From 1f204ceb5e845abee31af98ba9fc2f3223e2b7a7 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 15 Jan 2020 01:04:03 -0800 Subject: [PATCH 01/21] add Kimber soiling model --- pvlib/soiling.py | 120 +++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 120 insertions(+) create mode 100644 pvlib/soiling.py diff --git a/pvlib/soiling.py b/pvlib/soiling.py new file mode 100644 index 0000000000..a2495961ac --- /dev/null +++ b/pvlib/soiling.py @@ -0,0 +1,120 @@ +# -*- coding: utf-8 -*- +""" +Soiling models +""" + +import datetime +import pandas as pd + + +def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, + grace_period=14, max_soiling=0.3, manual_wash_dates=None, + initial_soiling = 0): + """ + Kimber soiling model [1]_ assumes soiling builds-up at aa daily rate unless + the daily rainfall is greater than a threshold. The model also assumes that + if daily rainfall has exceeded the threshold within a grace period, then + the ground is too damp to cause soiling build-up. The model also assumes + there is a maximum soiling build-up. Scheduled manual washes and rain + events are assumed to rest soiling to zero. + + Parameters + ---------- + rainfall_timeseries : pandas.Series + a timeseries of rainfall in millimeters + threshold : float, default 6 + the amount of rain in millimeters [mm] required to clean the panels + soiling_rate: float, default 0.0015 + daily soiling rate, enter as fraction, not percent, default is 0.15% + grace_period : int, default 14 + The number of days after a rainfall event when it's assumed the ground + is damp, and so it's assumed there is no soiling. Change to smaller + value for dry climate, default is 14-days + max_soiling : float, default 0.3 + maximum soiling, soiling will build-up until this value, enter as + fraction, not percent, default is 30% + manual_wash_dates : sequence or None, default None + A list or tuple of Python ``datetime.date`` when the panels were + manually cleaned. Note there is no grace period after a manual + cleaning, so soiling begins to build-up immediately after a manual + cleaning + initial_soiling : float, default 0 + the initial fraction of soiling on the panels at time zero in the input + + Returns + ------- + soiling : timeseries + soiling build-up fraction + + References + ---------- + .. [1] "The Effect of Soiling on Large Grid-Connected Photovoltaic Systems + in California and the Southwest Region of the United States," Addriane + Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy + Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` + """ + # convert grace_period to timedelata + grace_period = datetime.timedelta(days=grace_period) + + # manual wash dates + if manual_wash_dates is None: + manual_wash_dates = [] + + # resample rainfall as days by summing intermediate times + rainfall = rainfall_timeseries.resample("D").sum() + + # set indices to the end of the day + rainfall.index = rainfall.index + datetime.timedelta(hours=23) + + # soiling + soiling = pd.Series(float('NaN'), index=rainfall_timeseries.index) + + # set 1st timestep to initial soiling + soiling.iloc[0] = initial_soiling + + # rainfall events that clean the panels + rain_events = rainfall > threshold + + # loop over days + for today in rainfall.index: + + # did rain exceed threshold? + rain_exceed_thresh = rainfall[today] > threshold + + # if yes, then set soiling to zero + if rain_exceed_thresh: + soiling[today] = 0 + initial_soiling = 0 + continue + + # start day of grace period + start_day = today - grace_period + + # rainfall event during grace period? + rain_in_grace_period = any( rain_events [ start_day : today ] ) + + # if rain exceeded threshold during grace period, + # assume ground is still damp, so no or v. low soiling + if rain_in_grace_period: + soiling[today] = 0 + initial_soiling = 0 + continue + + # is this a manual wash date? + if today.date() in manual_wash_dates: + soiling[today] = 0 + initial_soiling = 0 + continue + + # so, it didn't rain enough to clean, it hasn't rained enough recently, + # and we didn't manually clean panels, so soil them by adding daily + # soiling rate to soiling from previous day + total_soil = initial_soiling + soiling_rate + + # check if soiling has reached the maximum + soiling[today] = ( + max_soiling if (total_soil >= max_soiling) else total_soil) + + initial_soiling = soiling[today] # reset initial soiling + + return soiling.interpolate() From d9e8c9916970f427619de4f7a5323c659e779528 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 15 Jan 2020 01:09:08 -0800 Subject: [PATCH 02/21] remove spaces, thx stickler --- pvlib/soiling.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pvlib/soiling.py b/pvlib/soiling.py index a2495961ac..eeb2348831 100644 --- a/pvlib/soiling.py +++ b/pvlib/soiling.py @@ -9,7 +9,7 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, - initial_soiling = 0): + initial_soiling=0): """ Kimber soiling model [1]_ assumes soiling builds-up at aa daily rate unless the daily rainfall is greater than a threshold. The model also assumes that @@ -91,7 +91,7 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, start_day = today - grace_period # rainfall event during grace period? - rain_in_grace_period = any( rain_events [ start_day : today ] ) + rain_in_grace_period = any(rain_events[start_day:today]) # if rain exceeded threshold during grace period, # assume ground is still damp, so no or v. low soiling From 1b0b74e9a51f3da7e03f7f2e05fc812a3169ba18 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 15 Jan 2020 13:28:58 -0800 Subject: [PATCH 03/21] typos: aa = a, rest = reset --- pvlib/soiling.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pvlib/soiling.py b/pvlib/soiling.py index eeb2348831..c07b7f98fd 100644 --- a/pvlib/soiling.py +++ b/pvlib/soiling.py @@ -11,12 +11,12 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ - Kimber soiling model [1]_ assumes soiling builds-up at aa daily rate unless + Kimber soiling model [1]_ assumes soiling builds-up at a daily rate unless the daily rainfall is greater than a threshold. The model also assumes that if daily rainfall has exceeded the threshold within a grace period, then the ground is too damp to cause soiling build-up. The model also assumes there is a maximum soiling build-up. Scheduled manual washes and rain - events are assumed to rest soiling to zero. + events are assumed to reset soiling to zero. Parameters ---------- From ed5c444b8c62a44c0644dd25515eec8f918375c2 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Mon, 20 Jan 2020 23:23:48 -0800 Subject: [PATCH 04/21] move soiling to losses --- pvlib/{soiling.py => losses.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename pvlib/{soiling.py => losses.py} (100%) diff --git a/pvlib/soiling.py b/pvlib/losses.py similarity index 100% rename from pvlib/soiling.py rename to pvlib/losses.py From 671ff00785c2191190cd7dc540bdceb4c97bb808 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 12 Feb 2020 18:00:58 -0800 Subject: [PATCH 05/21] add test for kimber soiling model * also add a gallery example draft --- .../plot_greensboro_kimber_soiling.py | 57 + pvlib/data/greensboro_kimber_soil_nowash.dat | 8761 +++++++++++++++++ pvlib/tests/test_losses.py | 36 +- 3 files changed, 8852 insertions(+), 2 deletions(-) create mode 100644 docs/examples/plot_greensboro_kimber_soiling.py create mode 100644 pvlib/data/greensboro_kimber_soil_nowash.dat diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py new file mode 100644 index 0000000000..ff8346b37a --- /dev/null +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -0,0 +1,57 @@ +""" +Kimber Soiling Model +==================== + +Examples of soiling using the Kimber model [1]_. + +References +---------- +.. [1] "The Effect of Soiling on Large Grid-Connected Photovoltaic Systems +in California and the Southwest Region of the United States," Addriane +Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy +Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` +""" + +#%% +# This example shows basic usage of pvlib's Kimber Soiling model with +# :py:meth:`pvlib.losses.soiling_kimber`. +# +# The Kimber Soiling model assumes that soiling builds up at a constant rain +# until cleaned either manually or by rain. The rain must reach a threshold to +# clean the panels. When rains exceeds the threshold, it's assumed the earth is +# damp for a grace period before it begins to soil again. There is a maximum +# soiling build up rate that cannot be exceeded even if there's no rain or +# manual cleaning. +# +# Threshold +# --------- +# The examples shown here demonstrate how the threshold affect soiling. Because +# soiling depends on rainfall, loading weather data is always the first step. + +import pandas as pd +from matplotlib import pyplot as plt +from pvlib.iotools import read_tmy3 +from pvlib.losses import soiling_kimber +from pvlib.tests.conftest import DATA_DIR + +# get TMY3 data with rain +greensboro = read_tmy3(DATA_DIR / '723170TYA.CSV', coerce_year=1990) +# NOTE: can't use Sand Point, AK b/c Lprecipdepth is -9900, ie: missing +greensboro_rain = greensboro[0].Lprecipdepth +# calculate soiling with no wash dates +soiling_no_wash = soiling_kimber(greensboro_rain, threshold=25) +soiling_no_wash.name = 'soiling' +# daily rain totals +daily_rain = greensboro_rain.resample('D').sum() +plt.plot( + daily_rain.index, daily_rain.values/25.4, + soiling_no_wash.index, soiling_no_wash.values*100.0) +plt.hlines(25/25.4, xmin='1990-01-01', xmax='1990-12-31')#, linestyles=':') +plt.grid() +plt.title('Kimber Soiling Model, dottled line shows threshold (6mm)') +plt.xlabel('timestamp') +plt.ylabel('soiling build-up fraction [%] and daily rainfall [inches]') +plt.legend(['daily rainfall [in]', 'soiling [%]']) +plt.tight_layout() + +plt.show() diff --git a/pvlib/data/greensboro_kimber_soil_nowash.dat b/pvlib/data/greensboro_kimber_soil_nowash.dat new file mode 100644 index 0000000000..a34b012d93 --- /dev/null +++ b/pvlib/data/greensboro_kimber_soil_nowash.dat @@ -0,0 +1,8761 @@ +timestamp,soiling +1990-01-01 01:00:00-05:00,0.0 +1990-01-01 02:00:00-05:00,0.0 +1990-01-01 03:00:00-05:00,0.0 +1990-01-01 04:00:00-05:00,0.0 +1990-01-01 05:00:00-05:00,0.0 +1990-01-01 06:00:00-05:00,0.0 +1990-01-01 07:00:00-05:00,0.0 +1990-01-01 08:00:00-05:00,0.0 +1990-01-01 09:00:00-05:00,0.0 +1990-01-01 10:00:00-05:00,0.0 +1990-01-01 11:00:00-05:00,0.0 +1990-01-01 12:00:00-05:00,0.0 +1990-01-01 13:00:00-05:00,0.0 +1990-01-01 14:00:00-05:00,0.0 +1990-01-01 15:00:00-05:00,0.0 +1990-01-01 16:00:00-05:00,0.0 +1990-01-01 17:00:00-05:00,0.0 +1990-01-01 18:00:00-05:00,0.0 +1990-01-01 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b/pvlib/tests/test_losses.py @@ -1,7 +1,13 @@ +# -*- coding: utf-8 -*- +"""Test losses""" + +import datetime +import numpy as np import pandas as pd from pandas.util.testing import assert_series_equal -from pvlib.losses import soiling_hsu -from conftest import requires_scipy +from pvlib.losses import soiling_hsu, soiling_kimber +from pvlib.iotools import read_tmy3 +from conftest import requires_scipy, DATA_DIR import pytest @@ -90,3 +96,29 @@ def test_soiling_hsu(rainfall_input, expected_output_2): rain_accum_period=pd.Timedelta('3h')) assert_series_equal(result, expected) + + +@pytest.fixture +def expected_kimber_soiling_greensboro(): + expected = pd.read_csv( + DATA_DIR / 'greensboro_kimber_soil_nowash.dat', + parse_dates=True, index_col='timestamp') + return expected + + +def test_kimber_soiling(expected_kimber_soiling_greensboro): + """Test Kimber Soiling model""" + # get TMY3 data with rain + greensboro = read_tmy3(DATA_DIR / '723170TYA.CSV', coerce_year=1990) + # NOTE: can't use Sand Point, AK b/c Lprecipdepth is -9900, ie: missing + greensboro_rain = greensboro[0].Lprecipdepth + # Greensboro typical expected annual rainfall is 8345mm + assert greensboro_rain.sum() == 8345 + # calculate soiling with no wash dates + soiling_no_wash = soiling_kimber(greensboro_rain) + soiling_no_wash.name = 'soiling' + # test no washes + assert np.allclose( + soiling_no_wash.values, + expected_kimber_soiling_greensboro['soiling'].values) + return soiling_no_wash, greensboro_rain From 55bd7c59b7e3bef46e4a90cf781e429a40a998e0 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 12 Feb 2020 18:21:50 -0800 Subject: [PATCH 06/21] add kimber to api.rst * use pd.to_datetime for plt * start to add manwash test using datetime --- docs/examples/plot_greensboro_kimber_soiling.py | 8 ++++---- docs/sphinx/source/api.rst | 1 + pvlib/tests/test_losses.py | 4 +++- 3 files changed, 8 insertions(+), 5 deletions(-) diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index ff8346b37a..3146d8af61 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -12,7 +12,7 @@ Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` """ -#%% +# %% # This example shows basic usage of pvlib's Kimber Soiling model with # :py:meth:`pvlib.losses.soiling_kimber`. # @@ -44,9 +44,9 @@ # daily rain totals daily_rain = greensboro_rain.resample('D').sum() plt.plot( - daily_rain.index, daily_rain.values/25.4, - soiling_no_wash.index, soiling_no_wash.values*100.0) -plt.hlines(25/25.4, xmin='1990-01-01', xmax='1990-12-31')#, linestyles=':') + pd.to_datetime(daily_rain.index), daily_rain.values/25.4, + pd.to_datetime(soiling_no_wash.index), soiling_no_wash.values*100.0) +plt.hlines(25/25.4, xmin='1990-01-01', xmax='1990-12-31', linestyles='--') plt.grid() plt.title('Kimber Soiling Model, dottled line shows threshold (6mm)') plt.xlabel('timestamp') diff --git a/docs/sphinx/source/api.rst b/docs/sphinx/source/api.rst index 01af8f6505..8237e3908a 100644 --- a/docs/sphinx/source/api.rst +++ b/docs/sphinx/source/api.rst @@ -315,6 +315,7 @@ Losses :toctree: generated/ losses.soiling_hsu + losses.soiling_kimber Other diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index 81bb512f65..bb3bc98b24 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -121,4 +121,6 @@ def test_kimber_soiling(expected_kimber_soiling_greensboro): assert np.allclose( soiling_no_wash.values, expected_kimber_soiling_greensboro['soiling'].values) - return soiling_no_wash, greensboro_rain + manwash = [datetime.date(1990,11,1), ] + soiling_manwash = soiling_kimber( + greensboro_rain, manual_wash_dates=manwash) From 8988864c0d37758022e09794c35550e62bd58d34 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 12 Feb 2020 18:37:29 -0800 Subject: [PATCH 07/21] add test for manual wash * add test data for manual wash * try to fix example plot using to_pydatetime --- .../plot_greensboro_kimber_soiling.py | 4 +- pvlib/data/greensboro_kimber_soil_manwash.dat | 8761 +++++++++++++++++ pvlib/tests/test_losses.py | 15 +- 3 files changed, 8774 insertions(+), 6 deletions(-) create mode 100644 pvlib/data/greensboro_kimber_soil_manwash.dat diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index 3146d8af61..630dad8b39 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -44,8 +44,8 @@ # daily rain totals daily_rain = greensboro_rain.resample('D').sum() plt.plot( - pd.to_datetime(daily_rain.index), daily_rain.values/25.4, - pd.to_datetime(soiling_no_wash.index), soiling_no_wash.values*100.0) + daily_rain.index.to_pydatetime(), daily_rain.values/25.4, + soiling_no_wash.index.to_pydatetime(), soiling_no_wash.values*100.0) plt.hlines(25/25.4, xmin='1990-01-01', xmax='1990-12-31', linestyles='--') plt.grid() plt.title('Kimber Soiling Model, dottled line shows threshold (6mm)') diff --git a/pvlib/data/greensboro_kimber_soil_manwash.dat b/pvlib/data/greensboro_kimber_soil_manwash.dat new file mode 100644 index 0000000000..7411bfd581 --- /dev/null +++ b/pvlib/data/greensboro_kimber_soil_manwash.dat @@ -0,0 +1,8761 @@ +timestamp,soiling +1990-01-01 01:00:00-05:00,0.0 +1990-01-01 02:00:00-05:00,0.0 +1990-01-01 03:00:00-05:00,0.0 +1990-01-01 04:00:00-05:00,0.0 +1990-01-01 05:00:00-05:00,0.0 +1990-01-01 06:00:00-05:00,0.0 +1990-01-01 07:00:00-05:00,0.0 +1990-01-01 08:00:00-05:00,0.0 +1990-01-01 09:00:00-05:00,0.0 +1990-01-01 10:00:00-05:00,0.0 +1990-01-01 11:00:00-05:00,0.0 +1990-01-01 12:00:00-05:00,0.0 +1990-01-01 13:00:00-05:00,0.0 +1990-01-01 14:00:00-05:00,0.0 +1990-01-01 15:00:00-05:00,0.0 +1990-01-01 16:00:00-05:00,0.0 +1990-01-01 17:00:00-05:00,0.0 +1990-01-01 18:00:00-05:00,0.0 +1990-01-01 19:00:00-05:00,0.0 +1990-01-01 20:00:00-05:00,0.0 +1990-01-01 21:00:00-05:00,0.0 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test_kimber_soiling(expected_kimber_soiling_greensboro): @@ -120,7 +123,11 @@ def test_kimber_soiling(expected_kimber_soiling_greensboro): # test no washes assert np.allclose( soiling_no_wash.values, - expected_kimber_soiling_greensboro['soiling'].values) - manwash = [datetime.date(1990,11,1), ] + expected_kimber_soiling_greensboro[0]['soiling'].values) + manwash = [datetime.date(1990, 2, 15), ] soiling_manwash = soiling_kimber( greensboro_rain, manual_wash_dates=manwash) + # test manual wash + assert np.allclose( + soiling_manwash.values, + expected_kimber_soiling_greensboro[1]['soiling'].values) From a1372a6e171d5c915b9dc91df24094c607497864 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 12 Feb 2020 18:44:06 -0800 Subject: [PATCH 08/21] please fix kimber gallery example --- docs/examples/plot_greensboro_kimber_soiling.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index 630dad8b39..eba914ff49 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -28,7 +28,7 @@ # The examples shown here demonstrate how the threshold affect soiling. Because # soiling depends on rainfall, loading weather data is always the first step. -import pandas as pd +from datetime import datetime from matplotlib import pyplot as plt from pvlib.iotools import read_tmy3 from pvlib.losses import soiling_kimber @@ -39,14 +39,17 @@ # NOTE: can't use Sand Point, AK b/c Lprecipdepth is -9900, ie: missing greensboro_rain = greensboro[0].Lprecipdepth # calculate soiling with no wash dates -soiling_no_wash = soiling_kimber(greensboro_rain, threshold=25) +THRESHOLD = 25.0 +soiling_no_wash = soiling_kimber(greensboro_rain, threshold=THRESHOLD) soiling_no_wash.name = 'soiling' # daily rain totals daily_rain = greensboro_rain.resample('D').sum() plt.plot( daily_rain.index.to_pydatetime(), daily_rain.values/25.4, soiling_no_wash.index.to_pydatetime(), soiling_no_wash.values*100.0) -plt.hlines(25/25.4, xmin='1990-01-01', xmax='1990-12-31', linestyles='--') +plt.hlines( + THRESHOLD/25.4, xmin=datetime(1990, 1, 1), xmax=datetime(1990, 12, 31), + linestyles='--') plt.grid() plt.title('Kimber Soiling Model, dottled line shows threshold (6mm)') plt.xlabel('timestamp') From e174dba718f135774116a53eb22d95889f9d1485 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Wed, 12 Feb 2020 19:47:19 -0800 Subject: [PATCH 09/21] Fix indent on references --- docs/examples/plot_greensboro_kimber_soiling.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index eba914ff49..c7618b41f2 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -7,9 +7,9 @@ References ---------- .. [1] "The Effect of Soiling on Large Grid-Connected Photovoltaic Systems -in California and the Southwest Region of the United States," Addriane -Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy -Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` + in California and the Southwest Region of the United States," Addriane + Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy + Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` """ # %% From f01d52fa53a9bf9239f5e9a1bd36642bf4b753a4 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 00:36:44 -0800 Subject: [PATCH 10/21] add test for no rain, max soil * reuse rainfall events * combine zero soil assignments --- pvlib/losses.py | 18 ++++++------------ pvlib/tests/test_losses.py | 15 +++++++++++++++ 2 files changed, 21 insertions(+), 12 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index 393ab33b94..f56c9975c1 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -159,13 +159,9 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, # loop over days for today in rainfall.index: - # did rain exceed threshold? - rain_exceed_thresh = rainfall[today] > threshold - - # if yes, then set soiling to zero - if rain_exceed_thresh: - soiling[today] = 0 - initial_soiling = 0 + # if rain exceed threshold today, set soiling to zero + if rain_events[today]: + soiling[today] = initial_soiling = 0 continue # start day of grace period @@ -175,16 +171,14 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, rain_in_grace_period = any(rain_events[start_day:today]) # if rain exceeded threshold during grace period, - # assume ground is still damp, so no or v. low soiling + # assume ground is still damp, so no or very low soiling if rain_in_grace_period: - soiling[today] = 0 - initial_soiling = 0 + soiling[today] = initial_soiling = 0 continue # is this a manual wash date? if today.date() in manual_wash_dates: - soiling[today] = 0 - initial_soiling = 0 + soiling[today] = initial_soiling = 0 continue # so, it didn't rain enough to clean, it hasn't rained enough recently, diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index 130aa0b7c7..fa72ef3208 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -124,10 +124,25 @@ def test_kimber_soiling(expected_kimber_soiling_greensboro): assert np.allclose( soiling_no_wash.values, expected_kimber_soiling_greensboro[0]['soiling'].values) + # a manual wash date manwash = [datetime.date(1990, 2, 15), ] + # calculate soiling with manual wash soiling_manwash = soiling_kimber( greensboro_rain, manual_wash_dates=manwash) # test manual wash assert np.allclose( soiling_manwash.values, expected_kimber_soiling_greensboro[1]['soiling'].values) + # a year with no rain + norain = pd.Series(0, index=greensboro_rain.index) + # calculate soiling with no rain + soiling_norain = soiling_kimber(norain) + # expected soiling reaches maximum + # NOTE: TMY3 data starts at 1AM, not midnite! + norain = np.ones(8760) * 0.0015/24 + norain[0] += 0.0015/24 + norain = np.cumsum(norain) + norain[:22] = np.arange(0, 0.0015, 0.0015/22) + norain = np.where(norain > 0.3, 0.3, norain) + # test no rain, soiling reaches maximum + assert np.allclose(soiling_norain.values, norain) From 04eb7581c672b4ff09f6f7fb2cdee2c1b1b63b51 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 01:43:12 -0800 Subject: [PATCH 11/21] fix typos in Kimber soiling model * correct Adrianne spelling * add table of soiling rates from figure 3 from Kimber paper * fix reference indents in docstring --- .../plot_greensboro_kimber_soiling.py | 14 +++++----- pvlib/losses.py | 26 ++++++++++++++++--- 2 files changed, 30 insertions(+), 10 deletions(-) diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index c7618b41f2..0fc7a889f3 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -7,7 +7,7 @@ References ---------- .. [1] "The Effect of Soiling on Large Grid-Connected Photovoltaic Systems - in California and the Southwest Region of the United States," Addriane + in California and the Southwest Region of the United States," Adrianne Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` """ @@ -16,17 +16,18 @@ # This example shows basic usage of pvlib's Kimber Soiling model with # :py:meth:`pvlib.losses.soiling_kimber`. # -# The Kimber Soiling model assumes that soiling builds up at a constant rain +# The Kimber Soiling model assumes that soiling builds up at a constant rate # until cleaned either manually or by rain. The rain must reach a threshold to # clean the panels. When rains exceeds the threshold, it's assumed the earth is # damp for a grace period before it begins to soil again. There is a maximum -# soiling build up rate that cannot be exceeded even if there's no rain or +# soiling build up that cannot be exceeded even if there's no rain or # manual cleaning. # # Threshold # --------- -# The examples shown here demonstrate how the threshold affect soiling. Because -# soiling depends on rainfall, loading weather data is always the first step. +# The example shown here demonstrates how the threshold affects soiling. +# Because soiling depends on rainfall, loading weather data is always the first +# step. from datetime import datetime from matplotlib import pyplot as plt @@ -51,7 +52,8 @@ THRESHOLD/25.4, xmin=datetime(1990, 1, 1), xmax=datetime(1990, 12, 31), linestyles='--') plt.grid() -plt.title('Kimber Soiling Model, dottled line shows threshold (6mm)') +plt.title( + f'Kimber Soiling Model, dashed line shows threshold ({THRESHOLD}[mm])') plt.xlabel('timestamp') plt.ylabel('soiling build-up fraction [%] and daily rainfall [inches]') plt.legend(['daily rainfall [in]', 'soiling [%]']) diff --git a/pvlib/losses.py b/pvlib/losses.py index f56c9975c1..34531846e0 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -124,15 +124,33 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Returns ------- - soiling : timeseries + soiling : pandas.Series soiling build-up fraction + Notes + ----- + The soiling rate depends on both the geographical region and the soiling + environment type. Rates measured by Kimber [1]_ are summarized in the following + table: + + =================== ======= ========= ====================== + Region/Environment Rural Suburban Urban/Highway/Airport + =================== ======= ========= ====================== + Central Valley 0.0011 0.0019 0.0020 + Northern CA 0.0011 0.0010 0.0016 + Southern CA 0 0.0016 0.0019 + Desert 0.0030 0.0030 0.0030 + =================== ======= ======== ====================== + + Rainfall thresholds may also vary slightly by region. Please consult [1]_ + more information. + References ---------- .. [1] "The Effect of Soiling on Large Grid-Connected Photovoltaic Systems - in California and the Southwest Region of the United States," Addriane - Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy - Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` + in California and the Southwest Region of the United States," Adrianne + Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy + Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` """ # convert grace_period to timedelata grace_period = datetime.timedelta(days=grace_period) From ec26d8ff676cc177440e046e35ecd78605184a1f Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 01:55:21 -0800 Subject: [PATCH 12/21] update what's new w/ kimber model * fix table malformed table in losses * fix long line in docstring --- docs/sphinx/source/whatsnew/v0.7.2.rst | 1 + pvlib/losses.py | 6 +++--- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.7.2.rst b/docs/sphinx/source/whatsnew/v0.7.2.rst index 35511e6202..6b33b496a3 100644 --- a/docs/sphinx/source/whatsnew/v0.7.2.rst +++ b/docs/sphinx/source/whatsnew/v0.7.2.rst @@ -8,6 +8,7 @@ Enhancements * TMY3 dataframe returned by :py:func:`~pvlib.iotools.read_tmy3` now contains the original ``Date (MM/DD/YYYY)`` and ``Time (HH:MM)`` columns that the indices were parsed from (:pull:`866`) +* Add Kimber soiling model :py:func:`pvlib.losses.soiling_kimber` (:pull:`860`) Bug fixes ~~~~~~~~~ diff --git a/pvlib/losses.py b/pvlib/losses.py index 34531846e0..277060f63c 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -130,8 +130,8 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Notes ----- The soiling rate depends on both the geographical region and the soiling - environment type. Rates measured by Kimber [1]_ are summarized in the following - table: + environment type. Rates measured by Kimber [1]_ are summarized in the + following table: =================== ======= ========= ====================== Region/Environment Rural Suburban Urban/Highway/Airport @@ -140,7 +140,7 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Northern CA 0.0011 0.0010 0.0016 Southern CA 0 0.0016 0.0019 Desert 0.0030 0.0030 0.0030 - =================== ======= ======== ====================== + =================== ======= ========= ====================== Rainfall thresholds may also vary slightly by region. Please consult [1]_ more information. From ba16b2b83e52998cb612bb4b0af6c9892202134e Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 09:43:29 -0800 Subject: [PATCH 13/21] Apply suggestions from code review * change `rainfall_timeseries` input arg to just `rainfall` * clarification of rainfall input, put units in brackets at end of definition * change `threshold` input arg to `cleaning_threashold` * change `soiling_rate` input arg to `soiling_loss_rate` and clarify definition as energy loss putting units [unitless] in brackets at the end of the definition * remove suggestion regarding grace period to the Notes section * fix formatting of return, there is no name, only return type * improve notes section to add that grace period may also vary by region and to use energy loss rate instead of soiling since it's not a mass rate Co-Authored-By: Cliff Hansen --- pvlib/losses.py | 21 ++++++++++----------- 1 file changed, 10 insertions(+), 11 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index 277060f63c..8859c0af1b 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -92,7 +92,7 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ - Kimber soiling model [1]_ assumes soiling builds-up at a daily rate unless + Kimber soiling model [1]_ assumes soiling builds up at a daily rate unless the daily rainfall is greater than a threshold. The model also assumes that if daily rainfall has exceeded the threshold within a grace period, then the ground is too damp to cause soiling build-up. The model also assumes @@ -101,16 +101,15 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Parameters ---------- - rainfall_timeseries : pandas.Series - a timeseries of rainfall in millimeters - threshold : float, default 6 + rainfall: pandas.Series + Accumulated rainfall at the end of each time period [mm] + cleaning_threshold: float, default 6 the amount of rain in millimeters [mm] required to clean the panels - soiling_rate: float, default 0.0015 - daily soiling rate, enter as fraction, not percent, default is 0.15% + soiling_loss_rate: float, default 0.0015 + fraction of energy lost to one day of soiling [unitless] grace_period : int, default 14 The number of days after a rainfall event when it's assumed the ground - is damp, and so it's assumed there is no soiling. Change to smaller - value for dry climate, default is 14-days + is damp, and so it's assumed there is no soiling. max_soiling : float, default 0.3 maximum soiling, soiling will build-up until this value, enter as fraction, not percent, default is 30% @@ -124,12 +123,12 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Returns ------- - soiling : pandas.Series + pandas.Series soiling build-up fraction Notes ----- - The soiling rate depends on both the geographical region and the soiling + The soiling loss rate depends on both the geographical region and the soiling environment type. Rates measured by Kimber [1]_ are summarized in the following table: @@ -142,7 +141,7 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Desert 0.0030 0.0030 0.0030 =================== ======= ========= ====================== - Rainfall thresholds may also vary slightly by region. Please consult [1]_ + Rainfall thresholds and grace periods may also vary by region. Please consult [1]_ more information. References From 7c86399b9e07e8399ff5c12d19af912951150bcc Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 10:15:11 -0800 Subject: [PATCH 14/21] update rainfall and threshold args in kimber * to match docstring improvement suggested in code review * wrap long lines * be more consistent with HSU docstring --- pvlib/losses.py | 48 ++++++++++++++++++++++++------------------------ 1 file changed, 24 insertions(+), 24 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index 8859c0af1b..17f6941eb1 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -88,7 +88,7 @@ def soiling_hsu(rainfall, cleaning_threshold, tilt, pm2_5, pm10, return soiling_ratio -def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, +def soiling_kimber(rainfall, cleaning_threshold=6, soiling_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ @@ -102,35 +102,35 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Parameters ---------- rainfall: pandas.Series - Accumulated rainfall at the end of each time period [mm] + Accumulated rainfall at the end of each time period. [mm] cleaning_threshold: float, default 6 - the amount of rain in millimeters [mm] required to clean the panels + Amount of daily rainfall required to clean the panels. [mm] soiling_loss_rate: float, default 0.0015 - fraction of energy lost to one day of soiling [unitless] + Fraction of energy lost due to one day of soiling. [unitless] grace_period : int, default 14 - The number of days after a rainfall event when it's assumed the ground - is damp, and so it's assumed there is no soiling. + Number of days after a rainfall event when it's assumed the ground is + damp, and so it's assumed there is no soiling. [days] max_soiling : float, default 0.3 - maximum soiling, soiling will build-up until this value, enter as - fraction, not percent, default is 30% + Maximum fraction of energy lost due to soiling. Soiling will build up + until this value. [unitless] manual_wash_dates : sequence or None, default None - A list or tuple of Python ``datetime.date`` when the panels were - manually cleaned. Note there is no grace period after a manual - cleaning, so soiling begins to build-up immediately after a manual - cleaning + List or tuple of dates as Python ``datetime.date`` when the panels were + washed manually. Note there is no grace period after a manual wash, so + soiling begins to build up immediately. initial_soiling : float, default 0 - the initial fraction of soiling on the panels at time zero in the input + Initial fraction of energy lost due to soiling at time zero in the + `rainfall` series input. [unitless] Returns ------- pandas.Series - soiling build-up fraction + fraction of energy lost due to soiling, has same intervals as input Notes ----- - The soiling loss rate depends on both the geographical region and the soiling - environment type. Rates measured by Kimber [1]_ are summarized in the - following table: + The soiling loss rate depends on both the geographical region and the + soiling environment type. Rates measured by Kimber [1]_ are summarized in + the following table: =================== ======= ========= ====================== Region/Environment Rural Suburban Urban/Highway/Airport @@ -141,8 +141,8 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, Desert 0.0030 0.0030 0.0030 =================== ======= ========= ====================== - Rainfall thresholds and grace periods may also vary by region. Please consult [1]_ - more information. + Rainfall thresholds and grace periods may also vary by region. Please + consult [1]_ more information. References ---------- @@ -159,22 +159,22 @@ def soiling_kimber(rainfall_timeseries, threshold=6, soiling_rate=0.0015, manual_wash_dates = [] # resample rainfall as days by summing intermediate times - rainfall = rainfall_timeseries.resample("D").sum() + daily_rainfall = rainfall.resample("D").sum() # set indices to the end of the day - rainfall.index = rainfall.index + datetime.timedelta(hours=23) + daily_rainfall.index = daily_rainfall.index + datetime.timedelta(hours=23) # soiling - soiling = pd.Series(float('NaN'), index=rainfall_timeseries.index) + soiling = pd.Series(float('NaN'), index=rainfall.index) # set 1st timestep to initial soiling soiling.iloc[0] = initial_soiling # rainfall events that clean the panels - rain_events = rainfall > threshold + rain_events = daily_rainfall > cleaning_threshold # loop over days - for today in rainfall.index: + for today in daily_rainfall.index: # if rain exceed threshold today, set soiling to zero if rain_events[today]: From 0d9ed773fc2d8ce8aba88e00712ab56a4153f745 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 10:25:36 -0800 Subject: [PATCH 15/21] change soiling_rate to soiling_loss_rate * combine panels cleaned today with grace-period, since it includes today --- pvlib/losses.py | 14 +++++--------- 1 file changed, 5 insertions(+), 9 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index 17f6941eb1..94f63e0af9 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -88,7 +88,7 @@ def soiling_hsu(rainfall, cleaning_threshold, tilt, pm2_5, pm10, return soiling_ratio -def soiling_kimber(rainfall, cleaning_threshold=6, soiling_rate=0.0015, +def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ @@ -176,19 +176,15 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_rate=0.0015, # loop over days for today in daily_rainfall.index: - # if rain exceed threshold today, set soiling to zero - if rain_events[today]: - soiling[today] = initial_soiling = 0 - continue - # start day of grace period start_day = today - grace_period # rainfall event during grace period? rain_in_grace_period = any(rain_events[start_day:today]) - # if rain exceeded threshold during grace period, - # assume ground is still damp, so no or very low soiling + # if rain exceed threshold today, panels were cleaned, so set soiling + # to zero, and if rain exceeded threshold anytime during grace period, + # assume ground is still damp, so no soiling either if rain_in_grace_period: soiling[today] = initial_soiling = 0 continue @@ -201,7 +197,7 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_rate=0.0015, # so, it didn't rain enough to clean, it hasn't rained enough recently, # and we didn't manually clean panels, so soil them by adding daily # soiling rate to soiling from previous day - total_soil = initial_soiling + soiling_rate + total_soil = initial_soiling + soiling_loss_rate # check if soiling has reached the maximum soiling[today] = ( From 47360270fda1cd37d0da7f580cb7fab5afc9ebbd Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 11:49:05 -0800 Subject: [PATCH 16/21] add a 1-liner for `soiling_kimber` in the sphinx docs * also fix missing "for" in note Co-Authored-By: Kevin Anderson <57452607+kanderso-nrel@users.noreply.github.com> --- pvlib/losses.py | 7 +++++-- 1 file changed, 5 insertions(+), 2 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index 94f63e0af9..fde9140d83 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -92,7 +92,10 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ - Kimber soiling model [1]_ assumes soiling builds up at a daily rate unless + Calculate soiling ratio with rainfall data and a daily soiling rate using + the Kimber soiling model [1]_. + + Kimber soiling model assumes soiling builds up at a daily rate unless the daily rainfall is greater than a threshold. The model also assumes that if daily rainfall has exceeded the threshold within a grace period, then the ground is too damp to cause soiling build-up. The model also assumes @@ -142,7 +145,7 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, =================== ======= ========= ====================== Rainfall thresholds and grace periods may also vary by region. Please - consult [1]_ more information. + consult [1]_ for more information. References ---------- From e5d7a934db4c3f970bd5ae1f401157bdb2224a54 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 12:06:11 -0800 Subject: [PATCH 17/21] separate tests for Kimber * remove extra whitespace --- pvlib/losses.py | 4 +-- pvlib/tests/test_losses.py | 73 +++++++++++++++++++++++++------------- 2 files changed, 50 insertions(+), 27 deletions(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index fde9140d83..0e97728c6b 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -92,9 +92,9 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, initial_soiling=0): """ - Calculate soiling ratio with rainfall data and a daily soiling rate using + Calculate soiling ratio with rainfall data and a daily soiling rate using the Kimber soiling model [1]_. - + Kimber soiling model assumes soiling builds up at a daily rate unless the daily rainfall is greater than a threshold. The model also assumes that if daily rainfall has exceeded the threshold within a grace period, then diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index fa72ef3208..c7fc4949bd 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -99,31 +99,43 @@ def test_soiling_hsu(rainfall_input, expected_output_2): @pytest.fixture -def expected_kimber_soiling_greensboro(): - expected_nowash = pd.read_csv( +def greensboro_rain(): + # get TMY3 data with rain + greensboro = read_tmy3(DATA_DIR / '723170TYA.CSV', coerce_year=1990) + # NOTE: can't use Sand Point, AK b/c Lprecipdepth is -9900, ie: missing + return greensboro[0].Lprecipdepth + + +@pytest.fixture +def expected_kimber_soiling_nowash(): + return pd.read_csv( DATA_DIR / 'greensboro_kimber_soil_nowash.dat', parse_dates=True, index_col='timestamp') - expected_manwash = pd.read_csv( - DATA_DIR / 'greensboro_kimber_soil_manwash.dat', - parse_dates=True, index_col='timestamp') - return expected_nowash, expected_manwash -def test_kimber_soiling(expected_kimber_soiling_greensboro): - """Test Kimber Soiling model""" - # get TMY3 data with rain - greensboro = read_tmy3(DATA_DIR / '723170TYA.CSV', coerce_year=1990) - # NOTE: can't use Sand Point, AK b/c Lprecipdepth is -9900, ie: missing - greensboro_rain = greensboro[0].Lprecipdepth +def test_kimber_soiling_nowash(greensboro_rain, + expected_kimber_soiling_nowash): + """Test Kimber soiling model with no manual washes""" # Greensboro typical expected annual rainfall is 8345mm assert greensboro_rain.sum() == 8345 # calculate soiling with no wash dates - soiling_no_wash = soiling_kimber(greensboro_rain) - soiling_no_wash.name = 'soiling' + soiling_nowash = soiling_kimber(greensboro_rain) # test no washes assert np.allclose( - soiling_no_wash.values, - expected_kimber_soiling_greensboro[0]['soiling'].values) + soiling_nowash.values, + expected_kimber_soiling_nowash['soiling'].values) + + +@pytest.fixture +def expected_kimber_soiling_manwash(): + return pd.read_csv( + DATA_DIR / 'greensboro_kimber_soil_manwash.dat', + parse_dates=True, index_col='timestamp') + + +def test_kimber_soiling_manwash(greensboro_rain, + expected_kimber_soiling_manwash): + """Test Kimber soiling model with a manual wash""" # a manual wash date manwash = [datetime.date(1990, 2, 15), ] # calculate soiling with manual wash @@ -132,17 +144,28 @@ def test_kimber_soiling(expected_kimber_soiling_greensboro): # test manual wash assert np.allclose( soiling_manwash.values, - expected_kimber_soiling_greensboro[1]['soiling'].values) + expected_kimber_soiling_manwash['soiling'].values) + + +@pytest.fixture +def expected_kimber_soiling_norain(): + # expected soiling reaches maximum + # NOTE: TMY3 data starts at 1AM, not midnite! + soiling_loss_rate = 0.0015 + max_loss_rate = 0.3 + norain = np.ones(8760) * soiling_loss_rate/24 + norain[0] += soiling_loss_rate/24 + norain = np.cumsum(norain) + norain[:22] = np.arange(0, soiling_loss_rate, soiling_loss_rate/22) + return np.where(norain > max_loss_rate, max_loss_rate, norain) + + +def test_kimber_soiling_norain(greensboro_rain, + expected_kimber_soiling_norain): + """Test Kimber soiling model with no rain""" # a year with no rain norain = pd.Series(0, index=greensboro_rain.index) # calculate soiling with no rain soiling_norain = soiling_kimber(norain) - # expected soiling reaches maximum - # NOTE: TMY3 data starts at 1AM, not midnite! - norain = np.ones(8760) * 0.0015/24 - norain[0] += 0.0015/24 - norain = np.cumsum(norain) - norain[:22] = np.arange(0, 0.0015, 0.0015/22) - norain = np.where(norain > 0.3, 0.3, norain) # test no rain, soiling reaches maximum - assert np.allclose(soiling_norain.values, norain) + assert np.allclose(soiling_norain.values, expected_kimber_soiling_norain) From c7b1c0e2469a0efa3002862f5bb7a851a9daf863 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Thu, 13 Feb 2020 13:44:31 -0800 Subject: [PATCH 18/21] delete trailing whitespace in kimber test --- pvlib/tests/test_losses.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index c7fc4949bd..2e14673202 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -148,7 +148,7 @@ def test_kimber_soiling_manwash(greensboro_rain, @pytest.fixture -def expected_kimber_soiling_norain(): +def expected_kimber_soiling_norain(): # expected soiling reaches maximum # NOTE: TMY3 data starts at 1AM, not midnite! soiling_loss_rate = 0.0015 From e68cff39456cfd7666198fc56552f9de8f0413f2 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Fri, 14 Feb 2020 17:20:32 -0800 Subject: [PATCH 19/21] vectorize kimber soiling * use a rolling window and rain_accum_period to get more accurate rain coverage overnite instead of only discrete days from midnite to midnite * add rain_accum_period to allow deviation from kimber model, recommends only 24h but why not be flexible? * add istmy=False to fix last hour of tmy to be monotonically increasing * add another test for initial condition * fix example input arg cleaning_threshold --- .../plot_greensboro_kimber_soiling.py | 5 +- pvlib/data/greensboro_kimber_soil_manwash.dat | 1302 ++++++++--------- pvlib/data/greensboro_kimber_soil_nowash.dat | 1302 ++++++++--------- pvlib/losses.py | 98 +- pvlib/tests/test_losses.py | 33 +- 5 files changed, 1383 insertions(+), 1357 deletions(-) diff --git a/docs/examples/plot_greensboro_kimber_soiling.py b/docs/examples/plot_greensboro_kimber_soiling.py index 0fc7a889f3..03b445b986 100644 --- a/docs/examples/plot_greensboro_kimber_soiling.py +++ b/docs/examples/plot_greensboro_kimber_soiling.py @@ -41,10 +41,11 @@ greensboro_rain = greensboro[0].Lprecipdepth # calculate soiling with no wash dates THRESHOLD = 25.0 -soiling_no_wash = soiling_kimber(greensboro_rain, threshold=THRESHOLD) +soiling_no_wash = soiling_kimber( + greensboro_rain, cleaning_threshold=THRESHOLD, istmy=True) soiling_no_wash.name = 'soiling' # daily rain totals -daily_rain = greensboro_rain.resample('D').sum() +daily_rain = greensboro_rain.iloc[:-1].resample('D').sum() plt.plot( daily_rain.index.to_pydatetime(), daily_rain.values/25.4, soiling_no_wash.index.to_pydatetime(), soiling_no_wash.values*100.0) diff --git a/pvlib/data/greensboro_kimber_soil_manwash.dat b/pvlib/data/greensboro_kimber_soil_manwash.dat index 7411bfd581..6577f8e0cb 100644 --- a/pvlib/data/greensboro_kimber_soil_manwash.dat +++ b/pvlib/data/greensboro_kimber_soil_manwash.dat @@ -1,13 +1,13 @@ timestamp,soiling 1990-01-01 01:00:00-05:00,0.0 -1990-01-01 02:00:00-05:00,0.0 -1990-01-01 03:00:00-05:00,0.0 -1990-01-01 04:00:00-05:00,0.0 -1990-01-01 05:00:00-05:00,0.0 -1990-01-01 06:00:00-05:00,0.0 -1990-01-01 07:00:00-05:00,0.0 -1990-01-01 08:00:00-05:00,0.0 -1990-01-01 09:00:00-05:00,0.0 +1990-01-01 02:00:00-05:00,6.25e-05 +1990-01-01 03:00:00-05:00,0.000125 +1990-01-01 04:00:00-05:00,0.0001875 +1990-01-01 05:00:00-05:00,0.00025 +1990-01-01 06:00:00-05:00,0.0003125 +1990-01-01 07:00:00-05:00,0.000375 +1990-01-01 08:00:00-05:00,0.0004375 +1990-01-01 09:00:00-05:00,0.0005 1990-01-01 10:00:00-05:00,0.0 1990-01-01 11:00:00-05:00,0.0 1990-01-01 12:00:00-05:00,0.0 @@ -382,26 +382,26 @@ timestamp,soiling 1990-01-16 21:00:00-05:00,0.0 1990-01-16 22:00:00-05:00,0.0 1990-01-16 23:00:00-05:00,0.0 -1990-01-17 00:00:00-05:00,0.0 -1990-01-17 01:00:00-05:00,0.0 -1990-01-17 02:00:00-05:00,0.0 -1990-01-17 03:00:00-05:00,0.0 -1990-01-17 04:00:00-05:00,0.0 -1990-01-17 05:00:00-05:00,0.0 -1990-01-17 06:00:00-05:00,0.0 -1990-01-17 07:00:00-05:00,0.0 -1990-01-17 08:00:00-05:00,0.0 -1990-01-17 09:00:00-05:00,0.0 -1990-01-17 10:00:00-05:00,0.0 -1990-01-17 11:00:00-05:00,0.0 -1990-01-17 12:00:00-05:00,0.0 -1990-01-17 13:00:00-05:00,0.0 -1990-01-17 14:00:00-05:00,0.0 -1990-01-17 15:00:00-05:00,0.0 -1990-01-17 16:00:00-05:00,0.0 -1990-01-17 17:00:00-05:00,0.0 -1990-01-17 18:00:00-05:00,0.0 -1990-01-17 19:00:00-05:00,0.0 +1990-01-17 00:00:00-05:00,6.250000000000006e-05 +1990-01-17 01:00:00-05:00,0.0001250000000000001 +1990-01-17 02:00:00-05:00,0.00018750000000000017 +1990-01-17 03:00:00-05:00,0.0002500000000000002 +1990-01-17 04:00:00-05:00,0.0003125000000000003 +1990-01-17 05:00:00-05:00,0.00037500000000000033 +1990-01-17 06:00:00-05:00,0.0004375000000000004 +1990-01-17 07:00:00-05:00,0.0005000000000000004 +1990-01-17 08:00:00-05:00,0.0005625000000000005 +1990-01-17 09:00:00-05:00,0.0006250000000000006 +1990-01-17 10:00:00-05:00,0.0006875000000000006 +1990-01-17 11:00:00-05:00,0.0007500000000000007 +1990-01-17 12:00:00-05:00,0.0008125000000000007 +1990-01-17 13:00:00-05:00,0.0008750000000000008 +1990-01-17 14:00:00-05:00,0.0009375000000000008 +1990-01-17 15:00:00-05:00,0.0010000000000000009 +1990-01-17 16:00:00-05:00,0.001062500000000001 +1990-01-17 17:00:00-05:00,0.001125000000000001 +1990-01-17 18:00:00-05:00,0.001187500000000001 +1990-01-17 19:00:00-05:00,0.0012500000000000011 1990-01-17 20:00:00-05:00,0.0 1990-01-17 21:00:00-05:00,0.0 1990-01-17 22:00:00-05:00,0.0 @@ -934,533 +934,533 @@ timestamp,soiling 1990-02-08 21:00:00-05:00,0.0 1990-02-08 22:00:00-05:00,0.0 1990-02-08 23:00:00-05:00,0.0 -1990-02-09 00:00:00-05:00,6.25e-05 -1990-02-09 01:00:00-05:00,0.000125 -1990-02-09 02:00:00-05:00,0.0001875 -1990-02-09 03:00:00-05:00,0.00025 -1990-02-09 04:00:00-05:00,0.0003125 -1990-02-09 05:00:00-05:00,0.000375 -1990-02-09 06:00:00-05:00,0.0004375 -1990-02-09 07:00:00-05:00,0.0005 -1990-02-09 08:00:00-05:00,0.0005625000000000001 -1990-02-09 09:00:00-05:00,0.000625 -1990-02-09 10:00:00-05:00,0.0006875 -1990-02-09 11:00:00-05:00,0.00075 -1990-02-09 12:00:00-05:00,0.0008125000000000001 -1990-02-09 13:00:00-05:00,0.000875 -1990-02-09 14:00:00-05:00,0.0009375 -1990-02-09 15:00:00-05:00,0.001 -1990-02-09 16:00:00-05:00,0.0010625 -1990-02-09 17:00:00-05:00,0.0011250000000000001 -1990-02-09 18:00:00-05:00,0.0011875 -1990-02-09 19:00:00-05:00,0.00125 -1990-02-09 20:00:00-05:00,0.0013125 -1990-02-09 21:00:00-05:00,0.001375 -1990-02-09 22:00:00-05:00,0.0014375 -1990-02-09 23:00:00-05:00,0.0015 -1990-02-10 00:00:00-05:00,0.0015625 -1990-02-10 01:00:00-05:00,0.0016250000000000001 -1990-02-10 02:00:00-05:00,0.0016875 -1990-02-10 03:00:00-05:00,0.00175 -1990-02-10 04:00:00-05:00,0.0018125 -1990-02-10 05:00:00-05:00,0.001875 -1990-02-10 06:00:00-05:00,0.0019375 -1990-02-10 07:00:00-05:00,0.002 -1990-02-10 08:00:00-05:00,0.0020625 -1990-02-10 09:00:00-05:00,0.002125 -1990-02-10 10:00:00-05:00,0.0021875 -1990-02-10 11:00:00-05:00,0.0022500000000000003 -1990-02-10 12:00:00-05:00,0.0023125000000000003 -1990-02-10 13:00:00-05:00,0.002375 -1990-02-10 14:00:00-05:00,0.0024375 -1990-02-10 15:00:00-05:00,0.0025 -1990-02-10 16:00:00-05:00,0.0025625 -1990-02-10 17:00:00-05:00,0.002625 -1990-02-10 18:00:00-05:00,0.0026875 -1990-02-10 19:00:00-05:00,0.00275 -1990-02-10 20:00:00-05:00,0.0028125 -1990-02-10 21:00:00-05:00,0.002875 -1990-02-10 22:00:00-05:00,0.0029375 -1990-02-10 23:00:00-05:00,0.003 -1990-02-11 00:00:00-05:00,0.0030625 -1990-02-11 01:00:00-05:00,0.003125 -1990-02-11 02:00:00-05:00,0.0031875000000000002 -1990-02-11 03:00:00-05:00,0.0032500000000000003 -1990-02-11 04:00:00-05:00,0.0033125000000000003 -1990-02-11 05:00:00-05:00,0.0033750000000000004 -1990-02-11 06:00:00-05:00,0.0034375 -1990-02-11 07:00:00-05:00,0.0035 -1990-02-11 08:00:00-05:00,0.0035625 -1990-02-11 09:00:00-05:00,0.003625 -1990-02-11 10:00:00-05:00,0.0036875000000000002 -1990-02-11 11:00:00-05:00,0.0037500000000000003 -1990-02-11 12:00:00-05:00,0.0038125000000000004 -1990-02-11 13:00:00-05:00,0.0038750000000000004 -1990-02-11 14:00:00-05:00,0.0039375 -1990-02-11 15:00:00-05:00,0.004 -1990-02-11 16:00:00-05:00,0.0040625 -1990-02-11 17:00:00-05:00,0.004125 -1990-02-11 18:00:00-05:00,0.0041875 -1990-02-11 19:00:00-05:00,0.00425 -1990-02-11 20:00:00-05:00,0.0043125 -1990-02-11 21:00:00-05:00,0.004375 -1990-02-11 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00:00:00-05:00,0.008624999999999999 -1990-02-15 01:00:00-05:00,0.008249999999999999 -1990-02-15 02:00:00-05:00,0.007875 -1990-02-15 03:00:00-05:00,0.0075 -1990-02-15 04:00:00-05:00,0.007124999999999999 -1990-02-15 05:00:00-05:00,0.006749999999999999 -1990-02-15 06:00:00-05:00,0.006375 -1990-02-15 07:00:00-05:00,0.006 -1990-02-15 08:00:00-05:00,0.005625 -1990-02-15 09:00:00-05:00,0.0052499999999999995 -1990-02-15 10:00:00-05:00,0.004875 -1990-02-15 11:00:00-05:00,0.0045 -1990-02-15 12:00:00-05:00,0.004125 -1990-02-15 13:00:00-05:00,0.00375 -1990-02-15 14:00:00-05:00,0.0033750000000000004 -1990-02-15 15:00:00-05:00,0.003 -1990-02-15 16:00:00-05:00,0.0026249999999999997 -1990-02-15 17:00:00-05:00,0.0022500000000000003 -1990-02-15 18:00:00-05:00,0.001875 -1990-02-15 19:00:00-05:00,0.0015000000000000005 -1990-02-15 20:00:00-05:00,0.001125000000000001 -1990-02-15 21:00:00-05:00,0.0007500000000000007 -1990-02-15 22:00:00-05:00,0.00037500000000000033 -1990-02-15 23:00:00-05:00,0.0 -1990-02-16 00:00:00-05:00,6.25e-05 -1990-02-16 01:00:00-05:00,0.000125 -1990-02-16 02:00:00-05:00,0.0001875 -1990-02-16 03:00:00-05:00,0.00025 -1990-02-16 04:00:00-05:00,0.0003125 -1990-02-16 05:00:00-05:00,0.000375 -1990-02-16 06:00:00-05:00,0.0004375 -1990-02-16 07:00:00-05:00,0.0005 -1990-02-16 08:00:00-05:00,0.0005625000000000001 -1990-02-16 09:00:00-05:00,0.000625 -1990-02-16 10:00:00-05:00,0.0006875 -1990-02-16 11:00:00-05:00,0.00075 -1990-02-16 12:00:00-05:00,0.0008125000000000001 -1990-02-16 13:00:00-05:00,0.000875 -1990-02-16 14:00:00-05:00,0.0009375 -1990-02-16 15:00:00-05:00,0.001 -1990-02-16 16:00:00-05:00,0.0010625 -1990-02-16 17:00:00-05:00,0.0011250000000000001 -1990-02-16 18:00:00-05:00,0.0011875 -1990-02-16 19:00:00-05:00,0.00125 -1990-02-16 20:00:00-05:00,0.0013125 -1990-02-16 21:00:00-05:00,0.001375 -1990-02-16 22:00:00-05:00,0.0014375 -1990-02-16 23:00:00-05:00,0.0015 -1990-02-17 00:00:00-05:00,0.0015625 -1990-02-17 01:00:00-05:00,0.0016250000000000001 -1990-02-17 02:00:00-05:00,0.0016875 -1990-02-17 03:00:00-05:00,0.00175 -1990-02-17 04:00:00-05:00,0.0018125 -1990-02-17 05:00:00-05:00,0.001875 -1990-02-17 06:00:00-05:00,0.0019375 -1990-02-17 07:00:00-05:00,0.002 -1990-02-17 08:00:00-05:00,0.0020625 -1990-02-17 09:00:00-05:00,0.002125 -1990-02-17 10:00:00-05:00,0.0021875 -1990-02-17 11:00:00-05:00,0.0022500000000000003 -1990-02-17 12:00:00-05:00,0.0023125000000000003 -1990-02-17 13:00:00-05:00,0.002375 -1990-02-17 14:00:00-05:00,0.0024375 -1990-02-17 15:00:00-05:00,0.0025 -1990-02-17 16:00:00-05:00,0.0025625 -1990-02-17 17:00:00-05:00,0.002625 -1990-02-17 18:00:00-05:00,0.0026875 -1990-02-17 19:00:00-05:00,0.00275 -1990-02-17 20:00:00-05:00,0.0028125 -1990-02-17 21:00:00-05:00,0.002875 -1990-02-17 22:00:00-05:00,0.0029375 -1990-02-17 23:00:00-05:00,0.003 -1990-02-18 00:00:00-05:00,0.0030625 -1990-02-18 01:00:00-05:00,0.003125 -1990-02-18 02:00:00-05:00,0.0031875000000000002 -1990-02-18 03:00:00-05:00,0.0032500000000000003 -1990-02-18 04:00:00-05:00,0.0033125000000000003 -1990-02-18 05:00:00-05:00,0.0033750000000000004 -1990-02-18 06:00:00-05:00,0.0034375 -1990-02-18 07:00:00-05:00,0.0035 -1990-02-18 08:00:00-05:00,0.0035625 -1990-02-18 09:00:00-05:00,0.003625 -1990-02-18 10:00:00-05:00,0.0036875000000000002 -1990-02-18 11:00:00-05:00,0.0037500000000000003 -1990-02-18 12:00:00-05:00,0.0038125000000000004 -1990-02-18 13:00:00-05:00,0.0038750000000000004 -1990-02-18 14:00:00-05:00,0.0039375 -1990-02-18 15:00:00-05:00,0.004 -1990-02-18 16:00:00-05:00,0.0040625 -1990-02-18 17:00:00-05:00,0.004125 -1990-02-18 18:00:00-05:00,0.0041875 -1990-02-18 19:00:00-05:00,0.00425 -1990-02-18 20:00:00-05:00,0.0043125 -1990-02-18 21:00:00-05:00,0.004375 -1990-02-18 22:00:00-05:00,0.0044375000000000005 -1990-02-18 23:00:00-05:00,0.0045000000000000005 -1990-02-19 00:00:00-05:00,0.004562500000000001 -1990-02-19 01:00:00-05:00,0.004625000000000001 -1990-02-19 02:00:00-05:00,0.004687500000000001 -1990-02-19 03:00:00-05:00,0.004750000000000001 -1990-02-19 04:00:00-05:00,0.004812500000000001 -1990-02-19 05:00:00-05:00,0.004875000000000001 -1990-02-19 06:00:00-05:00,0.0049375 -1990-02-19 07:00:00-05:00,0.005 -1990-02-19 08:00:00-05:00,0.0050625 -1990-02-19 09:00:00-05:00,0.005125 -1990-02-19 10:00:00-05:00,0.0051875 -1990-02-19 11:00:00-05:00,0.00525 -1990-02-19 12:00:00-05:00,0.0053125 -1990-02-19 13:00:00-05:00,0.0053750000000000004 -1990-02-19 14:00:00-05:00,0.0054375000000000005 -1990-02-19 15:00:00-05:00,0.0055000000000000005 -1990-02-19 16:00:00-05:00,0.005562500000000001 -1990-02-19 17:00:00-05:00,0.005625 -1990-02-19 18:00:00-05:00,0.0056875 -1990-02-19 19:00:00-05:00,0.00575 -1990-02-19 20:00:00-05:00,0.0058125 -1990-02-19 21:00:00-05:00,0.005875 -1990-02-19 22:00:00-05:00,0.0059375 -1990-02-19 23:00:00-05:00,0.006 -1990-02-20 00:00:00-05:00,0.0060625 -1990-02-20 01:00:00-05:00,0.006125 -1990-02-20 02:00:00-05:00,0.0061875 -1990-02-20 03:00:00-05:00,0.00625 -1990-02-20 04:00:00-05:00,0.0063125 -1990-02-20 05:00:00-05:00,0.0063750000000000005 -1990-02-20 06:00:00-05:00,0.0064375 -1990-02-20 07:00:00-05:00,0.0065 -1990-02-20 08:00:00-05:00,0.0065625 -1990-02-20 09:00:00-05:00,0.006625 -1990-02-20 10:00:00-05:00,0.0066875 -1990-02-20 11:00:00-05:00,0.00675 -1990-02-20 12:00:00-05:00,0.0068125 -1990-02-20 13:00:00-05:00,0.006875 -1990-02-20 14:00:00-05:00,0.0069375 -1990-02-20 15:00:00-05:00,0.007 -1990-02-20 16:00:00-05:00,0.0070625 -1990-02-20 17:00:00-05:00,0.007124999999999999 -1990-02-20 18:00:00-05:00,0.0071874999999999994 -1990-02-20 19:00:00-05:00,0.0072499999999999995 -1990-02-20 20:00:00-05:00,0.0073124999999999996 -1990-02-20 21:00:00-05:00,0.007375 -1990-02-20 22:00:00-05:00,0.0074375 -1990-02-20 23:00:00-05:00,0.0075 -1990-02-21 00:00:00-05:00,0.0075625 -1990-02-21 01:00:00-05:00,0.007625 -1990-02-21 02:00:00-05:00,0.0076875 -1990-02-21 03:00:00-05:00,0.00775 -1990-02-21 04:00:00-05:00,0.0078125 -1990-02-21 05:00:00-05:00,0.007875 -1990-02-21 06:00:00-05:00,0.0079375 -1990-02-21 07:00:00-05:00,0.008 -1990-02-21 08:00:00-05:00,0.0080625 -1990-02-21 09:00:00-05:00,0.008125 -1990-02-21 10:00:00-05:00,0.0081875 -1990-02-21 11:00:00-05:00,0.00825 -1990-02-21 12:00:00-05:00,0.0083125 -1990-02-21 13:00:00-05:00,0.008374999999999999 -1990-02-21 14:00:00-05:00,0.008437499999999999 -1990-02-21 15:00:00-05:00,0.008499999999999999 -1990-02-21 16:00:00-05:00,0.008562499999999999 -1990-02-21 17:00:00-05:00,0.008624999999999999 -1990-02-21 18:00:00-05:00,0.008687499999999999 -1990-02-21 19:00:00-05:00,0.008749999999999999 -1990-02-21 20:00:00-05:00,0.0088125 -1990-02-21 21:00:00-05:00,0.008875 -1990-02-21 22:00:00-05:00,0.0089375 -1990-02-21 23:00:00-05:00,0.009 -1990-02-22 00:00:00-05:00,0.0090625 -1990-02-22 01:00:00-05:00,0.009125 -1990-02-22 02:00:00-05:00,0.0091875 -1990-02-22 03:00:00-05:00,0.00925 -1990-02-22 04:00:00-05:00,0.0093125 -1990-02-22 05:00:00-05:00,0.009375 -1990-02-22 06:00:00-05:00,0.0094375 -1990-02-22 07:00:00-05:00,0.0095 -1990-02-22 08:00:00-05:00,0.0095625 -1990-02-22 09:00:00-05:00,0.009625 -1990-02-22 10:00:00-05:00,0.0096875 -1990-02-22 11:00:00-05:00,0.009749999999999998 -1990-02-22 12:00:00-05:00,0.009812499999999998 -1990-02-22 13:00:00-05:00,0.009874999999999998 -1990-02-22 14:00:00-05:00,0.009937499999999998 -1990-02-22 15:00:00-05:00,0.009999999999999998 -1990-02-22 16:00:00-05:00,0.010062499999999999 -1990-02-22 17:00:00-05:00,0.010124999999999999 -1990-02-22 18:00:00-05:00,0.010187499999999999 -1990-02-22 19:00:00-05:00,0.010249999999999999 -1990-02-22 20:00:00-05:00,0.010312499999999999 -1990-02-22 21:00:00-05:00,0.010374999999999999 -1990-02-22 22:00:00-05:00,0.010437499999999999 -1990-02-22 23:00:00-05:00,0.010499999999999999 -1990-02-23 00:00:00-05:00,0.010562499999999999 -1990-02-23 01:00:00-05:00,0.010624999999999999 -1990-02-23 02:00:00-05:00,0.010687499999999999 -1990-02-23 03:00:00-05:00,0.01075 -1990-02-23 04:00:00-05:00,0.0108125 -1990-02-23 05:00:00-05:00,0.010875 -1990-02-23 06:00:00-05:00,0.0109375 -1990-02-23 07:00:00-05:00,0.011 -1990-02-23 08:00:00-05:00,0.0110625 -1990-02-23 09:00:00-05:00,0.011125 -1990-02-23 10:00:00-05:00,0.0111875 -1990-02-23 11:00:00-05:00,0.01125 -1990-02-23 12:00:00-05:00,0.0113125 -1990-02-23 13:00:00-05:00,0.011374999999999998 -1990-02-23 14:00:00-05:00,0.011437499999999998 -1990-02-23 15:00:00-05:00,0.011499999999999998 -1990-02-23 16:00:00-05:00,0.011562499999999998 -1990-02-23 17:00:00-05:00,0.011624999999999998 -1990-02-23 18:00:00-05:00,0.011687499999999998 -1990-02-23 19:00:00-05:00,0.011749999999999998 -1990-02-23 20:00:00-05:00,0.011812499999999998 -1990-02-23 21:00:00-05:00,0.011874999999999998 -1990-02-23 22:00:00-05:00,0.011937499999999998 -1990-02-23 23:00:00-05:00,0.011999999999999999 -1990-02-24 00:00:00-05:00,0.012062499999999999 -1990-02-24 01:00:00-05:00,0.012124999999999999 -1990-02-24 02:00:00-05:00,0.012187499999999999 -1990-02-24 03:00:00-05:00,0.012249999999999999 -1990-02-24 04:00:00-05:00,0.012312499999999999 -1990-02-24 05:00:00-05:00,0.012374999999999999 -1990-02-24 06:00:00-05:00,0.012437499999999999 -1990-02-24 07:00:00-05:00,0.012499999999999999 -1990-02-24 08:00:00-05:00,0.012562499999999999 -1990-02-24 09:00:00-05:00,0.012624999999999999 -1990-02-24 10:00:00-05:00,0.012687499999999999 -1990-02-24 11:00:00-05:00,0.012749999999999997 -1990-02-24 12:00:00-05:00,0.012812499999999998 -1990-02-24 13:00:00-05:00,0.012874999999999998 -1990-02-24 14:00:00-05:00,0.012937499999999998 -1990-02-24 15:00:00-05:00,0.012999999999999998 -1990-02-24 16:00:00-05:00,0.013062499999999998 -1990-02-24 17:00:00-05:00,0.013124999999999998 -1990-02-24 18:00:00-05:00,0.013187499999999998 -1990-02-24 19:00:00-05:00,0.013249999999999998 -1990-02-24 20:00:00-05:00,0.013312499999999998 -1990-02-24 21:00:00-05:00,0.013374999999999998 -1990-02-24 22:00:00-05:00,0.013437499999999998 -1990-02-24 23:00:00-05:00,0.013499999999999998 -1990-02-25 00:00:00-05:00,0.013562499999999998 -1990-02-25 01:00:00-05:00,0.013624999999999998 -1990-02-25 02:00:00-05:00,0.013687499999999998 -1990-02-25 03:00:00-05:00,0.013749999999999998 -1990-02-25 04:00:00-05:00,0.013812499999999998 -1990-02-25 05:00:00-05:00,0.013874999999999998 -1990-02-25 06:00:00-05:00,0.013937499999999999 -1990-02-25 07:00:00-05:00,0.013999999999999999 -1990-02-25 08:00:00-05:00,0.014062499999999999 -1990-02-25 09:00:00-05:00,0.014124999999999999 -1990-02-25 10:00:00-05:00,0.014187499999999999 -1990-02-25 11:00:00-05:00,0.014249999999999999 -1990-02-25 12:00:00-05:00,0.014312499999999999 -1990-02-25 13:00:00-05:00,0.014374999999999997 -1990-02-25 14:00:00-05:00,0.014437499999999997 -1990-02-25 15:00:00-05:00,0.014499999999999997 -1990-02-25 16:00:00-05:00,0.014562499999999997 -1990-02-25 17:00:00-05:00,0.014624999999999997 -1990-02-25 18:00:00-05:00,0.014687499999999997 -1990-02-25 19:00:00-05:00,0.014749999999999997 -1990-02-25 20:00:00-05:00,0.014812499999999998 -1990-02-25 21:00:00-05:00,0.014874999999999998 -1990-02-25 22:00:00-05:00,0.014937499999999998 -1990-02-25 23:00:00-05:00,0.014999999999999998 -1990-02-26 00:00:00-05:00,0.015062499999999998 -1990-02-26 01:00:00-05:00,0.015124999999999998 -1990-02-26 02:00:00-05:00,0.015187499999999998 -1990-02-26 03:00:00-05:00,0.015249999999999998 -1990-02-26 04:00:00-05:00,0.015312499999999998 -1990-02-26 05:00:00-05:00,0.015374999999999998 -1990-02-26 06:00:00-05:00,0.015437499999999998 -1990-02-26 07:00:00-05:00,0.015499999999999998 -1990-02-26 08:00:00-05:00,0.015562499999999998 -1990-02-26 09:00:00-05:00,0.015624999999999998 -1990-02-26 10:00:00-05:00,0.015687499999999997 -1990-02-26 11:00:00-05:00,0.015749999999999997 -1990-02-26 12:00:00-05:00,0.015812499999999997 -1990-02-26 13:00:00-05:00,0.015874999999999997 -1990-02-26 14:00:00-05:00,0.015937499999999997 -1990-02-26 15:00:00-05:00,0.015999999999999997 -1990-02-26 16:00:00-05:00,0.016062499999999997 -1990-02-26 17:00:00-05:00,0.016124999999999997 -1990-02-26 18:00:00-05:00,0.016187499999999997 -1990-02-26 19:00:00-05:00,0.016249999999999997 -1990-02-26 20:00:00-05:00,0.016312499999999997 -1990-02-26 21:00:00-05:00,0.016374999999999997 -1990-02-26 22:00:00-05:00,0.016437499999999997 -1990-02-26 23:00:00-05:00,0.016499999999999997 -1990-02-27 00:00:00-05:00,0.016562499999999997 -1990-02-27 01:00:00-05:00,0.016624999999999997 -1990-02-27 02:00:00-05:00,0.016687499999999997 -1990-02-27 03:00:00-05:00,0.016749999999999998 -1990-02-27 04:00:00-05:00,0.016812499999999998 -1990-02-27 05:00:00-05:00,0.016874999999999998 -1990-02-27 06:00:00-05:00,0.016937499999999998 -1990-02-27 07:00:00-05:00,0.016999999999999998 -1990-02-27 08:00:00-05:00,0.017062499999999998 -1990-02-27 09:00:00-05:00,0.017124999999999998 -1990-02-27 10:00:00-05:00,0.017187499999999998 -1990-02-27 11:00:00-05:00,0.017249999999999998 -1990-02-27 12:00:00-05:00,0.017312499999999998 -1990-02-27 13:00:00-05:00,0.017374999999999998 -1990-02-27 14:00:00-05:00,0.017437499999999998 -1990-02-27 15:00:00-05:00,0.017499999999999998 -1990-02-27 16:00:00-05:00,0.017562499999999998 -1990-02-27 17:00:00-05:00,0.017625 -1990-02-27 18:00:00-05:00,0.0176875 -1990-02-27 19:00:00-05:00,0.01775 -1990-02-27 20:00:00-05:00,0.0178125 -1990-02-27 21:00:00-05:00,0.017875 -1990-02-27 22:00:00-05:00,0.0179375 -1990-02-27 23:00:00-05:00,0.018 -1990-02-28 00:00:00-05:00,0.0180625 -1990-02-28 01:00:00-05:00,0.018125 -1990-02-28 02:00:00-05:00,0.0181875 -1990-02-28 03:00:00-05:00,0.01825 -1990-02-28 04:00:00-05:00,0.0183125 -1990-02-28 05:00:00-05:00,0.018375 -1990-02-28 06:00:00-05:00,0.0184375 -1990-02-28 07:00:00-05:00,0.0185 -1990-02-28 08:00:00-05:00,0.0185625 -1990-02-28 09:00:00-05:00,0.018625 -1990-02-28 10:00:00-05:00,0.0186875 -1990-02-28 11:00:00-05:00,0.01875 -1990-02-28 12:00:00-05:00,0.0188125 -1990-02-28 13:00:00-05:00,0.018875 -1990-02-28 14:00:00-05:00,0.0189375 -1990-02-28 15:00:00-05:00,0.019 -1990-02-28 16:00:00-05:00,0.0190625 -1990-02-28 17:00:00-05:00,0.019125 -1990-02-28 18:00:00-05:00,0.0191875 -1990-02-28 19:00:00-05:00,0.01925 -1990-02-28 20:00:00-05:00,0.0193125 -1990-02-28 21:00:00-05:00,0.019375 -1990-02-28 22:00:00-05:00,0.0194375 -1990-02-28 23:00:00-05:00,0.0195 -1990-03-01 00:00:00-05:00,0.0195625 -1990-03-01 01:00:00-05:00,0.019625 -1990-03-01 02:00:00-05:00,0.0196875 -1990-03-01 03:00:00-05:00,0.01975 -1990-03-01 04:00:00-05:00,0.0198125 -1990-03-01 05:00:00-05:00,0.019875 -1990-03-01 06:00:00-05:00,0.0199375 -1990-03-01 07:00:00-05:00,0.02 -1990-03-01 08:00:00-05:00,0.0200625 -1990-03-01 09:00:00-05:00,0.020125 -1990-03-01 10:00:00-05:00,0.0201875 -1990-03-01 11:00:00-05:00,0.02025 -1990-03-01 12:00:00-05:00,0.0203125 -1990-03-01 13:00:00-05:00,0.020375 -1990-03-01 14:00:00-05:00,0.0204375 -1990-03-01 15:00:00-05:00,0.0205 -1990-03-01 16:00:00-05:00,0.0205625 -1990-03-01 17:00:00-05:00,0.020625 -1990-03-01 18:00:00-05:00,0.0206875 -1990-03-01 19:00:00-05:00,0.02075 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12:00:00-05:00,0.0023125000000000003 -1990-12-26 13:00:00-05:00,0.002375 -1990-12-26 14:00:00-05:00,0.0024375 -1990-12-26 15:00:00-05:00,0.0025 -1990-12-26 16:00:00-05:00,0.0025625 -1990-12-26 17:00:00-05:00,0.002625 -1990-12-26 18:00:00-05:00,0.0026875 -1990-12-26 19:00:00-05:00,0.00275 -1990-12-26 20:00:00-05:00,0.0028125 -1990-12-26 21:00:00-05:00,0.002875 -1990-12-26 22:00:00-05:00,0.0029375 -1990-12-26 23:00:00-05:00,0.003 -1990-12-27 00:00:00-05:00,0.0030625 -1990-12-27 01:00:00-05:00,0.003125 -1990-12-27 02:00:00-05:00,0.0031875000000000002 -1990-12-27 03:00:00-05:00,0.0032500000000000003 -1990-12-27 04:00:00-05:00,0.0033125000000000003 -1990-12-27 05:00:00-05:00,0.0033750000000000004 -1990-12-27 06:00:00-05:00,0.0034375 -1990-12-27 07:00:00-05:00,0.0035 -1990-12-27 08:00:00-05:00,0.0035625 -1990-12-27 09:00:00-05:00,0.003625 -1990-12-27 10:00:00-05:00,0.0036875000000000002 -1990-12-27 11:00:00-05:00,0.0037500000000000003 -1990-12-27 12:00:00-05:00,0.0038125000000000004 -1990-12-27 13:00:00-05:00,0.0038750000000000004 -1990-12-27 14:00:00-05:00,0.0039375 -1990-12-27 15:00:00-05:00,0.004 -1990-12-27 16:00:00-05:00,0.0040625 -1990-12-27 17:00:00-05:00,0.004125 -1990-12-27 18:00:00-05:00,0.0041875 -1990-12-27 19:00:00-05:00,0.00425 -1990-12-27 20:00:00-05:00,0.0043125 -1990-12-27 21:00:00-05:00,0.004375 -1990-12-27 22:00:00-05:00,0.0044375000000000005 -1990-12-27 23:00:00-05:00,0.0045000000000000005 -1990-12-28 00:00:00-05:00,0.0043125 -1990-12-28 01:00:00-05:00,0.004125 -1990-12-28 02:00:00-05:00,0.0039375 -1990-12-28 03:00:00-05:00,0.0037500000000000003 -1990-12-28 04:00:00-05:00,0.0035625000000000006 -1990-12-28 05:00:00-05:00,0.0033750000000000004 -1990-12-28 06:00:00-05:00,0.0031875000000000002 -1990-12-28 07:00:00-05:00,0.003 -1990-12-28 08:00:00-05:00,0.0028125000000000003 -1990-12-28 09:00:00-05:00,0.002625 -1990-12-28 10:00:00-05:00,0.0024375 -1990-12-28 11:00:00-05:00,0.0022500000000000003 -1990-12-28 12:00:00-05:00,0.0020625 -1990-12-28 13:00:00-05:00,0.001875 -1990-12-28 14:00:00-05:00,0.0016875000000000002 -1990-12-28 15:00:00-05:00,0.0015 -1990-12-28 16:00:00-05:00,0.0013124999999999999 -1990-12-28 17:00:00-05:00,0.0011250000000000001 -1990-12-28 18:00:00-05:00,0.0009375 -1990-12-28 19:00:00-05:00,0.0007499999999999998 -1990-12-28 20:00:00-05:00,0.0005624999999999996 -1990-12-28 21:00:00-05:00,0.00037499999999999947 -1990-12-28 22:00:00-05:00,0.00018750000000000017 +1990-12-25 00:00:00-05:00,0.0 +1990-12-25 01:00:00-05:00,0.0 +1990-12-25 02:00:00-05:00,0.0 +1990-12-25 03:00:00-05:00,0.0 +1990-12-25 04:00:00-05:00,0.0 +1990-12-25 05:00:00-05:00,0.0 +1990-12-25 06:00:00-05:00,0.0 +1990-12-25 07:00:00-05:00,0.0 +1990-12-25 08:00:00-05:00,0.0 +1990-12-25 09:00:00-05:00,6.249999999996536e-05 +1990-12-25 10:00:00-05:00,0.00012499999999993072 +1990-12-25 11:00:00-05:00,0.00018749999999989608 +1990-12-25 12:00:00-05:00,0.00024999999999986144 +1990-12-25 13:00:00-05:00,0.0003124999999998268 +1990-12-25 14:00:00-05:00,0.00037499999999979217 +1990-12-25 15:00:00-05:00,0.00043749999999975753 +1990-12-25 16:00:00-05:00,0.0004999999999997229 +1990-12-25 17:00:00-05:00,0.0005624999999996882 +1990-12-25 18:00:00-05:00,0.0006249999999996536 +1990-12-25 19:00:00-05:00,0.000687499999999619 +1990-12-25 20:00:00-05:00,0.0007499999999995843 +1990-12-25 21:00:00-05:00,0.0008124999999995497 +1990-12-25 22:00:00-05:00,0.0008749999999995151 +1990-12-25 23:00:00-05:00,0.0009374999999994804 +1990-12-26 00:00:00-05:00,0.0009999999999994458 +1990-12-26 01:00:00-05:00,0.0010624999999994111 +1990-12-26 02:00:00-05:00,0.0011249999999993765 +1990-12-26 03:00:00-05:00,0.0011874999999993419 +1990-12-26 04:00:00-05:00,0.0012499999999993072 +1990-12-26 05:00:00-05:00,0.0013124999999992726 +1990-12-26 06:00:00-05:00,0.001374999999999238 +1990-12-26 07:00:00-05:00,0.0014374999999992033 +1990-12-26 08:00:00-05:00,0.0014999999999991687 +1990-12-26 09:00:00-05:00,0.001562499999999134 +1990-12-26 10:00:00-05:00,0.0016249999999990994 +1990-12-26 11:00:00-05:00,0.0016874999999990647 +1990-12-26 12:00:00-05:00,0.0017499999999990301 +1990-12-26 13:00:00-05:00,0.0018124999999989955 +1990-12-26 14:00:00-05:00,0.0018749999999989608 +1990-12-26 15:00:00-05:00,0.0019374999999989262 +1990-12-26 16:00:00-05:00,0.0019999999999988916 +1990-12-26 17:00:00-05:00,0.002062499999998857 +1990-12-26 18:00:00-05:00,0.0021249999999988223 +1990-12-26 19:00:00-05:00,0.0021874999999987876 +1990-12-26 20:00:00-05:00,0.002249999999998753 +1990-12-26 21:00:00-05:00,0.0023124999999987184 +1990-12-26 22:00:00-05:00,0.0023749999999986837 +1990-12-26 23:00:00-05:00,0.002437499999998649 +1990-12-27 00:00:00-05:00,0.0024999999999986144 +1990-12-27 01:00:00-05:00,0.00256249999999858 +1990-12-27 02:00:00-05:00,0.002624999999998545 +1990-12-27 03:00:00-05:00,0.0026874999999985105 +1990-12-27 04:00:00-05:00,0.002749999999998476 +1990-12-27 05:00:00-05:00,0.0028124999999984412 +1990-12-27 06:00:00-05:00,0.0028749999999984066 +1990-12-27 07:00:00-05:00,0.002937499999998372 +1990-12-27 08:00:00-05:00,0.0029999999999983373 +1990-12-27 09:00:00-05:00,0.0030624999999983027 +1990-12-27 10:00:00-05:00,0.003124999999998268 +1990-12-27 11:00:00-05:00,0.0031874999999982334 +1990-12-27 12:00:00-05:00,0.0032499999999981988 +1990-12-27 13:00:00-05:00,0.003312499999998164 +1990-12-27 14:00:00-05:00,0.0033749999999981295 +1990-12-27 15:00:00-05:00,0.003437499999998095 +1990-12-27 16:00:00-05:00,0.0034999999999980602 +1990-12-27 17:00:00-05:00,0.0035624999999980256 +1990-12-27 18:00:00-05:00,0.003624999999997991 +1990-12-27 19:00:00-05:00,0.0036874999999979563 +1990-12-27 20:00:00-05:00,0.0037499999999979217 +1990-12-27 21:00:00-05:00,0.003812499999997887 +1990-12-27 22:00:00-05:00,0.0038749999999978524 +1990-12-27 23:00:00-05:00,0.003937499999997818 +1990-12-28 00:00:00-05:00,0.003999999999997783 +1990-12-28 01:00:00-05:00,0.0040624999999977485 +1990-12-28 02:00:00-05:00,0.004124999999997714 +1990-12-28 03:00:00-05:00,0.004187499999997679 +1990-12-28 04:00:00-05:00,0.0042499999999976446 +1990-12-28 05:00:00-05:00,0.00431249999999761 +1990-12-28 06:00:00-05:00,0.0 +1990-12-28 07:00:00-05:00,0.0 +1990-12-28 08:00:00-05:00,0.0 +1990-12-28 09:00:00-05:00,0.0 +1990-12-28 10:00:00-05:00,0.0 +1990-12-28 11:00:00-05:00,0.0 +1990-12-28 12:00:00-05:00,0.0 +1990-12-28 13:00:00-05:00,0.0 +1990-12-28 14:00:00-05:00,0.0 +1990-12-28 15:00:00-05:00,0.0 +1990-12-28 16:00:00-05:00,0.0 +1990-12-28 17:00:00-05:00,0.0 +1990-12-28 18:00:00-05:00,0.0 +1990-12-28 19:00:00-05:00,0.0 +1990-12-28 20:00:00-05:00,0.0 +1990-12-28 21:00:00-05:00,0.0 +1990-12-28 22:00:00-05:00,0.0 1990-12-28 23:00:00-05:00,0.0 1990-12-29 00:00:00-05:00,0.0 1990-12-29 01:00:00-05:00,0.0 @@ -8758,4 +8758,4 @@ timestamp,soiling 1990-12-31 21:00:00-05:00,0.0 1990-12-31 22:00:00-05:00,0.0 1990-12-31 23:00:00-05:00,0.0 -1990-01-01 00:00:00-05:00,0.0 +1991-01-01 00:00:00-05:00,0.0 diff --git a/pvlib/data/greensboro_kimber_soil_nowash.dat b/pvlib/data/greensboro_kimber_soil_nowash.dat index a34b012d93..ae170f8aa3 100644 --- a/pvlib/data/greensboro_kimber_soil_nowash.dat +++ b/pvlib/data/greensboro_kimber_soil_nowash.dat @@ -1,13 +1,13 @@ timestamp,soiling 1990-01-01 01:00:00-05:00,0.0 -1990-01-01 02:00:00-05:00,0.0 -1990-01-01 03:00:00-05:00,0.0 -1990-01-01 04:00:00-05:00,0.0 -1990-01-01 05:00:00-05:00,0.0 -1990-01-01 06:00:00-05:00,0.0 -1990-01-01 07:00:00-05:00,0.0 -1990-01-01 08:00:00-05:00,0.0 -1990-01-01 09:00:00-05:00,0.0 +1990-01-01 02:00:00-05:00,6.25e-05 +1990-01-01 03:00:00-05:00,0.000125 +1990-01-01 04:00:00-05:00,0.0001875 +1990-01-01 05:00:00-05:00,0.00025 +1990-01-01 06:00:00-05:00,0.0003125 +1990-01-01 07:00:00-05:00,0.000375 +1990-01-01 08:00:00-05:00,0.0004375 +1990-01-01 09:00:00-05:00,0.0005 1990-01-01 10:00:00-05:00,0.0 1990-01-01 11:00:00-05:00,0.0 1990-01-01 12:00:00-05:00,0.0 @@ -382,26 +382,26 @@ timestamp,soiling 1990-01-16 21:00:00-05:00,0.0 1990-01-16 22:00:00-05:00,0.0 1990-01-16 23:00:00-05:00,0.0 -1990-01-17 00:00:00-05:00,0.0 -1990-01-17 01:00:00-05:00,0.0 -1990-01-17 02:00:00-05:00,0.0 -1990-01-17 03:00:00-05:00,0.0 -1990-01-17 04:00:00-05:00,0.0 -1990-01-17 05:00:00-05:00,0.0 -1990-01-17 06:00:00-05:00,0.0 -1990-01-17 07:00:00-05:00,0.0 -1990-01-17 08:00:00-05:00,0.0 -1990-01-17 09:00:00-05:00,0.0 -1990-01-17 10:00:00-05:00,0.0 -1990-01-17 11:00:00-05:00,0.0 -1990-01-17 12:00:00-05:00,0.0 -1990-01-17 13:00:00-05:00,0.0 -1990-01-17 14:00:00-05:00,0.0 -1990-01-17 15:00:00-05:00,0.0 -1990-01-17 16:00:00-05:00,0.0 -1990-01-17 17:00:00-05:00,0.0 -1990-01-17 18:00:00-05:00,0.0 -1990-01-17 19:00:00-05:00,0.0 +1990-01-17 00:00:00-05:00,6.250000000000006e-05 +1990-01-17 01:00:00-05:00,0.0001250000000000001 +1990-01-17 02:00:00-05:00,0.00018750000000000017 +1990-01-17 03:00:00-05:00,0.0002500000000000002 +1990-01-17 04:00:00-05:00,0.0003125000000000003 +1990-01-17 05:00:00-05:00,0.00037500000000000033 +1990-01-17 06:00:00-05:00,0.0004375000000000004 +1990-01-17 07:00:00-05:00,0.0005000000000000004 +1990-01-17 08:00:00-05:00,0.0005625000000000005 +1990-01-17 09:00:00-05:00,0.0006250000000000006 +1990-01-17 10:00:00-05:00,0.0006875000000000006 +1990-01-17 11:00:00-05:00,0.0007500000000000007 +1990-01-17 12:00:00-05:00,0.0008125000000000007 +1990-01-17 13:00:00-05:00,0.0008750000000000008 +1990-01-17 14:00:00-05:00,0.0009375000000000008 +1990-01-17 15:00:00-05:00,0.0010000000000000009 +1990-01-17 16:00:00-05:00,0.001062500000000001 +1990-01-17 17:00:00-05:00,0.001125000000000001 +1990-01-17 18:00:00-05:00,0.001187500000000001 +1990-01-17 19:00:00-05:00,0.0012500000000000011 1990-01-17 20:00:00-05:00,0.0 1990-01-17 21:00:00-05:00,0.0 1990-01-17 22:00:00-05:00,0.0 @@ -934,533 +934,533 @@ timestamp,soiling 1990-02-08 21:00:00-05:00,0.0 1990-02-08 22:00:00-05:00,0.0 1990-02-08 23:00:00-05:00,0.0 -1990-02-09 00:00:00-05:00,6.25e-05 -1990-02-09 01:00:00-05:00,0.000125 -1990-02-09 02:00:00-05:00,0.0001875 -1990-02-09 03:00:00-05:00,0.00025 -1990-02-09 04:00:00-05:00,0.0003125 -1990-02-09 05:00:00-05:00,0.000375 -1990-02-09 06:00:00-05:00,0.0004375 -1990-02-09 07:00:00-05:00,0.0005 -1990-02-09 08:00:00-05:00,0.0005625000000000001 -1990-02-09 09:00:00-05:00,0.000625 -1990-02-09 10:00:00-05:00,0.0006875 -1990-02-09 11:00:00-05:00,0.00075 -1990-02-09 12:00:00-05:00,0.0008125000000000001 -1990-02-09 13:00:00-05:00,0.000875 -1990-02-09 14:00:00-05:00,0.0009375 -1990-02-09 15:00:00-05:00,0.001 -1990-02-09 16:00:00-05:00,0.0010625 -1990-02-09 17:00:00-05:00,0.0011250000000000001 -1990-02-09 18:00:00-05:00,0.0011875 -1990-02-09 19:00:00-05:00,0.00125 -1990-02-09 20:00:00-05:00,0.0013125 -1990-02-09 21:00:00-05:00,0.001375 -1990-02-09 22:00:00-05:00,0.0014375 -1990-02-09 23:00:00-05:00,0.0015 -1990-02-10 00:00:00-05:00,0.0015625 -1990-02-10 01:00:00-05:00,0.0016250000000000001 -1990-02-10 02:00:00-05:00,0.0016875 -1990-02-10 03:00:00-05:00,0.00175 -1990-02-10 04:00:00-05:00,0.0018125 -1990-02-10 05:00:00-05:00,0.001875 -1990-02-10 06:00:00-05:00,0.0019375 -1990-02-10 07:00:00-05:00,0.002 -1990-02-10 08:00:00-05:00,0.0020625 -1990-02-10 09:00:00-05:00,0.002125 -1990-02-10 10:00:00-05:00,0.0021875 -1990-02-10 11:00:00-05:00,0.0022500000000000003 -1990-02-10 12:00:00-05:00,0.0023125000000000003 -1990-02-10 13:00:00-05:00,0.002375 -1990-02-10 14:00:00-05:00,0.0024375 -1990-02-10 15:00:00-05:00,0.0025 -1990-02-10 16:00:00-05:00,0.0025625 -1990-02-10 17:00:00-05:00,0.002625 -1990-02-10 18:00:00-05:00,0.0026875 -1990-02-10 19:00:00-05:00,0.00275 -1990-02-10 20:00:00-05:00,0.0028125 -1990-02-10 21:00:00-05:00,0.002875 -1990-02-10 22:00:00-05:00,0.0029375 -1990-02-10 23:00:00-05:00,0.003 -1990-02-11 00:00:00-05:00,0.0030625 -1990-02-11 01:00:00-05:00,0.003125 -1990-02-11 02:00:00-05:00,0.0031875000000000002 -1990-02-11 03:00:00-05:00,0.0032500000000000003 -1990-02-11 04:00:00-05:00,0.0033125000000000003 -1990-02-11 05:00:00-05:00,0.0033750000000000004 -1990-02-11 06:00:00-05:00,0.0034375 -1990-02-11 07:00:00-05:00,0.0035 -1990-02-11 08:00:00-05:00,0.0035625 -1990-02-11 09:00:00-05:00,0.003625 -1990-02-11 10:00:00-05:00,0.0036875000000000002 -1990-02-11 11:00:00-05:00,0.0037500000000000003 -1990-02-11 12:00:00-05:00,0.0038125000000000004 -1990-02-11 13:00:00-05:00,0.0038750000000000004 -1990-02-11 14:00:00-05:00,0.0039375 -1990-02-11 15:00:00-05:00,0.004 -1990-02-11 16:00:00-05:00,0.0040625 -1990-02-11 17:00:00-05:00,0.004125 -1990-02-11 18:00:00-05:00,0.0041875 -1990-02-11 19:00:00-05:00,0.00425 -1990-02-11 20:00:00-05:00,0.0043125 -1990-02-11 21:00:00-05:00,0.004375 -1990-02-11 22:00:00-05:00,0.0044375000000000005 -1990-02-11 23:00:00-05:00,0.0045000000000000005 -1990-02-12 00:00:00-05:00,0.004562500000000001 -1990-02-12 01:00:00-05:00,0.004625000000000001 -1990-02-12 02:00:00-05:00,0.004687500000000001 -1990-02-12 03:00:00-05:00,0.004750000000000001 -1990-02-12 04:00:00-05:00,0.004812500000000001 -1990-02-12 05:00:00-05:00,0.004875000000000001 -1990-02-12 06:00:00-05:00,0.0049375 -1990-02-12 07:00:00-05:00,0.005 -1990-02-12 08:00:00-05:00,0.0050625 -1990-02-12 09:00:00-05:00,0.005125 -1990-02-12 10:00:00-05:00,0.0051875 -1990-02-12 11:00:00-05:00,0.00525 -1990-02-12 12:00:00-05:00,0.0053125 -1990-02-12 13:00:00-05:00,0.0053750000000000004 -1990-02-12 14:00:00-05:00,0.0054375000000000005 -1990-02-12 15:00:00-05:00,0.0055000000000000005 -1990-02-12 16:00:00-05:00,0.005562500000000001 -1990-02-12 17:00:00-05:00,0.005625 -1990-02-12 18:00:00-05:00,0.0056875 -1990-02-12 19:00:00-05:00,0.00575 -1990-02-12 20:00:00-05:00,0.0058125 -1990-02-12 21:00:00-05:00,0.005875 -1990-02-12 22:00:00-05:00,0.0059375 -1990-02-12 23:00:00-05:00,0.006 -1990-02-13 00:00:00-05:00,0.0060625 -1990-02-13 01:00:00-05:00,0.006125 -1990-02-13 02:00:00-05:00,0.0061875 -1990-02-13 03:00:00-05:00,0.00625 -1990-02-13 04:00:00-05:00,0.0063125 -1990-02-13 05:00:00-05:00,0.0063750000000000005 -1990-02-13 06:00:00-05:00,0.0064375 -1990-02-13 07:00:00-05:00,0.0065 -1990-02-13 08:00:00-05:00,0.0065625 -1990-02-13 09:00:00-05:00,0.006625 -1990-02-13 10:00:00-05:00,0.0066875 -1990-02-13 11:00:00-05:00,0.00675 -1990-02-13 12:00:00-05:00,0.0068125 -1990-02-13 13:00:00-05:00,0.006875 -1990-02-13 14:00:00-05:00,0.0069375 -1990-02-13 15:00:00-05:00,0.007 -1990-02-13 16:00:00-05:00,0.0070625 -1990-02-13 17:00:00-05:00,0.007124999999999999 -1990-02-13 18:00:00-05:00,0.0071874999999999994 -1990-02-13 19:00:00-05:00,0.0072499999999999995 -1990-02-13 20:00:00-05:00,0.0073124999999999996 -1990-02-13 21:00:00-05:00,0.007375 -1990-02-13 22:00:00-05:00,0.0074375 -1990-02-13 23:00:00-05:00,0.0075 -1990-02-14 00:00:00-05:00,0.0075625 -1990-02-14 01:00:00-05:00,0.007625 -1990-02-14 02:00:00-05:00,0.0076875 -1990-02-14 03:00:00-05:00,0.00775 -1990-02-14 04:00:00-05:00,0.0078125 -1990-02-14 05:00:00-05:00,0.007875 -1990-02-14 06:00:00-05:00,0.0079375 -1990-02-14 07:00:00-05:00,0.008 -1990-02-14 08:00:00-05:00,0.0080625 -1990-02-14 09:00:00-05:00,0.008125 -1990-02-14 10:00:00-05:00,0.0081875 -1990-02-14 11:00:00-05:00,0.00825 -1990-02-14 12:00:00-05:00,0.0083125 -1990-02-14 13:00:00-05:00,0.008374999999999999 -1990-02-14 14:00:00-05:00,0.008437499999999999 -1990-02-14 15:00:00-05:00,0.008499999999999999 -1990-02-14 16:00:00-05:00,0.008562499999999999 -1990-02-14 17:00:00-05:00,0.008624999999999999 -1990-02-14 18:00:00-05:00,0.008687499999999999 -1990-02-14 19:00:00-05:00,0.008749999999999999 -1990-02-14 20:00:00-05:00,0.0088125 -1990-02-14 21:00:00-05:00,0.008875 -1990-02-14 22:00:00-05:00,0.0089375 -1990-02-14 23:00:00-05:00,0.009 -1990-02-15 00:00:00-05:00,0.0090625 -1990-02-15 01:00:00-05:00,0.009125 -1990-02-15 02:00:00-05:00,0.0091875 -1990-02-15 03:00:00-05:00,0.00925 -1990-02-15 04:00:00-05:00,0.0093125 -1990-02-15 05:00:00-05:00,0.009375 -1990-02-15 06:00:00-05:00,0.0094375 -1990-02-15 07:00:00-05:00,0.0095 -1990-02-15 08:00:00-05:00,0.0095625 -1990-02-15 09:00:00-05:00,0.009625 -1990-02-15 10:00:00-05:00,0.0096875 -1990-02-15 11:00:00-05:00,0.009749999999999998 -1990-02-15 12:00:00-05:00,0.009812499999999998 -1990-02-15 13:00:00-05:00,0.009874999999999998 -1990-02-15 14:00:00-05:00,0.009937499999999998 -1990-02-15 15:00:00-05:00,0.009999999999999998 -1990-02-15 16:00:00-05:00,0.010062499999999999 -1990-02-15 17:00:00-05:00,0.010124999999999999 -1990-02-15 18:00:00-05:00,0.010187499999999999 -1990-02-15 19:00:00-05:00,0.010249999999999999 -1990-02-15 20:00:00-05:00,0.010312499999999999 -1990-02-15 21:00:00-05:00,0.010374999999999999 -1990-02-15 22:00:00-05:00,0.010437499999999999 -1990-02-15 23:00:00-05:00,0.010499999999999999 -1990-02-16 00:00:00-05:00,0.010562499999999999 -1990-02-16 01:00:00-05:00,0.010624999999999999 -1990-02-16 02:00:00-05:00,0.010687499999999999 -1990-02-16 03:00:00-05:00,0.01075 -1990-02-16 04:00:00-05:00,0.0108125 -1990-02-16 05:00:00-05:00,0.010875 -1990-02-16 06:00:00-05:00,0.0109375 -1990-02-16 07:00:00-05:00,0.011 -1990-02-16 08:00:00-05:00,0.0110625 -1990-02-16 09:00:00-05:00,0.011125 -1990-02-16 10:00:00-05:00,0.0111875 -1990-02-16 11:00:00-05:00,0.01125 -1990-02-16 12:00:00-05:00,0.0113125 -1990-02-16 13:00:00-05:00,0.011374999999999998 -1990-02-16 14:00:00-05:00,0.011437499999999998 -1990-02-16 15:00:00-05:00,0.011499999999999998 -1990-02-16 16:00:00-05:00,0.011562499999999998 -1990-02-16 17:00:00-05:00,0.011624999999999998 -1990-02-16 18:00:00-05:00,0.011687499999999998 -1990-02-16 19:00:00-05:00,0.011749999999999998 -1990-02-16 20:00:00-05:00,0.011812499999999998 -1990-02-16 21:00:00-05:00,0.011874999999999998 -1990-02-16 22:00:00-05:00,0.011937499999999998 -1990-02-16 23:00:00-05:00,0.011999999999999999 -1990-02-17 00:00:00-05:00,0.012062499999999999 -1990-02-17 01:00:00-05:00,0.012124999999999999 -1990-02-17 02:00:00-05:00,0.012187499999999999 -1990-02-17 03:00:00-05:00,0.012249999999999999 -1990-02-17 04:00:00-05:00,0.012312499999999999 -1990-02-17 05:00:00-05:00,0.012374999999999999 -1990-02-17 06:00:00-05:00,0.012437499999999999 -1990-02-17 07:00:00-05:00,0.012499999999999999 -1990-02-17 08:00:00-05:00,0.012562499999999999 -1990-02-17 09:00:00-05:00,0.012624999999999999 -1990-02-17 10:00:00-05:00,0.012687499999999999 -1990-02-17 11:00:00-05:00,0.012749999999999997 -1990-02-17 12:00:00-05:00,0.012812499999999998 -1990-02-17 13:00:00-05:00,0.012874999999999998 -1990-02-17 14:00:00-05:00,0.012937499999999998 -1990-02-17 15:00:00-05:00,0.012999999999999998 -1990-02-17 16:00:00-05:00,0.013062499999999998 -1990-02-17 17:00:00-05:00,0.013124999999999998 -1990-02-17 18:00:00-05:00,0.013187499999999998 -1990-02-17 19:00:00-05:00,0.013249999999999998 -1990-02-17 20:00:00-05:00,0.013312499999999998 -1990-02-17 21:00:00-05:00,0.013374999999999998 -1990-02-17 22:00:00-05:00,0.013437499999999998 -1990-02-17 23:00:00-05:00,0.013499999999999998 -1990-02-18 00:00:00-05:00,0.013562499999999998 -1990-02-18 01:00:00-05:00,0.013624999999999998 -1990-02-18 02:00:00-05:00,0.013687499999999998 -1990-02-18 03:00:00-05:00,0.013749999999999998 -1990-02-18 04:00:00-05:00,0.013812499999999998 -1990-02-18 05:00:00-05:00,0.013874999999999998 -1990-02-18 06:00:00-05:00,0.013937499999999999 -1990-02-18 07:00:00-05:00,0.013999999999999999 -1990-02-18 08:00:00-05:00,0.014062499999999999 -1990-02-18 09:00:00-05:00,0.014124999999999999 -1990-02-18 10:00:00-05:00,0.014187499999999999 -1990-02-18 11:00:00-05:00,0.014249999999999999 -1990-02-18 12:00:00-05:00,0.014312499999999999 -1990-02-18 13:00:00-05:00,0.014374999999999997 -1990-02-18 14:00:00-05:00,0.014437499999999997 -1990-02-18 15:00:00-05:00,0.014499999999999997 -1990-02-18 16:00:00-05:00,0.014562499999999997 -1990-02-18 17:00:00-05:00,0.014624999999999997 -1990-02-18 18:00:00-05:00,0.014687499999999997 -1990-02-18 19:00:00-05:00,0.014749999999999997 -1990-02-18 20:00:00-05:00,0.014812499999999998 -1990-02-18 21:00:00-05:00,0.014874999999999998 -1990-02-18 22:00:00-05:00,0.014937499999999998 -1990-02-18 23:00:00-05:00,0.014999999999999998 -1990-02-19 00:00:00-05:00,0.015062499999999998 -1990-02-19 01:00:00-05:00,0.015124999999999998 -1990-02-19 02:00:00-05:00,0.015187499999999998 -1990-02-19 03:00:00-05:00,0.015249999999999998 -1990-02-19 04:00:00-05:00,0.015312499999999998 -1990-02-19 05:00:00-05:00,0.015374999999999998 -1990-02-19 06:00:00-05:00,0.015437499999999998 -1990-02-19 07:00:00-05:00,0.015499999999999998 -1990-02-19 08:00:00-05:00,0.015562499999999998 -1990-02-19 09:00:00-05:00,0.015624999999999998 -1990-02-19 10:00:00-05:00,0.015687499999999997 -1990-02-19 11:00:00-05:00,0.015749999999999997 -1990-02-19 12:00:00-05:00,0.015812499999999997 -1990-02-19 13:00:00-05:00,0.015874999999999997 -1990-02-19 14:00:00-05:00,0.015937499999999997 -1990-02-19 15:00:00-05:00,0.015999999999999997 -1990-02-19 16:00:00-05:00,0.016062499999999997 -1990-02-19 17:00:00-05:00,0.016124999999999997 -1990-02-19 18:00:00-05:00,0.016187499999999997 -1990-02-19 19:00:00-05:00,0.016249999999999997 -1990-02-19 20:00:00-05:00,0.016312499999999997 -1990-02-19 21:00:00-05:00,0.016374999999999997 -1990-02-19 22:00:00-05:00,0.016437499999999997 -1990-02-19 23:00:00-05:00,0.016499999999999997 -1990-02-20 00:00:00-05:00,0.016562499999999997 -1990-02-20 01:00:00-05:00,0.016624999999999997 -1990-02-20 02:00:00-05:00,0.016687499999999997 -1990-02-20 03:00:00-05:00,0.016749999999999998 -1990-02-20 04:00:00-05:00,0.016812499999999998 -1990-02-20 05:00:00-05:00,0.016874999999999998 -1990-02-20 06:00:00-05:00,0.016937499999999998 -1990-02-20 07:00:00-05:00,0.016999999999999998 -1990-02-20 08:00:00-05:00,0.017062499999999998 -1990-02-20 09:00:00-05:00,0.017124999999999998 -1990-02-20 10:00:00-05:00,0.017187499999999998 -1990-02-20 11:00:00-05:00,0.017249999999999998 -1990-02-20 12:00:00-05:00,0.017312499999999998 -1990-02-20 13:00:00-05:00,0.017374999999999998 -1990-02-20 14:00:00-05:00,0.017437499999999998 -1990-02-20 15:00:00-05:00,0.017499999999999998 -1990-02-20 16:00:00-05:00,0.017562499999999998 -1990-02-20 17:00:00-05:00,0.017625 -1990-02-20 18:00:00-05:00,0.0176875 -1990-02-20 19:00:00-05:00,0.01775 -1990-02-20 20:00:00-05:00,0.0178125 -1990-02-20 21:00:00-05:00,0.017875 -1990-02-20 22:00:00-05:00,0.0179375 -1990-02-20 23:00:00-05:00,0.018 -1990-02-21 00:00:00-05:00,0.0180625 -1990-02-21 01:00:00-05:00,0.018125 -1990-02-21 02:00:00-05:00,0.0181875 -1990-02-21 03:00:00-05:00,0.01825 -1990-02-21 04:00:00-05:00,0.0183125 -1990-02-21 05:00:00-05:00,0.018375 -1990-02-21 06:00:00-05:00,0.0184375 -1990-02-21 07:00:00-05:00,0.0185 -1990-02-21 08:00:00-05:00,0.0185625 -1990-02-21 09:00:00-05:00,0.018625 -1990-02-21 10:00:00-05:00,0.0186875 -1990-02-21 11:00:00-05:00,0.01875 -1990-02-21 12:00:00-05:00,0.0188125 -1990-02-21 13:00:00-05:00,0.018875 -1990-02-21 14:00:00-05:00,0.0189375 -1990-02-21 15:00:00-05:00,0.019 -1990-02-21 16:00:00-05:00,0.0190625 -1990-02-21 17:00:00-05:00,0.019125 -1990-02-21 18:00:00-05:00,0.0191875 -1990-02-21 19:00:00-05:00,0.01925 -1990-02-21 20:00:00-05:00,0.0193125 -1990-02-21 21:00:00-05:00,0.019375 -1990-02-21 22:00:00-05:00,0.0194375 -1990-02-21 23:00:00-05:00,0.0195 -1990-02-22 00:00:00-05:00,0.0195625 -1990-02-22 01:00:00-05:00,0.019625 -1990-02-22 02:00:00-05:00,0.0196875 -1990-02-22 03:00:00-05:00,0.01975 -1990-02-22 04:00:00-05:00,0.0198125 -1990-02-22 05:00:00-05:00,0.019875 -1990-02-22 06:00:00-05:00,0.0199375 -1990-02-22 07:00:00-05:00,0.02 -1990-02-22 08:00:00-05:00,0.0200625 -1990-02-22 09:00:00-05:00,0.020125 -1990-02-22 10:00:00-05:00,0.0201875 -1990-02-22 11:00:00-05:00,0.02025 -1990-02-22 12:00:00-05:00,0.0203125 -1990-02-22 13:00:00-05:00,0.020375 -1990-02-22 14:00:00-05:00,0.0204375 -1990-02-22 15:00:00-05:00,0.0205 -1990-02-22 16:00:00-05:00,0.0205625 -1990-02-22 17:00:00-05:00,0.020625 -1990-02-22 18:00:00-05:00,0.0206875 -1990-02-22 19:00:00-05:00,0.02075 -1990-02-22 20:00:00-05:00,0.0208125 -1990-02-22 21:00:00-05:00,0.020875 -1990-02-22 22:00:00-05:00,0.0209375 -1990-02-22 23:00:00-05:00,0.021 -1990-02-23 00:00:00-05:00,0.0210625 -1990-02-23 01:00:00-05:00,0.021125 -1990-02-23 02:00:00-05:00,0.0211875 -1990-02-23 03:00:00-05:00,0.02125 -1990-02-23 04:00:00-05:00,0.0213125 -1990-02-23 05:00:00-05:00,0.021375 -1990-02-23 06:00:00-05:00,0.0214375 -1990-02-23 07:00:00-05:00,0.021500000000000002 -1990-02-23 08:00:00-05:00,0.021562500000000002 -1990-02-23 09:00:00-05:00,0.021625000000000002 -1990-02-23 10:00:00-05:00,0.021687500000000002 -1990-02-23 11:00:00-05:00,0.021750000000000002 -1990-02-23 12:00:00-05:00,0.021812500000000002 -1990-02-23 13:00:00-05:00,0.021875000000000002 -1990-02-23 14:00:00-05:00,0.021937500000000002 -1990-02-23 15:00:00-05:00,0.022000000000000002 -1990-02-23 16:00:00-05:00,0.022062500000000002 -1990-02-23 17:00:00-05:00,0.022125000000000002 -1990-02-23 18:00:00-05:00,0.022187500000000002 -1990-02-23 19:00:00-05:00,0.022250000000000002 -1990-02-23 20:00:00-05:00,0.022312500000000002 -1990-02-23 21:00:00-05:00,0.022375000000000003 -1990-02-23 22:00:00-05:00,0.022437500000000003 -1990-02-23 23:00:00-05:00,0.022500000000000003 -1990-02-24 00:00:00-05:00,0.022562500000000003 -1990-02-24 01:00:00-05:00,0.022625000000000003 -1990-02-24 02:00:00-05:00,0.022687500000000003 -1990-02-24 03:00:00-05:00,0.022750000000000003 -1990-02-24 04:00:00-05:00,0.022812500000000003 -1990-02-24 05:00:00-05:00,0.022875000000000003 -1990-02-24 06:00:00-05:00,0.022937500000000003 -1990-02-24 07:00:00-05:00,0.023000000000000003 -1990-02-24 08:00:00-05:00,0.023062500000000003 -1990-02-24 09:00:00-05:00,0.023125000000000003 -1990-02-24 10:00:00-05:00,0.023187500000000003 -1990-02-24 11:00:00-05:00,0.023250000000000003 -1990-02-24 12:00:00-05:00,0.023312500000000003 -1990-02-24 13:00:00-05:00,0.023375000000000003 -1990-02-24 14:00:00-05:00,0.023437500000000003 -1990-02-24 15:00:00-05:00,0.023500000000000004 -1990-02-24 16:00:00-05:00,0.023562500000000004 -1990-02-24 17:00:00-05:00,0.023625000000000004 -1990-02-24 18:00:00-05:00,0.023687500000000004 -1990-02-24 19:00:00-05:00,0.023750000000000004 -1990-02-24 20:00:00-05:00,0.023812500000000004 -1990-02-24 21:00:00-05:00,0.023875000000000004 -1990-02-24 22:00:00-05:00,0.023937500000000004 -1990-02-24 23:00:00-05:00,0.024000000000000004 -1990-02-25 00:00:00-05:00,0.024062500000000004 -1990-02-25 01:00:00-05:00,0.024125000000000004 -1990-02-25 02:00:00-05:00,0.024187500000000004 -1990-02-25 03:00:00-05:00,0.024250000000000004 -1990-02-25 04:00:00-05:00,0.024312500000000004 -1990-02-25 05:00:00-05:00,0.024375000000000004 -1990-02-25 06:00:00-05:00,0.024437500000000004 -1990-02-25 07:00:00-05:00,0.024500000000000004 -1990-02-25 08:00:00-05:00,0.024562500000000004 -1990-02-25 09:00:00-05:00,0.024625000000000005 -1990-02-25 10:00:00-05:00,0.024687500000000005 -1990-02-25 11:00:00-05:00,0.024750000000000005 -1990-02-25 12:00:00-05:00,0.024812500000000005 -1990-02-25 13:00:00-05:00,0.024875000000000005 -1990-02-25 14:00:00-05:00,0.024937500000000005 -1990-02-25 15:00:00-05:00,0.025000000000000005 -1990-02-25 16:00:00-05:00,0.025062500000000005 -1990-02-25 17:00:00-05:00,0.025125000000000005 -1990-02-25 18:00:00-05:00,0.025187500000000005 -1990-02-25 19:00:00-05:00,0.025250000000000005 -1990-02-25 20:00:00-05:00,0.025312500000000005 -1990-02-25 21:00:00-05:00,0.025375000000000005 -1990-02-25 22:00:00-05:00,0.025437500000000005 -1990-02-25 23:00:00-05:00,0.025500000000000005 -1990-02-26 00:00:00-05:00,0.025562500000000005 -1990-02-26 01:00:00-05:00,0.025625000000000005 -1990-02-26 02:00:00-05:00,0.025687500000000005 -1990-02-26 03:00:00-05:00,0.025750000000000006 -1990-02-26 04:00:00-05:00,0.025812500000000006 -1990-02-26 05:00:00-05:00,0.025875000000000006 -1990-02-26 06:00:00-05:00,0.025937500000000006 -1990-02-26 07:00:00-05:00,0.026000000000000006 -1990-02-26 08:00:00-05:00,0.026062500000000006 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05:00:00-05:00,0.027375000000000007 -1990-02-27 06:00:00-05:00,0.027437500000000007 -1990-02-27 07:00:00-05:00,0.027500000000000007 -1990-02-27 08:00:00-05:00,0.027562500000000007 -1990-02-27 09:00:00-05:00,0.027625000000000007 -1990-02-27 10:00:00-05:00,0.027687500000000007 -1990-02-27 11:00:00-05:00,0.027750000000000007 -1990-02-27 12:00:00-05:00,0.027812500000000007 -1990-02-27 13:00:00-05:00,0.027875000000000007 -1990-02-27 14:00:00-05:00,0.027937500000000007 -1990-02-27 15:00:00-05:00,0.028000000000000008 -1990-02-27 16:00:00-05:00,0.028062500000000008 -1990-02-27 17:00:00-05:00,0.028125000000000008 -1990-02-27 18:00:00-05:00,0.028187500000000008 -1990-02-27 19:00:00-05:00,0.028250000000000008 -1990-02-27 20:00:00-05:00,0.028312500000000008 -1990-02-27 21:00:00-05:00,0.028375000000000008 -1990-02-27 22:00:00-05:00,0.028437500000000008 -1990-02-27 23:00:00-05:00,0.028500000000000008 -1990-02-28 00:00:00-05:00,0.028562500000000008 -1990-02-28 01:00:00-05:00,0.028625000000000008 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0e97728c6b..e624d063c0 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -90,7 +90,7 @@ def soiling_hsu(rainfall, cleaning_threshold, tilt, pm2_5, pm10, def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, grace_period=14, max_soiling=0.3, manual_wash_dates=None, - initial_soiling=0): + initial_soiling=0, rain_accum_period=24, istmy=False): """ Calculate soiling ratio with rainfall data and a daily soiling rate using the Kimber soiling model [1]_. @@ -123,6 +123,11 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, initial_soiling : float, default 0 Initial fraction of energy lost due to soiling at time zero in the `rainfall` series input. [unitless] + rain_accum_period : int, default 24 + Period for accumulating rainfall to check against `cleaning_threshold`. + The Kimber model defines this period as one day. [hours] + istmy : bool, default False + Fix last timestep in TMY so that it is monotonically increasing. Returns ------- @@ -154,58 +159,57 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, Kimber, et al., IEEE 4th World Conference on Photovoltaic Energy Conference, 2006, :doi:`10.1109/WCPEC.2006.279690` """ - # convert grace_period to timedelata - grace_period = datetime.timedelta(days=grace_period) - - # manual wash dates - if manual_wash_dates is None: - manual_wash_dates = [] + # convert rain_accum_period to timedelta + rain_accum_period = datetime.timedelta(hours=rain_accum_period) - # resample rainfall as days by summing intermediate times - daily_rainfall = rainfall.resample("D").sum() - - # set indices to the end of the day - daily_rainfall.index = daily_rainfall.index + datetime.timedelta(hours=23) - - # soiling - soiling = pd.Series(float('NaN'), index=rainfall.index) + # convert grace_period to timedelta + grace_period = datetime.timedelta(days=grace_period) - # set 1st timestep to initial soiling - soiling.iloc[0] = initial_soiling + # get rainfall timezone, timestep as timedelta64, and timestep in int days + rain_tz = rainfall.index.tz + rain_index = rainfall.index.values + timestep_interval = (rain_index[1] - rain_index[0]) + day_fraction = timestep_interval / np.timedelta64(24, 'h') + + # if TMY fix to be monotonically increasing by rolling index by 1 interval + # and then adding 1 interval, while the values stay the same + if istmy: + rain_index = np.roll(rain_index, 1) + timestep_interval + # NOTE: numpy datetim64[ns] has no timezone + # convert to datetimeindex at UTC and convert to original timezone + rain_index = pd.DatetimeIndex(rain_index, tz='UTC').tz_convert(rain_tz) + # fixed rainfall timeseries with monotonically increasing index + rainfall = pd.Series( + rainfall.values, index=rain_index, name=rainfall.name) + + # accumulate rainfall + accumulated_rainfall = rainfall.rolling( + rain_accum_period, closed='right').sum() + + # soiling rate + soiling = np.ones_like(rainfall.values) * soiling_loss_rate * day_fraction + soiling[0] = initial_soiling + soiling = np.cumsum(soiling) # rainfall events that clean the panels - rain_events = daily_rainfall > cleaning_threshold + rain_events = accumulated_rainfall > cleaning_threshold - # loop over days - for today in daily_rainfall.index: + # grace periods windows during which ground is assumed damp, so no soiling + grace_windows = rain_events.rolling(grace_period, closed='right').sum() > 0 - # start day of grace period - start_day = today - grace_period + # clean panels by subtracting soiling for indices in grace period windows + cleaning = pd.Series(float('NaN'), index=rainfall.index) + cleaning.iloc[0] = 0.0 + cleaning[grace_windows] = soiling[grace_windows] - # rainfall event during grace period? - rain_in_grace_period = any(rain_events[start_day:today]) - - # if rain exceed threshold today, panels were cleaned, so set soiling - # to zero, and if rain exceeded threshold anytime during grace period, - # assume ground is still damp, so no soiling either - if rain_in_grace_period: - soiling[today] = initial_soiling = 0 - continue - - # is this a manual wash date? - if today.date() in manual_wash_dates: - soiling[today] = initial_soiling = 0 - continue - - # so, it didn't rain enough to clean, it hasn't rained enough recently, - # and we didn't manually clean panels, so soil them by adding daily - # soiling rate to soiling from previous day - total_soil = initial_soiling + soiling_loss_rate - - # check if soiling has reached the maximum - soiling[today] = ( - max_soiling if (total_soil >= max_soiling) else total_soil) + # manual wash dates + if manual_wash_dates is not None: + manual_wash_dates = pd.DatetimeIndex(manual_wash_dates, tz=rain_tz) + soiling = pd.Series(soiling, index=rain_index, name='soiling') + cleaning[manual_wash_dates] = soiling[manual_wash_dates] - initial_soiling = soiling[today] # reset initial soiling + # remove soiling by foward filling cleaning where NaN + soiling -= cleaning.ffill() - return soiling.interpolate() + # check if soiling has reached the maximum + return soiling.where(soiling < max_soiling, max_soiling) diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index 2e14673202..e8c7a6af57 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -119,7 +119,7 @@ def test_kimber_soiling_nowash(greensboro_rain, # Greensboro typical expected annual rainfall is 8345mm assert greensboro_rain.sum() == 8345 # calculate soiling with no wash dates - soiling_nowash = soiling_kimber(greensboro_rain) + soiling_nowash = soiling_kimber(greensboro_rain, istmy=True) # test no washes assert np.allclose( soiling_nowash.values, @@ -140,7 +140,7 @@ def test_kimber_soiling_manwash(greensboro_rain, manwash = [datetime.date(1990, 2, 15), ] # calculate soiling with manual wash soiling_manwash = soiling_kimber( - greensboro_rain, manual_wash_dates=manwash) + greensboro_rain, manual_wash_dates=manwash, istmy=True) # test manual wash assert np.allclose( soiling_manwash.values, @@ -150,13 +150,11 @@ def test_kimber_soiling_manwash(greensboro_rain, @pytest.fixture def expected_kimber_soiling_norain(): # expected soiling reaches maximum - # NOTE: TMY3 data starts at 1AM, not midnite! soiling_loss_rate = 0.0015 max_loss_rate = 0.3 norain = np.ones(8760) * soiling_loss_rate/24 - norain[0] += soiling_loss_rate/24 + norain[0] = 0.0 norain = np.cumsum(norain) - norain[:22] = np.arange(0, soiling_loss_rate, soiling_loss_rate/22) return np.where(norain > max_loss_rate, max_loss_rate, norain) @@ -166,6 +164,29 @@ def test_kimber_soiling_norain(greensboro_rain, # a year with no rain norain = pd.Series(0, index=greensboro_rain.index) # calculate soiling with no rain - soiling_norain = soiling_kimber(norain) + soiling_norain = soiling_kimber(norain, istmy=True) # test no rain, soiling reaches maximum assert np.allclose(soiling_norain.values, expected_kimber_soiling_norain) + + +@pytest.fixture +def expected_kimber_soiling_initial_soil(): + # expected soiling reaches maximum + soiling_loss_rate = 0.0015 + max_loss_rate = 0.3 + norain = np.ones(8760) * soiling_loss_rate/24 + norain[0] = 0.1 + norain = np.cumsum(norain) + return np.where(norain > max_loss_rate, max_loss_rate, norain) + + +def test_kimber_soiling_initial_soil(greensboro_rain, + expected_kimber_soiling_initial_soil): + """Test Kimber soiling model with initial soiling""" + # a year with no rain + norain = pd.Series(0, index=greensboro_rain.index) + # calculate soiling with no rain + soiling_norain = soiling_kimber(norain, initial_soiling=0.1, istmy=True) + # test no rain, soiling reaches maximum + assert np.allclose( + soiling_norain.values, expected_kimber_soiling_initial_soil) From 6acf51278ab18396d793ed09c14b312aea48f739 Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Fri, 14 Feb 2020 17:22:18 -0800 Subject: [PATCH 20/21] fix trailing whitespace in kimber --- pvlib/losses.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/losses.py b/pvlib/losses.py index e624d063c0..bcf68889e2 100644 --- a/pvlib/losses.py +++ b/pvlib/losses.py @@ -186,7 +186,7 @@ def soiling_kimber(rainfall, cleaning_threshold=6, soiling_loss_rate=0.0015, accumulated_rainfall = rainfall.rolling( rain_accum_period, closed='right').sum() - # soiling rate + # soiling rate soiling = np.ones_like(rainfall.values) * soiling_loss_rate * day_fraction soiling[0] = initial_soiling soiling = np.cumsum(soiling) From 75d6df63550e8c8360866db1f5035ba3a853117b Mon Sep 17 00:00:00 2001 From: Mark Mikofski Date: Fri, 14 Feb 2020 19:06:24 -0800 Subject: [PATCH 21/21] Kimber needs pandas-0.22 --- pvlib/tests/test_losses.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/pvlib/tests/test_losses.py b/pvlib/tests/test_losses.py index e8c7a6af57..74c05e0e7b 100644 --- a/pvlib/tests/test_losses.py +++ b/pvlib/tests/test_losses.py @@ -7,7 +7,8 @@ from pandas.util.testing import assert_series_equal from pvlib.losses import soiling_hsu, soiling_kimber from pvlib.iotools import read_tmy3 -from conftest import requires_scipy, DATA_DIR +from conftest import ( + requires_scipy, needs_pandas_0_22, DATA_DIR) import pytest @@ -113,6 +114,7 @@ def expected_kimber_soiling_nowash(): parse_dates=True, index_col='timestamp') +@needs_pandas_0_22 def test_kimber_soiling_nowash(greensboro_rain, expected_kimber_soiling_nowash): """Test Kimber soiling model with no manual washes""" @@ -133,6 +135,7 @@ def expected_kimber_soiling_manwash(): parse_dates=True, index_col='timestamp') +@needs_pandas_0_22 def test_kimber_soiling_manwash(greensboro_rain, expected_kimber_soiling_manwash): """Test Kimber soiling model with a manual wash""" @@ -158,6 +161,7 @@ def expected_kimber_soiling_norain(): return np.where(norain > max_loss_rate, max_loss_rate, norain) +@needs_pandas_0_22 def test_kimber_soiling_norain(greensboro_rain, expected_kimber_soiling_norain): """Test Kimber soiling model with no rain""" @@ -180,6 +184,7 @@ def expected_kimber_soiling_initial_soil(): return np.where(norain > max_loss_rate, max_loss_rate, norain) +@needs_pandas_0_22 def test_kimber_soiling_initial_soil(greensboro_rain, expected_kimber_soiling_initial_soil): """Test Kimber soiling model with initial soiling"""