diff --git a/setup.py b/setup.py index 9939c187..e44e3db4 100644 --- a/setup.py +++ b/setup.py @@ -2,7 +2,7 @@ setup( name="simglucose", - version="0.2.9", + version="0.2.10", description="A Type-1 Diabetes Simulator as a Reinforcement Learning Environment in OpenAI gym or rllab (python implementation of UVa/Padova Simulator)", url="https://github.com/jxx123/simglucose", author="Jinyu Xie", diff --git a/simglucose/patient/t1dpatient.py b/simglucose/patient/t1dpatient.py index 3f233556..b170fc8b 100644 --- a/simglucose/patient/t1dpatient.py +++ b/simglucose/patient/t1dpatient.py @@ -8,24 +8,20 @@ logger = logging.getLogger(__name__) -Action = namedtuple("patient_action", ['CHO', 'insulin']) -Observation = namedtuple("observation", ['Gsub']) +Action = namedtuple("patient_action", ["CHO", "insulin"]) +Observation = namedtuple("observation", ["Gsub"]) PATIENT_PARA_FILE = pkg_resources.resource_filename( - 'simglucose', 'params/vpatient_params.csv') + "simglucose", "params/vpatient_params.csv" +) class T1DPatient(Patient): SAMPLE_TIME = 1 # min EAT_RATE = 5 # g/min CHO - def __init__(self, - params, - init_state=None, - random_init_bg=False, - seed=None, - t0=0): - ''' + def __init__(self, params, init_state=None, random_init_bg=False, seed=None, t0=0): + """ T1DPatient constructor. Inputs: - params: a pandas sequence @@ -33,7 +29,7 @@ def __init__(self, If not specified, load the default initial state in params.iloc[2:15] - t0: simulation start time, it is 0 by default - ''' + """ self._params = params self._init_state = init_state self.random_init_bg = random_init_bg @@ -43,26 +39,26 @@ def __init__(self, @classmethod def withID(cls, patient_id, **kwargs): - ''' + """ Construct patient by patient_id id are integers from 1 to 30. 1 - 10: adolescent#001 - adolescent#010 11 - 20: adult#001 - adult#001 21 - 30: child#001 - child#010 - ''' + """ patient_params = pd.read_csv(PATIENT_PARA_FILE) params = patient_params.iloc[patient_id - 1, :] return cls(params, **kwargs) @classmethod def withName(cls, name, **kwargs): - ''' + """ Construct patient by name. Names can be adolescent#001 - adolescent#010 adult#001 - adult#001 child#001 - child#010 - ''' + """ patient_params = pd.read_csv(PATIENT_PARA_FILE) params = patient_params.loc[patient_params.Name == name].squeeze() return cls(params, **kwargs) @@ -86,33 +82,33 @@ def step(self, action): # Detect eating or not and update last digestion amount if action.CHO > 0 and self._last_action.CHO <= 0: - logger.info('t = {}, patient starts eating ...'.format(self.t)) + logger.info("t = {}, patient starts eating ...".format(self.t)) self._last_Qsto = self.state[0] + self.state[1] # unit: mg self._last_foodtaken = 0 # unit: g self.is_eating = True if to_eat > 0: - logger.debug('t = {}, patient eats {} g'.format( - self.t, action.CHO)) + logger.debug("t = {}, patient eats {} g".format(self.t, action.CHO)) if self.is_eating: self._last_foodtaken += action.CHO # g # Detect eating ended if action.CHO <= 0 and self._last_action.CHO > 0: - logger.info('t = {}, Patient finishes eating!'.format(self.t)) + logger.info("t = {}, Patient finishes eating!".format(self.t)) self.is_eating = False # Update last input self._last_action = action # ODE solver - self._odesolver.set_f_params(action, self._params, self._last_Qsto, - self._last_foodtaken) + self._odesolver.set_f_params( + action, self._params, self._last_Qsto, self._last_foodtaken + ) if self._odesolver.successful(): self._odesolver.integrate(self._odesolver.t + self.sample_time) else: - logger.error('ODE solver failed!!') + logger.error("ODE solver failed!!") raise @staticmethod @@ -136,8 +132,10 @@ def model(t, x, action, params, last_Qsto, last_foodtaken): aa = 5 / (2 * Dbar * (1 - params.b)) cc = 5 / (2 * Dbar * params.d) kgut = params.kmin + (params.kmax - params.kmin) / 2 * ( - np.tanh(aa * (qsto - params.b * Dbar)) - - np.tanh(cc * (qsto - params.d * Dbar)) + 2) + np.tanh(aa * (qsto - params.b * Dbar)) + - np.tanh(cc * (qsto - params.d * Dbar)) + + 2 + ) else: kgut = params.kmax @@ -162,8 +160,7 @@ def model(t, x, action, params, last_Qsto, last_foodtaken): # glucose kinetics # plus dextrose IV injection input u[2] if needed - dxdt[3] = max(EGPt, 0) + Rat - Uiit - Et - \ - params.k1 * x[3] + params.k2 * x[4] + dxdt[3] = max(EGPt, 0) + Rat - Uiit - Et - params.k1 * x[3] + params.k2 * x[4] dxdt[3] = (x[3] >= 0) * dxdt[3] Vmt = params.Vm0 + params.Vmx * x[6] @@ -173,8 +170,12 @@ def model(t, x, action, params, last_Qsto, last_foodtaken): dxdt[4] = (x[4] >= 0) * dxdt[4] # insulin kinetics - dxdt[5] = -(params.m2 + params.m4) * x[5] + params.m1 * x[9] + params.ka1 * \ - x[10] + params.ka2 * x[11] # plus insulin IV injection u[3] if needed + dxdt[5] = ( + -(params.m2 + params.m4) * x[5] + + params.m1 * x[9] + + params.ka1 * x[10] + + params.ka2 * x[11] + ) # plus insulin IV injection u[3] if needed It = x[5] / params.Vi dxdt[5] = (x[5] >= 0) * dxdt[5] @@ -198,34 +199,33 @@ def model(t, x, action, params, last_Qsto, last_foodtaken): dxdt[11] = (x[11] >= 0) * dxdt[11] # subcutaneous glucose - dxdt[12] = (-params.ksc * x[12] + params.ksc * x[3]) + dxdt[12] = -params.ksc * x[12] + params.ksc * x[3] dxdt[12] = (x[12] >= 0) * dxdt[12] if action.insulin > basal: - logger.debug('t = {}, injecting insulin: {}'.format( - t, action.insulin)) + logger.debug("t = {}, injecting insulin: {}".format(t, action.insulin)) return dxdt @property def observation(self): - ''' + """ return the observation from patient for now, only the subcutaneous glucose level is returned TODO: add heart rate as an observation - ''' + """ GM = self.state[12] # subcutaneous glucose (mg/kg) Gsub = GM / self._params.Vg observation = Observation(Gsub=Gsub) return observation def _announce_meal(self, meal): - ''' + """ patient announces meal. The announced meal will be added to self.planned_meal The meal is consumed in self.EAT_RATE The function will return the amount to eat at current time - ''' + """ self.planned_meal += meal if self.planned_meal > 0: to_eat = min(self.EAT_RATE, self.planned_meal) @@ -245,9 +245,9 @@ def seed(self, seed): self.reset() def reset(self): - ''' + """ Reset the patient state to default intial state - ''' + """ if self._init_state is None: self.init_state = self._params.iloc[2:15] else: @@ -257,13 +257,17 @@ def reset(self): if self.random_init_bg: # Only randomize glucose related states, x4, x5, and x13 mean = [ - 1.0 * self.init_state[3], 1.0 * self.init_state[4], - 1.0 * self.init_state[12] + 1.0 * self.init_state[3], + 1.0 * self.init_state[4], + 1.0 * self.init_state[12], ] - cov = np.diag([ - 0.1 * self.init_state[3], 0.1 * self.init_state[4], - 0.1 * self.init_state[12] - ]) + cov = np.diag( + [ + 0.1 * self.init_state[3], + 0.1 * self.init_state[4], + 0.1 * self.init_state[12], + ] + ) bg_init = self.random_state.multivariate_normal(mean, cov) self.init_state[3] = 1.0 * bg_init[0] self.init_state[4] = 1.0 * bg_init[1] @@ -273,7 +277,7 @@ def reset(self): self._last_foodtaken = 0 self.name = self._params.Name - self._odesolver = ode(self.model).set_integrator('dopri5') + self._odesolver = ode(self.model).set_integrator("dopri5") self._odesolver.set_initial_value(self.init_state, self.t0) self._last_action = Action(CHO=0, insulin=0) @@ -281,20 +285,20 @@ def reset(self): self.planned_meal = 0 -if __name__ == '__main__': +if __name__ == "__main__": logger.setLevel(logging.INFO) # create console handler and set level to debug ch = logging.StreamHandler() # ch.setLevel(logging.DEBUG) ch.setLevel(logging.INFO) # create formatter - formatter = logging.Formatter('%(name)s: %(levelname)s: %(message)s') + formatter = logging.Formatter("%(name)s: %(levelname)s: %(message)s") # add formatter to ch ch.setFormatter(formatter) # add ch to logger logger.addHandler(ch) - p = T1DPatient.withName('adolescent#001') + p = T1DPatient.withName("adolescent#001") basal = p._params.u2ss * p._params.BW / 6000 # U/min t = [] CHO = [] @@ -316,6 +320,7 @@ def reset(self): p.step(act) import matplotlib.pyplot as plt + fig, ax = plt.subplots(3, sharex=True) ax[0].plot(t, BG) ax[1].plot(t, CHO) diff --git a/simglucose/simulation/user_interface.py b/simglucose/simulation/user_interface.py index a6f460fc..16cb17e4 100644 --- a/simglucose/simulation/user_interface.py +++ b/simglucose/simulation/user_interface.py @@ -19,30 +19,39 @@ logger = logging.getLogger(__name__) PATIENT_PARA_FILE = pkg_resources.resource_filename( - 'simglucose', 'params/vpatient_params.csv') -SENSOR_PARA_FILE = pkg_resources.resource_filename('simglucose', - 'params/sensor_params.csv') + "simglucose", "params/vpatient_params.csv" +) +SENSOR_PARA_FILE = pkg_resources.resource_filename( + "simglucose", "params/sensor_params.csv" +) INSULIN_PUMP_PARA_FILE = pkg_resources.resource_filename( - 'simglucose', 'params/pump_params.csv') + "simglucose", "params/pump_params.csv" +) def pick_patients(): patient_params = pd.read_csv(PATIENT_PARA_FILE) - patient_names = list(patient_params['Name'].values) + patient_names = list(patient_params["Name"].values) while True: - select1 = input('Select virtual patients:\n' + '[1] All\n' + - '[2] All Adolescents\n' + '[3] All Adults\n' + - '[4] All Children\n' + '[5] By ID\n' + '>>> ') + select1 = input( + "Select virtual patients:\n" + + "[1] All\n" + + "[2] All Adolescents\n" + + "[3] All Adults\n" + + "[4] All Children\n" + + "[5] By ID\n" + + ">>> " + ) try: select1 = int(select1) except ValueError: - print('Please input an integer. Try again') - input('Press any key to continue ...') + print("Please input an integer. Try again") + input("Press any key to continue ...") continue if select1 < 1 or select1 > 5: - print('Input 1 to 5 please!') - input('Press any key to continue ...') + print("Input 1 to 5 please!") + input("Press any key to continue ...") continue else: break @@ -59,122 +68,120 @@ def pick_patients(): patients = [] select_hist = [] while True: - print('Select patient:') + print("Select patient:") for i, p in enumerate(patient_names): - print('[{0}] {1}'.format(i + 1, p)) - print('[D] Done') - select2 = input('>>> ') + print("[{0}] {1}".format(i + 1, p)) + print("[D] Done") + select2 = input(">>> ") - if select2 == 'D' or select2 == 'd': + if select2 == "D" or select2 == "d": break try: select2 = int(select2) except ValueError: print("Please input a number or 'D' or 'd'.") - input('Press any key to continue ...') + input("Press any key to continue ...") continue if select2 < 1 or select2 > 30: - print("Please input an number from 1 to {0}.".format( - len(patient_names))) - input('Press any key to continue ...') + print( + "Please input an number from 1 to {0}.".format(len(patient_names)) + ) + input("Press any key to continue ...") continue if select2 in select_hist: - print("{0} is already selected!".format(patient_names[select2 - - 1])) - input('Press any key to continue ...') + print("{0} is already selected!".format(patient_names[select2 - 1])) + input("Press any key to continue ...") continue else: select_hist.append(select2) patients.append(patient_names[select2 - 1]) - logger.info('Selected patients:\n{}'.format(patients)) + logger.info("Selected patients:\n{}".format(patients)) return patients def pick_cgm_sensor(): sensor_params = pd.read_csv(SENSOR_PARA_FILE) - sensor_names = list(sensor_params['Name'].values) + sensor_names = list(sensor_params["Name"].values) total_sensor_num = len(sensor_params.index) while True: - print('Select the CGM sensor:') + print("Select the CGM sensor:") for i in range(total_sensor_num): - print('[{0}] {1}'.format(i + 1, sensor_names[i])) - input_value = input('>>> ') + print("[{0}] {1}".format(i + 1, sensor_names[i])) + input_value = input(">>> ") try: selection = int(input_value) except ValueError: print("Oops! Please input a number.") - input('Press any key to continue ...') + input("Press any key to continue ...") continue if selection < 1 or selection > total_sensor_num: - print("Please input an integer from 1 to {0}!".format( - total_sensor_num)) - input('Press any key to continue ...') + print("Please input an integer from 1 to {0}!".format(total_sensor_num)) + input("Press any key to continue ...") continue else: break sensor = sensor_names[selection - 1] - logger.info('Selected sensor:\n{}'.format(sensor)) + logger.info("Selected sensor:\n{}".format(sensor)) return sensor def pick_cgm_seed(): while True: - input_value = input('Select Random Seed for Sensor Noise [None]: ') + input_value = input("Select Random Seed for Sensor Noise [None]: ") try: seed = int(input_value) break except ValueError: - if input_value == '' or input_value == 'None': + if input_value == "" or input_value == "None": seed = None break else: - print('Please input an integer!') + print("Please input an integer!") continue - logger.info('Sensor Random Seed: {}'.format(seed)) + logger.info("Sensor Random Seed: {}".format(seed)) return seed def pick_insulin_pump(): pump_params = pd.read_csv(INSULIN_PUMP_PARA_FILE) - pump_names = list(pump_params['Name'].values) + pump_names = list(pump_params["Name"].values) while True: - print('Select the insulin pump:') + print("Select the insulin pump:") for i, pump in enumerate(pump_names): - print('[{}] {}'.format(i + 1, pump)) - input_value = input('>>> ') + print("[{}] {}".format(i + 1, pump)) + input_value = input(">>> ") try: selection = int(input_value) except ValueError: print("Oops! Please input a number.") - input('Press any key to continue ...') + input("Press any key to continue ...") continue if selection < 1 or selection > len(pump_names): - print("Please input an integer from 1 to {0}!".format( - len(pump_names))) - input('Press any key to continue ...') + print("Please input an integer from 1 to {0}!".format(len(pump_names))) + input("Press any key to continue ...") continue break pump = pump_names[selection - 1] - logger.info('Selected Pumps:\n{}'.format(pump)) + logger.info("Selected Pumps:\n{}".format(pump)) return pump def pick_scenario(start_time=None): while True: - print('Select scnenario:') - print('[1] Random Scnenario') - print('[2] Custom Scnenario') - input_value = input('>>>') + print("Select scnenario:") + print("[1] Random Scnenario") + print("[2] Custom Scnenario") + input_value = input(">>>") try: selection = int(input_value) except ValueError: - print('Please input an integer!') + print("Please input an integer!") continue if selection < 1 or selection > 2: - print('Please input a number from the list!') + print("Please input a number from the list!") else: break @@ -183,16 +190,15 @@ def pick_scenario(start_time=None): if selection == 1: while True: - input_value = input( - 'Select random seed for random scenario [None]: ') + input_value = input("Select random seed for random scenario [None]: ") try: seed = int(input_value) break except ValueError: - if input_value in ('', 'None'): + if input_value in ("", "None"): seed = None break - print('Please input an integer!') + print("Please input an integer!") continue scenario = RandomScenario(start_time, seed=seed) else: @@ -204,57 +210,56 @@ def pick_scenario(start_time=None): def pick_start_time(): now = datetime.now() - start_hour = timedelta( - hours=float(input('Input simulation start time (hr): '))) + start_hour = timedelta(hours=float(input("Input simulation start time (hr): "))) start_time = datetime.combine(now.date(), datetime.min.time()) + start_hour - print('Simulation start time is set to {}.'.format(start_time)) + print("Simulation start time is set to {}.".format(start_time)) return start_time def input_custom_scenario(): scenario = [] - print('Input a custom scenario ...') - breakfast_time = float(input('Input breakfast time (hr): ')) - breakfast_size = float(input('Input breakfast size (g): ')) + print("Input a custom scenario ...") + breakfast_time = float(input("Input breakfast time (hr): ")) + breakfast_size = float(input("Input breakfast size (g): ")) scenario.append((breakfast_time, breakfast_size)) - lunch_time = float(input('Input lunch time (hr): ')) - lunch_size = float(input('Input lunch size (g): ')) + lunch_time = float(input("Input lunch time (hr): ")) + lunch_size = float(input("Input lunch size (g): ")) scenario.append((lunch_time, lunch_size)) - dinner_time = float(input('Input dinner time (hr): ')) - dinner_size = float(input('Input dinner size (g): ')) + dinner_time = float(input("Input dinner time (hr): ")) + dinner_size = float(input("Input dinner size (g): ")) scenario.append((dinner_time, dinner_size)) while True: - snack_time = float(input('Input snack time (hr): ')) - snack_size = float(input('Input snack size (g): ')) + snack_time = float(input("Input snack time (hr): ")) + snack_size = float(input("Input snack size (g): ")) scenario.append((snack_time, snack_size)) - go_on = input('Continue input snack (y/n)? ') - if go_on == 'n': + go_on = input("Continue input snack (y/n)? ") + if go_on == "n": break - elif go_on == 'y': + elif go_on == "y": continue else: - go_on = input('Continue input snack (y/n)? ') + go_on = input("Continue input snack (y/n)? ") return scenario def pick_controller(): controller = None while True: - print('Select controller:') - print('[1] Basal-Bolus Controller') - input_value = input('>>>') + print("Select controller:") + print("[1] Basal-Bolus Controller") + input_value = input(">>>") try: selection = int(input_value) except ValueError: - print('Please input an integer!') + print("Please input an integer!") continue if selection < 1 or selection > 1: - print('Please input a number from the list!') + print("Please input a number from the list!") else: break if selection == 1: @@ -262,23 +267,26 @@ def pick_controller(): return controller -def pick_save_path(): - foldername = input('Folder name to save results [default]: ') - if foldername == 'default' or foldername == '': - foldername = datetime.now().strftime('%Y-%m-%d_%H-%M-%S') +def pick_save_path(use_default=False): + if not use_default: + foldername = input("Folder name to save results [default]: ") + if foldername == "default" or foldername == "": + foldername = datetime.now().strftime("%Y-%m-%d_%H-%M-%S") + else: + foldername = datetime.now().strftime("%Y-%m-%d_%H-%M-%S") - save_path = os.path.join(os.path.abspath('./results/'), foldername) - print('Results will be saved in {}'.format(save_path)) + save_path = os.path.join(os.path.abspath("./results/"), foldername) + print("Results will be saved in {}".format(save_path)) return save_path def pick_animate(): while True: - select = input('Show animation? (y/n) ') - if select == 'y': + select = input("Show animation? (y/n) ") + if select == "y": animate = True break - elif select == 'n': + elif select == "n": animate = False break else: @@ -288,11 +296,11 @@ def pick_animate(): def pick_parallel(): while True: - select = input('Use multiple processes? (y/n) ') - if select == 'y': + select = input("Use multiple processes? (y/n) ") + if select == "y": parallel = True break - elif select == 'n': + elif select == "n": parallel = False break else: @@ -300,18 +308,20 @@ def pick_parallel(): return parallel -def simulate(sim_time=None, - scenario=None, - controller=None, - patient_names=[], - cgm_name=None, - cgm_seed=None, - insulin_pump_name=None, - start_time=None, - save_path=None, - animate=None, - parallel=None): - ''' +def simulate( + sim_time=None, + scenario=None, + controller=None, + patient_names=[], + cgm_name=None, + cgm_seed=None, + insulin_pump_name=None, + start_time=None, + save_path=None, + animate=None, + parallel=None, +): + """ Main user interface. ---- Inputs: @@ -324,24 +334,27 @@ def simulate(sim_time=None, save_path - a string representing the directory to save simulation results. animate - switch for animation. True/False. parallel - switch for parallel computing. True/False. - ''' + """ if animate is None: animate = pick_animate() if parallel is None: parallel = pick_parallel() - if platform.system() == 'Darwin' and (animate and parallel): + if platform.system() == "Darwin" and (animate and parallel): raise ValueError( """animate and parallel cannot be turned on at the same time in macOS.""" ) if save_path is None: save_path = pick_save_path() + elif save_path == "default": + save_path = pick_save_path(use_default=True) + elif save_path == "None": + save_path = None if sim_time is None: - sim_time = timedelta( - hours=float(input('Input simulation time (hr): '))) + sim_time = timedelta(hours=float(input("Input simulation time (hr): "))) if scenario is None: scenario = pick_scenario(start_time=start_time) @@ -386,7 +399,7 @@ def local_build_env(pname): return results -if __name__ == '__main__': +if __name__ == "__main__": root = logging.getLogger() root.setLevel(logging.DEBUG) # logger.setLevel(logging.INFO) @@ -395,8 +408,7 @@ def local_build_env(pname): # ch.setLevel(logging.DEBUG) ch.setLevel(logging.INFO) # create formatter - formatter = logging.Formatter( - '%(process)d: %(name)s: %(levelname)s: %(message)s') + formatter = logging.Formatter("%(process)d: %(name)s: %(levelname)s: %(message)s") # add formatter to ch ch.setFormatter(formatter) # add ch to logger diff --git a/tests/sim_results.csv b/tests/sim_results.csv index bba9d0c6..56382d44 100644 --- a/tests/sim_results.csv +++ b/tests/sim_results.csv @@ -173,426 +173,426 @@ Time,BG,CGM,CHO,insulin,LBGI,HBGI,Risk 2018-01-01 08:33:00,149.0334743924853,138.15095331999535,0.0,0.013933333333333336,0.0,2.75705372562743,2.75705372562743 2018-01-01 08:36:00,149.03351997653613,139.1087655262786,18.666666666666668,0.013933333333333336,0.0,2.7570597407474047,2.7570597407474047 2018-01-01 08:39:00,149.03356754504875,139.6631658745616,0.0,1.5694916666666665,0.0,2.7570660177354096,2.7570660177354096 -2018-01-01 08:42:00,149.03398623309187,139.5726957718386,0.0,0.013933333333333336,0.0,2.7571212666869984,2.7571212666869984 +2018-01-01 08:42:00,149.0339862330919,139.5726957718386,0.0,0.013933333333333336,0.0,2.7571212666869984,2.7571212666869984 2018-01-01 08:45:00,149.03842433424745,138.7985444689642,0.0,0.013933333333333336,0.0,2.757706931265841,2.757706931265841 -2018-01-01 08:48:00,149.05778519513694,137.6085452549724,0.0,0.013933333333333336,0.0,2.7602623729245988,2.7602623729245988 -2018-01-01 08:51:00,149.1105769683216,136.34506690271448,0.0,0.013933333333333336,0.0,2.7672347162457127,2.7672347162457127 -2018-01-01 08:54:00,149.2210702567872,135.35684171327506,0.0,0.013933333333333336,0.0,2.781848434079141,2.781848434079141 -2018-01-01 08:57:00,149.41361799073292,134.97315561942034,0.0,0.013933333333333336,0.0,2.8073809927484685,2.8073809927484685 -2018-01-01 09:00:00,149.70700407605025,135.38931252053368,0.0,0.013933333333333336,0.0,2.8464466480805095,2.8464466480805095 -2018-01-01 09:03:00,150.11214939084297,136.59806105380332,0.0,0.013933333333333336,0.0,2.9007121196772516,2.9007121196772516 -2018-01-01 09:06:00,150.6319210004444,138.54068288578753,0.0,0.013933333333333336,0.0,2.9708670427418413,2.9708670427418413 -2018-01-01 09:09:00,151.26195527050993,141.15092026100007,0.0,0.013933333333333336,0.0,3.05670332851347,3.05670332851347 -2018-01-01 09:12:00,151.99185835770672,144.347875006579,0.0,0.013933333333333336,0.0,3.1572254487789526,3.1572254487789526 -2018-01-01 09:15:00,152.80641876172027,147.9962398938434,0.0,0.013933333333333336,0.0,3.270753171100862,3.270753171100862 -2018-01-01 09:18:00,153.68663265947492,151.88279945601658,0.0,0.013933333333333336,0.0,3.3949997874169013,3.3949997874169013 -2018-01-01 09:21:00,154.6104574751703,155.77466324862945,0.0,0.013933333333333336,0.0,3.5271214047525734,3.5271214047525734 -2018-01-01 09:24:00,155.5533166815367,159.4362489283925,0.0,0.013933333333333336,0.0,3.6637445747610533,3.6637445747610533 -2018-01-01 09:27:00,156.48850472866485,162.64413178286276,0.0,0.013933333333333336,0.0,3.8009958309465026,3.8009958309465026 -2018-01-01 09:30:00,157.38775920617832,165.2596347438889,0.0,0.013933333333333336,0.0,3.934574623461258,3.934574623461258 -2018-01-01 09:33:00,158.22227936623784,167.27293662210414,0.0,0.013933333333333336,0.0,4.059915001467434,4.059915001467434 -2018-01-01 09:36:00,158.96428239003706,168.70352636041372,0.0,0.013933333333333336,0.0,4.172453673935608,4.172453673935608 -2018-01-01 09:39:00,159.58886858144822,169.5731413115832,0.0,0.013933333333333336,0.0,4.267969420722483,4.267969420722483 -2018-01-01 09:42:00,160.07574537936898,169.90755746363808,0.0,0.013933333333333336,0.0,4.342917156687295,4.342917156687295 -2018-01-01 09:45:00,160.4103982044999,169.73796124878413,0.0,0.013933333333333336,0.0,4.394679243885217,4.394679243885217 -2018-01-01 09:48:00,160.5845249533412,169.10163593721666,0.0,0.013933333333333336,0.0,4.4216911650548845,4.4216911650548845 -2018-01-01 09:51:00,160.59579042465094,168.04193963455936,0.0,0.013933333333333336,0.0,4.4234406106653,4.4234406106653 -2018-01-01 09:54:00,160.4470945045346,166.60772750660405,0.0,0.013933333333333336,0.0,4.40036737722229,4.40036737722229 -2018-01-01 09:57:00,160.1455770243766,165.25568453905677,0.0,0.013933333333333336,0.0,4.353701744004434,4.353701744004434 -2018-01-01 10:00:00,159.70154633677095,164.18995597055334,0.0,0.013933333333333336,0.0,4.285276469267888,4.285276469267888 -2018-01-01 10:03:00,159.12746065645385,162.21917956910852,0.0,0.013933333333333336,0.0,4.197339107040181,4.197339107040181 -2018-01-01 10:06:00,158.43703625089083,159.6078158497117,0.0,0.013933333333333336,0.0,4.092381832576154,4.092381832576154 -2018-01-01 10:09:00,157.64451446710348,156.62108864440788,0.0,0.013933333333333336,0.0,3.9729978171474754,3.9729978171474754 -2018-01-01 10:12:00,156.76409151316022,153.52436057711822,0.0,0.013933333333333336,0.0,3.8417672055791097,3.8417672055791097 -2018-01-01 10:15:00,155.80949846010472,150.58266351886385,0.0,0.013933333333333336,0.0,3.7011718555817468,3.7011718555817468 -2018-01-01 10:18:00,154.79371085024772,148.0603657970505,0.0,0.013933333333333336,0.0,3.5535357862016475,3.5535357862016475 -2018-01-01 10:21:00,153.72876468859923,146.2209536087443,0.0,0.013933333333333336,0.0,3.4009872780297377,3.4009872780297377 -2018-01-01 10:24:00,152.62565623861744,145.32690372924003,0.0,0.013933333333333336,0.0,3.245438351897927,3.245438351897927 -2018-01-01 10:27:00,151.49430539816507,145.59514272600146,0.0,0.013933333333333336,0.0,3.0885776032262235,3.0885776032262235 -2018-01-01 10:30:00,150.3435654969898,146.9746233088732,0.0,0.013933333333333336,0.0,2.9318728583413045,2.9318728583413045 -2018-01-01 10:33:00,149.18126553061347,149.01290510213528,0.0,0.013933333333333336,0.0,2.776580697797243,2.776580697797243 -2018-01-01 10:36:00,148.01427379603012,151.167597603889,0.0,0.013933333333333336,0.0,2.6237604696392958,2.6237604696392958 -2018-01-01 10:39:00,146.84857446633433,152.89540020107884,0.0,0.013933333333333336,0.0,2.474290943387823,2.474290943387823 -2018-01-01 10:42:00,145.689350785598,153.69829687332668,19.666666666666668,0.013933333333333336,0.0,2.328888210977123,2.328888210977123 -2018-01-01 10:45:00,144.541368304083,153.35450634378665,0.0,1.9488750000000004,0.0,2.1881599214422036,2.1881599214422036 -2018-01-01 10:48:00,143.43462530250065,152.07313454220798,0.0,0.013933333333333336,0.0,2.0556425906721016,2.0556425906721016 -2018-01-01 10:51:00,142.4549246188302,150.19890125299202,0.0,0.013933333333333336,0.0,1.9409854753675102,1.9409854753675102 -2018-01-01 10:54:00,141.65931469472207,148.08476080338812,0.0,0.013933333333333336,0.0,1.8497435502392308,1.8497435502392308 -2018-01-01 10:57:00,141.06851245277414,146.02751665798536,0.0,0.013933333333333336,0.0,1.7830937120800376,1.7830937120800376 -2018-01-01 11:00:00,140.6877931444863,144.20901063058466,0.0,0.013933333333333336,0.0,1.7406492933568791,1.7406492933568791 -2018-01-01 11:03:00,140.51599568764283,142.6630585094332,0.0,0.013933333333333336,0.0,1.721627335229513,1.721627335229513 -2018-01-01 11:06:00,140.54286522559815,141.38484525012848,0.0,0.013933333333333336,0.0,1.7245970258803143,1.7245970258803143 -2018-01-01 11:09:00,140.7487583563038,140.36002459023422,0.0,0.013933333333333336,0.0,1.747419163734941,1.747419163734941 -2018-01-01 11:12:00,141.10555891831768,139.5817191464858,0.0,0.013933333333333336,0.0,1.7872450690408848,1.7872450690408848 -2018-01-01 11:15:00,141.57759344909059,139.1327073453444,0.0,0.013933333333333336,0.0,1.840467910157984,1.840467910157984 -2018-01-01 11:18:00,142.12272976611663,139.2352101369213,0.0,0.013933333333333336,0.0,1.9026828903862991,1.9026828903862991 -2018-01-01 11:21:00,142.69411033571168,140.13862529341935,0.0,0.013933333333333336,0.0,1.9687453249000317,1.9687453249000317 -2018-01-01 11:24:00,143.24288911488767,142.0894074308259,0.0,0.013933333333333336,0.0,2.033005479546568,2.033005479546568 -2018-01-01 11:27:00,143.72183861147113,145.2772903928903,0.0,0.013933333333333336,0.0,2.08973037576381,2.08973037576381 -2018-01-01 11:30:00,144.0891101412403,149.55352862513703,0.0,0.013933333333333336,0.0,2.133629374653582,2.133629374653582 -2018-01-01 11:33:00,144.3112483881113,154.26289840820868,0.0,0.013933333333333336,0.0,2.160348467102641,2.160348467102641 -2018-01-01 11:36:00,144.3648796152514,158.64554881883595,0.0,0.013933333333333336,0.0,2.1668181328669265,2.1668181328669265 -2018-01-01 11:39:00,144.23699629517208,161.9519548686182,0.0,0.013933333333333336,0.0,2.151403330969006,2.151403330969006 -2018-01-01 11:42:00,143.92412778532844,163.51785723391254,0.0,0.013933333333333336,0.0,2.1138666494524183,2.1138666494524183 -2018-01-01 11:45:00,143.4308216346195,163.14000874144094,0.0,0.013933333333333336,0.0,2.0551925865663176,2.0551925865663176 -2018-01-01 11:48:00,142.76782830492203,161.30067438895955,0.0,0.013933333333333336,0.0,1.9773314797928043,1.9773314797928043 -2018-01-01 11:51:00,141.95027890736188,158.63792751839244,0.0,0.013933333333333336,0.0,1.8829151796981867,1.8829151796981867 -2018-01-01 11:54:00,140.99603503710892,155.79311494842253,0.0,0.013933333333333336,0.0,1.7749828975753243,1.7749828975753243 -2018-01-01 11:57:00,139.92430029893558,153.36194356939984,0.0,0.013933333333333336,0.0,1.6567411593506753,1.6567411593506753 -2018-01-01 12:00:00,138.75452097410368,151.65611073702783,0.0,0.013933333333333336,0.0,1.531369626989999,1.531369626989999 -2018-01-01 12:03:00,137.50556506011995,150.56008721535227,0.0,0.013933333333333336,0.0,1.4018756828003873,1.4018756828003873 -2018-01-01 12:06:00,136.1951484384537,149.8625045016184,0.0,0.013933333333333336,0.0,1.2709949497471242,1.2709949497471242 -2018-01-01 12:09:00,134.83946832904263,149.3505899381111,0.0,0.013933333333333336,0.0,1.1411317237032959,1.1411317237032959 -2018-01-01 12:12:00,133.4530029030215,148.809912490046,0.0,0.013933333333333336,0.0,1.014331919869471,1.014331919869471 -2018-01-01 12:15:00,132.04843872879582,148.0242690125631,0.0,0.013933333333333336,0.0,0.8922809681674949,0.8922809681674949 -2018-01-01 12:18:00,130.63669250947302,146.77567580330486,0.0,0.013933333333333336,0.0,0.7763196508576536,0.7763196508576536 -2018-01-01 12:21:00,129.22699902739237,144.84443551614365,0.0,0.013933333333333336,0.0,0.6674718144809388,0.6674718144809388 -2018-01-01 12:24:00,127.82704259056747,142.0092549433545,0.0,0.013933333333333336,0.0,0.5664789741172931,0.5664789741172931 -2018-01-01 12:27:00,126.4431141801168,139.05133615777444,0.0,0.013933333333333336,0.0,0.473837912785962,0.473837912785962 -2018-01-01 12:30:00,125.08028075253635,137.04411903301855,0.0,0.013933333333333336,0.0,0.38983837585537134,0.38983837585537134 -2018-01-01 12:33:00,123.74255671200135,134.46347331298946,0.0,0.013933333333333336,0.0,0.3145988251913199,0.3145988251913199 -2018-01-01 12:36:00,122.4330704641066,131.4488672384466,0.0,0.013933333333333336,0.0,0.2480989342381394,0.2480989342381394 -2018-01-01 12:39:00,121.15422125795192,128.13898798629242,0.0,0.013933333333333336,0.0,0.19020807499610357,0.19020807499610357 -2018-01-01 12:42:00,119.90782329694093,124.67189013248853,0.0,0.013933333333333336,0.0,0.14070948329314276,0.14070948329314276 -2018-01-01 12:45:00,118.69523543065927,121.18513020987513,0.0,0.013933333333333336,0.0,0.09932010783400892,0.09932010783400892 -2018-01-01 12:48:00,117.51747570645176,117.81588633090414,0.0,0.013933333333333336,0.0,0.06570637140468283,0.06570637140468283 -2018-01-01 12:51:00,116.37532072750815,114.70106261032694,0.0,0.013933333333333336,0.0,0.039496219384261705,0.039496219384261705 -2018-01-01 12:54:00,115.26939019288335,111.97737862918981,0.0,0.013933333333333336,0.0,0.0202879199242113,0.0202879199242113 -2018-01-01 12:57:00,114.20021723332914,109.76556265785081,0.0,0.013933333333333336,0.0,0.007656128024035691,0.007656128024035691 -2018-01-01 13:00:00,113.16830524630532,108.09100384604994,0.0,0.013933333333333336,0.0,0.001155745766668556,0.001155745766668556 -2018-01-01 13:03:00,112.17417190844287,106.83615501281518,0.0,0.013933333333333336,0.00032411382533855803,0.0,0.00032411382533855803 -2018-01-01 13:06:00,111.21838093343783,105.85174123333772,0.0,0.013933333333333336,0.004682062816523986,0.0,0.004682062816523986 -2018-01-01 13:09:00,110.30156197450961,104.98854732555628,0.0,0.013933333333333336,0.013734342149617215,0.0,0.013734342149617215 -2018-01-01 13:12:00,109.42441886975837,104.11189541765211,0.0,0.013933333333333336,0.026969930928593993,0.0,0.026969930928593993 -2018-01-01 13:15:00,108.587726225669,103.1739726381026,0.0,0.013933333333333336,0.043862719584759,0.0,0.043862719584759 -2018-01-01 13:18:00,107.7923141646159,102.2572161469486,0.0,0.013933333333333336,0.06387302874696378,0.0,0.06387302874696378 -2018-01-01 13:21:00,107.03904097168056,101.47303172094124,0.0,0.013933333333333336,0.08645039694560477,0.0,0.08645039694560477 -2018-01-01 13:24:00,106.32875342003948,100.93282730850615,0.0,0.013933333333333336,0.11103801197530716,0.0,0.11103801197530716 -2018-01-01 13:27:00,105.6622347966672,100.73641892688107,0.0,0.013933333333333336,0.13707907112783757,0.0,0.13707907112783757 -2018-01-01 13:30:00,105.04014115585285,100.91423967308779,0.0,0.013933333333333336,0.1640252220225548,0.0,0.1640252220225548 -2018-01-01 13:33:00,104.46292714674757,101.39263028979005,0.0,0.013933333333333336,0.1913470504808859,0.0,0.1913470504808859 -2018-01-01 13:36:00,103.9307639032235,102.07458322062641,0.0,0.013933333333333336,0.21854634453098942,0.0,0.21854634453098942 -2018-01-01 13:39:00,103.44345289091683,102.86275012112856,0.0,0.013933333333333336,0.24516958683241943,0.0,0.24516958683241943 -2018-01-01 13:42:00,103.00034112279903,103.66796343728821,0.0,0.013933333333333336,0.27082184149645644,0.0,0.27082184149645644 -2018-01-01 13:45:00,102.60024452170549,104.45219190327722,0.0,0.013933333333333336,0.2951799533519056,0.0,0.2951799533519056 -2018-01-01 13:48:00,102.2413870875527,105.25429521317595,0.0,0.013933333333333336,0.3180038282437731,0.0,0.3180038282437731 -2018-01-01 13:51:00,101.92136356990275,106.12972941449479,0.0,0.013933333333333336,0.339144570441568,0.0,0.339144570441568 -2018-01-01 13:54:00,101.63713229800129,107.1333153871538,0.0,0.013933333333333336,0.3585484549792357,0.0,0.3585484549792357 -2018-01-01 13:57:00,101.38504262583115,108.3062629192488,0.0,0.013933333333333336,0.37625610585883607,0.0,0.37625610585883607 -2018-01-01 14:00:00,101.1608983194897,109.61126376867831,0.0,0.013933333333333336,0.3923967829738179,0.0,0.3923967829738179 -2018-01-01 14:03:00,100.96005460752303,110.89360260348315,0.0,0.013933333333333336,0.4071782562496562,0.0,0.4071782562496562 -2018-01-01 14:06:00,100.77754313603108,111.97221448564576,0.0,0.013933333333333336,0.4208732512153821,0.0,0.4208732512153821 -2018-01-01 14:09:00,100.60821631104872,112.66580639388351,0.0,0.013933333333333336,0.4338037866594686,0.0,0.4338037866594686 -2018-01-01 14:12:00,100.44690089720126,112.81862200461333,0.0,0.013933333333333336,0.44632483583829363,0.0,0.44632483583829363 -2018-01-01 14:15:00,100.28855044214492,112.42866431089013,0.0,0.013933333333333336,0.45880862788797505,0.0,0.45880862788797505 -2018-01-01 14:18:00,100.12838701304979,111.72468292504377,0.0,0.013933333333333336,0.47163061608905404,0.0,0.47163061608905404 -2018-01-01 14:21:00,99.96202456575188,110.9870066884071,0.0,0.013933333333333336,0.48515775485773527,0.0,0.48515775485773527 -2018-01-01 14:24:00,99.78556862223903,110.4964236807048,0.0,0.013933333333333336,0.4997393326748792,0.0,0.4997393326748792 -2018-01-01 14:27:00,99.5956894132963,110.50293594601618,0.0,0.013933333333333336,0.5157002719020436,0.0,0.5157002719020436 -2018-01-01 14:30:00,99.3896679305011,111.069177768169,0.0,0.013933333333333336,0.5333365689409844,0.0,0.5333365689409844 -2018-01-01 14:33:00,99.16541621457665,111.97646239928824,4.333333333333333,0.013933333333333336,0.5529124208471411,0.0,0.5529124208471411 -2018-01-01 14:36:00,98.91952256063934,112.94277089486437,0.0,0.3750416666666667,0.5748344747188832,0.0,0.5748344747188832 -2018-01-01 14:39:00,98.647774331296,113.68549605364623,0.0,0.013933333333333336,0.5996215452621242,0.0,0.5996215452621242 -2018-01-01 14:42:00,98.36108118623935,113.93010853559902,0.0,0.013933333333333336,0.6264140961624985,0.0,0.6264140961624985 -2018-01-01 14:45:00,98.07218847558917,113.41083011706904,0.0,0.013933333333333336,0.6540847492599657,0.0,0.6540847492599657 -2018-01-01 14:48:00,97.78927329938338,111.85836613776237,0.0,0.013933333333333336,0.6818425886893441,0.0,0.6818425886893441 -2018-01-01 14:51:00,97.51553779894988,108.99854589723218,0.0,0.013933333333333336,0.7093262550720024,0.0,0.7093262550720024 -2018-01-01 14:54:00,97.24908008551108,104.55213438201645,0.0,0.013933333333333336,0.7366757263822198,0.0,0.7366757263822198 -2018-01-01 14:57:00,96.98321955585132,101.51066634859683,0.0,0.013933333333333336,0.7645549886564834,0.0,0.7645549886564834 -2018-01-01 15:00:00,96.70773784950254,103.57321239338097,0.0,0.013933333333333336,0.7940709222987251,0.0,0.7940709222987251 -2018-01-01 15:03:00,96.41109138267726,105.40028767208247,0.0,0.013933333333333336,0.8265747744234504,0.0,0.8265747744234504 -2018-01-01 15:06:00,96.08293397479741,106.93912741406197,0.0,0.013933333333333336,0.8634090996265891,0.0,0.8634090996265891 -2018-01-01 15:09:00,95.71605806709822,108.1394849704231,0.0,0.013933333333333336,0.905691693024635,0.0,0.905691693024635 -2018-01-01 15:12:00,95.30729153691298,108.9548932930752,0.0,0.013933333333333336,0.9541876498048885,0.0,0.9541876498048885 -2018-01-01 15:15:00,94.85743237964022,109.34291433449684,0.0,0.013933333333333336,1.0092670998281381,0.0,1.0092670998281381 -2018-01-01 15:18:00,94.37057106316092,109.26465062551705,0.0,0.013933333333333336,1.07092081993232,0.0,1.07092081993232 -2018-01-01 15:21:00,93.85315512061847,108.68388208780371,0.0,0.013933333333333336,1.1388062837378214,0.0,1.1388062837378214 -2018-01-01 15:24:00,93.31304491395515,107.5661156368758,0.0,0.013933333333333336,1.2123061794411976,0.0,1.2123061794411976 -2018-01-01 15:27:00,92.75869676857015,105.89647467972901,0.0,0.013933333333333336,1.2905899079848324,0.0,1.2905899079848324 -2018-01-01 15:30:00,92.19852699012642,103.77276896658337,0.0,0.013933333333333336,1.3726735387117515,0.0,1.3726735387117515 -2018-01-01 15:33:00,91.64046037422933,101.46124236085524,0.0,0.013933333333333336,1.4574759422733807,0.0,1.4574759422733807 -2018-01-01 15:36:00,91.09164152108278,99.26495581516018,0.0,0.013933333333333336,1.5438696667202443,0.0,1.5438696667202443 -2018-01-01 15:39:00,90.55827758583949,97.48608039305562,0.0,0.013933333333333336,1.6307254811682177,0.0,1.6307254811682177 -2018-01-01 15:42:00,90.04558020133435,96.39055713419566,0.0,0.013933333333333336,1.7169498089584896,0.0,1.7169498089584896 -2018-01-01 15:45:00,89.55777773196515,96.03183582789362,0.0,0.013933333333333336,1.8015146291687898,0.0,1.8015146291687898 -2018-01-01 15:48:00,89.09817409285739,96.14516852164354,0.0,0.013933333333333336,1.883479821996212,0.0,1.883479821996212 -2018-01-01 15:51:00,88.66923564327558,96.39443929538203,0.0,0.013933333333333336,1.9620083117862457,0.0,1.9620083117862457 -2018-01-01 15:54:00,88.27269242991632,96.44276166848115,0.0,0.013933333333333336,2.036374671836787,0.0,2.036374671836787 -2018-01-01 15:57:00,87.90964403867108,95.99169949935305,0.0,0.013933333333333336,2.1059680711139905,0.0,2.1059680711139905 -2018-01-01 16:00:00,87.58066347028779,94.97695290776515,0.0,0.013933333333333336,2.1702905600793136,0.0,2.1702905600793136 -2018-01-01 16:03:00,87.28589485732145,93.68580688465951,0.0,0.013933333333333336,2.2289517215191585,0.0,2.2289517215191585 -2018-01-01 16:06:00,87.02514260327543,92.48340976598408,0.0,0.013933333333333336,2.2816606712166525,0.0,2.2816606712166525 -2018-01-01 16:09:00,86.79795077471508,91.73462345400071,0.0,0.013933333333333336,2.328216303582397,0.0,2.328216303582397 -2018-01-01 16:12:00,86.60367242851373,91.76631315878187,0.0,0.013933333333333336,2.3684965588163203,0.0,2.3684965588163203 -2018-01-01 16:15:00,86.44152910734944,92.67849540972813,0.0,0.013933333333333336,2.402447357449099,0.0,2.402447357449099 -2018-01-01 16:18:00,86.31066106653938,94.2310424993533,0.0,0.013933333333333336,2.4300717178947844,0.0,2.4300717178947844 -2018-01-01 16:21:00,86.21016896630165,96.10820764366707,0.0,0.013933333333333336,2.451419451711057,0.0,2.451419451711057 -2018-01-01 16:24:00,86.13914782266723,97.99422738395597,0.0,0.013933333333333336,2.4665777249394236,0.0,2.4665777249394236 -2018-01-01 16:27:00,86.09671399248441,99.6212532584903,0.0,0.013933333333333336,2.4756626847287184,0.0,2.4756626847287184 -2018-01-01 16:30:00,86.08202589878789,101.00888655719865,0.0,0.013933333333333336,2.478812278845583,0.0,2.478812278845583 -2018-01-01 16:33:00,86.09429910080438,102.60790243577503,0.0,0.013933333333333336,2.4761803405173035,0.0,2.4761803405173035 -2018-01-01 16:36:00,86.132816191819,104.96494476282923,0.0,0.013933333333333336,2.467931970110885,0.0,2.467931970110885 -2018-01-01 16:39:00,86.1969318790451,108.62672800501133,0.0,0.013933333333333336,2.4542402154202305,0.0,2.4542402154202305 -2018-01-01 16:42:00,86.286073472621,114.03130741110027,0.0,0.013933333333333336,2.4352840302022156,0.0,2.4352840302022156 -2018-01-01 16:45:00,86.39973689684396,120.96441737731058,0.0,0.013933333333333336,2.4112474719664982,0.0,2.4112474719664982 -2018-01-01 16:48:00,86.53747824910354,128.23326900903015,0.0,0.013933333333333336,2.3823200803551394,0.0,2.3823200803551394 -2018-01-01 16:51:00,86.69890088762705,134.4276614886204,0.0,0.013933333333333336,2.3486983519709157,0.0,2.3486983519709157 -2018-01-01 16:54:00,86.8836380488157,138.1374298374475,0.0,0.013933333333333336,2.3105881915908006,0.0,2.3105881915908006 -2018-01-01 16:57:00,87.09133110165749,138.09644555963337,0.0,0.013933333333333336,2.2682081696009138,0.0,2.2682081696009138 -2018-01-01 17:00:00,87.32160376171184,133.90269688230583,0.0,0.013933333333333336,2.2217933496376263,0.0,2.2217933496376263 -2018-01-01 17:03:00,87.5740329226157,126.45032350538261,0.0,0.013933333333333336,2.171599371098894,0.0,2.171599371098894 -2018-01-01 17:06:00,87.84811721171081,116.92143930886193,0.0,0.013933333333333336,2.117906386356757,0.0,2.117906386356757 -2018-01-01 17:09:00,88.14324490047834,106.49805854163031,0.0,0.013933333333333336,2.061022376964944,0.0,2.061022376964944 -2018-01-01 17:12:00,88.45866332435679,96.3620646572235,0.0,0.013933333333333336,2.0012853280249034,0.0,2.0012853280249034 -2018-01-01 17:15:00,88.79345237925942,87.69518235412959,0.0,0.013933333333333336,1.939063749169618,0.0,1.939063749169618 -2018-01-01 17:18:00,89.14650483521264,81.6789555124264,0.0,0.013933333333333336,1.8747551147745551,0.0,1.8747551147745551 -2018-01-01 17:21:00,89.51651602830856,79.49473366128842,0.0,0.013933333333333336,1.808781963415968,0.0,1.808781963415968 -2018-01-01 17:24:00,89.9019849044193,82.32366916265815,0.0,0.013933333333333336,1.7415856363924962,0.0,1.7415856363924962 -2018-01-01 17:27:00,90.30122742471806,86.63313806004705,0.0,0.013933333333333336,1.6736179148597095,0.0,1.6736179148597095 -2018-01-01 17:30:00,90.712402133423,86.23367254384932,0.0,0.013933333333333336,1.6053310861126349,0.0,1.6053310861126349 -2018-01-01 17:33:00,91.13354643263122,86.02765718647856,0.0,0.013933333333333336,1.537167179206487,0.0,1.537167179206487 -2018-01-01 17:36:00,91.56262102667472,86.01935941697253,0.0,0.013933333333333336,1.4695472170609118,0.0,1.4695472170609118 -2018-01-01 17:39:00,91.99755926783138,86.213002680751,0.0,0.013933333333333336,1.4028613181974234,0.0,1.4028613181974234 -2018-01-01 17:42:00,92.4363178514619,86.61281682013508,0.0,0.013933333333333336,1.337460355233646,0.0,1.337460355233646 -2018-01-01 17:45:00,92.87692546915659,87.22308753655234,0.0,0.013933333333333336,1.2736496705939762,0.0,1.2736496705939762 -2018-01-01 17:48:00,93.31752654897299,88.04820187635742,0.0,0.013933333333333336,1.211685105733065,0.0,1.211685105733065 -2018-01-01 17:51:00,93.75641796060737,89.0926873600664,0.0,0.013933333333333336,1.1517713613561862,0.0,1.1517713613561862 -2018-01-01 17:54:00,94.19207739908354,90.36124318700837,0.0,0.013933333333333336,1.0940625058967839,0.0,1.0940625058967839 -2018-01-01 17:57:00,94.6231829620815,91.85468888519657,0.0,0.013933333333333336,1.0386643069660941,0.0,1.0386643069660941 -2018-01-01 18:00:00,95.04862411855933,93.54960874209809,0.0,0.013933333333333336,0.9856379806408865,0.0,0.9856379806408865 -2018-01-01 18:03:00,95.4675047848232,95.3861358443745,0.0,0.013933333333333336,0.935004930427846,0.0,0.935004930427846 -2018-01-01 18:06:00,95.87913956793938,97.29646771643917,0.0,0.013933333333333336,0.8867520691770414,0.0,0.8867520691770414 -2018-01-01 18:09:00,96.28304441914752,99.2130065496091,0.0,0.013933333333333336,0.8408373684246634,0.0,0.8408373684246634 -2018-01-01 18:12:00,96.67892298967357,101.05887631557636,0.0,0.013933333333333336,0.7971953467061726,0.0,0.7971953467061726 -2018-01-01 18:15:00,97.06664993149556,102.70055390774993,0.0,0.013933333333333336,0.7557422799340762,0.0,0.7557422799340762 -2018-01-01 18:18:00,97.44625226896595,103.91943923520469,0.0,0.013933333333333336,0.7163809848673847,0.0,0.7163809848673847 -2018-01-01 18:21:00,97.81788981222712,104.47813030322011,0.0,0.013933333333333336,0.6790050860436594,0.0,0.6790050860436594 -2018-01-01 18:24:00,98.18183541265756,104.13934474428575,0.0,0.013933333333333336,0.6435027249429679,0.0,0.6435027249429679 -2018-01-01 18:27:00,98.53845569060955,102.70725625000989,26.333333333333332,0.013933333333333336,0.6097597071678089,0.0,0.6097597071678089 -2018-01-01 18:30:00,98.8881515961237,100.23421422391581,0.0,2.208375,0.5776658254379776,0.0,0.5776658254379776 -2018-01-01 18:33:00,99.22899862856235,97.14340457523106,0.0,0.013933333333333336,0.5473217876255023,0.0,0.5473217876255023 -2018-01-01 18:36:00,99.55910973307931,93.93972067982244,0.0,0.013933333333333336,0.5188073923493596,0.0,0.5188073923493596 -2018-01-01 18:39:00,99.8887427887766,91.13560830663101,0.0,0.013933333333333336,0.49118417397134373,0.0,0.49118417397134373 -2018-01-01 18:42:00,100.23676686687456,89.21518390848581,0.0,0.013933333333333336,0.462932670959458,0.0,0.462932670959458 -2018-01-01 18:45:00,100.62772268065874,88.43430655788372,0.0,0.013933333333333336,0.4323031297245489,0.0,0.4323031297245489 -2018-01-01 18:48:00,101.09114901347675,88.70205153156519,0.0,0.013933333333333336,0.3974958827062098,0.0,0.3974958827062098 -2018-01-01 18:51:00,101.65976023669779,89.85306735571642,0.0,0.013933333333333336,0.35698194385577586,0.0,0.35698194385577586 -2018-01-01 18:54:00,102.36313957647457,91.72129323513317,0.0,0.013933333333333336,0.3101560755018913,0.0,0.3101560755018913 -2018-01-01 18:57:00,103.22242050761633,94.13561209949758,0.0,0.013933333333333336,0.2577923846684504,0.0,0.2577923846684504 -2018-01-01 19:00:00,104.24846976838728,96.92573823847724,0.0,0.013933333333333336,0.20207448841464845,0.0,0.20207448841464845 -2018-01-01 19:03:00,105.44196640477074,99.92703890908477,0.0,0.013933333333333336,0.14632612202997458,0.0,0.14632612202997458 -2018-01-01 19:06:00,106.79433527316633,102.96882783103138,0.0,0.013933333333333336,0.09455645040589852,0.0,0.09455645040589852 -2018-01-01 19:09:00,108.28892663398872,105.87194384675979,0.0,0.013933333333333336,0.05092346314860965,0.0,0.05092346314860965 -2018-01-01 19:12:00,109.90211111695413,108.47028274755161,0.0,0.013933333333333336,0.01920056106539768,0.0,0.01920056106539768 -2018-01-01 19:15:00,111.60417757234319,110.71374875958512,0.0,0.013933333333333336,0.0023061117483718966,0.0,0.0023061117483718966 -2018-01-01 19:18:00,113.36013683522927,112.73027594998075,0.0,0.013933333333333336,0.0,0.0019341170453408376,0.0019341170453408376 -2018-01-01 19:21:00,115.13073713930879,114.68398332401014,0.0,0.013933333333333336,0.0,0.018316833341168248,0.018316833341168248 -2018-01-01 19:24:00,116.87407185129175,116.73577489285364,0.0,0.013933333333333336,0.0,0.05015597963182318,0.05015597963182318 -2018-01-01 19:27:00,118.5479630378577,119.0251728122943,0.0,0.013933333333333336,0.0,0.09475774252619876,0.09475774252619876 -2018-01-01 19:30:00,120.112874761883,121.57164867010985,0.0,0.013933333333333336,0.0,0.14837393250982128,0.14837393250982128 -2018-01-01 19:33:00,121.53474511319082,124.21665915798206,0.0,0.013933333333333336,0.0,0.20669183943828914,0.20669183943828914 -2018-01-01 19:36:00,122.7871016966965,126.76800852671079,0.0,0.013933333333333336,0.0,0.2653666993641266,0.2653666993641266 -2018-01-01 19:39:00,123.8521128427312,129.0418337575486,0.0,0.013933333333333336,0.0,0.32048639372382215,0.32048639372382215 -2018-01-01 19:42:00,124.72058439127507,130.86295109804018,0.0,0.013933333333333336,0.0,0.3688952260959245,0.3688952260959245 -2018-01-01 19:45:00,125.39114828875091,132.06430360099597,0.0,0.013933333333333336,0.0,0.40835487016271815,0.40835487016271815 -2018-01-01 19:48:00,125.86896526782624,132.4858130808036,0.0,0.013933333333333336,0.0,0.4375612512791137,0.4375612512791137 -2018-01-01 19:51:00,126.16423125058765,131.97294097070647,0.0,0.013933333333333336,0.0,0.4560570079137358,0.4560570079137358 -2018-01-01 19:54:00,126.2906994721425,130.37519740006462,0.0,0.013933333333333336,0.0,0.46408295883348716,0.46408295883348716 -2018-01-01 19:57:00,126.26434938230418,128.49958278010075,0.0,0.013933333333333336,0.0,0.4624056038516582,0.4624056038516582 -2018-01-01 20:00:00,126.10226775904144,127.66046010024453,0.0,0.013933333333333336,0.0,0.45214736079669365,0.45214736079669365 -2018-01-01 20:03:00,125.82176143891516,126.86570314131231,0.0,0.013933333333333336,0.0,0.43463595419139367,0.43463595419139367 -2018-01-01 20:06:00,125.43969237334335,126.12401014989419,0.0,0.013933333333333336,0.0,0.4112809930942837,0.4112809930942837 -2018-01-01 20:09:00,124.97201010528258,125.44331545420283,0.0,0.013933333333333336,0.0,0.3834798084597849,0.3834798084597849 -2018-01-01 20:12:00,124.43345008284402,124.83043370863965,0.0,0.013933333333333336,0.0,0.3525508578254937,0.3525508578254937 -2018-01-01 20:15:00,123.83736516408658,124.29084823281197,0.0,0.013933333333333336,0.0,0.31969097044694106,0.31969097044694106 -2018-01-01 20:18:00,123.19565982084562,123.82861212199869,0.0,0.013933333333333336,0.0,0.2859518901084423,0.2859518901084423 -2018-01-01 20:21:00,122.51880030171326,123.44633408371178,0.0,0.013933333333333336,0.0,0.2522315393956271,0.2522315393956271 -2018-01-01 20:24:00,121.8158783394178,123.14522512578034,0.0,0.013933333333333336,0.0,0.21927584549974513,0.21927584549974513 -2018-01-01 20:27:00,121.09471027704797,122.9223389457385,0.0,0.013933333333333336,0.0,0.18768760004675142,0.18768760004675142 -2018-01-01 20:30:00,120.36195741125167,122.75644773164629,0.0,0.013933333333333336,0.0,0.15793952163396408,0.15793952163396408 -2018-01-01 20:33:00,119.62325675774527,122.59962705371095,0.0,0.013933333333333336,0.0,0.13038935821390157,0.13038935821390157 -2018-01-01 20:36:00,118.88335429291389,122.39732175861954,0.0,0.013933333333333336,0.0,0.10529545845924597,0.10529545845924597 -2018-01-01 20:39:00,118.14623503463022,122.0941725054371,0.0,0.013933333333333336,0.0,0.08283173642967565,0.08283173642967565 -2018-01-01 20:42:00,117.41524614718065,121.64139150301904,0.0,0.013933333333333336,0.0,0.0631013495952938,0.0631013495952938 -2018-01-01 20:45:00,116.69321065403003,121.03313028641071,0.0,0.013933333333333336,0.0,0.04614871405397239,0.04614871405397239 -2018-01-01 20:48:00,115.98253038487493,120.3283368087829,0.0,0.013933333333333336,0.0,0.031969705158832754,0.031969705158832754 -2018-01-01 20:51:00,115.28527753284673,119.60009963179539,0.0,0.013933333333333336,0.0,0.020520051042990595,0.020520051042990595 -2018-01-01 20:54:00,114.60327470969634,118.92123147897783,0.0,0.013933333333333336,0.0,0.01172203473599578,0.01172203473599578 -2018-01-01 20:57:00,113.93816370919313,118.3523630035458,0.0,0.013933333333333336,0.0,0.005469690380758643,0.005469690380758643 -2018-01-01 21:00:00,113.29146336177251,117.88211051137952,0.0,0.013933333333333336,0.0,0.0016327212434233721,0.0016327212434233721 -2018-01-01 21:03:00,112.66461691957868,117.3911905672829,0.0,0.013933333333333336,0.0,5.939043519920683e-05,5.939043519920683e-05 -2018-01-01 21:06:00,112.05902937759977,116.73631190918613,0.0,0.013933333333333336,0.0005786461418565334,0.0,0.0005786461418565334 -2018-01-01 21:09:00,111.47609503659152,115.7741637532784,0.0,0.013933333333333336,0.003001746333544709,0.0,0.003001746333544709 -2018-01-01 21:12:00,110.9172154678484,114.3849422604952,0.0,0.013933333333333336,0.007123646222623841,0.0,0.007123646222623841 -2018-01-01 21:15:00,110.38380786982022,112.58988863838462,0.0,0.013933333333333336,0.012724406234779457,0.0,0.012724406234779457 -2018-01-01 21:18:00,109.87730363632653,110.62180690437073,0.0,0.013933333333333336,0.01957086837236287,0.0,0.01957086837236287 -2018-01-01 21:21:00,109.39913681586089,108.76051856823254,0.0,0.013933333333333336,0.02741883237474743,0.0,0.02741883237474743 -2018-01-01 21:24:00,108.95072206985836,107.28583348944571,0.0,0.013933333333333336,0.0360159363133561,0.0,0.0360159363133561 -2018-01-01 21:27:00,108.53342178323834,106.44713290556535,0.0,0.013933333333333336,0.04510540429951855,0.0,0.04510540429951855 -2018-01-01 21:30:00,108.14850219961322,106.31139067040226,0.0,0.013933333333333336,0.054430761415673386,0.0,0.054430761415673386 -2018-01-01 21:33:00,107.79707890449727,106.6719591409749,0.0,0.013933333333333336,0.06374152812549248,0.0,0.06374152812549248 -2018-01-01 21:36:00,107.48005270904866,107.26122221164891,0.0,0.013933333333333336,0.07279979129732168,0.0,0.07279979129732168 -2018-01-01 21:39:00,107.19803800763938,107.81130153048016,0.0,0.013933333333333336,0.08138740989931906,0.0,0.08138740989931906 -2018-01-01 21:42:00,106.95128694851749,108.08151457417642,0.0,0.013933333333333336,0.08931346170121242,0.0,0.08931346170121242 -2018-01-01 21:45:00,106.7396141373763,107.99596215604987,0.0,0.013933333333333336,0.09642139398033772,0.0,0.09642139398033772 -2018-01-01 21:48:00,106.5623278640131,107.72605514739405,0.0,0.013933333333333336,0.10259523624408788,0.0,0.10259523624408788 -2018-01-01 21:51:00,106.41817470314339,107.49772593847584,0.0,0.013933333333333336,0.10776420045818179,0.0,0.10776420045818179 -2018-01-01 21:54:00,106.3053044761986,107.53632108285322,0.0,0.013933333333333336,0.1119050633539651,0.0,0.1119050633539651 -2018-01-01 21:57:00,106.22126173040908,108.04712761896275,0.0,0.013933333333333336,0.11504190864692981,0.0,0.11504190864692981 -2018-01-01 22:00:00,106.16300802497499,109.11810451299755,0.0,0.013933333333333336,0.11724309055584728,0.0,0.11724309055584728 -2018-01-01 22:03:00,106.12697657640311,110.66155821209239,0.0,0.013933333333333336,0.11861562066381953,0.0,0.11861562066381953 -2018-01-01 22:06:00,106.10915759852104,112.55041038788369,0.0,0.013933333333333336,0.11929751295182851,0.0,0.11929751295182851 -2018-01-01 22:09:00,106.10520951139924,114.65721287054578,0.0,0.013933333333333336,0.11944887712071067,0.0,0.11944887712071067 -2018-01-01 22:12:00,106.11058862497941,116.85427145700532,0.0,0.013933333333333336,0.11924267444807032,0.0,0.11924267444807032 -2018-01-01 22:15:00,106.12068832936433,119.01378227444803,0.0,0.013933333333333336,0.11885602177692706,0.0,0.11885602177692706 -2018-01-01 22:18:00,106.13097842071011,121.00797141703893,0.0,0.013933333333333336,0.11846276324351472,0.0,0.11846276324351472 -2018-01-01 22:21:00,106.13713589546944,122.70922891158177,0.0,0.013933333333333336,0.11822777128471872,0.0,0.11822777128471872 -2018-01-01 22:24:00,106.1351601048322,123.99022935196678,0.0,0.013933333333333336,0.1183031478675793,0.0,0.1183031478675793 -2018-01-01 22:27:00,106.12146722624003,124.38976045400005,0.0,0.013933333333333336,0.1188262304076436,0.0,0.1188262304076436 -2018-01-01 22:30:00,106.09296122399135,123.63682513680263,0.0,0.013933333333333336,0.11991910536037184,0.0,0.11991910536037184 -2018-01-01 22:33:00,106.04708054164385,122.69909133676515,0.0,0.013933333333333336,0.12168921539926977,0.0,0.12168921539926977 -2018-01-01 22:36:00,105.98182149613805,121.58788360120703,0.0,0.013933333333333336,0.12423061263658496,0.0,0.12423061263658496 -2018-01-01 22:39:00,105.89574062797948,120.31508670295474,0.0,0.013933333333333336,0.12762544518065877,0.0,0.12762544518065877 -2018-01-01 22:42:00,105.787939087786,118.89313589735556,0.0,0.013933333333333336,0.13194534485379125,0.0,0.13194534485379125 -2018-01-01 22:45:00,105.65803255003019,117.33499152835483,0.0,0.013933333333333336,0.13725248664869685,0.0,0.13725248664869685 -2018-01-01 22:48:00,105.50611021592285,115.6541015345068,0.0,0.013933333333333336,0.14360019556212447,0.0,0.14360019556212447 -2018-01-01 22:51:00,105.33268628702442,113.86435530588884,0.0,0.013933333333333336,0.15103306960430846,0.0,0.15103306960430846 -2018-01-01 22:54:00,105.13864694434403,111.98003204834234,0.0,0.013933333333333336,0.15958666088123435,0.0,0.15958666088123435 -2018-01-01 22:57:00,104.92519542777859,110.0230432155551,0.0,0.013933333333333336,0.16928680672415822,0.0,0.16928680672415822 -2018-01-01 23:00:00,104.69379733573874,108.05936173547386,0.0,0.013933333333333336,0.18014873075635657,0.0,0.18014873075635657 -2018-01-01 23:03:00,104.44612779685878,106.22085894427875,0.0,0.013933333333333336,0.19217604276425532,0.0,0.19217604276425532 -2018-01-01 23:06:00,104.18402173272494,104.6541760640909,0.0,0.013933333333333336,0.20535976061555022,0.0,0.20535976061555022 -2018-01-01 23:09:00,103.90942804881313,103.50608342256939,0.0,0.013933333333333336,0.21967746177049277,0.0,0.21967746177049277 -2018-01-01 23:12:00,103.62436826761564,102.90430762890176,0.0,0.013933333333333336,0.2350926502897594,0.0,0.2350926502897594 -2018-01-01 23:15:00,103.33089985421701,102.8618435371153,0.0,0.013933333333333336,0.2515544010657955,0.0,0.2515544010657955 -2018-01-01 23:18:00,103.0310842771407,103.2195308537382,0.0,0.013933333333333336,0.2689973188851913,0.0,0.2689973188851913 -2018-01-01 23:21:00,102.72695969045955,103.77993498908172,0.0,0.013933333333333336,0.28734182766769517,0.0,0.28734182766769517 -2018-01-01 23:24:00,102.42051801007932,104.34558259321872,0.0,0.013933333333333336,0.30649478593540813,0.0,0.30649478593540813 -2018-01-01 23:27:00,102.11368608059769,104.73142774163406,0.0,0.013933333333333336,0.32635040880386096,0.0,0.32635040880386096 -2018-01-01 23:30:00,101.80831058230461,104.82726746287562,0.0,0.013933333333333336,0.3467914647028569,0.0,0.3467914647028569 -2018-01-01 23:33:00,101.50614630442924,104.63518801622641,0.0,0.013933333333333336,0.36769070648873725,0.0,0.36769070648873725 -2018-01-01 23:36:00,101.2088474051377,104.18215057438792,0.0,0.013933333333333336,0.3889124912769325,0.0,0.3889124912769325 -2018-01-01 23:39:00,100.91796128636038,103.49501149886015,0.0,0.013933333333333336,0.4103145407794532,0.0,0.4103145407794532 -2018-01-01 23:42:00,100.63492472841037,102.60596669610223,0.0,0.013933333333333336,0.4317497937089418,0.0,0.4317497937089418 -2018-01-01 23:45:00,100.36106195242854,101.5797938577447,0.0,0.013933333333333336,0.4530683034421087,0.0,0.4530683034421087 -2018-01-01 23:48:00,100.09758430550157,100.53019850096358,0.0,0.013933333333333336,0.4741191371828143,0.0,0.4741191371828143 -2018-01-01 23:51:00,99.84559129196563,99.5816718300199,0.0,0.013933333333333336,0.49475223693092235,0.0,0.49475223693092235 -2018-01-01 23:54:00,99.6060727035194,98.85859458603656,0.0,0.013933333333333336,0.5148202073054415,0.0,0.5148202073054415 -2018-01-01 23:57:00,99.37991162931172,98.46709022686234,0.0,0.013933333333333336,0.5341800003954523,0.0,0.5341800003954523 -2018-01-02 00:00:00,99.16788815443039,98.40428067821406,0.0,0.013933333333333336,0.5526944730822269,0.0,0.5526944730822269 -2018-01-02 00:03:00,98.97068358074165,98.50384175155614,0.0,0.013933333333333336,0.5702337974982856,0.0,0.5702337974982856 -2018-01-02 00:06:00,98.78888502753802,98.56305443835086,0.0,0.013933333333333336,0.5866767103154471,0.0,0.5866767103154471 -2018-01-02 00:09:00,98.6229902908161,98.37910877758051,0.0,0.013933333333333336,0.601911591273422,0.0,0.601911591273422 -2018-01-02 00:12:00,98.47341285919808,97.77659078357448,0.0,0.013933333333333336,0.6158373656942564,0.0,0.6158373656942564 -2018-01-02 00:15:00,98.34048700157705,96.74489731467811,0.0,0.013933333333333336,0.6283642296244546,0.0,0.6283642296244546 -2018-01-02 00:18:00,98.22447285660675,95.52068704578176,0.0,0.013933333333333336,0.6394141996763154,0.0,0.6394141996763154 -2018-01-02 00:21:00,98.12556146729781,94.39551180077872,0.0,0.013933333333333336,0.6489214925926063,0.0,0.6489214925926063 -2018-01-02 00:24:00,98.04387971537886,93.66085760128342,0.0,0.013933333333333336,0.6568327420366449,0.0,0.6568327420366449 -2018-01-02 00:27:00,97.97949511988392,93.57809928605226,0.0,0.013933333333333336,0.6631070621290895,0.0,0.6631070621290895 -2018-01-02 00:30:00,97.93242047280222,94.2282540732954,0.0,0.013933333333333336,0.6677159688360519,0.0,0.6677159688360519 -2018-01-02 00:33:00,97.90261829172164,95.42183539786876,0.0,0.013933333333333336,0.6706431714909002,0.0,0.6706431714909002 -2018-01-02 00:36:00,97.89000507536602,96.90920881313266,0.0,0.013933333333333336,0.671884247537565,0.0,0.671884247537565 -2018-01-02 00:39:00,97.8944553529019,98.44069656079165,0.0,0.013933333333333336,0.6714462140546101,0.0,0.6714462140546101 -2018-01-02 00:42:00,97.91580552200222,99.76658147955217,0.0,0.013933333333333336,0.6693470097936658,0.0,0.6693470097936658 -2018-01-02 00:45:00,97.95385747401701,100.63711070131374,0.0,0.013933333333333336,0.665614901382182,0.0,0.665614901382182 -2018-01-02 00:48:00,98.00838200731931,100.80249913507903,0.0,0.013933333333333336,0.660287827036557,0.0,0.660287827036557 -2018-01-02 00:51:00,98.07912203205876,100.01293274111487,0.0,0.013933333333333336,0.653412690644099,0.0,0.653412690644099 -2018-01-02 00:54:00,98.16579557125203,98.01857159974469,0.0,0.013933333333333336,0.6450446184350873,0.0,0.6450446184350873 -2018-01-02 00:57:00,98.26809856443657,97.34465839494673,0.0,0.013933333333333336,0.6352461897124069,0.0,0.6352461897124069 -2018-01-02 01:00:00,98.38570748107875,100.79955350524585,0.0,0.013933333333333336,0.6240866522641013,0.0,0.6240866522641013 -2018-01-02 01:03:00,98.51828175161351,103.28916812914471,0.0,0.013933333333333336,0.6116411321823951,0.0,0.6116411321823951 -2018-01-02 01:06:00,98.66546602444657,104.98282806254123,0.0,0.013933333333333336,0.5979898468732043,0.0,0.5979898468732043 -2018-01-02 01:09:00,98.82689225751652,106.04984571980688,0.0,0.013933333333333336,0.58321732908499,0.0,0.58321732908499 -2018-01-02 01:12:00,99.00218165312492,106.6595221205373,0.0,0.013933333333333336,0.5674116688333211,0.0,0.5674116688333211 -2018-01-02 01:15:00,99.19094644472898,106.98114872536806,0.0,0.013933333333333336,0.5506637791619782,0.0,0.5506637791619782 -2018-01-02 01:18:00,99.39279154428047,107.18400912947942,0.0,0.013933333333333336,0.5330666907767162,0.0,0.5330666907767162 -2018-01-02 01:21:00,99.60731605850518,107.4373806222512,0.0,0.013933333333333336,0.5147148797234412,0.0,0.5147148797234412 -2018-01-02 01:24:00,99.83411468227095,107.91053562129906,0.0,0.013933333333333336,0.4957036314670351,0.0,0.4957036314670351 -2018-01-02 01:27:00,100.0727789769003,108.74410246183753,0.0,0.013933333333333336,0.47612844396590925,0.0,0.47612844396590925 -2018-01-02 01:30:00,100.32289854096189,109.90686396798165,0.0,0.013933333333333336,0.4560844716355533,0.0,0.4560844716355533 -2018-01-02 01:33:00,100.58406208073313,111.10983697535559,0.0,0.013933333333333336,0.43566601145267536,0.0,0.43566601145267536 -2018-01-02 01:36:00,100.85585838716963,112.00675702804452,0.0,0.013933333333333336,0.41496603187372416,0.0,0.41496603187372416 -2018-01-02 01:39:00,101.13787722585863,112.25136035133406,0.0,0.013933333333333336,0.3940757447246889,0.0,0.3940757447246889 -2018-01-02 01:42:00,101.4297101460721,111.54203244700096,0.0,0.013933333333333336,0.3730842197643306,0.0,0.3730842197643306 -2018-01-02 01:45:00,101.73095121467995,109.84504764954738,0.0,0.013933333333333336,0.3520780412267568,0.0,0.3520780412267568 -2018-01-02 01:48:00,102.04119768033615,107.52851309192155,0.0,0.013933333333333336,0.3311410053103112,0.0,0.3311410053103112 -2018-01-02 01:51:00,102.36005057301267,105.04983500993184,0.0,0.013933333333333336,0.3103538572938523,0.0,0.3103538572938523 -2018-01-02 01:54:00,102.68711524363161,102.86642378267541,0.0,0.013933333333333336,0.28979406672584634,0.0,0.28979406672584634 -2018-01-02 01:57:00,103.02200184823418,101.40129557192367,0.0,0.013933333333333336,0.2695356389425434,0.0,0.2695356389425434 -2018-01-02 02:00:00,103.36432578082898,100.87107845638883,0.0,0.013933333333333336,0.24964896102452658,0.0,0.24964896102452658 -2018-01-02 02:03:00,103.71370805877933,101.18281624346761,0.0,0.013933333333333336,0.23020068019289133,0.0,0.23020068019289133 -2018-01-02 02:06:00,104.0697756643244,102.17476086700069,0.0,0.013933333333333336,0.21125361257253714,0.0,0.21125361257253714 -2018-01-02 02:09:00,104.43216184557639,103.6851704278684,0.0,0.013933333333333336,0.19286668020755932,0.0,0.19286668020755932 -2018-01-02 02:12:00,104.80050638010192,105.54658328523507,0.0,0.013933333333333336,0.17509487419791003,0.0,0.17509487419791003 -2018-01-02 02:15:00,105.17445580397205,107.55718737353335,0.0,0.013933333333333336,0.15798924183483543,0.0,0.15798924183483543 -2018-01-02 02:18:00,105.55366360896082,109.46364185609897,0.0,0.013933333333333336,0.14159689564068353,0.0,0.14159689564068353 -2018-01-02 02:21:00,105.93779041037774,111.00116059555737,0.0,0.013933333333333336,0.12596104226449406,0.0,0.12596104226449406 -2018-01-02 02:24:00,106.32650408783894,111.90496467291777,0.0,0.013933333333333336,0.11112102924456245,0.0,0.11112102924456245 -2018-01-02 02:27:00,106.71947990111556,111.94490036030444,0.0,0.013933333333333336,0.09711240772080762,0.0,0.09711240772080762 -2018-01-02 02:30:00,107.11640058304076,111.09852846470955,0.0,0.013933333333333336,0.08396700926065137,0.0,0.08396700926065137 -2018-01-02 02:33:00,107.51695641131252,109.65497795272579,0.0,0.013933333333333336,0.07171303505023359,0.0,0.07171303505023359 -2018-01-02 02:36:00,107.92084526089513,107.9726210687713,0.0,0.013933333333333336,0.060375155795991245,0.0,0.060375155795991245 -2018-01-02 02:39:00,108.32777263859754,106.40983767824197,0.0,0.013933333333333336,0.04997462077843482,0.0,0.04997462077843482 -2018-01-02 02:42:00,108.7374517012918,105.29778566153543,0.0,0.013933333333333336,0.040529374598786826,0.0,0.040529374598786826 -2018-01-02 02:45:00,109.14960325912797,104.80425277424848,0.0,0.013933333333333336,0.032054180258579985,0.0,0.032054180258579985 -2018-01-02 02:48:00,109.56395576500242,104.8519677524003,0.0,0.013933333333333336,0.024560747311556996,0.0,0.024560747311556996 -2018-01-02 02:51:00,109.98024529144666,105.30920770062679,0.0,0.013933333333333336,0.018057863924873335,0.0,0.018057863924873335 -2018-01-02 02:54:00,110.39821549601749,106.04425732055095,0.0,0.013933333333333336,0.01255153178233691,0.0,0.01255153178233691 -2018-01-02 02:57:00,110.81761757619188,106.92771463762443,0.0,0.013933333333333336,0.0080451028553134,0.0,0.0080451028553134 -2018-01-02 03:00:00,111.23821021469865,107.84401979203811,0.0,0.013933333333333336,0.004539417156414151,0.0,0.004539417156414151 -2018-01-02 03:03:00,111.65975951614996,108.6983722836774,0.0,0.013933333333333336,0.0020329406770726523,0.0,0.0020329406770726523 -2018-01-02 03:06:00,112.08203893577584,109.40059052406313,0.0,0.013933333333333336,0.0005219027919162697,0.0,0.0005219027919162697 -2018-01-02 03:09:00,112.50482920100683,109.86050022332017,0.0,0.013933333333333336,4.324904969064426e-07,0.0,4.324904969064426e-07 -2018-01-02 03:12:00,112.92791822659635,109.98793430742776,0.0,0.013933333333333336,0.0,0.00046069287020954734,0.00046069287020954734 -2018-01-02 03:15:00,113.35110102392659,109.6927328294403,0.0,0.013933333333333336,0.0,0.001893013393043506,0.001893013393043506 -2018-01-02 03:18:00,113.77417960509533,108.88474287529178,0.0,0.013933333333333336,0.0,0.0042860194731744765,0.0042860194731744765 -2018-01-02 03:21:00,114.19696288233874,107.47381846475272,0.0,0.013933333333333336,0.0,0.007626759022317119,0.007626759022317119 -2018-01-02 03:24:00,114.61926656330738,105.36982044806939,0.0,0.013933333333333336,0.0,0.0119008256353232,0.0119008256353232 -2018-01-02 03:27:00,115.0409130426751,103.57992475589387,0.0,0.013933333333333336,0.0,0.017092478149827256,0.017092478149827256 -2018-01-02 03:30:00,115.4617312905273,103.78182054300237,0.0,0.013933333333333336,0.0,0.02318475636086469,0.02318475636086469 -2018-01-02 03:33:00,115.88155673794398,104.97863174549809,0.0,0.013933333333333336,0.0,0.030159592714658692,0.030159592714658692 -2018-01-02 03:36:00,116.30023116016375,106.92078565823142,0.0,0.013933333333333336,0.0,0.03799791984510646,0.03799791984510646 -2018-01-02 03:39:00,116.7176025576872,109.35871584102313,0.0,0.013933333333333336,0.0,0.04667977385225029,0.04667977385225029 -2018-01-02 03:42:00,117.13352503565454,112.0428619986047,0.0,0.013933333333333336,0.0,0.056184393254399306,0.056184393254399306 -2018-01-02 03:45:00,117.54785868180645,114.72366985904023,0.0,0.013933333333333336,0.0,0.06649031357459227,0.06649031357459227 -2018-01-02 03:48:00,117.96046944331766,117.15159105092482,0.0,0.013933333333333336,0.0,0.07757545754809178,0.07757545754809178 -2018-01-02 03:51:00,118.37122900277046,119.077082979635,0.0,0.013933333333333336,0.0,0.0894172209608243,0.0894172209608243 -2018-01-02 03:54:00,118.78001465351682,120.25060870288547,0.0,0.013933333333333336,0.0,0.10199255414913916,0.10199255414913916 -2018-01-02 03:57:00,119.18670917466062,120.46332874241222,0.0,0.013933333333333336,0.0,0.11527803920925045,0.11527803920925045 -2018-01-02 04:00:00,119.59120070587323,119.7505606417499,0.0,0.013933333333333336,0.0,0.12924996298046781,0.12924996298046781 -2018-01-02 04:03:00,119.99338262224154,118.5138546508103,0.0,0.013933333333333336,0.0,0.14388438587998095,0.14388438587998095 -2018-01-02 04:06:00,120.39315340933193,117.23615004478756,0.0,0.013933333333333336,0.0,0.15915720667843275,0.15915720667843275 -2018-01-02 04:09:00,120.79041653864005,116.40039112630748,0.0,0.013933333333333336,0.0,0.17504422331566014,0.17504422331566014 -2018-01-02 04:12:00,121.1850803435837,116.43327730772697,0.0,0.013933333333333336,0.0,0.1915211898638674,0.1915211898638674 -2018-01-02 04:15:00,121.57705789618375,117.42401402004768,0.0,0.013933333333333336,0.0,0.20856386975263178,0.20856386975263178 -2018-01-02 04:18:00,121.96626688456624,118.95556320962,0.0,0.013933333333333336,0.0,0.2261480853751095,0.2261480853751095 -2018-01-02 04:21:00,122.35262949140933,120.498391770816,0.0,0.013933333333333336,0.0,0.24424976419946148,0.24424976419946148 -2018-01-02 04:24:00,122.73607227344704,121.5229710121898,0.0,0.013933333333333336,0.0,0.2628449815120826,0.2628449815120826 -2018-01-02 04:27:00,123.11652604213364,121.5603273782906,0.0,0.013933333333333336,0.0,0.2819099999218869,0.2819099999218869 -2018-01-02 04:30:00,123.49392574556319,120.50479653885697,0.0,0.013933333333333336,0.0,0.3014213057555275,0.3014213057555275 -2018-01-02 04:33:00,123.86821035172993,118.7956757962452,0.0,0.013933333333333336,0.0,0.32135564247439086,0.32135564247439086 -2018-01-02 04:36:00,124.23932273320838,116.9933680788578,0.0,0.013933333333333336,0.0,0.3416900412436866,0.3416900412436866 -2018-01-02 04:39:00,124.60720955332314,115.65828014373562,0.0,0.013933333333333336,0.0,0.3624018487830215,0.3624018487830215 -2018-01-02 04:42:00,124.97182115387338,115.28676850046276,0.0,0.013933333333333336,0.0,0.3834687526268055,0.3834687526268055 -2018-01-02 04:45:00,125.33311144446799,115.99086948346942,0.0,0.013933333333333336,0.0,0.4048688039206058,0.4048688039206058 -2018-01-02 04:48:00,125.69103779352386,117.30613725257763,0.0,0.013933333333333336,0.0,0.42658043787760414,0.42658043787760414 -2018-01-02 04:51:00,126.04556092097182,118.64002142822721,0.0,0.013933333333333336,0.0,0.4485824920165765,0.4485824920165765 -2018-01-02 04:54:00,126.39664479271016,119.39997491194302,0.0,0.013933333333333336,0.0,0.47085422230007257,0.47085422230007257 -2018-01-02 04:57:00,126.74425651684106,119.06550051878304,0.0,0.013933333333333336,0.0,0.4933753172883314,0.4933753172883314 -2018-01-02 05:00:00,127.08836624171927,117.54838455882035,0.0,0.013933333333333336,0.0,0.5161259104211231,0.5161259104211231 -2018-01-02 05:03:00,127.42894705583865,115.40883694683896,0.0,0.013933333333333336,0.0,0.5390865905363824,0.5390865905363824 -2018-01-02 05:06:00,127.76597488957799,113.35116394580558,0.0,0.013933333333333336,0.0,0.562238410730888,0.562238410730888 -2018-01-02 05:09:00,128.09942841882315,112.07967459625037,0.0,0.013933333333333336,0.0,0.5855628956646749,0.5855628956646749 -2018-01-02 05:12:00,128.4292889704786,112.22677938014385,0.0,0.013933333333333336,0.0,0.6090420474069699,0.6090420474069699 -2018-01-02 05:15:00,128.7555404298789,113.99348392265246,0.0,0.013933333333333336,0.0,0.6326583499179972,0.6326583499179972 -2018-01-02 05:18:00,129.07816915010645,116.93368517780732,0.0,0.013933333333333336,0.0,0.6563947722570926,0.6563947722570926 -2018-01-02 05:21:00,129.39716386321913,120.45748002612613,0.0,0.013933333333333336,0.0,0.6802347706037886,0.6802347706037886 -2018-01-02 05:24:00,129.71251559338864,123.97496766912356,0.0,0.013933333333333336,0.0,0.7041622891750788,0.7041622891750788 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01:06:00,98.66546602444632,104.98282806254096,0.0,0.013933333333333336,0.5979898468732306,0.0,0.5979898468732306 +2018-01-02 01:09:00,98.82689225751625,106.04984571980661,0.0,0.013933333333333336,0.583217329085016,0.0,0.583217329085016 +2018-01-02 01:12:00,99.00218165312467,106.65952212053708,0.0,0.013933333333333336,0.5674116688333402,0.0,0.5674116688333402 +2018-01-02 01:15:00,99.19094644472875,106.98114872536783,0.0,0.013933333333333336,0.5506637791619906,0.0,0.5506637791619906 +2018-01-02 01:18:00,99.39279154428024,107.18400912947916,0.0,0.013933333333333336,0.5330666907767346,0.0,0.5330666907767346 +2018-01-02 01:21:00,99.60731605850495,107.43738062225097,0.0,0.013933333333333336,0.5147148797234655,0.0,0.5147148797234655 +2018-01-02 01:24:00,99.83411468227075,107.91053562129886,0.0,0.013933333333333336,0.4957036314670471,0.0,0.4957036314670471 +2018-01-02 01:27:00,100.07277897690008,108.74410246183733,0.0,0.013933333333333336,0.47612844396592685,0.0,0.47612844396592685 +2018-01-02 01:30:00,100.32289854096172,109.90686396798148,0.0,0.013933333333333336,0.45608447163556487,0.0,0.45608447163556487 +2018-01-02 01:33:00,100.58406208073296,111.10983697535539,0.0,0.013933333333333336,0.43566601145269224,0.0,0.43566601145269224 +2018-01-02 01:36:00,100.85585838716946,112.00675702804435,0.0,0.013933333333333336,0.41496603187373504,0.0,0.41496603187373504 +2018-01-02 01:39:00,101.13787722585846,112.25136035133389,0.0,0.013933333333333336,0.39407574472469953,0.0,0.39407574472469953 +2018-01-02 01:42:00,101.42971014607194,111.54203244700079,0.0,0.013933333333333336,0.37308421976434614,0.0,0.37308421976434614 +2018-01-02 01:45:00,101.7309512146798,109.84504764954727,0.0,0.013933333333333336,0.3520780412267719,0.0,0.3520780412267719 +2018-01-02 01:48:00,102.04119768033604,107.52851309192144,0.0,0.013933333333333336,0.331141005310321,0.0,0.331141005310321 +2018-01-02 01:51:00,102.36005057301257,105.04983500993171,0.0,0.013933333333333336,0.31035385729386167,0.0,0.31035385729386167 +2018-01-02 01:54:00,102.6871152436315,102.8664237826753,0.0,0.013933333333333336,0.2897940667258509,0.0,0.2897940667258509 +2018-01-02 01:57:00,103.02200184823408,101.40129557192355,0.0,0.013933333333333336,0.26953563894254773,0.0,0.26953563894254773 +2018-01-02 02:00:00,103.36432578082889,100.87107845638874,0.0,0.013933333333333336,0.24964896102453088,0.0,0.24964896102453088 +2018-01-02 02:03:00,103.71370805877925,101.18281624346753,0.0,0.013933333333333336,0.23020068019289536,0.0,0.23020068019289536 +2018-01-02 02:06:00,104.06977566432431,102.1747608670006,0.0,0.013933333333333336,0.21125361257254102,0.0,0.21125361257254102 +2018-01-02 02:09:00,104.43216184557633,103.68517042786831,0.0,0.013933333333333336,0.19286668020755932,0.0,0.19286668020755932 +2018-01-02 02:12:00,104.80050638010188,105.54658328523502,0.0,0.013933333333333336,0.17509487419791359,0.0,0.17509487419791359 +2018-01-02 02:15:00,105.17445580397197,107.55718737353328,0.0,0.013933333333333336,0.1579892418348388,0.0,0.1579892418348388 +2018-01-02 02:18:00,105.55366360896076,109.46364185609892,0.0,0.013933333333333336,0.14159689564068673,0.0,0.14159689564068673 +2018-01-02 02:21:00,105.93779041037769,111.00116059555732,0.0,0.013933333333333336,0.12596104226449406,0.0,0.12596104226449406 +2018-01-02 02:24:00,106.32650408783888,111.90496467291771,0.0,0.013933333333333336,0.11112102924456245,0.0,0.11112102924456245 +2018-01-02 02:27:00,106.71947990111553,111.94490036030442,0.0,0.013933333333333336,0.09711240772080762,0.0,0.09711240772080762 +2018-01-02 02:30:00,107.11640058304074,111.09852846470952,0.0,0.013933333333333336,0.08396700926065137,0.0,0.08396700926065137 +2018-01-02 02:33:00,107.51695641131252,109.65497795272574,0.0,0.013933333333333336,0.07171303505023359,0.0,0.07171303505023359 +2018-01-02 02:36:00,107.9208452608951,107.97262106877128,0.0,0.013933333333333336,0.060375155795993334,0.0,0.060375155795993334 +2018-01-02 02:39:00,108.32777263859751,106.40983767824196,0.0,0.013933333333333336,0.0499746207784367,0.0,0.0499746207784367 +2018-01-02 02:42:00,108.7374517012918,105.29778566153541,0.0,0.013933333333333336,0.040529374598786826,0.0,0.040529374598786826 +2018-01-02 02:45:00,109.14960325912793,104.80425277424845,0.0,0.013933333333333336,0.032054180258581505,0.0,0.032054180258581505 +2018-01-02 02:48:00,109.56395576500239,104.85196775240027,0.0,0.013933333333333336,0.02456074731155833,0.0,0.02456074731155833 +2018-01-02 02:51:00,109.98024529144669,105.30920770062679,0.0,0.013933333333333336,0.01805786392487105,0.0,0.01805786392487105 +2018-01-02 02:54:00,110.39821549601751,106.04425732055097,0.0,0.013933333333333336,0.01255153178233691,0.0,0.01255153178233691 +2018-01-02 02:57:00,110.81761757619194,106.92771463762446,0.0,0.013933333333333336,0.008045102855312642,0.0,0.008045102855312642 +2018-01-02 03:00:00,111.23821021469871,107.84401979203815,0.0,0.013933333333333336,0.004539417156414151,0.0,0.004539417156414151 +2018-01-02 03:03:00,111.65975951615002,108.69837228367746,0.0,0.013933333333333336,0.0020329406770726523,0.0,0.0020329406770726523 +2018-01-02 03:06:00,112.08203893577591,109.40059052406318,0.0,0.013933333333333336,0.0005219027919160761,0.0,0.0005219027919160761 +2018-01-02 03:09:00,112.50482920100688,109.86050022332024,0.0,0.013933333333333336,4.3249049690086806e-07,0.0,4.3249049690086806e-07 +2018-01-02 03:12:00,112.92791822659638,109.98793430742782,0.0,0.013933333333333336,0.0,0.00046069287020954734,0.00046069287020954734 +2018-01-02 03:15:00,113.35110102392665,109.69273282944036,0.0,0.013933333333333336,0.0,0.0018930133930438746,0.0018930133930438746 +2018-01-02 03:18:00,113.77417960509538,108.8847428752918,0.0,0.013933333333333336,0.0,0.004286019473175031,0.004286019473175031 +2018-01-02 03:21:00,114.1969628823388,107.47381846475277,0.0,0.013933333333333336,0.0,0.007626759022317119,0.007626759022317119 +2018-01-02 03:24:00,114.61926656330745,105.36982044806945,0.0,0.013933333333333336,0.0,0.011900825635324123,0.011900825635324123 +2018-01-02 03:27:00,115.04091304267516,103.57992475589394,0.0,0.013933333333333336,0.0,0.017092478149827256,0.017092478149827256 +2018-01-02 03:30:00,115.46173129052735,103.78182054300244,0.0,0.013933333333333336,0.0,0.02318475636086469,0.02318475636086469 +2018-01-02 03:33:00,115.88155673794407,104.97863174549815,0.0,0.013933333333333336,0.0,0.030159592714660163,0.030159592714660163 +2018-01-02 03:36:00,116.3002311601638,106.92078565823148,0.0,0.013933333333333336,0.0,0.03799791984510977,0.03799791984510977 +2018-01-02 03:39:00,116.71760255768726,109.35871584102316,0.0,0.013933333333333336,0.0,0.04667977385225029,0.04667977385225029 +2018-01-02 03:42:00,117.1335250356546,112.04286199860476,0.0,0.013933333333333336,0.0,0.05618439325440132,0.05618439325440132 +2018-01-02 03:45:00,117.5478586818065,114.72366985904029,0.0,0.013933333333333336,0.0,0.06649031357459444,0.06649031357459444 +2018-01-02 03:48:00,117.96046944331775,117.15159105092488,0.0,0.013933333333333336,0.0,0.07757545754809178,0.07757545754809178 +2018-01-02 03:51:00,118.37122900277052,119.07708297963507,0.0,0.013933333333333336,0.0,0.08941722096082683,0.08941722096082683 +2018-01-02 03:54:00,118.7800146535169,120.25060870288553,0.0,0.013933333333333336,0.0,0.10199255414914457,0.10199255414914457 +2018-01-02 03:57:00,119.18670917466069,120.4633287424123,0.0,0.013933333333333336,0.0,0.11527803920925334,0.11527803920925334 +2018-01-02 04:00:00,119.59120070587328,119.75056064174997,0.0,0.013933333333333336,0.0,0.12924996298047392,0.12924996298047392 +2018-01-02 04:03:00,119.99338262224161,118.51385465081037,0.0,0.013933333333333336,0.0,0.14388438587998095,0.14388438587998095 +2018-01-02 04:06:00,120.393153409332,117.23615004478765,0.0,0.013933333333333336,0.0,0.1591572066784362,0.1591572066784362 +2018-01-02 04:09:00,120.79041653864013,116.40039112630757,0.0,0.013933333333333336,0.0,0.17504422331566014,0.17504422331566014 +2018-01-02 04:12:00,121.18508034358379,116.43327730772702,0.0,0.013933333333333336,0.0,0.19152118986387473,0.19152118986387473 +2018-01-02 04:15:00,121.57705789618379,117.42401402004774,0.0,0.013933333333333336,0.0,0.20856386975263178,0.20856386975263178 +2018-01-02 04:18:00,121.9662668845663,118.95556320962007,0.0,0.013933333333333336,0.0,0.2261480853751135,0.2261480853751135 +2018-01-02 04:21:00,122.35262949140937,120.49839177081606,0.0,0.013933333333333336,0.0,0.24424976419946148,0.24424976419946148 +2018-01-02 04:24:00,122.73607227344709,121.52297101218986,0.0,0.013933333333333336,0.0,0.2628449815120869,0.2628449815120869 +2018-01-02 04:27:00,123.1165260421337,121.56032737829065,0.0,0.013933333333333336,0.0,0.28190999992189597,0.28190999992189597 +2018-01-02 04:30:00,123.49392574556325,120.50479653885702,0.0,0.013933333333333336,0.0,0.30142130575553217,0.30142130575553217 +2018-01-02 04:33:00,123.86821035173,118.79567579624525,0.0,0.013933333333333336,0.0,0.32135564247439574,0.32135564247439574 +2018-01-02 04:36:00,124.23932273320844,116.99336807885786,0.0,0.013933333333333336,0.0,0.34169004124369157,0.34169004124369157 +2018-01-02 04:39:00,124.60720955332323,115.65828014373568,0.0,0.013933333333333336,0.0,0.36240184878302656,0.36240184878302656 +2018-01-02 04:42:00,124.97182115387346,115.28676850046281,0.0,0.013933333333333336,0.0,0.3834687526268055,0.3834687526268055 +2018-01-02 04:45:00,125.33311144446805,115.99086948346948,0.0,0.013933333333333336,0.0,0.40486880392061114,0.40486880392061114 +2018-01-02 04:48:00,125.69103779352395,117.30613725257768,0.0,0.013933333333333336,0.0,0.42658043787760414,0.42658043787760414 +2018-01-02 04:51:00,126.04556092097187,118.6400214282273,0.0,0.013933333333333336,0.0,0.4485824920165765,0.4485824920165765 +2018-01-02 04:54:00,126.39664479271022,119.39997491194308,0.0,0.013933333333333336,0.0,0.47085422230007845,0.47085422230007845 +2018-01-02 04:57:00,126.74425651684115,119.0655005187831,0.0,0.013933333333333336,0.0,0.4933753172883434,0.4933753172883434 +2018-01-02 05:00:00,127.08836624171934,117.5483845588204,0.0,0.013933333333333336,0.0,0.5161259104211293,0.5161259104211293 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05:24:00,129.71251559338867,123.9749676691236,0.0,0.013933333333333336,0.0,0.7041622891750788,0.7041622891750788 +2018-01-02 05:27:00,130.02421757194756,126.93815294634109,0.0,0.013933333333333336,0.0,0.7281617601180048,0.7281617601180048 2018-01-02 05:30:00,130.3322651543407,129.05046326475852,0.0,0.013933333333333336,0.0,0.7522181024535883,0.7522181024535883 2018-01-02 05:33:00,130.63665573897396,130.39245872486782,0.0,0.013933333333333336,0.0,0.7763167201441569,0.7763167201441569 -2018-01-02 05:36:00,130.93738868795202,131.12850822244843,0.0,0.013933333333333336,0.0,0.8004434993529154,0.8004434993529154 -2018-01-02 05:39:00,131.23446524969347,131.4229825653191,0.0,0.013933333333333336,0.0,0.8245848049610385,0.8245848049610385 +2018-01-02 05:36:00,130.93738868795205,131.12850822244843,0.0,0.013933333333333336,0.0,0.8004434993529154,0.8004434993529154 +2018-01-02 05:39:00,131.23446524969347,131.42298256531913,0.0,0.013933333333333336,0.0,0.8245848049610385,0.8245848049610385 2018-01-02 05:42:00,131.52788848341118,131.44025439719698,0.0,0.013933333333333336,0.0,0.8487274764044752,0.8487274764044752 2018-01-02 05:45:00,131.8176631854431,131.3446981234122,0.0,0.013933333333333336,0.0,0.87285882288915,0.87285882288915 2018-01-02 05:48:00,132.10379581741773,131.30068983846223,0.0,0.013933333333333336,0.0,0.896966618040559,0.896966618040559 @@ -609,18 +609,18 @@ Time,BG,CGM,CHO,insulin,LBGI,HBGI,Risk 2018-01-02 06:21:00,135.01419172815682,134.11238469595799,0.0,0.013933333333333336,0.0,1.1575464762573673,1.1575464762573673 2018-01-02 06:24:00,135.25763941126039,137.69278190758064,0.0,0.013933333333333336,0.0,1.1805778704940186,1.1805778704940186 2018-01-02 06:27:00,135.49765109830972,142.3234279486913,0.0,0.013933333333333336,0.0,1.2034658607093993,1.2034658607093993 -2018-01-02 06:30:00,135.73425000112218,147.69999886813395,0.0,0.013933333333333336,0.0,1.2262039524910653,1.2262039524910653 -2018-01-02 06:33:00,135.96746012500233,152.9848125595572,0.0,0.013933333333333336,0.0,1.2487859972486508,1.2487859972486508 -2018-01-02 06:36:00,136.19730622321313,157.2216634654048,0.0,0.013933333333333336,0.0,1.2712061832435357,1.2712061832435357 -2018-01-02 06:39:00,136.4238137528683,159.45434674662096,0.0,0.013933333333333336,0.0,1.2934590266214852,1.2934590266214852 -2018-01-02 06:42:00,136.64700883221732,158.85326218509917,0.0,0.013933333333333336,0.0,1.3155393624653446,1.3155393624653446 -2018-01-02 06:45:00,136.86691819929536,155.34843387001084,0.0,0.013933333333333336,0.0,1.3374423358826484,1.3374423358826484 -2018-01-02 06:48:00,137.08356917190926,150.00932199422695,0.0,0.013933333333333336,0.0,1.3591633931427347,1.3591633931427347 -2018-01-02 06:51:00,137.29698960893248,144.1585951957915,0.0,0.013933333333333336,0.0,1.3806982728757515,1.3806982728757515 -2018-01-02 06:54:00,137.5072078728799,139.11892262881744,0.0,0.013933333333333336,0.0,1.4020429973459,1.4020429973459 -2018-01-02 06:57:00,137.71425279373477,136.1026451056062,0.0,0.013933333333333336,0.0,1.4231938638091397,1.4231938638091397 -2018-01-02 07:00:00,137.91815363400062,135.66013095483513,0.0,0.013933333333333336,0.0,1.4441474359654969,1.4441474359654969 -2018-01-02 07:03:00,138.11894005494932,137.34878952353392,0.0,0.013933333333333336,0.0,1.4649005355145381,1.4649005355145381 +2018-01-02 06:30:00,135.7342500011222,147.69999886813395,0.0,0.013933333333333336,0.0,1.2262039524910653,1.2262039524910653 +2018-01-02 06:33:00,135.96746012500236,152.9848125595572,0.0,0.013933333333333336,0.0,1.2487859972486601,1.2487859972486601 +2018-01-02 06:36:00,136.19730622321316,157.2216634654048,0.0,0.013933333333333336,0.0,1.2712061832435357,1.2712061832435357 +2018-01-02 06:39:00,136.42381375286834,159.45434674662098,0.0,0.013933333333333336,0.0,1.2934590266214852,1.2934590266214852 +2018-01-02 06:42:00,136.64700883221738,158.8532621850992,0.0,0.013933333333333336,0.0,1.3155393624653446,1.3155393624653446 +2018-01-02 06:45:00,136.86691819929538,155.34843387001087,0.0,0.013933333333333336,0.0,1.3374423358826582,1.3374423358826582 +2018-01-02 06:48:00,137.0835691719093,150.00932199422698,0.0,0.013933333333333336,0.0,1.3591633931427447,1.3591633931427447 +2018-01-02 06:51:00,137.29698960893253,144.15859519579152,0.0,0.013933333333333336,0.0,1.3806982728757617,1.3806982728757617 +2018-01-02 06:54:00,137.50720787287992,139.11892262881747,0.0,0.013933333333333336,0.0,1.4020429973459,1.4020429973459 +2018-01-02 06:57:00,137.71425279373483,136.10264510560623,0.0,0.013933333333333336,0.0,1.4231938638091597,1.4231938638091597 +2018-01-02 07:00:00,137.91815363400065,135.66013095483515,0.0,0.013933333333333336,0.0,1.444147435965507,1.444147435965507 +2018-01-02 07:03:00,138.11894005494935,137.34878952353392,0.0,0.013933333333333336,0.0,1.4649005355145381,1.4649005355145381 2018-01-02 07:06:00,138.31664208403868,140.50537289315298,0.0,0.013933333333333336,0.0,1.4854502338221054,1.4854502338221054 2018-01-02 07:09:00,138.51129008347186,144.46663349032596,0.0,0.013933333333333336,0.0,1.505793843705374,1.505793843705374 2018-01-02 07:12:00,138.7029147198715,148.6002556429276,0.0,0.013933333333333336,0.0,1.5259289113424495,1.5259289113424495 @@ -638,325 +638,325 @@ Time,BG,CGM,CHO,insulin,LBGI,HBGI,Risk 2018-01-02 07:48:00,140.77804671677623,149.73373081215138,0.0,0.013933333333333336,0.0,1.7506751296458125,1.7506751296458125 2018-01-02 07:51:00,140.93324802447685,146.3269854944669,0.0,0.013933333333333336,0.0,1.767968160999302,1.767968160999302 2018-01-02 07:54:00,141.0858727125599,143.73621022090623,18.0,0.013933333333333336,0.0,1.7850386024290519,1.7850386024290519 -2018-01-02 07:57:00,141.2359554996563,142.42429401247747,0.0,1.5139333333333334,0.0,1.8018869016826156,1.8018869016826156 -2018-01-02 08:00:00,141.38389241015216,142.54412568350944,0.0,0.013933333333333336,0.0,1.818554419359085,1.818554419359085 -2018-01-02 08:03:00,141.53337267974396,143.78535255776958,0.0,0.013933333333333336,0.0,1.8354562344665581,1.8354562344665581 -2018-01-02 08:06:00,141.69545027815047,145.74016368430904,0.0,0.013933333333333336,0.0,1.8538508151786417,1.8538508151786417 +2018-01-02 07:57:00,141.23595549965628,142.42429401247745,0.0,1.5139333333333334,0.0,1.8018869016826156,1.8018869016826156 +2018-01-02 08:00:00,141.38389241015216,142.54412568350938,0.0,0.013933333333333336,0.0,1.818554419359085,1.818554419359085 +2018-01-02 08:03:00,141.53337267974393,143.78535255776956,0.0,0.013933333333333336,0.0,1.8354562344665581,1.8354562344665581 +2018-01-02 08:06:00,141.69545027815042,145.740163684309,0.0,0.013933333333333336,0.0,1.8538508151786417,1.8538508151786417 2018-01-02 08:09:00,141.88899950043242,148.0086216753714,0.0,0.013933333333333336,0.0,1.8759100360174161,1.8759100360174161 -2018-01-02 08:12:00,142.13849090277472,150.1971521230326,0.0,0.013933333333333336,0.0,1.904493527614008,1.904493527614008 -2018-01-02 08:15:00,142.4678855555574,151.913975363336,0.0,0.013933333333333336,0.0,1.942485838410573,1.942485838410573 -2018-01-02 08:18:00,142.89534782004836,152.76315687135576,0.0,0.013933333333333336,0.0,1.9922178387551779,1.9922178387551779 -2018-01-02 08:21:00,143.43125179344358,152.34150928858523,0.0,0.013933333333333336,0.0,2.0552434758878886,2.0552434758878886 -2018-01-02 08:24:00,144.07811438223462,150.23794405826118,0.0,0.013933333333333336,0.0,2.132310060233643,2.132310060233643 -2018-01-02 08:27:00,144.83144629729435,148.306852044365,0.0,0.013933333333333336,0.0,2.2234084676307324,2.2234084676307324 -2018-01-02 08:30:00,145.68093273931336,149.07822603309722,0.0,0.013933333333333336,0.0,2.327844336974067,2.327844336974067 -2018-01-02 08:33:00,146.61160678327647,149.14293930986196,0.0,0.013933333333333336,0.0,2.444302621078439,2.444302621078439 -2018-01-02 08:36:00,147.60483276962668,148.67479804980903,0.0,0.013933333333333336,0.0,2.5708941481550065,2.5708941481550065 -2018-01-02 08:39:00,148.63902536560164,147.8444297193139,0.0,0.013933333333333336,0.0,2.705182022691635,2.705182022691635 -2018-01-02 08:42:00,149.69013412965438,146.81984491719192,0.0,0.013933333333333336,0.0,2.8441950724827327,2.8441950724827327 -2018-01-02 08:45:00,150.732045809451,145.76686131605828,0.0,0.013933333333333336,0.0,2.984449866659107,2.984449866659107 -2018-01-02 08:48:00,151.73716733643892,144.84961552593143,0.0,0.013933333333333336,0.0,3.1220188750506144,3.1220188750506144 -2018-01-02 08:51:00,152.67745292293407,144.23143053738332,0.0,0.013933333333333336,0.0,3.252685155873312,3.252685155873312 -2018-01-02 08:54:00,153.52594436578144,144.07618163930897,0.0,0.013933333333333336,0.0,3.3721976182119247,3.3721976182119247 -2018-01-02 08:57:00,154.25858331785705,144.53026084492134,0.0,0.013933333333333336,0.0,3.4765924210603742,3.4765924210603742 -2018-01-02 09:00:00,154.85585516897956,145.62545738645252,0.0,0.013933333333333336,0.0,3.5625087204321533,3.5625087204321533 -2018-01-02 09:03:00,155.30387801124303,147.22094419785182,0.0,0.013933333333333336,0.0,3.6274273457561064,3.6274273457561064 -2018-01-02 09:06:00,155.59477726302825,149.14226963588663,0.0,0.013933333333333336,0.0,3.6697930257313964,3.6697930257313964 -2018-01-02 09:09:00,155.72641313954622,151.22083245463094,0.0,0.013933333333333336,0.0,3.6890191752275596,3.6890191752275596 -2018-01-02 09:12:00,155.70165305098465,153.29056733387483,0.0,0.013933333333333336,0.0,3.6854002130635473,3.6854002130635473 -2018-01-02 09:15:00,155.5274032615587,155.17339525340884,0.0,0.013933333333333336,0.0,3.6599659406758507,3.6599659406758507 -2018-01-02 09:18:00,155.2135768880856,156.67001415084854,0.0,0.013933333333333336,0.0,3.6143103949367723,3.6143103949367723 -2018-01-02 09:21:00,154.7721189418124,157.57801503367068,0.0,0.013933333333333336,0.0,3.5504199798922875,3.5504199798922875 -2018-01-02 09:24:00,154.21615672495335,157.69644945859474,0.0,0.013933333333333336,0.0,3.4705169864686076,3.4705169864686076 -2018-01-02 09:27:00,153.5593041969854,156.86167608837542,2.3333333333333335,0.013933333333333336,0.0,3.3769270902108657,3.3769270902108657 -2018-01-02 09:30:00,152.82610417484227,155.13788858723262,0.0,0.5439666666666667,0.0,3.273514163180568,3.273514163180568 -2018-01-02 09:33:00,152.10569719391873,152.95828815073767,0.0,0.013933333333333336,0.0,3.1730066538789172,3.1730066538789172 -2018-01-02 09:36:00,151.48401945438107,150.862224036938,0.0,0.013933333333333336,0.0,3.0871640781800327,3.0871640781800327 -2018-01-02 09:39:00,150.99297090694733,149.3446680813433,0.0,0.013933333333333336,0.0,3.019950310855772,3.019950310855772 -2018-01-02 09:42:00,150.62903606986984,148.80408762302062,0.0,0.013933333333333336,0.0,2.970476003930316,2.970476003930316 -2018-01-02 09:45:00,150.3670591834208,149.2890422478464,0.0,0.013933333333333336,0.0,2.9350430027196244,2.9350430027196244 -2018-01-02 09:48:00,150.16866213393922,150.346255386621,0.0,0.013933333333333336,0.0,2.908310684650691,2.908310684650691 -2018-01-02 09:51:00,149.98841614578436,151.40541392217142,0.0,0.013933333333333336,0.0,2.884100164484405,2.884100164484405 -2018-01-02 09:54:00,149.77980004463706,151.8931148919069,0.0,0.013933333333333336,0.0,2.856169834515843,2.856169834515843 -2018-01-02 09:57:00,149.50099681498517,151.30067258730895,0.0,0.013933333333333336,0.0,2.8189955145922663,2.8189955145922663 -2018-01-02 10:00:00,149.11926126725123,149.4987642721194,0.0,0.013933333333333336,0.0,2.7683822833325866,2.7683822833325866 -2018-01-02 10:03:00,148.61295513618649,146.9261218881313,0.0,0.013933333333333336,0.0,2.701766291902874,2.701766291902874 -2018-01-02 10:06:00,147.97140811599502,144.15647136355466,0.0,0.013933333333333336,0.0,2.618207280996291,2.618207280996291 -2018-01-02 10:09:00,147.19337690320788,141.77353023867215,0.0,0.013933333333333336,0.0,2.5181664740733973,2.5181664740733973 -2018-01-02 10:12:00,146.2848987752321,140.3108087577208,0.0,0.013933333333333336,0.0,2.4031801108639637,2.4031801108639637 -2018-01-02 10:15:00,145.25709786721092,139.9582943104819,0.0,0.013933333333333336,0.0,2.275513539308706,2.275513539308706 -2018-01-02 10:18:00,144.1242477964756,140.3857477230766,0.0,0.013933333333333336,0.0,2.13784739978531,2.13784739978531 -2018-01-02 10:21:00,142.9022108280828,141.14857716516696,0.0,0.013933333333333336,0.0,1.9930202237759465,1.9930202237759465 -2018-01-02 10:24:00,141.60726540325453,141.80298307729078,0.0,0.013933333333333336,0.0,1.8438336905091175,1.8438336905091175 -2018-01-02 10:27:00,140.25528004948842,141.93870204434458,0.0,0.013933333333333336,0.0,1.6929164857496937,1.6929164857496937 -2018-01-02 10:30:00,138.86117145938846,141.34679074171999,0.0,0.013933333333333336,0.0,1.5426378671863037,1.5426378671863037 -2018-01-02 10:33:00,137.43858259646606,140.12028402682185,0.0,0.013933333333333336,0.0,1.3950605935316465,1.3950605935316465 -2018-01-02 10:36:00,135.99972344051076,138.41819818573387,0.0,0.013933333333333336,0.0,1.2519233055435783,1.2519233055435783 -2018-01-02 10:39:00,134.55532690225166,136.39808294864716,0.0,0.013933333333333336,0.0,1.1146437639914788,1.1146437639914788 -2018-01-02 10:42:00,133.1146826206986,134.21603069633525,0.0,0.013933333333333336,0.0,0.984335956698303,0.984335956698303 -2018-01-02 10:45:00,131.68572046636336,132.0267444248979,0.0,0.013933333333333336,0.0,0.8618356599921461,0.8618356599921461 -2018-01-02 10:48:00,130.27512313294145,129.98364139191835,0.0,0.013933333333333336,0.0,0.7477304260568256,0.7477304260568256 -2018-01-02 10:51:00,128.88845317626942,128.23897587065932,0.0,0.013933333333333336,0.0,0.6423911138020346,0.6423911138020346 -2018-01-02 10:54:00,127.53028442166851,126.94396946536668,0.0,0.013933333333333336,0.0,0.5460029877909979,0.5460029877909979 -2018-01-02 10:57:00,126.20433104823945,125.4672562008507,0.0,0.013933333333333336,0.0,0.4585951036335468,0.4585951036335468 -2018-01-02 11:00:00,124.91357011339232,123.12910349949782,0.0,0.013933333333333336,0.0,0.3800672142807675,0.3800672142807675 -2018-01-02 11:03:00,123.66035501794482,121.46613729281364,0.0,0.013933333333333336,0.0,0.31021380545034893,0.31021380545034893 -2018-01-02 11:06:00,122.44651860950617,120.38534377026384,0.0,0.013933333333333336,0.0,0.24874513194550435,0.24874513194550435 -2018-01-02 11:09:00,121.27346542039562,119.79325046613651,0.0,0.013933333333333336,0.0,0.19530530679930197,0.19530530679930197 -2018-01-02 11:12:00,120.14225304401833,119.5960112547043,0.0,0.013933333333333336,0.0,0.14948761368923202,0.14948761368923202 -2018-01-02 11:15:00,119.05366295139984,119.6994806744028,0.0,0.013933333333333336,0.0,0.11084728695565245,0.11084728695565245 -2018-01-02 11:18:00,118.00826119723249,120.00927798659964,0.0,0.013933333333333336,0.0,0.07891204589595202,0.07891204589595202 -2018-01-02 11:21:00,117.00644950612065,120.4308414497153,0.0,0.013933333333333336,0.0,0.05319069062819995,0.05319069062819995 -2018-01-02 11:24:00,116.0485071971392,120.86947328035049,0.0,0.013933333333333336,0.0,0.03318007294543359,0.03318007294543359 -2018-01-02 11:27:00,115.13462432324906,121.23673609901749,21.0,0.013933333333333336,0.0,0.01837075231626581,0.01837075231626581 -2018-01-02 11:30:00,114.26502341227703,121.48237946100807,0.0,1.7639333333333336,0.0,0.00825254815830757,0.00825254815830757 -2018-01-02 11:33:00,113.4517915192693,121.62110846676553,0.0,0.013933333333333336,0.0,0.0023757995526770374,0.0023757995526770374 -2018-01-02 11:36:00,112.73870106032598,121.70366458585436,0.0,0.013933333333333336,0.0,0.00013410875861740194,0.00013410875861740194 -2018-01-02 11:39:00,112.16099467493163,121.79066823331237,0.0,0.013933333333333336,0.00034951981431201464,0.0,0.00034951981431201464 -2018-01-02 11:42:00,111.73715454633401,121.92284233667391,0.0,0.013933333333333336,0.00168143432874704,0.0,0.00168143432874704 -2018-01-02 11:45:00,111.47931480632613,122.11635550987404,0.0,0.013933333333333336,0.002983127149555295,0.0,0.002983127149555295 -2018-01-02 11:48:00,111.3988669164531,122.36287023831345,0.0,0.013933333333333336,0.0034658662336664726,0.0,0.0034658662336664726 -2018-01-02 11:51:00,111.50245605449393,122.64633021709145,0.0,0.013933333333333336,0.002851026091193218,0.0,0.002851026091193218 -2018-01-02 11:54:00,111.78881961778299,122.94359148276047,0.0,0.013933333333333336,0.001465460722819526,0.0,0.001465460722819526 -2018-01-02 11:57:00,112.2483093105123,123.2265459458431,0.0,0.013933333333333336,0.00019908420653146872,0.0,0.00019908420653146872 -2018-01-02 12:00:00,112.8631716721238,123.47883481345892,0.0,0.013933333333333336,0.0,0.0003270215015090123,0.0003270215015090123 -2018-01-02 12:03:00,113.60811018813118,123.70631856660742,0.0,0.013933333333333336,0.0,0.003232812073994097,0.003232812073994097 -2018-01-02 12:06:00,114.45105369151241,123.91447879173072,0.0,0.013933333333333336,0.0,0.010086794184213453,0.010086794184213453 -2018-01-02 12:09:00,115.35435098601047,124.1028035168388,0.0,0.013933333333333336,0.0,0.021544263726436648,0.021544263726436648 -2018-01-02 12:12:00,116.27671269413659,124.26987622245079,0.0,0.013933333333333336,0.0,0.03753440982500755,0.03753440982500755 -2018-01-02 12:15:00,117.17599344736595,124.43292910316343,0.0,0.013933333333333336,0.0,0.05720242726204584,0.05720242726204584 -2018-01-02 12:18:00,118.01244817596023,124.64119065899598,0.0,0.013933333333333336,0.0,0.07902966124258781,0.07902966124258781 -2018-01-02 12:21:00,118.75176226460522,124.95514209120427,0.0,0.013933333333333336,0.0,0.1010982376201674,0.1010982376201674 -2018-01-02 12:24:00,119.3672093931448,125.4421693983817,0.0,0.013933333333333336,0.0,0.12141987817068867,0.12141987817068867 -2018-01-02 12:27:00,119.84064148241839,126.16213232869814,0.0,0.013933333333333336,0.0,0.13823981352617742,0.13823981352617742 -2018-01-02 12:30:00,120.16238773242493,127.08851878737693,0.0,0.013933333333333336,0.0,0.15025313546993432,0.15025313546993432 -2018-01-02 12:33:00,120.33035738337736,128.0603384745225,0.0,0.013933333333333336,0.0,0.15671051890925783,0.15671051890925783 -2018-01-02 12:36:00,120.3486907522858,128.89165641974773,0.0,0.013933333333333336,0.0,0.15742300266809225,0.15742300266809225 -2018-01-02 12:39:00,120.22625140770216,129.4017686295307,0.0,0.013933333333333336,0.0,0.15269332926880383,0.15269332926880383 -2018-01-02 12:42:00,119.97516500090862,129.4350275733987,0.0,0.013933333333333336,0.0,0.14320559241395328,0.14320559241395328 -2018-01-02 12:45:00,119.60952627790553,128.96603743948447,0.0,0.013933333333333336,0.0,0.1299007487813435,0.1299007487813435 -2018-01-02 12:48:00,119.14433061667913,128.16243809246245,0.0,0.013933333333333336,0.0,0.11385783952408984,0.11385783952408984 +2018-01-02 08:12:00,142.1384909027747,150.1971521230326,0.0,0.013933333333333336,0.0,1.904493527614008,1.904493527614008 +2018-01-02 08:15:00,142.46788555555736,151.91397536333596,0.0,0.013933333333333336,0.0,1.942485838410573,1.942485838410573 +2018-01-02 08:18:00,142.89534782004836,152.7631568713557,0.0,0.013933333333333336,0.0,1.9922178387551779,1.9922178387551779 +2018-01-02 08:21:00,143.43125179344355,152.3415092885852,0.0,0.013933333333333336,0.0,2.0552434758878886,2.0552434758878886 +2018-01-02 08:24:00,144.0781143822346,150.23794405826115,0.0,0.013933333333333336,0.0,2.132310060233643,2.132310060233643 +2018-01-02 08:27:00,144.83144629729426,148.30685204436494,0.0,0.013933333333333336,0.0,2.2234084676307195,2.2234084676307195 +2018-01-02 08:30:00,145.68093273931328,149.07822603309717,0.0,0.013933333333333336,0.0,2.327844336974067,2.327844336974067 +2018-01-02 08:33:00,146.6116067832764,149.14293930986187,0.0,0.013933333333333336,0.0,2.4443026210784256,2.4443026210784256 +2018-01-02 08:36:00,147.60483276962657,148.67479804980894,0.0,0.013933333333333336,0.0,2.570894148154979,2.570894148154979 +2018-01-02 08:39:00,148.63902536560153,147.84442971931378,0.0,0.013933333333333336,0.0,2.7051820226916212,2.7051820226916212 +2018-01-02 08:42:00,149.69013412965424,146.81984491719177,0.0,0.013933333333333336,0.0,2.8441950724827043,2.8441950724827043 +2018-01-02 08:45:00,150.73204580945085,145.76686131605814,0.0,0.013933333333333336,0.0,2.984449866659063,2.984449866659063 +2018-01-02 08:48:00,151.73716733643877,144.84961552593126,0.0,0.013933333333333336,0.0,3.1220188750505984,3.1220188750505984 +2018-01-02 08:51:00,152.67745292293387,144.23143053738312,0.0,0.013933333333333336,0.0,3.252685155873267,3.252685155873267 +2018-01-02 08:54:00,153.52594436578124,144.07618163930874,0.0,0.013933333333333336,0.0,3.3721976182118767,3.3721976182118767 +2018-01-02 08:57:00,154.25858331785682,144.53026084492114,0.0,0.013933333333333336,0.0,3.476592421060327,3.476592421060327 +2018-01-02 09:00:00,154.85585516897928,145.62545738645227,0.0,0.013933333333333336,0.0,3.5625087204321035,3.5625087204321035 +2018-01-02 09:03:00,155.30387801124274,147.22094419785154,0.0,0.013933333333333336,0.0,3.6274273457560566,3.6274273457560566 +2018-01-02 09:06:00,155.59477726302796,149.14226963588635,0.0,0.013933333333333336,0.0,3.6697930257313645,3.6697930257313645 +2018-01-02 09:09:00,155.7264131395459,151.22083245463065,0.0,0.013933333333333336,0.0,3.6890191752275276,3.6890191752275276 +2018-01-02 09:12:00,155.70165305098433,153.29056733387455,0.0,0.013933333333333336,0.0,3.685400213063499,3.685400213063499 +2018-01-02 09:15:00,155.5274032615584,155.1733952534085,0.0,0.013933333333333336,0.0,3.659965940675785,3.659965940675785 +2018-01-02 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11:36:00,112.73870106032513,121.7036645858535,0.0,0.013933333333333336,0.0,0.00013410875861642033,0.00013410875861642033 +2018-01-02 11:39:00,112.16099467493075,121.79066823331152,0.0,0.013933333333333336,0.0003495198143137579,0.0,0.0003495198143137579 +2018-01-02 11:42:00,111.7371545463331,121.92284233667303,0.0,0.013933333333333336,0.0016814343287508632,0.0,0.0016814343287508632 +2018-01-02 11:45:00,111.47931480632523,122.11635550987316,0.0,0.013933333333333336,0.002983127149560388,0.0,0.002983127149560388 +2018-01-02 11:48:00,111.39886691645225,122.36287023831258,0.0,0.013933333333333336,0.003465866233671463,0.0,0.003465866233671463 +2018-01-02 11:51:00,111.5024560544931,122.64633021709061,0.0,0.013933333333333336,0.002851026091197744,0.0,0.002851026091197744 +2018-01-02 11:54:00,111.78881961778214,122.94359148275964,0.0,0.013933333333333336,0.0014654607228227713,0.0,0.0014654607228227713 +2018-01-02 11:57:00,112.24830931051147,123.22654594584228,0.0,0.013933333333333336,0.0001990842065326647,0.0,0.0001990842065326647 +2018-01-02 12:00:00,112.863171672123,123.47883481345812,0.0,0.013933333333333336,0.0,0.0003270215015076328,0.0003270215015076328 +2018-01-02 12:03:00,113.60811018813044,123.70631856660663,0.0,0.013933333333333336,0.0,0.003232812073989761,0.003232812073989761 +2018-01-02 12:06:00,114.4510536915117,123.91447879173,0.0,0.013933333333333336,0.0,0.010086794184205789,0.010086794184205789 +2018-01-02 12:09:00,115.35435098600982,124.10280351683815,0.0,0.013933333333333336,0.0,0.021544263726426694,0.021544263726426694 +2018-01-02 12:12:00,116.27671269413602,124.2698762224502,0.0,0.013933333333333336,0.0,0.037534409824996055,0.037534409824996055 +2018-01-02 12:15:00,117.17599344736541,124.43292910316288,0.0,0.013933333333333336,0.0,0.05720242726203368,0.05720242726203368 +2018-01-02 12:18:00,118.01244817595975,124.6411906589955,0.0,0.013933333333333336,0.0,0.07902966124257352,0.07902966124257352 +2018-01-02 12:21:00,118.75176226460482,124.95514209120387,0.0,0.013933333333333336,0.0,0.10109823762015396,0.10109823762015396 +2018-01-02 12:24:00,119.36720939314446,125.44216939838137,0.0,0.013933333333333336,0.0,0.12141987817067391,0.12141987817067391 +2018-01-02 12:27:00,119.84064148241814,126.16213232869788,0.0,0.013933333333333336,0.0,0.13823981352616793,0.13823981352616793 +2018-01-02 12:30:00,120.16238773242472,127.0885187873767,0.0,0.013933333333333336,0.0,0.15025313546992772,0.15025313546992772 +2018-01-02 12:33:00,120.3303573833772,128.06033847452233,0.0,0.013933333333333336,0.0,0.15671051890925106,0.15671051890925106 +2018-01-02 12:36:00,120.3486907522857,128.89165641974762,0.0,0.013933333333333336,0.0,0.15742300266808892,0.15742300266808892 +2018-01-02 12:39:00,120.22625140770211,129.40176862953064,0.0,0.013933333333333336,0.0,0.15269332926880383,0.15269332926880383 +2018-01-02 12:42:00,119.97516500090856,129.43502757339866,0.0,0.013933333333333336,0.0,0.14320559241395012,0.14320559241395012 +2018-01-02 12:45:00,119.6095262779055,128.96603743948447,0.0,0.013933333333333336,0.0,0.1299007487813435,0.1299007487813435 +2018-01-02 12:48:00,119.1443306166791,128.16243809246245,0.0,0.013933333333333336,0.0,0.11385783952408984,0.11385783952408984 2018-01-02 12:51:00,118.5946422139593,127.23482598604335,0.0,0.013933333333333336,0.0,0.09619280961053805,0.09619280961053805 2018-01-02 12:54:00,117.9749843917524,126.39345161298787,0.0,0.013933333333333336,0.0,0.07798024504999615,0.07798024504999615 -2018-01-02 12:57:00,117.29892367419217,125.82715104876243,0.0,0.013933333333333336,0.0,0.060198675110412825,0.060198675110412825 -2018-01-02 13:00:00,116.57881401233963,125.6000927989234,0.0,0.013933333333333336,0.0,0.043697198441110696,0.043697198441110696 -2018-01-02 13:03:00,115.82566749886186,125.58984045053799,0.0,0.013933333333333336,0.0,0.0291797220883587,0.0291797220883587 -2018-01-02 13:06:00,115.04912078070019,125.63141172244858,0.0,0.013933333333333336,0.0,0.01720263489175189,0.01720263489175189 -2018-01-02 13:09:00,114.25747060187419,125.55847006115312,0.0,0.013933333333333336,0.0,0.00818190444819896,0.00818190444819896 -2018-01-02 13:12:00,113.45775652902029,125.2033924493515,0.0,0.013933333333333336,0.0,0.0024061049048085654,0.0024061049048085654 -2018-01-02 13:15:00,112.65587337109957,124.39737257110663,0.0,0.013933333333333336,0.0,5.254996562316247e-05,5.254996562316247e-05 -2018-01-02 13:18:00,111.85669981027004,122.9705445334266,0.0,0.013933333333333336,0.0012043911244658337,0.0,0.0012043911244658337 -2018-01-02 13:21:00,111.06423318977474,120.75211596923842,0.0,0.013933333333333336,0.0058671689943841495,0.0,0.0058671689943841495 -2018-01-02 13:24:00,110.28172323429249,117.57050237658197,0.0,0.013933333333333336,0.013983838075063667,0.0,0.013983838075063667 -2018-01-02 13:27:00,109.51179974233557,112.44878619987037,0.0,0.013933333333333336,0.025447710472406376,0.0,0.025447710472406376 -2018-01-02 13:30:00,108.75659105062397,105.45062637887446,0.0,0.013933333333333336,0.04011308583714772,0.0,0.04011308583714772 -2018-01-02 13:33:00,108.01783139893132,100.11056792319346,0.0,0.013933333333333336,0.05780356562734804,0.0,0.05780356562734804 -2018-01-02 13:36:00,107.29695629277641,96.30362206885981,0.0,0.013933333333333336,0.07831820596448508,0.0,0.07831820596448508 -2018-01-02 13:39:00,106.59518563713331,93.90455719625729,0.0,0.013933333333333336,0.10143576168419788,0.0,0.10143576168419788 -2018-01-02 13:42:00,105.9135948555639,92.78797394474041,0.0,0.013933333333333336,0.12691733026361318,0.0,0.12691733026361318 -2018-01-02 13:45:00,105.2531744654931,92.828368617319,0.0,0.013933333333333336,0.15450773150200575,0.0,0.15450773150200575 -2018-01-02 13:48:00,104.61487869286078,93.90018542640368,0.0,0.013933333333333336,0.18393596790806088,0.0,0.18393596790806088 -2018-01-02 13:51:00,103.99966371171799,95.87785816943612,0.0,0.013933333333333336,0.21491510983424217,0.0,0.21491510983424217 -2018-01-02 13:54:00,103.40851601409472,98.63584186950567,0.0,0.013933333333333336,0.24714194411704166,0.0,0.24714194411704166 -2018-01-02 13:57:00,102.84247127612852,102.03407735222609,0.0,0.013933333333333336,0.2802967186047861,0.0,0.2802967186047861 -2018-01-02 14:00:00,102.30262390957486,105.8452166783333,0.0,0.013933333333333336,0.31404330853520834,0.0,0.31404330853520834 -2018-01-02 14:03:00,101.7901272956907,109.71095415367239,0.0,0.013933333333333336,0.3480301231388628,0.0,0.3480301231388628 -2018-01-02 14:06:00,101.3061845169587,113.24392233892681,0.0,0.013933333333333336,0.3818920587607537,0.0,0.3818920587607537 -2018-01-02 14:09:00,100.85202926360115,116.05679113061422,0.0,0.013933333333333336,0.4152537826416637,0.0,0.4152537826416637 -2018-01-02 14:12:00,100.42889653763339,117.79976817889215,0.0,0.013933333333333336,0.4477345915840645,0.0,0.4477345915840645 -2018-01-02 14:15:00,100.03798285820702,118.34819409390217,0.0,0.013933333333333336,0.47895502271273593,0.0,0.47895502271273593 -2018-01-02 14:18:00,99.68039594587043,117.91507453330422,0.0,0.013933333333333336,0.5085452896754018,0.0,0.5085452896754018 -2018-01-02 14:21:00,99.3570943862261,116.78833910578805,0.0,0.013933333333333336,0.5361554690211361,0.0,0.5361554690211361 -2018-01-02 14:24:00,99.06881858404827,115.25572258667427,0.0,0.013933333333333336,0.5614671656457515,0.0,0.5614671656457515 -2018-01-02 14:27:00,98.81601541537563,113.589718475036,0.0,0.013933333333333336,0.5842061505399296,0.0,0.5842061505399296 -2018-01-02 14:30:00,98.59876029793202,111.97263624634641,0.0,0.013933333333333336,0.6041552104520946,0.0,0.6041552104520946 -2018-01-02 14:33:00,98.41668177058722,110.45160558054346,0.0,0.013933333333333336,0.6211662160837841,0.0,0.6211662160837841 -2018-01-02 14:36:00,98.26889484967245,109.04331831282047,0.0,0.013933333333333336,0.6351702559475797,0.0,0.6351702559475797 -2018-01-02 14:39:00,98.15395010178446,107.76391821959302,0.0,0.013933333333333336,0.6461846546909338,0.0,0.6461846546909338 -2018-01-02 14:42:00,98.06980523552173,106.62663804181621,0.0,0.013933333333333336,0.6543158434854867,0.0,0.6543158434854867 -2018-01-02 14:45:00,98.01382486932157,105.63015563564866,0.0,0.013933333333333336,0.659757390895108,0.0,0.659757390895108 -2018-01-02 14:48:00,97.98281197612326,104.75163431825621,0.0,0.013933333333333336,0.6627830046188438,0.0,0.6627830046188438 -2018-01-02 14:51:00,97.97307157582625,103.9630633982444,0.0,0.013933333333333336,0.6637348995148369,0.0,0.6637348995148369 -2018-01-02 14:54:00,97.98050399097363,103.23599528221882,0.0,0.013933333333333336,0.663008485703,0.0,0.663008485703 -2018-01-02 14:57:00,98.00072195083095,102.54579611175659,0.0,0.013933333333333336,0.6610347507895074,0.0,0.6610347507895074 -2018-01-02 15:00:00,98.0291835339334,101.89248005084896,0.0,0.013933333333333336,0.6582619115415338,0.0,0.6582619115415338 -2018-01-02 15:03:00,98.06133171896143,101.31327077664213,0.0,0.013933333333333336,0.6551378651680339,0.0,0.6551378651680339 -2018-01-02 15:06:00,98.09273126979669,100.85375075940459,0.0,0.013933333333333336,0.6520947087205471,0.0,0.6520947087205471 -2018-01-02 15:09:00,98.11919468356237,100.55970864091393,0.0,0.013933333333333336,0.6495361903308117,0.0,0.6495361903308117 -2018-01-02 15:12:00,98.13689068841865,100.46522666937926,2.6666666666666665,0.013933333333333336,0.6478284997239759,0.0,0.6478284997239759 -2018-01-02 15:15:00,98.14193804800817,100.5322415238872,0.0,0.23615833333333336,0.6473418894154815,0.0,0.6473418894154815 -2018-01-02 15:18:00,98.1301468834205,100.61473047419929,0.0,0.013933333333333336,0.6484789861376876,0.0,0.6484789861376876 -2018-01-02 15:21:00,98.10779102218518,100.54785242910769,0.0,0.013933333333333336,0.650638011933996,0.0,0.650638011933996 -2018-01-02 15:24:00,98.08154948376577,100.17278348769878,0.0,0.013933333333333336,0.6531774942638712,0.0,0.6531774942638712 -2018-01-02 15:27:00,98.05273524061394,99.34480985349965,0.0,0.013933333333333336,0.655972414102894,0.0,0.655972414102894 -2018-01-02 15:30:00,98.01763872244129,98.02577465591024,0.0,0.013933333333333336,0.6593858546444427,0.0,0.6593858546444427 -2018-01-02 15:33:00,97.96780829345431,96.34024272915211,0.0,0.013933333333333336,0.6642495844653595,0.0,0.6642495844653595 -2018-01-02 15:36:00,97.891124715959,94.44595057477385,0.0,0.013933333333333336,0.6717740278715543,0.0,0.6717740278715543 -2018-01-02 15:39:00,97.77421911187713,92.49851644677145,0.0,0.013933333333333336,0.6833380064793743,0.0,0.6833380064793743 -2018-01-02 15:42:00,97.60552902855281,90.65431994259716,0.0,0.013933333333333336,0.700222640849676,0.0,0.700222640849676 -2018-01-02 15:45:00,97.37765693754031,89.07315345127165,0.0,0.013933333333333336,0.7234047147549594,0.0,0.7234047147549594 -2018-01-02 15:48:00,97.08831465253343,87.91966335682638,0.0,0.013933333333333336,0.7534634121637129,0.0,0.7534634121637129 -2018-01-02 15:51:00,96.740015106155,87.36344804507141,0.0,0.013933333333333336,0.7905794329948047,0.0,0.7905794329948047 -2018-01-02 15:54:00,96.33904871803637,87.57824993808089,0.0,0.013933333333333336,0.8345819917827282,0.0,0.8345819917827282 -2018-01-02 15:57:00,95.894232496381,87.00684950298157,0.0,0.013933333333333336,0.8850109445296893,0.0,0.8850109445296893 -2018-01-02 16:00:00,95.41573580792506,84.06360416732103,0.0,0.013933333333333336,0.9411786023029325,0.0,0.9411786023029325 -2018-01-02 16:03:00,94.91412363948382,82.213258582041,0.0,0.013933333333333336,1.0022266309422925,0.0,1.0022266309422925 -2018-01-02 16:06:00,94.39965361093898,81.2691903100848,0.0,0.013933333333333336,1.0671777482607943,0.0,1.0671777482607943 -2018-01-02 16:09:00,93.881808078158,81.04414877760263,0.0,0.013933333333333336,1.1349827003508337,0.0,1.1349827003508337 -2018-01-02 16:12:00,93.36901990179663,81.34991814369664,0.0,0.013933333333333336,1.2045625682084071,0.0,1.2045625682084071 -2018-01-02 16:15:00,92.8685456586218,81.99714313203381,0.0,0.013933333333333336,1.274845980150593,0.0,1.274845980150593 -2018-01-02 16:18:00,92.3864440051111,82.79527392883222,0.0,0.013933333333333336,1.3448006429304538,0.0,1.3448006429304538 -2018-01-02 16:21:00,91.9276242231169,83.55259262976173,0.0,0.013933333333333336,1.4134587397429024,0.0,1.4134587397429024 -2018-01-02 16:24:00,91.49593786862081,84.07629151571317,0.0,0.013933333333333336,1.4799360461551445,0.0,1.4799360461551445 -2018-01-02 16:27:00,91.09429359128006,84.1973963840726,0.0,0.013933333333333336,1.5434449589888002,0.0,1.5434449589888002 -2018-01-02 16:30:00,90.72478110774541,83.8949655189185,0.0,0.013933333333333336,1.6033019339721695,0.0,1.6033019339721695 -2018-01-02 16:33:00,90.38879493316752,83.37066036562888,0.0,0.013933333333333336,1.658930044407862,0.0,1.658930044407862 -2018-01-02 16:36:00,90.08715193399829,82.87515680010017,0.0,0.013933333333333336,1.709857495762789,0.0,1.709857495762789 -2018-01-02 16:39:00,89.82019926099723,82.6586253740973,0.0,0.013933333333333336,1.7557129695305742,0.0,1.7557129695305742 -2018-01-02 16:42:00,89.58791096001171,82.94079938922195,0.0,0.013933333333333336,1.7962186423129824,0.0,1.7962186423129824 -2018-01-02 16:45:00,89.38997272307851,83.7609017701615,0.0,0.013933333333333336,1.8311816532942067,0.0,1.8311816532942067 -2018-01-02 16:48:00,89.22585498523114,84.88762492770462,0.0,0.013933333333333336,1.8604846939141613,0.0,1.8604846939141613 -2018-01-02 16:51:00,89.09487501230277,86.02942307762845,0.0,0.013933333333333336,1.884076282868585,0.0,1.884076282868585 -2018-01-02 16:54:00,88.99624885255506,86.8946322767626,0.0,0.013933333333333336,1.9019611789083435,0.0,1.9019611789083435 -2018-01-02 16:57:00,88.9291341071049,87.22827834432309,0.0,0.013933333333333336,1.9141912808840162,0.0,1.9141912808840162 -2018-01-02 17:00:00,88.892664459326,86.9959247359862,0.0,0.013933333333333336,1.9208572735456833,0.0,1.9208572735456833 -2018-01-02 17:03:00,88.88597682619287,86.49398850211671,0.0,0.013933333333333336,1.9220812007298074,0.0,1.9220812007298074 -2018-01-02 17:06:00,88.90823187940157,86.09242810501756,0.0,0.013933333333333336,1.9180100848344135,0.0,1.9180100848344135 -2018-01-02 17:09:00,88.95862854878919,86.16123565235999,0.0,0.013933333333333336,1.9088106616123992,0.0,1.9088106616123992 -2018-01-02 17:12:00,89.03641297888109,87.022699092328,0.0,0.013933333333333336,1.8946652600056335,0.0,1.8946652600056335 -2018-01-02 17:15:00,89.14088227361054,88.71266471842199,0.0,0.013933333333333336,1.875768824948689,0.0,1.875768824948689 -2018-01-02 17:18:00,89.27138324727983,90.83729179826048,0.0,0.013933333333333336,1.8523270531762286,0.0,1.8523270531762286 -2018-01-02 17:21:00,89.42730631687246,92.90728823184875,0.0,0.013933333333333336,1.8245555840696657,0.0,1.8245555840696657 -2018-01-02 17:24:00,89.60807464035855,94.43339845730978,24.333333333333332,0.013933333333333336,1.7926801553937513,0.0,1.7926801553937513 -2018-01-02 17:27:00,89.81365672886662,94.99786752435934,0.0,2.0417083333333332,1.7568461127312838,0.0,1.7568461127312838 -2018-01-02 17:30:00,90.05357590802124,94.61463760200944,0.0,0.013933333333333336,1.7155843178140662,0.0,1.7155843178140662 -2018-01-02 17:33:00,90.34925818607034,93.94862014539072,0.0,0.013933333333333336,1.6655518754633936,0.0,1.6655518754633936 -2018-01-02 17:36:00,90.72232703353801,93.8111905635461,0.0,0.013933333333333336,1.603704080394436,0.0,1.603704080394436 -2018-01-02 17:39:00,91.19330637221186,95.01249982806931,0.0,0.013933333333333336,1.527639297910806,0.0,1.527639297910806 -2018-01-02 17:42:00,91.78402001811814,98.24919447846335,0.0,0.013933333333333336,1.4353694976934346,0.0,1.4353694976934346 -2018-01-02 17:45:00,92.5179172771339,103.53593965194216,0.0,0.013933333333333336,1.3255024367600967,0.0,1.3255024367600967 -2018-01-02 17:48:00,93.41448856845663,109.86036369140106,0.0,0.013933333333333336,1.1982940085566853,0.0,1.1982940085566853 -2018-01-02 17:51:00,94.48488983179404,115.97518796822744,0.0,0.013933333333333336,1.0562516371721051,0.0,1.0562516371721051 -2018-01-02 17:54:00,95.73070823104511,120.62387208618128,0.0,0.013933333333333336,0.9039808007860918,0.0,0.9039808007860918 -2018-01-02 17:57:00,97.14418047695,122.66201810038521,0.0,0.013933333333333336,0.7476051690872904,0.0,0.7476051690872904 -2018-01-02 18:00:00,98.70900254942714,121.66608691345596,0.0,0.013933333333333336,0.5939851736909958,0.0,0.5939851736909958 -2018-01-02 18:03:00,100.40126713445397,118.29915409352824,0.0,0.013933333333333336,0.44990280320387155,0.0,0.44990280320387155 -2018-01-02 18:06:00,102.19036021737777,113.4605228857432,0.0,0.013933333333333336,0.3213247646367492,0.0,0.3213247646367492 -2018-01-02 18:09:00,104.03991485674183,108.04342522645238,0.0,0.013933333333333336,0.21280890886474832,0.0,0.21280890886474832 -2018-01-02 18:12:00,105.90912711456517,102.9362037320592,0.0,0.013933333333333336,0.12709432915416335,0.0,0.12709432915416335 -2018-01-02 18:15:00,107.75475460587843,99.02406810309692,0.0,0.013933333333333336,0.06491456946580065,0.0,0.06491456946580065 -2018-01-02 18:18:00,109.53384092724399,97.19157503274994,0.0,0.013933333333333336,0.02507090886330521,0.0,0.02507090886330521 -2018-01-02 18:21:00,111.20677439199827,98.32559227553372,0.0,0.013933333333333336,0.0047665922634285455,0.0,0.0047665922634285455 -2018-01-02 18:24:00,112.74002584628488,103.3181710531442,0.0,0.013933333333333336,0.0,0.00013571752957328904,0.00013571752957328904 -2018-01-02 18:27:00,114.10800719932101,107.63264788983636,0.0,0.013933333333333336,0.0,0.0068455297245661375,0.0068455297245661375 -2018-01-02 18:30:00,115.2938273423149,105.79887854295305,0.0,0.013933333333333336,0.0,0.020645506382058615,0.020645506382058615 -2018-01-02 18:33:00,116.28904992126004,107.16907583662228,0.0,0.013933333333333336,0.0,0.037777212936422735,0.037777212936422735 -2018-01-02 18:36:00,117.09273807748357,111.01016442591012,0.0,0.013933333333333336,0.0,0.05521493421421452,0.05521493421421452 -2018-01-02 18:39:00,117.7101048285727,116.59568274351055,0.0,0.013933333333333336,0.0,0.07075180558329687,0.07075180558329687 -2018-01-02 18:42:00,118.1510353410933,123.20433798698369,0.0,0.013933333333333336,0.0,0.08296973619052377,0.08296973619052377 -2018-01-02 18:45:00,118.4286662793742,130.1185596769721,0.0,0.013933333333333336,0.0,0.09113671652625445,0.09113671652625445 -2018-01-02 18:48:00,118.55813092284987,136.6231856553331,0.0,0.013933333333333336,0.0,0.09506946421825627,0.09506946421825627 -2018-01-02 18:51:00,118.55551976213513,142.00434917037055,0.0,0.013933333333333336,0.0,0.0949893662796332,0.0949893662796332 -2018-01-02 18:54:00,118.43706636166036,145.5485894115462,0.0,0.013933333333333336,0.0,0.09138949268035607,0.09138949268035607 -2018-01-02 18:57:00,118.21854424382536,146.631930961582,0.0,0.013933333333333336,0.0,0.0849220657986678,0.0849220657986678 -2018-01-02 19:00:00,117.91484811566394,145.16816608923872,0.0,0.013933333333333336,0.0,0.07630972946384623,0.07630972946384623 -2018-01-02 19:03:00,117.53972805201559,141.8777960244708,0.0,0.013933333333333336,0.0,0.06628009085317023,0.06628009085317023 -2018-01-02 19:06:00,117.10564527883847,137.6595813307848,0.0,0.013933333333333336,0.0,0.055520846847936844,0.055520846847936844 -2018-01-02 19:09:00,116.62372085383137,133.41095610315085,0.0,0.013933333333333336,0.0,0.04465185432719776,0.04465185432719776 -2018-01-02 19:12:00,116.10375242090505,129.95335550737852,0.0,0.013933333333333336,0.0,0.034210332262452604,0.034210332262452604 -2018-01-02 19:15:00,115.55427844977442,127.6589277287037,0.0,0.013933333333333336,0.0,0.024645665440574675,0.024645665440574675 -2018-01-02 19:18:00,114.98267345747787,126.22661713954659,0.0,0.013933333333333336,0.0,0.016320786099685458,0.016320786099685458 -2018-01-02 19:21:00,114.39526138207512,125.20494420551142,0.0,0.013933333333333336,0.0,0.009517691619236955,0.009517691619236955 -2018-01-02 19:24:00,113.79743742956114,124.14145975113215,0.0,0.013933333333333336,0.0,0.00444522426563056,0.00444522426563056 -2018-01-02 19:27:00,113.19379132359538,122.6346735523925,0.0,0.013933333333333336,0.0,0.0012477451682548692,0.0012477451682548692 -2018-01-02 19:30:00,112.58822698488558,120.59320315011826,0.0,0.013933333333333336,0.0,1.3758970253588775e-05,1.3758970253588775e-05 -2018-01-02 19:33:00,111.98407530857494,118.39130570633279,0.0,0.013933333333333336,0.0007838847176257605,0.0,0.0007838847176257605 -2018-01-02 19:36:00,111.38419795826374,116.50634599856929,0.0,0.013933333333333336,0.003557828891310475,0.0,0.003557828891310475 -2018-01-02 19:39:00,110.79108101865566,115.41528238843318,0.0,0.013933333333333336,0.008300209122929085,0.0,0.008300209122929085 -2018-01-02 19:42:00,110.20691800447085,115.53063244752926,0.0,0.013933333333333336,0.014945214712855676,0.0,0.014945214712855676 -2018-01-02 19:45:00,109.6336821631424,116.87994409076887,0.0,0.013933333333333336,0.023400184940986068,0.0,0.023400184940986068 -2018-01-02 19:48:00,109.0731882769505,118.9134980265624,0.0,0.013933333333333336,0.03354824936103848,0.0,0.03354824936103848 -2018-01-02 19:51:00,108.52714430318022,120.95320940570355,0.0,0.013933333333333336,0.0452502150398516,0.0,0.0452502150398516 -2018-01-02 19:54:00,107.99719321862351,122.3209148125496,0.0,0.013933333333333336,0.05834591133661407,0.0,0.05834591133661407 -2018-01-02 19:57:00,107.48494538216673,122.41141217643337,0.0,0.013933333333333336,0.07265521867055041,0.0,0.07265521867055041 -2018-01-02 20:00:00,106.99200161781255,121.05750894135824,0.0,0.013933333333333336,0.08797901729400923,0.0,0.08797901729400923 -2018-01-02 20:03:00,106.51996707052338,118.7490521962811,0.0,0.013933333333333336,0.10410029707131065,0.0,0.10410029707131065 -2018-01-02 20:06:00,106.07045572019777,116.12190550564011,0.0,0.013933333333333336,0.12078566959669204,0.0,0.12078566959669204 -2018-01-02 20:09:00,105.64508528035867,113.81193822315393,0.0,0.013933333333333336,0.13778751783369936,0.0,0.13778751783369936 -2018-01-02 20:12:00,105.24546209005518,112.39503773093509,0.0,0.013933333333333336,0.15484700223712466,0.0,0.15484700223712466 -2018-01-02 20:15:00,104.87315557148298,112.08720737405437,0.0,0.013933333333333336,0.17169811083294478,0.0,0.17169811083294478 -2018-01-02 20:18:00,104.52966192303819,112.56460574479604,0.0,0.013933333333333336,0.18807288763540575,0.0,0.18807288763540575 -2018-01-02 20:21:00,104.21635700586948,113.38333520052475,0.0,0.013933333333333336,0.20370789257198002,0.0,0.20370789257198002 -2018-01-02 20:24:00,103.93443891778193,114.09933986655895,0.0,0.013933333333333336,0.2183518318968912,0.0,0.2183518318968912 -2018-01-02 20:27:00,103.68486157034842,114.30102874966508,0.0,0.013933333333333336,0.2317741503339935,0.0,0.2317741503339935 -2018-01-02 20:30:00,103.46826169127291,113.77263776312728,0.0,0.013933333333333336,0.2437742019468271,0.0,0.2437742019468271 -2018-01-02 20:33:00,103.28488299457325,112.59221445404566,0.0,0.013933333333333336,0.2541904337520582,0.0,0.2541904337520582 -2018-01-02 20:36:00,103.13450263673845,110.90273741899234,0.0,0.013933333333333336,0.2629088541921707,0.0,0.2629088541921707 -2018-01-02 20:39:00,103.01636625660757,108.84667507693084,0.0,0.013933333333333336,0.2698699572374342,0.0,0.2698699572374342 -2018-01-02 20:42:00,102.9291385683876,106.56593081243895,0.0,0.013933333333333336,0.2750732735790884,0.0,0.2750732735790884 -2018-01-02 20:45:00,102.87087633781664,104.20180822914159,0.0,0.013933333333333336,0.27857885405675215,0.0,0.27857885405675215 -2018-01-02 20:48:00,102.83902942287129,101.89500261680371,0.0,0.013933333333333336,0.2805052633540403,0.0,0.2805052633540403 -2018-01-02 20:51:00,102.83047340057628,99.78562291311928,0.0,0.013933333333333336,0.2810240455913008,0.0,0.2810240455913008 -2018-01-02 20:54:00,102.84157436900509,98.01324575704665,0.0,0.013933333333333336,0.28035105482124784,0.0,0.28035105482124784 -2018-01-02 20:57:00,102.86828325616949,97.5160785837662,0.0,0.013933333333333336,0.2787354386044769,0.0,0.2787354386044769 -2018-01-02 21:00:00,102.90625393586032,98.84249278833431,0.0,0.013933333333333336,0.27644733991051795,0.0,0.27644733991051795 -2018-01-02 21:03:00,102.95097715380854,99.74660170607078,0.0,0.013933333333333336,0.27376548614942947,0.0,0.27376548614942947 -2018-01-02 21:06:00,102.99792104490564,100.34497260640882,0.0,0.013933333333333336,0.27096575110958215,0.0,0.27096575110958215 -2018-01-02 21:09:00,103.04266897471877,100.75424215159691,0.0,0.013933333333333336,0.26831153652670836,0.0,0.26831153652670836 -2018-01-02 21:12:00,103.0810464371335,101.0912472541504,0.0,0.013933333333333336,0.26604648661993335,0.0,0.26604648661993335 -2018-01-02 21:15:00,103.10923049324367,101.47314057915935,0.0,0.013933333333333336,0.2643896938824444,0.0,0.2643896938824444 -2018-01-02 21:18:00,103.12383738441753,102.01748559414386,0.0,0.013933333333333336,0.26353324179136145,0.0,0.26353324179136145 -2018-01-02 21:21:00,103.12198615198747,102.84232826454115,0.0,0.013933333333333336,0.26364170241850476,0.0,0.26364170241850476 -2018-01-02 21:24:00,103.101338079641,104.06624455854663,0.0,0.013933333333333336,0.26485308098866045,0.0,0.26485308098866045 -2018-01-02 21:27:00,103.06011337428569,105.78302478255773,0.0,0.013933333333333336,0.2672806696586581,0.0,0.2672806696586581 -2018-01-02 21:30:00,102.99708764528395,107.93497731432461,0.0,0.013933333333333336,0.27101531872536255,0.0,0.27101531872536255 -2018-01-02 21:33:00,102.911571435438,110.23689403084029,0.0,0.013933333333333336,0.2761277281881083,0.0,0.2761277281881083 -2018-01-02 21:36:00,102.80337635553423,112.3533999084477,0.0,0.013933333333333336,0.28267047960489594,0.0,0.28267047960489594 -2018-01-02 21:39:00,102.6727713592363,113.94959220419213,0.0,0.013933333333333336,0.29067964584724554,0.0,0.29067964584724554 -2018-01-02 21:42:00,102.52043245499596,114.72095715149587,0.0,0.013933333333333336,0.3001759197599853,0.0,0.3001759197599853 -2018-01-02 21:45:00,102.34738876862143,114.54314172690309,0.0,0.013933333333333336,0.3111652836671213,0.0,0.3111652836671213 -2018-01-02 21:48:00,102.15496741320192,113.56179358416333,0.0,0.013933333333333336,0.3236392974909546,0.0,0.3236392974909546 -2018-01-02 21:51:00,101.94473914539952,111.98275194073878,0.0,0.013933333333333336,0.33757511527580913,0.0,0.33757511527580913 -2018-01-02 21:54:00,101.7184663263632,110.01206487621076,0.0,0.013933333333333336,0.35293535179649055,0.0,0.35293535179649055 -2018-01-02 21:57:00,101.47805428583246,107.85358771046643,0.0,0.013933333333333336,0.36966791739370686,0.0,0.36966791739370686 -2018-01-02 22:00:00,101.22550682266385,105.69717804224523,0.0,0.013933333333333336,0.3877059250220857,0.0,0.3877059250220857 -2018-01-02 22:03:00,100.9628862691838,103.71159884296199,0.0,0.013933333333333336,0.4069677530416519,0.0,0.4069677530416519 -2018-01-02 22:06:00,100.69227829994938,102.06094435687274,0.0,0.013933333333333336,0.4273573240670587,0.0,0.4273573240670587 -2018-01-02 22:09:00,100.41576147357333,100.90931168862656,0.0,0.013933333333333336,0.4487646368774444,0.0,0.4487646368774444 -2018-01-02 22:12:00,100.13538135308775,100.39805946176148,0.0,0.013933333333333336,0.471066566826708,0.0,0.471066566826708 -2018-01-02 22:15:00,99.85312894883857,100.53221512180181,0.0,0.013933333333333336,0.49412793151421364,0.0,0.49412793151421364 -2018-01-02 22:18:00,99.57092316096819,101.11231423249791,0.0,0.013933333333333336,0.5178028032530451,0.0,0.5178028032530451 -2018-01-02 22:21:00,99.29059685939413,101.89338294907327,0.0,0.013933333333333336,0.5419360382603217,0.0,0.5419360382603217 -2018-01-02 22:24:00,99.01388622173593,102.63035416783403,0.0,0.013933333333333336,0.5663649843567539,0.0,0.5663649843567539 -2018-01-02 22:27:00,98.74242294860272,103.09919712433242,0.0,0.013933333333333336,0.5909213239795114,0.0,0.5909213239795114 -2018-01-02 22:30:00,98.47772898657777,103.20260293325498,0.0,0.013933333333333336,0.6154330070625378,0.0,0.6154330070625378 -2018-01-02 22:33:00,98.22121340848136,103.03339574604014,0.0,0.013933333333333336,0.6397262283573109,0.0,0.6397262283573109 -2018-01-02 22:36:00,97.9741711251396,102.72656256956276,0.0,0.013933333333333336,0.663627405591523,0.0,0.663627405591523 -2018-01-02 22:39:00,97.73778313065083,102.41697635566041,0.0,0.013933333333333336,0.6869651180584185,0.0,0.6869651180584185 -2018-01-02 22:42:00,97.51311801229065,102.22588389081585,0.0,0.013933333333333336,0.7095719694000817,0.0,0.7095719694000817 -2018-01-02 22:45:00,97.30113448543824,102.19334195511283,0.0,0.013933333333333336,0.731286343155223,0.0,0.731286343155223 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23:54:00,96.84492569790379,123.99940285333778,0.0,0.013933333333333336,0.7792920300631028,0.0,0.7792920300631028 +2018-01-02 23:57:00,97.01768104518602,126.76059073766824,0.0,0.013933333333333336,0.7609077440409523,0.0,0.7609077440409523 +2018-01-03 00:00:00,97.20442911742796,128.59749333705312,,,0.7413166384503667,0.0,0.7413166384503667 diff --git a/tests/test_sim_engine.py b/tests/test_sim_engine.py index 8e852ea8..76c112f7 100644 --- a/tests/test_sim_engine.py +++ b/tests/test_sim_engine.py @@ -17,8 +17,8 @@ logger = logging.getLogger(__name__) -TESTDATA_FILENAME = os.path.join(os.path.dirname(__file__), 'sim_results.csv') -save_folder = os.path.join(os.path.dirname(__file__), 'results') +TESTDATA_FILENAME = os.path.join(os.path.dirname(__file__), "sim_results.csv") +save_folder = os.path.join(os.path.dirname(__file__), "results") class TestSimEngine(unittest.TestCase): @@ -29,9 +29,9 @@ def test_batch_sim(self): # --------- Create Random Scenario -------------- # Create a simulation environment - patient = T1DPatient.withName('adolescent#001') - sensor = CGMSensor.withName('Dexcom', seed=1) - pump = InsulinPump.withName('Insulet') + patient = T1DPatient.withName("adolescent#001") + sensor = CGMSensor.withName("Dexcom", seed=1) + pump = InsulinPump.withName("Insulet") scenario = RandomScenario(start_time=start_time, seed=1) env = T1DSimEnv(patient, sensor, pump, scenario) @@ -39,18 +39,14 @@ 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 -------------- # Create a simulation environment - patient = T1DPatient.withName('adolescent#001') - sensor = CGMSensor.withName('Dexcom', seed=1) - pump = InsulinPump.withName('Insulet') + patient = T1DPatient.withName("adolescent#001") + sensor = CGMSensor.withName("Dexcom", seed=1) + pump = InsulinPump.withName("Insulet") # custom scenario is a list of tuples (time, meal_size) scen = [(7, 45), (12, 70), (16, 15), (18, 80), (23, 10)] scenario = CustomScenario(start_time=start_time, scenario=scen) @@ -60,11 +56,7 @@ 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 -------------- @@ -94,9 +86,9 @@ def test_results_consistency(self): # --------- Create Random Scenario -------------- # Create a simulation environment - patient = T1DPatient.withName('adolescent#001') - sensor = CGMSensor.withName('Dexcom', seed=1) - pump = InsulinPump.withName('Insulet') + patient = T1DPatient.withName("adolescent#001") + sensor = CGMSensor.withName("Dexcom", seed=1) + pump = InsulinPump.withName("Insulet") scenario = RandomScenario(start_time=start_time, seed=1) env = T1DSimEnv(patient, sensor, pump, scenario) @@ -104,17 +96,13 @@ 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) def tearDown(self): - shutil.rmtree(os.path.join(os.path.dirname(__file__), 'results')) + shutil.rmtree(os.path.join(os.path.dirname(__file__), "results")) -if __name__ == '__main__': +if __name__ == "__main__": unittest.main()