime( + core_heating_day_set + ), } # Add RHU Calculations - for rhu_type in ('rhu1', 'rhu2'): - if rhu_type == 'rhu2': + for rhu_type in ("rhu1", "rhu2"): + if rhu_type == "rhu2": min_runtime_minutes = VAR_MIN_RHU_RUNTIME else: min_runtime_minutes = None - rhu_runtime = self.get_resistance_heat_utilization_runtime(core_heating_day_set) + rhu_runtime = self.get_resistance_heat_utilization_runtime( + core_heating_day_set + ) rhu = self.get_resistance_heat_utilization_bins( - rhu_runtime, - RESISTANCE_HEAT_USE_BIN, - core_heating_day_set, - min_runtime_minutes) + rhu_runtime, + RESISTANCE_HEAT_USE_BIN, + core_heating_day_set, + min_runtime_minutes, + ) rhu_wide = self.get_resistance_heat_utilization_bins( - rhu_runtime, - RESISTANCE_HEAT_USE_WIDE_BIN, - core_heating_day_set, - min_runtime_minutes) + rhu_runtime, + RESISTANCE_HEAT_USE_WIDE_BIN, + core_heating_day_set, + min_runtime_minutes, + ) # We no longer track different duty cycles (aux, emg, compressor, etc.) duty_cycle = None - additional_outputs.update(self._rhu_outputs( - rhu_type=rhu_type, - rhu_bins=rhu, - rhu_usage_bins=RESISTANCE_HEAT_USE_BIN_PAIRS, - duty_cycle=duty_cycle)) + additional_outputs.update( + self._rhu_outputs( + rhu_type=rhu_type, + rhu_bins=rhu, + rhu_usage_bins=RESISTANCE_HEAT_USE_BIN_PAIRS, + duty_cycle=duty_cycle, + ) + ) - additional_outputs.update(self._rhu_outputs( - rhu_type=rhu_type, - rhu_bins=rhu_wide, - rhu_usage_bins=RESISTANCE_HEAT_USE_WIDE_BIN_PAIRS, - duty_cycle=duty_cycle)) + additional_outputs.update( + self._rhu_outputs( + rhu_type=rhu_type, + rhu_bins=rhu_wide, + rhu_usage_bins=RESISTANCE_HEAT_USE_WIDE_BIN_PAIRS, + duty_cycle=duty_cycle, + ) + ) return additional_outputs + + +def _enough_runtime(series): + if series is None: + return False + + if ENABLE_ENOUGH_RUNTIME_CHECK is False: + # Don't bother checking; we're good + return True + + num_elements = len(series) + num_valid_elements = len(series.dropna()) + return (num_valid_elements / num_elements) > 0.95 diff --git a/thermostat/eeweather_wrapper.py b/thermostat/eeweather_wrapper.py index 08dd1254..e07a6167 100644 --- a/thermostat/eeweather_wrapper.py +++ b/thermostat/eeweather_wrapper.py @@ -1,6 +1,6 @@ -from datetime import datetime +import datetime import eeweather - +import pytz import pandas as pd # This routine is a compact and distilled version of code that was originally @@ -55,9 +55,10 @@ def get_indexed_temperatures_eeweather(usaf_id, index): if index.shape == (0, 0) or index.shape == (0,): return pd.Series([], index=(), dtype=float) years = sorted(index.groupby(index.year).keys()) - start = pd.to_datetime(datetime(years[0], 1, 1), utc=True) - end = pd.to_datetime(datetime(years[-1], 12, 31, 23, 59), utc=True) + start = pd.to_datetime(datetime.datetime(years[0], 1, 1, tzinfo=pytz.UTC)) + end = pd.to_datetime(datetime.datetime(years[-1], 12, 31, 23, 59, tzinfo=pytz.UTC)) tempC, _ = eeweather.load_isd_hourly_temp_data(usaf_id, start, end) + tempC = tempC.resample('H').mean()[index] tempF = _convert_to_farenheit(tempC) return tempF diff --git a/thermostat/equipment_type.py b/thermostat/equipment_type.py index 6c7a8374..3618817b 100644 --- a/thermostat/equipment_type.py +++ b/thermostat/equipment_type.py @@ -5,6 +5,7 @@ 'heat_pump_electric_backup', # Heat pump with electric resistance heat (strip heat) 'heat_pump_no_electric_backup', # Heat pump without electric resistance heat 'heat_pump_dual_fuel', # Dual fuel heat pump (e.g. gas or oil fired) + 'electric_resistance', # Line voltage thermostat electric resistance heat 'other', # Multi-zone, ? 'none', # No central heating system ] @@ -17,6 +18,7 @@ 'two_speed', # Dual capacity heater or dual stage compressor (synonym) 'modulating', # Modulating or variable capacity unit 'variable_speed', # Modulating or variable capacity unit + 'none', # No central heating system ] COOL_TYPE = [ @@ -33,6 +35,7 @@ 'two_stage', # Dual stage compressor (synonym) 'modulating', # Modulating or variable capacity compressor 'variable_speed', # Modulating or variable capacity unit + 'none', # No central cooling system ] #: This mapping is for old scripts that need to refer to the old mapping, but want to use the new functionality. @@ -238,6 +241,24 @@ def has_resistance_heat(heat_type): return False +def is_line_voltage(heat_type): + """ Determines if the heat type is valid for line-voltage thermostats + + Parameters + ---------- + heat_type : str + The name of the heating type + + + Returns + ------- + boolean + """ + if heat_type == 'electric_resistance': + return True + return False + + def validate_heat_type(heat_type): if heat_type is None or heat_type == '' or heat_type in HEAT_TYPE: return True diff --git a/thermostat/importers.py b/thermostat/importers.py index 669c161f..6e68d07a 100644 --- a/thermostat/importers.py +++ b/thermostat/importers.py @@ -1,3 +1,13 @@ +import json +import warnings +import pandas as pd +import dateutil.parser +from pathlib import Path +import os +import pytz +from multiprocessing import Pool, cpu_count +from functools import partial +import logging from thermostat.core import Thermostat from thermostat.equipment_type import ( has_heating, @@ -8,10 +18,10 @@ has_two_stage_heating, has_multi_stage_cooling, has_multi_stage_heating, + is_line_voltage, first_stage_capacity_ratio, ) -import pandas as pd from thermostat.zipcode_lookup import ZIPCODE_LOOKUP from thermostat.eeweather_wrapper import get_indexed_temperatures_eeweather @@ -27,6 +37,7 @@ from functools import partial import logging from pathlib import Path +from thermostat.core import InsufficientDataError try: NUMBER_OF_CORES = len(os.sched_getaffinity(0)) @@ -35,8 +46,6 @@ MAX_FTP_CONNECTIONS = 3 AVAILABLE_PROCESSES = min(NUMBER_OF_CORES, MAX_FTP_CONNECTIONS) -ENABLE_ENOUGH_RUNTIME_CHECK = True - logger = logging.getLogger(__name__) warnings.simplefilter('module', Warning) @@ -121,7 +130,6 @@ def save_json_cache(index, thermostat_id, station, cache_path=None): thermostat_filename = f"{thermostat_id}.json" thermostat_path = directory /thermostat_filename - try: directory.mkdir(exist_ok=True) with open(thermostat_path, 'w') as outfile: @@ -247,7 +255,6 @@ def from_csv(metadata_filename, verbose=False, save_cache=False, shuffle=True, error_list.append(error_dict) else: results.append(result['thermostat']) - # Convert this to an iterator to maintain compatibility return iter(results), error_list @@ -289,7 +296,7 @@ def _multiprocess_func(metadata, metadata_filename, verbose=False, save_cache=Fa except (ZIPCodeLookupError, StationLookupError, ClimateZoneLookupError) as e: # Could not locate a station for the thermostat. Warn and skip. errors.append( - "A sufficient source of outdoor weather data could not" + "A sufficient source of outdoor weather data could not " f"be located for ZIP code {row.zipcode}: {e}" ) @@ -297,7 +304,7 @@ def _multiprocess_func(metadata, metadata_filename, verbose=False, save_cache=Fa errors.append( f"NCDC does not have any data: {e}") - except (ValueError, TypeError) as e: + except (ValueError, TypeError, KeyError, InsufficientDataError) as e: errors.append( f"{e}") @@ -392,31 +399,17 @@ def get_single_thermostat(thermostat_id, zipcode, temp_out = get_indexed_temperatures_eeweather(station, hourly_index_utc - utc_offset) temp_out.index = hourly_index + # Validate line-voltage heat-type doesn't have cooling + if is_line_voltage(heat_type) and has_cooling(cool_type): + message = ("Line-voltage thermostat thermostat_id={} has cooling type set. " + "This thermostat-type doesn't support cooling.".format(thermostat_id)) + raise RuntimeError(message) + # load daily time series values auxiliary_heat_runtime, emergency_heat_runtime = _calculate_aux_emerg_runtime(df, thermostat_id, heat_type, heat_stage, hourly_index) cool_runtime = _calculate_cool_runtime(df, thermostat_id, cool_type, cool_stage, hourly_index) heat_runtime = _calculate_heat_runtime(df, thermostat_id, heat_type, heat_stage, hourly_index) - # Give the thermostats the benefit of the doubt (especially if the runtime is None) - enough_cool_runtime = True - enough_heat_runtime = True - - # Currently checks hourly runtime, not daily - if cool_runtime is not None: - cool_runtime_daily = cool_runtime.interpolate(limit=2).resample('D').agg(pd.Series.sum, skipna=False) - enough_cool_runtime = _enough_runtime(cool_runtime_daily) - if heat_runtime is not None: - heat_runtime_daily = heat_runtime.interpolate(limit=2).resample('D').agg(pd.Series.sum, skipna=False) - enough_heat_runtime = _enough_runtime(heat_runtime_daily) - - if not(enough_cool_runtime and enough_heat_runtime): - message = "Not enough runtime for thermostat " - if not enough_heat_runtime: - message += "(Heat runtime has over 5% missing data) " - if not enough_cool_runtime: - message += "(Cool runtime has over 5% missing data) " - raise ValueError(message) - # create thermostat instance thermostat = Thermostat( thermostat_id, @@ -518,16 +511,3 @@ def _create_series(df, index): series = df series.index = index return series - - -def _enough_runtime(series): - if series is None: - return False - - if ENABLE_ENOUGH_RUNTIME_CHECK is False: - # Don't bother checking; we're good - return True - - num_elements = len(series) - num_valid_elements = len(series.dropna()) - return (num_valid_elements / num_elements) > 0.95 diff --git a/thermostat/parallel.py b/thermostat/parallel.py index 0e55ee57..85f233fe 100644 --- a/thermostat/parallel.py +++ b/thermostat/parallel.py @@ -46,6 +46,8 @@ def schedule_batches(metadata_filename, n_batches, zip_files=False, batches_dir= raise ValueError(message) else: batches_dir = Path(batches_dir) + + metadata_filename = Path(metadata_filename) metadata_df = pd.read_csv(metadata_filename, dtype={"zipcode": str}) stations = [get_closest_station_by_zipcode(zipcode) for zipcode in metadata_df.zipcode] @@ -83,7 +85,7 @@ def schedule_batches(metadata_filename, n_batches, zip_files=False, batches_dir= batch_dfs = [pd.DataFrame(rows) for rows in batches] if zip_files: - + batches_dir = Path(batches_dir) batches_dir.mkdir(exist_ok=True) batch_zipfile_names = [] @@ -97,11 +99,11 @@ def schedule_batches(metadata_filename, n_batches, zip_files=False, batches_dir= batch_df.to_csv(fname, index=False) with ZipFile(batch_zipfile_name, 'w') as batch_zip: - batch_zip.write(fname, arcname=(Path('data')/'metadata.csv')) + batch_zip.write(fname, arcname=Path('data') / 'metadata.csv') for filename in batch_df.interval_data_filename: interval_data_source = metadata_filename.parents[0] / filename - batch_zip.write(interval_data_source, arcname=(Path('data') / filename)) + batch_zip.write(interval_data_source, arcname=Path('data') / filename) return batch_zipfile_names diff --git a/thermostat/resources/NationalAverageClimateZoneWeightings.csv b/thermostat/resources/NationalAverageClimateZoneWeightings.csv index 7de2f267..6d8661cc 100644 --- a/thermostat/resources/NationalAverageClimateZoneWeightings.csv +++ b/thermostat/resources/NationalAverageClimateZoneWeightings.csv @@ -1,6 +1,6 @@ climate_zone,heating_weight,cooling_weight -Very-Cold/Cold,0.549,0.096 -Mixed-Humid,0.312,0.340 -Mixed-Dry/Hot-Dry,0.054,0.144 -Hot-Humid,0.049,0.420 -Marine,0.036,0.000 +very-cold_cold,0.564,0.194 +mixed-humid,0.294,0.311 +mixed-dry_hot-dry,0.051,0.137 +hot-humid,0.054,0.345 +marine,0.037,0.013 diff --git a/thermostat/stats.py b/thermostat/stats.py index c4723fbc..954cf1f5 100644 --- a/thermostat/stats.py +++ b/thermostat/stats.py @@ -311,9 +311,12 @@ def compute_summary_statistics( - label: label - number of total core day sets: n_total_core_day_sets + insufficient: List + A list of Climate Zones with less than thirty (30) thermostats represented in the sample. + Each Climate Zone needs to have at least 30 thermostats represented, otherwise there is insufficient sample. + The driver script will use this to both warn of insufficient sample and to create a file of climate zones that did not meet the minimum criteria. """ - if target_baseline_method not in ["baseline_percentile", "baseline_regional"]: message = ( 'Baseline method not supported - please use one of' diff --git a/tox.ini b/tox.ini index 8ad4147d..ada9fb0b 100644 --- a/tox.ini +++ b/tox.ini @@ -1,5 +1,5 @@ [tox] -envlist = clean,py{36,37,38,39,310},report +envlist = clean,py{37,38,39,310, 311},report [pytest] testpaths = tests @@ -7,7 +7,6 @@ addopts = --cov --cov-report=term-missing --cov=thermostat --cov-append -x [testenv] -passenv = TRAVIS TRAVIS_JOB_ID TRAVIS_BRANCH deps = pytest pytest-cov @@ -15,8 +14,8 @@ commands = pytest {posargs:-vv} depends = - {py36,py37,py38,py39}: clean - report: py36,py37,py38,py39,py310 + {py37,py38,py39,py310,py311}: clean + report: py37,py38,py39,py310,py311 [testenv:report] deps = coverage