diff --git a/.gitignore b/.gitignore index 10c915a3..c9f66e18 100644 --- a/.gitignore +++ b/.gitignore @@ -6,7 +6,8 @@ # Setuptools distribution folder. /dist/ +/build/ # Python egg metadata, regenerated from source files by setuptools. /*.egg-info -/*.egg \ No newline at end of file +/*.egg diff --git a/simglucose/controller/basal_bolus_ctrller.py b/simglucose/controller/basal_bolus_ctrller.py index d9ed359d..631d226a 100644 --- a/simglucose/controller/basal_bolus_ctrller.py +++ b/simglucose/controller/basal_bolus_ctrller.py @@ -6,8 +6,8 @@ import logging logger = logging.getLogger(__name__) -CONTROL_QUEST = pkg_resources.resource_filename( - 'simglucose', 'params/Quest.csv') +CONTROL_QUEST = pkg_resources.resource_filename('simglucose', + 'params/Quest.csv') PATIENT_PARA_FILE = pkg_resources.resource_filename( 'simglucose', 'params/vpatient_params.csv') @@ -20,8 +20,7 @@ class BBController(Controller): """ def __init__(self, target=140): self.quest = pd.read_csv(CONTROL_QUEST) - self.patient_params = pd.read_csv( - PATIENT_PARA_FILE) + self.patient_params = pd.read_csv(PATIENT_PARA_FILE) self.target = target def policy(self, observation, reward, done, **kwargs): @@ -29,11 +28,7 @@ def policy(self, observation, reward, done, **kwargs): pname = kwargs.get('patient_name') meal = kwargs.get('meal') - action = self._bb_policy( - pname, - meal, - observation.CGM, - sample_time) + action = self._bb_policy(pname, meal, observation.CGM, sample_time) return action def _bb_policy(self, name, meal, glucose, env_sample_time): @@ -59,23 +54,25 @@ def _bb_policy(self, name, meal, glucose, env_sample_time): params = self.patient_params[self.patient_params.Name.str.match( name)] u2ss = params.u2ss.values.item() # unit: pmol/(L*kg) - BW = params.BW.values.item() # unit: kg + BW = params.BW.values.item() # unit: kg else: quest = pd.DataFrame([['Average', 1 / 15, 1 / 50, 50, 30]], - columns=['Name', 'CR', 'CF', 'TDI', 'Age']) - u2ss = 1.43 # unit: pmol/(L*kg) - BW = 57.0 # unit: kg + columns=['Name', 'CR', 'CF', 'TDI', 'Age']) + u2ss = 1.43 # unit: pmol/(L*kg) + BW = 57.0 # unit: kg basal = u2ss * BW / 6000 # unit: U/min if meal > 0: logger.info('Calculating bolus ...') logger.debug('glucose = {}'.format(glucose)) - bolus = (meal / quest.CR.values + (glucose > 150) - * (glucose - self.target) / quest.CF.values).item() # unit: U + print(f'meal = {meal*env_sample_time}') + bolus = ( + (meal * env_sample_time) / quest.CR.values + (glucose > 150) * + (glucose - self.target) / quest.CF.values).item() # unit: U else: - bolus = 0 # unit: U + bolus = 0 # unit: U - # This is to convert bolus in total amount (U) to insulin rate (U/min). + # This is to convert bolus in total amount (U) to insulin rate (U/min). # The simulation environment does not treat basal and bolus # differently. The unit of Action.basal and Action.bolus are the same # (U/min). diff --git a/tests/sim_results.csv b/tests/sim_results.csv index ae935fca..5b569213 100644 --- a/tests/sim_results.csv +++ b/tests/sim_results.csv @@ -147,7 +147,7 @@ Time,BG,CGM,CHO,insulin,LBGI,HBGI,Risk 2018-01-01 07:15:00,149.03200091566478,149.03725745480173,0.0,0.013933333333333336,0.0,2.7568592930794003,2.7568592930794003 2018-01-01 07:18:00,149.03206888581107,148.69683954423448,0.0,0.013933333333333336,0.0,2.7568682619668494,2.7568682619668494 2018-01-01 07:21:00,149.03213587798814,147.64291364799692,0.0,0.013933333333333336,0.0,2.756877101818327,2.756877101818327 -2018-01-01 07:24:00,149.0322019010111,145.73704567704212,0.0,0.013933333333333336,0.0,2.7568858137965884,2.7568858137965884 +2018-01-01 07:24:00,149.0322019010111,145.73704567704215,0.0,0.013933333333333336,0.0,2.7568858137965884,2.7568858137965884 2018-01-01 07:27:00,149.03226696381498,144.03084398040295,0.0,0.013933333333333336,0.0,2.756894399080192,2.756894399080192 2018-01-01 07:30:00,149.03233107544406,143.94613695234236,0.0,0.013933333333333336,0.0,2.7569028588621403,2.7569028588621403 2018-01-01 07:33:00,149.03239424504116,143.7549268463006,0.0,0.013933333333333336,0.0,2.756911194348472,2.756911194348472 @@ -172,791 +172,791 @@ Time,BG,CGM,CHO,insulin,LBGI,HBGI,Risk 2018-01-01 08:30:00,149.03342806688894,137.0648693249886,0.0,0.013933333333333336,0.0,2.757047612660454,2.757047612660454 2018-01-01 08:33:00,149.03347439248523,138.15095331999527,0.0,0.013933333333333336,0.0,2.75705372562743,2.75705372562743 2018-01-01 08:36:00,149.03351997653607,139.10876552627855,18.666666666666668,0.013933333333333336,0.0,2.7570597407473905,2.7570597407473905 -2018-01-01 08:39:00,149.03356903870701,139.66316732204547,0.0,0.5324500000000001,0.0,2.757066214833844,2.757066214833844 -2018-01-01 08:42:00,149.0341085142362,139.57277929922748,0.0,0.013933333333333336,0.0,2.757137402654583,2.757137402654583 -2018-01-01 08:45:00,149.03941021331784,138.79922203692635,0.0,0.013933333333333336,0.0,2.7578370368152774,2.7578370368152774 -2018-01-01 08:48:00,149.06188486897443,137.61154191982249,0.0,0.013933333333333336,0.0,2.7608035991676934,2.7608035991676934 -2018-01-01 08:51:00,149.12332156699216,136.3547375086299,0.0,0.013933333333333336,0.0,2.7689188815487427,2.7689188815487427 -2018-01-01 08:54:00,149.25313822905022,135.3820881897611,0.0,0.013933333333333336,0.0,2.786094917488594,2.786094917488594 -2018-01-01 08:57:00,149.4825567501337,135.02916257666257,0.0,0.013933333333333336,0.0,2.8165429941406375,2.8165429941406375 -2018-01-01 09:00:00,149.8384383377331,135.4989683728857,0.0,0.013933333333333336,0.0,2.8640106833749712,2.8640106833749712 -2018-01-01 09:03:00,150.34025252412826,136.7926738688899,0.0,0.013933333333333336,0.0,2.931425917628462,2.931425917628462 -2018-01-01 09:06:00,150.99933351988875,138.8600755107617,0.0,0.013933333333333336,0.0,3.0208178486039152,3.0208178486039152 -2018-01-01 09:09:00,151.81935659695154,141.6431099704609,0.0,0.013933333333333336,0.0,3.1333648684554887,3.1333648684554887 -2018-01-01 09:12:00,152.7973917087723,145.06853996902527,0.0,0.013933333333333336,0.0,3.2694873477926736,3.2694873477926736 -2018-01-01 09:15:00,153.92516272755125,149.00816802217923,0.0,0.013933333333333336,0.0,3.428946143150116,3.428946143150116 -2018-01-01 09:18:00,155.19030695058484,153.25550901156916,0.0,0.013933333333333336,0.0,3.610932888563665,3.610932888563665 -2018-01-01 09:21:00,156.57752980739556,157.58436936205732,0.0,0.013933333333333336,0.0,3.8141504711203282,3.8141504711203282 -2018-01-01 09:24:00,158.0696087818593,161.7662987298912,0.0,0.013933333333333336,0.0,4.0368867387116465,4.0368867387116465 -2018-01-01 09:27:00,159.64823420095357,165.5859024382335,0.0,0.013933333333333336,0.0,4.277084978204395,4.277084978204395 -2018-01-01 09:30:00,161.29469268585584,168.9136617039259,0.0,0.013933333333333336,0.0,4.5324134200796244,4.5324134200796244 -2018-01-01 09:33:00,162.99040795225343,171.74977217240672,0.0,0.013933333333333336,0.0,4.800334376659176,4.800334376659176 -2018-01-01 09:36:00,164.7173571596385,174.12368260220865,0.0,0.013933333333333336,0.0,5.0781722960403215,5.0781722960403215 -2018-01-01 09:39:00,166.45838151952617,176.06560617283083,0.0,0.013933333333333336,0.0,5.363179243057875,5.363179243057875 -2018-01-01 09:42:00,168.19740881212542,177.60677170702934,0.0,0.013933333333333336,0.0,5.6525960767796954,5.6525960767796954 -2018-01-01 09:45:00,169.91960367417232,178.77959744622294,0.0,0.013933333333333336,0.0,5.943707744592227,5.943707744592227 -2018-01-01 09:48:00,171.6114594893451,179.61780189502173,0.0,0.013933333333333336,0.0,6.233891495994667,6.233891495994667 -2018-01-01 09:51:00,173.26084369905163,180.15646422230213,0.0,0.013933333333333336,0.0,6.520657296980387,6.520657296980387 -2018-01-01 09:54:00,174.85700648678718,180.43204478750792,0.0,0.013933333333333336,0.0,6.801680199289367,6.801680199289367 -2018-01-01 09:57:00,176.39056112933756,180.88562344505118,0.0,0.013933333333333336,0.0,7.0748248279270145,7.0748248279270145 -2018-01-01 10:00:00,177.85344286630064,181.70354877987327,0.0,0.013933333333333336,0.0,7.338162467084546,7.338162467084546 -2018-01-01 10:03:00,179.23885190703805,181.67545943128982,0.0,0.013933333333333336,0.0,7.589981443339014,7.589981443339014 -2018-01-01 10:06:00,180.5411851521877,181.04648634228522,0.0,0.013933333333333336,0.0,7.8287916338805905,7.8287916338805905 -2018-01-01 10:09:00,181.75596033244943,180.0629068480755,0.0,0.013933333333333336,0.0,8.053323981586885,8.053323981586885 -2018-01-01 10:12:00,182.87973553750066,178.97206563251518,0.0,0.013933333333333336,0.0,8.262525895363718,8.262525895363718 -2018-01-01 10:15:00,183.9100265011895,178.02229267438457,0.0,0.013933333333333336,0.0,8.455553369951724,8.455553369951724 -2018-01-01 10:18:00,184.845223506516,177.46282021077946,0.0,0.013933333333333336,0.0,8.63176058883491,8.63176058883491 -2018-01-01 10:21:00,185.68450935877547,177.54370030113475,0.0,0.013933333333333336,0.0,8.790687688650554,8.790687688650554 -2018-01-01 10:24:00,186.42777953344432,178.5157242096949,0.0,0.013933333333333336,0.0,8.932047272456115,8.932047272456115 -2018-01-01 10:27:00,187.07556532495846,180.5858608020427,0.0,0.013933333333333336,0.0,9.05571016868098,9.05571016868098 -2018-01-01 10:30:00,187.62896059337078,183.6947634619017,0.0,0.013933333333333336,0.0,9.16169084681252,9.16169084681252 -2018-01-01 10:33:00,188.08955251951684,187.38324832993203,0.0,0.013933333333333336,0.0,9.25013282239012,9.25013282239012 -2018-01-01 10:36:00,188.45935662865824,191.10361394745712,0.0,0.013933333333333336,0.0,9.32129431404281,9.32129431404281 -2018-01-01 10:39:00,188.74075622166436,194.30854665702543,0.0,0.013933333333333336,0.0,9.37553435453456,9.37553435453456 -2018-01-01 10:42:00,188.93644625663646,196.49717648419286,19.666666666666668,0.013933333333333336,0.0,9.41329950591565,9.41329950591565 -2018-01-01 10:45:00,189.0493811561479,197.4455908988553,0.0,1.8337416666666668,0.0,9.435111190299462,9.435111190299462 -2018-01-01 10:48:00,189.08286108863575,197.34523426570127,0.0,0.013933333333333336,0.0,9.44157972227358,9.44157972227358 -2018-01-01 10:51:00,189.04241588306263,196.48127169387726,0.0,0.013933333333333336,0.0,9.433765592986084,9.433765592986084 -2018-01-01 10:54:00,188.9390645207692,195.1432025887446,0.0,0.013933333333333336,0.0,9.413805043778353,9.413805043778353 -2018-01-01 10:57:00,188.79007368969692,193.6112191368861,0.0,0.013933333333333336,0.0,9.38504833726125,9.38504833726125 -2018-01-01 11:00:00,188.6185288429348,192.07870409156166,0.0,0.013933333333333336,0.0,9.351965364018909,9.351965364018909 -2018-01-01 11:03:00,188.450452486481,190.60392984710344,0.0,0.013933333333333336,0.0,9.319579302000895,9.319579302000895 -2018-01-01 11:06:00,188.30903000866687,189.21349275739243,0.0,0.013933333333333336,0.0,9.292350628904828,9.292350628904828 -2018-01-01 11:09:00,188.2107688562869,187.92845499925943,0.0,0.013933333333333336,0.0,9.273443615056408,9.273443615056408 -2018-01-01 11:12:00,188.16445537089803,186.77865464269195,0.0,0.013933333333333336,0.0,9.264535472992302,9.264535472992302 -2018-01-01 11:15:00,188.17165015807714,185.88400099504318,0.0,0.013933333333333336,0.0,9.265919211069281,9.265919211069281 -2018-01-01 11:18:00,188.22788338234483,185.50422337884697,0.0,0.013933333333333336,0.0,9.276736036425925,9.276736036425925 -2018-01-01 11:21:00,188.32407606522858,185.92646633354155,0.0,0.013933333333333336,0.0,9.29524657255082,9.29524657255082 -2018-01-01 11:24:00,188.44793339408045,187.43419608197866,0.0,0.013933333333333336,0.0,9.319094117961464,9.319094117961464 -2018-01-01 11:27:00,188.58518624112924,190.25139705475178,0.0,0.013933333333333336,0.0,9.345538484484756,9.345538484484756 -2018-01-01 11:30:00,188.7206320798546,194.25818233450372,0.0,0.013933333333333336,0.0,9.371652828789717,9.371652828789717 -2018-01-01 11:33:00,188.83896789812403,198.82039669038903,0.0,0.013933333333333336,0.0,9.394483014926095,9.394483014926095 -2018-01-01 11:36:00,188.92542903160734,203.19001797859715,0.0,0.013933333333333336,0.0,9.411172358909894,9.411172358909894 -2018-01-01 11:39:00,188.96625742395116,206.61988090724003,0.0,0.013933333333333336,0.0,9.419055880034534,9.419055880034534 -2018-01-01 11:42:00,188.94902577278336,208.4394586761204,0.0,0.013933333333333336,0.0,9.415728436400967,9.415728436400967 -2018-01-01 11:45:00,188.8628434255314,208.4321596182507,0.0,0.013933333333333336,0.0,9.39909091023501,9.39909091023501 -2018-01-01 11:48:00,188.69846756745642,207.06170046016425,0.0,0.013933333333333336,0.0,9.367378217097093,9.367378217097093 -2018-01-01 11:51:00,188.44834024076096,204.94429408614894,0.0,0.013933333333333336,0.0,9.319172477314266,9.319172477314266 -2018-01-01 11:54:00,188.10656862120013,202.69782716638653,0.0,0.013933333333333336,0.0,9.253404265194066,9.253404265194066 -2018-01-01 11:57:00,187.66886304970726,200.8943771233432,0.0,0.013933333333333336,0.0,9.16934446184,9.16934446184 -2018-01-01 12:00:00,187.1324447008274,199.8229564204874,0.0,0.013933333333333336,0.0,9.066588884695005,9.066588884695005 -2018-01-01 12:03:00,186.4959325062569,199.34710220916347,0.0,0.013933333333333336,0.0,8.945037549645479,8.945037549645479 -2018-01-01 12:06:00,185.75921703196772,199.23679656103303,0.0,0.013933333333333336,0.0,8.804870136710274,8.804870136710274 -2018-01-01 12:09:00,184.92332740034382,199.2632047105751,0.0,0.013933333333333336,0.0,8.646518975380017,8.646518975380017 -2018-01-01 12:12:00,183.99029601535867,199.198540338211,0.0,0.013933333333333336,0.0,8.470640638472723,8.470640638472723 -2018-01-01 12:15:00,182.9630247493263,198.81593113591777,0.0,0.013933333333333336,0.0,8.278087032232735,8.278087032232735 -2018-01-01 12:18:00,181.84515534743542,197.88928770505157,0.0,0.013933333333333336,0.0,8.069876693790633,8.069876693790633 -2018-01-01 12:21:00,180.64094606888008,196.19317804492306,0.0,0.013933333333333336,0.0,7.847166853477035,7.847166853477035 -2018-01-01 12:24:00,179.355155983451,193.50270924591774,0.0,0.013933333333333336,0.0,7.6112266872220715,7.6112266872220715 -2018-01-01 12:27:00,177.99293785690696,190.5973593861748,0.0,0.013933333333333336,0.0,7.363412071640079,7.363412071640079 -2018-01-01 12:30:00,176.55974016816128,188.5504532589555,0.0,0.013933333333333336,0.0,7.1051420595962,7.1051420595962 -2018-01-01 12:33:00,175.0612184904228,185.83909158053737,0.0,0.013933333333333336,0.0,6.837877215244611,6.837877215244611 -2018-01-01 12:36:00,173.50315622374652,182.60506878211206,0.0,0.013933333333333336,0.0,6.56309988290534,6.56309988290534 -2018-01-01 12:39:00,171.89139447699156,178.9902600363916,0.0,0.013933333333333336,0.0,6.282296411967177,6.282296411967177 -2018-01-01 12:42:00,170.23177075369568,175.13655702193864,0.0,0.013933333333333336,0.0,5.996941318607756,5.996941318607756 -2018-01-01 12:45:00,168.53006599092183,171.1858121946322,0.0,0.013933333333333336,0.0,5.708483332964509,5.708483332964509 -2018-01-01 12:48:00,166.79195942551192,167.27979106443,0.0,0.013933333333333336,0.0,5.418333255987431,5.418333255987431 -2018-01-01 12:51:00,165.02299071080046,163.56013191671715,0.0,0.013933333333333336,0.0,5.12785353201085,5.12785353201085 -2018-01-01 12:54:00,163.22852866780755,160.16831237471268,0.0,0.013933333333333336,0.0,4.838349429112036,4.838349429112036 -2018-01-01 12:57:00,161.41374600614864,157.2297403308433,0.0,0.013933333333333336,0.0,4.551061706087922,4.551061706087922 -2018-01-01 13:00:00,159.58359923680422,154.77432303754273,0.0,0.013933333333333336,0.0,4.267160624657934,4.267160624657934 -2018-01-01 13:03:00,157.74281267891564,152.6888043138482,0.0,0.013933333333333336,0.0,3.9877411195421524,3.9877411195421524 -2018-01-01 13:06:00,155.8958645660479,150.82792277766788,0.0,0.013933333333333336,0.0,3.7138188214573056,3.7138188214573056 -2018-01-01 13:09:00,154.04697085270945,149.04616019510703,0.0,0.013933333333333336,0.0,3.446326329552893,3.446326329552893 -2018-01-01 13:12:00,152.20005616491665,147.21218247074887,0.0,0.013933333333333336,0.0,3.1861084028191495,3.1861084028191495 -2018-01-01 13:15:00,150.3586863676251,145.2811130002523,0.0,0.013933333333333336,0.0,2.9339130677447094,2.9339130677447094 -2018-01-01 13:18:00,148.52590345900663,143.33779834641402,0.0,0.013933333333333336,0.0,2.690372123048384,2.690372123048384 -2018-01-01 13:21:00,146.70383799712872,141.49524114021386,0.0,0.013933333333333336,0.0,2.455958429124457,2.455958429124457 -2018-01-01 13:24:00,144.89289203870487,139.86500434692547,0.0,0.013933333333333336,0.0,2.230902175975512,2.230902175975512 -2018-01-01 13:27:00,143.09035059387224,138.54447827512655,0.0,0.013933333333333336,0.0,2.015064580626596,2.015064580626596 -2018-01-01 13:30:00,141.28891012656823,137.55769263181364,0.0,0.013933333333333336,0.0,1.807846260822201,1.807846260822201 -2018-01-01 13:33:00,139.47672299860866,136.82013930788452,0.0,0.013933333333333336,0.0,1.608312047777759,1.608312047777759 -2018-01-01 13:36:00,137.6402543177051,136.22144517446296,0.0,0.013933333333333336,0.0,1.4156198926112773,1.4156198926112773 -2018-01-01 13:39:00,135.76867744568216,135.65241736342207,0.0,0.013933333333333336,0.0,1.2295270345398532,1.2295270345398532 -2018-01-01 13:42:00,133.85713211957628,135.01741173515074,0.0,0.013933333333333336,0.0,1.0506523868814845,1.0506523868814845 -2018-01-01 13:45:00,131.90762518753954,134.27909329932436,0.0,0.013933333333333336,0.0,0.8804086041541671,0.8804086041541671 -2018-01-01 13:48:00,129.92809175846395,133.48390052645365,0.0,0.013933333333333336,0.0,0.7207237276894795,0.7207237276894795 -2018-01-01 13:51:00,127.93062091836165,132.70025902642357,0.0,0.013933333333333336,0.0,0.5737033311294575,0.5737033311294575 -2018-01-01 13:54:00,125.92958927898556,131.99950451444184,0.0,0.013933333333333336,0.0,0.44133102016027925,0.44133102016027925 -2018-01-01 13:57:00,123.94007848980726,131.44120125788277,0.0,0.013933333333333336,0.0,0.3252494448974216,0.3252494448974216 -2018-01-01 14:00:00,121.97669945233525,131.00686881615886,0.0,0.013933333333333336,0.0,0.22662843931365106,0.22662843931365106 -2018-01-01 14:03:00,120.05281234191443,130.56009610685794,0.0,0.013933333333333336,0.0,0.1461092009765868,0.1461092009765868 -2018-01-01 14:06:00,118.1800760241906,129.9369253744382,0.0,0.013933333333333336,0.0,0.0838069323475523,0.0838069323475523 -2018-01-01 14:09:00,116.36824703636775,128.97155437882242,0.0,0.013933333333333336,0.0,0.039353879292951734,0.039353879292951734 -2018-01-01 14:12:00,114.62515439507496,127.52186924527473,0.0,0.013933333333333336,0.0,0.011966986936515833,0.011966986936515833 -2018-01-01 14:15:00,112.95678974151076,125.5975678101299,0.0,0.013933333333333336,0.0,0.0005276369153133571,0.0005276369153133571 -2018-01-01 14:18:00,111.36746665121186,123.43713921310788,0.0,0.013933333333333336,0.00366420564189004,0.0,0.00366420564189004 -2018-01-01 14:21:00,109.86001569168124,121.32875108584497,0.0,0.013933333333333336,0.019831070090098758,0.0,0.019831070090098758 -2018-01-01 14:24:00,108.4359921526993,119.55922612997972,0.0,0.013933333333333336,0.04738004114196419,0.0,0.04738004114196419 -2018-01-01 14:27:00,107.09588128326882,118.3829213655078,0.0,0.013933333333333336,0.08462201931911933,0.0,0.08462201931911933 -2018-01-01 14:30:00,105.83929166754922,117.86528897049826,0.0,0.013933333333333336,0.12987800155428378,0.0,0.12987800155428378 -2018-01-01 14:33:00,104.66513147553826,117.78907633101724,4.333333333333333,0.013933333333333336,0.1815195006007589,0.0,0.1815195006007589 -2018-01-01 14:36:00,103.57708921647883,117.87770928802149,0.0,0.1343,0.2377040106240671,0.0,0.2377040106240671 -2018-01-01 14:39:00,102.60905525422379,117.87307901388175,0.0,0.013933333333333336,0.29463123345053727,0.0,0.29463123345053727 -2018-01-01 14:42:00,101.79462706307052,117.53319141068707,0.0,0.013933333333333336,0.34772336993365566,0.0,0.34772336993365566 -2018-01-01 14:45:00,101.14569176599318,116.59807825557789,0.0,0.013933333333333336,0.39350537506316796,0.0,0.39350537506316796 -2018-01-01 14:48:00,100.66033155364657,114.79105527284538,0.0,0.013933333333333336,0.42980091746505533,0.0,0.42980091746505533 -2018-01-01 14:51:00,100.32867212709286,111.82564967586376,0.0,0.013933333333333336,0.4556274531160695,0.0,0.4556274531160695 -2018-01-01 14:54:00,100.13660834730183,107.40999159594566,0.0,0.013933333333333336,0.4709676562898547,0.0,0.4709676562898547 -2018-01-01 14:57:00,100.06815070077576,104.52526638248226,0.0,0.013933333333333336,0.47650387288910245,0.0,0.47650387288910245 -2018-01-01 15:00:00,100.10687803109036,106.86330156697163,0.0,0.013933333333333336,0.4733675370299651,0.0,0.4733675370299651 -2018-01-01 15:03:00,100.23681307758453,109.07964725681047,0.0,0.013933333333333336,0.46292898157913487,0.0,0.46292898157913487 -2018-01-01 15:06:00,100.44292655329926,111.11702210040109,0.0,0.013933333333333336,0.4466358176260585,0.0,0.4466358176260585 -2018-01-01 15:09:00,100.71140346926897,112.9192787341712,0.0,0.013933333333333336,0.4258981443629176,0.0,0.4258981443629176 -2018-01-01 15:12:00,101.02975865896674,114.43156647237774,0.0,0.013933333333333336,0.40201401271294246,0.0,0.40201401271294246 -2018-01-01 15:15:00,101.38685807494176,115.60038199498817,0.0,0.013933333333333336,0.3761269004121026,0.0,0.3761269004121026 -2018-01-01 15:18:00,101.77288264896514,116.37355104079055,0.0,0.013933333333333336,0.3492070821258978,0.0,0.3492070821258978 -2018-01-01 15:21:00,102.17925859999232,116.70016904739629,0.0,0.013933333333333336,0.32204978257597877,0.0,0.32204978257597877 -2018-01-01 15:24:00,102.59856963347568,116.53051883602657,0.0,0.013933333333333336,0.295284325992696,0.0,0.295284325992696 -2018-01-01 15:27:00,103.02446094369907,115.83473056222073,0.0,0.013933333333333336,0.2693898294122555,0.0,0.2693898294122555 -2018-01-01 15:30:00,103.4515412975262,114.6964520620017,0.0,0.013933333333333336,0.24471417623132763,0.0,0.24471417623132763 -2018-01-01 15:33:00,103.87528708368026,113.36901281577681,0.0,0.013933333333333336,0.22149399094880004,0.0,0.22149399094880004 -2018-01-01 15:36:00,104.29195061811473,112.14405576879267,0.0,0.013933333333333336,0.19987411026072155,0.0,0.19987411026072155 -2018-01-01 15:39:00,104.69847389494781,111.31394208581307,0.0,0.013933333333333336,0.1799256306566617,0.0,0.1799256306566617 -2018-01-01 15:42:00,105.09240810793358,111.1364185133253,0.0,0.013933333333333336,0.1616620412195397,0.0,0.1616620412195397 -2018-01-01 15:45:00,105.47183834278832,111.65828925133548,0.0,0.013933333333333336,0.14505325977258626,0.0,0.14505325977258626 -2018-01-01 15:48:00,105.83531136380192,112.60959210308877,0.0,0.013933333333333336,0.13003762124337817,0.0,0.13003762124337817 -2018-01-01 15:51:00,106.18176141065385,113.65027665077221,0.0,0.013933333333333336,0.11653206640903545,0.0,0.11653206640903545 -2018-01-01 15:54:00,106.51042240486984,114.44062180208165,0.0,0.013933333333333336,0.10444100937217787,0.0,0.10444100937217787 -2018-01-01 15:57:00,106.82070137528426,114.68023919991481,0.0,0.013933333333333336,0.09366470418921594,0.0,0.09366470418921594 -2018-01-01 16:00:00,107.111963158566,114.30347043927205,0.0,0.013933333333333336,0.08410843310782543,0.0,0.08410843310782543 -2018-01-01 16:03:00,107.38314653258152,113.596411500925,0.0,0.013933333333333336,0.07569422048835375,0.0,0.07569422048835375 -2018-01-01 16:06:00,107.63215132090542,112.92256681933033,0.0,0.013933333333333336,0.06837558785122073,0.0,0.06837558785122073 -2018-01-01 16:09:00,107.85514684839512,112.6439482228327,0.0,0.013933333333333336,0.06215026947785852,0.0,0.06215026947785852 -2018-01-01 16:12:00,108.04637845601962,113.08290625984252,0.0,0.013933333333333336,0.05705772478647558,0.0,0.05705772478647558 -2018-01-01 16:15:00,108.19910493281465,114.33374255671887,0.0,0.013933333333333336,0.053152908969739954,0.0,0.053152908969739954 -2018-01-01 16:18:00,108.30742909834281,116.15090691935634,0.0,0.013933333333333336,0.05047037221146003,0.0,0.05047037221146003 -2018-01-01 16:21:00,108.36796253586624,118.21524900850414,0.0,0.013933333333333336,0.04900269085655598,0.0,0.04900269085655598 -2018-01-01 16:24:00,108.38056377801085,120.21066043510936,0.0,0.013933333333333336,0.04869998722072441,0.0,0.04869998722072441 -2018-01-01 16:27:00,108.34815940319591,121.8720987650627,0.0,0.013933333333333336,0.049480361671615056,0.0,0.049480361671615056 -2018-01-01 16:30:00,108.27603892681788,123.22455249960053,0.0,0.013933333333333336,0.051240300593774775,0.0,0.051240300593774775 -2018-01-01 16:33:00,108.17099482071312,124.72592569315194,0.0,0.013933333333333336,0.05386081695989184,0.0,0.05386081695989184 -2018-01-01 16:36:00,108.0405314531312,126.93089924943737,0.0,0.013933333333333336,0.057210077642898635,0.0,0.057210077642898635 -2018-01-01 16:39:00,107.89223869971508,130.39444174050058,0.0,0.013933333333333336,0.061144788509741414,0.0,0.061144788509741414 -2018-01-01 16:42:00,107.73334821490047,135.5625725955444,0.0,0.013933333333333336,0.06551210607011759,0.0,0.06551210607011759 -2018-01-01 16:45:00,107.57045253287248,142.2283686937368,0.0,0.013933333333333336,0.07015280927608938,0.0,0.07015280927608938 -2018-01-01 16:48:00,107.40935357017246,149.2055755729497,0.0,0.013933333333333336,0.07490563880261877,0.0,0.07490563880261877 -2018-01-01 16:51:00,107.25500607487061,155.08964332796796,0.0,0.013933333333333336,0.07961228084477676,0.0,0.07961228084477676 -2018-01-01 16:54:00,107.11152605732863,158.47517815214513,0.0,0.013933333333333336,0.08412237058212217,0.0,0.08412237058212217 -2018-01-01 16:57:00,106.9822404384889,158.10000006069558,0.0,0.013933333333333336,0.08829798427627307,0.0,0.08829798427627307 -2018-01-01 17:00:00,106.86976021929273,153.56531355707952,0.0,0.013933333333333336,0.09201726385324249,0.0,0.09201726385324249 -2018-01-01 17:03:00,106.77606465287246,145.76785140630147,0.0,0.013933333333333336,0.0951769994865518,0.0,0.0951769994865518 -2018-01-01 17:06:00,106.70258799203344,135.89181426130872,0.0,0.013933333333333336,0.09769414623438276,0.0,0.09769414623438276 -2018-01-01 17:09:00,106.6503034506583,125.12091386874184,0.0,0.013933333333333336,0.09950635729804001,0.0,0.09950635729804001 -2018-01-01 17:12:00,106.61980122176985,114.63845317981014,0.0,0.013933333333333336,0.10057168031173298,0.0,0.10057168031173298 -2018-01-01 17:15:00,106.61135892031709,105.62739937471719,0.0,0.013933333333333336,0.10086759209293082,0.0,0.10086759209293082 -2018-01-01 17:18:00,106.6250038330603,99.27044886358246,0.0,0.013933333333333336,0.10038955109014605,0.0,0.10038955109014605 -2018-01-01 17:21:00,106.66056700049853,96.75008408813247,0.0,0.013933333333333336,0.09914923426234012,0.0,0.09914923426234012 -2018-01-01 17:24:00,106.71772953563635,99.24862241185463,0.0,0.013933333333333336,0.09717260348181078,0.0,0.09717260348181078 -2018-01-01 17:27:00,106.79606178349917,103.23466924573464,0.0,0.013933333333333336,0.09449792100481838,0.0,0.09449792100481838 -2018-01-01 17:30:00,106.89505600342991,102.52006380802477,0.0,0.013933333333333336,0.09117380759960257,0.0,0.09117380759960257 -2018-01-01 17:33:00,107.01415325581499,102.00857139080968,0.0,0.013933333333333336,0.08725741266511897,0.0,0.08725741266511897 -2018-01-01 17:36:00,107.15276512559166,101.70589543716204,0.0,0.013933333333333336,0.08281274418792174,0.0,0.08281274418792174 -2018-01-01 17:39:00,107.31029083706795,101.6177214944941,0.0,0.013933333333333336,0.07790918802447087,0.0,0.07790918802447087 -2018-01-01 17:42:00,107.48613022238158,101.74973154799801,0.0,0.013933333333333336,0.07262023064613203,0.0,0.07262023064613203 -2018-01-01 17:45:00,107.67969290965473,102.10761445539526,0.0,0.013933333333333336,0.06702238674704578,0.0,0.06702238674704578 -2018-01-01 17:48:00,107.89040400503941,102.6970727876485,0.0,0.013933333333333336,0.061194322449917,0.0,0.061194322449917 -2018-01-01 17:51:00,108.11770646364431,103.52382629656991,0.0,0.013933333333333336,0.05521615567504952,0.0,0.05521615567504952 -2018-01-01 17:54:00,108.36106028708471,104.59361216535376,0.0,0.013933333333333336,0.04916890704916821,0.0,0.04916890704916821 -2018-01-01 17:57:00,108.6199386611089,105.90810828263906,0.0,0.013933333333333336,0.043134067172682714,0.0,0.043134067172682714 -2018-01-01 18:00:00,108.89382116795132,107.44455802679485,0.0,0.013933333333333336,0.03719323906905901,0.0,0.03719323906905901 -2018-01-01 18:03:00,109.18218428710475,109.14354002400151,0.0,0.013933333333333336,0.03142780855031355,0.0,0.03142780855031355 -2018-01-01 18:06:00,109.4844895437771,110.93747422619504,0.0,0.013933333333333336,0.02591859090793869,0.0,0.02591859090793869 -2018-01-01 18:09:00,109.80016987593157,112.75875661062233,0.0,0.013933333333333336,0.02074540118219139,0.0,0.02074540118219139 -2018-01-01 18:12:00,110.12861505243308,114.53027425723921,0.0,0.013933333333333336,0.01598649907527079,0.0,0.01598649907527079 -2018-01-01 18:15:00,110.46915724965714,116.11803769974401,0.0,0.013933333333333336,0.011717870154199124,0.0,0.011717870154199124 -2018-01-01 18:18:00,110.82105812431362,117.30275557027423,0.0,0.013933333333333336,0.008012323466966873,0.0,0.008012323466966873 -2018-01-01 18:21:00,111.18349883595354,117.84611796700969,0.0,0.013933333333333336,0.0049384117256557085,0.0,0.0049384117256557085 -2018-01-01 18:24:00,111.55557440846839,117.50973056852777,0.0,0.013933333333333336,0.0025592113325943115,0.0,0.0025592113325943115 -2018-01-01 18:27:00,111.9362935388736,116.09646846893145,26.333333333333332,0.013933333333333336,0.000931031084611157,0.0,0.000931031084611157 -2018-01-01 18:30:00,112.32459980309847,113.65727476083549,0.0,0.7454166666666667,0.00010212804464968813,0.0,0.00010212804464968813 -2018-01-01 18:33:00,112.72071709737403,110.61609848131806,0.0,0.013933333333333336,0.0,0.00011321693020160244,0.00011321693020160244 -2018-01-01 18:36:00,113.1292664217887,107.48279461131179,0.0,0.013933333333333336,0.0,0.0010216182388766205,0.0010216182388766205 -2018-01-01 18:39:00,113.55951333580197,104.77202807206018,0.0,0.013933333333333336,0.0,0.0029523986876165667,0.0029523986876165667 -2018-01-01 18:42:00,114.0276640230692,102.96533940450732,0.0,0.013933333333333336,0.0,0.006175733338444178,0.006175733338444178 -2018-01-01 18:45:00,114.55795183625983,102.31740006157405,0.0,0.013933333333333336,0.0,0.011222541822805633,0.011222541822805633 -2018-01-01 18:48:00,115.18197257925135,102.73856223842898,0.0,0.013933333333333336,0.0,0.019033733119829997,0.019033733119829997 -2018-01-01 18:51:00,115.93585046883666,104.06650060837035,0.0,0.013933333333333336,0.0,0.031126530448103165,0.031126530448103165 -2018-01-01 18:54:00,116.85387880458183,106.13940084259269,0.0,0.013933333333333336,0.0,0.04970060517157768,0.04970060517157768 -2018-01-01 18:57:00,117.96284465467043,108.79151275256831,0.0,0.013933333333333336,0.0,0.07764162782650742,0.07764162782650742 -2018-01-01 19:00:00,119.27968260671477,111.85850017587077,0.0,0.013933333333333336,0.0,0.11842285906849313,0.11842285906849313 -2018-01-01 19:03:00,120.81131522609161,115.18192393713286,0.0,0.013933333333333336,0.0,0.17589944872634983,0.17589944872634983 -2018-01-01 19:06:00,122.55562131023521,118.59748012964562,0.0,0.013933333333333336,0.0,0.25401609548367693,0.25401609548367693 -2018-01-01 19:09:00,124.5029027848974,121.93278246797263,0.0,0.013933333333333336,0.0,0.35647369169997567,0.35647369169997567 -2018-01-01 19:12:00,126.6374898610596,125.02933068120639,0.0,0.013933333333333336,0.0,0.4864086275704097,0.4864086275704097 -2018-01-01 19:15:00,128.9392883804704,127.84606757078541,0.0,0.013933333333333336,0.0,0.6461306254581523,0.6461306254581523 -2018-01-01 19:18:00,131.38517194472016,130.52201638433553,0.0,0.013933333333333336,0.0,0.8369479617515176,0.8369479617515176 -2018-01-01 19:21:00,133.95017923056088,133.2347672417754,0.0,0.013933333333333336,0.0,1.0590898688077346,1.0590898688077346 -2018-01-01 19:24:00,136.60850956802855,136.16074664616679,0.0,0.013933333333333336,0.0,1.3117198924562423,1.3117198924562423 -2018-01-01 19:27:00,139.3343272993628,139.455801954303,0.0,0.013933333333333336,0.0,1.5930234181316225,1.5930234181316225 -2018-01-01 19:30:00,142.1023938227952,143.1544742490099,0.0,0.013933333333333336,0.0,1.9003476808736512,1.9003476808736512 -2018-01-01 19:33:00,144.88854936728893,147.10967984310233,0.0,0.013933333333333336,0.0,2.2303722475827117,2.2303722475827117 -2018-01-01 19:36:00,147.67006676318158,151.13508810553532,0.0,0.013933333333333336,0.0,2.579290631776658,2.579290631776658 -2018-01-01 19:39:00,150.4258981604023,155.04596943251678,0.0,0.013933333333333336,0.0,2.942987876668316,2.942987876668316 -2018-01-01 19:42:00,153.13683361751464,158.65938251082653,0.0,0.013933333333333336,0.0,3.3172034766547314,3.3172034766547314 -2018-01-01 19:45:00,155.78558820834206,161.79428463586743,0.0,0.013933333333333336,0.0,3.6976731687500863,3.6976731687500863 -2018-01-01 19:48:00,158.35683202504768,164.27158021808611,0.0,0.013933333333333336,0.0,4.080246541762697,4.080246541762697 -2018-01-01 19:51:00,160.8371753295247,165.9141204329042,0.0,0.013933333333333336,0.0,4.460979969663622,4.460979969663622 -2018-01-01 19:54:00,163.21511917899733,166.54666497431762,0.0,0.013933333333333336,0.0,4.836206124369325,4.836206124369325 -2018-01-01 19:57:00,165.48098014635616,166.95064140245591,0.0,0.013933333333333336,0.0,5.20258239043827,5.20258239043827 -2018-01-01 20:00:00,167.6267962684542,168.41512126509252,0.0,0.013933333333333336,0.0,5.557121044569425,5.557121044569425 -2018-01-01 20:03:00,169.646220072665,169.9238304868787,0.0,0.013933333333333336,0.0,5.89720422486013,5.89720422486013 -2018-01-01 20:06:00,171.53440343474406,171.4630890589263,0.0,0.013933333333333336,0.0,6.2205866252229,6.2205866252229 -2018-01-01 20:09:00,173.28787808917883,173.0206368157738,0.0,0.013933333333333336,0.0,6.525388608764725,6.525388608764725 -2018-01-01 20:12:00,174.9044348267734,174.58551295916945,0.0,0.013933333333333336,0.0,6.810082113632876,6.810082113632876 -2018-01-01 20:15:00,176.38300375443885,176.14793587670144,0.0,0.013933333333333336,0.0,7.073471376651624,7.073471376651624 -2018-01-01 20:18:00,177.7235374419111,177.69918525937092,0.0,0.013933333333333336,0.0,7.314670156991529,7.314670156991529 -2018-01-01 20:21:00,178.92689832403423,179.2314880353014,0.0,0.013933333333333336,0.0,7.533076823788008,7.533076823788008 -2018-01-01 20:24:00,179.99475135169857,180.73790923488664,0.0,0.013933333333333336,0.0,7.728348388269185,7.728348388269185 -2018-01-01 20:27:00,180.92946257753923,182.20940097497225,0.0,0.013933333333333336,0.0,7.9003743164278415,7.9003743164278415 -2018-01-01 20:30:00,181.73400411361573,183.6204672851795,0.0,0.013933333333333336,0.0,8.049250752389161,8.049250752389161 -2018-01-01 20:33:00,182.41186569842722,184.92053066840845,0.0,0.013933333333333336,0.0,8.175255612834613,8.175255612834613 -2018-01-01 20:36:00,182.9669729519098,186.05378131204426,0.0,0.013933333333333336,0.0,8.2788248753508,8.2788248753508 -2018-01-01 20:39:00,183.40361227275116,186.96479496970443,0.0,0.013933333333333336,0.0,8.360530274124345,8.360530274124345 -2018-01-01 20:42:00,183.72636223664648,187.60571236718204,0.0,0.013933333333333336,0.0,8.421058530733763,8.421058530733763 -2018-01-01 20:45:00,183.94003128205483,187.97242564665493,0.0,0.013933333333333336,0.0,8.461192181902488,8.461192181902488 -2018-01-01 20:48:00,184.04960141738343,188.1262705844436,0.0,0.013933333333333336,0.0,8.481792016386859,8.481792016386859 -2018-01-01 20:51:00,184.06017764676727,188.14322293718806,0.0,0.013933333333333336,0.0,8.483781096559458,8.483781096559458 -2018-01-01 20:54:00,183.9769427876999,188.09935113588526,0.0,0.013933333333333336,0.0,8.468130314047626,8.468130314047626 -2018-01-01 20:57:00,183.8051173401898,188.0587957333056,0.0,0.013933333333333336,0.0,8.435845410783818,8.435845410783818 -2018-01-01 21:00:00,183.5499240617375,188.0138386703852,0.0,0.013933333333333336,0.0,8.387955385182318,8.387955385182318 -2018-01-01 21:03:00,183.21655690348916,187.84893451975802,0.0,0.013933333333333336,0.0,8.325502196386308,8.325502196386308 -2018-01-01 21:06:00,182.81015396896322,187.42453337015837,0.0,0.013933333333333336,0.0,8.249531676434747,8.249531676434747 -2018-01-01 21:09:00,182.33577416655015,186.60101376099516,0.0,0.013933333333333336,0.0,8.161085559819979,8.161085559819979 -2018-01-01 21:12:00,181.79837723957291,185.2621669067085,0.0,0.013933333333333336,0.0,8.061194541496997,8.061194541496997 -2018-01-01 21:15:00,181.20280687224349,183.43270533073007,0.0,0.013933333333333336,0.0,7.950872277369201,7.950872277369201 -2018-01-01 21:18:00,180.55377658571925,181.34876376736855,0.0,0.013933333333333336,0.0,7.831110245166608,7.831110245166608 -2018-01-01 21:21:00,179.8558581551126,179.29334958950454,0.0,0.013933333333333336,0.0,7.7028733880966,7.7028733880966 -2018-01-01 21:24:00,179.11347229532777,177.54932213064126,0.0,0.013933333333333336,0.0,7.567096468428236,7.567096468428236 -2018-01-01 21:27:00,178.33088138065554,176.3689970228385,0.0,0.013933333333333336,0.0,7.4246810630707225,7.4246810630707225 -2018-01-01 21:30:00,177.51218397989467,175.8222015725107,0.0,0.013933333333333336,0.0,7.276493138087278,7.276493138087278 -2018-01-01 21:33:00,176.6613110051956,175.70510724149585,0.0,0.013933333333333336,0.0,7.123361143843699,7.123361143843699 -2018-01-01 21:36:00,175.7820232886848,175.75294074175244,0.0,0.013933333333333336,0.0,6.96607457706085,6.96607457706085 -2018-01-01 21:39:00,174.87791041613363,175.70075788122114,0.0,0.013933333333333336,0.0,6.805382960376935,6.805382960376935 -2018-01-01 21:42:00,173.95239066139834,175.31097576875501,0.0,0.013933333333333336,0.0,6.641995194102596,6.641995194102596 -2018-01-01 21:45:00,173.0087118790454,174.51103655078475,0.0,0.013933333333333336,0.0,6.476579238658364,6.476579238658364 -2018-01-01 21:48:00,172.049953225454,173.4760067559557,0.0,0.013933333333333336,0.0,6.3097620897173865,6.3097620897173865 -2018-01-01 21:51:00,171.0790275907562,172.4358510730477,0.0,0.013933333333333336,0.0,6.142130011341309,6.142130011341309 -2018-01-01 21:54:00,170.09868463523358,171.62036992655518,0.0,0.013933333333333336,0.0,5.974228995404505,5.974228995404505 -2018-01-01 21:57:00,169.11151433425871,171.2397467739543,0.0,0.013933333333333336,0.0,5.806565418364272,5.806565418364272 -2018-01-01 22:00:00,168.11995094556812,171.38727152685746,0.0,0.013933333333333336,0.0,5.6396068689674825,5.6396068689674825 -2018-01-01 22:03:00,167.12627732161567,171.98097650607835,0.0,0.013933333333333336,0.0,5.473783122804856,5.473783122804856 -2018-01-01 22:06:00,166.1326294980059,172.8998335125284,0.0,0.013933333333333336,0.0,5.309487241747356,5.309487241747356 -2018-01-01 22:09:00,165.14100149659114,174.02267072443988,0.0,0.013933333333333336,0.0,5.147076778244482,5.147076778244482 -2018-01-01 22:12:00,164.15325028875912,175.22817760926935,0.0,0.013933333333333336,0.0,4.986875066244293,4.986875066244293 -2018-01-01 22:15:00,163.17110087078854,176.39490996347521,0.0,0.013933333333333336,0.0,4.829172582128862,4.829172582128862 -2018-01-01 22:18:00,162.1961514089373,177.40129503592533,0.0,0.013933333333333336,0.0,4.674228360555906,4.674228360555906 -2018-01-01 22:21:00,161.22987841719225,178.12563669612865,0.0,0.013933333333333336,0.0,4.522271451477522,4.522271451477522 -2018-01-01 22:24:00,160.27364193538716,178.44612061342283,0.0,0.013933333333333336,0.0,4.373502405874397,4.373502405874397 -2018-01-01 22:27:00,159.32869067972013,177.90654641939722,0.0,0.013933333333333336,0.0,4.228094778916866,4.228094778916866 -2018-01-01 22:30:00,158.39616714160786,176.2403560056816,0.0,0.013933333333333336,0.0,4.0861966403479695,4.0861966403479695 -2018-01-01 22:33:00,157.47711261433247,174.4190335827123,0.0,0.013933333333333336,0.0,3.94793208288902,3.94793208288902 -2018-01-01 22:36:00,156.57247213010004,172.45707112047464,0.0,0.013933333333333336,0.0,3.8134027204021215,3.8134027204021215 -2018-01-01 22:39:00,155.68309929296433,170.36886755370432,0.0,0.013933333333333336,0.0,3.6826891684143073,3.6826891684143073 -2018-01-01 22:42:00,154.80976099560334,168.16873353782205,0.0,0.013933333333333336,0.0,3.5558525004198014,3.5558525004198014 -2018-01-01 22:45:00,153.9531420101949,165.87089608213586,0.0,0.013933333333333336,0.0,3.432935674135338,3.432935674135338 -2018-01-01 22:48:00,153.11384944564603,163.48950305190363,0.0,0.013933333333333336,0.0,3.313964922593665,3.313964922593665 -2018-01-01 22:51:00,152.2924170652073,161.03862753270565,0.0,0.013933333333333336,0.0,3.1989511056256337,3.1989511056256337 -2018-01-01 22:54:00,151.48930946007434,158.53227205221154,0.0,0.013933333333333336,0.0,3.087891017904501,3.087891017904501 -2018-01-01 22:57:00,150.7049260759578,155.9916694715834,0.0,0.013933333333333336,0.0,2.9807686503107496,2.9807686503107496 -2018-01-01 23:00:00,149.93960509081103,153.48177099144417,0.0,0.013933333333333336,0.0,2.877556401923087,2.877556401923087 -2018-01-01 23:03:00,149.19362714295787,151.13314037703563,0.0,0.013933333333333336,0.0,2.7782162404542117,2.7782162404542117 -2018-01-01 23:06:00,148.46721890977616,149.09087987672456,0.0,0.013933333333333336,0.0,2.68270080942854,2.68270080942854 -2018-01-01 23:09:00,147.76055653787813,147.50004007022414,0.0,0.013933333333333336,0.0,2.5909544808467873,2.5909544808467873 -2018-01-01 23:12:00,147.0737689264034,146.4864932429283,0.0,0.013933333333333336,0.0,2.502914352497203,2.502914352497203 -2018-01-01 23:15:00,146.4069408656113,146.0612867833533,0.0,0.013933333333333336,0.0,2.418511189459571,2.418511189459571 -2018-01-01 23:18:00,145.7601160334269,146.06325635335156,0.0,0.013933333333333336,0.0,2.337670309701548,2.337670309701548 -2018-01-01 23:21:00,145.13329985291378,146.29293849685234,0.0,0.013933333333333336,0.0,2.2603124139850506,2.2603124139850506 -2018-01-01 23:24:00,144.52646221357875,146.55083332215685,0.0,0.013933333333333336,0.0,2.1863543605518916,2.1863543605518916 -2018-01-01 23:27:00,143.93954005796147,146.64989350417505,0.0,0.013933333333333336,0.0,2.1157098851302782,2.1157098851302782 -2018-01-01 23:30:00,143.3724398283673,146.47795863200943,0.0,0.013933333333333336,0.0,2.0482902662694946,2.0482902662694946 -2018-01-01 23:33:00,142.82503974358812,146.03521665543047,0.0,0.013933333333333336,0.0,1.9840049333914198,1.9840049333914198 -2018-01-01 23:36:00,142.29719178803208,145.34680137655093,0.0,0.013933333333333336,0.0,1.9227620054149765,1.9227620054149765 -2018-01-01 23:39:00,141.78872300851728,144.43782124528036,0.0,0.013933333333333336,0.0,1.864468716522239,1.864468716522239 -2018-01-01 23:42:00,141.29943482365226,143.33880832528007,0.0,0.013933333333333336,0.0,1.8090315896497269,1.8090315896497269 -2018-01-01 23:45:00,140.82909645223697,142.11295859431095,0.0,0.013933333333333336,0.0,1.7563559418359052,1.7563559418359052 -2018-01-01 23:48:00,140.37742154157877,140.87246137058446,0.0,0.013933333333333336,0.0,1.7063435690697597,1.7063435690697597 -2018-01-01 23:51:00,139.9440004591887,139.7403045502018,0.0,0.013933333333333336,0.0,1.658885748412238,1.658885748412238 -2018-01-01 23:54:00,139.52813293265044,138.83924484966363,0.0,0.013933333333333336,0.0,1.6138459433238035,1.6138459433238035 -2018-01-01 23:57:00,139.1285083317219,138.27339317862385,0.0,0.013933333333333336,0.0,1.5710273340141407,1.5710273340141407 -2018-01-02 00:00:00,138.74285630477667,138.03712462915223,0.0,0.013933333333333336,0.0,1.530139177860398,1.530139177860398 -2018-01-02 00:03:00,138.36801640311634,137.96053631135075,0.0,0.013933333333333336,0.0,1.4908089020235376,1.4908089020235376 -2018-01-02 00:06:00,138.00069743722503,137.83700863353835,0.0,0.013933333333333336,0.0,1.4526647560227337,1.4526647560227337 -2018-01-02 00:09:00,137.6384353037871,137.46042400301315,0.0,0.013933333333333336,0.0,1.4154339150963338,1.4154339150963338 -2018-01-02 00:12:00,137.2801145185061,136.65334335662172,0.0,0.013933333333333336,0.0,1.3789905560162794,1.3789905560162794 -2018-01-02 00:15:00,136.92595331864325,135.40457967651372,0.0,0.013933333333333336,0.0,1.3433470957205298,1.3433470957205298 -2018-01-02 00:18:00,136.57718547963856,133.9514157276442,0.0,0.013933333333333336,0.0,1.3086155814322453,1.3086155814322453 -2018-01-02 00:21:00,136.23566478556899,132.5868519918531,0.0,0.013933333333333336,0.0,1.2749636237417603,1.2749636237417603 -2018-01-02 00:24:00,135.90351439532134,131.6042729703922,0.0,0.013933333333333336,0.0,1.2425773431262452,1.2425773431262452 -2018-01-02 00:27:00,135.58286393243822,131.2671035232103,0.0,0.013933333333333336,0.0,1.2116351198865347,1.2116351198865347 -2018-01-02 00:30:00,135.2756756230426,131.65835432032418,0.0,0.013933333333333336,0.0,1.1822915843833475,1.1822915843833475 -2018-01-02 00:33:00,134.98364418511463,132.5903471200767,0.0,0.013933333333333336,0.0,1.1546696786291863,1.1546696786291863 -2018-01-02 00:36:00,134.70815135931912,133.81500340741977,0.0,0.013933333333333336,0.0,1.1288583899735123,1.1288583899735123 -2018-01-02 00:39:00,134.45025770771863,135.08392487387448,0.0,0.013933333333333336,0.0,1.1049140941235605,1.1049140941235605 -2018-01-02 00:42:00,134.21071786407128,136.14840136065368,0.0,0.013933333333333336,0.0,1.082863939317181,1.082863939317181 -2018-01-02 00:45:00,133.9900090939152,136.75943535234143,0.0,0.013933333333333336,0.0,1.0627101747035725,1.0627101747035725 -2018-01-02 00:48:00,133.78836615414923,136.66777499028885,0.0,0.013933333333333336,0.0,1.0444347090803165,1.0444347090803165 -2018-01-02 00:51:00,133.6058178664621,135.62395023932126,0.0,0.013933333333333336,0.0,1.0280034708653083,1.0280034708653083 -2018-01-02 00:54:00,133.44222258457248,133.378308823964,0.0,0.013933333333333336,0.0,1.0133703386225448,1.0133703386225448 -2018-01-02 00:57:00,133.2973009619511,132.45615556625427,0.0,0.013933333333333336,0.0,1.000480542212476,1.000480542212476 -2018-01-02 01:00:00,133.17066524361974,135.66581527703812,0.0,0.013933333333333336,0.0,0.9892735158350303,0.9892735158350303 -2018-01-02 01:03:00,133.06184482564822,137.91309020141588,0.0,0.013933333333333336,0.0,0.9796852309591536,0.9796852309591536 -2018-01-02 01:06:00,132.9703081386832,139.36714458718603,0.0,0.013933333333333336,0.0,0.9716500609110578,0.9716500609110578 -2018-01-02 01:09:00,132.8954810843286,140.1970941358182,0.0,0.013933333333333336,0.0,0.9651022380523356,0.9651022380523356 -2018-01-02 01:12:00,132.836762333719,140.5720223350853,0.0,0.013933333333333336,0.0,0.959976964783298,0.959976964783298 -2018-01-02 01:15:00,132.79353581986723,140.66099387428835,0.0,0.013933333333333336,0.0,0.9562112349040226,0.9562112349040226 -2018-01-02 01:18:00,132.76518074227792,140.63306546618148,0.0,0.013933333333333336,0.0,0.9537444146377816,0.9537444146377816 -2018-01-02 01:21:00,132.7510793693037,140.65729437277997,0.0,0.013933333333333336,0.0,0.9525186244173317,0.9525186244173317 -2018-01-02 01:24:00,132.75062288112917,140.90274489246556,0.0,0.013933333333333336,0.0,0.9524789542977475,0.9524789542977475 -2018-01-02 01:27:00,132.7632154513265,141.50985249437974,0.0,0.013933333333333336,0.0,0.9535735381714326,0.9535735381714326 -2018-01-02 01:30:00,132.78827672320975,142.44722418908435,0.0,0.013933333333333336,0.0,0.9557535052132432,0.9557535052132432 -2018-01-02 01:33:00,132.82524280372067,143.42571843114632,0.0,0.013933333333333336,0.0,0.9589728215116018,0.9589728215116018 -2018-01-02 01:36:00,132.87356587741402,144.09892887852655,0.0,0.013933333333333336,0.0,0.9631880309972741,0.9631880309972741 -2018-01-02 01:39:00,132.93271254164776,144.1204642045169,0.0,0.013933333333333336,0.0,0.9683579029742485,0.9683579029742485 -2018-01-02 01:42:00,133.0021609863912,143.1885934178329,0.0,0.013933333333333336,0.0,0.9744429942088901,0.9744429942088901 -2018-01-02 01:45:00,133.08139719146806,141.26948117868164,0.0,0.013933333333333336,0.0,0.9814051369668435,0.9814051369668435 -2018-01-02 01:48:00,133.16991038975485,138.73112677607108,0.0,0.013933333333333336,0.0,0.9892068706111001,0.9892068706111001 -2018-01-02 01:51:00,133.26718813922932,136.03082500104688,0.0,0.013933333333333336,0.0,0.9978108428282,0.9978108428282 -2018-01-02 01:54:00,133.3727114433908,133.62586571548286,0.0,0.013933333333333336,0.0,1.0071792158894117,1.0071792158894117 -2018-01-02 01:57:00,133.48595043382878,131.9391304646566,0.0,0.013933333333333336,0.0,1.0172731214399362,1.0172731214399362 -2018-01-02 02:00:00,133.60636115226797,131.1870945567056,0.0,0.013933333333333336,0.0,1.0280522115372024,1.0280522115372024 -2018-01-02 02:03:00,133.73338391868396,131.27662829400435,0.0,0.013933333333333336,0.0,1.0394743516663998,1.0394743516663998 -2018-01-02 02:06:00,133.8664436380646,132.04578866184238,0.0,0.013933333333333336,0.0,1.051495492006045,1.051495492006045 -2018-01-02 02:09:00,134.00495219349702,133.3326187465728,0.0,0.013933333333333336,0.0,1.0640697368829233,1.0640697368829233 -2018-01-02 02:12:00,134.14831283090084,134.96942527543635,0.0,0.013933333333333336,0.0,1.0771496116542754,1.0771496116542754 -2018-01-02 02:15:00,134.29592620660816,136.75415319908703,0.0,0.013933333333333336,0.0,1.0906865050024035,1.0906865050024035 -2018-01-02 02:18:00,134.4471975873603,138.43321397300855,0.0,0.013933333333333336,0.0,1.1046312468049644,1.1046312468049644 -2018-01-02 02:21:00,134.6015445930334,139.7415764355319,0.0,0.013933333333333336,0.0,1.118934770339015,1.118934770339015 -2018-01-02 02:24:00,134.7584048641953,140.4142268933499,0.0,0.013933333333333336,0.0,1.1335488038666732,1.1335488038666732 -2018-01-02 02:27:00,134.91724310786273,140.2207942438382,0.0,0.013933333333333336,0.0,1.148426540136656,1.148426540136656 -2018-01-02 02:30:00,135.07755710058981,139.13864558470806,0.0,0.013933333333333336,0.0,1.163523241229374,1.163523241229374 -2018-01-02 02:33:00,135.23888237881494,137.45674489783826,0.0,0.013933333333333336,0.0,1.1787967481030528,1.1787967481030528 -2018-01-02 02:36:00,135.40079549582902,135.53333184772194,0.0,0.013933333333333336,0.0,1.1942078768765387,1.1942078768765387 -2018-01-02 02:39:00,135.56291585389386,133.72668839064104,0.0,0.013933333333333336,0.0,1.2097206955370186,1.2097206955370186 -2018-01-02 02:42:00,135.72490621867166,132.36791009448598,0.0,0.013933333333333336,0.0,1.2253026842852524,1.2253026842852524 -2018-01-02 02:45:00,135.8864720885089,131.62475773514927,0.0,0.013933333333333336,0.0,1.2409247896673594,1.2409247896673594 -2018-01-02 02:48:00,136.0473601258537,131.41996714391266,0.0,0.013933333333333336,0.0,1.2565613870128625,1.2565613870128625 -2018-01-02 02:51:00,136.2073558677873,131.62185455725444,0.0,0.013933333333333336,0.0,1.272190167837989,1.272190167837989 -2018-01-02 02:54:00,136.36628092396543,132.09877323704075,0.0,0.013933333333333336,0.0,1.2877919692545634,1.2877919692545634 -2018-01-02 02:57:00,136.52398984962153,132.72141621333256,0.0,0.013933333333333336,0.0,1.303350561555555,1.303350561555555 -2018-01-02 03:00:00,136.68036685410763,133.37434188421835,0.0,0.013933333333333336,0.0,1.3188524084828346,1.3188524084828346 -2018-01-02 03:03:00,136.8353224759244,133.96288800262948,0.0,0.013933333333333336,0.0,1.3342864125987497,1.3342864125987497 -2018-01-02 03:06:00,136.9887903262437,134.39702801388134,0.0,0.013933333333333336,0.0,1.349643655960748,1.349643655960748 -2018-01-02 03:09:00,137.1407239764098,134.58675635544517,0.0,0.013933333333333336,0.0,1.3649171441353674,1.3649171441353674 -2018-01-02 03:12:00,137.29109404180778,134.44208547345247,0.0,0.013933333333333336,0.0,1.3801015596053587,1.3801015596053587 -2018-01-02 03:15:00,137.43988549519864,133.873043058346,0.0,0.013933333333333336,0.0,1.3951930288895236,1.3951930288895236 -2018-01-02 03:18:00,137.58709522709094,132.78966952228333,0.0,0.013933333333333336,0.0,1.4101889062329493,1.4101889062329493 -2018-01-02 03:21:00,137.73272985866552,131.10201572769694,0.0,0.013933333333333336,0.0,1.4250875755347998,1.4250875755347998 -2018-01-02 03:24:00,137.87680380376125,128.7201409664093,0.0,0.013933333333333336,0.0,1.4398882712399252,1.4398882712399252 -2018-01-02 03:27:00,138.01933756999435,126.65141953854194,0.0,0.013933333333333336,0.0,1.454590918203462,1.454590918203462 -2018-01-02 03:30:00,138.16035628474887,126.57373745836273,0.0,0.013933333333333336,0.0,1.4691959900093465,1.4691959900093465 -2018-01-02 03:33:00,138.29988842910578,127.49041279023929,0.0,0.013933333333333336,0.0,1.4837043848530018,1.4837043848530018 -2018-01-02 03:36:00,138.43796476139568,129.15206320313376,0.0,0.013933333333333336,0.0,1.49811731785505,1.49811731785505 -2018-01-02 03:39:00,138.57461741163394,131.30930803322246,0.0,0.013933333333333336,0.0,1.5124362285290205,1.5124362285290205 -2018-01-02 03:42:00,138.70987912836986,133.71276748062803,0.0,0.013933333333333336,0.0,1.5266627020584844,1.5266627020584844 -2018-01-02 03:45:00,138.84378266023174,136.1130619467244,0.0,0.013933333333333336,0.0,1.540798403029329,1.540798403029329 -2018-01-02 03:48:00,138.97636025551705,138.2608114949964,0.0,0.013933333333333336,0.0,1.5548450202929969,1.5548450202929969 -2018-01-02 03:51:00,139.10764326442867,139.9066354196318,0.0,0.013933333333333336,0.0,1.5688042216963927,1.5688042216963927 -2018-01-02 03:54:00,139.23766182990175,140.80115190733852,0.0,0.013933333333333336,0.0,1.5826776174915083,1.5826776174915083 -2018-01-02 03:57:00,139.3664446543305,140.73566971582378,0.0,0.013933333333333336,0.0,1.5964667313259993,1.5964667313259993 -2018-01-02 04:00:00,139.4940188308427,139.74564766688712,0.0,0.013933333333333336,0.0,1.6101729778100875,1.6101729778100875 -2018-01-02 04:03:00,139.6204097290456,138.2327703241301,0.0,0.013933333333333336,0.0,1.6237976457488097,1.6237976457488097 -2018-01-02 04:06:00,139.7456409263662,136.6801043533463,0.0,0.013933333333333336,0.0,1.637341886221695,1.637341886221695 -2018-01-02 04:09:00,139.86973417721032,135.5707146061961,0.0,0.013933333333333336,0.0,1.6508067047794859,1.6508067047794859 -2018-01-02 04:12:00,139.99270941317405,135.3314143168102,0.0,0.013933333333333336,0.0,1.6641929571110103,1.6641929571110103 -2018-01-02 04:15:00,140.11458476844885,136.0515161514807,0.0,0.013933333333333336,0.0,1.677501347609649,1.677501347609649 -2018-01-02 04:18:00,140.23537662537413,137.3140828671644,0.0,0.013933333333333336,0.0,1.690732430339327,1.690732430339327 -2018-01-02 04:21:00,140.35509967581658,138.58967592229143,0.0,0.013933333333333336,0.0,1.7038866119637648,1.7038866119637648 -2018-01-02 04:24:00,140.47376699469092,139.34885513338804,0.0,0.013933333333333336,0.0,1.7169641562601148,1.7169641562601148 -2018-01-02 04:27:00,140.59139012250205,139.12272959626551,0.0,0.013933333333333336,0.0,1.729965189889877,1.729965189889877 -2018-01-02 04:30:00,140.70797915427514,137.80571198061494,0.0,0.013933333333333336,0.0,1.7428897091449802,1.7428897091449802 -2018-01-02 04:33:00,140.8235428326711,135.83717114642667,0.0,0.013933333333333336,0.0,1.7557375874285448,1.7557375874285448 -2018-01-02 04:36:00,140.93808864345374,133.77757634796558,0.0,0.013933333333333336,0.0,1.7685085832644636,1.7685085832644636 -2018-01-02 04:39:00,141.05162291179437,132.1873956467737,0.0,0.013933333333333336,0.0,1.781202348662195,1.781202348662195 -2018-01-02 04:42:00,141.16415089817716,131.56304204445547,0.0,0.013933333333333336,0.0,1.7938184376896449,1.7938184376896449 -2018-01-02 04:45:00,141.27567689290265,132.01660376119167,0.0,0.013933333333333336,0.0,1.8063563151320647,1.8063563151320647 -2018-01-02 04:48:00,141.38620430838975,133.08368243890868,0.0,0.013933333333333336,0.0,1.8188153651344896,1.8188153651344896 -2018-01-02 04:51:00,141.49573576864813,134.17177097480794,0.0,0.013933333333333336,0.0,1.8311948997441774,1.8311948997441774 -2018-01-02 04:54:00,141.60427319543788,134.688361535245,0.0,0.013933333333333336,0.0,1.843494167284322,1.843494167284322 -2018-01-02 04:57:00,141.7118178907572,134.1129923762623,0.0,0.013933333333333336,0.0,1.855712360504336,1.855712360504336 -2018-01-02 05:00:00,141.8183706154014,132.3574816075049,0.0,0.013933333333333336,0.0,1.8678486244628223,1.8678486244628223 -2018-01-02 05:03:00,141.9239316634229,129.98206747847618,0.0,0.013933333333333336,0.0,1.8799020641098179,1.8799020641098179 -2018-01-02 05:06:00,142.0285009323941,127.69108129254968,0.0,0.013933333333333336,0.0,1.8918717515425911,1.8918717515425911 -2018-01-02 05:09:00,142.13207798943355,126.18885400079374,0.0,0.013933333333333336,0.0,1.9037567329170637,1.9037567329170637 -2018-01-02 05:12:00,142.23466213300537,126.10781502417476,0.0,0.013933333333333336,0.0,1.9155560350022904,1.9155560350022904 -2018-01-02 05:15:00,142.33625245053986,127.64898610754692,0.0,0.013933333333333336,0.0,1.9272686713709477,1.9272686713709477 -2018-01-02 05:18:00,142.43684787195656,130.36627765152463,0.0,0.013933333333333336,0.0,1.938893648222804,1.938893648222804 -2018-01-02 05:21:00,142.53644721919406,133.66979745037054,0.0,0.013933333333333336,0.0,1.9504299698416823,1.9504299698416823 -2018-01-02 05:24:00,142.63504925187232,136.9696532209514,0.0,0.013933333333333336,0.0,1.961876643689385,1.961876643689385 -2018-01-02 05:27:00,142.73265270922596,139.71785604852775,0.0,0.013933333333333336,0.0,1.9732326851423077,1.9732326851423077 -2018-01-02 05:30:00,142.8292563484588,141.61783743939117,0.0,0.013933333333333336,0.0,1.9844971218785699,1.9844971218785699 -2018-01-02 05:33:00,142.92485897967754,142.7501595647891,0.0,0.013933333333333336,0.0,1.9956689979248832,1.9956689979248832 -2018-01-02 05:36:00,143.0194594975658,143.27919147534658,0.0,0.013933333333333336,0.0,2.0067473773736877,2.0067473773736877 -2018-01-02 05:39:00,143.11305690996355,143.36930232543318,0.0,0.013933333333333336,0.0,2.0177313477819148,2.0177313477819148 -2018-01-02 05:42:00,143.20565036351604,143.18486139978248,0.0,0.013933333333333336,0.0,2.028620023263497,2.028620023263497 -2018-01-02 05:45:00,143.29723916655638,142.890238137291,0.0,0.013933333333333336,0.0,2.039412547288007,2.039412547288007 -2018-01-02 05:48:00,143.3878228093825,142.64980215215746,0.0,0.013933333333333336,0.0,2.0501080951987305,2.0501080951987305 -2018-01-02 05:51:00,143.47740098208723,142.62792325252278,0.0,0.013933333333333336,0.0,2.0607058764627895,2.0607058764627895 -2018-01-02 05:54:00,143.5659735900942,142.98897145676494,0.0,0.013933333333333336,0.0,2.0712051366666224,2.0712051366666224 -2018-01-02 05:57:00,143.65354076754937,142.9261901298216,0.0,0.013933333333333336,0.0,2.0816051592696807,2.0816051592696807 -2018-01-02 06:00:00,143.74010288871244,141.42281256367255,0.0,0.013933333333333336,0.0,2.0919052671295804,2.0919052671295804 -2018-01-02 06:03:00,143.8256605774851,140.1474818475127,0.0,0.013933333333333336,0.0,2.1021048238110347,2.1021048238110347 -2018-01-02 06:06:00,143.91021471521057,139.2106866419719,0.0,0.013933333333333336,0.0,2.1122032346910835,2.1122032346910835 -2018-01-02 06:09:00,143.99376644686978,138.7229158693116,0.0,0.013933333333333336,0.0,2.122199947872934,2.122199947872934 -2018-01-02 06:12:00,144.07631718579594,138.794658718629,0.0,0.013933333333333336,0.0,2.132094454919998,2.132094454919998 -2018-01-02 06:15:00,144.15786861702247,139.53640464965588,0.0,0.013933333333333336,0.0,2.141886291421596,2.141886291421596 -2018-01-02 06:18:00,144.23842269937296,141.05864339526417,0.0,0.013933333333333336,0.0,2.15157503740138,2.15157503740138 -2018-01-02 06:21:00,144.3179816663971,143.47186496278272,0.0,0.013933333333333336,0.0,2.161160317579113,2.161160317579113 -2018-01-02 06:24:00,144.39654802625,146.886559634225,0.0,0.013933333333333336,0.0,2.1706418014960533,2.1706418014960533 -2018-01-02 06:27:00,144.47412456060744,151.35395585837935,0.0,0.013933333333333336,0.0,2.180019203513664,2.180019203513664 -2018-01-02 06:30:00,144.55071432270353,156.5697097134211,0.0,0.013933333333333336,0.0,2.189292282695112,2.189292282695112 -2018-01-02 06:33:00,144.62632063457323,161.6961185829878,0.0,0.013933333333333336,0.0,2.198460842578553,2.198460842578553 -2018-01-02 06:36:00,144.70094708357578,165.7769559029407,0.0,0.013933333333333336,0.0,2.2075247308507375,2.2075247308507375 -2018-01-02 06:39:00,144.77459751827178,167.85599537174073,0.0,0.013933333333333336,0.0,2.2164838389290757,2.2164838389290757 -2018-01-02 06:42:00,144.84727604372094,167.1036148915632,0.0,0.013933333333333336,0.0,2.2253381014599856,2.2253381014599856 -2018-01-02 06:45:00,144.91898701626366,163.44981629138243,0.0,0.013933333333333336,0.0,2.2340874957409182,2.2340874957409182 -2018-01-02 06:48:00,144.98973503784578,157.96403715832582,0.0,0.013933333333333336,0.0,2.242732041072952,2.242732041072952 -2018-01-02 06:51:00,145.05952494994065,151.96892321234265,0.0,0.013933333333333336,0.0,2.2512717980506154,2.2512717980506154 -2018-01-02 06:54:00,145.1283618271208,146.78712040863684,0.0,0.013933333333333336,0.0,2.259706867795433,2.259706867795433 -2018-01-02 06:57:00,145.19625097032576,143.63094610974335,0.0,0.013933333333333336,0.0,2.2680373911386535,2.2680373911386535 -2018-01-02 07:00:00,145.26319789987093,143.05074497216467,0.0,0.013933333333333336,0.0,2.276263547759254,2.276263547759254 -2018-01-02 07:03:00,145.32920834823824,144.60390247535867,0.0,0.013933333333333336,0.0,2.284385555281995,2.284385555281995 -2018-01-02 07:06:00,145.39428825268672,147.62714666344732,0.0,0.013933333333333336,0.0,2.29240366834108,2.29240366834108 -2018-01-02 07:09:00,145.45844374771778,151.45720578031197,0.0,0.013933333333333336,0.0,2.3003181776133226,2.3003181776133226 -2018-01-02 07:12:00,145.52168115742796,155.46173984873656,0.0,0.013933333333333336,0.0,2.3081294088259345,2.3081294088259345 -2018-01-02 07:15:00,145.5840069877786,159.1939985964757,0.0,0.013933333333333336,0.0,2.3158377217423776,2.3158377217423776 -2018-01-02 07:18:00,145.64542791881016,162.4856162087493,0.0,0.013933333333333336,0.0,2.3234435091306667,2.3234435091306667 -2018-01-02 07:21:00,145.7059507968263,165.23009021315556,0.0,0.013933333333333336,0.0,2.330947195717207,2.330947195717207 -2018-01-02 07:24:00,145.7655826265708,167.32091829834076,0.0,0.013933333333333336,0.0,2.338349237129908,2.338349237129908 -2018-01-02 07:27:00,145.82433056341807,168.65677782133,0.0,0.013933333333333336,0.0,2.3456501188333934,2.3456501188333934 -2018-01-02 07:30:00,145.88220190559707,169.16742337546722,0.0,0.013933333333333336,0.0,2.352850355059256,2.352850355059256 -2018-01-02 07:33:00,145.9392040864655,168.8292253281087,0.0,0.013933333333333336,0.0,2.3599504877343054,2.3599504877343054 -2018-01-02 07:36:00,145.99534466685037,167.62891320692188,0.0,0.013933333333333336,0.0,2.366951085408685,2.366951085408685 -2018-01-02 07:39:00,146.0506313274693,165.55321666198813,0.0,0.013933333333333336,0.0,2.3738527421869042,2.3738527421869042 -2018-01-02 07:42:00,146.10507186144534,162.61819004705302,0.0,0.013933333333333336,0.0,2.3806560766632305,2.3806560766632305 -2018-01-02 07:45:00,146.15867416692657,159.01583535594722,0.0,0.013933333333333336,0.0,2.387361730863822,2.387361730863822 -2018-01-02 07:48:00,146.21144623982127,155.20207598158464,0.0,0.013933333333333336,0.0,2.39397036919724,2.39397036919724 -2018-01-02 07:51:00,146.26339616665734,151.69148458740906,0.0,0.013933333333333336,0.0,2.4004826774147765,2.4004826774147765 -2018-01-02 07:54:00,146.31453211757446,148.99863392280696,18.0,0.013933333333333336,0.0,2.406899361582541,2.406899361582541 -2018-01-02 07:57:00,146.3648665460265,147.5863906400557,0.0,0.5139333333333334,0.0,2.4132216756945093,2.4132216756945093 -2018-01-02 08:00:00,146.41489478431745,147.60770192896123,0.0,0.013933333333333336,0.0,2.4195116256679863,2.4195116256679863 -2018-01-02 08:03:00,146.4689003874354,148.75262118384842,0.0,0.013933333333333336,0.0,2.4263084543615814,2.4263084543615814 -2018-01-02 08:06:00,146.53932888476908,150.61446667970662,0.0,0.013933333333333336,0.0,2.4351827848724006,2.4351827848724006 -2018-01-02 08:09:00,146.64802316218876,152.7956911339729,0.0,0.013933333333333336,0.0,2.4489023244039716,2.4489023244039716 -2018-01-02 08:12:00,146.82413971887522,154.90684836709065,0.0,0.013933333333333336,0.0,2.4711924712675524,2.4711924712675524 -2018-01-02 08:15:00,147.09799425294537,156.56194475699195,0.0,0.013933333333333336,0.0,2.5060007500430768,2.5060007500430768 -2018-01-02 08:18:00,147.49524516207026,157.3721890471174,0.0,0.013933333333333336,0.0,2.556811391151293,2.556811391151293 -2018-01-02 08:21:00,148.0342174195513,156.9422182564753,0.0,0.013933333333333336,0.0,2.6263456038086663,2.6263456038086663 -2018-01-02 08:24:00,148.72533080215928,154.8688813938457,0.0,0.013933333333333336,0.0,2.7165009764589936,2.7165009764589936 -2018-01-02 08:27:00,149.57163773099563,153.01424296579313,0.0,0.013933333333333336,0.0,2.8283978444797415,2.8283978444797415 -2018-01-02 08:30:00,150.56987772721453,153.91551718550707,0.0,0.013933333333333336,0.0,2.9624614210506897,2.9624614210506897 -2018-01-02 08:33:00,151.7117068440864,154.17034198824786,0.0,0.013933333333333336,0.0,3.118507077384059,3.118507077384059 -2018-01-02 08:36:00,152.9849143292527,153.95900565264645,0.0,0.013933333333333336,0.0,3.2958179745137137,3.2958179745137137 -2018-01-02 08:39:00,154.37453140543818,153.4586732166734,0.0,0.013933333333333336,0.0,3.4932147413334746,3.4932147413334746 -2018-01-02 08:42:00,155.86379149205086,152.8443975568838,0.0,0.013933333333333336,0.0,3.709120507967066,3.709120507967066 -2018-01-02 08:45:00,157.43493206001966,152.28997429347277,0.0,0.013933333333333336,0.0,3.9416246116015086,3.9416246116015086 -2018-01-02 08:48:00,159.06984485658586,151.96864224861457,0.0,0.013933333333333336,0.0,4.188546851926398,4.188546851926398 -2018-01-02 08:51:00,160.7505892430423,152.05364183263006,0.0,0.013933333333333336,0.0,4.4475025330337425,4.4475025330337425 -2018-01-02 08:54:00,162.45978644618376,152.7186483127095,0.0,0.013933333333333336,0.0,4.715967279354251,4.715967279354251 -2018-01-02 08:57:00,164.18091283126697,154.11833042460648,0.0,0.013933333333333336,0.0,4.991339929657781,4.991339929657781 -2018-01-02 09:00:00,165.89850918347975,156.28974881503402,0.0,0.013933333333333336,0.0,5.271001644361819,5.271001644361819 -2018-01-02 09:03:00,167.59832121436983,159.09321598673995,0.0,0.013933333333333336,0.0,5.552369562952303,5.552369562952303 -2018-01-02 09:06:00,169.26738453221623,162.3507727755222,0.0,0.013933333333333336,0.0,5.832943761858006,5.832943761858006 -2018-01-02 09:09:00,170.894065370611,165.88577869043542,0.0,0.013933333333333336,0.0,6.1103467559652245,6.1103467559652245 -2018-01-02 09:12:00,172.4680665765498,169.52019849134138,0.0,0.013933333333333336,0.0,6.382355265694968,6.382355265694968 -2018-01-02 09:15:00,173.9804067673686,173.06093679570876,0.0,0.013933333333333336,0.0,6.64692438091299,6.64692438091299 -2018-01-02 09:18:00,175.42337918546804,176.29161153896735,0.0,0.013933333333333336,0.0,6.902204568084274,6.902204568084274 -2018-01-02 09:21:00,176.79049560129187,178.99161714844024,0.0,0.013933333333333336,0.0,7.146552184330512,7.146552184330512 -2018-01-02 09:24:00,178.07641961949443,180.94152250283537,0.0,0.013933333333333336,0.0,7.378534290474469,7.378534290474469 -2018-01-02 09:27:00,179.27689290837876,181.9595938549993,2.3333333333333335,0.013933333333333336,0.0,7.596928610100397,7.596928610100397 -2018-01-02 09:30:00,180.38867442097416,182.08470849964505,0.0,1.011725,0.0,7.80072265261872,7.80072265261872 -2018-01-02 09:33:00,181.41024863977054,181.6865504163403,0.0,0.013933333333333336,0.0,7.989252499215922,7.989252499215922 -2018-01-02 09:36:00,182.3431989521198,181.21055201228467,0.0,0.013933333333333336,0.0,8.162467946376404,8.162467946376404 -2018-01-02 09:39:00,183.19035959054364,181.10423725689924,0.0,0.013933333333333336,0.0,8.320599540405658,8.320599540405658 -2018-01-02 09:42:00,183.95309609956814,181.76055889141168,0.0,0.013933333333333336,0.0,8.463647763407792,8.463647763407792 -2018-01-02 09:45:00,184.63033301825774,183.24626506270255,0.0,0.013933333333333336,0.0,8.591188683896785,8.591188683896785 -2018-01-02 09:48:00,185.21874853524233,185.13975071504643,0.0,0.013933333333333336,0.0,8.702399676306586,8.702399676306586 -2018-01-02 09:51:00,185.71336322169807,186.90954423629296,0.0,0.013933333333333336,0.0,8.796164594467616,8.796164594467616 -2018-01-02 09:54:00,186.1081647485904,188.02293254810888,0.0,0.013933333333333336,0.0,8.871190954008563,8.871190954008563 -2018-01-02 09:57:00,186.39658437195538,188.00844087934655,0.0,0.013933333333333336,0.0,8.926102919206318,8.926102919206318 -2018-01-02 10:00:00,186.5716953018717,186.76586735270212,0.0,0.013933333333333336,0.0,8.959483886359994,8.959483886359994 -2018-01-02 10:03:00,186.62601264066157,184.75206409791954,0.0,0.013933333333333336,0.0,8.96984465376701,8.96984465376701 -2018-01-02 10:06:00,186.55083094974594,182.5467989258378,0.0,0.013933333333333336,0.0,8.955504915968552,8.955504915968552 -2018-01-02 10:09:00,186.33530607286474,180.7280219888314,0.0,0.013933333333333336,0.0,8.914429025731426,8.914429025731426 -2018-01-02 10:12:00,185.96603436494968,179.81302421145895,0.0,0.013933333333333336,0.0,8.844162478745272,8.844162478745272 -2018-01-02 10:15:00,185.42815175469588,179.96786220420464,0.0,0.013933333333333336,0.0,8.742065283135961,8.742065283135961 -2018-01-02 10:18:00,184.7081147663391,180.83489997165668,0.0,0.013933333333333336,0.0,8.605868412596081,8.605868412596081 -2018-01-02 10:21:00,183.7969225274776,181.94350833410968,0.0,0.013933333333333336,0.0,8.434306457367613,8.434306457367613 -2018-01-02 10:24:00,182.69226249190436,182.82908136394934,0.0,0.013933333333333336,0.0,8.227527927111847,8.227527927111847 -2018-01-02 10:27:00,181.39900073413523,183.06778000923148,0.0,0.013933333333333336,0.0,7.987170186258289,7.987170186258289 -2018-01-02 10:30:00,179.9283528179638,182.44454277035615,0.0,0.013933333333333336,0.0,7.716167113782273,7.716167113782273 -2018-01-02 10:33:00,178.29637159504003,181.05282590996066,0.0,0.013933333333333336,0.0,7.418418066353945,7.418418066353945 -2018-01-02 10:36:00,176.52227851523423,179.05718172318487,0.0,0.013933333333333336,0.0,7.098425732585008,7.098425732585008 -2018-01-02 10:39:00,174.6269501777784,176.62431505428822,0.0,0.013933333333333336,0.0,6.760967658530065,6.760967658530065 -2018-01-02 10:42:00,172.6316954280858,173.92175910060124,0.0,0.013933333333333336,0.0,6.41083031727805,6.41083031727805 -2018-01-02 10:45:00,170.55734877314111,171.11686283837042,0.0,0.013933333333333336,0.0,6.052611783074865,6.052611783074865 -2018-01-02 10:48:00,168.42365002761755,168.37607661450946,0.0,0.013933333333333336,0.0,5.690587095702976,5.690587095702976 -2018-01-02 10:51:00,166.2488582971637,165.86449006566073,0.0,0.013933333333333336,0.0,5.328625495689241,5.328625495689241 -2018-01-02 10:54:00,164.0495453048922,163.74556775613308,0.0,0.013933333333333336,0.0,4.970147804936399,4.970147804936399 -2018-01-02 10:57:00,161.84051881310307,161.39934606559976,0.0,0.013933333333333336,0.0,4.618113283617363,4.618113283617363 -2018-01-02 11:00:00,159.63483582959088,158.15651407200642,0.0,0.013933333333333336,0.0,4.275027107538982,4.275027107538982 -2018-01-02 11:03:00,157.44387448378612,155.56307555081764,0.0,0.013933333333333336,0.0,3.942961534947775,3.942961534947775 -2018-01-02 11:06:00,155.2774415874271,153.53434062546154,0.0,0.013933333333333336,0.0,3.6235855637987586,3.6235855637987586 -2018-01-02 11:09:00,153.1438995135077,151.98413201134363,0.0,0.013933333333333336,0.0,3.318199309069114,3.318199309069114 -2018-01-02 11:12:00,151.05030113461487,150.82491767426404,0.0,0.013933333333333336,0.0,3.027770444513653,3.027770444513653 -2018-01-02 11:15:00,149.00252534932517,149.96794642920517,0.0,0.013933333333333336,0.0,2.752970889958979,2.752970889958979 -2018-01-02 11:18:00,147.00540844453997,149.32338086037728,0.0,0.013933333333333336,0.0,2.494212535128671,2.494212535128671 -2018-01-02 11:21:00,145.06286843785705,148.80042410470742,0.0,0.013933333333333336,0.0,2.25168122568554,2.25168122568554 -2018-01-02 11:24:00,143.17802082873277,148.30743852160361,0.0,0.013933333333333336,0.0,2.0253685417273153,2.0253685417273153 -2018-01-02 11:27:00,141.3532850299837,147.75841564773097,21.0,0.013933333333333336,0.0,1.8151011097189371,1.8151011097189371 -2018-01-02 11:30:00,139.59067829619215,147.10507526395617,0.0,0.5972666666666667,0.0,1.620588589916563,1.620588589916563 -2018-01-02 11:33:00,137.90774089313825,146.36605110299874,0.0,0.013933333333333336,0.0,1.4430744161242912,1.4430744161242912 -2018-01-02 11:36:00,136.35584714430684,145.5992171318756,0.0,0.013933333333333336,0.0,1.2867653100169942,1.2867653100169942 -2018-01-02 11:39:00,134.97089912834284,144.8684985097914,0.0,0.013933333333333336,0.0,1.1534702893197875,1.1534702893197875 -2018-01-02 11:42:00,133.77178902344505,144.21473455034106,0.0,0.013933333333333336,0.0,1.0429381303357927,1.0429381303357927 -2018-01-02 11:45:00,132.7728436735712,143.65565489222044,0.0,0.013933333333333336,0.0,0.954410807214005,0.954410807214005 -2018-01-02 11:48:00,131.9885506692552,143.18581833930895,0.0,0.013933333333333336,0.0,0.887223451290073,0.887223451290073 -2018-01-02 11:51:00,131.43136908584964,142.79392318617207,0.0,0.013933333333333336,0.0,0.8407533378696647,0.8407533378696647 -2018-01-02 11:54:00,131.1084186835457,142.46440249658536,0.0,0.013933333333333336,0.0,0.8143046631763209,0.8143046631763209 -2018-01-02 11:57:00,131.02019647852927,142.17873509366237,0.0,0.013933333333333336,0.0,0.8071420367161524,0.8071420367161524 -2018-01-02 12:00:00,131.16068420523268,141.93177181567026,0.0,0.013933333333333336,0.0,0.8185607014562446,0.8185607014562446 -2018-01-02 12:03:00,131.51815882717233,141.74232173315465,0.0,0.013933333333333336,0.0,0.8479221972492026,0.8479221972492026 -2018-01-02 12:06:00,132.07629909009626,141.6308742822785,0.0,0.013933333333333336,0.0,0.8946378903183562,0.8946378903183562 -2018-01-02 12:09:00,132.81535569034713,141.61409919537334,0.0,0.013933333333333336,0.0,0.9581113248119499,0.9581113248119499 -2018-01-02 12:12:00,133.71325897959485,141.70939065504385,0.0,0.013933333333333336,0.0,1.0376611825941586,1.0376611825941586 -2018-01-02 12:15:00,134.74660204732086,141.9529503478374,0.0,0.013933333333333336,0.0,1.1324464680854058,1.1324464680854058 -2018-01-02 12:18:00,135.89147469422448,142.41090572206656,0.0,0.013933333333333336,0.0,1.2414097879868087,1.2414097879868087 -2018-01-02 12:21:00,137.12414534678942,143.15616378480797,0.0,0.013933333333333336,0.0,1.363247171728223,1.363247171728223 -2018-01-02 12:24:00,138.42159966451553,144.26217458547714,0.0,0.013933333333333336,0.0,1.4964061672385083,1.4964061672385083 -2018-01-02 12:27:00,139.7619503646622,145.78756263911143,0.0,0.013933333333333336,0.0,1.639109074926301,1.639109074926301 -2018-01-02 12:30:00,141.12473504941948,147.69735761910832,0.0,0.013933333333333336,0.0,1.7893953846823218,1.7893953846823218 -2018-01-02 12:33:00,142.49111905262288,149.81576592748516,0.0,0.013933333333333336,0.0,1.9451764717495712,1.9451764717495712 -2018-01-02 12:36:00,143.8440194362642,151.93706573726246,0.0,0.013933333333333336,0.0,2.104295885244068,2.104295885244068 -2018-01-02 12:39:00,145.1681648129502,153.8573291937945,0.0,0.013933333333333336,0.0,2.264589607986644,2.264589607986644 -2018-01-02 12:42:00,146.45010398025954,155.39575735637783,0.0,0.013933333333333336,0.0,2.4239420467519537,2.4239420467519537 -2018-01-02 12:45:00,147.67817462147352,156.5012104217164,0.0,0.013933333333333336,0.0,2.580334922465327,2.580334922465327 -2018-01-02 12:48:00,148.84244166512798,157.31608501963896,0.0,0.013933333333333336,0.0,2.7318874857118747,2.7318874857118747 -2018-01-02 12:51:00,149.93461336219963,158.02706934195112,0.0,0.013933333333333336,0.0,2.8768874961058586,2.8768874961058586 -2018-01-02 12:54:00,150.94794176174625,158.82242912147166,0.0,0.013933333333333336,0.0,3.01381315349988,3.01381315349988 -2018-01-02 12:57:00,151.87711305151996,159.87131209440514,0.0,0.013933333333333336,0.0,3.1413466740276306,3.1413466740276306 -2018-01-02 13:00:00,152.71813217616514,161.22068908664747,0.0,0.013933333333333336,0.0,3.2583805040173313,3.2583805040173313 -2018-01-02 13:03:00,153.4682052423724,162.73346986145918,0.0,0.013933333333333336,0.0,3.364017305676019,3.364017305676019 -2018-01-02 13:06:00,154.1256224547183,164.2325091657938,0.0,0.013933333333333336,0.0,3.4575648740103,3.4575648740103 -2018-01-02 13:09:00,154.68964368344277,165.54166945466673,0.0,0.013933333333333336,0.0,3.5385270925214263,3.5385270925214263 -2018-01-02 13:12:00,155.16038823146675,166.48570920112937,0.0,0.013933333333333336,0.0,3.606591935999414,3.606591935999414 -2018-01-02 13:15:00,155.53872992846064,166.89017617352857,0.0,0.013933333333333336,0.0,3.66161740497685,3.66161740497685 -2018-01-02 13:18:00,155.8261983216176,166.58130656608847,0.0,0.013933333333333336,0.0,3.70361614422499,3.70361614422499 -2018-01-02 13:21:00,156.02488644403095,165.3859305574061,0.0,0.013933333333333336,0.0,3.7327393678701046,3.7327393678701046 -2018-01-02 13:24:00,156.13736541153463,163.1313846222347,0.0,0.013933333333333336,0.0,3.7492605929233402,3.7492605929233402 -2018-01-02 13:27:00,156.1666059181176,158.8407599249511,0.0,0.013933333333333336,0.0,3.7535595748830386,3.7535595748830386 -2018-01-02 13:30:00,156.11590656034096,152.57861626398025,0.0,0.013933333333333336,0.0,3.746106745096433,3.746106745096433 -2018-01-02 13:33:00,155.98882881545873,147.8811132820189,0.0,0.013933333333333336,0.0,3.727448369868642,3.727448369868642 -2018-01-02 13:36:00,155.78913842008004,144.62543048279127,0.0,0.013933333333333336,0.0,3.698192585126902,3.698192585126902 -2018-01-02 13:39:00,155.52075284102148,142.6889163840375,0.0,0.013933333333333336,0.0,3.6589964065400897,3.6589964065400897 -2018-01-02 13:42:00,155.18769449310932,141.94903983256665,0.0,0.013933333333333336,0.0,3.6105537718931657,3.6105537718931657 -2018-01-02 13:45:00,154.7940493364162,142.28334682204945,0.0,0.013933333333333336,0.0,3.5535846387045655,3.5535846387045655 -2018-01-02 13:48:00,154.34393047469337,143.5694224384637,0.0,0.013933333333333336,0.0,3.488825134091877,3.488825134091877 -2018-01-02 13:51:00,153.8414463750355,145.68485755347396,0.0,0.013933333333333336,0.0,3.417018734396449,3.417018734396449 -2018-01-02 13:54:00,153.2906733339937,148.5072198889822,0.0,0.013933333333333336,0.0,3.338908437879412,3.338908437879412 -2018-01-02 13:57:00,152.6956318257003,151.89947164143553,0.0,0.013933333333333336,0.0,3.2552298838618916,3.2552298838618916 -2018-01-02 14:00:00,152.06026638163544,155.63716098067854,0.0,0.013933333333333336,0.0,3.1667053651169934,3.1667053651169934 -2018-01-02 14:03:00,151.38842866811788,159.36473174389099,0.0,0.013933333333333336,0.0,3.0740386763633047,3.0740386763633047 -2018-01-02 14:06:00,150.6838634448161,162.69741054883718,0.0,0.013933333333333336,0.0,2.9779107396615507,2.9779107396615507 -2018-01-02 14:09:00,149.95019710238137,165.2503093695529,0.0,0.013933333333333336,0.0,2.87897594656735,2.87897594656735 -2018-01-02 14:12:00,149.19092848125234,166.67594190322728,0.0,0.013933333333333336,0.0,2.777859155666487,2.777859155666487 -2018-01-02 14:15:00,148.40942164205578,166.851847190075,0.0,0.013933333333333336,0.0,2.6751532793445882,2.6751532793445882 -2018-01-02 14:18:00,147.60890011905252,165.99316228026365,0.0,0.013933333333333336,0.0,2.5714173766007513,2.5714173766007513 -2018-01-02 14:21:00,146.7924417401985,164.38993280709838,0.0,0.013933333333333336,0.0,2.467175115937558,2.467175115937558 -2018-01-02 14:24:00,145.96297179791088,162.3320541738048,0.0,0.013933333333333336,0.0,2.362913322709162,2.362913322709162 -2018-01-02 14:27:00,145.12324880991392,160.09428683855072,0.0,0.013933333333333336,0.0,2.2590799266939814,2.2590799266939814 -2018-01-02 14:30:00,144.27582795411513,157.86136208434678,0.0,0.013933333333333336,0.0,2.1560796236310793,2.1560796236310793 -2018-01-02 14:33:00,143.4229651898023,155.6829877212768,0.0,0.013933333333333336,0.0,2.0542632255976243,2.0542632255976243 -2018-01-02 14:36:00,142.5663780720571,153.57847126611438,0.0,0.013933333333333336,0.0,1.9539019136120583,1.9539019136120583 -2018-01-02 14:39:00,141.70670645596954,151.56623331461236,0.0,0.013933333333333336,0.0,1.8551309416919106,1.8551309416919106 -2018-01-02 14:42:00,140.8425128875827,149.66064472138186,0.0,0.013933333333333336,0.0,1.7578501127911768,1.7578501127911768 -2018-01-02 14:45:00,139.96906032828025,147.85924172534,0.0,0.013933333333333336,0.0,1.661615378701777,1.661615378701777 -2018-01-02 14:48:00,139.07803409107893,146.13509782553805,0.0,0.013933333333333336,0.0,1.565651590109973,1.565651590109973 -2018-01-02 14:51:00,138.15944761955123,144.4542212902404,0.0,0.013933333333333336,0.0,1.4691016945715902,1.4691016945715902 -2018-01-02 14:54:00,137.20499415136214,142.78312126533382,0.0,0.013933333333333336,0.0,1.3713988887822424,1.3713988887822424 -2018-01-02 14:57:00,136.21068025613107,141.09592568216289,0.0,0.013933333333333336,0.0,1.2725157346853766,1.2725157346853766 -2018-01-02 15:00:00,135.1776254676667,139.39653569243077,0.0,0.013933333333333336,0.0,1.1729876191465336,1.1729876191465336 -2018-01-02 15:03:00,134.11139374240992,137.73084640438816,0.0,0.013933333333333336,0.0,1.0737748812067165,1.0737748812067165 -2018-01-02 15:06:00,133.02066228422842,136.1566142708485,0.0,0.013933333333333336,0.0,0.976066769871524,0.976066769871524 -2018-01-02 15:09:00,131.9158221576173,134.73377615432952,0.0,0.013933333333333336,0.0,0.8810978732309858,0.8810978732309858 -2018-01-02 15:12:00,130.80780374082903,133.511162860085,2.6666666666666665,0.013933333333333336,0.0,0.7900087640315361,0.7900087640315361 -2018-01-02 15:15:00,129.70841445961523,132.46645389477055,0.0,0.08800833333333334,0.0,0.7038488287467176,0.7038488287467176 -2018-01-02 15:18:00,128.64879542594372,131.48030962574308,0.0,0.013933333333333336,0.0,0.6248884766950176,0.6248884766950176 -2018-01-02 15:21:00,127.67319081523556,130.42736034469476,0.0,0.013933333333333336,0.0,0.555822158254346,0.555822158254346 -2018-01-02 15:24:00,126.80588264995814,129.17324747706624,0.0,0.013933333333333336,0.0,0.4974164217562854,0.4974164217562854 -2018-01-02 15:27:00,126.0553366726325,127.58354320028076,0.0,0.013933333333333336,0.0,0.44919614929239915,0.44919614929239915 -2018-01-02 15:30:00,125.42060148245591,125.62409714541374,0.0,0.013933333333333336,0.0,0.4101291257413459,0.4101291257413459 -2018-01-02 15:33:00,124.89537097214664,123.42168045915462,0.0,0.013933333333333336,0.0,0.37900727358058695,0.37900727358058695 -2018-01-02 15:36:00,124.47053696949986,121.13669786688942,0.0,0.013933333333333336,0.0,0.3546431699308332,0.3546431699308332 -2018-01-02 15:39:00,124.13577053162102,118.92784081593032,0.0,0.013933333333333336,0.0,0.33595940275069563,0.33595940275069563 -2018-01-02 15:42:00,123.88048168123505,116.95324192430412,0.0,0.013933333333333336,0.0,0.32201899759066277,0.32201899759066277 -2018-01-02 15:45:00,123.69438367364515,115.37116301443676,0.0,0.013933333333333336,0.0,0.31202566593754194,0.31202566593754194 -2018-01-02 15:48:00,123.56780747790648,114.34038766735958,0.0,0.013933333333333336,0.0,0.3053103294343373,0.3053103294343373 -2018-01-02 15:51:00,123.49186007090375,114.02042824677653,0.0,0.013933333333333336,0.0,0.3013128972271794,0.3013128972271794 -2018-01-02 15:54:00,123.45848646744119,114.571617884659,0.0,0.013933333333333336,0.0,0.29956387553502983,0.29956387553502983 -2018-01-02 15:57:00,123.46047365971347,114.42122016039747,0.0,0.013933333333333336,0.0,0.29966788943558387,0.29966788943558387 -2018-01-02 16:00:00,123.49142057737188,111.96715907882043,0.0,0.013933333333333336,0.0,0.3012898344833862,0.3012898344833862 -2018-01-02 16:03:00,123.54568900365904,110.6578200035831,0.0,0.013933333333333336,0.0,0.30414367172752393,0.30414367172752393 -2018-01-02 16:06:00,123.61834416142287,110.29102759749645,0.0,0.013933333333333336,0.0,0.30798353649102694,0.30798353649102694 -2018-01-02 16:09:00,123.70508890117652,110.6652662852984,0.0,0.013933333333333336,0.0,0.31259665670084974,0.31259665670084974 -2018-01-02 16:12:00,123.80219053593889,111.57960955307462,0.0,0.013933333333333336,0.0,0.3177974249141142,0.3177974249141142 -2018-01-02 16:15:00,123.90639225356279,112.83363674945183,0.0,0.013933333333333336,0.0,0.32342168763211726,0.32342168763211726 -2018-01-02 16:18:00,124.01478852171186,114.22732117418937,0.0,0.013933333333333336,0.0,0.32931970520714343,0.32931970520714343 -2018-01-02 16:21:00,124.12462290576974,115.56085527125228,0.0,0.013933333333333336,0.0,0.3353450975135036,0.3353450975135036 -2018-01-02 16:24:00,124.23294371338571,116.63435648670702,0.0,0.013933333333333336,0.0,0.3413357580401244,0.3413357580401244 -2018-01-02 16:27:00,124.33607507120033,117.27221859358758,0.0,0.013933333333333336,0.0,0.3470838742392062,0.3470838742392062 -2018-01-02 16:30:00,124.42904155783997,117.4466259062934,0.0,0.013933333333333336,0.0,0.35230251528992873,0.35230251528992873 -2018-01-02 16:33:00,124.50542480888768,117.35169055917672,0.0,0.013933333333333336,0.0,0.3566165086872,0.3566165086872 -2018-01-02 16:36:00,124.55815068550078,117.23019477879822,0.0,0.013933333333333336,0.0,0.35960816196426765,0.35960816196426765 -2018-01-02 16:39:00,124.580994949568,117.32523750645501,0.0,0.013933333333333336,0.0,0.36090783199038406,0.36090783199038406 -2018-01-02 16:42:00,124.56994815415675,117.8516549538727,0.0,0.013933333333333336,0.0,0.36027908737647896,0.36027908737647896 -2018-01-02 16:45:00,124.52382363259582,118.84674269215932,0.0,0.013933333333333336,0.0,0.3576591752510133,0.3576591752510133 -2018-01-02 16:48:00,124.44411071737551,120.08025946020146,0.0,0.013933333333333336,0.0,0.35315172218981217,0.35315172218981217 -2018-01-02 16:51:00,124.33438836589397,121.26419994520971,0.0,0.013933333333333336,0.0,0.34698951602161854,0.34698951602161854 -2018-01-02 16:54:00,124.19960436811044,122.1121718223119,0.0,0.013933333333333336,0.0,0.33948683030514637,0.33948683030514637 -2018-01-02 16:57:00,124.04540729163284,122.37546560085335,0.0,0.013933333333333336,0.0,0.33099445159095975,0.33099445159095975 -2018-01-02 17:00:00,123.87761313107004,122.02628431925473,0.0,0.013933333333333336,0.0,0.3218638760029394,0.3218638760029394 -2018-01-02 17:03:00,123.70182356333407,121.3675972651354,0.0,0.013933333333333336,0.0,0.3124224413563614,0.3124224413563614 -2018-01-02 17:06:00,123.52318047231796,120.77551490069823,0.0,0.013933333333333336,0.0,0.3029585227553283,0.3029585227553283 -2018-01-02 17:09:00,123.3462294465466,120.62559286469087,0.0,0.013933333333333336,0.0,0.29371477366073534,0.29371477366073534 -2018-01-02 17:12:00,123.17486368868617,121.24500157208985,0.0,0.013933333333333336,0.0,0.28488715360797856,0.28488715360797856 -2018-01-02 17:15:00,123.01232330066284,122.67376501040457,0.0,0.013933333333333336,0.0,0.27662770947182513,0.27662770947182513 -2018-01-02 17:18:00,122.8612299872029,124.52153859437803,0.0,0.013933333333333336,0.0,0.2690494882284746,0.2690494882284746 -2018-01-02 17:21:00,122.72364226145207,126.30189823414618,0.0,0.013933333333333336,0.0,0.262232396317292,0.262232396317292 -2018-01-02 17:24:00,122.60112057016877,127.52789972424469,24.333333333333332,0.013933333333333336,0.0,0.2562292065375072,0.2562292065375072 -2018-01-02 17:27:00,122.49745088109353,127.78510626833523,0.0,0.6898583333333334,0.0,0.25119946541098215,0.25119946541098215 -2018-01-02 17:30:00,122.43190093855314,127.09451158426512,0.0,0.013933333333333336,0.0,0.24804277371945513,0.24804277371945513 -2018-01-02 17:33:00,122.4271478547472,126.12647583371279,0.0,0.013933333333333336,0.0,0.24781459103127218,0.24781459103127218 -2018-01-02 17:36:00,122.50253324368326,125.69055629318747,0.0,0.013933333333333336,0.0,0.25144498118084263,0.25144498118084263 -2018-01-02 17:39:00,122.67954815330296,126.59661824089181,0.0,0.013933333333333336,0.0,0.2600645922091165,0.2600645922091165 -2018-01-02 17:42:00,122.98419095894984,129.54443839323244,0.0,0.013933333333333336,0.0,0.27520942876859616,0.27520942876859616 -2018-01-02 17:45:00,123.44578891271007,134.5540855408879,0.0,0.013933333333333336,0.0,0.2988996457765929,0.2988996457765929 -2018-01-02 17:48:00,124.09159795881078,140.6202718202907,0.0,0.013933333333333336,0.0,0.33352819472378603,0.33352819472378603 -2018-01-02 17:51:00,124.94189921938423,146.5044325886614,0.0,0.013933333333333336,0.0,0.3817197790813675,0.3817197790813675 -2018-01-02 17:54:00,126.00806648450822,150.9596190733266,0.0,0.013933333333333336,0.0,0.44623229549507454,0.44623229549507454 -2018-01-02 17:57:00,127.29254962070229,152.85151228958108,0.0,0.013933333333333336,0.0,0.5298384666642684,0.5298384666642684 -2018-01-02 18:00:00,128.78983209026805,151.76716297004566,0.0,0.013933333333333336,0.0,0.6351632472987809,0.6351632472987809 -2018-01-02 18:03:00,130.487806282227,148.3810914441441,0.0,0.013933333333333336,0.0,0.7644917330939899,0.7644917330939899 -2018-01-02 18:06:00,132.3692502457044,143.60543826881272,0.0,0.013933333333333336,0.0,0.919579116396002,0.919579116396002 -2018-01-02 18:09:00,134.41323553309388,138.3481713924997,0.0,0.013933333333333336,0.0,1.101494136328743,1.101494136328743 -2018-01-02 18:12:00,136.5963832307437,133.51439559961858,0.0,0.013933333333333336,0.0,1.3105177828311978,1.3105177828311978 -2018-01-02 18:15:00,138.89393615935433,130.0074870137991,0.0,0.013933333333333336,0.0,1.5461062279987803,1.5461062279987803 -2018-01-02 18:18:00,141.28064376106101,128.7300404557904,0.0,0.013933333333333336,0.0,1.8069154848667754,1.8069154848667754 -2018-01-02 18:21:00,143.73147121063224,130.58463666295458,0.0,0.013933333333333336,0.0,2.0908773086620798,2.0908773086620798 -2018-01-02 18:24:00,146.22215130820246,136.47444586877972,0.0,0.013933333333333336,0.0,2.39531179123776,2.39531179123776 -2018-01-02 18:27:00,148.72960012663805,141.86761604618397,0.0,0.013933333333333336,0.0,2.7170613437075595,2.7170613437075595 -2018-01-02 18:30:00,151.23221726210807,141.29171366706603,0.0,0.013933333333333336,0.0,3.052632277195647,3.052632277195647 -2018-01-02 18:33:00,153.71009010535136,144.0897119019716,0.0,0.013933333333333336,0.0,3.3983329333909,3.3983329333909 -2018-01-02 18:36:00,156.14511953486934,149.51322592103654,0.0,0.013933333333333336,0.0,3.7504004525796466,3.7504004525796466 -2018-01-02 18:39:00,158.52108224102747,156.8157282610322,0.0,0.013933333333333336,0.0,4.105111240330669,4.105111240330669 -2018-01-02 18:42:00,160.82364274357613,165.2525771294234,0.0,0.013933333333333336,0.0,4.458872700298197,4.458872700298197 -2018-01-02 18:45:00,163.04032617561228,174.08100185782789,0.0,0.013933333333333336,0.0,4.8082957251423935,4.8082957251423935 -2018-01-02 18:48:00,165.16046112202014,182.5600553800922,0.0,0.013933333333333336,0.0,5.150248788875849,5.150248788875849 -2018-01-02 18:51:00,167.17510023194933,189.9505419692227,0.0,0.013933333333333336,0.0,5.481895337448757,5.481895337448757 -2018-01-02 18:54:00,169.07692496604818,195.5149270390133,0.0,0.013933333333333336,0.0,5.800716632169795,5.800716632169795 -2018-01-02 18:57:00,170.86013967391207,198.60698688087993,0.0,0.013933333333333336,0.0,6.104522366237094,6.104522366237094 -2018-01-02 19:00:00,172.5203592057567,199.12045974542642,0.0,0.013933333333333336,0.0,6.391451339931622,6.391451339931622 -2018-01-02 19:03:00,174.05449342419078,197.75818814538724,0.0,0.013933333333333336,0.0,6.659964319251589,6.659964319251589 -2018-01-02 19:06:00,175.46063127746913,195.40373692064222,0.0,0.013933333333333336,0.0,6.908830972285973,6.908830972285973 -2018-01-02 19:09:00,176.73792650665524,192.9417737371272,0.0,0.013933333333333336,0.0,7.137112517668289,7.137112517668289 -2018-01-02 19:12:00,177.8864865694352,191.18328943586533,0.0,0.013933333333333336,0.0,7.344141457027794,7.344141457027794 -2018-01-02 19:15:00,178.90726595851163,190.49215262035563,0.0,0.013933333333333336,0.0,7.5294995153112465,7.5294995153112465 -2018-01-02 19:18:00,179.80196475994038,190.5610041035828,0.0,0.013933333333333336,0.0,7.69299468859725,7.69299468859725 -2018-01-02 19:21:00,180.57293302548058,190.93383143383548,0.0,0.013933333333333336,0.0,7.8346381028345204,7.8346381028345204 -2018-01-02 19:24:00,181.2230813134931,191.15521225587042,0.0,0.013933333333333336,0.0,7.954621219657567,7.954621219657567 -2018-01-02 19:27:00,181.75579757694985,190.8220346295614,0.0,0.013933333333333336,0.0,8.053293785833464,8.053293785833464 -2018-01-02 19:30:00,182.1748704376499,189.84244593751512,0.0,0.013933333333333336,0.0,8.131142808544345,8.131142808544345 -2018-01-02 19:33:00,182.48441877674796,188.5911970309566,0.0,0.013933333333333336,0.0,8.188772746647421,8.188772746647421 -2018-01-02 19:36:00,182.68882748801894,187.5469370659187,0.0,0.013933333333333336,0.0,8.226887035155793,8.226887035155793 -2018-01-02 19:39:00,182.7926891775249,187.1885421235848,0.0,0.013933333333333336,0.0,8.246271003442384,8.246271003442384 -2018-01-02 19:42:00,182.8007515477845,187.93093976161208,0.0,0.013933333333333336,0.0,8.247776204317365,8.247776204317365 -2018-01-02 19:45:00,182.71787017301597,189.80445526419723,0.0,0.013933333333333336,0.0,8.23230613871548,8.23230613871548 -2018-01-02 19:48:00,182.54896635187228,192.26240497053385,0.0,0.013933333333333336,0.0,8.200803337128761,8.200803337128761 -2018-01-02 19:51:00,182.29898971307628,194.6299039429791,0.0,0.013933333333333336,0.0,8.154237742330277,8.154237742330277 -2018-01-02 19:54:00,181.97288524561955,196.2320734302462,0.0,0.013933333333333336,0.0,8.093596326860911,8.093596326860911 -2018-01-02 19:57:00,181.57556442715259,196.46701504210512,0.0,0.013933333333333336,0.0,8.019873871943927,8.019873871943927 -2018-01-02 20:00:00,181.1118801305684,195.17080640970647,0.0,0.013933333333333336,0.0,7.93406483095711,7.93406483095711 -2018-01-02 20:03:00,180.58660499849526,192.83649161637183,0.0,0.013933333333333336,0.0,7.837156199507357,7.837156199507357 -2018-01-02 20:06:00,180.00441298758616,190.1030308945733,0.0,0.013933333333333336,0.0,7.730121314877046,7.730121314877046 -2018-01-02 20:09:00,179.36986379840502,187.60927530398382,0.0,0.013933333333333336,0.0,7.613914509633174,7.613914509633174 -2018-01-02 20:12:00,178.68738992177353,185.93397691200838,0.0,0.013933333333333336,0.0,7.489466547107365,7.489466547107365 -2018-01-02 20:15:00,177.9612860481935,185.2958974067261,0.0,0.013933333333333336,0.0,7.357680769962145,7.357680769962145 -2018-01-02 20:18:00,177.19570060301712,185.37387092136234,0.0,0.013933333333333336,0.0,7.21942989691657,7.21942989691657 -2018-01-02 20:21:00,176.3946291861053,185.72662887275513,0.0,0.013933333333333336,0.0,7.075553406738798,7.075553406738798 -2018-01-02 20:24:00,175.56190971056634,185.91274654860783,0.0,0.013933333333333336,0.0,6.9268554526871835,6.9268554526871835 -2018-01-02 20:27:00,174.70121905061978,185.52332584317844,0.0,0.013933333333333336,0.0,6.774103254606892,6.774103254606892 -2018-01-02 20:30:00,173.81607102355753,184.34542572019993,0.0,0.013933333333333336,0.0,6.618025919789867,6.618025919789867 -2018-01-02 20:33:00,172.909815545077,182.46012073454494,0.0,0.013933333333333336,0.0,6.459313647446038,6.459313647446038 -2018-01-02 20:36:00,171.9856388108756,180.01369479032203,0.0,0.013933333333333336,0.0,6.298617275175692,6.298617275175692 -2018-01-02 20:39:00,171.0465643702792,177.15226875445248,0.0,0.013933333333333336,0.0,6.136548129169732,6.136548129169732 -2018-01-02 20:42:00,170.09545496980837,174.02180204810594,0.0,0.013933333333333336,0.0,5.973678142980249,5.973678142980249 -2018-01-02 20:45:00,169.13501505595468,170.76809493383516,0.0,0.013933333333333336,0.0,5.810540212608406,5.810540212608406 -2018-01-02 20:48:00,168.16779383705563,167.53679139478635,0.0,0.013933333333333336,0.0,5.647628758346412,5.647628758346412 -2018-01-02 20:51:00,167.19618881402803,164.47338251248286,0.0,0.013933333333333336,0.0,5.485400466302722,5.485400466302722 -2018-01-02 20:54:00,166.22244969887294,161.7232102590703,0.0,0.013933333333333336,0.0,5.324275184836095,5.324275184836095 -2018-01-02 20:57:00,165.248682648322,160.23055014852034,0.0,0.013933333333333336,0.0,5.164636953247088,5.164636953247088 -2018-01-02 21:00:00,164.27685474778949,160.5500384048495,0.0,0.013933333333333336,0.0,5.006835142027785,5.006835142027785 -2018-01-02 21:03:00,163.30879868795517,160.44212559529686,0.0,0.013933333333333336,0.0,4.851185685773909,4.851185685773909 -2018-01-02 21:06:00,162.34621758286693,160.02965472549755,0.0,0.013933333333333336,0.0,4.6979723915232565,4.6979723915232565 -2018-01-02 21:09:00,161.390689884453,159.43534249726963,0.0,0.013933333333333336,0.0,4.547448306818655,4.547448306818655 -2018-01-02 21:12:00,160.443674353806,158.78178426243826,0.0,0.013933333333333336,0.0,4.399837133209654,4.399837133209654 -2018-01-02 21:15:00,159.50651505457958,158.19145901014144,0.0,0.013933333333333336,0.0,4.25533467221792,4.25533467221792 -2018-01-02 21:18:00,158.58044633834538,157.7867343559794,0.0,0.013933333333333336,0.0,4.1141102920044705,4.1141102920044705 -2018-01-02 21:21:00,157.66659779577475,157.68987150555068,0.0,0.013933333333333336,0.0,3.976308404092932,3.976308404092932 -2018-01-02 21:24:00,156.76599915085123,158.02303016848535,0.0,0.013933333333333336,0.0,3.8420499405003734,3.8420499405003734 -2018-01-02 21:27:00,155.879585077137,158.8829335251363,0.0,0.013933333333333336,0.0,3.7114338223884076,3.7114338223884076 -2018-01-02 21:30:00,155.00819991223094,160.2141735942519,0.0,0.013933333333333336,0.0,3.5845384114340018,3.5845384114340018 -2018-01-02 21:33:00,154.15260222786065,161.73319622342257,0.0,0.013933333333333336,0.0,3.461422933021429,3.461422933021429 -2018-01-02 21:36:00,153.31346914216329,163.1056846240762,0.0,0.013933333333333336,0.0,3.342128851200882,3.342128851200882 -2018-01-02 21:39:00,152.4914000249574,163.9972430401557,0.0,0.013933333333333336,0.0,3.226681144311008,3.226681144311008 -2018-01-02 21:42:00,151.68691851597464,164.10336427520704,0.0,0.013933333333333336,0.0,3.1150893345018336,3.1150893345018336 -2018-01-02 21:45:00,150.90046963709761,163.29925312115424,0.0,0.013933333333333336,0.0,3.007347848170043,3.007347848170043 -2018-01-02 21:48:00,150.13240288752147,161.72970913740292,0.0,0.013933333333333336,0.0,2.903434535727358,2.903434535727358 -2018-01-02 21:51:00,149.3829172810074,159.59933066363453,0.0,0.013933333333333336,0.0,2.8033043184124966,2.8033043184124966 -2018-01-02 21:54:00,148.6519121666095,157.11246915624324,0.0,0.013933333333333336,0.0,2.7068710352367575,2.7068710352367575 -2018-01-02 21:57:00,147.9386452370931,154.47060416535965,0.0,0.013933333333333336,0.0,2.613965797465328,2.613965797465328 -2018-01-02 22:00:00,147.2411472589941,151.86008559640737,0.0,0.013933333333333336,0.0,2.524267567834495,2.524267567834495 -2018-01-02 22:03:00,146.55571379074678,149.44453323628403,0.0,0.013933333333333336,0.0,2.4372490827976283,2.4372490827976283 -2018-01-02 22:06:00,145.87725465279038,147.38132096278545,0.0,0.013933333333333336,0.0,2.352234506330393,2.352234506330393 -2018-01-02 22:09:00,145.2007315898117,145.82734353536247,0.0,0.013933333333333336,0.0,2.268587602147199,2.268587602147199 -2018-01-02 22:12:00,144.52271959950286,144.91787485072547,0.0,0.013933333333333336,0.0,2.1859011094890777,2.1859011094890777 -2018-01-02 22:15:00,143.84215369948035,144.65405489518673,0.0,0.013933333333333336,0.0,2.1040731769599157,2.1040731769599157 -2018-01-02 22:18:00,143.1602126722829,144.8349147199228,0.0,0.013933333333333336,0.0,2.023273908932019,2.023273908932019 -2018-01-02 22:21:00,142.4797438635133,145.21593353227712,0.0,0.013933333333333336,0.0,1.9438589509027284,1.9438589509027284 -2018-01-02 22:24:00,141.80458604328408,145.55381000006506,0.0,0.013933333333333336,0.0,1.8662768513877044,1.8662768513877044 -2018-01-02 22:27:00,141.13897869967377,145.62697464989856,0.0,0.013933333333333336,0.0,1.7909932472605419,1.7909932472605419 -2018-01-02 22:30:00,140.48712194707085,145.34078930310275,0.0,0.013933333333333336,0.0,1.7184383659757203,1.7184383659757203 -2018-01-02 22:33:00,139.85288661578656,144.79062237551284,0.0,0.013933333333333336,0.0,1.6489761045605413,1.6489761045605413 -2018-01-02 22:36:00,139.23964823369928,144.1136743720394,0.0,0.013933333333333336,0.0,1.5828899477766576,1.5828899477766576 -2018-01-02 22:39:00,138.6502128342455,143.44659767100617,0.0,0.013933333333333336,0.0,1.5203806303491765,1.5203806303491765 -2018-01-02 22:42:00,138.08680552729473,142.91195205622148,0.0,0.013933333333333336,0.0,1.461571187794342,1.461571187794342 -2018-01-02 22:45:00,137.5510986785521,142.55065450521855,0.0,0.013933333333333336,0.0,1.406516085443852,1.406516085443852 -2018-01-02 22:48:00,137.04426263960184,142.2814833994555,0.0,0.013933333333333336,0.0,1.3552121081725517,1.3552121081725517 -2018-01-02 22:51:00,136.56702718430682,141.99572928120443,0.0,0.013933333333333336,0.0,1.3076095035143551,1.3076095035143551 -2018-01-02 22:54:00,136.1197458634644,141.58428493245037,0.0,0.013933333333333336,0.0,1.2636224763677566,1.2636224763677566 -2018-01-02 22:57:00,135.7024584592072,140.95242655688224,0.0,0.013933333333333336,0.0,1.2231385580032093,1.2231385580032093 -2018-01-02 23:00:00,135.31494879577,140.09346284829144,0.0,0.013933333333333336,0.0,1.186026653335536,1.186026653335536 -2018-01-02 23:03:00,134.9567965538337,139.13294261809017,0.0,0.013933333333333336,0.0,1.1521437458505233,1.1521437458505233 -2018-01-02 23:06:00,134.6274226271372,138.22567686023498,0.0,0.013933333333333336,0.0,1.121340340749024,1.121340340749024 -2018-01-02 23:09:00,134.32612810080653,137.52634400559091,0.0,0.013933333333333336,0.0,1.0934647782162896,1.0934647782162896 -2018-01-02 23:12:00,134.05212723282816,137.18952488707626,0.0,0.013933333333333336,0.0,1.0683665680873546,1.0683665680873546 -2018-01-02 23:15:00,133.8045749643658,137.36973205349918,0.0,0.013933333333333336,0.0,1.0458988970561076,1.0458988970561076 -2018-01-02 23:18:00,133.5825895281277,138.221433990387,0.0,0.013933333333333336,0.0,1.0259204483895992,1.0259204483895992 -2018-01-02 23:21:00,133.38527070574824,139.8990748070441,0.0,0.013933333333333336,0.0,1.00829665734563,1.00829665734563 -2018-01-02 23:24:00,133.21171423142823,142.55708990624004,0.0,0.013933333333333336,0.0,0.9929005065914518,0.9929005065914518 -2018-01-02 23:27:00,133.0610227675244,143.47079224415108,0.0,0.013933333333333336,0.0,0.9796129469708164,0.9796129469708164 -2018-01-02 23:30:00,132.9323138005904,140.20529064132526,0.0,0.013933333333333336,0.0,0.9683230111995798,0.9683230111995798 -2018-01-02 23:33:00,132.8247247327611,139.07740130054367,0.0,0.013933333333333336,0.0,0.9589276722390967,0.9589276722390967 -2018-01-02 23:36:00,132.73741538141945,139.71519924783706,0.0,0.013933333333333336,0.0,0.9513314847365839,0.9513314847365839 -2018-01-02 23:39:00,132.66956805801138,141.74678206663168,0.0,0.013933333333333336,0.0,0.9454460375312106,0.9454460375312106 -2018-01-02 23:42:00,132.62038538355932,144.8002684621904,0.0,0.013933333333333336,0.0,0.9411892383662963,0.9411892383662963 -2018-01-02 23:45:00,132.58908602291356,148.50379468326244,0.0,0.013933333333333336,0.0,0.9384844492414528,0.9384844492414528 -2018-01-02 23:48:00,132.5748985893541,152.48550902764413,0.0,0.013933333333333336,0.0,0.9372594928387956,0.9372594928387956 -2018-01-02 23:51:00,132.5770540878771,156.3735647592406,0.0,0.013933333333333336,0.0,0.9374455573770719,0.9374455573770719 -2018-01-02 23:54:00,132.5947774215988,159.7961119074457,0.0,0.013933333333333336,0.0,0.9389760385725083,0.9389760385725083 -2018-01-02 23:57:00,132.62727865940894,162.41692438257243,0.0,0.013933333333333336,0.0,0.9417853714798528,0.9417853714798528 -2018-01-03 00:00:00,132.67374491727875,164.1135705917978,,,0.0,0.9458079189119613,0.9458079189119613 +2018-01-01 08:39:00,149.03356903870701,139.66316732204547,0.0,1.5694916666666665,0.0,2.757066214833844,2.757066214833844 +2018-01-01 08:42:00,149.03410639097535,139.57277736120136,0.0,0.013933333333333336,0.0,2.75713712247317,2.75713712247317 +2018-01-01 08:45:00,149.03926326033292,138.79911769881778,0.0,0.013933333333333336,0.0,2.7578176434247554,2.7578176434247554 +2018-01-01 08:48:00,149.06030120408076,137.61046482364958,0.0,0.013933333333333336,0.0,2.7605945240789973,2.7605945240789973 +2018-01-01 08:51:00,149.11572046909546,136.34929375260126,0.0,0.013933333333333336,0.0,2.767914371759646,2.767914371759646 +2018-01-01 08:54:00,149.22940822650256,135.36409671335184,0.0,0.013933333333333336,0.0,2.7829523338164415,2.7829523338164415 +2018-01-01 08:57:00,149.42540625335081,134.98378662855936,0.0,0.013933333333333336,0.0,2.8089468962130333,2.8089468962130333 +2018-01-01 09:00:00,149.7224871645964,135.40355679193772,0.0,0.013933333333333336,0.0,2.848513688737163,2.848513688737163 +2018-01-01 09:03:00,150.131800822823,136.61630739516227,0.0,0.013933333333333336,0.0,2.9033535947373803,2.9033535947373803 +2018-01-01 09:06:00,150.6566752249571,138.56370400893437,0.0,0.013933333333333336,0.0,2.9742231168358324,2.9742231168358324 +2018-01-01 09:09:00,151.29349280637024,141.18013800708587,0.0,0.013933333333333336,0.0,3.0610228335427636,3.0610228335427636 +2018-01-01 09:12:00,152.03301210141234,144.38572381823303,0.0,0.013933333333333336,0.0,3.162927293591307,3.162927293591307 +2018-01-01 09:15:00,152.86178500160995,148.04670650664724,0.0,0.013933333333333336,0.0,3.278520680767368,3.278520680767368 +2018-01-01 09:18:00,153.76348776504486,151.95223379314794,0.0,0.013933333333333336,0.0,3.4059246144600075,3.4059246144600075 +2018-01-01 09:21:00,154.72008235204714,155.87296267616784,0.0,0.013933333333333336,0.0,3.5429147345987477,3.5429147345987477 +2018-01-01 09:24:00,155.7127804925563,159.5784860777658,0.0,0.013933333333333336,0.0,3.687026462619282,3.687026462619282 +2018-01-01 09:27:00,156.72281297464212,162.85258378066123,0.0,0.013933333333333336,0.0,3.835650948155294,3.835650948155294 +2018-01-01 09:30:00,157.73202146903148,165.56595731472686,0.0,0.013933333333333336,0.0,3.9861217026227176,3.9861217026227176 +2018-01-01 09:33:00,158.7232962388352,167.71996890621472,0.0,0.013933333333333336,0.0,4.1357917916778595,4.1357917916778595 +2018-01-01 09:36:00,159.68088426305695,169.34607341784726,0.0,0.013933333333333336,0.0,4.282101099278267,4.282101099278267 +2018-01-01 09:39:00,160.5905909784857,170.47722084087417,0.0,0.013933333333333336,0.0,4.422633146562292,4.422633146562292 +2018-01-01 09:42:00,161.43989638657524,171.1480001768437,0.0,0.013933333333333336,0.0,4.555161165603951,4.555161165603951 +2018-01-01 09:45:00,162.21800344819212,171.39470974026446,0.0,0.013933333333333336,0.0,4.677683472385469,4.677683472385469 +2018-01-01 09:48:00,162.915833906713,171.25536994708696,0.0,0.013933333333333336,0.0,4.788448552244981,4.788448552244981 +2018-01-01 09:51:00,163.5259841340114,170.7696920226052,0.0,0.013933333333333336,0.0,4.885970595305007,4.885970595305007 +2018-01-01 09:54:00,164.0426513594728,169.97901372174087,0.0,0.013933333333333336,0.0,4.969036462814745,4.969036462814745 +2018-01-01 09:57:00,164.46153872979582,169.32945994895664,0.0,0.013933333333333336,0.0,5.036705217291778,5.036705217291778 +2018-01-01 10:00:00,164.77974603555145,169.01252146903357,0.0,0.013933333333333336,0.0,5.088301415617361,5.088301415617361 +2018-01-01 10:03:00,164.99565159460178,167.8230127726287,0.0,0.013933333333333336,0.0,5.1234033593194725,5.1234033593194725 +2018-01-01 10:06:00,165.108789664696,166.01121775287933,0.0,0.013933333333333336,0.0,5.141827437780668,5.141827437780668 +2018-01-01 10:09:00,165.1197268319732,163.82849386706755,0.0,0.013933333333333336,0.0,5.143609605258134,5.143609605258134 +2018-01-01 10:12:00,165.02994005691937,161.52714953182385,0.0,0.013933333333333336,0.0,5.128984916358222,5.128984916358222 +2018-01-01 10:15:00,164.84169842749301,159.36032456548577,0.0,0.013933333333333336,0.0,5.098365918922094,5.098365918922094 +2018-01-01 10:18:00,164.5579501481175,157.58187537590896,0.0,0.013933333333333336,0.0,5.052320577044032,5.052320577044032 +2018-01-01 10:21:00,164.1822158644985,156.44626613321083,0.0,0.013933333333333336,0.0,4.991550276319008,4.991550276319008 +2018-01-01 10:24:00,163.71848907258988,156.2084667901476,0.0,0.013933333333333336,0.0,4.916868352299148,4.916868352299148 +2018-01-01 10:27:00,163.17114407304913,157.07937478299155,0.0,0.013933333333333336,0.0,4.829179483682734,4.829179483682734 +2018-01-01 10:30:00,162.5448516999513,159.0033095519263,0.0,0.013933333333333336,0.0,4.729460204824923,4.729460204824923 +2018-01-01 10:33:00,161.84450286585965,161.52448231414002,0.0,0.013933333333333336,0.0,4.6187407177195405,4.6187407177195405 +2018-01-01 10:36:00,161.07513981747067,164.09831080575873,0.0,0.013933333333333336,0.0,4.498088121040452,4.498088121040452 +2018-01-01 10:39:00,160.24189488094083,166.18032298252785,0.0,0.013933333333333336,0.0,4.368591122186486,4.368591122186486 +2018-01-01 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23:48:00,87.78120355844082,107.54251517030347,0.0,0.013933333333333336,2.130937592488939,0.0,2.130937592488939 +2018-01-02 23:51:00,88.23058588318497,111.87804843609784,0.0,0.013933333333333336,2.0443718890929214,0.0,2.0443718890929214 +2018-01-02 23:54:00,88.69469852654898,115.74726765522195,0.0,0.013933333333333336,1.957291392460446,0.0,1.957291392460446 +2018-01-02 23:57:00,89.17266197437942,118.81385468545157,0.0,0.013933333333333336,1.8700435837358331,0.0,1.8700435837358331 +2018-01-03 00:00:00,89.6635805137223,120.95529288125982,,,1.7829615743417504,0.0,1.7829615743417504 diff --git a/tests/test_sim_engine.py b/tests/test_sim_engine.py index acc02f68..8e852ea8 100644 --- a/tests/test_sim_engine.py +++ b/tests/test_sim_engine.py @@ -1,5 +1,5 @@ import unittest -from pandas.util.testing import assert_frame_equal +from pandas.testing import assert_frame_equal import pandas as pd from simglucose.simulation.env import T1DSimEnv from simglucose.controller.basal_bolus_ctrller import BBController @@ -39,8 +39,11 @@ def test_batch_sim(self): controller = BBController() # Put them together to create a simulation object - s1 = SimObj(env, controller, timedelta( - days=2), animate=True, path=save_folder) + s1 = SimObj(env, + controller, + timedelta(days=2), + animate=True, + path=save_folder) results1 = sim(s1) # --------- Create Custom Scenario -------------- @@ -57,8 +60,11 @@ def test_batch_sim(self): controller = BBController() # Put them together to create a simulation object - s2 = SimObj(env, controller, timedelta( - days=2), animate=False, path=save_folder) + s2 = SimObj(env, + controller, + timedelta(days=2), + animate=False, + path=save_folder) results2 = sim(s2) # --------- batch simulation -------------- @@ -98,8 +104,11 @@ def test_results_consistency(self): controller = BBController() # Put them together to create a simulation object - s = SimObj(env, controller, timedelta( - days=2), animate=False, path=save_folder) + s = SimObj(env, + controller, + timedelta(days=2), + animate=False, + path=save_folder) results = sim(s) assert_frame_equal(results, results_exp)