diff --git a/docs/api.rst b/docs/api.rst index 629370e78..94e149b1d 100644 --- a/docs/api.rst +++ b/docs/api.rst @@ -65,6 +65,17 @@ clearsky insolation for the same day. quality.irradiance.daily_insolation_limits +There is function for calculating the component sum for GHI, DHI, +and DNI, and correcting for nighttime periods. Using this function, we can +estimate one irradiance field using the two other irradiance fields. +This can be useful for comparison, as well as to +calculate missing data fields. + +.. autosummary:: + :toctree: generated/ + + quality.irradiance.calculate_component_sum_series + Gaps ---- diff --git a/docs/examples/irradiance-quality/component-sum-irradiance.py b/docs/examples/irradiance-quality/component-sum-irradiance.py new file mode 100644 index 000000000..1915961ba --- /dev/null +++ b/docs/examples/irradiance-quality/component-sum-irradiance.py @@ -0,0 +1,119 @@ +""" +Component Sum Equations for Irradiance Data +=========================================== + +Estimate GHI, DHI, and DNI using the component sum equations, with +nighttime corrections. +""" + +# %% +# Estimating GHI, DHI, and DNI using the component sum equations is useful +# if the associated field is missing, or as a comparison to an existing +# physical data stream. + +import pvanalytics +from pvanalytics.quality.irradiance import calculate_component_sum_series +import pvlib +import matplotlib.pyplot as plt +import pandas as pd +import pathlib + +# %% +# First, read in data from the RMIS NREL system. This data set contains +# 5-minute right-aligned data. It includes POA, GHI, +# DNI, DHI, and GNI measurements. + +pvanalytics_dir = pathlib.Path(pvanalytics.__file__).parent +rmis_file = pvanalytics_dir / 'data' / 'irradiance_RMIS_NREL.csv' +data = pd.read_csv(rmis_file, index_col=0, parse_dates=True) + +# %% +# Now generate solar zenith estimates for the location, +# based on the data's time zone and site latitude-longitude +# coordinates. This is done using the +# :py:func:`pvlib.solarposition.get_solarposition` function. +latitude = 39.742 +longitude = -105.18 +time_zone = "Etc/GMT+7" +data = data.tz_localize(time_zone) +solar_position = pvlib.solarposition.get_solarposition(data.index, + latitude, + longitude) + + +# %% +# Get the clearsky DNI values associated with the current location, using +# the :py:func:`pvlib.solarposition.get_solarposition` function. These clearsky +# values are used to calculate DNI data. +site = pvlib.location.Location(latitude, longitude, tz=time_zone) +clearsky = site.get_clearsky(data.index) + +# %% +# Use :py:func:`pvanalytics.quality.irradiance.calcuate_ghi_component` +# to estimate GHI measurements using DHI and DNI measurements + +component_sum_ghi = calculate_component_sum_series( + solar_zenith=solar_position['zenith'], + dhi=data['irradiance_dhi__7983'], + dni=data['irradiance_dni__7982'], + zenith_limit=90, + fill_night_value='equation') + +# %% +# Plot the 'irradiance_ghi__7981' data stream against the estimated component +# sum GHI, for comparison +data['irradiance_ghi__7981'].plot() +component_sum_ghi.plot() +plt.legend(labels=["RMIS GHI", "Component Sum GHI"], + loc="upper left") +plt.xlabel("Date") +plt.ylabel("GHI (W/m^2)") +plt.tight_layout() +plt.show() + +# %% +# Use :py:func:`pvanalytics.quality.irradiance.calcuate_dhi_component` +# to estimate DHI measurements using GHI and DNI measurements + +component_sum_dhi = calculate_component_sum_series( + solar_zenith=solar_position['zenith'], + dni=data['irradiance_dni__7982'], + ghi=data['irradiance_ghi__7981'], + zenith_limit=90, + fill_night_value='equation') + +# %% +# Plot the 'irradiance_dhi__7983' data stream against the estimated component +# sum GHI, for comparison +data['irradiance_dhi__7983'].plot() +component_sum_dhi.plot() +plt.legend(labels=["RMIS DHI", "Component Sum DHI"], + loc="upper left") +plt.xlabel("Date") +plt.ylabel("GHI (W/m^2)") +plt.tight_layout() +plt.show() + +# %% +# Use :py:func:`pvanalytics.quality.irradiance.calcuate_dni_component` +# to estimate DNI measurements using GHI and DHI measurements + +component_sum_dni = calculate_component_sum_series( + solar_zenith=solar_position['zenith'], + dhi=data['irradiance_dhi__7983'], + ghi=data['irradiance_ghi__7981'], + dni_clear=clearsky['dni'], + zenith_limit=90, + fill_night_value='equation') + +# %% +# Plot the 'irradiance_dni__7982' data stream against the estimated component +# sum GHI, for comparison +data['irradiance_dni__7982'].plot() +component_sum_dni.plot() +plt.legend(labels=["RMIS DNI", "Component Sum DNI"], + loc="upper left") +plt.xlabel("Date") +plt.ylabel("DNI (W/m^2)") +plt.tight_layout() +plt.show() diff --git a/docs/whatsnew/0.1.3.rst b/docs/whatsnew/0.1.3.rst index e22b85b2c..cce81fb6b 100644 --- a/docs/whatsnew/0.1.3.rst +++ b/docs/whatsnew/0.1.3.rst @@ -5,9 +5,9 @@ Enhancements ~~~~~~~~~~~~ +* Added function ``pvanalytics.quality.irradiance.calculate_component_sum_series`` for calculating the component sum values of GHI, DHI, and DNI, and performing nighttime corrections (:issue:`157`, :pull:`163`) * Updated the :py:func:`~pvanalytics.gaps.stale_values_round` function with pandas functionality, leading to the same results with a 300X speedup. (:issue:`156`, :pull:`158`) - Bug Fixes ~~~~~~~~~ @@ -19,7 +19,7 @@ Requirements Documentation ~~~~~~~~~~~~~ -Added 4 new gallery example pages: +Added new gallery example pages: * ``pvanalytics.metrics`` (:issue:`133`, :pull:`153`): @@ -33,6 +33,8 @@ Added 4 new gallery example pages: * :py:func:`~pvanalytics.quality.weather.wind_limits` * :py:func:`~pvanalytics.quality.weather.module_temperature_check` +* ``pvanalytics.quality.irradiance.calculate_component_sum_series``(:issue:`157`, :pull:`163`) + Restructured the example gallery by separating the examples into categories and adding README's (:issue:`154`, :pull:`155`). diff --git a/pvanalytics/data/irradiance_RMIS_NREL.csv b/pvanalytics/data/irradiance_RMIS_NREL.csv index 3ac4301a9..f6bf643c9 100644 --- a/pvanalytics/data/irradiance_RMIS_NREL.csv +++ b/pvanalytics/data/irradiance_RMIS_NREL.csv @@ -1,1441 +1,1441 @@ -measured_on,irradiance_dhi__7983,irradiance_dni__7982,irradiance_ghi__7981,irradiance_gni__7994,irradiance_poa__7984 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12:15:00,62.18774,1038.5368,627.9191,1143.741,1080.024 -2019-02-01 12:20:00,61.78904,1039.139,627.9185,1143.314,1079.8858 -2019-02-01 12:25:00,61.629556,1038.7362,627.91812,1141.8942,1079.0624 -2019-02-01 12:30:00,60.99172,1038.2666000000002,626.6457,1140.475,1077.4162000000001 -2019-02-01 12:35:00,60.034983999999994,1039.7753,626.26388,1140.5458999999998,1076.4563999999998 -2019-02-01 12:40:00,59.39716,1037.5956,623.84632,1137.636,1073.165 -2019-02-01 12:45:00,59.3978,1037.9422,620.54482,1136.229,1069.062 -2019-02-01 12:50:00,58.640544,1036.7382000000002,618.57439,1135.3806,1066.1847999999998 -2019-02-01 12:55:00,58.44108,1036.4,615.201,1134.81,1061.9307 -2019-02-01 13:00:00,57.842963,1035.3244,612.59101,1133.8132,1058.0191 -2019-02-01 13:05:00,57.80357,1033.1198,608.5880199999999,1131.977,1051.7878 -2019-02-01 13:10:00,57.803999999999995,1032.3898,602.86672,1129.9984,1044.39 -2019-02-01 13:15:00,57.166376,1031.7225999999998,598.28828,1127.732,1037.9474 -2019-02-01 13:20:00,56.5283,1030.9136,593.0689199999999,1126.307,1031.0855999999999 -2019-02-01 13:25:00,56.20961,1027.2626,586.07296,1123.3310999999999,1021.7635 -2019-02-01 13:30:00,56.20947666666667,1024.7673333333335,580.1761266666667,1120.7262666666668,1012.8466666666667 -2019-02-01 13:35:00,55.970000000000006,1020.8498,573.2174,1117.787,1003.241 -2019-02-01 13:40:00,55.41154,1019.133,565.38844,1114.3734,991.98838 -2019-02-01 13:45:00,54.61400999999999,1019.0613999999999,558.51507,1113.8008,983.41232 -2019-02-01 13:50:00,54.61382999999999,1016.1406000000001,551.19704,1112.094,973.0546 -2019-02-01 13:55:00,54.534672,1011.4566000000001,542.8049599999999,1108.1309999999999,961.2701000000001 -2019-02-01 14:00:00,53.817556,1008.0442999999999,532.9483,1103.5978,947.0831000000001 -2019-02-01 14:05:00,53.418989999999994,1007.778,525.63282,1102.464,937.4155199999999 -2019-02-01 14:10:00,52.940321999999995,1004.8882,515.45064,1098.413,922.8040800000001 -2019-02-01 14:15:00,52.621126000000004,1000.3222600000001,505.77776000000006,1093.6522,909.0158800000002 -2019-02-01 14:20:00,52.22223,997.0980400000001,496.61402,1090.808,895.8452800000001 -2019-02-01 14:25:00,52.22201,990.99077,483.69726,1083.1390000000001,877.18961 -2019-02-01 14:30:00,51.424606000000004,984.2145200000001,471.41756,1075.1874,859.3584200000001 -2019-02-01 14:35:00,50.986013,979.31692,461.74673999999993,1071.7793,845.4366900000001 -2019-02-01 14:40:00,50.62717,974.28574,449.7858,1066.668,828.90956 -2019-02-01 14:45:00,49.829862,967.71252,437.69788,1059.5701999999999,811.2172 -2019-02-01 14:50:00,49.431209,964.1911,425.16481000000005,1054.3186,793.6622199999999 -2019-02-01 14:55:00,49.03309,957.99754,412.00012,1046.807,774.60717 -2019-02-01 15:00:00,48.3954,951.0252399999999,399.40464000000003,1038.293,756.7802599999999 -2019-02-01 15:05:00,47.83774,943.11998,385.79358,1030.922,737.0378799999999 -2019-02-01 15:10:00,47.758320000000005,933.87052,370.5907,1021.2760000000001,715.0986300000001 -2019-02-01 15:15:00,46.802554,926.4119800000001,357.23793,1012.2134,695.84389 -2019-02-01 15:20:00,46.324602,916.5276799999999,343.05344,1001.577,675.48308 -2019-02-01 15:25:00,45.84607,909.58315,329.43721999999997,992.98656,655.6624800000001 -2019-02-01 15:30:00,45.44755,897.6137799999999,313.91428,981.13704,633.37694 -2019-02-01 15:35:00,44.251996,885.1136999999999,299.28403000000003,969.0810799999999,611.09543 -2019-02-01 15:40:00,43.45454,875.6207,284.77714000000003,957.1549000000001,589.62906 -2019-02-01 15:45:00,42.65734,862.7454599999999,269.38112,942.6790000000001,566.4515 -2019-02-01 15:50:00,41.86032,846.8557799999999,252.84096,923.9486999999999,541.21898 -2019-02-01 15:55:00,41.06364,831.4089700000001,236.11171,905.2259399999999,515.51051 -2019-02-01 16:00:00,39.90808,813.68035,221.35412000000002,885.65,491.378 -2019-02-01 16:05:00,38.67276,797.9970899999998,206.53242999999998,867.49311,467.65631999999994 -2019-02-01 16:10:00,37.237970000000004,781.37268,191.90078,848.9080399999999,444.27594 -2019-02-01 16:15:00,35.48413,759.7829099999999,175.6142,824.6428599999999,417.12222 -2019-02-01 16:20:00,34.049023999999996,737.85312,160.21710000000002,799.37888,390.92584 -2019-02-01 16:25:00,31.99593433333333,699.1318033333333,136.57995833333334,756.0033266666667,350.52112166666666 -2019-02-01 16:30:00,31.258390000000002,683.12374,127.76754000000001,738.6262399999999,334.82741999999996 -2019-02-01 16:35:00,29.265166,653.6830600000001,112.24316000000002,703.14298,306.84826000000004 -2019-02-01 16:40:00,27.51104,617.12922,97.227158,661.69416,277.77020000000005 -2019-02-01 16:45:00,25.278244,578.0552,73.68388200000001,614.70374,209.73349 -2019-02-01 16:50:00,22.726434,456.94251,52.303971000000004,515.18571,177.90947999999997 -2019-02-01 16:55:00,20.254398000000002,0.6707891,10.8171,17.74541,15.77452 -2019-02-01 17:00:00,16.34719,-1.6099074000000002,8.271969,12.06698,13.031229999999999 -2019-02-01 17:05:00,13.955012,-2.2807172000000002,5.7267876,9.3697162,10.0135416 -2019-02-01 17:10:00,10.76535,-2.34781,3.181565,6.388477,6.172764 -2019-02-01 17:15:00,8.373219,-1.6770409999999998,1.5271819999999998,4.2590699999999995,3.4293819999999995 -2019-02-01 17:20:00,5.980852700000001,-1.4757913,0.0,2.2714974000000003,1.851861 -2019-02-01 17:25:00,3.588523,-1.6770409999999998,-1.272652,1.41969,0.0 -2019-02-01 17:30:00,1.993668,-1.6770780000000003,-3.1817,0.0,-1.371784 -2019-02-01 17:35:00,0.7974908,-1.006277,-3.181794,-2.129645,-2.057736 -2019-02-01 17:40:00,0.03987522,-1.0062961,-4.4545969,-2.1296865,-3.4296258 -2019-02-01 17:45:00,0.0,-1.006313,-4.454674,-2.129723,-3.429685 -2019-02-01 17:50:00,-0.2392591199999999,-1.006326,-4.454732,-2.129751,-3.42973 -2019-02-01 17:55:00,-0.7177821600000001,-1.0063331999999998,-4.454763,-2.129766,-3.4297536 -2019-02-01 18:00:00,-0.3987699,-1.006339,-4.454786,-2.129776,-3.429771 -2019-02-01 18:05:00,0.0,-0.6708947,-4.454801,-1.419856,-3.3611874 -2019-02-01 18:10:00,-0.0398772,-0.67089595,-4.2002487,-1.4198585,-2.7438314999999998 -2019-02-01 18:15:00,-0.3190179999999999,-1.006345,-4.454814,-1.41986,-2.8810258 -2019-02-01 18:20:00,-0.3987727999999999,-0.6708971999999999,-3.8184150000000003,-1.419861,-2.743837 -2019-02-01 18:25:00,-0.23926379999999994,-0.6708975,-3.818417,-1.419862,-2.8124339000000003 -2019-02-01 18:30:00,-0.3987730999999999,-0.6708977,-3.6911373999999997,-1.419862,-2.743839 -2019-02-01 18:35:00,-0.3987730999999999,-0.6708977,-3.182015,-1.419862,-2.743839 -2019-02-01 18:40:00,0.0,0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-01 18:45:00,0.0,1.006347,-2.545612,-0.7099311999999999,-2.057879 -2019-02-01 18:50:00,-0.5184050599999999,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-01 18:55:00,0.0,0.3354488999999999,-3.182015,-1.419862,-2.057879 -2019-02-01 19:00:00,-0.3987730999999999,-0.6708977,-3.182015,-1.419862,-2.743839 -2019-02-01 19:05:00,-0.3987758,-0.53672182,-3.8184440000000004,-1.419872,-2.8124535 -2019-02-01 19:10:00,-0.3589071599999999,-0.03354569,-3.1821158,-1.4199072000000001,-2.6753282 -2019-02-01 19:15:00,-0.35891284999999995,0.33546472,-3.1185228,-1.3489328,-2.0579767 -2019-02-01 19:20:00,-0.3987995999999999,0.0,-3.182226,-1.419957,-2.195217 -2019-02-01 19:25:00,0.0,0.6709487999999999,-3.1822574,-1.4199708000000002,-2.0580356 -2019-02-01 19:30:00,-0.3988051,0.0,-3.18227,-1.419976,-2.4696524 -2019-02-01 19:35:00,-0.19940305,0.5032149,-3.182278,-1.41998,-2.2638541 -2019-02-01 19:40:00,-0.3190516,0.67096638,-3.1823411999999998,-1.2780067800000001,-2.195295 -2019-02-01 19:45:00,-0.39882092,0.0,-3.1823962000000003,-1.420032,-2.7441676 -2019-02-01 19:50:00,-0.797655,-0.6709892,-3.8189389999999994,-1.420056,-2.744213 -2019-02-01 19:55:00,-0.7976596,-1.00649,-4.2008567999999995,-1.420064,-3.430286 -2019-02-01 20:00:00,-0.7976592999999998,-1.006489,-3.8189599999999997,-1.420064,-3.430285 -2019-02-01 20:05:00,-0.63813802,-0.6710038999999999,-3.819023,-1.420087,-2.8814866 -2019-02-01 20:10:00,-0.3988443999999999,-0.6710175999999999,-3.5644942,-1.420116,-2.744329 -2019-02-01 20:15:00,-0.39884668,0.0,-3.1826017999999996,-1.4201244,-2.7443448 -2019-02-01 20:20:00,-0.3988463999999999,0.3019594499999999,-3.055296,-1.420123,-2.4013 -2019-02-01 20:25:00,-0.79769,-0.6710186,-3.182589,-1.420118,-2.744333 -2019-02-01 20:30:00,-0.3988413,0.0,-3.182559,-1.420105,-2.744308 -2019-02-01 20:35:00,-0.3988452,-0.1342038,-3.18259,-1.420119,-2.744335 -2019-02-01 20:40:00,-0.3988573999999999,0.13420791999999998,-3.182688,-1.420162,-2.744419 -2019-02-01 20:45:00,-0.3988627,0.06710486,-3.18273,-1.420182,-2.744456 -2019-02-01 20:50:00,-0.3589785,0.6710523,-3.182748,-1.420189,-2.3328002 -2019-02-01 20:55:00,0.0,0.6710540999999999,-2.9281366,-0.7100965999999999,-2.1955827999999995 -2019-02-01 21:00:00,-0.3988700999999999,0.6710608399999999,-3.1827888,-1.27818674,-2.7445062 -2019-02-01 21:05:00,-0.3988792999999999,-0.3355382,-3.182862,-1.42024,-2.74457 -2019-02-01 21:10:00,-0.55842976,-0.3355373999999999,-3.4374834,-1.420237,-2.744563 -2019-02-01 21:15:00,-0.47866105999999997,-0.46975957999999995,-3.5011938000000002,-1.420259,-2.7446049 -2019-02-01 21:20:00,-0.3988901999999999,-0.46976632,-3.819539,-1.420279,-2.744644 -2019-02-01 21:25:00,-0.4387861399999998,-0.2684420799999999,-3.373979,-1.420301,-2.744687 -2019-02-01 21:30:00,-0.51856428,-0.33555184000000005,-3.1829924000000003,-1.4202986,-2.7446814 -2019-02-01 21:35:00,-0.39889751,-0.6711069700000001,-3.819609,-1.4203052999999999,-2.7446947 -2019-02-01 21:40:00,-0.3989004999999999,-0.671112,-3.819638,-1.420316,-2.744715 -2019-02-01 21:45:00,-0.39890302,-0.67111626,-3.8196622,-1.4203247,-2.7447325 -2019-02-01 21:50:00,-0.3988974,-0.6711068,-3.819608,-1.420305,-2.744694 -2019-02-01 21:55:00,-0.07977895999999998,0.6711023999999999,-3.182986,-1.420295,-2.744676 -2019-02-01 22:00:00,-0.39889722666666666,-0.6263661,-3.819606333333333,-1.4203038,-2.744692533333333 -2019-02-01 22:05:00,-0.55845926,-1.006665,-3.9469488,-1.420312,-2.744708 -2019-02-01 22:10:00,-0.4387878999999999,-0.90599577,-3.8832743,-1.420307,-2.744698 -2019-02-01 22:15:00,-0.55845254,-0.6711021999999999,-4.456179,-1.420295,-2.8819088 -2019-02-01 22:20:00,-0.6382251199999999,-1.006643,-4.456135,-1.420281,-2.744648 -2019-02-01 22:25:00,-0.7977849,-1.342197,-5.092748,-1.9884022000000001,-3.430825 -2019-02-01 22:30:00,-0.3988965999999999,-0.6711055,-4.456201,-1.420302,-3.430861 -2019-02-01 22:35:00,-0.39889173999999994,-0.33554865999999994,-4.4561464,-1.4202844,-3.4308186 -2019-02-01 22:40:00,0.0,0.6710966,-3.3102773999999995,-1.420283,-2.4701874 -2019-02-01 22:45:00,0.3988951,0.8724342,-3.3103086,-1.420297,-2.744678 -2019-02-01 22:50:00,0.39889855,1.5435500000000002,-2.5464130000000003,-0.7101544999999999,-2.0585265 -2019-02-01 22:55:00,0.3191212,1.6106725999999998,-2.546431,-0.7101597,-2.058541 -2019-02-01 23:00:00,0.0,0.7717855599999999,-2.546447,-0.7101640999999999,-2.058554 -2019-02-01 23:05:00,-0.23934306000000002,0.3355599,-3.183068,-0.7101661999999999,-2.3330348 -2019-02-01 23:10:00,0.0,0.6711219,-2.546463,-0.7101684,-2.058567 -2019-02-01 23:15:00,-0.35901639,0.3355616,-2.6737904,-0.7101697,-2.058571 -2019-02-01 23:20:00,-0.39890746000000005,-0.6711237800000001,-3.1830872,-1.4203406,-2.0585726 -2019-02-01 23:25:00,-0.4786892399999999,-0.6711242,-3.183089,-1.420341,-2.6075268 -2019-02-01 23:30:00,0.0,0.3355621999999999,-3.2467517999999997,-1.420342,-2.744766 -2019-02-01 23:35:00,0.0,0.53689962,-3.183091,-0.7101712,-2.1958132 -2019-02-01 23:40:00,0.0,0.3355622999999999,-3.183091,-1.27830784,-2.3330513999999996 -2019-02-01 23:45:00,-0.11967236999999997,0.10066868999999998,-3.183091,-0.7101712,-2.058575 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03:40:00,-0.3989078999999999,-0.3355622999999999,-3.8197090000000005,-1.420342,-2.744766 -2019-02-02 03:45:00,-0.3989078999999999,-0.6711245,-3.9470326,-1.420342,-2.744766 -2019-02-02 03:50:00,-0.3989078999999999,-0.6711245,-4.456327,-1.420342,-2.744766 -2019-02-02 03:55:00,-0.31912631999999996,-0.3355622999999999,-4.456327,-1.420342,-2.744766 -2019-02-02 04:00:00,-0.3989078999999999,0.0,-4.3290033999999995,-1.420342,-2.744766 -2019-02-02 04:05:00,-0.15956315999999998,0.26844983999999994,-3.8197090000000005,-1.420342,-2.744766 -2019-02-02 04:10:00,0.3989078999999999,1.342249,-3.183091,-0.7101712,-2.1958132 -2019-02-02 04:15:00,-0.3989078999999999,-0.3355622999999999,-3.8197090000000005,-1.420342,-2.744766 -2019-02-02 04:20:00,-0.3989078999999999,-1.006687,-4.456327,-1.420342,-3.0192428 -2019-02-02 04:25:00,-0.47868949999999993,-0.6711245,-4.456327,-1.420342,-3.4309579999999995 -2019-02-02 04:30:00,-0.3989078999999999,-0.6711245,-4.456327,-1.420342,-3.7054348 -2019-02-02 04:35:00,-0.11967236999999997,-0.5704558399999999,-3.8197090000000005,-1.420342,-2.744766 -2019-02-02 04:40:00,0.7978159,3.0871728000000003,-3.0557674,-0.7101712,-2.744766 -2019-02-02 04:45:00,-0.3590171099999999,0.63756831,-3.183091,-0.7101712,-2.058575 -2019-02-02 04:50:00,0.0,-0.3355622999999999,-4.456327,-1.420342,-2.744766 -2019-02-02 04:55:00,0.0,-0.3355622999999999,-3.8197090000000005,-1.420342,-2.744766 -2019-02-02 05:00:00,-0.7978159,-0.6711245,-4.456327,-1.420342,-3.4309579999999995 -2019-02-02 05:05:00,-0.3989078999999999,-0.6711245,-4.7109742,-1.420342,-3.4309579999999995 -2019-02-02 05:10:00,-0.7978159,-1.342249,-5.092945,-1.5623761999999999,-3.4309579999999995 -2019-02-02 05:15:00,-0.3989078999999999,-0.6711245,-5.092945,-2.130513,-3.8426732 -2019-02-02 05:20:00,-0.3989078999999999,-0.3355622999999999,-4.456327,-1.420342,-3.4309579999999995 -2019-02-02 05:25:00,-0.3989078999999999,-0.3355622999999999,-4.3926652,-1.420342,-3.3623388 -2019-02-02 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09:15:00,159.9215,951.74882,355.1429,1046.527,705.77494 -2019-02-02 09:20:00,162.3096,953.46522,368.4976,1052.4599999999998,725.0993 -2019-02-02 09:25:00,157.68048,915.47236,366.96298,1019.0714,716.7160799999999 -2019-02-02 09:30:00,155.1265,965.1771200000001,392.4157,1066.343,762.94306 -2019-02-02 09:35:00,153.80906,974.86221,408.00394,1081.3120000000001,786.1213700000001 -2019-02-02 09:40:00,148.54432,977.67436,418.56595,1086.1332,796.8864599999999 -2019-02-02 09:45:00,143.91808,985.28612,433.58394,1098.5538000000001,817.53156 -2019-02-02 09:50:00,138.05576000000002,983.875,441.6653,1102.243,826.72158 -2019-02-02 09:55:00,134.06779999999998,991.38778,454.51998000000003,1141.856,844.5553999999998 -2019-02-02 10:00:00,128.96341999999999,996.01638,465.33866,1116.724,858.5484999999999 -2019-02-02 10:05:00,130.39899,1003.1274999999999,478.19376,1133.2642,876.86327 -2019-02-02 10:10:00,126.25168,1008.4273999999999,490.53981999999996,1144.268,894.2177599999999 -2019-02-02 10:15:00,120.19030000000001,1011.6474000000001,501.10406,1141.8539999999998,909.0344000000001 -2019-02-02 10:20:00,114.52646,1015.6614,512.0446400000001,1145.107,923.4295600000002 -2019-02-02 10:25:00,107.26849999999999,1019.0804,523.1163,1149.221,938.51758 -2019-02-02 10:30:00,104.39684,1020.4164000000001,532.27754,1144.956,950.1736000000001 -2019-02-02 10:35:00,101.44384,1023.4804,541.6845800000001,1148.339,963.3231599999999 -2019-02-02 10:40:00,96.615359,1027.2337,551.59213,1147.8,976.18338 -2019-02-02 10:45:00,92.905395,1029.9658,558.9638199999999,1144.1591,986.3172500000001 -2019-02-02 10:50:00,89.47484199999998,1031.9286,567.60904,1146.9808,998.92178 -2019-02-02 10:55:00,87.31798999999998,1035.205,576.23858,1149.558,1010.4013000000001 -2019-02-02 11:00:00,86.519286,1038.2415999999998,584.75656,1150.7477999999999,1021.6348 -2019-02-02 11:05:00,84.92299,1038.6597,592.69995,1148.8822,1032.1789 -2019-02-02 11:10:00,83.32642,1039.9458,600.0044,1150.277,1041.758 -2019-02-02 11:15:00,82.527087,1043.6435999999999,609.34327,1154.7927,1053.9406000000001 -2019-02-02 11:20:00,81.80767399999999,1045.4653999999998,615.5014199999999,1156.897,1062.1470000000002 -2019-02-02 11:25:00,82.52298999999998,1046.0066,622.16484,1158.0716,1070.0727 -2019-02-02 11:30:00,82.52145799999998,1047.1606,628.96068,1162.095,1080.0647999999999 -2019-02-02 11:35:00,82.52036599999998,1046.5432,635.44169,1167.3316,1089.3764 -2019-02-02 11:40:00,82.51950999999998,1046.6664,639.3795,1170.3,1096.0855999999999 -2019-02-02 11:45:00,84.11356199999999,1045.8552,643.19264,1172.5638000000001,1101.8392 -2019-02-02 11:50:00,87.30240999999998,1048.1318,651.461,1180.9344,1113.493 -2019-02-02 11:55:00,91.96624800000001,1027.9416999999999,649.10525,1172.5567,1107.7979 -2019-02-02 12:00:00,107.13431499999999,1049.8709999999999,680.245635,1221.0269,1156.9286 -2019-02-02 12:05:00,124.0565,476.5126,375.35155999999995,652.49128,622.50486 -2019-02-02 12:10:00,134.7798,352.47154,321.2753,550.3662,527.18821 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13:15:00,262.39974,258.76059999999995,393.56980000000004,618.46254,583.45272 -2019-02-02 13:20:00,277.39398,141.187068,349.8031,513.4302,491.9791 -2019-02-02 13:25:00,273.65048,292.84182,423.10378000000003,646.58804,614.0570799999999 -2019-02-02 13:30:00,271.77674,121.13431299999999,328.49405,450.69537,438.15185 -2019-02-02 13:35:00,274.56551,31.457137,283.50939,353.03036000000003,353.5913 -2019-02-02 13:40:00,247.25322999999997,28.941524700000002,253.98445999999998,300.71772999999996,307.63955999999996 -2019-02-02 13:45:00,219.02584000000002,0.0,210.20986,230.09650000000002,241.66586 -2019-02-02 13:50:00,202.36382,-0.6707207399999999,194.68794,209.80025999999998,221.09508 -2019-02-02 13:55:00,202.3259,0.8384090999999998,195.70779,209.73132,220.82289999999998 -2019-02-02 14:00:00,204.1228,2.8170934,198.51002,209.80522000000002,223.5691 -2019-02-02 14:05:00,184.27102,2.2134586,177.64334,180.99128000000002,194.3568 -2019-02-02 14:10:00,196.95170000000002,2.683015,191.64346,186.6718,201.76605999999998 -2019-02-02 14:15:00,197.90947999999997,4.7623746,192.1534,180.5686,199.5724 -2019-02-02 14:20:00,179.52942000000002,0.0,171.79235,154.66118,174.05964999999998 -2019-02-02 14:25:00,171.59618,2.2135008,166.0666,155.15857999999997,170.35688 -2019-02-02 14:30:00,158.56062,20.6595547,164.28666,179.78992,184.82949 -2019-02-02 14:35:00,150.3091,1.006157,148.254,152.46444000000002,160.62148 -2019-02-02 14:40:00,153.26037000000002,6.3388261,152.5179,149.48417,159.73081 -2019-02-02 14:45:00,154.6965,2.683114,149.78262,140.5414,151.5702 -2019-02-02 14:50:00,163.98685,3.7563737,161.80911999999998,164.1785,169.19681 -2019-02-02 14:55:00,188.58724,393.31318,339.20804,605.89292,495.52056000000005 -2019-02-02 15:00:00,209.28023,686.9825,467.42181,926.7278399999999,725.89573 -2019-02-02 15:05:00,221.75994,193.28636,284.99652000000003,409.2768,356.84425 -2019-02-02 15:10:00,218.89015,903.0462100000001,539.77113,1141.5929,859.09056 -2019-02-02 15:15:00,205.09688,930.7923800000001,527.49578,1161.692,852.65198 -2019-02-02 15:20:00,179.06309000000002,916.78324,483.21449999999993,1126.9946,802.5938199999999 -2019-02-02 15:25:00,160.6825,906.92354,450.63595999999995,1114.574,767.8902599999999 -2019-02-02 15:30:00,169.09457,303.70394,255.60519,529.38818,381.5428 -2019-02-02 15:35:00,158.40811,446.27938000000006,280.73766,661.83763,453.21222 -2019-02-02 15:40:00,151.11114,906.1724399999999,404.30652,1126.4826,722.20138 -2019-02-02 15:45:00,151.30992999999998,589.08704,305.16947999999996,795.1361899999999,513.15202 -2019-02-02 15:50:00,155.69732,663.24964,321.97118,877.12902,551.56525 -2019-02-02 15:55:00,147.04674,515.9817,267.88784,728.9963599999999,453.35533999999996 -2019-02-02 16:00:00,129.82382,176.62462,160.09838,364.99964,239.91784 -2019-02-02 16:05:00,121.17093,94.751621,131.20875,276.12624999999997,187.4477 -2019-02-02 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20:00:00,-0.43865041999999993,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-02 20:05:00,-0.07975461999999997,0.3019040099999999,-2.4183314000000005,-0.7099311999999999,-2.057879 -2019-02-02 20:10:00,-0.07975461999999997,0.3019040099999999,-2.545612,-0.7099311999999999,-2.057879 -2019-02-02 20:15:00,0.0,0.6708977,-1.909209,-0.7099311999999999,-2.057879 -2019-02-02 20:20:00,-0.7177916599999999,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-02 20:25:00,-0.3987730999999999,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-02 20:30:00,-0.7177916599999999,-1.0734366000000002,-3.182015,-1.419862,-2.057879 -2019-02-02 20:35:00,-0.4785277399999999,-1.341795,-3.182015,-1.419862,-2.057879 -2019-02-02 20:40:00,-0.55828238,-0.87216728,-3.182015,-1.419862,-2.126475 -2019-02-02 20:45:00,0.0,0.6708977,-2.545612,-1.419862,-2.057879 -2019-02-02 20:50:00,0.0,1.2076158000000001,-1.909209,-0.7099311999999999,-2.057879 -2019-02-02 20:55:00,0.0,1.677244,-1.909209,-0.5679449599999999,-2.6066469999999997 -2019-02-02 21:00:00,-0.7177916599999999,-0.6708977,-2.545612,-0.7099311999999999,-2.057879 -2019-02-02 21:05:00,-0.7975463,-1.677244,-3.182015,-1.419862,-2.1950709999999996 -2019-02-02 21:10:00,0.0,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-02 21:15:00,-0.3987775,-1.006357,-3.18205,-1.419878,-2.057901 -2019-02-02 21:20:00,0.0,-0.57027095,-2.6092882000000004,-1.419882,-2.057908 -2019-02-02 21:25:00,0.0,-0.3354531,-2.545644,-1.135904,-2.057905 -2019-02-02 21:30:00,0.3588991199999999,0.6709039,-1.909227,-0.7099378,-1.9207047999999998 -2019-02-02 21:35:00,0.0,0.53673216,-1.909259,-0.7099495999999998,-1.371955 -2019-02-02 21:40:00,0.0,0.67093315,-1.9093101999999997,-0.7099686999999999,-1.57779 -2019-02-02 21:45:00,-0.7976147,-0.80514638,-2.2912478,-0.99398886,-2.058056 -2019-02-02 21:50:00,-0.3988190999999999,-1.34195,-2.6732012000000003,-1.420026,-2.058116 -2019-02-02 21:55:00,-0.3988222,-1.00647,-2.545926,-1.420037,-2.058133 -2019-02-02 22:00:00,0.0,0.3354929999999999,-1.9094609999999999,-0.7100247,-1.7837299999999998 -2019-02-02 22:05:00,-0.03988222,0.3354902,-1.909444,-0.7100186,-1.5779012 -2019-02-02 22:10:00,0.0,0.067098,-1.909443,-0.7100180999999999,-1.372087 -2019-02-02 22:15:00,-0.3988258,-0.6709861999999999,-2.545948,-1.42005,-2.058151 -2019-02-02 22:20:00,0.31906208,1.006484,-1.90947,-0.7100281,-1.372107 -2019-02-02 22:25:00,0.0,0.40258931999999986,-1.90945,-0.7100206,-1.372092 -2019-02-02 22:30:00,0.0,0.3354925,-1.9094570000000002,-0.7100233999999999,-1.372098 -2019-02-02 22:35:00,-0.3988290999999999,-0.6709918999999999,-2.4823198,-0.7100307999999999,-1.5093232 -2019-02-02 22:40:00,-0.6381313399999999,-1.0064955999999998,-3.1824848,-1.4200718,-2.0581831999999998 -2019-02-02 22:45:00,-0.398835,-0.6710017999999999,-2.546007,-1.420083,-2.058198 -2019-02-02 22:50:00,0.0,0.2684021599999999,-1.909516,-0.7100452,-2.05821 -2019-02-02 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01:00:00,,,,, -2019-02-03 01:05:00,,,,, -2019-02-03 01:10:00,,,,, -2019-02-03 01:15:00,,,,, -2019-02-03 01:20:00,,,,, -2019-02-03 01:25:00,,,,, -2019-02-03 01:30:00,,,,, -2019-02-03 01:35:00,,,,, -2019-02-03 01:40:00,,,,, -2019-02-03 01:45:00,,,,, -2019-02-03 01:50:00,,,,, -2019-02-03 01:55:00,,,,, -2019-02-03 02:00:00,,,,, -2019-02-03 02:05:00,,,,, -2019-02-03 02:10:00,,,,, -2019-02-03 02:15:00,,,,, -2019-02-03 02:20:00,,,,, -2019-02-03 02:25:00,,,,, -2019-02-03 02:30:00,,,,, -2019-02-03 02:35:00,,,,, -2019-02-03 02:40:00,,,,, -2019-02-03 02:45:00,,,,, -2019-02-03 02:50:00,,,,, -2019-02-03 02:55:00,,,,, -2019-02-03 03:00:00,,,,, -2019-02-03 03:05:00,,,,, -2019-02-03 03:10:00,,,,, -2019-02-03 03:15:00,,,,, -2019-02-03 03:20:00,,,,, -2019-02-03 03:25:00,,,,, -2019-02-03 03:30:00,,,,, -2019-02-03 03:35:00,,,,, -2019-02-03 03:40:00,,,,, -2019-02-03 03:45:00,,,,, -2019-02-03 03:50:00,,,,, -2019-02-03 03:55:00,,,,, -2019-02-03 04:00:00,,,,, -2019-02-03 04:05:00,,,,, -2019-02-03 04:10:00,,,,, -2019-02-03 04:15:00,,,,, -2019-02-03 04:20:00,,,,, -2019-02-03 04:25:00,,,,, -2019-02-03 04:30:00,,,,, -2019-02-03 04:35:00,,,,, -2019-02-03 04:40:00,,,,, -2019-02-03 04:45:00,,,,, -2019-02-03 04:50:00,,,,, -2019-02-03 04:55:00,,,,, -2019-02-03 05:00:00,,,,, -2019-02-03 05:05:00,,,,, -2019-02-03 05:10:00,,,,, -2019-02-03 05:15:00,,,,, -2019-02-03 05:20:00,,,,, -2019-02-03 05:25:00,,,,, -2019-02-03 05:30:00,,,,, -2019-02-03 05:35:00,,,,, -2019-02-03 05:40:00,,,,, -2019-02-03 05:45:00,,,,, -2019-02-03 05:50:00,,,,, -2019-02-03 05:55:00,,,,, -2019-02-03 06:00:00,,,,, -2019-02-03 06:05:00,,,,, -2019-02-03 06:10:00,,,,, -2019-02-03 06:15:00,,,,, -2019-02-03 06:20:00,,,,, -2019-02-03 06:25:00,,,,, -2019-02-03 06:30:00,,,,, -2019-02-03 06:35:00,,,,, -2019-02-03 06:40:00,,,,, -2019-02-03 06:45:00,,,,, -2019-02-03 06:50:00,,,,, -2019-02-03 06:55:00,,,,, -2019-02-03 07:00:00,,,,, -2019-02-03 07:05:00,,,,, -2019-02-03 07:10:00,,,,, -2019-02-03 07:15:00,,,,, -2019-02-03 07:20:00,,,,, -2019-02-03 07:25:00,,,,, -2019-02-03 07:30:00,,,,, -2019-02-03 07:35:00,,,,, -2019-02-03 07:40:00,,,,, -2019-02-03 07:45:00,,,,, -2019-02-03 07:50:00,,,,, -2019-02-03 07:55:00,,,,, -2019-02-03 08:00:00,,,,, -2019-02-03 08:05:00,,,,, -2019-02-03 08:10:00,,,,, -2019-02-03 08:15:00,,,,, -2019-02-03 08:20:00,,,,, -2019-02-03 08:25:00,,,,, -2019-02-03 08:30:00,,,,, -2019-02-03 08:35:00,,,,, -2019-02-03 08:40:00,,,,, -2019-02-03 08:45:00,,,,, -2019-02-03 08:50:00,,,,, -2019-02-03 08:55:00,,,,, -2019-02-03 09:00:00,,,,, -2019-02-03 09:05:00,,,,, -2019-02-03 09:10:00,,,,, -2019-02-03 09:15:00,,,,, -2019-02-03 09:20:00,,,,, -2019-02-03 09:25:00,,,,, -2019-02-03 09:30:00,,,,, -2019-02-03 09:35:00,,,,, -2019-02-03 09:40:00,,,,, -2019-02-03 09:45:00,,,,, -2019-02-03 09:50:00,,,,, -2019-02-03 09:55:00,,,,, -2019-02-03 10:00:00,,,,, -2019-02-03 10:05:00,,,,, -2019-02-03 10:10:00,,,,, -2019-02-03 10:15:00,,,,, -2019-02-03 10:20:00,,,,, -2019-02-03 10:25:00,,,,, -2019-02-03 10:30:00,,,,, -2019-02-03 10:35:00,,,,, -2019-02-03 10:40:00,,,,, -2019-02-03 10:45:00,,,,, -2019-02-03 10:50:00,,,,, -2019-02-03 10:55:00,,,,, -2019-02-03 11:00:00,,,,, -2019-02-03 11:05:00,,,,, -2019-02-03 11:10:00,,,,, -2019-02-03 11:15:00,,,,, -2019-02-03 11:20:00,,,,, -2019-02-03 11:25:00,,,,, -2019-02-03 11:30:00,,,,, -2019-02-03 11:35:00,,,,, -2019-02-03 11:40:00,,,,, -2019-02-03 11:45:00,,,,, -2019-02-03 11:50:00,,,,, -2019-02-03 11:55:00,,,,, -2019-02-03 12:00:00,,,,, -2019-02-03 12:05:00,,,,, -2019-02-03 12:10:00,,,,, -2019-02-03 12:15:00,,,,, -2019-02-03 12:20:00,,,,, -2019-02-03 12:25:00,,,,, -2019-02-03 12:30:00,,,,, -2019-02-03 12:35:00,,,,, -2019-02-03 12:40:00,,,,, -2019-02-03 12:45:00,,,,, -2019-02-03 12:50:00,,,,, -2019-02-03 12:55:00,,,,, -2019-02-03 13:00:00,,,,, -2019-02-03 13:05:00,,,,, -2019-02-03 13:10:00,,,,, -2019-02-03 13:15:00,,,,, -2019-02-03 13:20:00,,,,, -2019-02-03 13:25:00,,,,, -2019-02-03 13:30:00,,,,, -2019-02-03 13:35:00,,,,, -2019-02-03 13:40:00,,,,, -2019-02-03 13:45:00,,,,, -2019-02-03 13:50:00,,,,, -2019-02-03 13:55:00,,,,, -2019-02-03 14:00:00,,,,, -2019-02-03 14:05:00,,,,, -2019-02-03 14:10:00,,,,, -2019-02-03 14:15:00,,,,, -2019-02-03 14:20:00,,,,, -2019-02-03 14:25:00,,,,, -2019-02-03 14:30:00,,,,, -2019-02-03 14:35:00,,,,, -2019-02-03 14:40:00,,,,, -2019-02-03 14:45:00,,,,, -2019-02-03 14:50:00,,,,, -2019-02-03 14:55:00,,,,, -2019-02-03 15:00:00,,,,, -2019-02-03 15:05:00,,,,, -2019-02-03 15:10:00,,,,, -2019-02-03 15:15:00,,,,, -2019-02-03 15:20:00,,,,, -2019-02-03 15:25:00,,,,, -2019-02-03 15:30:00,,,,, -2019-02-03 15:35:00,,,,, -2019-02-03 15:40:00,,,,, -2019-02-03 15:45:00,,,,, -2019-02-03 15:50:00,,,,, -2019-02-03 15:55:00,,,,, -2019-02-03 16:00:00,,,,, -2019-02-03 16:05:00,,,,, -2019-02-03 16:10:00,,,,, -2019-02-03 16:15:00,,,,, -2019-02-03 16:20:00,,,,, -2019-02-03 16:25:00,,,,, -2019-02-03 16:30:00,,,,, -2019-02-03 16:35:00,,,,, -2019-02-03 16:40:00,,,,, -2019-02-03 16:45:00,,,,, -2019-02-03 16:50:00,,,,, -2019-02-03 16:55:00,,,,, -2019-02-03 17:00:00,,,,, -2019-02-03 17:05:00,,,,, -2019-02-03 17:10:00,,,,, -2019-02-03 17:15:00,,,,, -2019-02-03 17:20:00,,,,, -2019-02-03 17:25:00,,,,, -2019-02-03 17:30:00,,,,, -2019-02-03 17:35:00,,,,, -2019-02-03 17:40:00,,,,, -2019-02-03 17:45:00,,,,, -2019-02-03 17:50:00,,,,, -2019-02-03 17:55:00,,,,, -2019-02-03 18:00:00,,,,, -2019-02-03 18:05:00,,,,, -2019-02-03 18:10:00,,,,, -2019-02-03 18:15:00,,,,, -2019-02-03 18:20:00,,,,, -2019-02-03 18:25:00,,,,, -2019-02-03 18:30:00,,,,, -2019-02-03 18:35:00,,,,, -2019-02-03 18:40:00,,,,, -2019-02-03 18:45:00,,,,, -2019-02-03 18:50:00,,,,, -2019-02-03 18:55:00,,,,, -2019-02-03 19:00:00,,,,, -2019-02-03 19:05:00,,,,, -2019-02-03 19:10:00,,,,, -2019-02-03 19:15:00,,,,, -2019-02-03 19:20:00,,,,, -2019-02-03 19:25:00,,,,, -2019-02-03 19:30:00,,,,, -2019-02-03 19:35:00,,,,, -2019-02-03 19:40:00,,,,, -2019-02-03 19:45:00,,,,, -2019-02-03 19:50:00,,,,, -2019-02-03 19:55:00,,,,, -2019-02-03 20:00:00,,,,, -2019-02-03 20:05:00,,,,, -2019-02-03 20:10:00,,,,, -2019-02-03 20:15:00,,,,, -2019-02-03 20:20:00,,,,, -2019-02-03 20:25:00,,,,, -2019-02-03 20:30:00,,,,, -2019-02-03 20:35:00,,,,, -2019-02-03 20:40:00,,,,, -2019-02-03 20:45:00,,,,, -2019-02-03 20:50:00,,,,, -2019-02-03 20:55:00,,,,, -2019-02-03 21:00:00,,,,, -2019-02-03 21:05:00,,,,, -2019-02-03 21:10:00,,,,, -2019-02-03 21:15:00,,,,, -2019-02-03 21:20:00,,,,, -2019-02-03 21:25:00,,,,, -2019-02-03 21:30:00,,,,, -2019-02-03 21:35:00,,,,, -2019-02-03 21:40:00,,,,, -2019-02-03 21:45:00,,,,, -2019-02-03 21:50:00,,,,, -2019-02-03 21:55:00,,,,, -2019-02-03 22:00:00,,,,, -2019-02-03 22:05:00,,,,, -2019-02-03 22:10:00,,,,, -2019-02-03 22:15:00,,,,, -2019-02-03 22:20:00,,,,, -2019-02-03 22:25:00,,,,, -2019-02-03 22:30:00,,,,, -2019-02-03 22:35:00,,,,, -2019-02-03 22:40:00,,,,, -2019-02-03 22:45:00,,,,, -2019-02-03 22:50:00,,,,, -2019-02-03 22:55:00,,,,, -2019-02-03 23:00:00,,,,, -2019-02-03 23:05:00,,,,, -2019-02-03 23:10:00,,,,, -2019-02-03 23:15:00,,,,, -2019-02-03 23:20:00,,,,, -2019-02-03 23:25:00,,,,, -2019-02-03 23:30:00,,,,, -2019-02-03 23:35:00,,,,, -2019-02-03 23:40:00,,,,, -2019-02-03 23:45:00,,,,, -2019-02-03 23:50:00,,,,, -2019-02-03 23:55:00,,,,, -2019-02-04 00:00:00,,,,, -2019-02-04 00:05:00,,,,, -2019-02-04 00:10:00,,,,, -2019-02-04 00:15:00,,,,, -2019-02-04 00:20:00,,,,, -2019-02-04 00:25:00,,,,, -2019-02-04 00:30:00,,,,, -2019-02-04 00:35:00,,,,, -2019-02-04 00:40:00,,,,, -2019-02-04 00:45:00,,,,, -2019-02-04 00:50:00,,,,, -2019-02-04 00:55:00,,,,, -2019-02-04 01:00:00,,,,, -2019-02-04 01:05:00,,,,, -2019-02-04 01:10:00,,,,, -2019-02-04 01:15:00,,,,, -2019-02-04 01:20:00,,,,, -2019-02-04 01:25:00,,,,, -2019-02-04 01:30:00,,,,, -2019-02-04 01:35:00,,,,, -2019-02-04 01:40:00,,,,, -2019-02-04 01:45:00,,,,, -2019-02-04 01:50:00,,,,, -2019-02-04 01:55:00,,,,, -2019-02-04 02:00:00,,,,, -2019-02-04 02:05:00,,,,, -2019-02-04 02:10:00,,,,, -2019-02-04 02:15:00,,,,, -2019-02-04 02:20:00,,,,, -2019-02-04 02:25:00,,,,, -2019-02-04 02:30:00,,,,, -2019-02-04 02:35:00,,,,, -2019-02-04 02:40:00,,,,, -2019-02-04 02:45:00,,,,, -2019-02-04 02:50:00,,,,, -2019-02-04 02:55:00,,,,, -2019-02-04 03:00:00,,,,, -2019-02-04 03:05:00,,,,, -2019-02-04 03:10:00,,,,, -2019-02-04 03:15:00,,,,, -2019-02-04 03:20:00,,,,, -2019-02-04 03:25:00,,,,, -2019-02-04 03:30:00,,,,, -2019-02-04 03:35:00,,,,, -2019-02-04 03:40:00,,,,, -2019-02-04 03:45:00,,,,, -2019-02-04 03:50:00,,,,, -2019-02-04 03:55:00,,,,, -2019-02-04 04:00:00,,,,, -2019-02-04 04:05:00,,,,, -2019-02-04 04:10:00,,,,, -2019-02-04 04:15:00,,,,, -2019-02-04 04:20:00,,,,, -2019-02-04 04:25:00,,,,, -2019-02-04 04:30:00,,,,, -2019-02-04 04:35:00,,,,, -2019-02-04 04:40:00,,,,, -2019-02-04 04:45:00,,,,, -2019-02-04 04:50:00,,,,, -2019-02-04 04:55:00,,,,, -2019-02-04 05:00:00,,,,, -2019-02-04 05:05:00,,,,, -2019-02-04 05:10:00,,,,, -2019-02-04 05:15:00,,,,, -2019-02-04 05:20:00,,,,, -2019-02-04 05:25:00,,,,, -2019-02-04 05:30:00,,,,, -2019-02-04 05:35:00,,,,, -2019-02-04 05:40:00,,,,, -2019-02-04 05:45:00,,,,, -2019-02-04 05:50:00,,,,, -2019-02-04 05:55:00,,,,, -2019-02-04 06:00:00,,,,, -2019-02-04 06:05:00,,,,, -2019-02-04 06:10:00,,,,, -2019-02-04 06:15:00,,,,, -2019-02-04 06:20:00,,,,, -2019-02-04 06:25:00,,,,, -2019-02-04 06:30:00,,,,, -2019-02-04 06:35:00,,,,, -2019-02-04 06:40:00,,,,, -2019-02-04 06:45:00,,,,, -2019-02-04 06:50:00,,,,, -2019-02-04 06:55:00,,,,, -2019-02-04 07:00:00,,,,, -2019-02-04 07:05:00,,,,, -2019-02-04 07:10:00,,,,, -2019-02-04 07:15:00,,,,, -2019-02-04 07:20:00,,,,, -2019-02-04 07:25:00,,,,, -2019-02-04 07:30:00,,,,, -2019-02-04 07:35:00,,,,, -2019-02-04 07:40:00,,,,, -2019-02-04 07:45:00,,,,, -2019-02-04 07:50:00,,,,, -2019-02-04 07:55:00,,,,, -2019-02-04 08:00:00,,,,, -2019-02-04 08:05:00,,,,, -2019-02-04 08:10:00,,,,, -2019-02-04 08:15:00,,,,, -2019-02-04 08:20:00,86.754336,336.53737,112.22526,447.50787,233.14602 -2019-02-04 08:25:00,72.036252,120.38886,77.02383,229.79059999999998,132.14856 -2019-02-04 08:30:00,98.04122,366.86512000000005,134.6942,481.58732,266.35148 -2019-02-04 08:35:00,121.9709,553.47464,186.2513,684.2358,383.39618 -2019-02-04 08:40:00,122.68732,523.67408,188.15861999999998,661.15006,382.84262 -2019-02-04 08:45:00,161.77314,832.6754199999999,278.16104,975.91502,573.84586 -2019-02-04 08:50:00,168.15332,883.93436,302.60104,1023.6229999999999,616.51554 -2019-02-04 08:55:00,161.05329999999998,844.81078,301.19958,979.02748,605.3987 -2019-02-04 09:00:00,162.48676,825.8760399999999,309.21522,971.7708200000001,617.05314 -2019-02-04 09:05:00,165.1132,816.3856800000001,319.5152,966.76592,629.24278 -2019-02-04 09:10:00,170.2933,829.24604,336.43654000000004,985.0577,654.47144 -2019-02-04 09:15:00,174.11588,824.2523799999999,348.77194,990.4195400000001,673.1082399999999 -2019-02-04 09:20:00,141.2513,433.55206,234.96972,619.79554,438.48357999999996 -2019-02-04 09:25:00,171.31804,600.9409800000001,317.44728,813.17938,584.86668 -2019-02-04 09:30:00,188.54332,652.2584199999999,356.01016,877.3485799999999,641.38374 -2019-02-04 09:35:00,183.59706,674.32636,367.97208,895.37452,659.90018 -2019-02-04 09:40:00,172.43063,699.41544,377.07128,898.13984,671.42176 -2019-02-04 09:45:00,188.42113,946.0704600000001,479.72266,1126.8784,853.4747 -2019-02-04 09:50:00,181.88091,924.7342500000001,481.05832,1093.8646,842.9780699999999 -2019-02-04 09:55:00,169.9574,825.20566,448.41038,994.3312,777.4680599999999 -2019-02-04 10:00:00,167.3254,854.7247,466.52638,1026.6563266666667,810.71386 -2019-02-04 10:05:00,159.27014,981.45715,516.50513,1124.1771,898.81377 -2019-02-04 10:10:00,159.1106,972.06436,526.30568,1116.5804,908.34848 -2019-02-04 10:15:00,171.3928,881.29182,513.83214,1054.2484,872.9529200000001 -2019-02-04 10:20:00,183.356,782.3343199999999,499.57669999999996,999.44164,839.2037 -2019-02-04 10:25:00,183.11576,424.74328,353.7111,667.3321,573.04802 -2019-02-04 10:30:00,190.2104,548.9158,426.76194,797.09222,692.6659999999999 -2019-02-04 10:35:00,219.63689999999997,665.10578,513.56008,946.8745000000001,830.80668 -2019-02-04 10:40:00,220.83159999999998,463.90682,423.95442,747.24312,664.39348 -2019-02-04 10:45:00,247.62310000000002,409.08868,432.21878,732.17872,661.6367 -2019-02-04 10:50:00,232.38346,326.16026,379.26108,635.7555199999999,573.82076 -2019-02-04 10:55:00,246.45232000000001,461.65683,466.10974000000004,790.55619,720.5834600000001 -2019-02-04 11:00:00,269.4552,679.99892,598.7759199999999,999.87672,919.6129400000002 -2019-02-04 11:05:00,269.05267,611.36655,566.06114,895.092,834.0047199999999 -2019-02-04 11:10:00,260.72002,731.40746,628.54793,1037.9112300000002,963.0852500000001 -2019-02-04 11:15:00,249.59562,623.0390199999999,562.62558,926.89306,863.7718199999999 -2019-02-04 11:20:00,249.15896000000004,681.8734999999999,603.09955,1005.7626700000001,942.58439 -2019-02-04 11:25:00,228.54497333333333,857.7799866666667,676.1902866666666,1142.6882666666668,1071.0456666666666 -2019-02-04 11:30:00,210.95625,852.2018700000001,661.55949,1127.0434,1059.0849 -2019-02-04 11:35:00,196.87686,902.5890800000001,682.7312,1175.1396,1107.3408 -2019-02-04 11:40:00,201.02134,915.69331,694.94075,1178.1797000000001,1118.5771 -2019-02-04 11:45:00,220.07552,770.3607399999999,641.8656199999999,1047.2078000000001,1005.9497800000001 -2019-02-04 11:50:00,218.07764000000003,968.21324,755.86912,1239.8164000000002,1191.7808 -2019-02-04 11:55:00,226.72518999999997,782.47216,658.51125,1059.7311,1023.3312899999999 -2019-02-04 12:00:00,235.09222,941.04581,760.80278,1207.3337999999999,1169.7904 -2019-02-04 12:05:00,236.24411,856.08439,714.15431,1113.9832000000001,1081.8547999999998 -2019-02-04 12:10:00,193.98323,997.0156199999999,752.37823,1218.9309,1174.2067 -2019-02-04 12:15:00,154.03684,931.2782,680.98876,1134.8892,1085.1855 -2019-02-04 12:20:00,118.55658000000001,1030.2312,698.2890199999999,1192.297,1137.6374 -2019-02-04 12:25:00,95.394908,919.89959,611.06334,1059.8613,1012.2792999999999 -2019-02-04 12:30:00,76.698406,1034.7836,657.1854000000001,1161.6284,1106.3588 -2019-02-04 12:35:00,72.15456,1032.9822,651.0839800000001,1164.9037999999998,1107.6032 -2019-02-04 12:40:00,74.307376,1002.40072,636.19802,1145.4598,1087.7188 -2019-02-04 12:45:00,81.484258,963.95243,618.45785,1116.0958,1057.9059 -2019-02-04 12:50:00,82.20225599999999,971.4691500000001,625.96834,1133.4897,1072.9977999999999 -2019-02-04 12:55:00,102.69246000000001,931.75898,628.5734500000001,1128.6572,1067.8489000000002 -2019-02-04 13:00:00,109.54834000000001,967.4653000000001,651.5987600000001,1170.592,1103.9104 -2019-02-04 13:05:00,127.32868,709.1874,522.07052,931.1410800000001,876.1105799999999 -2019-02-04 13:10:00,147.02438,658.22586,516.98934,931.01448,873.6562799999999 -2019-02-04 13:15:00,155.0821,833.7743999999999,617.91264,1112.7384,1039.5052 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15:15:00,98.48331,825.4252400000001,396.8059,1014.9188,729.0741 -2019-02-04 15:20:00,96.091009,742.8492,352.64567,920.0852500000001,648.55363 -2019-02-04 15:25:00,98.48347,816.8403199999999,372.2448,1002.1433999999999,691.35274 -2019-02-04 15:30:00,97.00888599999999,750.50281,340.04957,934.5028500000001,633.33285 -2019-02-04 15:35:00,100.8771,773.65012,342.72406,972.48472,646.36798 -2019-02-04 15:40:00,107.49625,664.0414,305.94557,872.04494,574.2846099999999 -2019-02-04 15:45:00,111.48546000000002,280.10443,189.24673,474.68197,325.8658 -2019-02-04 15:50:00,127.9959,154.361181,167.2333,356.64081,259.47775 -2019-02-04 15:55:00,143.02933000000002,568.00694,289.16008999999997,790.80468,506.54367999999994 -2019-02-04 16:00:00,118.26681,638.24194,274.26812,830.5541799999999,505.23819000000003 -2019-02-04 16:05:00,97.53368,662.4692,253.65403999999998,848.02964,490.42983999999996 -2019-02-04 16:10:00,76.48078999999998,280.89058,135.03784000000002,414.43672,247.20728 -2019-02-04 16:15:00,69.184815,98.853458,83.23871399999999,205.44716,134.71794 -2019-02-04 16:20:00,67.550748,38.106187999999996,69.111924,134.31616,99.187696 -2019-02-04 16:25:00,61.17094999999999,0.20126628000000002,56.257248000000004,82.066903,71.54461 -2019-02-04 16:30:00,55.42898,-0.06708918,50.27539,74.11616199999999,63.79368999999999 -2019-02-04 16:35:00,54.63165,0.6708944,49.00279,73.12255,62.422019999999996 -2019-02-04 16:40:00,53.036668,-0.67089574,47.730084,65.242481,61.11883 -2019-02-04 16:45:00,47.693176,-0.6708965,43.148044,57.50431999999999,54.876674 -2019-02-04 16:50:00,40.595072,-0.6708971999999999,36.27494,51.82493000000001,45.95926 -2019-02-04 16:55:00,37.325149999999994,-0.6708974399999998,33.729344,41.034003999999996,40.471604 -2019-02-04 17:00:00,26.957062,-0.6708975999999999,23.41963,29.8171,28.12434 -2019-02-04 17:05:00,17.865037,-0.6708977,14.000865999999998,20.729996,18.383718 -2019-02-04 17:10:00,13.079756,-0.6708977,9.4824047,14.90856,12.964643999999998 -2019-02-04 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06:00:00,-0.3990427999999999,-0.3356757,-1.273667,-0.7104112999999999,-1.372847 -2019-02-05 06:05:00,-0.3990427999999999,0.3356757,-1.6557667999999999,-0.7104112999999999,-1.372847 -2019-02-05 06:10:00,-0.3990427999999999,-0.3356757,-1.273667,-0.7104112999999999,-1.372847 -2019-02-05 06:15:00,-0.3990427999999999,-0.3356757,-1.273667,-0.7104112999999999,-1.372847 -2019-02-05 06:20:00,-0.3990427999999999,-0.3356757,-1.273667,-0.7104112999999999,-1.372847 -2019-02-05 06:25:00,-0.3990427999999999,0.3356757,-2.547334,-0.7104112999999999,-1.372847 -2019-02-05 06:30:00,-0.3990427999999999,0.3356757,-2.547334,-0.7104112999999999,-1.372847 -2019-02-05 06:35:00,-0.3990427999999999,0.3356757,-1.9105,-0.7104112999999999,-1.372847 -2019-02-05 06:40:00,-0.3990427999999999,0.6713514,-2.4836506,-0.7104112999999999,-1.372847 -2019-02-05 06:45:00,-0.3990427999999999,0.6713514,-1.273667,-0.7104112999999999,-1.372847 -2019-02-05 06:50:00,-0.3990470999999999,0.6713588,-1.464733,-0.710419,-1.372862 -2019-02-05 06:55:00,0.39905324,0.671369,-1.2736998,0.21312897,-1.3728828 -2019-02-05 07:00:00,0.7981067,0.6713692,-1.14633004,0.7104301,-0.6864417999999999 -2019-02-05 07:05:00,1.596215,1.34274,-0.6368509,1.420861,0.6864424 -2019-02-05 07:10:00,3.3520947999999997,0.87279178,1.2737178,2.8417588,1.3729022 -2019-02-05 07:15:00,5.586884,1.342771,2.8022093999999997,5.68358,4.118752 -2019-02-05 07:20:00,9.2980953,5.572455,6.432293,14.919275000000003,8.717953099999999 -2019-02-05 07:25:00,13.648050000000001,11.413630000000001,11.463659999999999,25.576278,15.102188000000002 -2019-02-05 07:30:00,37.193429,107.12171900000001,34.773572,134.84563,63.224104 -2019-02-05 07:35:00,87.71692800000001,316.09862,84.19640199999999,376.40726,171.34564 -2019-02-05 07:40:00,113.57844,407.81782000000004,114.0041,482.27328,225.44304000000002 -2019-02-05 07:45:00,129.3016,450.78608,133.87448,532.8566199999999,258.6678 -2019-02-05 07:50:00,153.04805000000002,526.66016,164.19192,616.6980000000001,314.48177 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08:55:00,276.9373,790.65504,438.01644,971.9900799999999,653.06704 -2019-02-05 09:00:00,280.28880000000004,802.5366399999999,457.63027999999997,984.91806,667.61824 -2019-02-05 09:05:00,286.59323,829.4902500000001,481.76562,1008.0759,696.03517 -2019-02-05 09:10:00,292.97249999999997,842.26398,494.93896000000007,1018.2872,714.83006 -2019-02-05 09:15:00,296.71526,858.1510599999999,508.29822,1029.0566,733.3429399999999 -2019-02-05 09:20:00,298.5299,872.05362,518.9602600000001,1042.9076,761.0200199999999 -2019-02-05 09:25:00,301.58020999999997,886.6563899999999,529.61936,1053.5568,791.23029 -2019-02-05 09:30:00,294.58494,900.7449199999999,535.7075,1064.2333999999998,828.73308 -2019-02-05 09:35:00,273.55029,904.1685800000001,539.38063,1060.6437,860.7503199999999 -2019-02-05 09:40:00,260.59733,886.6591099999999,543.344145,1049.0013000000001,876.0968499999999 -2019-02-05 09:45:00,251.79746,908.3243200000001,556.8012,1062.1604,899.8958399999999 -2019-02-05 09:50:00,239.24228666666664,909.0977800000001,560.1482333333333,1055.2842666666666,908.4867866666667 -2019-02-05 09:55:00,226.10332,928.0069,571.87991,1066.404,930.89702 -2019-02-05 10:00:00,219.00183,934.1104000000001,580.02634,1070.2347,944.89161 -2019-02-05 10:05:00,208.39038,938.10179,587.3464200000001,1073.357,958.27063 -2019-02-05 10:10:00,199.53428,942.7981400000001,594.98486,1079.3208,972.06152 -2019-02-05 10:15:00,194.06905,943.8376599999999,603.38778,1082.3027,982.35364 -2019-02-05 10:20:00,181.5034,951.92436,606.6979,1088.9779999999998,989.07798 -2019-02-05 10:25:00,173.84430000000003,947.89738,609.62626,1089.83,990.45002 -2019-02-05 10:30:00,169.61578,921.72326,604.7878,1077.7567999999999,980.0197400000001 -2019-02-05 10:35:00,158.0462,951.41292,615.98735,1099.9053,999.4996600000001 -2019-02-05 10:40:00,151.1841,941.27332,611.01807,1089.5303,988.51459 -2019-02-05 10:45:00,144.95756,940.94766,614.1220599999999,1094.4028,994.25355 -2019-02-05 10:50:00,142.48038,924.68054,610.34868,1084.5009999999997,987.3635 -2019-02-05 10:55:00,150.29144,864.7800800000001,592.24236,1048.52,957.12866 -2019-02-05 11:00:00,137.24061,912.4716000000001,610.72997,1085.3809999999999,992.0622999999999 -2019-02-05 11:05:00,120.8445,955.0845000000002,624.14092,1110.766,1015.357 -2019-02-05 11:10:00,115.05709999999999,962.5959300000001,629.5267,1114.344,1020.6688 -2019-02-05 11:15:00,106.35951,932.06999,609.90351,1082.5004999999999,995.87067 -2019-02-05 11:20:00,99.618152,985.8629000000001,633.63226,1122.595,1039.9630000000002 -2019-02-05 11:25:00,95.269612,973.83583,615.1647,1111.2869999999998,1035.486 -2019-02-05 11:30:00,91.440244,985.23019,623.04928,1118.4450000000002,1047.135 -2019-02-05 11:35:00,98.577858,986.5666000000001,636.66498,1124.1182000000001,1060.78 -2019-02-05 11:40:00,100.49154,992.73436,644.04438,1125.036,1065.6460000000002 -2019-02-05 11:45:00,93.313294,984.61356,637.29664,1115.4486000000002,1058.8516 -2019-02-05 11:50:00,88.129092,997.39269,644.35976,1122.6173000000001,1069.4825999999998 -2019-02-05 11:55:00,90.14946466666667,997.6713733333333,648.5381733333332,1121.835,1071.8826 -2019-02-05 12:00:00,92.23633199999999,1001.2154800000001,653.01388,1124.3192,1077.0266 -2019-02-05 12:05:00,94.348272,994.4564,654.2122400000001,1123.5198,1078.4492 -2019-02-05 12:10:00,97.136882,1013.0112000000001,670.48482,1157.4209999999998,1111.6176 -2019-02-05 12:15:00,72.33242799999998,1018.6204,648.9588200000001,1133.6814,1086.0734 -2019-02-05 12:20:00,69.180737,1017.2887000000001,646.65282,1133.7972,1085.7046999999998 -2019-02-05 12:25:00,69.73818,1009.8983000000001,643.2730799999999,1128.2477999999999,1080.206 -2019-02-05 12:30:00,69.00675266666667,1013.7716,643.1631066666667,1129.66,1080.4966666666667 -2019-02-05 12:35:00,71.61071000000001,996.22577,636.7689700000001,1118.6408,1068.9346 -2019-02-05 12:40:00,72.168106,985.7163899999999,631.60759,1111.033,1059.9376 -2019-02-05 12:45:00,73.76215999999998,985.0682,631.72794,1112.014,1059.652 -2019-02-05 12:50:00,73.76156,984.85888,628.2866200000001,1109.45,1055.1164 -2019-02-05 12:55:00,72.96357,985.0523999999999,626.37284,1109.2992,1051.9533999999999 -2019-02-05 13:00:00,70.57134,992.90102,627.26384,1116.3978,1054.6968 -2019-02-05 13:05:00,73.80078099999999,982.3683000000001,620.3911,1110.434,1043.9962 -2019-02-05 13:10:00,72.64444799999998,976.6991100000001,613.26382,1104.8962999999999,1035.4904000000001 -2019-02-05 13:15:00,68.97627733333334,994.6192866666667,616.1901933333334,1118.1448666666665,1041.2048 -2019-02-05 13:20:00,68.1788,995.58004,610.2085,1115.399,1032.4712 -2019-02-05 13:25:00,70.05355,982.5111300000001,602.45269,1108.1011,1020.9611000000001 -2019-02-05 13:30:00,69.735109,985.26882,600.16656,1110.736,1017.5395000000001 -2019-02-05 13:35:00,68.57825,984.89157,593.1621,1108.0292,1006.4199000000001 -2019-02-05 13:40:00,67.38182,985.79271,586.0329,1106.1079,996.7449 -2019-02-05 13:45:00,69.614388,973.1119700000002,575.08689,1097.09,979.80157 -2019-02-05 13:50:00,67.301739,971.9696299999999,565.85939,1091.6933000000001,966.6998799999999 -2019-02-05 13:55:00,63.394600000000004,985.2205299999999,563.25222,1100.0720999999999,966.2912899999999 -2019-02-05 14:00:00,63.315377999999995,979.0574,553.2668500000001,1093.0538000000001,951.34765 -2019-02-05 14:05:00,64.670992,973.85854,543.27684,1087.0205,935.6414199999999 -2019-02-05 14:10:00,65.787194,951.28359,527.1767600000001,1069.1298000000002,910.8107800000001 -2019-02-05 14:15:00,65.62708599999999,953.3875599999999,521.8905,1072.3848,905.17832 -2019-02-05 14:20:00,65.706179,948.85033,511.57744,1066.6246999999998,888.98356 -2019-02-05 14:25:00,63.154441,955.72516,501.71461,1069.3213,877.6666299999999 -2019-02-05 14:30:00,61.00153,961.02566,491.8528,1066.838,863.60818 -2019-02-05 14:35:00,59.167628,964.38172,484.47292,1069.3958,854.2825999999999 -2019-02-05 14:40:00,57.892922,957.02194,474.30152,1064.5904,840.7195599999999 -2019-02-05 14:45:00,54.623641,966.1474700000001,463.10391,1065.5163,826.7304699999999 -2019-02-05 14:50:00,53.028369999999995,975.8663400000002,455.21012,1070.6896000000002,817.9450599999998 -2019-02-05 14:55:00,50.795386,967.2091399999999,443.24582,1062.8772000000001,799.561 -2019-02-05 15:00:00,50.316836,974.8206399999999,431.91880000000003,1063.7975999999999,783.85353 -2019-02-05 15:05:00,49.918062000000006,960.6322400000001,417.28344,1052.51,762.24834 -2019-02-05 15:10:00,49.0414,957.42214,403.79807999999997,1046.1326000000001,743.32648 -2019-02-05 15:15:00,47.44669,954.60738,390.0549,1040.4568,725.49628 -2019-02-05 15:20:00,46.64919,946.9587600000001,376.43738,1032.931,706.29128 -2019-02-05 15:25:00,47.28696599999999,933.4055900000001,359.19234,1019.867,680.9124300000001 -2019-02-05 15:30:00,45.85151,923.60996,344.11114000000003,1010.0689999999998,660.4725 -2019-02-05 15:35:00,45.0141,912.90859,328.58462,1000.2000599999999,638.86666 -2019-02-05 15:40:00,43.45907,906.23255,313.6947,990.9705700000001,617.4672 -2019-02-05 15:45:00,43.459025000000004,893.35262,297.40517,975.8506199999999,592.7075600000001 -2019-02-05 15:50:00,43.61848200000001,875.2407999999999,282.38834,958.53048,568.83974 -2019-02-05 15:55:00,41.86469,872.16614,268.90227999999996,953.5738200000002,550.19172 -2019-02-05 16:00:00,41.864709999999995,860.6287499999999,253.12204000000003,938.1000700000001,526.0498399999999 -2019-02-05 16:05:00,41.744997,828.89833,235.24130999999997,910.3439599999999,496.28261000000003 -2019-02-05 16:10:00,40.2699,808.0392599999999,217.61639999999997,888.6973,469.53585999999996 -2019-02-05 16:15:00,40.668785,770.7463,199.48255,852.2870099999998,437.0968 -2019-02-05 16:20:00,38.67514,765.7137999999999,186.4379,841.28304,417.6862 -2019-02-05 16:25:00,37.87754,735.9270699999998,168.6205,811.2538099999999,387.84972 -2019-02-05 16:30:00,34.847718,719.6346599999999,154.11444,789.75486,364.87762000000004 -2019-02-05 16:35:00,33.89112,685.56444,136.68084,754.41246,334.70294 -2019-02-05 16:40:00,32.416479,660.9921099999999,121.92060999999998,730.8600299999999,310.01769 -2019-02-05 16:45:00,29.904757999999998,625.88009,105.69512999999999,687.9200800000001,280.32149 -2019-02-05 16:50:00,28.309836999999998,451.83431,68.342297,499.45362000000006,167.49325 -2019-02-05 16:55:00,23.086982,59.033938,23.226719,96.613333,42.45726 -2019-02-05 17:00:00,19.777953000000004,0.7379427399999999,15.463659999999999,28.253557,21.263472 -2019-02-05 17:05:00,17.864240000000002,-0.6708678,13.36387,24.84648,18.52009 -2019-02-05 17:10:00,19.53934,-1.006319,15.909629999999998,27.68655,22.498852 -2019-02-05 17:15:00,20.416829999999997,-1.0063293999999998,17.18258,21.723518000000002,19.206538000000002 -2019-02-05 17:20:00,13.837273,-0.6708901600000001,10.9460063,10.719838,9.603328999999999 -2019-02-05 17:25:00,6.6594668,-0.6708933,3.3092737999999997,5.0404776,3.6355618 -2019-02-05 17:30:00,3.588944,-0.6708952,1.272801,2.2717716,1.371914 -2019-02-05 17:35:00,1.9141064,-0.6708961,-0.6364014,0.14198585999999996,0.0 -2019-02-05 17:40:00,0.7975452,-0.6708967999999998,-1.9092069999999999,-0.7099301999999998,-1.371918 -2019-02-05 17:45:00,0.0,-0.6708973,-2.545611,-1.419861,-2.057878 -2019-02-05 17:50:00,-0.3987729999999999,-0.6708975,-3.182014,-1.419862,-2.057878 -2019-02-05 17:55:00,-0.3987730999999999,-0.3354487999999999,-3.182015,-1.419862,-2.057879 -2019-02-05 18:00:00,-0.3987730999999999,-0.3354488999999999,-3.182015,-1.419862,-2.057879 -2019-02-05 18:05:00,-0.4785277399999999,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-05 18:10:00,-0.3987730999999999,-0.20126933999999994,-2.545612,-1.2778758399999999,-2.057879 -2019-02-05 18:15:00,-0.63803702,-0.6708977,-3.182015,-1.419862,-2.057879 -2019-02-05 18:20:00,-0.63803702,-0.6708977,-3.182015,-1.419862,-2.743839 -2019-02-05 18:25:00,-0.3987775,-0.6709049999999999,-3.18205,-1.419878,-2.743869 -2019-02-05 18:30:00,-0.3987881999999999,-0.6709230999999999,-3.182135,-1.419916,-2.606745 -2019-02-05 18:35:00,-0.39879408,0.06709319999999998,-3.1821826,-1.419937,-2.195186 -2019-02-05 18:40:00,-0.5583255999999999,-0.26837984000000004,-3.182261,-1.419972,-2.744051 -2019-02-05 18:45:00,-0.7976309999999999,-0.46967825999999996,-3.182353,-1.420013,-2.74413 -2019-02-05 18:50:00,-0.39882369000000006,0.33549141000000005,-3.1824187,-1.4200423,-2.7441866 -2019-02-05 18:55:00,-0.3988316,0.3354981,-3.182482,-1.420071,-2.744241 -2019-02-05 19:00:00,-0.7976921999999999,-0.6710205999999999,-3.4372056,-1.420122,-2.744341 -2019-02-05 19:05:00,-0.31909056,0.0,-3.1827267999999997,-1.4201796,-2.3327864 -2019-02-05 19:10:00,-0.35898830999999987,-0.33553519,-3.1828346000000005,-1.4202277,-2.7445452 -2019-02-05 19:15:00,-0.4786598399999999,0.0,-3.5648404,-1.420254,-2.744596 -2019-02-05 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a/pvanalytics/quality/irradiance.py b/pvanalytics/quality/irradiance.py index e19b30ef5..290569e7d 100644 --- a/pvanalytics/quality/irradiance.py +++ b/pvanalytics/quality/irradiance.py @@ -471,3 +471,192 @@ def daily_insolation_limits(irrad, clearsky, daily_min=0.4, daily_max=1.25): lower_bound=daily_min ) return good_days.reindex(irrad.index, method='pad', fill_value=False) + + +def _fill_nighttime(component, component_sum_df, fill_night_value, + solar_zenith, zenith_limit): + # This function is used to fill in nighttime values for the computed + # irradiance time series (GHI, DHI, DNI). + # Set the series based on the component. + if component == 'GHI': + series = component_sum_df['ghi'] + elif component == 'DHI': + series = component_sum_df['dhi'] + else: + series = component_sum_df['dni'] + # Logic for filling in nighttime values for a + # component sum series. + # Find the locations where the sun is below the sza limit. + mask = (zenith_limit <= solar_zenith) + if isinstance(fill_night_value, float) | isinstance(fill_night_value, int): + # Replace the nighttime values with a fill value--this can be np.nan, + # which is a float + series[mask] = fill_night_value + elif fill_night_value == 'equation': + # Use the nighttime equation GHI = 0 + DHI, which translates as: + # GHI_Calc (at night) = DHI_measured + # DHI_Calc (at night) = GHI_measured + # DNI_Calc (at night) = 0 + if component == 'GHI': + series[mask] = component_sum_df['dhi'][mask] + elif component == 'DHI': + series[mask] = component_sum_df['ghi'][mask] + else: + series[mask] = 0 + elif fill_night_value is None: + pass + else: + raise ValueError("The fill_night_value variable must be None," + " float or int, or 'equation'. Please change " + "the variable fill_night_value value.") + return series + + +def _complete_irradiance(solar_zenith, + ghi=None, + dhi=None, + dni=None, + dni_clear=None): + """ + TODO: This method exists in the pvlib-python library. Once a new PVLib + release or pre-release is cut, this private function can be deleted and + the associated PVLib function can be directly leveraged. + + Use the component sum equations to calculate the missing series, using + the other available time series. One of the three parameters (ghi, dhi, + dni) is passed as None, and the other associated series passed are used to + calculate the missing series value. + The "component sum" or "closure" equation relates the three + primary irradiance components as follows: + + .. math:: + + GHI = DHI + DNI * \cos(\theta_z) + + Parameters + ---------- + solar_zenith : Series + Zenith angles in decimal degrees, with datetime index. + Angles must be >=0 and <=180. Must have the same datetime index + as ghi, dhi, and dni series, when available. + ghi : Series, optional + Pandas series of dni data, with datetime index. Must have the same + datetime index as dni, dhi, and zenith series, when available. + dhi : Series, optional + Pandas series of dni data, with datetime index. Must have the same + datetime index as ghi, dni, and zenith series, when available. + dni : Series, optional + Pandas series of dni data, with datetime index. Must have the same + datetime index as ghi, dhi, and zenith series, when available. + dni_clear : Series, optional + Pandas series of clearsky dni data. Must have the same datetime index + as `ghi`, `dhi`, `dni`, and `solar_zenith` series, when available. See pvlib-python's + [dni](https://pvlib-python.readthedocs.io/en/stable/reference/generated/pvlib.irradiance.dni.html#pvlib.irradiance.dni) for details. + + Returns + ------- + component_sum_df : Dataframe + Pandas series of 'ghi', 'dhi', and 'dni' columns with datetime index + """ + if ghi is not None and dhi is not None and dni is None: + dni = pvlib.irradiance.dni(ghi, dhi, solar_zenith, + clearsky_dni=dni_clear, + clearsky_tolerance=1.1) + elif dni is not None and dhi is not None and ghi is None: + ghi = (dhi + dni * cosd(solar_zenith)) + elif dni is not None and ghi is not None and dhi is None: + dhi = (ghi - dni * cosd(solar_zenith)) + else: + raise ValueError( + "Please check that exactly one of ghi, dhi and dni parameters " + "is set to None" + ) + # Merge the outputs into a master dataframe containing 'ghi', 'dhi', + # and 'dni' columns + component_sum_df = pd.DataFrame({'ghi': ghi, + 'dhi': dhi, + 'dni': dni}) + return component_sum_df + + +def calculate_component_sum_series(solar_zenith, + ghi=None, + dhi=None, + dni=None, + dni_clear=None, + zenith_limit=90, + fill_night_value=None): + r''' + Use the component sum equations to calculate the missing series, using + the other available time series. One of the three parameters (ghi, dhi, + dni) is passed as None, and the two series are used to + calculate the missing series. After calculation, the series is + run through a nighttime routine, where nighttime values are set based on + the fill_night_value parameter. + + The "component sum" or "closure" equation relates the three + primary irradiance components as follows: + + .. math:: + + GHI = DHI + DNI * \cos(\theta_z) + + + Parameters + ---------- + solar_zenith : Series + Zenith angles in decimal degrees, with datetime index. + Angles must be >=0 and <=180. Must have the same datetime index + as `dni`, `dhi`, and `dni`, when available. + ghi : Series, optional + Pandas series of GHI data, with datetime index. Must have the same + datetime index as `dni`, `dhi`, and `solar_zenith`, when available. + dhi : Series, optional + Pandas series of DNI data, with datetime index. Must have the same + datetime index as ghi, dni, and zenith series, when available. + dni : Series, optional + Pandas series of dni data, with datetime index. Must have the same + datetime index as `ghi`, `dhi`, and `solar_zenith`, when available. + dni_clear : Series, optional + Pandas series of clearsky dni data. Must have the same datetime index + as `ghi`, `dhi`, `dni`, and `solar_zenith`, when available. See + pvlib-python's + `dni `_ for details. + zenith_limit: Float + Solar zenith boundary between night and day, in degrees. + For calculation of the component sum, `solar_zenith` is set to 90 where + `solar_zenith > zenith_limit`. + fill_night_value: String or float or int, default None + Options include 'equation', float or int values (np.nan, 0, etc.), or + None. + This is the fill value for nighttime periods. + If a float or int value is passed (np.nan, 0 , -.5, etc.), then + nighttime values are filled using the fill_night_value parameter. + If 'equation' is used, nighttime periods are filled using the + component sum equation with DNI=0: + GHI = 0 + DHI + If None, then the nighttime values are based on the component sum + equation. + + Returns + ------- + Series + Pandas series of the calculated values, based on the component sum + equation and corrected for nighttime periods. + ''' + component_sum_df = _complete_irradiance(solar_zenith, ghi, + dhi, dni, dni_clear) + if ghi is None: + component = 'GHI' + elif dhi is None: + component = 'DHI' + elif dni is None: + component = 'DNI' + else: + raise ValueError( + "Please check that exactly one of ghi, dhi and dni parameters " + "is set to None" + ) + return _fill_nighttime(component, component_sum_df, + fill_night_value, + solar_zenith, zenith_limit) diff --git a/pvanalytics/tests/quality/test_irradiance.py b/pvanalytics/tests/quality/test_irradiance.py index 0b7af6262..8990f2d8a 100644 --- a/pvanalytics/tests/quality/test_irradiance.py +++ b/pvanalytics/tests/quality/test_irradiance.py @@ -3,11 +3,27 @@ import pytz import pandas as pd import numpy as np - import pytest from pandas.util.testing import assert_series_equal - from pvanalytics.quality import irradiance +from ..conftest import DATA_DIR + + +test_file_1 = DATA_DIR / "irradiance_RMIS_NREL.csv" + + +@pytest.fixture +def generate_RMIS_irradiance_series(): + # Pull down the saved PVLib dataframe and process it + df = pd.read_csv(test_file_1, index_col=0, parse_dates=True) + df = df.tz_localize("Etc/GMT+7") + # Get the GHI, DHI, and DNI series + dni_series = df['irradiance_dni__7982'] + dhi_series = df['irradiance_dhi__7983'] + ghi_series = df['irradiance_ghi__7981'] + dni_clear_series = df['pvlib_clearsky_dni'] + sza = df['pvlib_zenith'] + return (dhi_series, dni_series, ghi_series, dni_clear_series, sza) @pytest.fixture @@ -314,3 +330,84 @@ def test_daily_insolation_limits_uneven(albuquerque): pd.Series(True, index=ghi.index), check_names=False ) + + +def test_calculate_ghi_component(generate_RMIS_irradiance_series): + """ + Test calculate_component_sum_series() function on GHI calculation. + """ + # Pull down RMIS data to test on + dhi_series, dni_series, ghi_series, dni_clear_series, sza_series = \ + generate_RMIS_irradiance_series + # Run with fill_night_value as np.nan + ghi_series_fill_value = irradiance.calculate_component_sum_series( + solar_zenith=sza_series, + dhi=dhi_series, + dni=dni_series, + zenith_limit=90, + fill_night_value=np.nan) + # Make sure that periods where sza>90 are marked as NaN + assert all(ghi_series_fill_value[sza_series > 90].isna()) + # Run with fill_night_value = 'equation' + ghi_series_equation = irradiance.calculate_component_sum_series( + solar_zenith=sza_series, + dhi=dhi_series, + dni=dni_series, + fill_night_value='equation') + # Make sure that periods where sza>90 are equal equal to GHI values + assert all(ghi_series_equation[sza_series > 90].dropna() == + dhi_series[sza_series > 90].dropna()) + # Run with fill_night_value = None + ghi_series_none = irradiance.calculate_component_sum_series( + solar_zenith=sza_series, + dhi=dhi_series, + dni=dni_series, + zenith_limit=90, + fill_night_value=None) + ghi_test = dni_series * np.cos(sza_series * np.pi / 180) + dhi_series + assert all(ghi_test.round(5).dropna() == ghi_series_none.round(5).dropna()) + # Throw an error if int/float, None, or 'equation' aren't passed in + # fill_night_value parameter + with pytest.raises(ValueError): + irradiance.calculate_component_sum_series(solar_zenith=sza_series, + dhi=dhi_series, + dni=dni_series, + zenith_limit=90, + fill_night_value='random') + + +def test_calculate_dhi_component(generate_RMIS_irradiance_series): + """ + Test calculate_component_sum_series() function on DHI calculation. + """ + # Pull down RMIS data to test on + dhi_series, dni_series, ghi_series, dni_clear_series, sza_series = \ + generate_RMIS_irradiance_series + # Test with equation used + dhi_series_equation = irradiance.calculate_component_sum_series( + solar_zenith=sza_series, + ghi=ghi_series, + dni=dni_series, + zenith_limit=90, + fill_night_value='equation') + # Make sure that periods where sza>90 are equal equal to GHI values + assert all(dhi_series_equation[sza_series > 90].dropna() == + ghi_series[sza_series > 90].dropna()) + + +def test_calculate_dni_component(generate_RMIS_irradiance_series): + """ + Test calculate_component_sum_series() function on DNI calculation. + """ + # Pull down RMIS data to test on + dhi_series, dni_series, ghi_series, dni_clear_series, sza_series = \ + generate_RMIS_irradiance_series + dni_series_equation = irradiance.calculate_component_sum_series( + solar_zenith=sza_series, + ghi=ghi_series, + dhi=dhi_series, + dni_clear=dni_clear_series, + zenith_limit=90, + fill_night_value='equation') + # Make sure that periods where sza>90 are equal equal to GHI values + assert all(dni_series_equation[sza_series > 90].dropna() == 0)