diff --git a/assume/common/units_operator.py b/assume/common/units_operator.py index 5e90c444..60ad1c15 100644 --- a/assume/common/units_operator.py +++ b/assume/common/units_operator.py @@ -318,7 +318,7 @@ def get_actual_dispatch( # TODO: this needs to be fixed. For now it is consuming too much time and is deactivated # unit.calculate_generation_cost(start, now, "energy") - valid_outputs = ["soc", "cashflow", "marginal_costs", "total_costs"] + valid_outputs = ["soc", "ev_soc", "cashflow", "marginal_costs", "total_costs"] for key in unit.outputs.keys(): for output in valid_outputs: diff --git a/assume/markets/clearing_algorithms/__init__.py b/assume/markets/clearing_algorithms/__init__.py index a2e19114..e18e3990 100644 --- a/assume/markets/clearing_algorithms/__init__.py +++ b/assume/markets/clearing_algorithms/__init__.py @@ -7,13 +7,15 @@ from .all_or_nothing import PayAsBidAonRole, PayAsClearAonRole from .contracts import PayAsBidContractRole -from .simple import PayAsBidRole, PayAsClearRole +from .simple import PayAsBidRole, PayAsClearRole, PayAsBidBuildingRole, PayAsClearBuildingRole from .complex_clearing import ComplexClearingRole from .complex_clearing_dmas import ComplexDmasClearingRole clearing_mechanisms: dict[str, MarketRole] = { "pay_as_clear": PayAsClearRole, + "pay_as_clear_building": PayAsBidBuildingRole, "pay_as_bid": PayAsBidRole, + "pay_as_bid_building": PayAsBidBuildingRole, "pay_as_bid_aon": PayAsBidAonRole, "pay_as_clear_aon": PayAsClearAonRole, "pay_as_bid_contract": PayAsBidContractRole, diff --git a/assume/markets/clearing_algorithms/simple.py b/assume/markets/clearing_algorithms/simple.py index 41fedffd..d27c326d 100644 --- a/assume/markets/clearing_algorithms/simple.py +++ b/assume/markets/clearing_algorithms/simple.py @@ -3,6 +3,7 @@ # SPDX-License-Identifier: AGPL-3.0-or-later import logging +import math import random from datetime import timedelta from itertools import groupby @@ -42,10 +43,27 @@ def calculate_meta(accepted_supply_orders, accepted_demand_orders, product): } +def is_demand_from_provider_needed(demand_order, supply_order) -> bool: + return "building" in demand_order["unit_id"] and "building" not in supply_order["unit_id"] + + +def is_supply_from_provider_needed(demand_order, supply_order) -> bool: + return "building" not in demand_order["unit_id"] and "building" in supply_order["unit_id"] + + class PayAsClearRole(MarketRole): def __init__(self, marketconfig: MarketConfig): super().__init__(marketconfig) + def sort_orders(self, supply_orders: list[Orderbook], demand_orders: list[Orderbook]): + # Sort supply orders by price with randomness for tie-breaking + supply_orders.sort(key=lambda x: (x["price"], random.random())) + + # Sort demand orders by price in descending order with randomness for tie-breaking + demand_orders.sort( + key=lambda x: (x["price"], random.random()), reverse=True + ) + def clear( self, orderbook: Orderbook, market_products ) -> (Orderbook, Orderbook, list[dict]): @@ -79,13 +97,7 @@ def clear( demand_orders = [x for x in product_orders if x["volume"] < 0] # volume 0 is ignored/invalid - # Sort supply orders by price with randomness for tie-breaking - supply_orders.sort(key=lambda x: (x["price"], random.random())) - - # Sort demand orders by price in descending order with randomness for tie-breaking - demand_orders.sort( - key=lambda x: (x["price"], random.random()), reverse=True - ) + self.sort_orders(supply_orders, demand_orders) dem_vol, gen_vol = 0, 0 # the following algorithm is inspired by one bar for generation and one for demand @@ -186,6 +198,14 @@ class PayAsBidRole(MarketRole): def __init__(self, marketconfig: MarketConfig): super().__init__(marketconfig) + def sort_orders(self, supply_orders: list[Orderbook], demand_orders: list[Orderbook]): + # Sort supply orders by price with randomness for tie-breaking + supply_orders.sort(key=lambda i: (i["price"], random.random())) + # Sort demand orders by price in descending order with randomness for tie-breaking + demand_orders.sort( + key=lambda i: (i["price"], random.random()), reverse=True + ) + def clear( self, orderbook: Orderbook, market_products: list[MarketProduct] ) -> (Orderbook, Orderbook, list[dict]): @@ -218,12 +238,7 @@ def clear( demand_orders = [x for x in product_orders if x["volume"] < 0] # volume 0 is ignored/invalid - # Sort supply orders by price with randomness for tie-breaking - supply_orders.sort(key=lambda i: (i["price"], random.random())) - # Sort demand orders by price in descending order with randomness for tie-breaking - demand_orders.sort( - key=lambda i: (i["price"], random.random()), reverse=True - ) + self.sort_orders(supply_orders, demand_orders) dem_vol, gen_vol = 0, 0 # the following algorithm is inspired by one bar for generation and one for demand @@ -307,3 +322,176 @@ def clear( flows = [] return accepted_orders, rejected_orders, meta, flows + +class PayAsBidBuildingRole(PayAsBidRole): + def __init__(self, marketconfig: MarketConfig): + super().__init__(marketconfig) + + def sort_orders(self, supply_orders: list[Orderbook], demand_orders: list[Orderbook]): + # Sort supply orders by price with preference for 'building' units and randomness for tie-breaking + supply_orders.sort(key=lambda i: ( + 0 if "building" in i["unit_id"] else 1, # Prioritize bids with 'building' + i["price"], # Sort by price ascending + random.random() + )) + + # Sort demand orders by price in descending order with preference for 'building' units and randomness for tie-breaking + demand_orders.sort(key=lambda i: ( + 0 if "building" in i["unit_id"] else 1, # Prioritize bids with 'building' + -i["price"], # Sort by price descending + random.random() + )) + + def clear( + self, orderbook: Orderbook, market_products: list[MarketProduct] + ) -> (Orderbook, Orderbook, list[dict]): + """ + Simulates electricity market clearing using a pay-as-bid mechanism. + + Args: + orderbook (Orderbook): the orders to be cleared as an orderbook + market_products (list[MarketProduct]): the list of products which are cleared in this clearing + + Returns: + tuple[Orderbook, Orderbook, list[dict]]: accepted orderbook, rejected orderbook and clearing meta data + """ + + market_getter = itemgetter("start_time", "end_time", "only_hours") + accepted_orders: Orderbook = [] + rejected_orders: Orderbook = [] + meta = [] + orderbook.sort(key=market_getter) + for product, product_orders in groupby(orderbook, market_getter): + accepted_demand_orders: Orderbook = [] + accepted_supply_orders: Orderbook = [] + if product not in market_products: + rejected_orders.extend(product_orders) + # logger.debug(f'found unwanted bids for {product} should be {market_products}') + continue + + product_orders = list(product_orders) + supply_orders = [x for x in product_orders if x["volume"] > 0] + demand_orders = [x for x in product_orders if x["volume"] < 0] + # volume 0 is ignored/invalid + + self.sort_orders(supply_orders, demand_orders) + + dem_vol, gen_vol = 0, 0 + # the following algorithm is inspired by one bar for generation and one for demand + # add generation for currents demand price, until it matches demand + # generation above it has to be sold for the lower price (or not at all) + for demand_order in demand_orders: + if not supply_orders: + # if no more generation - continue + # reject left over demand at the end + continue + + dem_vol += -demand_order["volume"] + to_commit: Orderbook = [] + + while supply_orders and gen_vol < dem_vol: + supply_order = supply_orders.pop(0) + + # Case 1: Demand of a building could not be fulfilled within the community -> buy from energy provider + if is_demand_from_provider_needed(demand_order, supply_order): + supply_order["accepted_price"] = supply_order["price"] + demand_order["accepted_price"] = supply_order["price"] + supply_order["accepted_volume"] = supply_order["volume"] + to_commit.append(supply_order) + gen_vol += supply_order["volume"] + + # Case 2: Surplus of a building was not fully consumed within the community -> sell to energy provider + elif is_supply_from_provider_needed(demand_order, supply_order): + # Overwrite the supply_order price with demand_order price since now the provider serves as backup + supply_order["accepted_price"] = demand_order["price"] + demand_order["accepted_price"] = demand_order["price"] + supply_order["accepted_volume"] = supply_order["volume"] + to_commit.append(supply_order) + gen_vol += supply_order["volume"] + + # Default behavior: pay-as-bid mechanism for trading within the community + elif supply_order["price"] <= demand_order["price"]: + supply_order["accepted_price"] = supply_order["price"] + demand_order["accepted_price"] = supply_order["price"] + supply_order["accepted_volume"] = supply_order["volume"] + to_commit.append(supply_order) + gen_vol += supply_order["volume"] + # if supply is not partially accepted before, reject it + elif not supply_order.get("accepted_volume"): + rejected_orders.append(supply_order) + # now we know which orders we need + # we only need to see how to arrange it. + + diff = gen_vol - dem_vol + + if diff < 0: + # gen < dem + demand_order["accepted_volume"] = demand_order["volume"] - diff + elif diff > 0: + # generation left over - split generation + supply_order = to_commit[-1] + split_supply_order = supply_order.copy() + split_supply_order["volume"] = diff + supply_order["accepted_volume"] = supply_order["volume"] - diff + # only volume-diff can be sold for current price + # add left over to supply_orders again + gen_vol -= diff + + supply_orders.insert(0, split_supply_order) + demand_order["accepted_volume"] = demand_order["volume"] + else: + # diff == 0 perfect match + demand_order["accepted_volume"] = demand_order["volume"] + + if demand_order["accepted_volume"]: + accepted_demand_orders.append(demand_order) + accepted_supply_orders.extend(to_commit) + if math.isclose(gen_vol, dem_vol, abs_tol=1e-8): + gen_vol, dem_vol = 0, 0 + + # if demand is fulfilled, we do have some additional supply orders + # these will be rejected + for order in supply_orders: + # if the order was not accepted partially, it is rejected + if not order.get("accepted_volume"): + rejected_orders.append(order) + + for order in demand_orders: + # if the order was not accepted partially, it is rejected + if not order.get("accepted_volume"): + rejected_orders.append(order) + + accepted_product_orders = accepted_demand_orders + accepted_supply_orders + + accepted_orders.extend(accepted_product_orders) + meta.append( + calculate_meta( + accepted_supply_orders, + accepted_demand_orders, + product, + ) + ) + + # write network flows here if applicable + flows = [] + + return accepted_orders, rejected_orders, meta, flows + +class PayAsClearBuildingRole(PayAsClearRole): + def __init__(self, marketconfig: MarketConfig): + super().__init__(marketconfig) + + def sort_orders(self, supply_orders: list[Orderbook], demand_orders: list[Orderbook]): + # Sort supply orders by price with preference for 'building' units and randomness for tie-breaking + supply_orders.sort(key=lambda i: ( + 0 if "building" in i["unit_id"] else 1, # Prioritize bids with 'building' + i["price"], # Sort by price + random.random() + )) + + # Sort demand orders by price in descending order with preference for 'building' units and randomness for tie-breaking + demand_orders.sort(key=lambda i: ( + 0 if "building" in i["unit_id"] else 1, # Prioritize bids with 'building' + -i["price"], # Sort by price + random.random() + )) diff --git a/assume/scenario/loader_csv.py b/assume/scenario/loader_csv.py index 71175181..b02ed561 100644 --- a/assume/scenario/loader_csv.py +++ b/assume/scenario/loader_csv.py @@ -154,6 +154,15 @@ def load_dsm_units( if dsm_units is None: return None + residential_dsm_units = load_file( + path=path, + config=config, + file_name=file_name, + ) + + if residential_dsm_units is None: + return None + # Define columns that are common across different technologies within the same plant common_columns = [ "unit_operator", @@ -201,6 +210,32 @@ def load_dsm_units( # Convert the structured dictionary into a DataFrame dsm_units_df = pd.DataFrame.from_dict(dsm_units_dict, orient="index") + # Process each group of components by building name + for name, group in residential_dsm_units.groupby(residential_dsm_units.index): + dsm_unit = {} + + # Aggregate or select appropriate data for common and bidding columns + # We take the first non-null entry + for col in common_columns + bidding_columns: + non_null_values = group[col].dropna() + if not non_null_values.empty: + dsm_unit[col] = non_null_values.iloc[0] + + # Process each technology within the plant + components = {} + for tech, tech_data in group.groupby("technology"): + # Clean the technology-specific data: drop all-NaN columns and 'technology' column + cleaned_data = tech_data.dropna(axis=1, how="all").drop( + columns=["technology"] + ) + components[tech] = cleaned_data.to_dict(orient="records")[0] + + dsm_unit["components"] = components + dsm_units_dict[name] = dsm_unit + + # Convert the structured dictionary into a DataFrame + residential_dsm_units = pd.DataFrame.from_dict(dsm_units_dict, orient="index") + # Split the DataFrame based on unit_type unit_type_dict = {} if "unit_type" in dsm_units_df.columns: @@ -209,6 +244,11 @@ def load_dsm_units( dsm_units_df["unit_type"] == unit_type ] + for unit_type in residential_dsm_units["unit_type"].unique(): + unit_type_dict[unit_type] = residential_dsm_units[ + residential_dsm_units["unit_type"] == unit_type + ] + return unit_type_dict @@ -458,7 +498,13 @@ def load_config_and_create_forecaster( if units is not None: dsm_units.update(units) - if powerplant_units is None or demand_units is None: + residential_dsm_units = load_dsm_units( + path=path, + config=config, + file_name="residential_dsm_units", + ) + + if residential_dsm_units is None and (powerplant_units is None or demand_units is None): raise ValueError("No power plant or no demand units were provided!") forecasts_df = load_file( @@ -525,6 +571,7 @@ def load_config_and_create_forecaster( "storage_units": storage_units, "demand_units": demand_units, "dsm_units": dsm_units, + "residential_dsm_units": residential_dsm_units, "forecaster": forecaster, } diff --git a/assume/strategies/__init__.py b/assume/strategies/__init__.py index b651e384..06fca8da 100644 --- a/assume/strategies/__init__.py +++ b/assume/strategies/__init__.py @@ -13,6 +13,7 @@ ) from assume.strategies.naive_strategies import ( NaiveDASteelplantStrategy, + NaiveDABuildingStrategy, NaiveNegReserveStrategy, NaivePosReserveStrategy, NaiveProfileStrategy, @@ -41,6 +42,7 @@ "flexable_pos_crm_storage": flexablePosCRMStorage, "naive_redispatch": NaiveRedispatchStrategy, "naive_da_steelplant": NaiveDASteelplantStrategy, + "naive_da_building": NaiveDABuildingStrategy, "naive_steel_redispatch": NaiveRedispatchSteelplantStrategy, "manual_strategy": SimpleManualTerminalStrategy, "dmas_powerplant": DmasPowerplantStrategy, @@ -54,10 +56,12 @@ from assume.strategies.learning_strategies import ( RLStrategy, StorageRLStrategy, + HouseholdStorageRLStrategy ) bidding_strategies["pp_learning"] = RLStrategy bidding_strategies["storage_learning"] = StorageRLStrategy + bidding_strategies["household_storage_learning"] = HouseholdStorageRLStrategy bidding_strategies["learning_advanced_orders"] = RLAdvancedOrderStrategy except ImportError: diff --git a/assume/strategies/learning_strategies.py b/assume/strategies/learning_strategies.py index 402e43fe..2bab40b3 100644 --- a/assume/strategies/learning_strategies.py +++ b/assume/strategies/learning_strategies.py @@ -14,6 +14,7 @@ from assume.common.market_objects import MarketConfig, Orderbook, Product from assume.reinforcement_learning.algorithms import actor_architecture_aliases from assume.reinforcement_learning.learning_utils import NormalActionNoise +from assume.units import Building logger = logging.getLogger(__name__) @@ -1072,3 +1073,437 @@ def create_observation( ) return observation.detach().clone() + + +class HouseholdStorageRLStrategy(AbstractLearningStrategy): + """ + Adapt comment here + """ + + def __init__(self, *args, **kwargs): + super().__init__(obs_dim=52, act_dim=3, unique_obs_dim=2, *args, **kwargs) + + self.unit_id = kwargs["unit_id"] + + # defines bounds of actions space + self.max_bid_price = kwargs.get("max_bid_price", 100) + self.min_bid_price = kwargs.get("min_bid_price", 0) + self.max_demand = kwargs.get("max_demand", 10e3) + + # tells us whether we are training the agents or just executing per-learnind stategies + self.learning_mode = kwargs.get("learning_mode", True) + self.perform_evaluation = kwargs.get("perform_evaluation", False) + + # based on learning config + self.algorithm = kwargs.get("algorithm", "matd3") + actor_architecture = kwargs.get("actor_architecture", "mlp") + + if actor_architecture in actor_architecture_aliases.keys(): + self.actor_architecture_class = actor_architecture_aliases[ + actor_architecture + ] + else: + raise ValueError( + f"Policy '{actor_architecture}' unknown. Supported architectures are {list(actor_architecture_aliases.keys())}" + ) + + # sets the device of the actor network + device = kwargs.get("device", "cpu") + self.device = th.device(device if th.cuda.is_available() else "cpu") + if not self.learning_mode: + self.device = th.device("cpu") + + # future: add option to choose between float16 and float32 + # float_type = kwargs.get("float_type", "float32") + self.float_type = th.float + + # for definition of observation space + self.foresight = kwargs.get("foresight", 24) + + # define allowed order types + self.order_types = kwargs.get("order_types", ["SB"]) + + if self.learning_mode or self.perform_evaluation: + self.collect_initial_experience_mode = kwargs.get( + "episodes_collecting_initial_experience", True + ) + + self.action_noise = NormalActionNoise( + mu=0.0, + sigma=kwargs.get("noise_sigma", 0.1), + action_dimension=self.act_dim, + scale=kwargs.get("noise_scale", 1.0), + dt=kwargs.get("noise_dt", 1.0), + ) + + elif Path(kwargs["trained_policies_save_path"]).is_dir(): + self.load_actor_params(load_path=kwargs["trained_policies_save_path"]) + else: + raise FileNotFoundError( + f"No policies were provided for DRL unit {self.unit_id}!. Please provide a valid path to the trained policies." + ) + + def calculate_bids( + self, + unit: Building, + market_config: MarketConfig, + product_tuples: list[Product], + **kwargs, + ) -> Orderbook: + """ + Generates market bids based on the unit's current state and observations. + + Args + ---- + unit : SupportsMinMaxCharge + The storage unit with information on charging/discharging capacity. + market_config : MarketConfig + Configuration of the energy market. + product_tuples : list[Product] + List of market products to bid on, each containing start and end times. + **kwargs : Additional keyword arguments. + + Returns + ------- + Orderbook + Structured bids including price, volume, and bid direction. + + Notes + ----- + Observations are used to calculate bid actions, which are then scaled and processed + into bids for submission in the market. + """ + bids = [] + for product in product_tuples: + start = product[0] + end = product[1] + + next_observation = self.create_observation( + unit=unit, + market_id=market_config.market_id, + start=start, + end=end, + ) + # ============================================================================= + # Get the Actions, based on the observations + # ============================================================================= + actions, noise = self.get_actions(next_observation) + + # ============================================================================= + # Get the Households' Consumption and Generation + # ============================================================================= + inflex_demand = -unit.inflex_demand.loc[start:end].iloc[0] + pv_generation = unit.calculate_pv_power(start, end).iloc[0] + # ============================================================================= + # 3. Transform Actions into bids + # ============================================================================= + # the first action is the bid price + delta = (self.max_bid_price - self.min_bid_price)/2 + mid_price = self.max_bid_price - delta + bid_price = (mid_price + (actions[0] * delta)).item() + + # the second action is the bid direction + # the interval [-0.1, 0.1] for the 'ignore' action is based on the learning + # process observation and should be adjusted in the future to improve performance + if actions[1] <= -0.1 and actions[2] <= -0.1: + bid_direction = "charge" + elif actions[1] >= 0.1 and actions[2] >= 0.1: + bid_direction = "discharge" + else: + bid_direction = "hold_charge" + + # the third action is the charge/discharge volume + charging_volume = (actions[2] * abs(unit.calculate_max_charge(start, end).iloc[0])).item() + discharging_volume = (actions[2] * unit.calculate_max_discharge(start, end).iloc[0]).item() + + if bid_direction == "charge": + unit.battery_charge[start:end] = charging_volume + bids.append( + { + "start_time": start, + "end_time": end, + "only_hours": product[2], + "price": bid_price, + # zero bids are ignored by the market clearing and orders are deleted, + # but we need the orderbook for the DRL to function, + # therefore we add a small amount + "volume": charging_volume + inflex_demand + pv_generation + 1e-8, + "node": unit.node, + } + ) + + elif bid_direction == "discharge": + unit.battery_charge[start:end] = discharging_volume + bids.append( + { + "start_time": start, + "end_time": end, + "only_hours": product[2], + "price": bid_price, + "volume": discharging_volume + inflex_demand + pv_generation + 1e-8, # negative value for demand + "node": unit.node, + } + ) + elif bid_direction == "hold_charge": + unit.battery_charge[start:end] = 0 + bids.append( + { + "start_time": start, + "end_time": end, + "only_hours": product[2], + "price": bid_price, + "volume": inflex_demand + pv_generation + 1e-8, # negative value for demand + "node": unit.node, + } + ) + + unit.outputs["rl_observations"].append(next_observation) + unit.outputs["rl_actions"].append(actions) + + # store results in unit outputs as series to be written to the database by the unit operator + unit.outputs["actions"][start] = actions + unit.outputs["exploration_noise"][start] = noise + + return bids + + def get_actions(self, next_observation): + """ + Determines actions based on observations and optionally applies noise for exploration. + + Args + ---- + next_observation : torch.Tensor + Observation data influencing bid price and direction. + + Returns + ------- + torch.Tensor + Actions that include bid price and direction. + + Notes + ----- + In learning mode, actions incorporate noise for exploration. Initial exploration relies + solely on noise to cover the action space broadly. + """ + + # distinction whether we are in learning mode or not to handle exploration realised with noise + if self.learning_mode and not self.perform_evaluation: + # if we are in learning mode the first x episodes we want to explore the entire action space + # to get a good initial experience, in the area around the costs of the agent + if self.collect_initial_experience_mode: + # define current action as soley noise + noise = ( + th.normal( + mean=0.0, std=0.4, size=(1, self.act_dim), dtype=self.float_type + ) + .to(self.device) + .squeeze() + ) + + # ============================================================================= + # 2.1 Get Actions and handle exploration + # ============================================================================= + # only use noise as the action to enforce exploration + curr_action = noise + + else: + # if we are not in the initial exploration phase we chose the action with the actor neural net + # and add noise to the action + curr_action = self.actor(next_observation).detach() + noise = th.tensor( + self.action_noise.noise(), device=self.device, dtype=self.float_type + ) + curr_action += noise + else: + # if we are not in learning mode we just use the actor neural net to get the action without adding noise + + curr_action = self.actor(next_observation).detach() + noise = tuple(0 for _ in range(self.act_dim)) + + curr_action = curr_action.clamp(-1, 1) + + return curr_action, noise + + def calculate_reward( + self, + unit: Building, + marketconfig: MarketConfig, + orderbook: Orderbook, + ): + """ + Calculates the reward based on profit generated by bids after market feedback. + + Args + ---- + unit : SupportsMinMaxCharge + The storage unit associated with the agent. + marketconfig : MarketConfig + Configuration of the energy market. + orderbook : Orderbook + Contains executed bids and transaction details. + + Notes + ----- + Rewards are based on profit and include fixed costs for charging and discharging. + """ + + scaling_factor = 0.1 / unit.max_power_discharge if unit.has_battery_storage else 1 + + product_type = marketconfig.product_type + reward = 0 + + first_order_start = orderbook[0]["start_time"] + last_order_start = orderbook[0]["start_time"] + # Iterate over all orders in the orderbook to calculate order-specific profit + for order in orderbook: + first_order_start = min(first_order_start, order["start_time"]) + last_order_start = max(last_order_start, order["start_time"]) + start_time = order["start_time"] + next_time = start_time + unit.index.freq + end_time = order["end_time"] + end_exclusive = end_time - unit.index.freq + duration = (end_time - start_time) / pd.Timedelta(unit.index.freq) + + # ignore very small volumes due to calculations + accepted_volume = order["accepted_volume"] + + # Calculate profit and cost for the order + order_profit = order["accepted_price"] * accepted_volume * duration + + current_soc = unit.outputs["soc"][start_time] + next_soc = unit.outputs["soc"][next_time] + + # Calculate and clip the energy cost for the start time + unit.outputs["energy_cost"].at[next_time] = np.clip( + (unit.outputs["energy_cost"][start_time] * current_soc - order_profit) + / next_soc, + 0, + self.max_bid_price, + ) + + reward += order_profit * scaling_factor + + # Store results in unit outputs + unit.outputs["profit"].loc[start_time:end_exclusive] += order_profit + unit.outputs["reward"].loc[start_time:end_exclusive] = reward + unit.outputs["total_costs"].loc[start_time:end_exclusive] = 0 + unit.outputs["rl_rewards"].extend(unit.outputs["reward"].loc[first_order_start:last_order_start]) + + def create_observation( + self, + unit: Building, + market_id: str, + start: datetime, + end: datetime, + ): + """ + Creates a scaled observation tensor from the storage unit's state and forecast data. + + Args + ---- + unit : SupportsMinMaxCharge + Storage unit providing forecasted and current state data. + market_id : str + Identifier for the relevant market. + start : datetime + Start time for the observation period. + end : datetime + End time for the observation period. + + Returns + ------- + torch.Tensor + Observation tensor containing state of charge, forecasted demand, and energy cost. + + Notes + ----- + Observations are scaled by the unit's max demand and bid price, creating input for + the agent's action selection. + """ + + end_excl = end - unit.index.freq + + # get the forecast length depending on the tme unit considered in the modelled unit + forecast_len = pd.Timedelta((self.foresight - 1) * unit.index.freq) + + # ============================================================================= + # 1.1 Get the Observations, which are the basis of the action decision + # ============================================================================= + # scaling factors for the observations + scaling_factor_res_load = max(abs(unit.forecaster[f"total_community_load"])) + scaling_factor_price = self.max_bid_price + + # checks if we are at end of simulation horizon, since we need to change the forecast then + # for residual load and price forecast and scale them + if ( + end_excl + forecast_len + > unit.forecaster[f"total_community_load"].index[-1] + ): + scaled_res_load_forecast = ( + unit.forecaster[f"total_community_load"].loc[start:].values + / scaling_factor_res_load + ) + scaled_res_load_forecast = np.concatenate( + [ + scaled_res_load_forecast, + unit.forecaster[f"total_community_load"].iloc[ + : self.foresight - len(scaled_res_load_forecast) + ], + ] + ) + + else: + scaled_res_load_forecast = ( + unit.forecaster[f"total_community_load"] + .loc[start: end_excl + forecast_len] + .values + / scaling_factor_res_load + ) + + if end_excl + forecast_len > unit.electricity_price.index[-1]: + scaled_price_forecast = ( + unit.electricity_price.loc[start:].values + / scaling_factor_price + ) + scaled_price_forecast = np.concatenate( + [ + scaled_price_forecast, + unit.electricity_price.iloc[ + : self.foresight - len(scaled_price_forecast) + ], + ] + ) + + else: + scaled_price_forecast = ( + unit.electricity_price + .loc[start: end_excl + forecast_len] + .values + / scaling_factor_price + ) + + # get the current soc value + soc_scaled = (unit.outputs["soc"].at[start] / unit.max_capacity) if unit.has_battery_storage and unit.max_capacity != 0 else 0 + energy_cost_scaled = unit.outputs["energy_cost"].at[start] / self.max_bid_price + max_inflex_demand = max(unit.inflex_demand) + scale_factor_inflex_demand = max_inflex_demand if max_inflex_demand != 0 else 1 + inflex_demand_scaled = unit.inflex_demand[start] / scale_factor_inflex_demand + pv_availability = (unit.pv_production[start] / unit.pv_max_power) if unit.has_pv and unit.pv_max_power != 0 else 0 + + # concat all observations into one array + observation = np.concatenate( + [ + scaled_res_load_forecast, + scaled_price_forecast, + np.array([soc_scaled, energy_cost_scaled, inflex_demand_scaled, pv_availability]), + ] + ) + + # transfer array to GPU for NN processing + observation = ( + th.tensor(observation, dtype=self.float_type) + .to(self.device, non_blocking=True) + .view(-1) + ) + + return observation.detach().clone() diff --git a/assume/strategies/naive_strategies.py b/assume/strategies/naive_strategies.py index d47ffbaf..42852878 100644 --- a/assume/strategies/naive_strategies.py +++ b/assume/strategies/naive_strategies.py @@ -174,6 +174,40 @@ def calculate_bids( return bids +class NaiveDABuildingStrategy(BaseStrategy): + def calculate_bids( + self, + unit: SupportsMinMax, + market_config: MarketConfig, + product_tuples: list[Product], + **kwargs, + ) -> Orderbook: + bids = [] + start = product_tuples[0][0] # start time of the first product + + unit.calculate_optimal_operation_if_needed() + for product in product_tuples: + """ + for each product, calculate the marginal cost of the unit at the start time of the product + and the volume of the product. Dispatch the order to the market. + """ + start = product[0] + volume = unit.opt_power_requirement.loc[start] + marginal_price = unit.calculate_marginal_cost(start, volume) + bids.append( + { + "start_time": product[0], + "end_time": product[1], + "only_hours": product[2], + "price": marginal_price, + "volume": -volume, + "node": unit.node, + } + ) + + return bids + + class NaiveRedispatchSteelplantStrategy(BaseStrategy): def calculate_bids( self, diff --git a/assume/units/__init__.py b/assume/units/__init__.py index 5f5b9bc4..46a06b65 100644 --- a/assume/units/__init__.py +++ b/assume/units/__init__.py @@ -7,6 +7,7 @@ from assume.units.powerplant import PowerPlant from assume.units.storage import Storage from assume.units.steel_plant import SteelPlant +from assume.units.building import Building from assume.units.dst_components import demand_side_technologies unit_types: dict[str, BaseUnit] = { @@ -14,4 +15,14 @@ "demand": Demand, "storage": Storage, "steel_plant": SteelPlant, + "building": Building, } + +try: + from assume.units.steel_plant import SteelPlant + from assume.units.dst_components import demand_side_technologies + + unit_types["steel_plant"] = SteelPlant + +except ImportError: + demand_side_technologies = {} diff --git a/assume/units/building.py b/assume/units/building.py new file mode 100644 index 00000000..195d93fb --- /dev/null +++ b/assume/units/building.py @@ -0,0 +1,670 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +import ast +import logging +from datetime import timedelta +from distutils.util import strtobool + +import pandas as pd +import numpy as np +import pyomo.environ as pyo +from pyomo.opt import ( + SolverFactory, + SolverStatus, + TerminationCondition, + check_available_solvers, +) + +from assume.common.base import SupportsMinMax +from assume.common.market_objects import MarketConfig, Orderbook +from assume.common.utils import get_products_index +from assume.strategies import NaiveDABuildingStrategy +from assume.units.dsm_load_shift import DSMFlex + +SOLVERS = ["gurobi", "glpk", "cbc", "cplex"] + +logger = logging.getLogger(__name__) + + +class Building(DSMFlex, SupportsMinMax): + """ + The Building class represents a building unit in the energy system. + + Args: + id (str): The unique identifier of the unit. + unit_operator (str): The operator of the unit. + bidding_strategies (dict): The bidding strategies of the unit. + technology (str): The technology of the unit. + node (str): The node of the unit. + index (pd.DatetimeIndex): The index for the data of the unit. + location (tuple[float, float]): The location of the unit. + components (dict[str, dict]): The components of the unit such as heat pump, electric boiler, and thermal storage. + objective (str): The objective of the unit, e.g. minimize expenses ("minimize_expenses"). + """ + + # There are no mandatory components for the building unit since it can also be a pure demand unit. + optional_technologies = ["heatpump", "boiler", "thermal_storage", "electric_vehicle", "generic_storage", "pv_plant"] + + def __init__( + self, + id: str, + unit_operator: str, + bidding_strategies: dict, + technology: str = "building", + node: str = "node0", + index: pd.DatetimeIndex = None, + location: tuple[float, float] = (0.0, 0.0), + components: dict[str, dict] = None, + flexibility_measure: str = "max_load_shift", + demand: float = 0, + objective: str = None, + **kwargs, + ): + super().__init__( + id=id, + unit_operator=unit_operator, + technology=technology, + bidding_strategies=bidding_strategies, + index=index, + node=node, + location=location, + components=components, + **kwargs, + ) + + # check if the provided components are valid and do not contain any unknown components + for component in self.components.keys(): + if ( + component not in self.optional_technologies + ): + raise ValueError( + f"Component {component} is not a valid component for the building unit." + ) + + #JUST FOR MY SIMULATIONS/EXPERIMENTS!! + self.electricity_price = self.create_price_given_solar_forecast() + #self.electricity_price = self.create_price_given_grid_load_forecast() + self.natural_gas_price = self.forecaster["fuel_price_natural gas"] + self.heat_demand = self.forecaster["heat_demand"] + self.ev_load_profile = self.forecaster["ev_load_profile"] + self.battery_load_profile = self.forecaster["battery_load_profile"] + self.inflex_demand = self.forecaster[ + f"{self.id}_load_profile" + ] + + self.demand = demand + self.flexibility_measure = flexibility_measure + self.objective = objective + + # Main Model part + self.model = pyo.ConcreteModel() + self.define_sets() + + self.has_heatpump = "heatpump" in self.components + self.has_boiler = "boiler" in self.components + self.has_thermal_storage = "thermal_storage" in self.components + self.has_ev = "electric_vehicle" in self.components + self.has_battery_storage = "generic_storage" in self.components + self.has_pv = "pv_plant" in self.components + + self.define_parameters() + + # Create availability DataFrame for EVs + # Parse the availability periods + if self.has_ev: + if "availability_periods" in self.components["electric_vehicle"]: + try: + # Convert the string to a list of tuples + self.components["electric_vehicle"]["availability_periods"] = ast.literal_eval( + self.components["electric_vehicle"]["availability_periods"] + ) + self.components["electric_vehicle"]["availability_df"] = self.create_availability_df( + self.components["electric_vehicle"]["availability_periods"] + ) + except Exception as e: + raise ValueError( + f"Error processing availability periods for EV: {e}" + ) + else: + raise KeyError( + "Missing 'availability_periods' in EV components configuration." + ) + + # Parse the availability of the PV plant + if self.has_pv: + self.pv_uses_power_profile = False + if not strtobool(self.components["pv_plant"].get("uses_power_profile", "no")): + pv_availability = self.forecaster["availability_Solar"] + pv_availability.index = self.model.time_steps + self.components["pv_plant"]["availability_profile"] = pv_availability + else: + pv_power = self.forecaster[f"{self.id}_pv_power_profile"] + pv_power.index = self.model.time_steps + self.components["pv_plant"]["power_profile"] = pv_power + self.pv_uses_power_profile = True + + self.define_variables() + + ############################# + # Section for storage units # + ############################# + if not isinstance(self.bidding_strategies.get("EOM", ""), NaiveDABuildingStrategy): + self.electricity_price.index = self.index + self.max_power_discharge = abs(self.components.get("generic_storage", {}).get("max_power_discharge", 0)) + self.max_power_charge = -abs(self.components.get("generic_storage", {}).get("max_power_charge", 0)) + self.max_capacity = self.components.get("generic_storage", {}).get("max_capacity", 0) + self.min_capacity = self.components.get("generic_storage", {}).get("min_capacity", 0) + self.efficiency_charge = self.components.get("generic_storage", {}).get("efficiency_charge", 1) + self.efficiency_discharge = self.components.get("generic_storage", {}).get("efficiency_discharge", 1) + self.initial_soc = self.components.get("generic_storage", {}).get("initial_soc", 1e-6) + self.outputs["soc"] = pd.Series(self.initial_soc, index=self.index, dtype=float) + self.outputs["energy_cost"] = pd.Series(0.0, index=self.index, dtype=float) + self.pv_production = pd.Series(0.0, index=self.index, dtype=float) + self.battery_charge = pd.Series(0.0, index=self.index, dtype=float) + self.pv_max_power = self.components.get("pv_plant", {}).get("max_power", 0) + # End section for storage units # + else: + self.initialize_components() + self.define_constraints() + self.define_objective() + self.initialize_process_sequence() + + + solvers = check_available_solvers(*SOLVERS) + if len(solvers) < 1: + raise Exception(f"None of {SOLVERS} are available") + self.solver = SolverFactory(solvers[0]) + + self.opt_power_requirement = None + self.variable_expenses_series = None + + def create_price_given_solar_forecast(self): + buy_forecast = self.forecaster["price_EOM"].values + sell_forecast = self.forecaster["price_EOM_sell"].values + + price_delta = (buy_forecast - sell_forecast) * (self.forecaster["availability_Solar"]) + return round(buy_forecast - price_delta, 2) + + def create_price_given_grid_load_forecast(self): + buy_forecast = self.forecaster["price_EOM"].values + sell_forecast = self.forecaster["price_EOM_sell"].values + community_load = self.forecaster["total_community_load"].values.copy() + min_val, max_val = min(community_load), max(community_load) + + # Normalization to be between -1 and 1 + community_load_scaled = ((community_load - min_val) / (max_val - min_val) * 2) - 1 + spread = (buy_forecast - sell_forecast) + price_delta = spread * community_load_scaled / 2 + return np.round(buy_forecast - max(price_delta) + price_delta, 2) + + def create_availability_df(self, availability_periods): + """ + Create an availability DataFrame based on the provided availability periods. + + Args: + availability_periods (list of tuples): List of (start, end) tuples for availability periods. + + Returns: + pd.Series: A series with 1 for available time steps and 0 otherwise. + """ + availability_series = pd.Series(0, index=self.index) + + for start, end in availability_periods: + availability_series[start:end] = 1 + + return availability_series + + + def initialize_process_sequence(self): + """ + Initializes the process sequence and constraints for the building. + """ + if self.has_heatpump or self.has_boiler or self.has_thermal_storage: + @self.model.Constraint(self.model.time_steps) + def heat_flow_constraint(m, t): + """ + Ensures the heat flow from the heat pump or electric boiler to the thermal storage or directly to the demand. + """ + return ( + (self.model.dsm_blocks["heatpump"].heat_out[t] if self.has_heatpump else 0) + + (self.model.dsm_blocks["boiler"].heat_out[t] if self.has_boiler else 0) + + (self.model.dsm_blocks["thermal_storage"].discharge_thermal[t] if self.has_thermal_storage else 0) + == self.model.heat_demand[t] + + (self.model.dsm_blocks["thermal_storage"].charge_thermal[t] if self.has_thermal_storage else 0) + ) + + def define_sets(self) -> None: + """ + Defines the sets for the Pyomo model. + """ + self.model.time_steps = pyo.Set( + initialize=[idx for idx, _ in enumerate(self.index)] + ) + + def define_parameters(self): + """ + Defines the parameters for the Pyomo model. + """ + self.model.electricity_price = pyo.Param( + self.model.time_steps, + initialize={t: value for t, value in enumerate(self.electricity_price)}, + ) + self.model.natural_gas_price = pyo.Param( + self.model.time_steps, + initialize={t: value for t, value in enumerate(self.natural_gas_price)}, + ) + self.model.heat_demand = pyo.Param( + self.model.time_steps, + initialize={t: value for t, value in enumerate(self.heat_demand)}, + ) + self.model.inflex_demand = pyo.Param( + self.model.time_steps, + initialize={ + t: value for t, value in enumerate(self.inflex_demand) + }, + ) + + def define_variables(self): + """ + Defines the variables for the Pyomo model. + """ + self.model.variable_power = pyo.Var( + self.model.time_steps, within=pyo.Reals + ) + self.model.variable_expenses = pyo.Var( + self.model.time_steps, within=pyo.Reals + ) + + def define_constraints(self): + + @self.model.Constraint(self.model.time_steps) + def total_power_constraint(m, t): + """ + Ensures the total power input is the sum of power inputs of all components subtracted by the self + produced/stored energy. + """ + return ( + self.model.variable_power[t] + == + + self.model.inflex_demand[t] + + (self.model.dsm_blocks["heatpump"].power_in[t] if self.has_heatpump else 0) + + (self.model.dsm_blocks["boiler"].power_in[t] if self.has_boiler else 0) + + (self.model.dsm_blocks["electric_vehicle"].charge[t] if self.has_ev else 0) + + (self.model.dsm_blocks["generic_storage"].charge[t] if self.has_battery_storage else 0) + - (self.model.dsm_blocks["pv_plant"].power[t] if self.has_pv else 0) + # TODO: My idea with sells_battery_energy_to_market is not working since there is no split up anymore! + - (self.model.dsm_blocks["generic_storage"].discharge[t] if self.has_battery_storage else 0) + - (self.model.dsm_blocks["electric_vehicle"].discharge[t] if self.has_ev else 0) + ) + + @self.model.Constraint(self.model.time_steps) + def variable_expenses_constraint(m, t): + """ + Calculates the variable expense per time step. + """ + return ( + # TODO: Also Idea not really possible to have two different prices for buying and selling (variable_power negtive or positive) + self.model.variable_expenses[t] + == self.model.variable_power[t] + * self.model.electricity_price[t] + ) + + def define_objective(self): + """ + Defines the objective for the optimization model. + """ + if self.objective == "minimize_expenses": + + @self.model.Objective(sense=pyo.minimize) + def obj_rule(m): + """ + Minimizes the total variable cost over all time steps. + """ + total_variable_cost = sum( + self.model.variable_expenses[t] for t in self.model.time_steps + ) + return total_variable_cost + else: + raise ValueError(f"Unknown objective: {self.objective}") + + def calculate_optimal_operation_if_needed(self): + if self.opt_power_requirement is None and self.variable_expenses_series is None and \ + self.objective in ["minimize_expenses"]: + self.calculate_optimal_operation() + + def calculate_optimal_operation(self): + """ + Determines the optimal operation of the building. + """ + # create an instance of the model + instance = self.model.create_instance() + # solve the instance + results = self.solver.solve(instance, tee=False) + + # Check solver status and termination condition + if (results.solver.status == SolverStatus.ok) and ( + results.solver.termination_condition == TerminationCondition.optimal + ): + logger.debug("The model was solved optimally.") + + # Display the Objective Function Value + objective_value = instance.obj_rule() + logger.debug(f"The value of the objective function is {objective_value}.") + elif results.solver.termination_condition == TerminationCondition.infeasible: + logger.debug("The model is infeasible.") + else: + logger.debug("Solver Status: ", results.solver.status) + logger.debug( + "Termination Condition: ", results.solver.termination_condition + ) + # Total power series + power = instance.variable_power.get_values() + self.opt_power_requirement = pd.Series(data=power) + self.opt_power_requirement.index = self.index + + # Variable expense series + expenses = instance.variable_expenses.get_values() + self.variable_expenses_series = pd.Series(data=expenses) + self.variable_expenses_series.index = self.index + + self.write_additional_outputs(instance) + + def write_additional_outputs(self, instance): + if not isinstance(self.bidding_strategies.get("EOM", ""), NaiveDABuildingStrategy): + return + if self.has_battery_storage: + model_block = instance.dsm_blocks["generic_storage"] + soc = pd.Series( + data=model_block.soc.get_values(), dtype=float + ) / pyo.value(model_block.max_capacity) + soc.index = self.index + self.outputs["soc"] = soc + if self.has_ev: + model_block = instance.dsm_blocks["electric_vehicle"] + ev_soc = pd.Series( + data=model_block.ev_battery_soc.get_values(), dtype=float + ) / pyo.value(model_block.max_capacity) + ev_soc.index = self.index + self.outputs["ev_soc"] = ev_soc + + + def execute_current_dispatch(self, start: pd.Timestamp, end: pd.Timestamp): + """ + Executes the current dispatch of the unit based on the provided timestamps. + + The dispatch is only executed, if it is in the constraints given by the unit. + Returns the volume of the unit within the given time range. + + Args: + start (pandas.Timestamp): The start time of the dispatch. + end (pandas.Timestamp): The end time of the dispatch. + + Returns: + pd.Series: The volume of the unit within the given time range. + """ + if isinstance(self.bidding_strategies.get("EOM", ""), NaiveDABuildingStrategy): + return super().execute_current_dispatch(start, end) + + end_excl = end - self.index.freq + for t in self.outputs["energy"][start : end_excl].index: + inflex_demand = self.inflex_demand[t] + pv_power = self.pv_production[t] + battery_power = self.battery_charge[t] + delta_soc = 0 + soc = self.outputs["soc"][t] + #TODO: Why is that needed?? + if battery_power > self.max_power_discharge: + battery_power = self.max_power_discharge + elif battery_power < self.max_power_charge: + battery_power = self.max_power_charge + + # discharging + if battery_power > 0: + max_soc_discharge = self.calculate_soc_max_discharge(soc) + + if battery_power > max_soc_discharge: + battery_power = max_soc_discharge + + time_delta = self.index.freq / timedelta(hours=1) + delta_soc = ( + -battery_power * time_delta / self.efficiency_discharge + ) + + # charging + elif battery_power < 0: + max_soc_charge = self.calculate_soc_max_charge(soc) + + if battery_power < max_soc_charge: + battery_power = max_soc_charge + + time_delta = self.index.freq / timedelta(hours=1) + delta_soc = ( + -battery_power * time_delta * self.efficiency_charge + ) + # Update the energy with the new values from battery_power + self.outputs["energy"][t] = battery_power + pv_power - inflex_demand + + self.outputs["soc"].at[t + self.index.freq] = soc + delta_soc + + return self.outputs["energy"].loc[start:end] + + + def set_dispatch_plan( + self, + marketconfig: MarketConfig, + orderbook: Orderbook, + ) -> None: + """ + Adds the dispatch plan from the current market result to the total dispatch plan and calculates the cashflow. + + Args: + marketconfig (MarketConfig): The market configuration. + orderbook (Orderbook): The orderbook. + """ + products_index = get_products_index(orderbook) + + for order in orderbook: + start = order["start_time"] + end = order["end_time"] + end_excl = end - self.index.freq + if isinstance(order["accepted_volume"], dict): + self.outputs["energy"].loc[start:end_excl] += [ + order["accepted_volume"][key] + for key in order["accepted_volume"].keys() + ] + else: + self.outputs["energy"].loc[start] += order["accepted_volume"] + self.calculate_cashflow("energy", orderbook) + + if not isinstance(self.bidding_strategies.get("EOM", ""), NaiveDABuildingStrategy): + for start in products_index: + delta_soc = 0 + soc = self.outputs["soc"][start] + inflex_demand = self.inflex_demand[start] + pv_power = self.pv_production[start] + battery_power = self.battery_charge[start] + + # discharging + if battery_power > 0: + max_soc_discharge = self.calculate_soc_max_discharge(soc) + + if battery_power > max_soc_discharge: + battery_power = max_soc_discharge + + time_delta = self.index.freq / timedelta(hours=1) + delta_soc = ( + -battery_power + * time_delta + / self.efficiency_discharge + ) + + # charging + elif battery_power < 0: + max_soc_charge = self.calculate_soc_max_charge(soc) + + if battery_power < max_soc_charge: + battery_power = max_soc_charge + + time_delta = self.index.freq / timedelta(hours=1) + delta_soc = ( + -battery_power * time_delta * self.efficiency_charge + ) + + self.outputs["soc"][start + self.index.freq:] = soc + delta_soc + # Update the energy with the new values from battery_power + self.outputs["energy"][start] = battery_power + pv_power - inflex_demand + self.bidding_strategies[marketconfig.market_id].calculate_reward( + unit=self, + marketconfig=marketconfig, + orderbook=orderbook, + ) + + def calculate_marginal_cost(self, start: pd.Timestamp, power: float) -> float: + """ + Calculate the marginal cost of the unit based on the provided time and power. + + Args: + start (pandas.Timestamp): The start time of the dispatch. + power (float): The power output of the unit. + + Returns: + float: the marginal cost of the unit for the given power. + """ + # Initialize marginal cost + marginal_cost = 0 + + if self.opt_power_requirement[start] != 0: + marginal_cost = round(abs( + self.variable_expenses_series[start] / self.opt_power_requirement[start] + ),2) + return marginal_cost + + def calculate_max_discharge(self, start: pd.Timestamp, end: pd.Timestamp) -> pd.Series: + """ + Calculates the maximum discharging power for the given time period. + + Args: + start: + end: + + Returns: + + """ + end_excl = end - self.index.freq + if not self.has_battery_storage: + return pd.Series(0, index=self.index[(self.index >= start) & (self.index <= end_excl)], dtype=float) + + max_power_discharge = pd.Series(self.max_power_discharge, + index=self.index[(self.index >= start) & (self.index <= end_excl)], + dtype=float + ) + # restrict according to min_soc + max_soc_discharge = self.calculate_soc_max_discharge(self.outputs["soc"][start]) + max_power_discharge = max_power_discharge.clip(upper=max_soc_discharge) + return max_power_discharge + + def calculate_max_charge(self, start: pd.Timestamp, end: pd.Timestamp) -> pd.Series: + """ + Calculates the maximum discharging power for the given time period. + + Args: + start: + end: + + Returns: + + """ + end_excl = end - self.index.freq + if not self.has_battery_storage: + return pd.Series(0, index=self.index[(self.index >= start) & (self.index <= end_excl)], dtype=float) + + max_power_charge = pd.Series(self.max_power_charge, + index=self.index[(self.index >= start) & (self.index <= end_excl)], + dtype=float + ) + # restrict charging according to max_soc + max_soc_charge = self.calculate_soc_max_charge(self.outputs["soc"][start]) + max_power_charge = max_power_charge.clip(lower=max_soc_charge) + return max_power_charge + + + def calculate_pv_power(self, start: pd.Timestamp, end: pd.Timestamp) -> pd.Series: + end_excl = end - self.index.freq + index = self.index[(self.index >= start) & (self.index <= end_excl)] + current_power = pd.Series(0, index=index, dtype=float) + + if self.has_pv and self.pv_uses_power_profile: + power = self.components["pv_plant"].get("power_profile", 0) + if isinstance(power, pd.Series): + power.index = self.index + current_power = power[start:end_excl] + elif self.has_pv: + av_solar = self.components["pv_plant"].get("availability_profile", 0) + if isinstance(av_solar, pd.Series): + av_solar.index = self.index + current_power = av_solar[start:end_excl] * self.pv_max_power + + self.pv_production[start:end_excl] = current_power + return current_power + + + def calculate_soc_max_charge( + self, + soc, + ) -> float: + """ + Calculates the maximum charge power depending on the current state of charge. + + Args: + soc (float): The current state of charge. + + Returns: + float: The maximum charge power. + """ + duration = self.index.freq / timedelta(hours=1) + power = min( + 0, + ((soc - self.max_capacity) / self.efficiency_charge / duration), + ) + return power + + + def calculate_soc_max_discharge(self, soc) -> float: + """ + Calculates the maximum discharge power depending on the current state of charge. + + Args: + soc (float): The current state of charge. + + Returns: + float: The maximum discharge power. + """ + duration = self.index.freq / timedelta(hours=1) + power = max( + 0, + ((soc - self.min_capacity) * self.efficiency_discharge / duration), + ) + return power + + + def as_dict(self) -> dict: + """ + Returns the attributes of the unit as a dictionary, including specific attributes. + + Returns: + dict: The attributes of the unit as a dictionary. + """ + components_list = [component for component in self.components.keys()] + components_string = ",".join(components_list) + + unit_dict = super().as_dict() + unit_dict.update( + { + "unit_type": "demand", + "components": components_string, + } + ) + + return unit_dict diff --git a/assume/units/powerplant.py b/assume/units/powerplant.py index 348e7123..991fc269 100644 --- a/assume/units/powerplant.py +++ b/assume/units/powerplant.py @@ -361,19 +361,20 @@ def calculate_marginal_cost(self, start: datetime, power: float): Returns: float: The marginal cost of the unit. """ - # if marginal costs already exists, return it - if self.marginal_cost is not None: - return ( - self.marginal_cost[start] - if len(self.marginal_cost) > 1 - else self.marginal_cost - ) - # if not, calculate it - else: - return self.calc_marginal_cost_with_partial_eff( - power_output=power, - timestep=start, - ) + return 130.92 + # # if marginal costs already exists, return it + # if self.marginal_cost is not None: + # return ( + # self.marginal_cost[start] + # if len(self.marginal_cost) > 1 + # else self.marginal_cost + # ) + # # if not, calculate it + # else: + # return self.calc_marginal_cost_with_partial_eff( + # power_output=power, + # timestep=start, + # ) def as_dict(self) -> dict: """ diff --git a/examples/examples.py b/examples/examples.py index d9f5754e..9a5a9e13 100644 --- a/examples/examples.py +++ b/examples/examples.py @@ -52,15 +52,31 @@ "scenario": "example_01d", "study_case": "zonal_case", }, - # example_01e is used in the tutorial notebook #3: Custom unit and bidding strategy example - "market_study_eom": { - "scenario": "example_01f", - "study_case": "eom_case", + "small_with_steel_plant": { + "scenario": "example_04", + "study_case": "base_case_steel_plant_2019", }, - "market_study_eom_and_ltm": { - "scenario": "example_01f", - "study_case": "ltm_case", + "small_with_building": { + "scenario": "example_05", + "study_case": "base_case_building_2019", }, + "small_with_building_mh": { + "scenario": "example_06", + "study_case": "base_case_building_2019", + }, + "EEGH_2024_base": { + "scenario": "experiment_01_EEGH_base", + "study_case": "EEGH_2024_base", + }, + "EEGH_2024_single_storage": { + "scenario": "experiment_01_EEGH_single_storage", + "study_case": "EEGH_2024_single_storage", + }, + "EEGH_2024_multi_storage": { + "scenario": "experiment_01_EEGH_multi_storage", + "study_case": "EEGH_2024_multi_storage", + }, + "large_2019_eom": {"scenario": "example_02", "study_case": "base_case_2019"}, # example_01f is used in the tutorial notebook #5: Market configuration comparison example # example_01g is used in the tutorial notebook #6: Advanced order types example # @@ -101,14 +117,16 @@ - local_db: without database and grafana - timescale: with database and grafana (note: you need docker installed) """ - data_format = "local_db" # "local_db" or "timescale" - example = "small" + data_format = "timescale" # "local_db" or "timescale" + example = "EEGH_2024_single_storage" if data_format == "local_db": db_uri = f"sqlite:///./examples/local_db/assume_db_{example}.db" elif data_format == "timescale": db_uri = "postgresql://assume:assume@localhost:5432/assume" + scenario = available_examples[example]["scenario"] + csv_path = f"examples/outputs/{scenario}" # create world world = World(database_uri=db_uri, export_csv_path=csv_path) @@ -116,7 +134,7 @@ load_scenario_folder( world, inputs_path="examples/inputs", - scenario=available_examples[example]["scenario"], + scenario=scenario, study_case=available_examples[example]["study_case"], ) diff --git a/examples/inputs/example_05/availability_df.csv b/examples/inputs/example_05/availability_df.csv new file mode 100644 index 00000000..14153a6e --- /dev/null +++ b/examples/inputs/example_05/availability_df.csv @@ -0,0 +1,2785 @@ +datetime,Wind onshore,Wind offshore,Solar,Hydro,Biomass +1/1/2019 0:00,0.357285204,0.420502646,0,0.324696356,0.590647482 +1/1/2019 0:15,0.371291596,0.42010582,0,0.319635628,0.591966427 +1/1/2019 0:30,0.384921978,0.419179894,0,0.308704453,0.590647482 +1/1/2019 0:45,0.390204926,0.39973545,0,0.308502024,0.591606715 +1/1/2019 1:00,0.398383155,0.378571429,0,0.31437247,0.589448441 +1/1/2019 1:15,0.411806731,0.379232804,0,0.31417004,0.588848921 +1/1/2019 1:30,0.422391427,0.379761905,0,0.314979757,0.588369305 +1/1/2019 1:45,0.424609889,0.37989418,0,0.314574899,0.585371703 +1/1/2019 2:00,0.426358338,0.33994709,0,0.310728745,0.583213429 +1/1/2019 2:15,0.429855236,0.315873016,0,0.305060729,0.583693046 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+SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/buses.csv b/examples/inputs/example_05/buses.csv new file mode 100644 index 00000000..ff04832d --- /dev/null +++ b/examples/inputs/example_05/buses.csv @@ -0,0 +1,3 @@ +name,v_nom,carrier,x,y +north,380.0,AC,9.598,53.5585 +south,380.0,AC,13.607,51.0769 diff --git a/examples/inputs/example_05/buses.csv.license b/examples/inputs/example_05/buses.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/buses.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/config.yaml b/examples/inputs/example_05/config.yaml new file mode 100644 index 00000000..e72226ee --- /dev/null +++ b/examples/inputs/example_05/config.yaml @@ -0,0 +1,52 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +base_case_building_2019: + start_date: 2019-01-01 00:00 + end_date: 2019-01-27 23:00 + time_step: 1h + save_frequency_hours: 24 + + markets_config: + EOM: + operator: EOM_operator + product_type: energy + products: + - duration: 1h + count: 24 + first_delivery: 1h + opening_frequency: 24h + opening_duration: 1h + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: pay_as_clear + + redispatch: + start_date: 2019-01-01 00:00 + operator: network_operator + product_type: energy + products: + - duration: 1h + count: 24 + first_delivery: 1h + opening_frequency: 24h + opening_duration: 2h + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: redispatch + additional_fields: + - node + - min_power + - max_power + param_dict: + network_path: . + solver: gurobi + payment_mechanism: pay_as_bid + backup_marginal_cost: 10000 diff --git a/examples/inputs/example_05/demand_df.csv b/examples/inputs/example_05/demand_df.csv new file mode 100644 index 00000000..1227f5f3 --- /dev/null +++ b/examples/inputs/example_05/demand_df.csv @@ -0,0 +1,2785 @@ +datetime,demand_EOM +1/1/2019 0:00,45173.2 +1/1/2019 0:15,44701.1 +1/1/2019 0:30,44193.1 +1/1/2019 0:45,43961.1 +1/1/2019 1:00,43637.1 +1/1/2019 1:15,43145.1 +1/1/2019 1:30,42673.1 +1/1/2019 1:45,42125.1 +1/1/2019 2:00,41825.1 +1/1/2019 2:15,41445.1 +1/1/2019 2:30,41177.1 +1/1/2019 2:45,40973.1 +1/1/2019 3:00,40813.1 +1/1/2019 3:15,40489.1 +1/1/2019 3:30,40465.1 +1/1/2019 3:45,40445.1 +1/1/2019 4:00,40445.1 +1/1/2019 4:15,40381.1 +1/1/2019 4:30,40341.1 +1/1/2019 4:45,40185.1 +1/1/2019 5:00,40205.1 +1/1/2019 5:15,39921.1 +1/1/2019 5:30,39845.1 +1/1/2019 5:45,39533.1 +1/1/2019 6:00,39185.1 +1/1/2019 6:15,39201.1 +1/1/2019 6:30,39365.1 +1/1/2019 6:45,39701.1 +1/1/2019 7:00,39833.1 +1/1/2019 7:15,40057.1 +1/1/2019 7:30,40117.1 +1/1/2019 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23:00,49797.1 +1/29/2019 23:15,49149.1 +1/29/2019 23:30,48625.1 +1/29/2019 23:45,48281.1 diff --git a/examples/inputs/example_05/demand_df.csv.license b/examples/inputs/example_05/demand_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/demand_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/demand_units.csv b/examples/inputs/example_05/demand_units.csv new file mode 100644 index 00000000..0c1e3585 --- /dev/null +++ b/examples/inputs/example_05/demand_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,bidding_redispatch,max_power,min_power,node,unit_operator +demand_EOM,inflex_demand,naive_eom,naive_redispatch,1000000,0,north,eom_de diff --git a/examples/inputs/example_05/demand_units.csv.license b/examples/inputs/example_05/demand_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/demand_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/dsm_units.csv b/examples/inputs/example_05/dsm_units.csv new file mode 100644 index 00000000..188fe907 --- /dev/null +++ b/examples/inputs/example_05/dsm_units.csv @@ -0,0 +1,4 @@ +name,technology,fuel_type,node,bidding_EOM,bidding_redispatch,unit_operator,objective,demand,flexibility_measure,cost_tolerance,charging_profile,availability_periods,rated_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,cop,efficiency,specific_dri_demand,specific_electricity_consumption,specific_natural_gas_consumption,specific_hydrogen_consumption,specific_iron_ore_consumption,specific_lime_demand,start_price,max_capacity,min_capacity,initial_soc,storage_loss_rate,charge_loss_rate,discharge_loss_rate +A360,heat_pump,,north,naive_da_building,,dsm_operator_household,min_expense,,max_load_shift,,,,5,0,0,0,0,0,2,,,,,,,,,,,,,, +A360,boiler,natural_gas,north,,,,,,,,,,,,,,,,,0.8,,,,,,,,,,,,, +A361,ev,,north,,,,,,,,No,"[(datetime(1/1/2019 3:00:00 AM), datetime(1/1/2019 5:00:00 AM))]",,,3,3,,,,,,,,,,,,3,0,0,,, diff --git a/examples/inputs/example_05/dsm_units.csv.license b/examples/inputs/example_05/dsm_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/dsm_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/fuel_prices_df.csv b/examples/inputs/example_05/fuel_prices_df.csv new file mode 100644 index 00000000..28b84391 --- /dev/null +++ b/examples/inputs/example_05/fuel_prices_df.csv @@ -0,0 +1,2881 @@ +datetime,uranium,lignite,hard coal,natural gas,oil,biomass,co2,steel,lime_co2_factor,lime,iron_ore +1/1/2019 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21:30,0.9,1.8,8.516935313,25.09407768,21.44,20.7,50,577,0.44,100,100 +1/4/2019 21:45,0.9,1.8,8.516935313,25.09303198,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:00,0.9,1.8,8.516935313,25.09198628,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:15,0.9,1.8,8.516935313,25.09094058,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:30,0.9,1.8,8.516935313,25.08989488,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:45,0.9,1.8,8.516935313,25.08884918,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:00,0.9,1.8,8.516935313,25.08780348,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:15,0.9,1.8,8.516935313,25.08675778,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:30,0.9,1.8,8.516935313,25.08571208,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:45,0.9,1.8,8.516935313,25.08466638,21.44,20.7,50,577,0.44,100,100 +1/5/2019 0:00,0.9,1.8,8.516935313,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:15,0.9,1.8,8.51677727,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:30,0.9,1.8,8.516619228,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:45,0.9,1.8,8.516461186,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:00,0.9,1.8,8.516303143,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:15,0.9,1.8,8.516145101,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:30,0.9,1.8,8.515987058,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:45,0.9,1.8,8.515829016,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:00,0.9,1.8,8.515670973,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:15,0.9,1.8,8.515512931,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:30,0.9,1.8,8.515354889,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:45,0.9,1.8,8.515196846,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:00,0.9,1.8,8.515038804,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:15,0.9,1.8,8.514880761,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:30,0.9,1.8,8.514722719,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:45,0.9,1.8,8.514564676,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:00,0.9,1.8,8.514406634,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:15,0.9,1.8,8.514274932,25.08292355,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:30,0.9,1.8,8.51414323,25.08222642,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:45,0.9,1.8,8.514011528,25.08152928,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:00,0.9,1.8,8.513879826,25.08083215,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:15,0.9,1.8,8.513748124,25.08013502,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:30,0.9,1.8,8.513616422,25.07943788,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:45,0.9,1.8,8.51348472,25.07874075,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:00,0.9,1.8,8.513353018,25.07804362,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:15,0.9,1.8,8.513221316,25.07734648,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:30,0.9,1.8,8.513089614,25.07664935,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:45,0.9,1.8,8.512957912,25.07595222,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:00,0.9,1.8,8.51282621,25.07525508,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:15,0.9,1.8,8.512694508,25.07455795,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:30,0.9,1.8,8.512562806,25.07386082,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:45,0.9,1.8,8.512431104,25.07316368,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:00,0.9,1.8,8.512299402,25.07246655,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:15,0.9,1.8,8.512115019,25.07176941,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:30,0.9,1.8,8.511930636,25.07107228,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:45,0.9,1.8,8.511746253,25.07037515,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:00,0.9,1.8,8.51156187,25.06967801,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:15,0.9,1.8,8.511377487,25.06898088,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:30,0.9,1.8,8.511193105,25.06828375,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:45,0.9,1.8,8.511008722,25.06758661,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:00,0.9,1.8,8.510824339,25.06688948,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:15,0.9,1.8,8.510639956,25.06619235,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:30,0.9,1.8,8.510455573,25.06549521,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:45,0.9,1.8,8.51027119,25.06479808,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:00,0.9,1.8,8.510086808,25.06410095,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:15,0.9,1.8,8.509902425,25.06340381,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:30,0.9,1.8,8.509718042,25.06270668,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:45,0.9,1.8,8.509533659,25.06200955,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:00,0.9,1.8,8.509349276,25.06131241,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:15,0.9,1.8,8.509217574,25.06828375,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:30,0.9,1.8,8.509085872,25.07525508,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:45,0.9,1.8,8.50895417,25.08222642,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:00,0.9,1.8,8.508822468,25.08919775,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:15,0.9,1.8,8.508690766,25.09616908,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:30,0.9,1.8,8.508559064,25.10314042,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:45,0.9,1.8,8.508427362,25.11011175,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:00,0.9,1.8,8.50829566,25.11708309,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:15,0.9,1.8,8.508163958,25.12405442,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:30,0.9,1.8,8.508032256,25.13102575,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:45,0.9,1.8,8.507900554,25.13799709,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:00,0.9,1.8,8.507768852,25.14496842,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:15,0.9,1.8,8.50763715,25.15193976,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:30,0.9,1.8,8.507505448,25.15891109,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:45,0.9,1.8,8.507373746,25.16588243,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:00,0.9,1.8,8.507242044,25.17285376,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:15,0.9,1.8,8.507242044,25.18052223,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:30,0.9,1.8,8.507242044,25.18819069,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:45,0.9,1.8,8.507242044,25.19585916,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:00,0.9,1.8,8.507242044,25.20352763,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:15,0.9,1.8,8.507242044,25.2111961,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:30,0.9,1.8,8.507242044,25.21886456,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:45,0.9,1.8,8.507242044,25.22653303,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:00,0.9,1.8,8.507242044,25.2342015,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:15,0.9,1.8,8.507242044,25.24186997,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:30,0.9,1.8,8.507242044,25.24953843,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:45,0.9,1.8,8.507242044,25.2572069,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:00,0.9,1.8,8.507242044,25.26487537,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:15,0.9,1.8,8.507242044,25.27254384,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:30,0.9,1.8,8.507242044,25.28021231,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:45,0.9,1.8,8.507242044,25.28788077,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:00,0.9,1.8,8.507242044,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:15,0.9,1.8,8.507084001,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:30,0.9,1.8,8.506925959,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:45,0.9,1.8,8.506767917,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:00,0.9,1.8,8.506609874,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:15,0.9,1.8,8.506451832,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:30,0.9,1.8,8.506293789,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:45,0.9,1.8,8.506135747,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:00,0.9,1.8,8.505977704,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:15,0.9,1.8,8.505819662,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:30,0.9,1.8,8.50566162,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:45,0.9,1.8,8.505503577,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:00,0.9,1.8,8.505345535,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:15,0.9,1.8,8.505187492,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:30,0.9,1.8,8.50502945,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:45,0.9,1.8,8.504871407,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/6/2019 0:00,0.9,1.8,8.504713365,25.29554924,20.02,20.7,50,577,0.44,100,100 +1/6/2019 0:15,0.9,1.8,8.504581663,25.30321771,20.02,20.7,50,577,0.44,100,100 +1/6/2019 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18:45,0.9,1.8,8.486406783,25.35585128,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:00,0.9,1.8,8.486275081,25.34713711,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:15,0.9,1.8,8.486143379,25.33842295,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:30,0.9,1.8,8.486011677,25.32970878,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:45,0.9,1.8,8.485879975,25.32099461,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:00,0.9,1.8,8.485748273,25.31228044,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:15,0.9,1.8,8.485642912,25.30426341,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:30,0.9,1.8,8.48553755,25.29624637,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:45,0.9,1.8,8.485432188,25.28822934,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:00,0.9,1.8,8.485326827,25.28021231,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:15,0.9,1.8,8.485221465,25.27219527,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:30,0.9,1.8,8.485116104,25.26417824,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:45,0.9,1.8,8.485010742,25.2561612,19.44,20.7,50,577,0.44,100,100 +1/7/2019 22:00,0.9,1.8,8.48490538,25.24814417,19.44,20.7,50,577,0.44,100,100 +1/7/2019 22:15,0.9,1.8,8.484800019,25.24012713,19.44,20.7,50,577,0.44,100,100 +1/7/2019 22:30,0.9,1.8,8.484694657,25.2321101,19.44,20.7,50,577,0.44,100,100 +1/7/2019 22:45,0.9,1.8,8.484589295,25.22409307,19.44,20.7,50,577,0.44,100,100 +1/7/2019 23:00,0.9,1.8,8.484483934,25.21607603,19.44,20.7,50,577,0.44,100,100 +1/7/2019 23:15,0.9,1.8,8.484378572,25.208059,19.44,20.7,50,577,0.44,100,100 +1/7/2019 23:30,0.9,1.8,8.484273211,25.20004196,19.44,20.7,50,577,0.44,100,100 +1/7/2019 23:45,0.9,1.8,8.484167849,25.19202493,19.44,20.7,50,577,0.44,100,100 +1/8/2019 0:00,0.9,1.8,7.855685784,23.11167059,24.61,20.7,50,577,0.44,100,100 +1/8/2019 0:15,0.9,1.8,7.855685784,23.10578963,24.61,20.7,50,577,0.44,100,100 +1/8/2019 0:30,0.9,1.8,7.855685784,23.09990868,24.61,20.7,50,577,0.44,100,100 +1/8/2019 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3:45,0.9,1.8,7.855685784,23.02345625,24.61,20.7,50,577,0.44,100,100 +1/8/2019 4:00,0.9,1.8,7.855685784,23.01757529,24.61,20.7,50,577,0.44,100,100 +1/8/2019 4:15,0.9,1.8,7.855712124,23.00902118,24.61,20.7,50,577,0.44,100,100 +1/8/2019 4:30,0.9,1.8,7.855738465,23.00046706,24.61,20.7,50,577,0.44,100,100 +1/8/2019 4:45,0.9,1.8,7.855764805,22.99191294,24.61,20.7,50,577,0.44,100,100 +1/8/2019 5:00,0.9,1.8,7.855791145,22.98335882,24.61,20.7,50,577,0.44,100,100 +1/8/2019 5:15,0.9,1.8,7.855817486,22.97480471,24.61,20.7,50,577,0.44,100,100 +1/8/2019 5:30,0.9,1.8,7.855843826,22.96625059,24.61,20.7,50,577,0.44,100,100 +1/8/2019 5:45,0.9,1.8,7.855870167,22.95769647,24.61,20.7,50,577,0.44,100,100 +1/8/2019 6:00,0.9,1.8,7.855896507,22.94914235,24.61,20.7,50,577,0.44,100,100 +1/8/2019 6:15,0.9,1.8,7.855922847,22.94058824,24.61,20.7,50,577,0.44,100,100 +1/8/2019 6:30,0.9,1.8,7.855949188,22.93203412,24.61,20.7,50,577,0.44,100,100 +1/8/2019 6:45,0.9,1.8,7.855975528,22.92348,24.61,20.7,50,577,0.44,100,100 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23:15,0.9,1.8,7.269032282,13.62947323,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:30,0.9,1.8,7.269032282,13.62746319,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:45,0.9,1.8,7.269032282,13.62545315,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:00,0.9,1.8,7.269032282,13.62344311,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:15,0.9,1.8,7.269111303,13.62578815,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:30,0.9,1.8,7.269190324,13.6281332,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:45,0.9,1.8,7.269269346,13.63047825,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:00,0.9,1.8,7.269348367,13.63282329,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:15,0.9,1.8,7.269427388,13.63516834,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:30,0.9,1.8,7.269506409,13.63751339,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:45,0.9,1.8,7.26958543,13.63985843,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:00,0.9,1.8,7.269664452,13.64220348,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:15,0.9,1.8,7.269743473,13.64454853,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:30,0.9,1.8,7.269822494,13.64689357,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:45,0.9,1.8,7.269901515,13.64923862,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:00,0.9,1.8,7.269980537,13.65158367,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:15,0.9,1.8,7.270059558,13.65392871,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:30,0.9,1.8,7.270138579,13.65627376,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:45,0.9,1.8,7.2702176,13.65861881,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:00,0.9,1.8,7.270296621,13.66096386,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:15,0.9,1.8,7.270349302,13.66531894,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:30,0.9,1.8,7.270401983,13.66967403,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:45,0.9,1.8,7.270454664,13.67402912,28.22,20.7,50,577,0.44,100,100 +1/16/2019 5:00,0.9,1.8,7.270507345,13.6783842,28.22,20.7,50,577,0.44,100,100 +1/16/2019 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8:15,0.9,1.8,7.271165855,13.73466533,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:30,0.9,1.8,7.271192195,13.73868541,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:45,0.9,1.8,7.271218536,13.74270549,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:00,0.9,1.8,7.271244876,13.74672557,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:15,0.9,1.8,7.271271216,13.75074565,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:30,0.9,1.8,7.271297557,13.75476573,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:45,0.9,1.8,7.271323897,13.75878581,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:00,0.9,1.8,7.271350238,13.76280589,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:15,0.9,1.8,7.271376578,13.76682597,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:30,0.9,1.8,7.271402918,13.77084605,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:45,0.9,1.8,7.271429259,13.77486613,28.22,20.7,50,577,0.44,100,100 +1/16/2019 11:00,0.9,1.8,7.271455599,13.77888621,28.22,20.7,50,577,0.44,100,100 +1/16/2019 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8:15,0.9,1.8,7.275433,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:30,0.9,1.8,7.275512022,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:45,0.9,1.8,7.275591043,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:00,0.9,1.8,7.275670064,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:15,0.9,1.8,7.275749085,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:30,0.9,1.8,7.275828106,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:45,0.9,1.8,7.275907128,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:00,0.9,1.8,7.275986149,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:15,0.9,1.8,7.27606517,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:30,0.9,1.8,7.276144191,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:45,0.9,1.8,7.276223213,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:00,0.9,1.8,7.276302234,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:15,0.9,1.8,7.276381255,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:30,0.9,1.8,7.276460276,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:45,0.9,1.8,7.276539297,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:00,0.9,1.8,7.276618319,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:15,0.9,1.8,7.276618319,14.06297189,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:30,0.9,1.8,7.276618319,14.06833199,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:45,0.9,1.8,7.276618319,14.0736921,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:00,0.9,1.8,7.276618319,14.07905221,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:15,0.9,1.8,7.276618319,14.08441232,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:30,0.9,1.8,7.276618319,14.08977242,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:45,0.9,1.8,7.276618319,14.09513253,28.25,20.7,50,577,0.44,100,100 +1/17/2019 14:00,0.9,1.8,7.276618319,14.10049264,28.25,20.7,50,577,0.44,100,100 +1/17/2019 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17:15,0.9,1.8,7.276750021,14.168499,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:30,0.9,1.8,7.276776361,14.1735241,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:45,0.9,1.8,7.276802701,14.1785492,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:00,0.9,1.8,7.276829042,14.1835743,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:15,0.9,1.8,7.276855382,14.1885994,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:30,0.9,1.8,7.276881723,14.1936245,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:45,0.9,1.8,7.276908063,14.1986496,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:00,0.9,1.8,7.276934403,14.2036747,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:15,0.9,1.8,7.276960744,14.2086998,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:30,0.9,1.8,7.276987084,14.2137249,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:45,0.9,1.8,7.277013425,14.21875,28.25,20.7,50,577,0.44,100,100 +1/17/2019 20:00,0.9,1.8,7.277039765,14.2237751,28.25,20.7,50,577,0.44,100,100 +1/17/2019 20:15,0.9,1.8,7.277092446,14.22913521,28.25,20.7,50,577,0.44,100,100 +1/17/2019 20:30,0.9,1.8,7.277145127,14.23449531,28.25,20.7,50,577,0.44,100,100 +1/17/2019 20:45,0.9,1.8,7.277197807,14.23985542,28.25,20.7,50,577,0.44,100,100 +1/17/2019 21:00,0.9,1.8,7.277250488,14.24521553,28.25,20.7,50,577,0.44,100,100 +1/17/2019 21:15,0.9,1.8,7.277303169,14.25057564,28.25,20.7,50,577,0.44,100,100 +1/17/2019 21:30,0.9,1.8,7.27735585,14.25593574,28.25,20.7,50,577,0.44,100,100 +1/17/2019 21:45,0.9,1.8,7.277408531,14.26129585,28.25,20.7,50,577,0.44,100,100 +1/17/2019 22:00,0.9,1.8,7.277461212,14.26665596,28.25,20.7,50,577,0.44,100,100 +1/17/2019 22:15,0.9,1.8,7.277513892,14.27201606,28.25,20.7,50,577,0.44,100,100 +1/17/2019 22:30,0.9,1.8,7.277566573,14.27737617,28.25,20.7,50,577,0.44,100,100 +1/17/2019 22:45,0.9,1.8,7.277619254,14.28273628,28.25,20.7,50,577,0.44,100,100 +1/17/2019 23:00,0.9,1.8,7.277671935,14.28809639,26.92,20.7,50,577,0.44,100,100 +1/17/2019 23:15,0.9,1.8,7.277724616,14.29345649,26.92,20.7,50,577,0.44,100,100 +1/17/2019 23:30,0.9,1.8,7.277777296,14.2988166,26.92,20.7,50,577,0.44,100,100 +1/17/2019 23:45,0.9,1.8,7.277829977,14.30417671,26.92,20.7,50,577,0.44,100,100 +1/18/2019 0:00,0.9,1.8,7.277882658,14.30953681,26.92,20.7,50,577,0.44,100,100 +1/18/2019 0:15,0.9,1.8,7.277908998,14.31489692,26.92,20.7,50,577,0.44,100,100 +1/18/2019 0:30,0.9,1.8,7.277935339,14.32025703,26.92,20.7,50,577,0.44,100,100 +1/18/2019 0:45,0.9,1.8,7.277961679,14.32561714,26.92,20.7,50,577,0.44,100,100 +1/18/2019 1:00,0.9,1.8,7.27798802,14.33097724,26.92,20.7,50,577,0.44,100,100 +1/18/2019 1:15,0.9,1.8,7.27801436,14.33633735,26.92,20.7,50,577,0.44,100,100 +1/18/2019 1:30,0.9,1.8,7.2780407,14.34169746,26.92,20.7,50,577,0.44,100,100 +1/18/2019 1:45,0.9,1.8,7.278067041,14.34705756,26.92,20.7,50,577,0.44,100,100 +1/18/2019 2:00,0.9,1.8,7.278093381,14.35241767,26.92,20.7,50,577,0.44,100,100 +1/18/2019 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20:15,0.9,1.8,7.280464018,14.65760877,26.92,20.7,50,577,0.44,100,100 +1/18/2019 20:30,0.9,1.8,7.280516699,14.66263387,26.92,20.7,50,577,0.44,100,100 +1/18/2019 20:45,0.9,1.8,7.280569379,14.66765897,26.92,20.7,50,577,0.44,100,100 +1/18/2019 21:00,0.9,1.8,7.28062206,14.67268407,26.92,20.7,50,577,0.44,100,100 +1/18/2019 21:15,0.9,1.8,7.280674741,14.67770917,26.92,20.7,50,577,0.44,100,100 +1/18/2019 21:30,0.9,1.8,7.280727422,14.68273427,26.92,20.7,50,577,0.44,100,100 +1/18/2019 21:45,0.9,1.8,7.280780103,14.68775937,26.92,20.7,50,577,0.44,100,100 +1/18/2019 22:00,0.9,1.8,7.280832783,14.69278447,26.92,20.7,50,577,0.44,100,100 +1/18/2019 22:15,0.9,1.8,7.280885464,14.69780957,26.92,20.7,50,577,0.44,100,100 +1/18/2019 22:30,0.9,1.8,7.280938145,14.70283467,26.92,20.7,50,577,0.44,100,100 +1/18/2019 22:45,0.9,1.8,7.280990826,14.70785977,26.92,20.7,50,577,0.44,100,100 +1/18/2019 23:00,0.9,1.8,7.281043507,14.71288487,27.61,20.7,50,577,0.44,100,100 +1/18/2019 23:15,0.9,1.8,7.281096187,14.71790997,27.61,20.7,50,577,0.44,100,100 +1/18/2019 23:30,0.9,1.8,7.281148868,14.72293507,27.61,20.7,50,577,0.44,100,100 +1/18/2019 23:45,0.9,1.8,7.281201549,14.72796017,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:00,0.9,1.8,7.28125423,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:15,0.9,1.8,7.281306911,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:30,0.9,1.8,7.281359591,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:45,0.9,1.8,7.281412272,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:00,0.9,1.8,7.281464953,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:15,0.9,1.8,7.281517634,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:30,0.9,1.8,7.281570315,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:45,0.9,1.8,7.281622996,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:00,0.9,1.8,7.281675676,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:15,0.9,1.8,7.281728357,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:30,0.9,1.8,7.281781038,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:45,0.9,1.8,7.281833719,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:00,0.9,1.8,7.2818864,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:15,0.9,1.8,7.28193908,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:30,0.9,1.8,7.281991761,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:45,0.9,1.8,7.282044442,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:00,0.9,1.8,7.282097123,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:15,0.9,1.8,7.282097123,14.73834538,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:30,0.9,1.8,7.282097123,14.74370549,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:45,0.9,1.8,7.282097123,14.7490656,27.61,20.7,50,577,0.44,100,100 +1/19/2019 5:00,0.9,1.8,7.282097123,14.7544257,27.61,20.7,50,577,0.44,100,100 +1/19/2019 5:15,0.9,1.8,7.282097123,14.75978581,27.61,20.7,50,577,0.44,100,100 +1/19/2019 5:30,0.9,1.8,7.282097123,14.76514592,27.61,20.7,50,577,0.44,100,100 +1/19/2019 5:45,0.9,1.8,7.282097123,14.77050602,27.61,20.7,50,577,0.44,100,100 +1/19/2019 6:00,0.9,1.8,7.282097123,14.77586613,27.61,20.7,50,577,0.44,100,100 +1/19/2019 6:15,0.9,1.8,7.282097123,14.78122624,27.61,20.7,50,577,0.44,100,100 +1/19/2019 6:30,0.9,1.8,7.282097123,14.78658635,27.61,20.7,50,577,0.44,100,100 +1/19/2019 6:45,0.9,1.8,7.282097123,14.79194645,27.61,20.7,50,577,0.44,100,100 +1/19/2019 7:00,0.9,1.8,7.282097123,14.79730656,27.61,20.7,50,577,0.44,100,100 +1/19/2019 7:15,0.9,1.8,7.282097123,14.80266667,27.61,20.7,50,577,0.44,100,100 +1/19/2019 7:30,0.9,1.8,7.282097123,14.80802677,27.61,20.7,50,577,0.44,100,100 +1/19/2019 7:45,0.9,1.8,7.282097123,14.81338688,27.61,20.7,50,577,0.44,100,100 +1/19/2019 8:00,0.9,1.8,7.282097123,14.81874699,27.61,20.7,50,577,0.44,100,100 +1/19/2019 8:15,0.9,1.8,7.282123463,14.8241071,27.61,20.7,50,577,0.44,100,100 +1/19/2019 8:30,0.9,1.8,7.282149804,14.8294672,27.61,20.7,50,577,0.44,100,100 +1/19/2019 8:45,0.9,1.8,7.282176144,14.83482731,27.61,20.7,50,577,0.44,100,100 +1/19/2019 9:00,0.9,1.8,7.282202484,14.84018742,27.61,20.7,50,577,0.44,100,100 +1/19/2019 9:15,0.9,1.8,7.282228825,14.84554752,27.61,20.7,50,577,0.44,100,100 +1/19/2019 9:30,0.9,1.8,7.282255165,14.85090763,27.61,20.7,50,577,0.44,100,100 +1/19/2019 9:45,0.9,1.8,7.282281506,14.85626774,27.61,20.7,50,577,0.44,100,100 +1/19/2019 10:00,0.9,1.8,7.282307846,14.86162784,27.61,20.7,50,577,0.44,100,100 +1/19/2019 10:15,0.9,1.8,7.282334186,14.86698795,27.61,20.7,50,577,0.44,100,100 +1/19/2019 10:30,0.9,1.8,7.282360527,14.87234806,27.61,20.7,50,577,0.44,100,100 +1/19/2019 10:45,0.9,1.8,7.282386867,14.87770817,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:00,0.9,1.8,7.282413208,14.88306827,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:15,0.9,1.8,7.282439548,14.88842838,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:30,0.9,1.8,7.282465889,14.89378849,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:45,0.9,1.8,7.282492229,14.89914859,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:00,0.9,1.8,7.282518569,14.9045087,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:15,0.9,1.8,7.282597591,14.9095338,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:30,0.9,1.8,7.282676612,14.9145589,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:45,0.9,1.8,7.282755633,14.919584,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:00,0.9,1.8,7.282834654,14.9246091,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:15,0.9,1.8,7.282913675,14.9296342,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:30,0.9,1.8,7.282992697,14.9346593,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:45,0.9,1.8,7.283071718,14.9396844,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:00,0.9,1.8,7.283150739,14.9447095,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:15,0.9,1.8,7.28322976,14.94973461,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:30,0.9,1.8,7.283308781,14.95475971,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:45,0.9,1.8,7.283387803,14.95978481,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:00,0.9,1.8,7.283466824,14.96480991,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:15,0.9,1.8,7.283545845,14.96983501,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:30,0.9,1.8,7.283624866,14.97486011,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:45,0.9,1.8,7.283703888,14.97988521,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:00,0.9,1.8,7.283782909,14.98491031,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:15,0.9,1.8,7.283809249,14.99027041,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:30,0.9,1.8,7.28383559,14.99563052,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:45,0.9,1.8,7.28386193,15.00099063,27.61,20.7,50,577,0.44,100,100 +1/19/2019 17:00,0.9,1.8,7.28388827,15.00635074,27.61,20.7,50,577,0.44,100,100 +1/19/2019 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20:15,0.9,1.8,7.284230696,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:30,0.9,1.8,7.284257036,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:45,0.9,1.8,7.284283376,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:00,0.9,1.8,7.284309717,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:15,0.9,1.8,7.284336057,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:30,0.9,1.8,7.284362398,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:45,0.9,1.8,7.284388738,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:00,0.9,1.8,7.284415078,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:15,0.9,1.8,7.284441419,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:30,0.9,1.8,7.284467759,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:45,0.9,1.8,7.2844941,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 23:00,0.9,1.8,7.28452044,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:15,0.9,1.8,7.284546781,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:30,0.9,1.8,7.284573121,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:45,0.9,1.8,7.284599461,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:00,0.9,1.8,7.284625802,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:15,0.9,1.8,7.284625802,15.07603213,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:30,0.9,1.8,7.284625802,15.08139224,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:45,0.9,1.8,7.284625802,15.08675234,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:00,0.9,1.8,7.284625802,15.09211245,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:15,0.9,1.8,7.284625802,15.09747256,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:30,0.9,1.8,7.284625802,15.10283266,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:45,0.9,1.8,7.284625802,15.10819277,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:00,0.9,1.8,7.284625802,15.11355288,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:15,0.9,1.8,7.284625802,15.11891299,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:30,0.9,1.8,7.284625802,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:45,0.9,1.8,7.284625802,15.1296332,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:00,0.9,1.8,7.284625802,15.13499331,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:15,0.9,1.8,7.284625802,15.14035341,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:30,0.9,1.8,7.284625802,15.14571352,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:45,0.9,1.8,7.284625802,15.15107363,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:00,0.9,1.8,7.284625802,15.15643373,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:15,0.9,1.8,7.284704823,15.15777376,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:30,0.9,1.8,7.284783844,15.15911379,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:45,0.9,1.8,7.284862865,15.16045382,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:00,0.9,1.8,7.284941887,15.16179384,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:15,0.9,1.8,7.285020908,15.16313387,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:30,0.9,1.8,7.285099929,15.1644739,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:45,0.9,1.8,7.28517895,15.16581392,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:00,0.9,1.8,7.285257971,15.16715395,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:15,0.9,1.8,7.285336993,15.16849398,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:30,0.9,1.8,7.285416014,15.169834,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:45,0.9,1.8,7.285495035,15.17117403,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:00,0.9,1.8,7.285574056,15.17251406,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:15,0.9,1.8,7.285653078,15.17385408,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:30,0.9,1.8,7.285732099,15.17519411,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:45,0.9,1.8,7.28581112,15.17653414,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:00,0.9,1.8,7.285890141,15.17787416,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:15,0.9,1.8,7.285916482,15.17619913,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:30,0.9,1.8,7.285942822,15.1745241,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:45,0.9,1.8,7.285969162,15.17284906,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:00,0.9,1.8,7.285995503,15.17117403,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:15,0.9,1.8,7.286021843,15.169499,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:30,0.9,1.8,7.286048184,15.16782396,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:45,0.9,1.8,7.286074524,15.16614893,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:00,0.9,1.8,7.286100864,15.1644739,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:15,0.9,1.8,7.286127205,15.16279886,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:30,0.9,1.8,7.286153545,15.16112383,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:45,0.9,1.8,7.286179886,15.1594488,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:00,0.9,1.8,7.286206226,15.15777376,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:15,0.9,1.8,7.286232566,15.15609873,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:30,0.9,1.8,7.286258907,15.15442369,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:45,0.9,1.8,7.286285247,15.15274866,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:00,0.9,1.8,7.286311588,15.15107363,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:15,0.9,1.8,7.286311588,15.14939859,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:30,0.9,1.8,7.286311588,15.14772356,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:45,0.9,1.8,7.286311588,15.14604853,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:00,0.9,1.8,7.286311588,15.14437349,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:15,0.9,1.8,7.286311588,15.14269846,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:30,0.9,1.8,7.286311588,15.14102343,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:45,0.9,1.8,7.286311588,15.13934839,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:00,0.9,1.8,7.286311588,15.13767336,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:15,0.9,1.8,7.286311588,15.13599833,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:30,0.9,1.8,7.286311588,15.13432329,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:45,0.9,1.8,7.286311588,15.13264826,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:00,0.9,1.8,7.286311588,15.13097323,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:15,0.9,1.8,7.286311588,15.12929819,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:30,0.9,1.8,7.286311588,15.12762316,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:45,0.9,1.8,7.286311588,15.12594813,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:00,0.9,1.8,7.286311588,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:15,0.9,1.8,7.286258907,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:30,0.9,1.8,7.286206226,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:45,0.9,1.8,7.286153545,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:00,0.9,1.8,7.286100864,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:15,0.9,1.8,7.286048184,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:30,0.9,1.8,7.285995503,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:45,0.9,1.8,7.285942822,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:00,0.9,1.8,7.285890141,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:15,0.9,1.8,7.28583746,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:30,0.9,1.8,7.28578478,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:45,0.9,1.8,7.285732099,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:00,0.9,1.8,7.285679418,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:15,0.9,1.8,7.285626737,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:30,0.9,1.8,7.285574056,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:45,0.9,1.8,7.285521376,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:00,0.9,1.8,7.285468695,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:15,0.9,1.8,7.285468695,15.12259806,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:30,0.9,1.8,7.285468695,15.12092303,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:45,0.9,1.8,7.285468695,15.11924799,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:00,0.9,1.8,7.285468695,15.11757296,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:15,0.9,1.8,7.285468695,15.11589793,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:30,0.9,1.8,7.285468695,15.11422289,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:45,0.9,1.8,7.285468695,15.11254786,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:00,0.9,1.8,7.285468695,15.11087282,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:15,0.9,1.8,7.285468695,15.10919779,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:30,0.9,1.8,7.285468695,15.10752276,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:45,0.9,1.8,7.285468695,15.10584772,26.45,20.7,50,577,0.44,100,100 +1/20/2019 23:00,0.9,1.8,7.285468695,15.10417269,26.52,20.7,50,577,0.44,100,100 +1/20/2019 23:15,0.9,1.8,7.285468695,15.10249766,26.52,20.7,50,577,0.44,100,100 +1/20/2019 23:30,0.9,1.8,7.285468695,15.10082262,26.52,20.7,50,577,0.44,100,100 +1/20/2019 23:45,0.9,1.8,7.285468695,15.09914759,26.52,20.7,50,577,0.44,100,100 +1/21/2019 0:00,0.9,1.8,7.285468695,15.09747256,26.52,20.7,50,577,0.44,100,100 +1/21/2019 0:15,0.9,1.8,7.285389673,15.09579752,26.52,20.7,50,577,0.44,100,100 +1/21/2019 0:30,0.9,1.8,7.285310652,15.09412249,26.52,20.7,50,577,0.44,100,100 +1/21/2019 0:45,0.9,1.8,7.285231631,15.09244746,26.52,20.7,50,577,0.44,100,100 +1/21/2019 1:00,0.9,1.8,7.28515261,15.09077242,26.52,20.7,50,577,0.44,100,100 +1/21/2019 1:15,0.9,1.8,7.285073589,15.08909739,26.52,20.7,50,577,0.44,100,100 +1/21/2019 1:30,0.9,1.8,7.284994567,15.08742236,26.52,20.7,50,577,0.44,100,100 +1/21/2019 1:45,0.9,1.8,7.284915546,15.08574732,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:00,0.9,1.8,7.284836525,15.08407229,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:15,0.9,1.8,7.284757504,15.08239726,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:30,0.9,1.8,7.284678483,15.08072222,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:45,0.9,1.8,7.284599461,15.07904719,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:00,0.9,1.8,7.28452044,15.07737216,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:15,0.9,1.8,7.284441419,15.07569712,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:30,0.9,1.8,7.284362398,15.07402209,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:45,0.9,1.8,7.284283376,15.07234705,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:00,0.9,1.8,7.284204355,15.07067202,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:15,0.9,1.8,7.284178015,15.06899699,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:30,0.9,1.8,7.284151674,15.06732195,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:45,0.9,1.8,7.284125334,15.06564692,26.52,20.7,50,577,0.44,100,100 +1/21/2019 5:00,0.9,1.8,7.284098994,15.06397189,26.52,20.7,50,577,0.44,100,100 +1/21/2019 5:15,0.9,1.8,7.284072653,15.06229685,26.52,20.7,50,577,0.44,100,100 +1/21/2019 5:30,0.9,1.8,7.284046313,15.06062182,26.52,20.7,50,577,0.44,100,100 +1/21/2019 5:45,0.9,1.8,7.284019972,15.05894679,26.52,20.7,50,577,0.44,100,100 +1/21/2019 6:00,0.9,1.8,7.283993632,15.05727175,26.52,20.7,50,577,0.44,100,100 +1/21/2019 6:15,0.9,1.8,7.283967292,15.05559672,26.52,20.7,50,577,0.44,100,100 +1/21/2019 6:30,0.9,1.8,7.283940951,15.05392169,26.52,20.7,50,577,0.44,100,100 +1/21/2019 6:45,0.9,1.8,7.283914611,15.05224665,26.52,20.7,50,577,0.44,100,100 +1/21/2019 7:00,0.9,1.8,7.28388827,15.05057162,26.52,20.7,50,577,0.44,100,100 +1/21/2019 7:15,0.9,1.8,7.28386193,15.04889659,26.52,20.7,50,577,0.44,100,100 +1/21/2019 7:30,0.9,1.8,7.28383559,15.04722155,26.52,20.7,50,577,0.44,100,100 +1/21/2019 7:45,0.9,1.8,7.283809249,15.04554652,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:00,0.9,1.8,7.283782909,15.04387149,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:15,0.9,1.8,7.283703888,15.04219645,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:30,0.9,1.8,7.283624866,15.04052142,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:45,0.9,1.8,7.283545845,15.03884639,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:00,0.9,1.8,7.283466824,15.03717135,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:15,0.9,1.8,7.283387803,15.03549632,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:30,0.9,1.8,7.283308781,15.03382129,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:45,0.9,1.8,7.28322976,15.03214625,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:00,0.9,1.8,7.283150739,15.03047122,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:15,0.9,1.8,7.283071718,15.02879618,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:30,0.9,1.8,7.282992697,15.02712115,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:45,0.9,1.8,7.282913675,15.02544612,26.52,20.7,50,577,0.44,100,100 +1/21/2019 11:00,0.9,1.8,7.282834654,15.02377108,26.52,20.7,50,577,0.44,100,100 +1/21/2019 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14:15,0.9,1.8,7.282044442,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 14:30,0.9,1.8,7.281991761,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 14:45,0.9,1.8,7.28193908,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 15:00,0.9,1.8,7.2818864,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 15:15,0.9,1.8,7.281833719,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 15:30,0.9,1.8,7.281781038,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 15:45,0.9,1.8,7.281728357,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 16:00,0.9,1.8,7.281675676,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 16:15,0.9,1.8,7.281675676,15.01908099,26.52,20.7,50,577,0.44,100,100 +1/21/2019 16:30,0.9,1.8,7.281675676,15.02109103,26.52,20.7,50,577,0.44,100,100 +1/21/2019 16:45,0.9,1.8,7.281675676,15.02310107,26.52,20.7,50,577,0.44,100,100 +1/21/2019 17:00,0.9,1.8,7.281675676,15.02511111,26.52,20.7,50,577,0.44,100,100 +1/21/2019 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23:15,0.9,1.8,6.734954229,16.1105328,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:30,0.9,1.8,6.734980569,16.10785274,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:45,0.9,1.8,6.735006909,16.10517269,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:00,0.9,1.8,6.73503325,16.10249264,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:15,0.9,1.8,6.73505959,16.09981258,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:30,0.9,1.8,6.73505959,16.09746754,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:45,0.9,1.8,6.73505959,16.09512249,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:00,0.9,1.8,6.73505959,16.09277744,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:15,0.9,1.8,6.73505959,16.0904324,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:30,0.9,1.8,6.73505959,16.08808735,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:45,0.9,1.8,6.73505959,16.0857423,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:00,0.9,1.8,6.73505959,16.08339726,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:15,0.9,1.8,6.73505959,16.08105221,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:30,0.9,1.8,6.73505959,16.07870716,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:45,0.9,1.8,6.73505959,16.07636212,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:00,0.9,1.8,6.73505959,16.07401707,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:15,0.9,1.8,6.73505959,16.07167202,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:30,0.9,1.8,6.73505959,16.06932697,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:45,0.9,1.8,6.73505959,16.06698193,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:00,0.9,1.8,6.73505959,16.06463688,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:15,0.9,1.8,6.73505959,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:30,0.9,1.8,6.734954229,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:45,0.9,1.8,6.734848867,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:00,0.9,1.8,6.734743505,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:15,0.9,1.8,6.734638144,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:30,0.9,1.8,6.734532782,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:45,0.9,1.8,6.73442742,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:00,0.9,1.8,6.734322059,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:15,0.9,1.8,6.734216697,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:30,0.9,1.8,6.734111336,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:45,0.9,1.8,6.734005974,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:00,0.9,1.8,6.733900612,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:15,0.9,1.8,6.733795251,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:30,0.9,1.8,6.733689889,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:45,0.9,1.8,6.733584527,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:00,0.9,1.8,6.733479166,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:15,0.9,1.8,6.733373804,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:30,0.9,1.8,6.733242102,16.05961178,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:45,0.9,1.8,6.7331104,16.05693173,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:00,0.9,1.8,6.732978698,16.05425167,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:15,0.9,1.8,6.732846996,16.05157162,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:30,0.9,1.8,6.732715294,16.04889157,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:45,0.9,1.8,6.732583592,16.04621151,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:00,0.9,1.8,6.73245189,16.04353146,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:15,0.9,1.8,6.732320188,16.04085141,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:30,0.9,1.8,6.732188486,16.03817135,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:45,0.9,1.8,6.732056784,16.0354913,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:00,0.9,1.8,6.731925082,16.03281124,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:15,0.9,1.8,6.73179338,16.03013119,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:30,0.9,1.8,6.731661678,16.02745114,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:45,0.9,1.8,6.731529976,16.02477108,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:00,0.9,1.8,6.731398274,16.02209103,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:15,0.9,1.8,6.731266572,16.01941098,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:30,0.9,1.8,6.73113487,16.01706593,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:45,0.9,1.8,6.731003168,16.01472088,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:00,0.9,1.8,6.730871466,16.01237584,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:15,0.9,1.8,6.730739764,16.01003079,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:30,0.9,1.8,6.730608062,16.00768574,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:45,0.9,1.8,6.73047636,16.0053407,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:00,0.9,1.8,6.730344658,16.00299565,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:15,0.9,1.8,6.730212956,16.0006506,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:30,0.9,1.8,6.730081254,15.99830556,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:45,0.9,1.8,6.729949552,15.99596051,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:00,0.9,1.8,6.72981785,15.99361546,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:15,0.9,1.8,6.729686148,15.99127041,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:30,0.9,1.8,6.729554446,15.98892537,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:45,0.9,1.8,6.729422743,15.98658032,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:00,0.9,1.8,6.729291041,15.98423527,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:15,0.9,1.8,6.729159339,15.98189023,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:30,0.9,1.8,6.729001297,15.97954518,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:45,0.9,1.8,6.728843255,15.97720013,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:00,0.9,1.8,6.728685212,15.97485509,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:15,0.9,1.8,6.72852717,15.97251004,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:30,0.9,1.8,6.728369127,15.97016499,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:45,0.9,1.8,6.728211085,15.96781995,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:00,0.9,1.8,6.728053042,15.9654749,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:15,0.9,1.8,6.727895,15.96312985,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:30,0.9,1.8,6.727736958,15.96078481,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:45,0.9,1.8,6.727578915,15.95843976,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:00,0.9,1.8,6.727420873,15.95609471,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:15,0.9,1.8,6.72726283,15.95374967,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:30,0.9,1.8,6.727104788,15.95140462,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:45,0.9,1.8,6.726946745,15.94905957,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:00,0.9,1.8,6.726788703,15.94671452,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:15,0.9,1.8,6.726630661,15.94436948,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:30,0.9,1.8,6.726630661,15.94202443,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:45,0.9,1.8,6.726630661,15.93967938,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:00,0.9,1.8,6.726630661,15.93733434,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:15,0.9,1.8,6.726630661,15.93498929,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:30,0.9,1.8,6.726630661,15.93264424,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:45,0.9,1.8,6.726630661,15.9302992,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:00,0.9,1.8,6.726630661,15.92795415,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:15,0.9,1.8,6.726630661,15.9256091,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:30,0.9,1.8,6.726630661,15.92326406,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:45,0.9,1.8,6.726630661,15.92091901,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:00,0.9,1.8,6.726630661,15.91857396,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:15,0.9,1.8,6.726630661,15.91622892,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:30,0.9,1.8,6.726630661,15.91388387,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:45,0.9,1.8,6.726630661,15.91153882,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:00,0.9,1.8,6.726630661,15.90919378,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:15,0.9,1.8,6.726630661,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:30,0.9,1.8,6.726498959,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:45,0.9,1.8,6.726367257,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:00,0.9,1.8,6.726235554,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:15,0.9,1.8,6.726103852,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:30,0.9,1.8,6.72597215,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:45,0.9,1.8,6.725840448,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:00,0.9,1.8,6.725708746,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:15,0.9,1.8,6.725577044,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:30,0.9,1.8,6.725445342,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:45,0.9,1.8,6.72531364,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:00,0.9,1.8,6.725181938,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:15,0.9,1.8,6.725050236,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:30,0.9,1.8,6.724918534,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:45,0.9,1.8,6.724786832,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:00,0.9,1.8,6.72465513,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:15,0.9,1.8,6.724523428,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:30,0.9,1.8,6.724391726,15.90584371,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:45,0.9,1.8,6.724260024,15.90483869,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:00,0.9,1.8,6.724128322,15.90383367,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:15,0.9,1.8,6.72399662,15.90282865,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:30,0.9,1.8,6.723864918,15.90182363,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:45,0.9,1.8,6.723733216,15.90081861,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:00,0.9,1.8,6.723601514,15.89981359,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:15,0.9,1.8,6.723469812,15.89880857,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:30,0.9,1.8,6.72333811,15.89780355,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:45,0.9,1.8,6.723206408,15.89679853,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:00,0.9,1.8,6.723074706,15.89579351,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:15,0.9,1.8,6.722943004,15.89478849,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:30,0.9,1.8,6.722811302,15.89378347,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:45,0.9,1.8,6.7226796,15.89277845,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:00,0.9,1.8,6.722547898,15.89177343,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:15,0.9,1.8,6.722416196,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:30,0.9,1.8,6.722258153,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:45,0.9,1.8,6.722100111,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:00,0.9,1.8,6.721942068,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:15,0.9,1.8,6.721784026,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:30,0.9,1.8,6.721625984,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:45,0.9,1.8,6.721467941,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:00,0.9,1.8,6.721309899,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:15,0.9,1.8,6.721151856,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:30,0.9,1.8,6.720993814,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:45,0.9,1.8,6.720835771,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:00,0.9,1.8,6.720677729,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:15,0.9,1.8,6.720519687,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:30,0.9,1.8,6.720361644,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:45,0.9,1.8,6.720203602,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:00,0.9,1.8,6.720045559,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:15,0.9,1.8,6.719887517,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:30,0.9,1.8,6.719755815,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:45,0.9,1.8,6.719624113,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:00,0.9,1.8,6.719492411,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:15,0.9,1.8,6.719360709,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:30,0.9,1.8,6.719229007,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:45,0.9,1.8,6.719097305,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:00,0.9,1.8,6.718965603,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:15,0.9,1.8,6.718833901,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:30,0.9,1.8,6.718702199,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:45,0.9,1.8,6.718570497,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:00,0.9,1.8,6.718438795,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:15,0.9,1.8,6.718307093,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:30,0.9,1.8,6.718175391,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:45,0.9,1.8,6.718043689,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:00,0.9,1.8,6.717911986,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:15,0.9,1.8,6.717780284,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:30,0.9,1.8,6.717648582,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:45,0.9,1.8,6.71751688,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:00,0.9,1.8,6.717385178,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:15,0.9,1.8,6.717253476,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:30,0.9,1.8,6.717121774,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:45,0.9,1.8,6.716990072,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:00,0.9,1.8,6.71685837,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:15,0.9,1.8,6.716726668,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:30,0.9,1.8,6.716594966,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:45,0.9,1.8,6.716463264,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:00,0.9,1.8,6.716331562,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:15,0.9,1.8,6.71619986,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:30,0.9,1.8,6.716068158,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:45,0.9,1.8,6.715936456,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:00,0.9,1.8,6.715804754,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 23:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 23:15,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/25/2019 23:30,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/25/2019 23:45,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:00,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:15,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:30,0.9,1.8,6.71551501,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:45,0.9,1.8,6.715356967,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:00,0.9,1.8,6.715198925,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:15,0.9,1.8,6.715040882,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:30,0.9,1.8,6.71488284,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:45,0.9,1.8,6.714724797,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:00,0.9,1.8,6.714566755,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:15,0.9,1.8,6.714408713,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:30,0.9,1.8,6.71425067,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:45,0.9,1.8,6.714092628,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:00,0.9,1.8,6.713934585,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:15,0.9,1.8,6.713776543,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:30,0.9,1.8,6.7136185,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:45,0.9,1.8,6.713460458,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:00,0.9,1.8,6.713302416,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:15,0.9,1.8,6.713144373,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:30,0.9,1.8,6.713012671,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:45,0.9,1.8,6.712880969,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:00,0.9,1.8,6.712749267,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:15,0.9,1.8,6.712617565,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:30,0.9,1.8,6.712485863,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:45,0.9,1.8,6.712354161,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:00,0.9,1.8,6.712222459,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:15,0.9,1.8,6.712090757,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:30,0.9,1.8,6.711959055,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:45,0.9,1.8,6.711827353,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:00,0.9,1.8,6.711695651,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:15,0.9,1.8,6.711563949,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:30,0.9,1.8,6.711432247,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:45,0.9,1.8,6.711300545,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:00,0.9,1.8,6.711168843,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:15,0.9,1.8,6.711037141,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:30,0.9,1.8,6.710905439,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:45,0.9,1.8,6.710773737,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:00,0.9,1.8,6.710642035,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:15,0.9,1.8,6.710510333,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:30,0.9,1.8,6.710378631,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:45,0.9,1.8,6.710246929,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:00,0.9,1.8,6.710115227,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:15,0.9,1.8,6.709983525,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:30,0.9,1.8,6.709851823,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:45,0.9,1.8,6.70972012,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:00,0.9,1.8,6.709588418,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:15,0.9,1.8,6.709456716,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:30,0.9,1.8,6.709325014,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:45,0.9,1.8,6.709193312,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:00,0.9,1.8,6.70906161,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:15,0.9,1.8,6.708929908,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:30,0.9,1.8,6.708798206,15.8854083,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:45,0.9,1.8,6.708666504,15.88004819,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:00,0.9,1.8,6.708534802,15.87468809,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:15,0.9,1.8,6.7084031,15.86932798,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:30,0.9,1.8,6.708271398,15.86396787,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:45,0.9,1.8,6.708139696,15.85860776,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:00,0.9,1.8,6.708007994,15.85324766,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:15,0.9,1.8,6.707876292,15.84788755,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:30,0.9,1.8,6.70774459,15.84252744,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:45,0.9,1.8,6.707612888,15.83716734,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:00,0.9,1.8,6.707481186,15.83180723,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:15,0.9,1.8,6.707349484,15.82644712,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:30,0.9,1.8,6.707217782,15.82108701,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:45,0.9,1.8,6.70708608,15.81572691,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:00,0.9,1.8,6.706954378,15.8103668,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:30,0.9,1.8,6.706717314,15.79931158,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:45,0.9,1.8,6.706611953,15.79361647,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:00,0.9,1.8,6.706506591,15.78792135,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:15,0.9,1.8,6.706401229,15.78222624,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:30,0.9,1.8,6.706295868,15.77653112,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:45,0.9,1.8,6.706190506,15.77083601,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:00,0.9,1.8,6.706085145,15.7651409,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:15,0.9,1.8,6.705979783,15.75944578,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:30,0.9,1.8,6.705874421,15.75375067,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:45,0.9,1.8,6.70576906,15.74805556,26.76,20.7,50,577,0.44,100,100 +1/26/2019 23:00,0.9,1.8,6.705663698,15.74236044,26.76,20.7,50,577,0.44,100,100 +1/26/2019 23:15,0.9,1.8,6.705558336,15.73666533,25.98,20.7,50,577,0.44,100,100 +1/26/2019 23:30,0.9,1.8,6.705452975,15.73097021,25.98,20.7,50,577,0.44,100,100 +1/26/2019 23:45,0.9,1.8,6.705347613,15.7252751,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:00,0.9,1.8,6.705242252,15.71957999,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:15,0.9,1.8,6.70513689,15.71388487,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:30,0.9,1.8,6.70513689,15.70785475,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:45,0.9,1.8,6.70513689,15.70182463,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:00,0.9,1.8,6.70513689,15.69579451,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:15,0.9,1.8,6.70513689,15.68976439,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:30,0.9,1.8,6.70513689,15.68373427,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:45,0.9,1.8,6.70513689,15.67770415,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:00,0.9,1.8,6.70513689,15.67167403,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:15,0.9,1.8,6.70513689,15.66564391,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:30,0.9,1.8,6.70513689,15.65961379,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:45,0.9,1.8,6.70513689,15.65358367,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:00,0.9,1.8,6.70513689,15.64755355,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:15,0.9,1.8,6.70513689,15.64152343,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:30,0.9,1.8,6.70513689,15.63549331,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:45,0.9,1.8,6.70513689,15.62946319,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:00,0.9,1.8,6.70513689,15.62343307,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:15,0.9,1.8,6.70513689,15.61740295,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:30,0.9,1.8,6.70516323,15.61204284,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:45,0.9,1.8,6.705189571,15.60668273,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:00,0.9,1.8,6.705215911,15.60132262,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:15,0.9,1.8,6.705242252,15.59596252,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:30,0.9,1.8,6.705268592,15.59060241,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:45,0.9,1.8,6.705294932,15.5852423,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:00,0.9,1.8,6.705321273,15.5798822,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:15,0.9,1.8,6.705347613,15.57452209,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:30,0.9,1.8,6.705373954,15.56916198,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:45,0.9,1.8,6.705400294,15.56380187,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:00,0.9,1.8,6.705426634,15.55844177,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:15,0.9,1.8,6.705452975,15.55308166,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:30,0.9,1.8,6.705479315,15.54772155,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:45,0.9,1.8,6.705505656,15.54236145,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:00,0.9,1.8,6.705531996,15.53700134,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:15,0.9,1.8,6.705558336,15.53164123,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:30,0.9,1.8,6.705558336,15.52594612,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:45,0.9,1.8,6.705558336,15.520251,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:00,0.9,1.8,6.705558336,15.51455589,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:15,0.9,1.8,6.705558336,15.50886078,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:30,0.9,1.8,6.705558336,15.50316566,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:45,0.9,1.8,6.705558336,15.49747055,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:00,0.9,1.8,6.705558336,15.49177544,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:15,0.9,1.8,6.705558336,15.48608032,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:30,0.9,1.8,6.705558336,15.48038521,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:45,0.9,1.8,6.705558336,15.47469009,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:00,0.9,1.8,6.705558336,15.46899498,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:15,0.9,1.8,6.705558336,15.46329987,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:30,0.9,1.8,6.705558336,15.45760475,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:45,0.9,1.8,6.705558336,15.45190964,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:00,0.9,1.8,6.705558336,15.44621452,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:30,0.9,1.8,6.705558336,15.4351593,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:45,0.9,1.8,6.705558336,15.4297992,25.98,20.7,50,577,0.44,100,100 +1/27/2019 17:00,0.9,1.8,6.705558336,15.42443909,25.98,20.7,50,577,0.44,100,100 +1/27/2019 17:15,0.9,1.8,6.705558336,15.41907898,25.98,20.7,50,577,0.44,100,100 +1/27/2019 17:30,0.9,1.8,6.705558336,15.41371888,25.98,20.7,50,577,0.44,100,100 +1/27/2019 17:45,0.9,1.8,6.705558336,15.40835877,25.98,20.7,50,577,0.44,100,100 +1/27/2019 18:00,0.9,1.8,6.705558336,15.40299866,25.98,20.7,50,577,0.44,100,100 +1/27/2019 18:15,0.9,1.8,6.705558336,15.39763855,25.98,20.7,50,577,0.44,100,100 +1/27/2019 18:30,0.9,1.8,6.705558336,15.39227845,25.98,20.7,50,577,0.44,100,100 +1/27/2019 18:45,0.9,1.8,6.705558336,15.38691834,25.98,20.7,50,577,0.44,100,100 +1/27/2019 19:00,0.9,1.8,6.705558336,15.38155823,25.98,20.7,50,577,0.44,100,100 +1/27/2019 19:15,0.9,1.8,6.705558336,15.37619813,25.98,20.7,50,577,0.44,100,100 +1/27/2019 19:30,0.9,1.8,6.705558336,15.37083802,25.98,20.7,50,577,0.44,100,100 +1/27/2019 19:45,0.9,1.8,6.705558336,15.36547791,25.98,20.7,50,577,0.44,100,100 +1/27/2019 20:00,0.9,1.8,6.705558336,15.3601178,25.98,20.7,50,577,0.44,100,100 +1/27/2019 20:15,0.9,1.8,6.705558336,15.3547577,25.98,20.7,50,577,0.44,100,100 +1/27/2019 20:30,0.9,1.8,6.705558336,15.3497326,25.98,20.7,50,577,0.44,100,100 +1/27/2019 20:45,0.9,1.8,6.705558336,15.3447075,25.98,20.7,50,577,0.44,100,100 +1/27/2019 21:00,0.9,1.8,6.705558336,15.3396824,25.98,20.7,50,577,0.44,100,100 +1/27/2019 21:15,0.9,1.8,6.705558336,15.3346573,25.98,20.7,50,577,0.44,100,100 +1/27/2019 21:30,0.9,1.8,6.705558336,15.3296322,25.98,20.7,50,577,0.44,100,100 +1/27/2019 21:45,0.9,1.8,6.705558336,15.3246071,25.98,20.7,50,577,0.44,100,100 +1/27/2019 22:00,0.9,1.8,6.705558336,15.31958199,25.98,20.7,50,577,0.44,100,100 +1/27/2019 22:15,0.9,1.8,6.705558336,15.31455689,25.98,20.7,50,577,0.44,100,100 +1/27/2019 22:30,0.9,1.8,6.705558336,15.30953179,25.98,20.7,50,577,0.44,100,100 +1/27/2019 22:45,0.9,1.8,6.705558336,15.30450669,25.98,20.7,50,577,0.44,100,100 +1/27/2019 23:00,0.9,1.8,6.705558336,15.29948159,25.98,20.7,50,577,0.44,100,100 +1/27/2019 23:15,0.9,1.8,6.705558336,15.29445649,26.89,20.7,50,577,0.44,100,100 +1/27/2019 23:30,0.9,1.8,6.705558336,15.28943139,26.89,20.7,50,577,0.44,100,100 +1/27/2019 23:45,0.9,1.8,6.705558336,15.28440629,26.89,20.7,50,577,0.44,100,100 +1/28/2019 0:00,0.9,1.8,6.705558336,15.27938119,26.89,20.7,50,577,0.44,100,100 +1/28/2019 0:15,0.9,1.8,6.705558336,15.27435609,26.89,20.7,50,577,0.44,100,100 +1/28/2019 0:30,0.9,1.8,6.705584677,15.27167604,26.89,20.7,50,577,0.44,100,100 +1/28/2019 0:45,0.9,1.8,6.705611017,15.26899598,26.89,20.7,50,577,0.44,100,100 +1/28/2019 1:00,0.9,1.8,6.705637358,15.26631593,26.89,20.7,50,577,0.44,100,100 +1/28/2019 1:15,0.9,1.8,6.705663698,15.26363588,26.89,20.7,50,577,0.44,100,100 +1/28/2019 1:30,0.9,1.8,6.705690039,15.26095582,26.89,20.7,50,577,0.44,100,100 +1/28/2019 1:45,0.9,1.8,6.705716379,15.25827577,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:00,0.9,1.8,6.705742719,15.25559572,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:15,0.9,1.8,6.70576906,15.25291566,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:30,0.9,1.8,6.7057954,15.25023561,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:45,0.9,1.8,6.705821741,15.24755556,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:00,0.9,1.8,6.705848081,15.2448755,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:15,0.9,1.8,6.705874421,15.24219545,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:30,0.9,1.8,6.705900762,15.23951539,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:45,0.9,1.8,6.705927102,15.23683534,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:00,0.9,1.8,6.705953443,15.23415529,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:15,0.9,1.8,6.705979783,15.23147523,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:30,0.9,1.8,6.705979783,15.22913019,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:45,0.9,1.8,6.705979783,15.22678514,26.89,20.7,50,577,0.44,100,100 +1/28/2019 5:00,0.9,1.8,6.705979783,15.22444009,26.89,20.7,50,577,0.44,100,100 +1/28/2019 5:15,0.9,1.8,6.705979783,15.22209505,26.89,20.7,50,577,0.44,100,100 +1/28/2019 5:30,0.9,1.8,6.705979783,15.21975,26.89,20.7,50,577,0.44,100,100 +1/28/2019 5:45,0.9,1.8,6.705979783,15.21740495,26.89,20.7,50,577,0.44,100,100 +1/28/2019 6:00,0.9,1.8,6.705979783,15.21505991,26.89,20.7,50,577,0.44,100,100 +1/28/2019 6:15,0.9,1.8,6.705979783,15.21271486,26.89,20.7,50,577,0.44,100,100 +1/28/2019 6:30,0.9,1.8,6.705979783,15.21036981,26.89,20.7,50,577,0.44,100,100 +1/28/2019 6:45,0.9,1.8,6.705979783,15.20802477,26.89,20.7,50,577,0.44,100,100 +1/28/2019 7:00,0.9,1.8,6.705979783,15.20567972,26.89,20.7,50,577,0.44,100,100 +1/28/2019 7:15,0.9,1.8,6.705979783,15.20333467,26.89,20.7,50,577,0.44,100,100 +1/28/2019 7:30,0.9,1.8,6.705979783,15.20098963,26.89,20.7,50,577,0.44,100,100 +1/28/2019 7:45,0.9,1.8,6.705979783,15.19864458,26.89,20.7,50,577,0.44,100,100 +1/28/2019 8:00,0.9,1.8,6.705979783,15.19629953,26.89,20.7,50,577,0.44,100,100 +1/28/2019 8:15,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 8:30,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 8:45,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 9:00,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 9:15,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 9:30,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 9:45,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 10:00,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 10:15,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 10:30,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 10:45,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 11:00,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 11:15,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 11:30,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 11:45,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 12:00,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 12:15,0.9,1.8,6.705979783,15.19395448,26.89,20.7,50,577,0.44,100,100 +1/28/2019 12:30,0.9,1.8,6.705979783,15.19127443,26.89,20.7,50,577,0.44,100,100 +1/28/2019 12:45,0.9,1.8,6.705979783,15.18859438,26.89,20.7,50,577,0.44,100,100 +1/28/2019 13:00,0.9,1.8,6.705979783,15.18591432,26.89,20.7,50,577,0.44,100,100 +1/28/2019 13:15,0.9,1.8,6.705979783,15.18323427,26.89,20.7,50,577,0.44,100,100 +1/28/2019 13:30,0.9,1.8,6.705979783,15.18055422,26.89,20.7,50,577,0.44,100,100 +1/28/2019 13:45,0.9,1.8,6.705979783,15.17787416,26.89,20.7,50,577,0.44,100,100 +1/28/2019 14:00,0.9,1.8,6.705979783,15.17519411,26.89,20.7,50,577,0.44,100,100 +1/28/2019 14:15,0.9,1.8,6.705979783,15.17251406,26.89,20.7,50,577,0.44,100,100 +1/28/2019 14:30,0.9,1.8,6.705979783,15.169834,26.89,20.7,50,577,0.44,100,100 +1/28/2019 14:45,0.9,1.8,6.705979783,15.16715395,26.89,20.7,50,577,0.44,100,100 +1/28/2019 15:00,0.9,1.8,6.705979783,15.1644739,26.89,20.7,50,577,0.44,100,100 +1/28/2019 15:15,0.9,1.8,6.705979783,15.16179384,26.89,20.7,50,577,0.44,100,100 +1/28/2019 15:30,0.9,1.8,6.705979783,15.15911379,26.89,20.7,50,577,0.44,100,100 +1/28/2019 15:45,0.9,1.8,6.705979783,15.15643373,26.89,20.7,50,577,0.44,100,100 +1/28/2019 16:00,0.9,1.8,6.705979783,15.15375368,26.89,20.7,50,577,0.44,100,100 +1/28/2019 16:15,0.9,1.8,6.705979783,15.15107363,26.89,20.7,50,577,0.44,100,100 +1/28/2019 16:30,0.9,1.8,6.706032464,15.14872858,26.89,20.7,50,577,0.44,100,100 +1/28/2019 16:45,0.9,1.8,6.706085145,15.14638353,26.89,20.7,50,577,0.44,100,100 +1/28/2019 17:00,0.9,1.8,6.706137825,15.14403849,26.89,20.7,50,577,0.44,100,100 +1/28/2019 17:15,0.9,1.8,6.706190506,15.14169344,26.89,20.7,50,577,0.44,100,100 +1/28/2019 17:30,0.9,1.8,6.706243187,15.13934839,26.89,20.7,50,577,0.44,100,100 +1/28/2019 17:45,0.9,1.8,6.706295868,15.13700335,26.89,20.7,50,577,0.44,100,100 +1/28/2019 18:00,0.9,1.8,6.706348549,15.1346583,26.89,20.7,50,577,0.44,100,100 +1/28/2019 18:15,0.9,1.8,6.706401229,15.13231325,26.89,20.7,50,577,0.44,100,100 +1/28/2019 18:30,0.9,1.8,6.70645391,15.12996821,26.89,20.7,50,577,0.44,100,100 +1/28/2019 18:45,0.9,1.8,6.706506591,15.12762316,26.89,20.7,50,577,0.44,100,100 +1/28/2019 19:00,0.9,1.8,6.706559272,15.12527811,26.89,20.7,50,577,0.44,100,100 +1/28/2019 19:15,0.9,1.8,6.706611953,15.12293307,26.89,20.7,50,577,0.44,100,100 +1/28/2019 19:30,0.9,1.8,6.706664634,15.12058802,26.89,20.7,50,577,0.44,100,100 +1/28/2019 19:45,0.9,1.8,6.706717314,15.11824297,26.89,20.7,50,577,0.44,100,100 +1/28/2019 20:00,0.9,1.8,6.706769995,15.11589793,26.89,20.7,50,577,0.44,100,100 +1/28/2019 20:15,0.9,1.8,6.706822676,15.11355288,26.89,20.7,50,577,0.44,100,100 +1/28/2019 20:30,0.9,1.8,6.706822676,15.11120783,26.89,20.7,50,577,0.44,100,100 +1/28/2019 20:45,0.9,1.8,6.706822676,15.10886278,26.89,20.7,50,577,0.44,100,100 +1/28/2019 21:00,0.9,1.8,6.706822676,15.10651774,26.89,20.7,50,577,0.44,100,100 +1/28/2019 21:15,0.9,1.8,6.706822676,15.10417269,26.89,20.7,50,577,0.44,100,100 +1/28/2019 21:30,0.9,1.8,6.706822676,15.10182764,26.89,20.7,50,577,0.44,100,100 +1/28/2019 21:45,0.9,1.8,6.706822676,15.0994826,26.89,20.7,50,577,0.44,100,100 +1/28/2019 22:00,0.9,1.8,6.706822676,15.09713755,26.89,20.7,50,577,0.44,100,100 +1/28/2019 22:15,0.9,1.8,6.706822676,15.0947925,26.89,20.7,50,577,0.44,100,100 +1/28/2019 22:30,0.9,1.8,6.706822676,15.09244746,26.89,20.7,50,577,0.44,100,100 +1/28/2019 22:45,0.9,1.8,6.706822676,15.09010241,26.89,20.7,50,577,0.44,100,100 +1/28/2019 23:00,0.9,1.8,6.706822676,15.08775736,26.89,20.7,50,577,0.44,100,100 +1/28/2019 23:15,0.9,1.8,6.706822676,15.08541232,27.81,20.7,50,577,0.44,100,100 +1/28/2019 23:30,0.9,1.8,6.706822676,15.08306727,27.81,20.7,50,577,0.44,100,100 +1/28/2019 23:45,0.9,1.8,6.706822676,15.08072222,27.81,20.7,50,577,0.44,100,100 +1/29/2019 0:00,0.9,1.8,6.706822676,15.07837718,27.81,20.7,50,577,0.44,100,100 +1/29/2019 0:15,0.9,1.8,6.706822676,15.07603213,27.81,20.7,50,577,0.44,100,100 +1/29/2019 0:30,0.9,1.8,6.706822676,15.07368708,27.81,20.7,50,577,0.44,100,100 +1/29/2019 0:45,0.9,1.8,6.706822676,15.07134203,27.81,20.7,50,577,0.44,100,100 +1/29/2019 1:00,0.9,1.8,6.706822676,15.06899699,27.81,20.7,50,577,0.44,100,100 +1/29/2019 1:15,0.9,1.8,6.706822676,15.06665194,27.81,20.7,50,577,0.44,100,100 +1/29/2019 1:30,0.9,1.8,6.706822676,15.06430689,27.81,20.7,50,577,0.44,100,100 +1/29/2019 1:45,0.9,1.8,6.706822676,15.06196185,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:00,0.9,1.8,6.706822676,15.0596168,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:15,0.9,1.8,6.706822676,15.05727175,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:30,0.9,1.8,6.706822676,15.05492671,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:45,0.9,1.8,6.706822676,15.05258166,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:00,0.9,1.8,6.706822676,15.05023661,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:15,0.9,1.8,6.706822676,15.04789157,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:30,0.9,1.8,6.706822676,15.04554652,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:45,0.9,1.8,6.706822676,15.04320147,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:00,0.9,1.8,6.706822676,15.04085643,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 8:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 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11:15,0.9,1.8,6.706822676,14.99027041,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:30,0.9,1.8,6.706822676,14.98625033,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:45,0.9,1.8,6.706822676,14.98223025,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:00,0.9,1.8,6.706822676,14.97821017,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:15,0.9,1.8,6.706822676,14.97419009,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:30,0.9,1.8,6.706849016,14.96815997,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:45,0.9,1.8,6.706875357,14.96212985,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:00,0.9,1.8,6.706901697,14.95609973,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:15,0.9,1.8,6.706928038,14.95006961,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:30,0.9,1.8,6.706954378,14.94403949,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:45,0.9,1.8,6.706980718,14.93800937,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:00,0.9,1.8,6.707007059,14.93197925,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:15,0.9,1.8,6.707033399,14.92594913,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:30,0.9,1.8,6.70705974,14.91991901,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:45,0.9,1.8,6.70708608,14.91388889,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:00,0.9,1.8,6.70711242,14.90785877,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:15,0.9,1.8,6.707138761,14.90182865,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:30,0.9,1.8,6.707165101,14.89579853,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:45,0.9,1.8,6.707191442,14.88976841,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:00,0.9,1.8,6.707217782,14.88373829,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:15,0.9,1.8,6.707244122,14.87770817,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:30,0.9,1.8,6.707217782,14.87234806,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:45,0.9,1.8,6.707191442,14.86698795,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:00,0.9,1.8,6.707165101,14.86162784,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:15,0.9,1.8,6.707138761,14.85626774,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:30,0.9,1.8,6.70711242,14.85090763,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:45,0.9,1.8,6.70708608,14.84554752,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:00,0.9,1.8,6.70705974,14.84018742,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:15,0.9,1.8,6.707033399,14.83482731,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:30,0.9,1.8,6.707007059,14.8294672,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:45,0.9,1.8,6.706980718,14.8241071,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:00,0.9,1.8,6.706954378,14.81874699,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:15,0.9,1.8,6.706928038,14.81338688,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:30,0.9,1.8,6.706901697,14.80802677,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:45,0.9,1.8,6.706875357,14.80266667,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:00,0.9,1.8,6.706849016,14.79730656,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:15,0.9,1.8,6.706822676,14.79194645,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:30,0.9,1.8,6.706743655,14.78591633,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:45,0.9,1.8,6.706664634,14.77988621,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:00,0.9,1.8,6.706585612,14.77385609,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:15,0.9,1.8,6.706506591,14.76782597,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:30,0.9,1.8,6.70642757,14.76179585,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:45,0.9,1.8,6.706348549,14.75576573,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:00,0.9,1.8,6.706269527,14.74973561,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:15,0.9,1.8,6.706190506,14.74370549,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:30,0.9,1.8,6.706111485,14.73767537,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:45,0.9,1.8,6.706032464,14.73164525,27.81,20.7,50,577,0.44,100,100 +1/29/2019 23:00,0.9,1.8,6.705953443,14.72561513,27.81,20.7,50,577,0.44,100,100 +1/29/2019 23:15,0.9,1.8,6.705874421,14.71958501,28.17,20.7,50,577,0.44,100,100 +1/29/2019 23:30,0.9,1.8,6.7057954,14.71355489,28.17,20.7,50,577,0.44,100,100 +1/29/2019 23:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 14:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 14:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 14:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 14:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 15:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 15:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 15:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 15:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 16:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 16:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 16:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 16:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 17:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 17:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 17:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 17:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 18:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 18:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 18:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 18:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 19:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 19:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 19:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 19:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 20:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 20:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 20:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 20:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 21:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 21:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 21:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 21:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 22:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 22:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 22:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 22:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 diff --git a/examples/inputs/example_05/fuel_prices_df.csv.license b/examples/inputs/example_05/fuel_prices_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/fuel_prices_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/lines.csv b/examples/inputs/example_05/lines.csv new file mode 100644 index 00000000..9ba9bf7c --- /dev/null +++ b/examples/inputs/example_05/lines.csv @@ -0,0 +1,2 @@ +name,bus0,bus1,s_nom,x,r +Line_N_S,north,south,5000.0,0.01,0.001 diff --git a/examples/inputs/example_05/lines.csv.license b/examples/inputs/example_05/lines.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/lines.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/powerplant_units.csv b/examples/inputs/example_05/powerplant_units.csv new file mode 100644 index 00000000..b87126be --- /dev/null +++ b/examples/inputs/example_05/powerplant_units.csv @@ -0,0 +1,9 @@ +name,technology,bidding_EOM,,bidding_redispatch,fuel_type,emission_factor,max_power,min_power,efficiency,ramp_up,ramp_down,additional_cost,hot_start_cost,warm_start_cost,cold_start_cost,min_operating_time,min_down_time,heat_extraction,max_heat_extraction,node,unit_operator +Wind onshore,wind_onshore,naive_eom,,naive_redispatch,renewable,0,53190,0,1,,,0,0,0,0,0,0,0,0,north,renewables_operator +Wind offshore,wind_offshore,naive_eom,,naive_redispatch,renewable,0,7560,0,1,,,0,0,0,0,0,0,0,0,north,renewables_operator +Solar,solar,naive_eom,,naive_redispatch,renewable,0,48860,0,1,,,0,0,0,0,0,0,0,0,north,renewables_operator +Hydro,hydro,naive_eom,,naive_redispatch,renewable,0,4940,0,1,,,0,0,0,0,0,0,0,0,north,renewables_operator +Biomass,biomass,naive_eom,,naive_redispatch,renewable,0,8340,0,1,,,0,0,0,0,0,0,0,0,north,renewables_operator +KKW ISAR 2,nuclear,naive_eom,,naive_redispatch,uranium,0,1485,590,0.33,890,890,10.3,140,140,140,72,10,no,0,north,UNIPER +KKW BROKDORF,nuclear,naive_eom,,naive_redispatch,uranium,0,1480,590,0.33,890,890,10.3,140,140,140,72,10,no,0,north,UNIPER +KKW PHILIPPSBURG 2,nuclear,naive_eom,,naive_redispatch,uranium,0,1468,590,0.33,880,880,10.3,140,140,140,72,10,no,0,north,ENBW ENERGIE BADEN-WURTTEMBERG diff --git a/examples/inputs/example_05/powerplant_units.csv.license b/examples/inputs/example_05/powerplant_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/powerplant_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/residential_dsm_units.csv b/examples/inputs/example_05/residential_dsm_units.csv new file mode 100644 index 00000000..c0c3facc --- /dev/null +++ b/examples/inputs/example_05/residential_dsm_units.csv @@ -0,0 +1,4 @@ +name,unit_type,technology,node,bidding_EOM,fuel_type,bidding_redispatch,unit_operator,objective,flexibility_measure,cost_tolerance,charging_profile,availability_periods,demand,rated_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,efficiency,cop,max_capacity,min_capacity,initial_soc,storage_loss_rate,charge_loss_rate,discharge_loss_rate +A360_building,building,heatpump,north,naive_da_building,,,dsm_operator_1,minimize_expenses,,,,,,5,0,5,5,0,0,,2,,,,,, +A360_building,building,boiler,north,,natural_gas,,,,,,,,,5,0,5,5,0,0,0.8,,,,,,, +A360_building,building,ev,north,,,,,,,,No,"[(""1/1/2019 3:00:00 AM"", ""1/1/2019 5:00:00 AM"")]",,,,3,3,,,,,3,0,0,,, diff --git a/examples/inputs/example_05/residential_dsm_units.csv.license b/examples/inputs/example_05/residential_dsm_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/residential_dsm_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_05/storage_units.csv b/examples/inputs/example_05/storage_units.csv new file mode 100644 index 00000000..daa04ed3 --- /dev/null +++ b/examples/inputs/example_05/storage_units.csv @@ -0,0 +1,26 @@ +name,technology,bidding_EOM,max_power_charge,max_power_discharge,efficiency_charge,efficiency_discharge,min_volume,max_volume,additional_cost_charge,additional_cost_discharge,natural_inflow,unit_operator +Tanzmühle - Rabenleite,PSPP,flexable_eom_storage,25,35,0.81,0.88,1,404,0.28,0.28,0,GDF SUEZ ENERGIE DEUTSCHLAND +Schwarzenbachwerk,PSPP,flexable_eom_storage,20,46,0.73,0.82,1,198,0.28,0.28,1.2,ENBW ENERGIE BADEN-WURTTEMBERG +Leitzach II,PSPP,flexable_eom_storage,38,49,0.86,0.9,1,550,0.28,0.28,0.7,STADTWERKE MUENCHEN GMBH +Leitzach I,PSPP,flexable_eom_storage,40,51,0.86,0.9,1,550,0.28,0.28,1.8,STADTWERKE MUENCHEN GMBH +Hohenwarte I,PSPP,flexable_eom_storage,34,63,0.8,0.87,1,504,0.28,0.28,1.9,VATTENFALL EUROPE AG +Bleiloch,PSPP,flexable_eom_storage,32,80,0.8,0.87,1,640,0.28,0.28,1.3,VATTENFALL EUROPE AG +Wendefurth,PSPP,flexable_eom_storage,72,80,0.82,0.88,1,523,0.28,0.28,0,VATTENFALL EUROPE AG +Glems,PSPP,flexable_eom_storage,68,90,0.84,0.89,1,560,0.28,0.28,0,ENBW ENERGIE BADEN-WURTTEMBERG +Reisach - Rabenleite,PSPP,flexable_eom_storage,84,100,0.85,0.9,1,630,0.28,0.28,0,GDF SUEZ ENERGIE DEUTSCHLAND +Geesthacht,PSPP,flexable_eom_storage,96,105,0.81,0.87,1,600,0.28,0.28,0,VATTENFALL EUROPE AG +Rönkhausen,PSPP,flexable_eom_storage,140,140,0.85,0.9,1,690,0.28,0.28,0,ENERVIE - SUEDWESTFALEN ENERGIE +Waldeck I,PSPP,flexable_eom_storage,96,140,0.87,0.92,1,478,0.28,0.28,0,UNIPER +Häusern,PSPP,flexable_eom_storage,104,144,0.82,0.88,1,514,0.28,0.28,0,ENBW ENERGIE BADEN-WURTTEMBERG +Koepchenwerk Herdecke II,PSPP,flexable_eom_storage,153,153,0.85,0.9,1,590,0.28,0.28,0,RWE POWER AG +Happurg,PSPP,flexable_eom_storage,126,160,0.83,0.89,1,900,0.28,0.28,0,UNIPER +Langenprozelten,PSPP,flexable_eom_storage,154,168,0.85,0.9,1,950,0.28,0.28,0,UNIPER +Waldshut,PSPP,flexable_eom_storage,80,176,0.79,0.86,1,581,0.28,0.28,0,ENBW ENERGIE BADEN-WURTTEMBERG +Erzhausen,PSPP,flexable_eom_storage,230,220,0.84,0.9,1,940,0.28,0.28,0,STATKRAFT AS +Witznau,PSPP,flexable_eom_storage,128,220,0.77,0.84,1,880,0.28,0.28,0,ENBW ENERGIE BADEN-WURTTEMBERG +Hohenwarte II,PSPP,flexable_eom_storage,310,320,0.8,0.87,1,2087,0.28,0.28,0,VATTENFALL EUROPE AG +Säckingen,PSPP,flexable_eom_storage,301,353,0.86,0.91,1,2064,0.28,0.28,1.8,ENBW ENERGIE BADEN-WURTTEMBERG +Waldeck II,PSPP,flexable_eom_storage,476,440,0.87,0.92,1,3428,0.28,0.28,0,UNIPER +Wehr,PSPP,flexable_eom_storage,1000,992,0.86,0.9,1,6076,0.28,0.28,0,RWE POWER AG +Markersbach,PSPP,flexable_eom_storage,1140,1050,0.84,0.89,1,4018,0.28,0.28,0,VATTENFALL EUROPE AG +Goldisthal,PSPP,flexable_eom_storage,1140,1060,0.88,0.92,1,8480,0.28,0.28,0,VATTENFALL EUROPE AG diff --git a/examples/inputs/example_05/storage_units.csv.license b/examples/inputs/example_05/storage_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_05/storage_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_06/availability_df.csv b/examples/inputs/example_06/availability_df.csv new file mode 100644 index 00000000..14153a6e --- /dev/null +++ b/examples/inputs/example_06/availability_df.csv @@ -0,0 +1,2785 @@ +datetime,Wind onshore,Wind offshore,Solar,Hydro,Biomass 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10:45,0.600526415,0.286507937,0.033585755,0.308299595,0.586211031 +1/1/2019 11:00,0.612408347,0.346825397,0.036573885,0.312145749,0.588009592 +1/1/2019 11:15,0.617804099,0.366798942,0.041444945,0.318218623,0.586930456 +1/1/2019 11:30,0.624591089,0.364153439,0.04482194,0.320850202,0.589088729 +1/1/2019 11:45,0.626113931,0.362566138,0.04525174,0.322874494,0.588369305 +1/1/2019 12:00,0.623989472,0.362433862,0.046049939,0.326923077,0.588609113 +1/1/2019 12:15,0.624064674,0.334656085,0.046111339,0.329554656,0.589208633 +1/1/2019 12:30,0.628727204,0.328174603,0.045865739,0.327327935,0.587529976 +1/1/2019 12:45,0.633370934,0.308597884,0.044678674,0.312145749,0.588369305 +1/1/2019 13:00,0.638296672,0.301851852,0.042959476,0.317611336,0.588609113 +1/1/2019 13:15,0.64072194,0.303439153,0.042918543,0.317206478,0.588489209 +1/1/2019 13:30,0.642959203,0.299603175,0.040994679,0.319635628,0.588129496 +1/1/2019 13:45,0.647809739,0.303042328,0.03739255,0.318421053,0.586810552 +1/1/2019 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17:15,0.683173529,0.302910053,0,0.291295547,0.584052758 +1/1/2019 17:30,0.684733973,0.294708995,0,0.290890688,0.586810552 +1/1/2019 17:45,0.682571912,0.298677249,0,0.290283401,0.587529976 +1/1/2019 18:00,0.680541455,0.30026455,0,0.290688259,0.589328537 +1/1/2019 18:15,0.68142508,0.281481481,0,0.289676113,0.588968825 +1/1/2019 18:30,0.685655198,0.295634921,0,0.289271255,0.588489209 +1/1/2019 18:45,0.684000752,0.290343915,0,0.289068826,0.588129496 +1/1/2019 19:00,0.677890581,0.278968254,0,0.288259109,0.586330935 +1/1/2019 19:15,0.677251363,0.288888889,0,0.287044534,0.58764988 +1/1/2019 19:30,0.677646174,0.295634921,0,0.286842105,0.585371703 +1/1/2019 19:45,0.67787178,0.286375661,0,0.285425101,0.585731415 +1/1/2019 20:00,0.680691859,0.282142857,0,0.289676113,0.585491607 +1/1/2019 20:15,0.678059786,0.283597884,0,0.284817814,0.586091127 +1/1/2019 20:30,0.676856552,0.294973545,0,0.283805668,0.586450839 +1/1/2019 20:45,0.675822523,0.272751323,0,0.282388664,0.583573141 +1/1/2019 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b/examples/inputs/example_06/config.yaml @@ -0,0 +1,26 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +base_case_building_2019: + start_date: 2019-01-01 00:00 + end_date: 2019-01-27 23:00 + time_step: 1h + save_frequency_hours: 24 + + markets_config: + EOM: + operator: EOM_operator + product_type: energy + products: + - duration: 1h + count: 24 + first_delivery: 1h + opening_frequency: 24h + opening_duration: 1h + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: pay_as_bid \ No newline at end of file diff --git a/examples/inputs/example_06/demand_df.csv b/examples/inputs/example_06/demand_df.csv new file mode 100644 index 00000000..8b838bbf --- /dev/null +++ b/examples/inputs/example_06/demand_df.csv @@ -0,0 +1,2785 @@ +datetime,A360_building_load_profile,A361_building_load_profile,Demand_Energy_Provider +01/01/2019 0:00,0,0,100 +01/01/2019 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b/examples/inputs/example_06/demand_units.csv new file mode 100644 index 00000000..29b4fbdd --- /dev/null +++ b/examples/inputs/example_06/demand_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,bidding_redispatch,max_power,min_power,node,unit_operator,price +Demand_Energy_Provider,inflex_demand,naive_eom,naive_redispatch,1000000,0,north,eom_de,62.88 diff --git a/examples/inputs/example_06/demand_units.csv.license b/examples/inputs/example_06/demand_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_06/demand_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_06/fuel_prices_df.csv b/examples/inputs/example_06/fuel_prices_df.csv new file mode 100644 index 00000000..28b84391 --- /dev/null +++ b/examples/inputs/example_06/fuel_prices_df.csv @@ -0,0 +1,2881 @@ +datetime,uranium,lignite,hard coal,natural 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12:30,0.9,1.8,8.52130782,25.12614582,21.44,20.7,50,577,0.44,100,100 +1/4/2019 12:45,0.9,1.8,8.521176118,25.12510012,21.44,20.7,50,577,0.44,100,100 +1/4/2019 13:00,0.9,1.8,8.521044416,25.12405442,21.44,20.7,50,577,0.44,100,100 +1/4/2019 13:15,0.9,1.8,8.520912714,25.12300872,21.44,20.7,50,577,0.44,100,100 +1/4/2019 13:30,0.9,1.8,8.520781012,25.12196302,21.44,20.7,50,577,0.44,100,100 +1/4/2019 13:45,0.9,1.8,8.52064931,25.12091732,21.44,20.7,50,577,0.44,100,100 +1/4/2019 14:00,0.9,1.8,8.520517608,25.11987162,21.44,20.7,50,577,0.44,100,100 +1/4/2019 14:15,0.9,1.8,8.520385906,25.11882592,21.44,20.7,50,577,0.44,100,100 +1/4/2019 14:30,0.9,1.8,8.520254204,25.11778022,21.44,20.7,50,577,0.44,100,100 +1/4/2019 14:45,0.9,1.8,8.520122502,25.11673452,21.44,20.7,50,577,0.44,100,100 +1/4/2019 15:00,0.9,1.8,8.5199908,25.11568882,21.44,20.7,50,577,0.44,100,100 +1/4/2019 15:15,0.9,1.8,8.519859098,25.11464312,21.44,20.7,50,577,0.44,100,100 +1/4/2019 15:30,0.9,1.8,8.519727396,25.11359742,21.44,20.7,50,577,0.44,100,100 +1/4/2019 15:45,0.9,1.8,8.519595694,25.11255172,21.44,20.7,50,577,0.44,100,100 +1/4/2019 16:00,0.9,1.8,8.519463992,25.11150602,21.44,20.7,50,577,0.44,100,100 +1/4/2019 16:15,0.9,1.8,8.519305949,25.11080889,21.44,20.7,50,577,0.44,100,100 +1/4/2019 16:30,0.9,1.8,8.519147907,25.11011175,21.44,20.7,50,577,0.44,100,100 +1/4/2019 16:45,0.9,1.8,8.518989864,25.10941462,21.44,20.7,50,577,0.44,100,100 +1/4/2019 17:00,0.9,1.8,8.518831822,25.10871749,21.44,20.7,50,577,0.44,100,100 +1/4/2019 17:15,0.9,1.8,8.51867378,25.10802035,21.44,20.7,50,577,0.44,100,100 +1/4/2019 17:30,0.9,1.8,8.518515737,25.10732322,21.44,20.7,50,577,0.44,100,100 +1/4/2019 17:45,0.9,1.8,8.518357695,25.10662609,21.44,20.7,50,577,0.44,100,100 +1/4/2019 18:00,0.9,1.8,8.518199652,25.10592895,21.44,20.7,50,577,0.44,100,100 +1/4/2019 18:15,0.9,1.8,8.51804161,25.10523182,21.44,20.7,50,577,0.44,100,100 +1/4/2019 18:30,0.9,1.8,8.517883567,25.10453469,21.44,20.7,50,577,0.44,100,100 +1/4/2019 18:45,0.9,1.8,8.517725525,25.10383755,21.44,20.7,50,577,0.44,100,100 +1/4/2019 19:00,0.9,1.8,8.517567483,25.10314042,21.44,20.7,50,577,0.44,100,100 +1/4/2019 19:15,0.9,1.8,8.51740944,25.10244328,21.44,20.7,50,577,0.44,100,100 +1/4/2019 19:30,0.9,1.8,8.517251398,25.10174615,21.44,20.7,50,577,0.44,100,100 +1/4/2019 19:45,0.9,1.8,8.517093355,25.10104902,21.44,20.7,50,577,0.44,100,100 +1/4/2019 20:00,0.9,1.8,8.516935313,25.10035188,21.44,20.7,50,577,0.44,100,100 +1/4/2019 20:15,0.9,1.8,8.516935313,25.09930618,21.44,20.7,50,577,0.44,100,100 +1/4/2019 20:30,0.9,1.8,8.516935313,25.09826048,21.44,20.7,50,577,0.44,100,100 +1/4/2019 20:45,0.9,1.8,8.516935313,25.09721478,21.44,20.7,50,577,0.44,100,100 +1/4/2019 21:00,0.9,1.8,8.516935313,25.09616908,21.44,20.7,50,577,0.44,100,100 +1/4/2019 21:15,0.9,1.8,8.516935313,25.09512338,21.44,20.7,50,577,0.44,100,100 +1/4/2019 21:30,0.9,1.8,8.516935313,25.09407768,21.44,20.7,50,577,0.44,100,100 +1/4/2019 21:45,0.9,1.8,8.516935313,25.09303198,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:00,0.9,1.8,8.516935313,25.09198628,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:15,0.9,1.8,8.516935313,25.09094058,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:30,0.9,1.8,8.516935313,25.08989488,21.44,20.7,50,577,0.44,100,100 +1/4/2019 22:45,0.9,1.8,8.516935313,25.08884918,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:00,0.9,1.8,8.516935313,25.08780348,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:15,0.9,1.8,8.516935313,25.08675778,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:30,0.9,1.8,8.516935313,25.08571208,21.44,20.7,50,577,0.44,100,100 +1/4/2019 23:45,0.9,1.8,8.516935313,25.08466638,21.44,20.7,50,577,0.44,100,100 +1/5/2019 0:00,0.9,1.8,8.516935313,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:15,0.9,1.8,8.51677727,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:30,0.9,1.8,8.516619228,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 0:45,0.9,1.8,8.516461186,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:00,0.9,1.8,8.516303143,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:15,0.9,1.8,8.516145101,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:30,0.9,1.8,8.515987058,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 1:45,0.9,1.8,8.515829016,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:00,0.9,1.8,8.515670973,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:15,0.9,1.8,8.515512931,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:30,0.9,1.8,8.515354889,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 2:45,0.9,1.8,8.515196846,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:00,0.9,1.8,8.515038804,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:15,0.9,1.8,8.514880761,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:30,0.9,1.8,8.514722719,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 3:45,0.9,1.8,8.514564676,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:00,0.9,1.8,8.514406634,25.08362068,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:15,0.9,1.8,8.514274932,25.08292355,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:30,0.9,1.8,8.51414323,25.08222642,21.37,20.7,50,577,0.44,100,100 +1/5/2019 4:45,0.9,1.8,8.514011528,25.08152928,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:00,0.9,1.8,8.513879826,25.08083215,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:15,0.9,1.8,8.513748124,25.08013502,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:30,0.9,1.8,8.513616422,25.07943788,21.37,20.7,50,577,0.44,100,100 +1/5/2019 5:45,0.9,1.8,8.51348472,25.07874075,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:00,0.9,1.8,8.513353018,25.07804362,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:15,0.9,1.8,8.513221316,25.07734648,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:30,0.9,1.8,8.513089614,25.07664935,21.37,20.7,50,577,0.44,100,100 +1/5/2019 6:45,0.9,1.8,8.512957912,25.07595222,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:00,0.9,1.8,8.51282621,25.07525508,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:15,0.9,1.8,8.512694508,25.07455795,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:30,0.9,1.8,8.512562806,25.07386082,21.37,20.7,50,577,0.44,100,100 +1/5/2019 7:45,0.9,1.8,8.512431104,25.07316368,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:00,0.9,1.8,8.512299402,25.07246655,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:15,0.9,1.8,8.512115019,25.07176941,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:30,0.9,1.8,8.511930636,25.07107228,21.37,20.7,50,577,0.44,100,100 +1/5/2019 8:45,0.9,1.8,8.511746253,25.07037515,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:00,0.9,1.8,8.51156187,25.06967801,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:15,0.9,1.8,8.511377487,25.06898088,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:30,0.9,1.8,8.511193105,25.06828375,21.37,20.7,50,577,0.44,100,100 +1/5/2019 9:45,0.9,1.8,8.511008722,25.06758661,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:00,0.9,1.8,8.510824339,25.06688948,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:15,0.9,1.8,8.510639956,25.06619235,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:30,0.9,1.8,8.510455573,25.06549521,21.37,20.7,50,577,0.44,100,100 +1/5/2019 10:45,0.9,1.8,8.51027119,25.06479808,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:00,0.9,1.8,8.510086808,25.06410095,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:15,0.9,1.8,8.509902425,25.06340381,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:30,0.9,1.8,8.509718042,25.06270668,21.37,20.7,50,577,0.44,100,100 +1/5/2019 11:45,0.9,1.8,8.509533659,25.06200955,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:00,0.9,1.8,8.509349276,25.06131241,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:15,0.9,1.8,8.509217574,25.06828375,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:30,0.9,1.8,8.509085872,25.07525508,21.37,20.7,50,577,0.44,100,100 +1/5/2019 12:45,0.9,1.8,8.50895417,25.08222642,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:00,0.9,1.8,8.508822468,25.08919775,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:15,0.9,1.8,8.508690766,25.09616908,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:30,0.9,1.8,8.508559064,25.10314042,21.37,20.7,50,577,0.44,100,100 +1/5/2019 13:45,0.9,1.8,8.508427362,25.11011175,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:00,0.9,1.8,8.50829566,25.11708309,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:15,0.9,1.8,8.508163958,25.12405442,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:30,0.9,1.8,8.508032256,25.13102575,21.37,20.7,50,577,0.44,100,100 +1/5/2019 14:45,0.9,1.8,8.507900554,25.13799709,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:00,0.9,1.8,8.507768852,25.14496842,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:15,0.9,1.8,8.50763715,25.15193976,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:30,0.9,1.8,8.507505448,25.15891109,21.37,20.7,50,577,0.44,100,100 +1/5/2019 15:45,0.9,1.8,8.507373746,25.16588243,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:00,0.9,1.8,8.507242044,25.17285376,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:15,0.9,1.8,8.507242044,25.18052223,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:30,0.9,1.8,8.507242044,25.18819069,21.37,20.7,50,577,0.44,100,100 +1/5/2019 16:45,0.9,1.8,8.507242044,25.19585916,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:00,0.9,1.8,8.507242044,25.20352763,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:15,0.9,1.8,8.507242044,25.2111961,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:30,0.9,1.8,8.507242044,25.21886456,21.37,20.7,50,577,0.44,100,100 +1/5/2019 17:45,0.9,1.8,8.507242044,25.22653303,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:00,0.9,1.8,8.507242044,25.2342015,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:15,0.9,1.8,8.507242044,25.24186997,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:30,0.9,1.8,8.507242044,25.24953843,21.37,20.7,50,577,0.44,100,100 +1/5/2019 18:45,0.9,1.8,8.507242044,25.2572069,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:00,0.9,1.8,8.507242044,25.26487537,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:15,0.9,1.8,8.507242044,25.27254384,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:30,0.9,1.8,8.507242044,25.28021231,21.37,20.7,50,577,0.44,100,100 +1/5/2019 19:45,0.9,1.8,8.507242044,25.28788077,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:00,0.9,1.8,8.507242044,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:15,0.9,1.8,8.507084001,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:30,0.9,1.8,8.506925959,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 20:45,0.9,1.8,8.506767917,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:00,0.9,1.8,8.506609874,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:15,0.9,1.8,8.506451832,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:30,0.9,1.8,8.506293789,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 21:45,0.9,1.8,8.506135747,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:00,0.9,1.8,8.505977704,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:15,0.9,1.8,8.505819662,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:30,0.9,1.8,8.50566162,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 22:45,0.9,1.8,8.505503577,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:00,0.9,1.8,8.505345535,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:15,0.9,1.8,8.505187492,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:30,0.9,1.8,8.50502945,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/5/2019 23:45,0.9,1.8,8.504871407,25.29554924,21.37,20.7,50,577,0.44,100,100 +1/6/2019 0:00,0.9,1.8,8.504713365,25.29554924,20.02,20.7,50,577,0.44,100,100 +1/6/2019 0:15,0.9,1.8,8.504581663,25.30321771,20.02,20.7,50,577,0.44,100,100 +1/6/2019 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6:30,0.9,1.8,8.501289112,25.49144373,20.02,20.7,50,577,0.44,100,100 +1/6/2019 6:45,0.9,1.8,8.50115741,25.49876363,20.02,20.7,50,577,0.44,100,100 +1/6/2019 7:00,0.9,1.8,8.501025708,25.50608353,20.02,20.7,50,577,0.44,100,100 +1/6/2019 7:15,0.9,1.8,8.500894006,25.51340343,20.02,20.7,50,577,0.44,100,100 +1/6/2019 7:30,0.9,1.8,8.500762304,25.52072333,20.02,20.7,50,577,0.44,100,100 +1/6/2019 7:45,0.9,1.8,8.500630602,25.52804323,20.02,20.7,50,577,0.44,100,100 +1/6/2019 8:00,0.9,1.8,8.5004989,25.53536313,20.02,20.7,50,577,0.44,100,100 +1/6/2019 8:15,0.9,1.8,8.500367198,25.54338017,20.02,20.7,50,577,0.44,100,100 +1/6/2019 8:30,0.9,1.8,8.500235496,25.5513972,20.02,20.7,50,577,0.44,100,100 +1/6/2019 8:45,0.9,1.8,8.500103794,25.55941424,20.02,20.7,50,577,0.44,100,100 +1/6/2019 9:00,0.9,1.8,8.499972092,25.56743127,20.02,20.7,50,577,0.44,100,100 +1/6/2019 9:15,0.9,1.8,8.49984039,25.57544831,20.02,20.7,50,577,0.44,100,100 +1/6/2019 9:30,0.9,1.8,8.499708688,25.58346534,20.02,20.7,50,577,0.44,100,100 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9:45,0.9,1.8,8.489040824,25.52699753,19.44,20.7,50,577,0.44,100,100 +1/7/2019 10:00,0.9,1.8,8.488909122,25.51863193,19.44,20.7,50,577,0.44,100,100 +1/7/2019 10:15,0.9,1.8,8.48877742,25.51026633,19.44,20.7,50,577,0.44,100,100 +1/7/2019 10:30,0.9,1.8,8.488645718,25.50190073,19.44,20.7,50,577,0.44,100,100 +1/7/2019 10:45,0.9,1.8,8.488514016,25.49353513,19.44,20.7,50,577,0.44,100,100 +1/7/2019 11:00,0.9,1.8,8.488382314,25.48516953,19.44,20.7,50,577,0.44,100,100 +1/7/2019 11:15,0.9,1.8,8.488250612,25.47680393,19.44,20.7,50,577,0.44,100,100 +1/7/2019 11:30,0.9,1.8,8.48811891,25.46843833,19.44,20.7,50,577,0.44,100,100 +1/7/2019 11:45,0.9,1.8,8.487987208,25.46007273,19.44,20.7,50,577,0.44,100,100 +1/7/2019 12:00,0.9,1.8,8.487855506,25.45170712,19.44,20.7,50,577,0.44,100,100 +1/7/2019 12:15,0.9,1.8,8.487855506,25.45170712,19.44,20.7,50,577,0.44,100,100 +1/7/2019 12:30,0.9,1.8,8.487855506,25.45170712,19.44,20.7,50,577,0.44,100,100 +1/7/2019 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18:45,0.9,1.8,8.486406783,25.35585128,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:00,0.9,1.8,8.486275081,25.34713711,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:15,0.9,1.8,8.486143379,25.33842295,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:30,0.9,1.8,8.486011677,25.32970878,19.44,20.7,50,577,0.44,100,100 +1/7/2019 19:45,0.9,1.8,8.485879975,25.32099461,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:00,0.9,1.8,8.485748273,25.31228044,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:15,0.9,1.8,8.485642912,25.30426341,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:30,0.9,1.8,8.48553755,25.29624637,19.44,20.7,50,577,0.44,100,100 +1/7/2019 20:45,0.9,1.8,8.485432188,25.28822934,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:00,0.9,1.8,8.485326827,25.28021231,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:15,0.9,1.8,8.485221465,25.27219527,19.44,20.7,50,577,0.44,100,100 +1/7/2019 21:30,0.9,1.8,8.485116104,25.26417824,19.44,20.7,50,577,0.44,100,100 +1/7/2019 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1:45,0.9,1.8,7.856897442,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 2:00,0.9,1.8,7.856950123,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 2:15,0.9,1.8,7.857002804,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 2:30,0.9,1.8,7.857055485,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 2:45,0.9,1.8,7.857108166,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 3:00,0.9,1.8,7.857160847,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 3:15,0.9,1.8,7.857213527,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 3:30,0.9,1.8,7.857266208,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 3:45,0.9,1.8,7.857318889,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 4:00,0.9,1.8,7.85737157,22.00818941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 4:15,0.9,1.8,7.85739791,22.00551625,24.09,20.7,50,577,0.44,100,100 +1/10/2019 4:30,0.9,1.8,7.857424251,22.00284309,24.09,20.7,50,577,0.44,100,100 +1/10/2019 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7:45,0.9,1.8,7.857766676,21.96809199,24.09,20.7,50,577,0.44,100,100 +1/10/2019 8:00,0.9,1.8,7.857793016,21.96541882,24.09,20.7,50,577,0.44,100,100 +1/10/2019 8:15,0.9,1.8,7.857819357,21.96328029,24.09,20.7,50,577,0.44,100,100 +1/10/2019 8:30,0.9,1.8,7.857845697,21.96114176,24.09,20.7,50,577,0.44,100,100 +1/10/2019 8:45,0.9,1.8,7.857872037,21.95900324,24.09,20.7,50,577,0.44,100,100 +1/10/2019 9:00,0.9,1.8,7.857898378,21.95686471,24.09,20.7,50,577,0.44,100,100 +1/10/2019 9:15,0.9,1.8,7.857924718,21.95472618,24.09,20.7,50,577,0.44,100,100 +1/10/2019 9:30,0.9,1.8,7.857951059,21.95258765,24.09,20.7,50,577,0.44,100,100 +1/10/2019 9:45,0.9,1.8,7.857977399,21.95044912,24.09,20.7,50,577,0.44,100,100 +1/10/2019 10:00,0.9,1.8,7.858003739,21.94831059,24.09,20.7,50,577,0.44,100,100 +1/10/2019 10:15,0.9,1.8,7.85803008,21.94617206,24.09,20.7,50,577,0.44,100,100 +1/10/2019 10:30,0.9,1.8,7.85805642,21.94403353,24.09,20.7,50,577,0.44,100,100 +1/10/2019 10:45,0.9,1.8,7.858082761,21.941895,24.09,20.7,50,577,0.44,100,100 +1/10/2019 11:00,0.9,1.8,7.858109101,21.93975647,24.09,20.7,50,577,0.44,100,100 +1/10/2019 11:15,0.9,1.8,7.858135441,21.93761794,24.09,20.7,50,577,0.44,100,100 +1/10/2019 11:30,0.9,1.8,7.858161782,21.93547941,24.09,20.7,50,577,0.44,100,100 +1/10/2019 11:45,0.9,1.8,7.858188122,21.93334088,24.09,20.7,50,577,0.44,100,100 +1/10/2019 12:00,0.9,1.8,7.858214463,21.93120235,24.09,20.7,50,577,0.44,100,100 +1/10/2019 12:15,0.9,1.8,7.858214463,21.92852919,24.09,20.7,50,577,0.44,100,100 +1/10/2019 12:30,0.9,1.8,7.858214463,21.92585603,24.09,20.7,50,577,0.44,100,100 +1/10/2019 12:45,0.9,1.8,7.858214463,21.92318287,24.09,20.7,50,577,0.44,100,100 +1/10/2019 13:00,0.9,1.8,7.858214463,21.92050971,24.09,20.7,50,577,0.44,100,100 +1/10/2019 13:15,0.9,1.8,7.858214463,21.91783654,24.09,20.7,50,577,0.44,100,100 +1/10/2019 13:30,0.9,1.8,7.858214463,21.91516338,24.09,20.7,50,577,0.44,100,100 +1/10/2019 13:45,0.9,1.8,7.858214463,21.91249022,24.09,20.7,50,577,0.44,100,100 +1/10/2019 14:00,0.9,1.8,7.858214463,21.90981706,24.09,20.7,50,577,0.44,100,100 +1/10/2019 14:15,0.9,1.8,7.858214463,21.9071439,24.09,20.7,50,577,0.44,100,100 +1/10/2019 14:30,0.9,1.8,7.858214463,21.90447074,24.09,20.7,50,577,0.44,100,100 +1/10/2019 14:45,0.9,1.8,7.858214463,21.90179757,24.09,20.7,50,577,0.44,100,100 +1/10/2019 15:00,0.9,1.8,7.858214463,21.89912441,24.09,20.7,50,577,0.44,100,100 +1/10/2019 15:15,0.9,1.8,7.858214463,21.89645125,24.09,20.7,50,577,0.44,100,100 +1/10/2019 15:30,0.9,1.8,7.858214463,21.89377809,24.09,20.7,50,577,0.44,100,100 +1/10/2019 15:45,0.9,1.8,7.858214463,21.89110493,24.09,20.7,50,577,0.44,100,100 +1/10/2019 16:00,0.9,1.8,7.858214463,21.88843176,24.09,20.7,50,577,0.44,100,100 +1/10/2019 16:15,0.9,1.8,7.858293484,21.88522397,24.09,20.7,50,577,0.44,100,100 +1/10/2019 16:30,0.9,1.8,7.858372505,21.88201618,24.09,20.7,50,577,0.44,100,100 +1/10/2019 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14:15,0.9,1.8,7.268057687,13.67201908,28.22,20.7,50,577,0.44,100,100 +1/15/2019 14:30,0.9,1.8,7.268136708,13.66967403,28.22,20.7,50,577,0.44,100,100 +1/15/2019 14:45,0.9,1.8,7.268215729,13.66732898,28.22,20.7,50,577,0.44,100,100 +1/15/2019 15:00,0.9,1.8,7.268294751,13.66498394,28.22,20.7,50,577,0.44,100,100 +1/15/2019 15:15,0.9,1.8,7.268373772,13.66263889,28.22,20.7,50,577,0.44,100,100 +1/15/2019 15:30,0.9,1.8,7.268452793,13.66029384,28.22,20.7,50,577,0.44,100,100 +1/15/2019 15:45,0.9,1.8,7.268531814,13.6579488,28.22,20.7,50,577,0.44,100,100 +1/15/2019 16:00,0.9,1.8,7.268610835,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 16:15,0.9,1.8,7.268637176,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 16:30,0.9,1.8,7.268663516,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 16:45,0.9,1.8,7.268689857,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 17:00,0.9,1.8,7.268716197,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 17:15,0.9,1.8,7.268742537,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 17:30,0.9,1.8,7.268768878,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 17:45,0.9,1.8,7.268795218,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 18:00,0.9,1.8,7.268821559,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 18:15,0.9,1.8,7.268847899,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 18:30,0.9,1.8,7.268874239,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 18:45,0.9,1.8,7.26890058,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 19:00,0.9,1.8,7.26892692,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 19:15,0.9,1.8,7.268953261,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 19:30,0.9,1.8,7.268979601,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 19:45,0.9,1.8,7.269005942,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 20:00,0.9,1.8,7.269032282,13.65560375,28.22,20.7,50,577,0.44,100,100 +1/15/2019 20:15,0.9,1.8,7.269032282,13.65359371,28.22,20.7,50,577,0.44,100,100 +1/15/2019 20:30,0.9,1.8,7.269032282,13.65158367,28.22,20.7,50,577,0.44,100,100 +1/15/2019 20:45,0.9,1.8,7.269032282,13.64957363,28.22,20.7,50,577,0.44,100,100 +1/15/2019 21:00,0.9,1.8,7.269032282,13.64756359,28.22,20.7,50,577,0.44,100,100 +1/15/2019 21:15,0.9,1.8,7.269032282,13.64555355,28.22,20.7,50,577,0.44,100,100 +1/15/2019 21:30,0.9,1.8,7.269032282,13.64354351,28.22,20.7,50,577,0.44,100,100 +1/15/2019 21:45,0.9,1.8,7.269032282,13.64153347,28.22,20.7,50,577,0.44,100,100 +1/15/2019 22:00,0.9,1.8,7.269032282,13.63952343,28.22,20.7,50,577,0.44,100,100 +1/15/2019 22:15,0.9,1.8,7.269032282,13.63751339,28.22,20.7,50,577,0.44,100,100 +1/15/2019 22:30,0.9,1.8,7.269032282,13.63550335,28.22,20.7,50,577,0.44,100,100 +1/15/2019 22:45,0.9,1.8,7.269032282,13.63349331,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:00,0.9,1.8,7.269032282,13.63148327,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:15,0.9,1.8,7.269032282,13.62947323,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:30,0.9,1.8,7.269032282,13.62746319,28.22,20.7,50,577,0.44,100,100 +1/15/2019 23:45,0.9,1.8,7.269032282,13.62545315,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:00,0.9,1.8,7.269032282,13.62344311,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:15,0.9,1.8,7.269111303,13.62578815,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:30,0.9,1.8,7.269190324,13.6281332,28.22,20.7,50,577,0.44,100,100 +1/16/2019 0:45,0.9,1.8,7.269269346,13.63047825,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:00,0.9,1.8,7.269348367,13.63282329,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:15,0.9,1.8,7.269427388,13.63516834,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:30,0.9,1.8,7.269506409,13.63751339,28.22,20.7,50,577,0.44,100,100 +1/16/2019 1:45,0.9,1.8,7.26958543,13.63985843,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:00,0.9,1.8,7.269664452,13.64220348,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:15,0.9,1.8,7.269743473,13.64454853,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:30,0.9,1.8,7.269822494,13.64689357,28.22,20.7,50,577,0.44,100,100 +1/16/2019 2:45,0.9,1.8,7.269901515,13.64923862,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:00,0.9,1.8,7.269980537,13.65158367,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:15,0.9,1.8,7.270059558,13.65392871,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:30,0.9,1.8,7.270138579,13.65627376,28.22,20.7,50,577,0.44,100,100 +1/16/2019 3:45,0.9,1.8,7.2702176,13.65861881,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:00,0.9,1.8,7.270296621,13.66096386,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:15,0.9,1.8,7.270349302,13.66531894,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:30,0.9,1.8,7.270401983,13.66967403,28.22,20.7,50,577,0.44,100,100 +1/16/2019 4:45,0.9,1.8,7.270454664,13.67402912,28.22,20.7,50,577,0.44,100,100 +1/16/2019 5:00,0.9,1.8,7.270507345,13.6783842,28.22,20.7,50,577,0.44,100,100 +1/16/2019 5:15,0.9,1.8,7.270560025,13.68273929,28.22,20.7,50,577,0.44,100,100 +1/16/2019 5:30,0.9,1.8,7.270612706,13.68709438,28.22,20.7,50,577,0.44,100,100 +1/16/2019 5:45,0.9,1.8,7.270665387,13.69144946,28.22,20.7,50,577,0.44,100,100 +1/16/2019 6:00,0.9,1.8,7.270718068,13.69580455,28.22,20.7,50,577,0.44,100,100 +1/16/2019 6:15,0.9,1.8,7.270770749,13.70015964,28.22,20.7,50,577,0.44,100,100 +1/16/2019 6:30,0.9,1.8,7.270823429,13.70451473,28.22,20.7,50,577,0.44,100,100 +1/16/2019 6:45,0.9,1.8,7.27087611,13.70886981,28.22,20.7,50,577,0.44,100,100 +1/16/2019 7:00,0.9,1.8,7.270928791,13.7132249,28.22,20.7,50,577,0.44,100,100 +1/16/2019 7:15,0.9,1.8,7.270981472,13.71757999,28.22,20.7,50,577,0.44,100,100 +1/16/2019 7:30,0.9,1.8,7.271034153,13.72193507,28.22,20.7,50,577,0.44,100,100 +1/16/2019 7:45,0.9,1.8,7.271086834,13.72629016,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:00,0.9,1.8,7.271139514,13.73064525,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:15,0.9,1.8,7.271165855,13.73466533,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:30,0.9,1.8,7.271192195,13.73868541,28.22,20.7,50,577,0.44,100,100 +1/16/2019 8:45,0.9,1.8,7.271218536,13.74270549,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:00,0.9,1.8,7.271244876,13.74672557,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:15,0.9,1.8,7.271271216,13.75074565,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:30,0.9,1.8,7.271297557,13.75476573,28.22,20.7,50,577,0.44,100,100 +1/16/2019 9:45,0.9,1.8,7.271323897,13.75878581,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:00,0.9,1.8,7.271350238,13.76280589,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:15,0.9,1.8,7.271376578,13.76682597,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:30,0.9,1.8,7.271402918,13.77084605,28.22,20.7,50,577,0.44,100,100 +1/16/2019 10:45,0.9,1.8,7.271429259,13.77486613,28.22,20.7,50,577,0.44,100,100 +1/16/2019 11:00,0.9,1.8,7.271455599,13.77888621,28.22,20.7,50,577,0.44,100,100 +1/16/2019 11:15,0.9,1.8,7.27148194,13.78290629,28.22,20.7,50,577,0.44,100,100 +1/16/2019 11:30,0.9,1.8,7.27150828,13.78692637,28.22,20.7,50,577,0.44,100,100 +1/16/2019 11:45,0.9,1.8,7.27153462,13.79094645,28.22,20.7,50,577,0.44,100,100 +1/16/2019 12:00,0.9,1.8,7.271560961,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 12:15,0.9,1.8,7.271639982,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 12:30,0.9,1.8,7.271719003,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 12:45,0.9,1.8,7.271798024,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 13:00,0.9,1.8,7.271877046,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 13:15,0.9,1.8,7.271956067,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 13:30,0.9,1.8,7.272035088,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 13:45,0.9,1.8,7.272114109,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 14:00,0.9,1.8,7.272193131,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 14:15,0.9,1.8,7.272272152,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 14:30,0.9,1.8,7.272351173,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 14:45,0.9,1.8,7.272430194,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 15:00,0.9,1.8,7.272509215,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 15:15,0.9,1.8,7.272588237,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 15:30,0.9,1.8,7.272667258,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 15:45,0.9,1.8,7.272746279,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 16:00,0.9,1.8,7.2728253,13.79496653,28.22,20.7,50,577,0.44,100,100 +1/16/2019 16:15,0.9,1.8,7.2728253,13.79932162,28.22,20.7,50,577,0.44,100,100 +1/16/2019 16:30,0.9,1.8,7.2728253,13.80367671,28.22,20.7,50,577,0.44,100,100 +1/16/2019 16:45,0.9,1.8,7.2728253,13.80803179,28.22,20.7,50,577,0.44,100,100 +1/16/2019 17:00,0.9,1.8,7.2728253,13.81238688,28.22,20.7,50,577,0.44,100,100 +1/16/2019 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20:15,0.9,1.8,7.272877981,13.868333,28.22,20.7,50,577,0.44,100,100 +1/16/2019 20:30,0.9,1.8,7.272930662,13.87201807,28.22,20.7,50,577,0.44,100,100 +1/16/2019 20:45,0.9,1.8,7.272983343,13.87570315,28.22,20.7,50,577,0.44,100,100 +1/16/2019 21:00,0.9,1.8,7.273036023,13.87938822,28.22,20.7,50,577,0.44,100,100 +1/16/2019 21:15,0.9,1.8,7.273088704,13.88307329,28.22,20.7,50,577,0.44,100,100 +1/16/2019 21:30,0.9,1.8,7.273141385,13.88675837,28.22,20.7,50,577,0.44,100,100 +1/16/2019 21:45,0.9,1.8,7.273194066,13.89044344,28.22,20.7,50,577,0.44,100,100 +1/16/2019 22:00,0.9,1.8,7.273246747,13.89412851,28.22,20.7,50,577,0.44,100,100 +1/16/2019 22:15,0.9,1.8,7.273299428,13.89781359,28.22,20.7,50,577,0.44,100,100 +1/16/2019 22:30,0.9,1.8,7.273352108,13.90149866,28.22,20.7,50,577,0.44,100,100 +1/16/2019 22:45,0.9,1.8,7.273404789,13.90518373,28.22,20.7,50,577,0.44,100,100 +1/16/2019 23:00,0.9,1.8,7.27345747,13.90886881,28.25,20.7,50,577,0.44,100,100 +1/16/2019 23:15,0.9,1.8,7.273510151,13.91255388,28.25,20.7,50,577,0.44,100,100 +1/16/2019 23:30,0.9,1.8,7.273562832,13.91623896,28.25,20.7,50,577,0.44,100,100 +1/16/2019 23:45,0.9,1.8,7.273615512,13.91992403,28.25,20.7,50,577,0.44,100,100 +1/17/2019 0:00,0.9,1.8,7.273668193,13.9236091,28.25,20.7,50,577,0.44,100,100 +1/17/2019 0:15,0.9,1.8,7.273720874,13.92762918,28.25,20.7,50,577,0.44,100,100 +1/17/2019 0:30,0.9,1.8,7.273773555,13.93164926,28.25,20.7,50,577,0.44,100,100 +1/17/2019 0:45,0.9,1.8,7.273826236,13.93566934,28.25,20.7,50,577,0.44,100,100 +1/17/2019 1:00,0.9,1.8,7.273878916,13.93968942,28.25,20.7,50,577,0.44,100,100 +1/17/2019 1:15,0.9,1.8,7.273931597,13.9437095,28.25,20.7,50,577,0.44,100,100 +1/17/2019 1:30,0.9,1.8,7.273984278,13.94772959,28.25,20.7,50,577,0.44,100,100 +1/17/2019 1:45,0.9,1.8,7.274036959,13.95174967,28.25,20.7,50,577,0.44,100,100 +1/17/2019 2:00,0.9,1.8,7.27408964,13.95576975,28.25,20.7,50,577,0.44,100,100 +1/17/2019 2:15,0.9,1.8,7.274142321,13.95978983,28.25,20.7,50,577,0.44,100,100 +1/17/2019 2:30,0.9,1.8,7.274195001,13.96380991,28.25,20.7,50,577,0.44,100,100 +1/17/2019 2:45,0.9,1.8,7.274247682,13.96782999,28.25,20.7,50,577,0.44,100,100 +1/17/2019 3:00,0.9,1.8,7.274300363,13.97185007,28.25,20.7,50,577,0.44,100,100 +1/17/2019 3:15,0.9,1.8,7.274353044,13.97587015,28.25,20.7,50,577,0.44,100,100 +1/17/2019 3:30,0.9,1.8,7.274405725,13.97989023,28.25,20.7,50,577,0.44,100,100 +1/17/2019 3:45,0.9,1.8,7.274458405,13.98391031,28.25,20.7,50,577,0.44,100,100 +1/17/2019 4:00,0.9,1.8,7.274511086,13.98793039,28.25,20.7,50,577,0.44,100,100 +1/17/2019 4:15,0.9,1.8,7.274563767,13.99228548,28.25,20.7,50,577,0.44,100,100 +1/17/2019 4:30,0.9,1.8,7.274616448,13.99664056,28.25,20.7,50,577,0.44,100,100 +1/17/2019 4:45,0.9,1.8,7.274669129,14.00099565,28.25,20.7,50,577,0.44,100,100 +1/17/2019 5:00,0.9,1.8,7.274721809,14.00535074,28.25,20.7,50,577,0.44,100,100 +1/17/2019 5:15,0.9,1.8,7.27477449,14.00970582,28.25,20.7,50,577,0.44,100,100 +1/17/2019 5:30,0.9,1.8,7.274827171,14.01406091,28.25,20.7,50,577,0.44,100,100 +1/17/2019 5:45,0.9,1.8,7.274879852,14.018416,28.25,20.7,50,577,0.44,100,100 +1/17/2019 6:00,0.9,1.8,7.274932533,14.02277108,28.25,20.7,50,577,0.44,100,100 +1/17/2019 6:15,0.9,1.8,7.274985213,14.02712617,28.25,20.7,50,577,0.44,100,100 +1/17/2019 6:30,0.9,1.8,7.275037894,14.03148126,28.25,20.7,50,577,0.44,100,100 +1/17/2019 6:45,0.9,1.8,7.275090575,14.03583635,28.25,20.7,50,577,0.44,100,100 +1/17/2019 7:00,0.9,1.8,7.275143256,14.04019143,28.25,20.7,50,577,0.44,100,100 +1/17/2019 7:15,0.9,1.8,7.275195937,14.04454652,28.25,20.7,50,577,0.44,100,100 +1/17/2019 7:30,0.9,1.8,7.275248618,14.04890161,28.25,20.7,50,577,0.44,100,100 +1/17/2019 7:45,0.9,1.8,7.275301298,14.05325669,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:00,0.9,1.8,7.275353979,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:15,0.9,1.8,7.275433,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:30,0.9,1.8,7.275512022,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 8:45,0.9,1.8,7.275591043,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:00,0.9,1.8,7.275670064,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:15,0.9,1.8,7.275749085,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:30,0.9,1.8,7.275828106,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 9:45,0.9,1.8,7.275907128,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:00,0.9,1.8,7.275986149,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:15,0.9,1.8,7.27606517,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:30,0.9,1.8,7.276144191,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 10:45,0.9,1.8,7.276223213,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:00,0.9,1.8,7.276302234,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:15,0.9,1.8,7.276381255,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:30,0.9,1.8,7.276460276,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 11:45,0.9,1.8,7.276539297,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:00,0.9,1.8,7.276618319,14.05761178,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:15,0.9,1.8,7.276618319,14.06297189,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:30,0.9,1.8,7.276618319,14.06833199,28.25,20.7,50,577,0.44,100,100 +1/17/2019 12:45,0.9,1.8,7.276618319,14.0736921,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:00,0.9,1.8,7.276618319,14.07905221,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:15,0.9,1.8,7.276618319,14.08441232,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:30,0.9,1.8,7.276618319,14.08977242,28.25,20.7,50,577,0.44,100,100 +1/17/2019 13:45,0.9,1.8,7.276618319,14.09513253,28.25,20.7,50,577,0.44,100,100 +1/17/2019 14:00,0.9,1.8,7.276618319,14.10049264,28.25,20.7,50,577,0.44,100,100 +1/17/2019 14:15,0.9,1.8,7.276618319,14.10585274,28.25,20.7,50,577,0.44,100,100 +1/17/2019 14:30,0.9,1.8,7.276618319,14.11121285,28.25,20.7,50,577,0.44,100,100 +1/17/2019 14:45,0.9,1.8,7.276618319,14.11657296,28.25,20.7,50,577,0.44,100,100 +1/17/2019 15:00,0.9,1.8,7.276618319,14.12193307,28.25,20.7,50,577,0.44,100,100 +1/17/2019 15:15,0.9,1.8,7.276618319,14.12729317,28.25,20.7,50,577,0.44,100,100 +1/17/2019 15:30,0.9,1.8,7.276618319,14.13265328,28.25,20.7,50,577,0.44,100,100 +1/17/2019 15:45,0.9,1.8,7.276618319,14.13801339,28.25,20.7,50,577,0.44,100,100 +1/17/2019 16:00,0.9,1.8,7.276618319,14.14337349,28.25,20.7,50,577,0.44,100,100 +1/17/2019 16:15,0.9,1.8,7.276644659,14.14839859,28.25,20.7,50,577,0.44,100,100 +1/17/2019 16:30,0.9,1.8,7.276670999,14.15342369,28.25,20.7,50,577,0.44,100,100 +1/17/2019 16:45,0.9,1.8,7.27669734,14.1584488,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:00,0.9,1.8,7.27672368,14.1634739,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:15,0.9,1.8,7.276750021,14.168499,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:30,0.9,1.8,7.276776361,14.1735241,28.25,20.7,50,577,0.44,100,100 +1/17/2019 17:45,0.9,1.8,7.276802701,14.1785492,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:00,0.9,1.8,7.276829042,14.1835743,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:15,0.9,1.8,7.276855382,14.1885994,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:30,0.9,1.8,7.276881723,14.1936245,28.25,20.7,50,577,0.44,100,100 +1/17/2019 18:45,0.9,1.8,7.276908063,14.1986496,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:00,0.9,1.8,7.276934403,14.2036747,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:15,0.9,1.8,7.276960744,14.2086998,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:30,0.9,1.8,7.276987084,14.2137249,28.25,20.7,50,577,0.44,100,100 +1/17/2019 19:45,0.9,1.8,7.277013425,14.21875,28.25,20.7,50,577,0.44,100,100 +1/17/2019 20:00,0.9,1.8,7.277039765,14.2237751,28.25,20.7,50,577,0.44,100,100 +1/17/2019 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8:15,0.9,1.8,7.279146997,14.40032363,26.92,20.7,50,577,0.44,100,100 +1/18/2019 8:30,0.9,1.8,7.279146997,14.40534873,26.92,20.7,50,577,0.44,100,100 +1/18/2019 8:45,0.9,1.8,7.279146997,14.41037383,26.92,20.7,50,577,0.44,100,100 +1/18/2019 9:00,0.9,1.8,7.279146997,14.41539893,26.92,20.7,50,577,0.44,100,100 +1/18/2019 9:15,0.9,1.8,7.279146997,14.42042403,26.92,20.7,50,577,0.44,100,100 +1/18/2019 9:30,0.9,1.8,7.279146997,14.42544913,26.92,20.7,50,577,0.44,100,100 +1/18/2019 9:45,0.9,1.8,7.279146997,14.43047423,26.92,20.7,50,577,0.44,100,100 +1/18/2019 10:00,0.9,1.8,7.279146997,14.43549933,26.92,20.7,50,577,0.44,100,100 +1/18/2019 10:15,0.9,1.8,7.279146997,14.44052443,26.92,20.7,50,577,0.44,100,100 +1/18/2019 10:30,0.9,1.8,7.279146997,14.44554953,26.92,20.7,50,577,0.44,100,100 +1/18/2019 10:45,0.9,1.8,7.279146997,14.45057463,26.92,20.7,50,577,0.44,100,100 +1/18/2019 11:00,0.9,1.8,7.279146997,14.45559973,26.92,20.7,50,577,0.44,100,100 +1/18/2019 11:15,0.9,1.8,7.279146997,14.46062483,26.92,20.7,50,577,0.44,100,100 +1/18/2019 11:30,0.9,1.8,7.279146997,14.46564993,26.92,20.7,50,577,0.44,100,100 +1/18/2019 11:45,0.9,1.8,7.279146997,14.47067503,26.92,20.7,50,577,0.44,100,100 +1/18/2019 12:00,0.9,1.8,7.279146997,14.47570013,26.92,20.7,50,577,0.44,100,100 +1/18/2019 12:15,0.9,1.8,7.279199678,14.48139525,26.92,20.7,50,577,0.44,100,100 +1/18/2019 12:30,0.9,1.8,7.279252359,14.48709036,26.92,20.7,50,577,0.44,100,100 +1/18/2019 12:45,0.9,1.8,7.27930504,14.49278548,26.92,20.7,50,577,0.44,100,100 +1/18/2019 13:00,0.9,1.8,7.279357721,14.49848059,26.92,20.7,50,577,0.44,100,100 +1/18/2019 13:15,0.9,1.8,7.279410402,14.5041757,26.92,20.7,50,577,0.44,100,100 +1/18/2019 13:30,0.9,1.8,7.279463082,14.50987082,26.92,20.7,50,577,0.44,100,100 +1/18/2019 13:45,0.9,1.8,7.279515763,14.51556593,26.92,20.7,50,577,0.44,100,100 +1/18/2019 14:00,0.9,1.8,7.279568444,14.52126104,26.92,20.7,50,577,0.44,100,100 +1/18/2019 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23:15,0.9,1.8,7.281096187,14.71790997,27.61,20.7,50,577,0.44,100,100 +1/18/2019 23:30,0.9,1.8,7.281148868,14.72293507,27.61,20.7,50,577,0.44,100,100 +1/18/2019 23:45,0.9,1.8,7.281201549,14.72796017,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:00,0.9,1.8,7.28125423,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:15,0.9,1.8,7.281306911,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:30,0.9,1.8,7.281359591,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 0:45,0.9,1.8,7.281412272,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:00,0.9,1.8,7.281464953,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:15,0.9,1.8,7.281517634,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:30,0.9,1.8,7.281570315,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 1:45,0.9,1.8,7.281622996,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:00,0.9,1.8,7.281675676,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:15,0.9,1.8,7.281728357,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:30,0.9,1.8,7.281781038,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 2:45,0.9,1.8,7.281833719,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:00,0.9,1.8,7.2818864,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:15,0.9,1.8,7.28193908,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:30,0.9,1.8,7.281991761,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 3:45,0.9,1.8,7.282044442,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:00,0.9,1.8,7.282097123,14.73298527,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:15,0.9,1.8,7.282097123,14.73834538,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:30,0.9,1.8,7.282097123,14.74370549,27.61,20.7,50,577,0.44,100,100 +1/19/2019 4:45,0.9,1.8,7.282097123,14.7490656,27.61,20.7,50,577,0.44,100,100 +1/19/2019 5:00,0.9,1.8,7.282097123,14.7544257,27.61,20.7,50,577,0.44,100,100 +1/19/2019 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11:15,0.9,1.8,7.282439548,14.88842838,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:30,0.9,1.8,7.282465889,14.89378849,27.61,20.7,50,577,0.44,100,100 +1/19/2019 11:45,0.9,1.8,7.282492229,14.89914859,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:00,0.9,1.8,7.282518569,14.9045087,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:15,0.9,1.8,7.282597591,14.9095338,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:30,0.9,1.8,7.282676612,14.9145589,27.61,20.7,50,577,0.44,100,100 +1/19/2019 12:45,0.9,1.8,7.282755633,14.919584,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:00,0.9,1.8,7.282834654,14.9246091,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:15,0.9,1.8,7.282913675,14.9296342,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:30,0.9,1.8,7.282992697,14.9346593,27.61,20.7,50,577,0.44,100,100 +1/19/2019 13:45,0.9,1.8,7.283071718,14.9396844,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:00,0.9,1.8,7.283150739,14.9447095,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:15,0.9,1.8,7.28322976,14.94973461,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:30,0.9,1.8,7.283308781,14.95475971,27.61,20.7,50,577,0.44,100,100 +1/19/2019 14:45,0.9,1.8,7.283387803,14.95978481,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:00,0.9,1.8,7.283466824,14.96480991,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:15,0.9,1.8,7.283545845,14.96983501,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:30,0.9,1.8,7.283624866,14.97486011,27.61,20.7,50,577,0.44,100,100 +1/19/2019 15:45,0.9,1.8,7.283703888,14.97988521,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:00,0.9,1.8,7.283782909,14.98491031,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:15,0.9,1.8,7.283809249,14.99027041,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:30,0.9,1.8,7.28383559,14.99563052,27.61,20.7,50,577,0.44,100,100 +1/19/2019 16:45,0.9,1.8,7.28386193,15.00099063,27.61,20.7,50,577,0.44,100,100 +1/19/2019 17:00,0.9,1.8,7.28388827,15.00635074,27.61,20.7,50,577,0.44,100,100 +1/19/2019 17:15,0.9,1.8,7.283914611,15.01171084,27.61,20.7,50,577,0.44,100,100 +1/19/2019 17:30,0.9,1.8,7.283940951,15.01707095,27.61,20.7,50,577,0.44,100,100 +1/19/2019 17:45,0.9,1.8,7.283967292,15.02243106,27.61,20.7,50,577,0.44,100,100 +1/19/2019 18:00,0.9,1.8,7.283993632,15.02779116,27.61,20.7,50,577,0.44,100,100 +1/19/2019 18:15,0.9,1.8,7.284019972,15.03315127,27.61,20.7,50,577,0.44,100,100 +1/19/2019 18:30,0.9,1.8,7.284046313,15.03851138,27.61,20.7,50,577,0.44,100,100 +1/19/2019 18:45,0.9,1.8,7.284072653,15.04387149,27.61,20.7,50,577,0.44,100,100 +1/19/2019 19:00,0.9,1.8,7.284098994,15.04923159,27.61,20.7,50,577,0.44,100,100 +1/19/2019 19:15,0.9,1.8,7.284125334,15.0545917,27.61,20.7,50,577,0.44,100,100 +1/19/2019 19:30,0.9,1.8,7.284151674,15.05995181,27.61,20.7,50,577,0.44,100,100 +1/19/2019 19:45,0.9,1.8,7.284178015,15.06531191,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:00,0.9,1.8,7.284204355,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:15,0.9,1.8,7.284230696,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:30,0.9,1.8,7.284257036,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 20:45,0.9,1.8,7.284283376,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:00,0.9,1.8,7.284309717,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:15,0.9,1.8,7.284336057,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:30,0.9,1.8,7.284362398,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 21:45,0.9,1.8,7.284388738,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:00,0.9,1.8,7.284415078,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:15,0.9,1.8,7.284441419,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:30,0.9,1.8,7.284467759,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 22:45,0.9,1.8,7.2844941,15.07067202,27.61,20.7,50,577,0.44,100,100 +1/19/2019 23:00,0.9,1.8,7.28452044,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:15,0.9,1.8,7.284546781,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:30,0.9,1.8,7.284573121,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/19/2019 23:45,0.9,1.8,7.284599461,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:00,0.9,1.8,7.284625802,15.07067202,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:15,0.9,1.8,7.284625802,15.07603213,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:30,0.9,1.8,7.284625802,15.08139224,26.45,20.7,50,577,0.44,100,100 +1/20/2019 0:45,0.9,1.8,7.284625802,15.08675234,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:00,0.9,1.8,7.284625802,15.09211245,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:15,0.9,1.8,7.284625802,15.09747256,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:30,0.9,1.8,7.284625802,15.10283266,26.45,20.7,50,577,0.44,100,100 +1/20/2019 1:45,0.9,1.8,7.284625802,15.10819277,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:00,0.9,1.8,7.284625802,15.11355288,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:15,0.9,1.8,7.284625802,15.11891299,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:30,0.9,1.8,7.284625802,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 2:45,0.9,1.8,7.284625802,15.1296332,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:00,0.9,1.8,7.284625802,15.13499331,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:15,0.9,1.8,7.284625802,15.14035341,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:30,0.9,1.8,7.284625802,15.14571352,26.45,20.7,50,577,0.44,100,100 +1/20/2019 3:45,0.9,1.8,7.284625802,15.15107363,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:00,0.9,1.8,7.284625802,15.15643373,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:15,0.9,1.8,7.284704823,15.15777376,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:30,0.9,1.8,7.284783844,15.15911379,26.45,20.7,50,577,0.44,100,100 +1/20/2019 4:45,0.9,1.8,7.284862865,15.16045382,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:00,0.9,1.8,7.284941887,15.16179384,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:15,0.9,1.8,7.285020908,15.16313387,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:30,0.9,1.8,7.285099929,15.1644739,26.45,20.7,50,577,0.44,100,100 +1/20/2019 5:45,0.9,1.8,7.28517895,15.16581392,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:00,0.9,1.8,7.285257971,15.16715395,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:15,0.9,1.8,7.285336993,15.16849398,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:30,0.9,1.8,7.285416014,15.169834,26.45,20.7,50,577,0.44,100,100 +1/20/2019 6:45,0.9,1.8,7.285495035,15.17117403,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:00,0.9,1.8,7.285574056,15.17251406,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:15,0.9,1.8,7.285653078,15.17385408,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:30,0.9,1.8,7.285732099,15.17519411,26.45,20.7,50,577,0.44,100,100 +1/20/2019 7:45,0.9,1.8,7.28581112,15.17653414,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:00,0.9,1.8,7.285890141,15.17787416,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:15,0.9,1.8,7.285916482,15.17619913,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:30,0.9,1.8,7.285942822,15.1745241,26.45,20.7,50,577,0.44,100,100 +1/20/2019 8:45,0.9,1.8,7.285969162,15.17284906,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:00,0.9,1.8,7.285995503,15.17117403,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:15,0.9,1.8,7.286021843,15.169499,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:30,0.9,1.8,7.286048184,15.16782396,26.45,20.7,50,577,0.44,100,100 +1/20/2019 9:45,0.9,1.8,7.286074524,15.16614893,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:00,0.9,1.8,7.286100864,15.1644739,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:15,0.9,1.8,7.286127205,15.16279886,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:30,0.9,1.8,7.286153545,15.16112383,26.45,20.7,50,577,0.44,100,100 +1/20/2019 10:45,0.9,1.8,7.286179886,15.1594488,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:00,0.9,1.8,7.286206226,15.15777376,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:15,0.9,1.8,7.286232566,15.15609873,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:30,0.9,1.8,7.286258907,15.15442369,26.45,20.7,50,577,0.44,100,100 +1/20/2019 11:45,0.9,1.8,7.286285247,15.15274866,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:00,0.9,1.8,7.286311588,15.15107363,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:15,0.9,1.8,7.286311588,15.14939859,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:30,0.9,1.8,7.286311588,15.14772356,26.45,20.7,50,577,0.44,100,100 +1/20/2019 12:45,0.9,1.8,7.286311588,15.14604853,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:00,0.9,1.8,7.286311588,15.14437349,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:15,0.9,1.8,7.286311588,15.14269846,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:30,0.9,1.8,7.286311588,15.14102343,26.45,20.7,50,577,0.44,100,100 +1/20/2019 13:45,0.9,1.8,7.286311588,15.13934839,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:00,0.9,1.8,7.286311588,15.13767336,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:15,0.9,1.8,7.286311588,15.13599833,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:30,0.9,1.8,7.286311588,15.13432329,26.45,20.7,50,577,0.44,100,100 +1/20/2019 14:45,0.9,1.8,7.286311588,15.13264826,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:00,0.9,1.8,7.286311588,15.13097323,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:15,0.9,1.8,7.286311588,15.12929819,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:30,0.9,1.8,7.286311588,15.12762316,26.45,20.7,50,577,0.44,100,100 +1/20/2019 15:45,0.9,1.8,7.286311588,15.12594813,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:00,0.9,1.8,7.286311588,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:15,0.9,1.8,7.286258907,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:30,0.9,1.8,7.286206226,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 16:45,0.9,1.8,7.286153545,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:00,0.9,1.8,7.286100864,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:15,0.9,1.8,7.286048184,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:30,0.9,1.8,7.285995503,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 17:45,0.9,1.8,7.285942822,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:00,0.9,1.8,7.285890141,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:15,0.9,1.8,7.28583746,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:30,0.9,1.8,7.28578478,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 18:45,0.9,1.8,7.285732099,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:00,0.9,1.8,7.285679418,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:15,0.9,1.8,7.285626737,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:30,0.9,1.8,7.285574056,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 19:45,0.9,1.8,7.285521376,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:00,0.9,1.8,7.285468695,15.12427309,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:15,0.9,1.8,7.285468695,15.12259806,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:30,0.9,1.8,7.285468695,15.12092303,26.45,20.7,50,577,0.44,100,100 +1/20/2019 20:45,0.9,1.8,7.285468695,15.11924799,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:00,0.9,1.8,7.285468695,15.11757296,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:15,0.9,1.8,7.285468695,15.11589793,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:30,0.9,1.8,7.285468695,15.11422289,26.45,20.7,50,577,0.44,100,100 +1/20/2019 21:45,0.9,1.8,7.285468695,15.11254786,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:00,0.9,1.8,7.285468695,15.11087282,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:15,0.9,1.8,7.285468695,15.10919779,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:30,0.9,1.8,7.285468695,15.10752276,26.45,20.7,50,577,0.44,100,100 +1/20/2019 22:45,0.9,1.8,7.285468695,15.10584772,26.45,20.7,50,577,0.44,100,100 +1/20/2019 23:00,0.9,1.8,7.285468695,15.10417269,26.52,20.7,50,577,0.44,100,100 +1/20/2019 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2:15,0.9,1.8,7.284757504,15.08239726,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:30,0.9,1.8,7.284678483,15.08072222,26.52,20.7,50,577,0.44,100,100 +1/21/2019 2:45,0.9,1.8,7.284599461,15.07904719,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:00,0.9,1.8,7.28452044,15.07737216,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:15,0.9,1.8,7.284441419,15.07569712,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:30,0.9,1.8,7.284362398,15.07402209,26.52,20.7,50,577,0.44,100,100 +1/21/2019 3:45,0.9,1.8,7.284283376,15.07234705,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:00,0.9,1.8,7.284204355,15.07067202,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:15,0.9,1.8,7.284178015,15.06899699,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:30,0.9,1.8,7.284151674,15.06732195,26.52,20.7,50,577,0.44,100,100 +1/21/2019 4:45,0.9,1.8,7.284125334,15.06564692,26.52,20.7,50,577,0.44,100,100 +1/21/2019 5:00,0.9,1.8,7.284098994,15.06397189,26.52,20.7,50,577,0.44,100,100 +1/21/2019 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8:15,0.9,1.8,7.283703888,15.04219645,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:30,0.9,1.8,7.283624866,15.04052142,26.52,20.7,50,577,0.44,100,100 +1/21/2019 8:45,0.9,1.8,7.283545845,15.03884639,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:00,0.9,1.8,7.283466824,15.03717135,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:15,0.9,1.8,7.283387803,15.03549632,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:30,0.9,1.8,7.283308781,15.03382129,26.52,20.7,50,577,0.44,100,100 +1/21/2019 9:45,0.9,1.8,7.28322976,15.03214625,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:00,0.9,1.8,7.283150739,15.03047122,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:15,0.9,1.8,7.283071718,15.02879618,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:30,0.9,1.8,7.282992697,15.02712115,26.52,20.7,50,577,0.44,100,100 +1/21/2019 10:45,0.9,1.8,7.282913675,15.02544612,26.52,20.7,50,577,0.44,100,100 +1/21/2019 11:00,0.9,1.8,7.282834654,15.02377108,26.52,20.7,50,577,0.44,100,100 +1/21/2019 11:15,0.9,1.8,7.282755633,15.02209605,26.52,20.7,50,577,0.44,100,100 +1/21/2019 11:30,0.9,1.8,7.282676612,15.02042102,26.52,20.7,50,577,0.44,100,100 +1/21/2019 11:45,0.9,1.8,7.282597591,15.01874598,26.52,20.7,50,577,0.44,100,100 +1/21/2019 12:00,0.9,1.8,7.282518569,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 12:15,0.9,1.8,7.282465889,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 12:30,0.9,1.8,7.282413208,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 12:45,0.9,1.8,7.282360527,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 13:00,0.9,1.8,7.282307846,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 13:15,0.9,1.8,7.282255165,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 13:30,0.9,1.8,7.282202484,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 13:45,0.9,1.8,7.282149804,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 14:00,0.9,1.8,7.282097123,15.01707095,26.52,20.7,50,577,0.44,100,100 +1/21/2019 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17:15,0.9,1.8,6.733689889,16.15475368,26.01,20.7,50,577,0.44,100,100 +1/23/2019 17:30,0.9,1.8,6.73376891,16.15374866,26.01,20.7,50,577,0.44,100,100 +1/23/2019 17:45,0.9,1.8,6.733847932,16.15274364,26.01,20.7,50,577,0.44,100,100 +1/23/2019 18:00,0.9,1.8,6.733926953,16.15173862,26.01,20.7,50,577,0.44,100,100 +1/23/2019 18:15,0.9,1.8,6.734005974,16.1507336,26.01,20.7,50,577,0.44,100,100 +1/23/2019 18:30,0.9,1.8,6.734084995,16.14972858,26.01,20.7,50,577,0.44,100,100 +1/23/2019 18:45,0.9,1.8,6.734164016,16.14872356,26.01,20.7,50,577,0.44,100,100 +1/23/2019 19:00,0.9,1.8,6.734243038,16.14771854,26.01,20.7,50,577,0.44,100,100 +1/23/2019 19:15,0.9,1.8,6.734322059,16.14671352,26.01,20.7,50,577,0.44,100,100 +1/23/2019 19:30,0.9,1.8,6.73440108,16.1457085,26.01,20.7,50,577,0.44,100,100 +1/23/2019 19:45,0.9,1.8,6.734480101,16.14470348,26.01,20.7,50,577,0.44,100,100 +1/23/2019 20:00,0.9,1.8,6.734559122,16.14369846,26.01,20.7,50,577,0.44,100,100 +1/23/2019 20:15,0.9,1.8,6.734638144,16.14269344,26.01,20.7,50,577,0.44,100,100 +1/23/2019 20:30,0.9,1.8,6.734664484,16.14001339,26.01,20.7,50,577,0.44,100,100 +1/23/2019 20:45,0.9,1.8,6.734690825,16.13733333,26.01,20.7,50,577,0.44,100,100 +1/23/2019 21:00,0.9,1.8,6.734717165,16.13465328,26.01,20.7,50,577,0.44,100,100 +1/23/2019 21:15,0.9,1.8,6.734743505,16.13197323,26.01,20.7,50,577,0.44,100,100 +1/23/2019 21:30,0.9,1.8,6.734769846,16.12929317,26.01,20.7,50,577,0.44,100,100 +1/23/2019 21:45,0.9,1.8,6.734796186,16.12661312,26.01,20.7,50,577,0.44,100,100 +1/23/2019 22:00,0.9,1.8,6.734822527,16.12393307,26.01,20.7,50,577,0.44,100,100 +1/23/2019 22:15,0.9,1.8,6.734848867,16.12125301,26.01,20.7,50,577,0.44,100,100 +1/23/2019 22:30,0.9,1.8,6.734875207,16.11857296,26.01,20.7,50,577,0.44,100,100 +1/23/2019 22:45,0.9,1.8,6.734901548,16.1158929,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:00,0.9,1.8,6.734927888,16.11321285,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:15,0.9,1.8,6.734954229,16.1105328,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:30,0.9,1.8,6.734980569,16.10785274,26.01,20.7,50,577,0.44,100,100 +1/23/2019 23:45,0.9,1.8,6.735006909,16.10517269,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:00,0.9,1.8,6.73503325,16.10249264,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:15,0.9,1.8,6.73505959,16.09981258,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:30,0.9,1.8,6.73505959,16.09746754,26.01,20.7,50,577,0.44,100,100 +1/24/2019 0:45,0.9,1.8,6.73505959,16.09512249,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:00,0.9,1.8,6.73505959,16.09277744,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:15,0.9,1.8,6.73505959,16.0904324,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:30,0.9,1.8,6.73505959,16.08808735,26.01,20.7,50,577,0.44,100,100 +1/24/2019 1:45,0.9,1.8,6.73505959,16.0857423,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:00,0.9,1.8,6.73505959,16.08339726,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:15,0.9,1.8,6.73505959,16.08105221,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:30,0.9,1.8,6.73505959,16.07870716,26.01,20.7,50,577,0.44,100,100 +1/24/2019 2:45,0.9,1.8,6.73505959,16.07636212,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:00,0.9,1.8,6.73505959,16.07401707,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:15,0.9,1.8,6.73505959,16.07167202,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:30,0.9,1.8,6.73505959,16.06932697,26.01,20.7,50,577,0.44,100,100 +1/24/2019 3:45,0.9,1.8,6.73505959,16.06698193,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:00,0.9,1.8,6.73505959,16.06463688,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:15,0.9,1.8,6.73505959,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:30,0.9,1.8,6.734954229,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 4:45,0.9,1.8,6.734848867,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:00,0.9,1.8,6.734743505,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:15,0.9,1.8,6.734638144,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:30,0.9,1.8,6.734532782,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 5:45,0.9,1.8,6.73442742,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:00,0.9,1.8,6.734322059,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:15,0.9,1.8,6.734216697,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:30,0.9,1.8,6.734111336,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 6:45,0.9,1.8,6.734005974,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:00,0.9,1.8,6.733900612,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:15,0.9,1.8,6.733795251,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:30,0.9,1.8,6.733689889,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 7:45,0.9,1.8,6.733584527,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:00,0.9,1.8,6.733479166,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:15,0.9,1.8,6.733373804,16.06229183,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:30,0.9,1.8,6.733242102,16.05961178,26.01,20.7,50,577,0.44,100,100 +1/24/2019 8:45,0.9,1.8,6.7331104,16.05693173,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:00,0.9,1.8,6.732978698,16.05425167,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:15,0.9,1.8,6.732846996,16.05157162,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:30,0.9,1.8,6.732715294,16.04889157,26.01,20.7,50,577,0.44,100,100 +1/24/2019 9:45,0.9,1.8,6.732583592,16.04621151,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:00,0.9,1.8,6.73245189,16.04353146,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:15,0.9,1.8,6.732320188,16.04085141,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:30,0.9,1.8,6.732188486,16.03817135,26.01,20.7,50,577,0.44,100,100 +1/24/2019 10:45,0.9,1.8,6.732056784,16.0354913,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:00,0.9,1.8,6.731925082,16.03281124,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:15,0.9,1.8,6.73179338,16.03013119,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:30,0.9,1.8,6.731661678,16.02745114,26.01,20.7,50,577,0.44,100,100 +1/24/2019 11:45,0.9,1.8,6.731529976,16.02477108,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:00,0.9,1.8,6.731398274,16.02209103,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:15,0.9,1.8,6.731266572,16.01941098,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:30,0.9,1.8,6.73113487,16.01706593,26.01,20.7,50,577,0.44,100,100 +1/24/2019 12:45,0.9,1.8,6.731003168,16.01472088,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:00,0.9,1.8,6.730871466,16.01237584,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:15,0.9,1.8,6.730739764,16.01003079,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:30,0.9,1.8,6.730608062,16.00768574,26.01,20.7,50,577,0.44,100,100 +1/24/2019 13:45,0.9,1.8,6.73047636,16.0053407,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:00,0.9,1.8,6.730344658,16.00299565,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:15,0.9,1.8,6.730212956,16.0006506,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:30,0.9,1.8,6.730081254,15.99830556,26.01,20.7,50,577,0.44,100,100 +1/24/2019 14:45,0.9,1.8,6.729949552,15.99596051,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:00,0.9,1.8,6.72981785,15.99361546,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:15,0.9,1.8,6.729686148,15.99127041,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:30,0.9,1.8,6.729554446,15.98892537,26.01,20.7,50,577,0.44,100,100 +1/24/2019 15:45,0.9,1.8,6.729422743,15.98658032,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:00,0.9,1.8,6.729291041,15.98423527,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:15,0.9,1.8,6.729159339,15.98189023,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:30,0.9,1.8,6.729001297,15.97954518,26.01,20.7,50,577,0.44,100,100 +1/24/2019 16:45,0.9,1.8,6.728843255,15.97720013,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:00,0.9,1.8,6.728685212,15.97485509,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:15,0.9,1.8,6.72852717,15.97251004,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:30,0.9,1.8,6.728369127,15.97016499,26.01,20.7,50,577,0.44,100,100 +1/24/2019 17:45,0.9,1.8,6.728211085,15.96781995,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:00,0.9,1.8,6.728053042,15.9654749,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:15,0.9,1.8,6.727895,15.96312985,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:30,0.9,1.8,6.727736958,15.96078481,26.01,20.7,50,577,0.44,100,100 +1/24/2019 18:45,0.9,1.8,6.727578915,15.95843976,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:00,0.9,1.8,6.727420873,15.95609471,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:15,0.9,1.8,6.72726283,15.95374967,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:30,0.9,1.8,6.727104788,15.95140462,26.01,20.7,50,577,0.44,100,100 +1/24/2019 19:45,0.9,1.8,6.726946745,15.94905957,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:00,0.9,1.8,6.726788703,15.94671452,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:15,0.9,1.8,6.726630661,15.94436948,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:30,0.9,1.8,6.726630661,15.94202443,26.01,20.7,50,577,0.44,100,100 +1/24/2019 20:45,0.9,1.8,6.726630661,15.93967938,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:00,0.9,1.8,6.726630661,15.93733434,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:15,0.9,1.8,6.726630661,15.93498929,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:30,0.9,1.8,6.726630661,15.93264424,26.01,20.7,50,577,0.44,100,100 +1/24/2019 21:45,0.9,1.8,6.726630661,15.9302992,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:00,0.9,1.8,6.726630661,15.92795415,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:15,0.9,1.8,6.726630661,15.9256091,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:30,0.9,1.8,6.726630661,15.92326406,26.01,20.7,50,577,0.44,100,100 +1/24/2019 22:45,0.9,1.8,6.726630661,15.92091901,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:00,0.9,1.8,6.726630661,15.91857396,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:15,0.9,1.8,6.726630661,15.91622892,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:30,0.9,1.8,6.726630661,15.91388387,26.01,20.7,50,577,0.44,100,100 +1/24/2019 23:45,0.9,1.8,6.726630661,15.91153882,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:00,0.9,1.8,6.726630661,15.90919378,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:15,0.9,1.8,6.726630661,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:30,0.9,1.8,6.726498959,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 0:45,0.9,1.8,6.726367257,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:00,0.9,1.8,6.726235554,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:15,0.9,1.8,6.726103852,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:30,0.9,1.8,6.72597215,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 1:45,0.9,1.8,6.725840448,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:00,0.9,1.8,6.725708746,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:15,0.9,1.8,6.725577044,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:30,0.9,1.8,6.725445342,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 2:45,0.9,1.8,6.72531364,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:00,0.9,1.8,6.725181938,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:15,0.9,1.8,6.725050236,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:30,0.9,1.8,6.724918534,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 3:45,0.9,1.8,6.724786832,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:00,0.9,1.8,6.72465513,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:15,0.9,1.8,6.724523428,15.90684873,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:30,0.9,1.8,6.724391726,15.90584371,26.01,20.7,50,577,0.44,100,100 +1/25/2019 4:45,0.9,1.8,6.724260024,15.90483869,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:00,0.9,1.8,6.724128322,15.90383367,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:15,0.9,1.8,6.72399662,15.90282865,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:30,0.9,1.8,6.723864918,15.90182363,26.01,20.7,50,577,0.44,100,100 +1/25/2019 5:45,0.9,1.8,6.723733216,15.90081861,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:00,0.9,1.8,6.723601514,15.89981359,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:15,0.9,1.8,6.723469812,15.89880857,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:30,0.9,1.8,6.72333811,15.89780355,26.01,20.7,50,577,0.44,100,100 +1/25/2019 6:45,0.9,1.8,6.723206408,15.89679853,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:00,0.9,1.8,6.723074706,15.89579351,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:15,0.9,1.8,6.722943004,15.89478849,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:30,0.9,1.8,6.722811302,15.89378347,26.01,20.7,50,577,0.44,100,100 +1/25/2019 7:45,0.9,1.8,6.7226796,15.89277845,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:00,0.9,1.8,6.722547898,15.89177343,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:15,0.9,1.8,6.722416196,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:30,0.9,1.8,6.722258153,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 8:45,0.9,1.8,6.722100111,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:00,0.9,1.8,6.721942068,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:15,0.9,1.8,6.721784026,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:30,0.9,1.8,6.721625984,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 9:45,0.9,1.8,6.721467941,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:00,0.9,1.8,6.721309899,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:15,0.9,1.8,6.721151856,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:30,0.9,1.8,6.720993814,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 10:45,0.9,1.8,6.720835771,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:00,0.9,1.8,6.720677729,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:15,0.9,1.8,6.720519687,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:30,0.9,1.8,6.720361644,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 11:45,0.9,1.8,6.720203602,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:00,0.9,1.8,6.720045559,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:15,0.9,1.8,6.719887517,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:30,0.9,1.8,6.719755815,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 12:45,0.9,1.8,6.719624113,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:00,0.9,1.8,6.719492411,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:15,0.9,1.8,6.719360709,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:30,0.9,1.8,6.719229007,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 13:45,0.9,1.8,6.719097305,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:00,0.9,1.8,6.718965603,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:15,0.9,1.8,6.718833901,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:30,0.9,1.8,6.718702199,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 14:45,0.9,1.8,6.718570497,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:00,0.9,1.8,6.718438795,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:15,0.9,1.8,6.718307093,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:30,0.9,1.8,6.718175391,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 15:45,0.9,1.8,6.718043689,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:00,0.9,1.8,6.717911986,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:15,0.9,1.8,6.717780284,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:30,0.9,1.8,6.717648582,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 16:45,0.9,1.8,6.71751688,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:00,0.9,1.8,6.717385178,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:15,0.9,1.8,6.717253476,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:30,0.9,1.8,6.717121774,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 17:45,0.9,1.8,6.716990072,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:00,0.9,1.8,6.71685837,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:15,0.9,1.8,6.716726668,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:30,0.9,1.8,6.716594966,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 18:45,0.9,1.8,6.716463264,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:00,0.9,1.8,6.716331562,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:15,0.9,1.8,6.71619986,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:30,0.9,1.8,6.716068158,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 19:45,0.9,1.8,6.715936456,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:00,0.9,1.8,6.715804754,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 20:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 21:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:15,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:30,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 22:45,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 23:00,0.9,1.8,6.715673052,15.89076841,26.01,20.7,50,577,0.44,100,100 +1/25/2019 23:15,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/25/2019 23:30,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/25/2019 23:45,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:00,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:15,0.9,1.8,6.715673052,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:30,0.9,1.8,6.71551501,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 0:45,0.9,1.8,6.715356967,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:00,0.9,1.8,6.715198925,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:15,0.9,1.8,6.715040882,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:30,0.9,1.8,6.71488284,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 1:45,0.9,1.8,6.714724797,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:00,0.9,1.8,6.714566755,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:15,0.9,1.8,6.714408713,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:30,0.9,1.8,6.71425067,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 2:45,0.9,1.8,6.714092628,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:00,0.9,1.8,6.713934585,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:15,0.9,1.8,6.713776543,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:30,0.9,1.8,6.7136185,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 3:45,0.9,1.8,6.713460458,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:00,0.9,1.8,6.713302416,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:15,0.9,1.8,6.713144373,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:30,0.9,1.8,6.713012671,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 4:45,0.9,1.8,6.712880969,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:00,0.9,1.8,6.712749267,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:15,0.9,1.8,6.712617565,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:30,0.9,1.8,6.712485863,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 5:45,0.9,1.8,6.712354161,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:00,0.9,1.8,6.712222459,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:15,0.9,1.8,6.712090757,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:30,0.9,1.8,6.711959055,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 6:45,0.9,1.8,6.711827353,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:00,0.9,1.8,6.711695651,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:15,0.9,1.8,6.711563949,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:30,0.9,1.8,6.711432247,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 7:45,0.9,1.8,6.711300545,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:00,0.9,1.8,6.711168843,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:15,0.9,1.8,6.711037141,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:30,0.9,1.8,6.710905439,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 8:45,0.9,1.8,6.710773737,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:00,0.9,1.8,6.710642035,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:15,0.9,1.8,6.710510333,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:30,0.9,1.8,6.710378631,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 9:45,0.9,1.8,6.710246929,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:00,0.9,1.8,6.710115227,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:15,0.9,1.8,6.709983525,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:30,0.9,1.8,6.709851823,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 10:45,0.9,1.8,6.70972012,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:00,0.9,1.8,6.709588418,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:15,0.9,1.8,6.709456716,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:30,0.9,1.8,6.709325014,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 11:45,0.9,1.8,6.709193312,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:00,0.9,1.8,6.70906161,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:15,0.9,1.8,6.708929908,15.89076841,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:30,0.9,1.8,6.708798206,15.8854083,26.76,20.7,50,577,0.44,100,100 +1/26/2019 12:45,0.9,1.8,6.708666504,15.88004819,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:00,0.9,1.8,6.708534802,15.87468809,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:15,0.9,1.8,6.7084031,15.86932798,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:30,0.9,1.8,6.708271398,15.86396787,26.76,20.7,50,577,0.44,100,100 +1/26/2019 13:45,0.9,1.8,6.708139696,15.85860776,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:00,0.9,1.8,6.708007994,15.85324766,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:15,0.9,1.8,6.707876292,15.84788755,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:30,0.9,1.8,6.70774459,15.84252744,26.76,20.7,50,577,0.44,100,100 +1/26/2019 14:45,0.9,1.8,6.707612888,15.83716734,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:00,0.9,1.8,6.707481186,15.83180723,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:15,0.9,1.8,6.707349484,15.82644712,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:30,0.9,1.8,6.707217782,15.82108701,26.76,20.7,50,577,0.44,100,100 +1/26/2019 15:45,0.9,1.8,6.70708608,15.81572691,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:00,0.9,1.8,6.706954378,15.8103668,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 16:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 17:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 18:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:30,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 19:45,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:00,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:15,0.9,1.8,6.706822676,15.80500669,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:30,0.9,1.8,6.706717314,15.79931158,26.76,20.7,50,577,0.44,100,100 +1/26/2019 20:45,0.9,1.8,6.706611953,15.79361647,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:00,0.9,1.8,6.706506591,15.78792135,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:15,0.9,1.8,6.706401229,15.78222624,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:30,0.9,1.8,6.706295868,15.77653112,26.76,20.7,50,577,0.44,100,100 +1/26/2019 21:45,0.9,1.8,6.706190506,15.77083601,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:00,0.9,1.8,6.706085145,15.7651409,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:15,0.9,1.8,6.705979783,15.75944578,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:30,0.9,1.8,6.705874421,15.75375067,26.76,20.7,50,577,0.44,100,100 +1/26/2019 22:45,0.9,1.8,6.70576906,15.74805556,26.76,20.7,50,577,0.44,100,100 +1/26/2019 23:00,0.9,1.8,6.705663698,15.74236044,26.76,20.7,50,577,0.44,100,100 +1/26/2019 23:15,0.9,1.8,6.705558336,15.73666533,25.98,20.7,50,577,0.44,100,100 +1/26/2019 23:30,0.9,1.8,6.705452975,15.73097021,25.98,20.7,50,577,0.44,100,100 +1/26/2019 23:45,0.9,1.8,6.705347613,15.7252751,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:00,0.9,1.8,6.705242252,15.71957999,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:15,0.9,1.8,6.70513689,15.71388487,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:30,0.9,1.8,6.70513689,15.70785475,25.98,20.7,50,577,0.44,100,100 +1/27/2019 0:45,0.9,1.8,6.70513689,15.70182463,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:00,0.9,1.8,6.70513689,15.69579451,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:15,0.9,1.8,6.70513689,15.68976439,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:30,0.9,1.8,6.70513689,15.68373427,25.98,20.7,50,577,0.44,100,100 +1/27/2019 1:45,0.9,1.8,6.70513689,15.67770415,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:00,0.9,1.8,6.70513689,15.67167403,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:15,0.9,1.8,6.70513689,15.66564391,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:30,0.9,1.8,6.70513689,15.65961379,25.98,20.7,50,577,0.44,100,100 +1/27/2019 2:45,0.9,1.8,6.70513689,15.65358367,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:00,0.9,1.8,6.70513689,15.64755355,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:15,0.9,1.8,6.70513689,15.64152343,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:30,0.9,1.8,6.70513689,15.63549331,25.98,20.7,50,577,0.44,100,100 +1/27/2019 3:45,0.9,1.8,6.70513689,15.62946319,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:00,0.9,1.8,6.70513689,15.62343307,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:15,0.9,1.8,6.70513689,15.61740295,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:30,0.9,1.8,6.70516323,15.61204284,25.98,20.7,50,577,0.44,100,100 +1/27/2019 4:45,0.9,1.8,6.705189571,15.60668273,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:00,0.9,1.8,6.705215911,15.60132262,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:15,0.9,1.8,6.705242252,15.59596252,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:30,0.9,1.8,6.705268592,15.59060241,25.98,20.7,50,577,0.44,100,100 +1/27/2019 5:45,0.9,1.8,6.705294932,15.5852423,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:00,0.9,1.8,6.705321273,15.5798822,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:15,0.9,1.8,6.705347613,15.57452209,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:30,0.9,1.8,6.705373954,15.56916198,25.98,20.7,50,577,0.44,100,100 +1/27/2019 6:45,0.9,1.8,6.705400294,15.56380187,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:00,0.9,1.8,6.705426634,15.55844177,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:15,0.9,1.8,6.705452975,15.55308166,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:30,0.9,1.8,6.705479315,15.54772155,25.98,20.7,50,577,0.44,100,100 +1/27/2019 7:45,0.9,1.8,6.705505656,15.54236145,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:00,0.9,1.8,6.705531996,15.53700134,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:15,0.9,1.8,6.705558336,15.53164123,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:30,0.9,1.8,6.705558336,15.52594612,25.98,20.7,50,577,0.44,100,100 +1/27/2019 8:45,0.9,1.8,6.705558336,15.520251,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:00,0.9,1.8,6.705558336,15.51455589,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:15,0.9,1.8,6.705558336,15.50886078,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:30,0.9,1.8,6.705558336,15.50316566,25.98,20.7,50,577,0.44,100,100 +1/27/2019 9:45,0.9,1.8,6.705558336,15.49747055,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:00,0.9,1.8,6.705558336,15.49177544,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:15,0.9,1.8,6.705558336,15.48608032,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:30,0.9,1.8,6.705558336,15.48038521,25.98,20.7,50,577,0.44,100,100 +1/27/2019 10:45,0.9,1.8,6.705558336,15.47469009,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:00,0.9,1.8,6.705558336,15.46899498,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:15,0.9,1.8,6.705558336,15.46329987,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:30,0.9,1.8,6.705558336,15.45760475,25.98,20.7,50,577,0.44,100,100 +1/27/2019 11:45,0.9,1.8,6.705558336,15.45190964,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:00,0.9,1.8,6.705558336,15.44621452,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 12:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 13:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 14:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:30,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 15:45,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:00,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:15,0.9,1.8,6.705558336,15.44051941,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:30,0.9,1.8,6.705558336,15.4351593,25.98,20.7,50,577,0.44,100,100 +1/27/2019 16:45,0.9,1.8,6.705558336,15.4297992,25.98,20.7,50,577,0.44,100,100 +1/27/2019 17:00,0.9,1.8,6.705558336,15.42443909,25.98,20.7,50,577,0.44,100,100 +1/27/2019 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2:15,0.9,1.8,6.70576906,15.25291566,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:30,0.9,1.8,6.7057954,15.25023561,26.89,20.7,50,577,0.44,100,100 +1/28/2019 2:45,0.9,1.8,6.705821741,15.24755556,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:00,0.9,1.8,6.705848081,15.2448755,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:15,0.9,1.8,6.705874421,15.24219545,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:30,0.9,1.8,6.705900762,15.23951539,26.89,20.7,50,577,0.44,100,100 +1/28/2019 3:45,0.9,1.8,6.705927102,15.23683534,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:00,0.9,1.8,6.705953443,15.23415529,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:15,0.9,1.8,6.705979783,15.23147523,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:30,0.9,1.8,6.705979783,15.22913019,26.89,20.7,50,577,0.44,100,100 +1/28/2019 4:45,0.9,1.8,6.705979783,15.22678514,26.89,20.7,50,577,0.44,100,100 +1/28/2019 5:00,0.9,1.8,6.705979783,15.22444009,26.89,20.7,50,577,0.44,100,100 +1/28/2019 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2:15,0.9,1.8,6.706822676,15.05727175,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:30,0.9,1.8,6.706822676,15.05492671,27.81,20.7,50,577,0.44,100,100 +1/29/2019 2:45,0.9,1.8,6.706822676,15.05258166,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:00,0.9,1.8,6.706822676,15.05023661,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:15,0.9,1.8,6.706822676,15.04789157,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:30,0.9,1.8,6.706822676,15.04554652,27.81,20.7,50,577,0.44,100,100 +1/29/2019 3:45,0.9,1.8,6.706822676,15.04320147,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:00,0.9,1.8,6.706822676,15.04085643,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 4:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 5:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 6:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:30,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 7:45,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 8:00,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 8:15,0.9,1.8,6.706822676,15.03851138,27.81,20.7,50,577,0.44,100,100 +1/29/2019 8:30,0.9,1.8,6.706822676,15.0344913,27.81,20.7,50,577,0.44,100,100 +1/29/2019 8:45,0.9,1.8,6.706822676,15.03047122,27.81,20.7,50,577,0.44,100,100 +1/29/2019 9:00,0.9,1.8,6.706822676,15.02645114,27.81,20.7,50,577,0.44,100,100 +1/29/2019 9:15,0.9,1.8,6.706822676,15.02243106,27.81,20.7,50,577,0.44,100,100 +1/29/2019 9:30,0.9,1.8,6.706822676,15.01841098,27.81,20.7,50,577,0.44,100,100 +1/29/2019 9:45,0.9,1.8,6.706822676,15.0143909,27.81,20.7,50,577,0.44,100,100 +1/29/2019 10:00,0.9,1.8,6.706822676,15.01037082,27.81,20.7,50,577,0.44,100,100 +1/29/2019 10:15,0.9,1.8,6.706822676,15.00635074,27.81,20.7,50,577,0.44,100,100 +1/29/2019 10:30,0.9,1.8,6.706822676,15.00233066,27.81,20.7,50,577,0.44,100,100 +1/29/2019 10:45,0.9,1.8,6.706822676,14.99831058,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:00,0.9,1.8,6.706822676,14.9942905,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:15,0.9,1.8,6.706822676,14.99027041,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:30,0.9,1.8,6.706822676,14.98625033,27.81,20.7,50,577,0.44,100,100 +1/29/2019 11:45,0.9,1.8,6.706822676,14.98223025,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:00,0.9,1.8,6.706822676,14.97821017,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:15,0.9,1.8,6.706822676,14.97419009,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:30,0.9,1.8,6.706849016,14.96815997,27.81,20.7,50,577,0.44,100,100 +1/29/2019 12:45,0.9,1.8,6.706875357,14.96212985,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:00,0.9,1.8,6.706901697,14.95609973,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:15,0.9,1.8,6.706928038,14.95006961,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:30,0.9,1.8,6.706954378,14.94403949,27.81,20.7,50,577,0.44,100,100 +1/29/2019 13:45,0.9,1.8,6.706980718,14.93800937,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:00,0.9,1.8,6.707007059,14.93197925,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:15,0.9,1.8,6.707033399,14.92594913,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:30,0.9,1.8,6.70705974,14.91991901,27.81,20.7,50,577,0.44,100,100 +1/29/2019 14:45,0.9,1.8,6.70708608,14.91388889,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:00,0.9,1.8,6.70711242,14.90785877,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:15,0.9,1.8,6.707138761,14.90182865,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:30,0.9,1.8,6.707165101,14.89579853,27.81,20.7,50,577,0.44,100,100 +1/29/2019 15:45,0.9,1.8,6.707191442,14.88976841,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:00,0.9,1.8,6.707217782,14.88373829,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:15,0.9,1.8,6.707244122,14.87770817,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:30,0.9,1.8,6.707217782,14.87234806,27.81,20.7,50,577,0.44,100,100 +1/29/2019 16:45,0.9,1.8,6.707191442,14.86698795,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:00,0.9,1.8,6.707165101,14.86162784,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:15,0.9,1.8,6.707138761,14.85626774,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:30,0.9,1.8,6.70711242,14.85090763,27.81,20.7,50,577,0.44,100,100 +1/29/2019 17:45,0.9,1.8,6.70708608,14.84554752,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:00,0.9,1.8,6.70705974,14.84018742,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:15,0.9,1.8,6.707033399,14.83482731,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:30,0.9,1.8,6.707007059,14.8294672,27.81,20.7,50,577,0.44,100,100 +1/29/2019 18:45,0.9,1.8,6.706980718,14.8241071,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:00,0.9,1.8,6.706954378,14.81874699,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:15,0.9,1.8,6.706928038,14.81338688,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:30,0.9,1.8,6.706901697,14.80802677,27.81,20.7,50,577,0.44,100,100 +1/29/2019 19:45,0.9,1.8,6.706875357,14.80266667,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:00,0.9,1.8,6.706849016,14.79730656,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:15,0.9,1.8,6.706822676,14.79194645,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:30,0.9,1.8,6.706743655,14.78591633,27.81,20.7,50,577,0.44,100,100 +1/29/2019 20:45,0.9,1.8,6.706664634,14.77988621,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:00,0.9,1.8,6.706585612,14.77385609,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:15,0.9,1.8,6.706506591,14.76782597,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:30,0.9,1.8,6.70642757,14.76179585,27.81,20.7,50,577,0.44,100,100 +1/29/2019 21:45,0.9,1.8,6.706348549,14.75576573,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:00,0.9,1.8,6.706269527,14.74973561,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:15,0.9,1.8,6.706190506,14.74370549,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:30,0.9,1.8,6.706111485,14.73767537,27.81,20.7,50,577,0.44,100,100 +1/29/2019 22:45,0.9,1.8,6.706032464,14.73164525,27.81,20.7,50,577,0.44,100,100 +1/29/2019 23:00,0.9,1.8,6.705953443,14.72561513,27.81,20.7,50,577,0.44,100,100 +1/29/2019 23:15,0.9,1.8,6.705874421,14.71958501,28.17,20.7,50,577,0.44,100,100 +1/29/2019 23:30,0.9,1.8,6.7057954,14.71355489,28.17,20.7,50,577,0.44,100,100 +1/29/2019 23:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 0:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 1:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 2:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 3:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 4:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 5:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 6:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 7:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 8:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 9:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 10:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 11:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 12:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 13:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 14:00,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 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23:15,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:30,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 +1/30/2019 23:45,0.9,1.8,6.705716379,14.70752477,28.17,20.7,50,577,0.44,100,100 diff --git a/examples/inputs/example_06/fuel_prices_df.csv.license b/examples/inputs/example_06/fuel_prices_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/example_06/fuel_prices_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/example_06/powerplant_units.csv b/examples/inputs/example_06/powerplant_units.csv new file mode 100644 index 00000000..e3718ef2 --- /dev/null +++ b/examples/inputs/example_06/powerplant_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,,bidding_redispatch,fuel_type,emission_factor,max_power,min_power,efficiency,ramp_up,ramp_down,additional_cost,hot_start_cost,warm_start_cost,cold_start_cost,min_operating_time,min_down_time,heat_extraction,max_heat_extraction,node,unit_operator +Backup_Energy_Provider,nuclear,naive_eom,,naive_redispatch,uranium,0,1468,590,0.33,880,880,1,140,140,140,72,10,no,0,north,ENBW ENERGIE BADEN-WURTTEMBERG diff --git a/examples/inputs/example_06/price_forecasts.csv b/examples/inputs/example_06/price_forecasts.csv new file mode 100644 index 00000000..950e7fd2 --- /dev/null +++ b/examples/inputs/example_06/price_forecasts.csv @@ -0,0 +1,720 @@ +datetime,EOM,EOM_sell +01/01/2019 00:00,130.92,62.88 +01/01/2019 01:00,130.92,62.88 +01/01/2019 02:00,130.92,62.88 +01/01/2019 03:00,130.92,62.88 +01/01/2019 04:00,130.92,62.88 +01/01/2019 05:00,130.92,62.88 +01/01/2019 06:00,130.92,62.88 +01/01/2019 07:00,130.92,62.88 +01/01/2019 08:00,130.92,62.88 +01/01/2019 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17:00,130.92,62.88 +01/30/2019 18:00,130.92,62.88 +01/30/2019 19:00,130.92,62.88 +01/30/2019 20:00,130.92,62.88 +01/30/2019 21:00,130.92,62.88 +01/30/2019 22:00,130.92,62.88 diff --git a/examples/inputs/example_06/residential_dsm_units.csv b/examples/inputs/example_06/residential_dsm_units.csv new file mode 100644 index 00000000..a1289b5b --- /dev/null +++ b/examples/inputs/example_06/residential_dsm_units.csv @@ -0,0 +1,3 @@ +name,unit_type,technology,node,bidding_EOM,fuel_type,bidding_redispatch,unit_operator,objective,flexibility_measure,cost_tolerance,charging_profile,availability_periods,demand,rated_power,max_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,efficiency,cop,max_capacity,min_capacity,initial_soc,storage_loss_rate,efficiency_charge,efficiency_discharge,max_power_charge,max_power_discharge +A360_building,building,pv_plant,north,naive_da_building,,,dsm_operator_1,minimize_expenses,,,,,,,5,0,,,,,,,,,,,,,, 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+06/30/2024 23:15,0.397743937,0.681746032,0,0.315587045,0.56618705 +06/30/2024 23:30,0.393683023,0.681878307,0,0.30951417,0.565947242 +06/30/2024 23:45,0.387215642,0.677116402,0,0.309716599,0.565707434 diff --git a/examples/inputs/experiment_01_EEGH_base/availability_df.csv.license b/examples/inputs/experiment_01_EEGH_base/availability_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/availability_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_base/config.yaml b/examples/inputs/experiment_01_EEGH_base/config.yaml new file mode 100644 index 00000000..a498022b --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/config.yaml @@ -0,0 +1,26 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +EEGH_2024_base: + start_date: 2024-01-01 00:00 + end_date: 2024-06-29 23:45 + time_step: 15min + save_frequency_hours: 24 + + markets_config: + EOM: + operator: EOM_operator + product_type: energy + products: + - duration: 15min + count: 96 + first_delivery: 15min + opening_frequency: 24h + opening_duration: 15min + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: pay_as_bid_building diff --git a/examples/inputs/experiment_01_EEGH_base/demand_df.csv b/examples/inputs/experiment_01_EEGH_base/demand_df.csv new file mode 100644 index 00000000..1c998fbb --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/demand_df.csv @@ -0,0 +1,17473 @@ 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file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/demand_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_base/demand_units.csv b/examples/inputs/experiment_01_EEGH_base/demand_units.csv new file mode 100644 index 00000000..29b4fbdd --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/demand_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,bidding_redispatch,max_power,min_power,node,unit_operator,price +Demand_Energy_Provider,inflex_demand,naive_eom,naive_redispatch,1000000,0,north,eom_de,62.88 diff --git a/examples/inputs/experiment_01_EEGH_base/demand_units.csv.license b/examples/inputs/experiment_01_EEGH_base/demand_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/demand_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_base/fuel_prices_df.csv b/examples/inputs/experiment_01_EEGH_base/fuel_prices_df.csv new file mode 100644 index 00000000..3df937a7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/fuel_prices_df.csv @@ -0,0 +1,17473 @@ +datetime,uranium +01/01/2024 00:00,0.9 +01/01/2024 00:15,0.9 +01/01/2024 00:30,0.9 +01/01/2024 00:45,0.9 +01/01/2024 01:00,0.9 +01/01/2024 01:15,0.9 +01/01/2024 01:30,0.9 +01/01/2024 01:45,0.9 +01/01/2024 02:00,0.9 +01/01/2024 02:15,0.9 +01/01/2024 02:30,0.9 +01/01/2024 02:45,0.9 +01/01/2024 03:00,0.9 +01/01/2024 03:15,0.9 +01/01/2024 03:30,0.9 +01/01/2024 03:45,0.9 +01/01/2024 04:00,0.9 +01/01/2024 04:15,0.9 +01/01/2024 04:30,0.9 +01/01/2024 04:45,0.9 +01/01/2024 05:00,0.9 +01/01/2024 05:15,0.9 +01/01/2024 05:30,0.9 +01/01/2024 05:45,0.9 +01/01/2024 06:00,0.9 +01/01/2024 06:15,0.9 +01/01/2024 06:30,0.9 +01/01/2024 06:45,0.9 +01/01/2024 07:00,0.9 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AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_base/loads_EGHallwang.csv b/examples/inputs/experiment_01_EEGH_base/loads_EGHallwang.csv new file mode 100644 index 00000000..8b4729d7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/loads_EGHallwang.csv @@ -0,0 +1,17474 @@ +Data Completeness,H1 Verbrauch Kronister,H2 Verbrauch Ramsauer,H2 Gen Ramsauer,H3 Verbrauch Kreuzer,H3 Gen Kreuzer,H4 Verbrauch Ferner,H5 Verbrauch Forsthofer,H6 Verbrauch Suko,H6 Gen Suko,H7 Verbrauch Langegger,H8 Verbrauch Doppler,H9 Verbrauch Doppler,H10 Verbrauch Doppler,H11 Gen Forsthofer +Gesamt kWh,3553.461,658.471,3809.815,2016.453,1503.476,637.134,1065.643,1.211,3191.81,2753.227,3771.798,1907.302,438.675,2365.51 +01/01/2024 00:00,0.293,0.055,0,0,0,0,0.315,0,0,0.421,0.087,0.127,0.01,0 +01/01/2024 00:15,0.295,0.036,0,0,0,0,0.521,0,0,0.369,0.089,0.057,0.021,0 +01/01/2024 00:30,0.011,0.031,0,0,0,0,0.095,0,0,0.356,0.089,0.071,0.034,0 +01/01/2024 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a/examples/inputs/experiment_01_EEGH_base/powerplant_units.csv b/examples/inputs/experiment_01_EEGH_base/powerplant_units.csv new file mode 100644 index 00000000..96131b06 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/powerplant_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,,bidding_redispatch,fuel_type,emission_factor,max_power,min_power,efficiency,ramp_up,ramp_down,additional_cost,hot_start_cost,warm_start_cost,cold_start_cost,min_operating_time,min_down_time,heat_extraction,max_heat_extraction,node,unit_operator +Backup_Energy_Provider,nuclear,naive_eom,,naive_redispatch,uranium,0,110,105,0.33,110,110,1,140,140,140,72,0,no,0,north,AWATTAR diff --git a/examples/inputs/experiment_01_EEGH_base/price_forecasts.csv b/examples/inputs/experiment_01_EEGH_base/price_forecasts.csv new file mode 100644 index 00000000..083d3419 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/price_forecasts.csv @@ -0,0 +1,17473 @@ +datetime,EOM,EOM_sell,awattar +01/01/2024 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18:45,130.92,62.88,57.3525 +06/30/2024 19:00,130.92,62.88,63.23 +06/30/2024 19:15,130.92,62.88,66.1675 +06/30/2024 19:30,130.92,62.88,69.105 +06/30/2024 19:45,130.92,62.88,72.0425 +06/30/2024 20:00,130.92,62.88,74.98 +06/30/2024 20:15,130.92,62.88,76.4275 +06/30/2024 20:30,130.92,62.88,77.875 +06/30/2024 20:45,130.92,62.88,79.3225 +06/30/2024 21:00,130.92,62.88,80.77 +06/30/2024 21:15,130.92,62.88,82.8225 +06/30/2024 21:30,130.92,62.88,84.875 +06/30/2024 21:45,130.92,62.88,86.9275 +06/30/2024 22:00,130.92,62.88,88.98 +06/30/2024 22:15,130.92,62.88,91.1025 +06/30/2024 22:30,130.92,62.88,93.225 +06/30/2024 22:45,130.92,62.88,95.3475 +06/30/2024 23:00,130.92,62.88,97.47 +06/30/2024 23:15,130.92,62.88,95.4625 +06/30/2024 23:30,130.92,62.88,93.455 +06/30/2024 23:45,130.92,62.88,91.4475 diff --git a/examples/inputs/experiment_01_EEGH_base/residential_dsm_units.csv b/examples/inputs/experiment_01_EEGH_base/residential_dsm_units.csv new file mode 100644 index 00000000..3b07b789 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_base/residential_dsm_units.csv @@ -0,0 +1,12 @@ +name,unit_type,technology,node,bidding_EOM,fuel_type,bidding_redispatch,unit_operator,objective,flexibility_measure,cost_tolerance,charging_profile,uses_power_profile,availability_periods,demand,rated_power,max_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,efficiency,cop,max_capacity,min_capacity,initial_soc,storage_loss_rate,efficiency_charge,efficiency_discharge,max_charging_rate,max_discharging_rate,sells_energy_to_market +EGHKH_building,building,pv_plant,north,naive_da_building,,,dsm_operator_1,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHR_building,building,pv_plant,north,naive_da_building,,,dsm_operator_2,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHKM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_3,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHF_building,building,pv_plant,north,naive_da_building,,,dsm_operator_4,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFE_building,building,pv_plant,north,naive_da_building,,,dsm_operator_5,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_6,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHS_building,building,pv_plant,north,naive_da_building,,,dsm_operator_7,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHL_building,building,pv_plant,north,naive_da_building,,,dsm_operator_8,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD1_building,building,pv_plant,north,naive_da_building,,,dsm_operator_9,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD2_building,building,pv_plant,north,naive_da_building,,,dsm_operator_10,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD3_building,building,pv_plant,north,naive_da_building,,,dsm_operator_11,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv b/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv new file mode 100644 index 00000000..07fe7d97 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv @@ -0,0 +1,17473 @@ +datetime,Wind onshore,Wind offshore,Solar,Hydro,Biomass +01/01/2024 00:00,0.357285204,0.420502646,0,0.324696356,0.590647482 +01/01/2024 00:15,0.371291596,0.42010582,0,0.319635628,0.591966427 +01/01/2024 00:30,0.384921978,0.419179894,0,0.308704453,0.590647482 +01/01/2024 00:45,0.390204926,0.39973545,0,0.308502024,0.591606715 +01/01/2024 01:00,0.398383155,0.378571429,0,0.31437247,0.589448441 +01/01/2024 01:15,0.411806731,0.379232804,0,0.31417004,0.588848921 +01/01/2024 01:30,0.422391427,0.379761905,0,0.314979757,0.588369305 +01/01/2024 01:45,0.424609889,0.37989418,0,0.314574899,0.585371703 +01/01/2024 02:00,0.426358338,0.33994709,0,0.310728745,0.583213429 +01/01/2024 02:15,0.429855236,0.315873016,0,0.305060729,0.583693046 +01/01/2024 02:30,0.424421884,0.316005291,0,0.3048583,0.583213429 +01/01/2024 02:45,0.430080842,0.329497354,0,0.302834008,0.583932854 +01/01/2024 03:00,0.442959203,0.355820106,0,0.307489879,0.583093525 +01/01/2024 03:15,0.443485618,0.358068783,0,0.305870445,0.582613909 +01/01/2024 03:30,0.451532243,0.357407407,0,0.300202429,0.58441247 +01/01/2024 03:45,0.457115999,0.356084656,0,0.296761134,0.583573141 +01/01/2024 04:00,0.476762549,0.340079365,0,0.308704453,0.583693046 +01/01/2024 04:15,0.485147584,0.346031746,0,0.3,0.582494005 +01/01/2024 04:30,0.49249859,0.339814815,0,0.290080972,0.583453237 +01/01/2024 04:45,0.494942658,0.338227513,0,0.281983806,0.584772182 +01/01/2024 05:00,0.509513066,0.321428571,0,0.280161943,0.582973621 +01/01/2024 05:15,0.512088738,0.319973545,0,0.278744939,0.582733813 +01/01/2024 05:30,0.518856928,0.32010582,0,0.28097166,0.583453237 +01/01/2024 05:45,0.522259823,0.297089947,0,0.281578947,0.581654676 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09:15,0.57072758,0.267857143,0.225745,0.297975709,0.586570743 +01/01/2024 09:30,0.561233315,0.274206349,0.27191,0.304048583,0.587889688 +01/01/2024 09:45,0.567700696,0.277248677,0.318075,0.305668016,0.589088729 +01/01/2024 10:00,0.578040985,0.283465608,0.36424,0.305668016,0.590647482 +01/01/2024 10:15,0.584038353,0.287301587,0.40624,0.317813765,0.588968825 +01/01/2024 10:30,0.592047377,0.283068783,0.44824,0.311538462,0.588489209 +01/01/2024 10:45,0.600526415,0.286507937,0.49024,0.308299595,0.586211031 +01/01/2024 11:00,0.612408347,0.346825397,0.53224,0.312145749,0.588009592 +01/01/2024 11:15,0.617804099,0.366798942,0.5460625,0.318218623,0.586930456 +01/01/2024 11:30,0.624591089,0.364153439,0.559885,0.320850202,0.589088729 +01/01/2024 11:45,0.626113931,0.362566138,0.5737075,0.322874494,0.588369305 +01/01/2024 12:00,0.623989472,0.362433862,0.58753,0.326923077,0.588609113 +01/01/2024 12:15,0.624064674,0.334656085,0.5764175,0.329554656,0.589208633 +01/01/2024 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+06/30/2024 23:15,0.397743937,0.681746032,0,0.315587045,0.56618705 +06/30/2024 23:30,0.393683023,0.681878307,0,0.30951417,0.565947242 +06/30/2024 23:45,0.387215642,0.677116402,0,0.309716599,0.565707434 diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv.license b/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/availability_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/config.yaml b/examples/inputs/experiment_01_EEGH_multi_storage/config.yaml new file mode 100644 index 00000000..acff0f03 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/config.yaml @@ -0,0 +1,26 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +EEGH_2024_multi_storage: + start_date: 2024-01-01 00:00 + end_date: 2024-06-29 23:45 + time_step: 15min + save_frequency_hours: 24 + + markets_config: + EOM: + operator: EOM_operator + product_type: energy + products: + - duration: 15min + count: 96 + first_delivery: 15min + opening_frequency: 24h + opening_duration: 15min + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: pay_as_bid_building diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/demand_df.csv b/examples/inputs/experiment_01_EEGH_multi_storage/demand_df.csv new file mode 100644 index 00000000..1c998fbb --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/demand_df.csv @@ -0,0 +1,17473 @@ 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b/examples/inputs/experiment_01_EEGH_multi_storage/demand_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/demand_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv b/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv new file mode 100644 index 00000000..29b4fbdd --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,bidding_redispatch,max_power,min_power,node,unit_operator,price +Demand_Energy_Provider,inflex_demand,naive_eom,naive_redispatch,1000000,0,north,eom_de,62.88 diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv.license b/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/demand_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/fuel_prices_df.csv b/examples/inputs/experiment_01_EEGH_multi_storage/fuel_prices_df.csv new file mode 100644 index 00000000..3df937a7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/fuel_prices_df.csv @@ -0,0 +1,17473 @@ +datetime,uranium +01/01/2024 00:00,0.9 +01/01/2024 00:15,0.9 +01/01/2024 00:30,0.9 +01/01/2024 00:45,0.9 +01/01/2024 01:00,0.9 +01/01/2024 01:15,0.9 +01/01/2024 01:30,0.9 +01/01/2024 01:45,0.9 +01/01/2024 02:00,0.9 +01/01/2024 02:15,0.9 +01/01/2024 02:30,0.9 +01/01/2024 02:45,0.9 +01/01/2024 03:00,0.9 +01/01/2024 03:15,0.9 +01/01/2024 03:30,0.9 +01/01/2024 03:45,0.9 +01/01/2024 04:00,0.9 +01/01/2024 04:15,0.9 +01/01/2024 04:30,0.9 +01/01/2024 04:45,0.9 +01/01/2024 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00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/fuel_prices_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/loads_EGHallwang.csv b/examples/inputs/experiment_01_EEGH_multi_storage/loads_EGHallwang.csv new file mode 100644 index 00000000..8b4729d7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/loads_EGHallwang.csv @@ -0,0 +1,17474 @@ +Data Completeness,H1 Verbrauch Kronister,H2 Verbrauch Ramsauer,H2 Gen Ramsauer,H3 Verbrauch Kreuzer,H3 Gen Kreuzer,H4 Verbrauch Ferner,H5 Verbrauch Forsthofer,H6 Verbrauch Suko,H6 Gen Suko,H7 Verbrauch Langegger,H8 Verbrauch Doppler,H9 Verbrauch Doppler,H10 Verbrauch Doppler,H11 Gen Forsthofer +Gesamt kWh,3553.461,658.471,3809.815,2016.453,1503.476,637.134,1065.643,1.211,3191.81,2753.227,3771.798,1907.302,438.675,2365.51 +01/01/2024 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a/examples/inputs/experiment_01_EEGH_multi_storage/powerplant_units.csv b/examples/inputs/experiment_01_EEGH_multi_storage/powerplant_units.csv new file mode 100644 index 00000000..96131b06 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/powerplant_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,,bidding_redispatch,fuel_type,emission_factor,max_power,min_power,efficiency,ramp_up,ramp_down,additional_cost,hot_start_cost,warm_start_cost,cold_start_cost,min_operating_time,min_down_time,heat_extraction,max_heat_extraction,node,unit_operator +Backup_Energy_Provider,nuclear,naive_eom,,naive_redispatch,uranium,0,110,105,0.33,110,110,1,140,140,140,72,0,no,0,north,AWATTAR diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/price_forecasts.csv b/examples/inputs/experiment_01_EEGH_multi_storage/price_forecasts.csv new file mode 100644 index 00000000..083d3419 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/price_forecasts.csv @@ -0,0 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23:45,130.92,62.88,91.4475 diff --git a/examples/inputs/experiment_01_EEGH_multi_storage/residential_dsm_units.csv b/examples/inputs/experiment_01_EEGH_multi_storage/residential_dsm_units.csv new file mode 100644 index 00000000..d8066558 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_multi_storage/residential_dsm_units.csv @@ -0,0 +1,15 @@ +name,unit_type,technology,node,bidding_EOM,fuel_type,bidding_redispatch,unit_operator,objective,flexibility_measure,cost_tolerance,charging_profile,uses_power_profile,availability_periods,demand,rated_power,max_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,efficiency,cop,max_capacity,min_capacity,initial_soc,storage_loss_rate,efficiency_charge,efficiency_discharge,max_charging_rate,max_discharging_rate,sells_energy_to_market +EGHKH_building,building,pv_plant,north,naive_da_building,,,dsm_operator_1,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHR_building,building,pv_plant,north,naive_da_building,,,dsm_operator_2,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHKM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_3,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHF_building,building,pv_plant,north,naive_da_building,,,dsm_operator_4,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFE_building,building,pv_plant,north,naive_da_building,,,dsm_operator_5,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_6,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHS_building,building,pv_plant,north,naive_da_building,,,dsm_operator_7,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHL_building,building,pv_plant,north,naive_da_building,,,dsm_operator_8,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD1_building,building,pv_plant,north,naive_da_building,,,dsm_operator_9,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD2_building,building,pv_plant,north,naive_da_building,,,dsm_operator_10,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD3_building,building,pv_plant,north,naive_da_building,,,dsm_operator_11,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHSt1_building,building,generic_storage,north,naive_da_building,,,dsm_operator_12,minimize_expenses,,,,,,,,,,0.002,0.002,,,,,0.0362,0.0015,0.0015,,0.9731,0.9731,0.002,0.002,Yes +EGHSt2_building,building,generic_storage,north,naive_da_building,,,dsm_operator_13,minimize_expenses,,,,,,,,,,0.002,0.002,,,,,0.0362,0.0015,0.0015,,0.9731,0.9731,0.002,0.002,Yes +EGHSt3_building,building,generic_storage,north,naive_da_building,,,dsm_operator_14,minimize_expenses,,,,,,,,,,0.002,0.002,,,,,0.0362,0.0015,0.0015,,0.9731,0.9731,0.002,0.002,Yes diff --git a/examples/inputs/experiment_01_EEGH_single_storage/availability_df.csv b/examples/inputs/experiment_01_EEGH_single_storage/availability_df.csv new file mode 100644 index 00000000..07fe7d97 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/availability_df.csv @@ -0,0 +1,17473 @@ +datetime,Wind onshore,Wind offshore,Solar,Hydro,Biomass +01/01/2024 00:00,0.357285204,0.420502646,0,0.324696356,0.590647482 +01/01/2024 00:15,0.371291596,0.42010582,0,0.319635628,0.591966427 +01/01/2024 00:30,0.384921978,0.419179894,0,0.308704453,0.590647482 +01/01/2024 00:45,0.390204926,0.39973545,0,0.308502024,0.591606715 +01/01/2024 01:00,0.398383155,0.378571429,0,0.31437247,0.589448441 +01/01/2024 01:15,0.411806731,0.379232804,0,0.31417004,0.588848921 +01/01/2024 01:30,0.422391427,0.379761905,0,0.314979757,0.588369305 +01/01/2024 01:45,0.424609889,0.37989418,0,0.314574899,0.585371703 +01/01/2024 02:00,0.426358338,0.33994709,0,0.310728745,0.583213429 +01/01/2024 02:15,0.429855236,0.315873016,0,0.305060729,0.583693046 +01/01/2024 02:30,0.424421884,0.316005291,0,0.3048583,0.583213429 +01/01/2024 02:45,0.430080842,0.329497354,0,0.302834008,0.583932854 +01/01/2024 03:00,0.442959203,0.355820106,0,0.307489879,0.583093525 +01/01/2024 03:15,0.443485618,0.358068783,0,0.305870445,0.582613909 +01/01/2024 03:30,0.451532243,0.357407407,0,0.300202429,0.58441247 +01/01/2024 03:45,0.457115999,0.356084656,0,0.296761134,0.583573141 +01/01/2024 04:00,0.476762549,0.340079365,0,0.308704453,0.583693046 +01/01/2024 04:15,0.485147584,0.346031746,0,0.3,0.582494005 +01/01/2024 04:30,0.49249859,0.339814815,0,0.290080972,0.583453237 +01/01/2024 04:45,0.494942658,0.338227513,0,0.281983806,0.584772182 +01/01/2024 05:00,0.509513066,0.321428571,0,0.280161943,0.582973621 +01/01/2024 05:15,0.512088738,0.319973545,0,0.278744939,0.582733813 +01/01/2024 05:30,0.518856928,0.32010582,0,0.28097166,0.583453237 +01/01/2024 05:45,0.522259823,0.297089947,0,0.281578947,0.581654676 +01/01/2024 06:00,0.539781914,0.253835979,0,0.286032389,0.583333333 +01/01/2024 06:15,0.543636022,0.256481481,0,0.280566802,0.583932854 +01/01/2024 06:30,0.550141004,0.256613757,0,0.286234818,0.583932854 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b/examples/inputs/experiment_01_EEGH_single_storage/availability_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_single_storage/config.yaml b/examples/inputs/experiment_01_EEGH_single_storage/config.yaml new file mode 100644 index 00000000..553a947f --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/config.yaml @@ -0,0 +1,49 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +EEGH_2024_single_storage: + start_date: 2024-01-01 00:00 + end_date: 2024-06-29 23:45 + time_step: 15min + save_frequency_hours: null + learning_mode: True + + markets_config: + EOM: + operator: EOM_operator + product_type: energy + products: + - duration: 15min + count: 96 + first_delivery: 15min + opening_frequency: 24h + opening_duration: 15min + volume_unit: MWh + maximum_bid_volume: 100000 + maximum_bid_price: 3000 + minimum_bid_price: -500 + price_unit: EUR/MWh + market_mechanism: pay_as_bid_building + + learning_config: + continue_learning: False + trained_policies_save_path: null + max_bid_price: 130.92 + min_bid_price: 62.88 + algorithm: matd3 + actor_architecture: mlp + learning_rate: 0.0001 + training_episodes: 200 + episodes_collecting_initial_experience: 5 + train_freq: 1000h + gradient_steps: -1 + batch_size: 256 + gamma: 0.999 + device: cpu + noise_sigma: 0.1 + noise_scale: 1 + noise_dt: 1 + validation_episodes_interval: 5 + early_stopping_steps: 10 + early_stopping_threshold: 0.05 diff --git a/examples/inputs/experiment_01_EEGH_single_storage/demand_df.csv b/examples/inputs/experiment_01_EEGH_single_storage/demand_df.csv new file mode 100644 index 00000000..1c998fbb --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/demand_df.csv @@ -0,0 +1,17473 @@ 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b/examples/inputs/experiment_01_EEGH_single_storage/demand_df.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/demand_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv b/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv new file mode 100644 index 00000000..29b4fbdd --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,bidding_redispatch,max_power,min_power,node,unit_operator,price +Demand_Energy_Provider,inflex_demand,naive_eom,naive_redispatch,1000000,0,north,eom_de,62.88 diff --git a/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv.license b/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv.license new file mode 100644 index 00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/demand_units.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_single_storage/fuel_prices_df.csv b/examples/inputs/experiment_01_EEGH_single_storage/fuel_prices_df.csv new file mode 100644 index 00000000..3df937a7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/fuel_prices_df.csv @@ -0,0 +1,17473 @@ +datetime,uranium +01/01/2024 00:00,0.9 +01/01/2024 00:15,0.9 +01/01/2024 00:30,0.9 +01/01/2024 00:45,0.9 +01/01/2024 01:00,0.9 +01/01/2024 01:15,0.9 +01/01/2024 01:30,0.9 +01/01/2024 01:45,0.9 +01/01/2024 02:00,0.9 +01/01/2024 02:15,0.9 +01/01/2024 02:30,0.9 +01/01/2024 02:45,0.9 +01/01/2024 03:00,0.9 +01/01/2024 03:15,0.9 +01/01/2024 03:30,0.9 +01/01/2024 03:45,0.9 +01/01/2024 04:00,0.9 +01/01/2024 04:15,0.9 +01/01/2024 04:30,0.9 +01/01/2024 04:45,0.9 +01/01/2024 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00000000..a6ae0636 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/fuel_prices_df.csv.license @@ -0,0 +1,3 @@ +SPDX-FileCopyrightText: ASSUME Developers + +SPDX-License-Identifier: AGPL-3.0-or-later diff --git a/examples/inputs/experiment_01_EEGH_single_storage/loads_EGHallwang.csv b/examples/inputs/experiment_01_EEGH_single_storage/loads_EGHallwang.csv new file mode 100644 index 00000000..8b4729d7 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/loads_EGHallwang.csv @@ -0,0 +1,17474 @@ +Data Completeness,H1 Verbrauch Kronister,H2 Verbrauch Ramsauer,H2 Gen Ramsauer,H3 Verbrauch Kreuzer,H3 Gen Kreuzer,H4 Verbrauch Ferner,H5 Verbrauch Forsthofer,H6 Verbrauch Suko,H6 Gen Suko,H7 Verbrauch Langegger,H8 Verbrauch Doppler,H9 Verbrauch Doppler,H10 Verbrauch Doppler,H11 Gen Forsthofer +Gesamt kWh,3553.461,658.471,3809.815,2016.453,1503.476,637.134,1065.643,1.211,3191.81,2753.227,3771.798,1907.302,438.675,2365.51 +01/01/2024 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a/examples/inputs/experiment_01_EEGH_single_storage/powerplant_units.csv b/examples/inputs/experiment_01_EEGH_single_storage/powerplant_units.csv new file mode 100644 index 00000000..96131b06 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/powerplant_units.csv @@ -0,0 +1,2 @@ +name,technology,bidding_EOM,,bidding_redispatch,fuel_type,emission_factor,max_power,min_power,efficiency,ramp_up,ramp_down,additional_cost,hot_start_cost,warm_start_cost,cold_start_cost,min_operating_time,min_down_time,heat_extraction,max_heat_extraction,node,unit_operator +Backup_Energy_Provider,nuclear,naive_eom,,naive_redispatch,uranium,0,110,105,0.33,110,110,1,140,140,140,72,0,no,0,north,AWATTAR diff --git a/examples/inputs/experiment_01_EEGH_single_storage/price_forecasts.csv b/examples/inputs/experiment_01_EEGH_single_storage/price_forecasts.csv new file mode 100644 index 00000000..075fc92d --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/price_forecasts.csv @@ 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20:45,130.92,62.88,79.3225,130.92 +06/30/2024 21:00,130.92,62.88,80.77,130.92 +06/30/2024 21:15,130.92,62.88,82.8225,130.92 +06/30/2024 21:30,130.92,62.88,84.875,130.92 +06/30/2024 21:45,130.92,62.88,86.9275,130.92 +06/30/2024 22:00,130.92,62.88,88.98,130.92 +06/30/2024 22:15,130.92,62.88,91.1025,130.92 +06/30/2024 22:30,130.92,62.88,93.225,130.92 +06/30/2024 22:45,130.92,62.88,95.3475,130.92 +06/30/2024 23:00,130.92,62.88,97.47,130.92 +06/30/2024 23:15,130.92,62.88,95.4625,130.92 +06/30/2024 23:30,130.92,62.88,93.455,130.92 +06/30/2024 23:45,130.92,62.88,91.4475,130.92 diff --git a/examples/inputs/experiment_01_EEGH_single_storage/residential_dsm_units.csv b/examples/inputs/experiment_01_EEGH_single_storage/residential_dsm_units.csv new file mode 100644 index 00000000..6fe95a81 --- /dev/null +++ b/examples/inputs/experiment_01_EEGH_single_storage/residential_dsm_units.csv @@ -0,0 +1,13 @@ +name,unit_type,technology,node,bidding_EOM,fuel_type,bidding_redispatch,unit_operator,objective,flexibility_measure,cost_tolerance,charging_profile,uses_power_profile,availability_periods,demand,rated_power,max_power,min_power,ramp_up,ramp_down,min_operating_time,min_down_time,efficiency,cop,max_capacity,min_capacity,initial_soc,storage_loss_rate,efficiency_charge,efficiency_discharge,max_power_charge,max_power_discharge,sells_energy_to_market +EGHKH_building,building,pv_plant,north,naive_da_building,,,dsm_operator_1,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHR_building,building,pv_plant,north,naive_da_building,,,dsm_operator_2,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHKM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_3,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHF_building,building,pv_plant,north,naive_da_building,,,dsm_operator_4,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFE_building,building,pv_plant,north,naive_da_building,,,dsm_operator_5,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHFM_building,building,pv_plant,north,naive_da_building,,,dsm_operator_6,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHS_building,building,pv_plant,north,naive_da_building,,,dsm_operator_7,minimize_expenses,,,,Yes,,,,5,0,,,,,,,,,,,,,,, +EGHL_building,building,pv_plant,north,naive_da_building,,,dsm_operator_8,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD1_building,building,pv_plant,north,naive_da_building,,,dsm_operator_9,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD2_building,building,pv_plant,north,naive_da_building,,,dsm_operator_10,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHD3_building,building,pv_plant,north,naive_da_building,,,dsm_operator_11,minimize_expenses,,,,No,,,,0,0,,,,,,,,,,,,,,, +EGHSt1_building,building,generic_storage,north,household_storage_learning,,,dsm_operator_12,minimize_expenses,,,,,,,,,,0.005,0.005,,,,,0.09,0.0015,0.0015,,0.9731,0.9731,0.005,0.005,Yes diff --git a/tests/test_building.py b/tests/test_building.py new file mode 100644 index 00000000..886c3517 --- /dev/null +++ b/tests/test_building.py @@ -0,0 +1,211 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +from datetime import datetime, timedelta +from distutils.command.build import build + +import pandas as pd +import pytest +import pyomo.environ as pyo + +from assume.common.forecasts import CsvForecaster +from assume.strategies.naive_strategies import NaiveDABuildingStrategy +from assume.units import Building + + +@pytest.fixture +def index() -> pd.DatetimeIndex: + return pd.date_range( + "2019-01-01", periods=4, freq="h" + ) + + +@pytest.fixture +def forecast(index) -> CsvForecaster: + forecaster = CsvForecaster(index=index) + forecaster.forecasts = pd.DataFrame() + forecaster.forecasts["test_building_load_profile"] = pd.Series(1, index=index) + forecaster.forecasts["availability_Solar"] = pd.Series(0.25, index=index) + forecaster.forecasts["price_EOM"] = pd.Series(2, index=index) + + return forecaster + + +@pytest.fixture +def building_components_1() -> dict: + return { + 'battery_storage': + {'charge_loss_rate': 0.0, 'charging_profile': 'No', 'discharge_loss_rate': 0.0, + 'initial_soc': 0.0, 'max_capacity': 8.0, 'max_charging_rate': 1.0, 'max_discharging_rate': 1.0, + 'min_capacity': 0.0, 'node': 'north', 'sells_energy_to_market': 'Yes', + 'unit_type': 'building'}, + 'ev': + {'availability_periods': '[("1/1/2019 1:00:00 AM", "1/1/2019 3:00:00 AM")]', 'charging_profile': 'No', + 'initial_soc': 0.0, 'max_capacity': 3.0, 'min_capacity': 0.0, 'node': 'north', 'ramp_down': 3.0, + 'ramp_up': 3.0, 'unit_type': 'building', 'max_charging_rate': 3.0}, + 'pv_plant': + {'bidding_EOM': 'naive_da_building', 'max_power': 16.0, 'min_power': 0.0, 'node': 'north', + 'objective': 'minimize_expenses', 'power_profile': 'No', 'unit_operator': 'test_operator', + 'unit_type': 'building'} + } + + +@pytest.fixture +def building_components_2() -> dict: + return { + 'battery_storage': + {'charge_loss_rate': 0.0, 'charging_profile': 'No', 'discharge_loss_rate': 0.0, + 'initial_soc': 0.0, 'max_capacity': 8.0, 'max_charging_rate': 1.0, 'max_discharging_rate': 1.0, + 'min_capacity': 1.0, 'node': 'north', 'sells_energy_to_market': 'No', + 'unit_type': 'building'} + } + + +@pytest.fixture +def building_1(building_components_1, forecast, index) -> Building: + return Building( + id="test_building", + unit_operator="test_operator", + bidding_strategies={"EOM": NaiveDABuildingStrategy()}, + index=index, + objective="minimize_expenses", + forecaster=forecast, + components=building_components_1, + ) + + +@pytest.fixture +def building_2(building_components_2, forecast, index) -> Building: + return Building( + id="test_building", + unit_operator="test_operator", + bidding_strategies={"EOM": NaiveDABuildingStrategy()}, + index=index, + objective="minimize_expenses", + forecaster=forecast, + components=building_components_2, + ) + + +def assert_is_pyo_var(attribute): + assert isinstance(attribute, pyo.Var) + + +def assert_attribute_error(model, attribute): + with pytest.raises(AttributeError): + getattr(model, attribute) + + +def test_initialization(building_1, building_2): + assert building_1.id == "test_building" + assert building_1.unit_operator == "test_operator" + assert building_1.objective == "minimize_expenses" + assert building_1.forecaster is not None + assert isinstance(building_1.bidding_strategies["EOM"], NaiveDABuildingStrategy) + assert building_1.has_pv is True + assert building_2.has_pv is False + assert building_1.has_ev is True + assert building_2.has_ev is False + assert building_1.has_battery_storage is True + assert building_1.has_heatpump is False + assert building_1.has_boiler is False + assert building_1.has_thermal_storage is False + assert all(building_1.additional_electricity_load == 1.0) + assert all(building_1.electricity_price == 2) + assert building_1.sells_battery_energy_to_market is True + assert building_2.sells_battery_energy_to_market is False + + # Check if components got initialized correctly + assert len(building_1.model.dsm_blocks) == 3 + assert len(building_2.model.dsm_blocks) == 1 + assert "pv_plant" in building_1.model.dsm_blocks + assert "ev" in building_1.model.dsm_blocks + assert "battery_storage" in building_1.model.dsm_blocks + + # Check if additional variables got initialized + assert_is_pyo_var(building_1.model.total_power_input) + assert_is_pyo_var(building_1.model.variable_cost) + assert_is_pyo_var(building_1.model.variable_revenue) + assert_is_pyo_var(building_1.model.total_power_output) + assert_is_pyo_var(building_1.model.total_power_self_usage) + assert_is_pyo_var(building_1.model.additional_load_from_grid) + assert_is_pyo_var(building_1.model.charge_ev_from_grid) + assert_is_pyo_var(building_1.model.consumer_indicator) + assert_attribute_error(building_2.model, "charge_ev_from_grid") + assert_is_pyo_var(building_1.model.energy_self_consumption_pv) + assert_attribute_error(building_2.model, "energy_self_consumption_pv") + assert_is_pyo_var(building_1.model.energy_sell_pv) + assert_attribute_error(building_2.model, "energy_sell_pv") + assert_is_pyo_var(building_1.model.charge_battery_from_pv) + assert_attribute_error(building_2.model, "charge_battery_from_pv") + assert_is_pyo_var(building_1.model.charge_ev_from_pv) + assert_attribute_error(building_2.model, "charge_ev_from_pv") + assert_is_pyo_var(building_1.model.discharge_battery_self_consumption) + assert_is_pyo_var(building_1.model.discharge_battery_sell) + assert_attribute_error(building_2.model, "discharge_battery_sell") + assert_is_pyo_var(building_1.model.charge_battery_from_grid) + assert_is_pyo_var(building_1.model.charge_ev_from_battery) + assert_attribute_error(building_2.model, "charge_ev_from_battery") + + +def test_optimal_operation(building_1, index): + electricity_load = building_1.additional_electricity_load + energy_prices = building_1.forecaster['price_EOM'].values + instance = building_1.model.create_instance() + building_1.calculate_optimal_operation_if_needed() + assert building_1.opt_power_requirement is not None + assert isinstance(building_1.opt_power_requirement, pd.Series) + building_1.solver.solve(instance, tee=False) + + # Check additional load constraints are valid + load_pv = pd.Series([pyo.value(instance.additional_load_from_pv[i]) for i in range(len(index))]) + load_battery = pd.Series([pyo.value(instance.additional_load_from_battery[i]) for i in range(len(index))]) + load_grid = pd.Series([pyo.value(instance.additional_load_from_grid[i]) for i in range(len(index))]) + assert all(load_pv + load_battery + load_grid == electricity_load.values) + + # Check if PV constraints valid + pv_energy_out = pd.Series([pyo.value(instance.dsm_blocks['pv_plant'].energy_out[i]) for i in range(len(index))]) + pv_self = pd.Series([pyo.value(instance.energy_self_consumption_pv[i]) for i in range(len(index))]) + pv_sell = pd.Series([pyo.value(instance.energy_sell_pv[i]) for i in range(len(index))]) + assert all(pv_energy_out == 4.0) + assert all(pv_self + pv_sell == pv_energy_out) + + # Check if battery constraints valid + battery_soc = pd.Series([pyo.value(instance.dsm_blocks['battery_storage'].soc[i]) for i in range(len(index))]) + battery_charge = pd.Series([pyo.value(instance.dsm_blocks['battery_storage'].charge[i]) for i in range(len(index))]) + battery_discharge = pd.Series( + [pyo.value(instance.dsm_blocks['battery_storage'].discharge[i]) for i in range(len(index))]) + charge_bat_from_pv = pd.Series([pyo.value(instance.charge_battery_from_pv[i]) for i in range(len(index))]) + charge_bat_from_grid = pd.Series([pyo.value(instance.charge_battery_from_grid[i]) for i in range(len(index))]) + discharge_sell = pd.Series([pyo.value(instance.discharge_battery_sell[i]) for i in range(len(index))]) + discharge_self = pd.Series([pyo.value(instance.discharge_battery_self_consumption[i]) for i in range(len(index))]) + assert battery_soc[0] == battery_charge[0] + assert battery_soc[1] == battery_soc[0] - battery_discharge[1] + assert all(charge_bat_from_grid + charge_bat_from_pv == battery_charge) + assert all(discharge_sell + discharge_self == battery_discharge) + + # Check if EV coinstraints valid + soc_ev = pd.Series([pyo.value(instance.dsm_blocks['ev'].ev_battery_soc[i]) for i in range(len(index))]) + charge_ev = pd.Series([pyo.value(instance.dsm_blocks['ev'].charge_ev[i]) for i in range(len(index))]) + charge_ev_from_pv = pd.Series([pyo.value(instance.charge_ev_from_pv[i]) for i in range(len(index))]) + charge_ev_from_bat = pd.Series([pyo.value(instance.charge_ev_from_battery[i]) for i in range(len(index))]) + charge_ev_from_grid = pd.Series([pyo.value(instance.charge_ev_from_grid[i]) for i in range(len(index))]) + assert all(soc_ev == charge_ev) + assert all(charge_ev_from_grid + charge_ev_from_bat + charge_ev_from_pv == charge_ev) + + # Check if energy got distributed and charged right + assert all(charge_bat_from_pv + charge_ev_from_pv + load_pv == pv_self) + assert all(charge_ev_from_bat + load_battery == discharge_self) + building_energy = ((load_grid + charge_ev_from_grid + charge_bat_from_grid)-(pv_sell + discharge_sell)) + power_input = pd.Series([instance.total_power_input[t].value for t in instance.time_steps]) + power_output = pd.Series([instance.total_power_output[t].value for t in instance.time_steps]) + assert all(power_input - power_output == building_energy) + costs = pd.Series([instance.variable_cost[t].value for t in instance.time_steps]) + revenue = pd.Series([instance.variable_revenue[t].value for t in instance.time_steps]) + assert sum(building_energy * energy_prices) == sum(costs - revenue) + + +if __name__ == "__main__": + # run pytest and enable prints + pytest.main(["-s", __file__]) diff --git a/tests/test_drl_household_storage_strategy.py b/tests/test_drl_household_storage_strategy.py new file mode 100644 index 00000000..03c43714 --- /dev/null +++ b/tests/test_drl_household_storage_strategy.py @@ -0,0 +1,353 @@ +# tests/test_drl_storage_strategy.py + +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +import math +from unittest.mock import patch + +import pandas as pd +import pytest + +try: + import torch as th + + from assume.reinforcement_learning.learning_role import LearningConfig + from assume.strategies.learning_strategies import HouseholdStorageRLStrategy +except ImportError: + th = None + +from assume.common.forecasts import CsvForecaster +from assume.common.market_objects import MarketConfig +from assume.units import Building + + +@pytest.fixture +def index() -> pd.DatetimeIndex: + return pd.date_range("2023-06-30 22:00:00", periods=48, freq="h") + + +@pytest.fixture +def forecaster(index) -> CsvForecaster: + forecaster = CsvForecaster(index=index) + forecaster.forecasts = pd.DataFrame() + forecaster.forecasts["test_building_load_profile"] = pd.Series(0.5, index=index) + forecaster.forecasts["availability_Solar"] = pd.Series(0.25, index=index) + forecaster.forecasts["price_EOM"] = pd.Series(2, index=index) + + return forecaster + + +@pytest.fixture +def building_components() -> dict: + return { + 'generic_storage': + {'efficiency_charge': 1.0, 'efficiency_discharge': 1.0, 'charging_profile': 'No', + 'initial_soc': 4.0, 'max_capacity': 8.0, 'max_power_charge': 1.0, 'max_power_discharge': 1.0, + 'min_capacity': 0.0, 'node': 'north', 'sells_energy_to_market': 'Yes', + 'unit_type': 'building'}, + 'pv_plant': + {'max_power': 1.0, 'min_power': 0.0, 'node': 'north', + 'objective': 'minimize_expenses', 'power_profile': 'No', 'unit_operator': 'test_operator', + 'unit_type': 'building'}, + } + +@pytest.fixture +def learning_config() -> LearningConfig: + return { + "observation_dimension": 50, + "action_dimension": 2, + "algorithm": "matd3", + "learning_mode": True, + "training_episodes": 3, + "unit_id": "test_storage", + "max_bid_price": 100, + "min_bid_price": 20, + "max_demand": 1000, + } + + +@pytest.fixture +def household_unit(building_components, forecaster, index, learning_config) -> Building: + return Building( + id="test_building", + unit_operator="test_operator", + bidding_strategies={"EOM": HouseholdStorageRLStrategy(**learning_config)}, + index=index, + objective="minimize_expenses", + forecaster=forecaster, + components=building_components, + ) + + +@pytest.fixture +def mock_market_config(): + """ + Fixture to create a mock MarketConfig instance. + """ + mc = MarketConfig() + mc.market_id = "test_market" + mc.product_type = "energy_eom" + return mc + + +@pytest.mark.require_learning +def test_storage_rl_strategy_sell_bid(mock_market_config, household_unit, index, learning_config): + """ + Test the StorageRLStrategy for a 'sell' bid action. + """ + mc = mock_market_config + product_index = pd.date_range("2023-07-01", periods=1, freq="h") + product_tuples = [ + (start, start + pd.Timedelta(hours=1), None) for start in product_index + ] + + # Instantiate the StorageRLStrategy + strategy = household_unit.bidding_strategies["EOM"] + + # Define the 'discharge' action: [0.2, 0.5, 1.0] -> price=20, direction='discharge', volume=1 + sell_action = [0.2, 0.5, 1.0] + + # Mock the get_actions method to return the sell action + with patch.object( + HouseholdStorageRLStrategy, "get_actions", return_value=(th.tensor(sell_action), None) + ): + # Mock the calculate_marginal_cost method to return a fixed marginal cost + with patch.object(Building, "calculate_marginal_cost", return_value=0.0): + # Calculate bids using the strategy + bids = strategy.calculate_bids( + household_unit, mc, product_tuples=product_tuples + ) + + # Assert that exactly one bid is generated + assert len(bids) == 1, f"Expected 1 bid, got {len(bids)}" + + # Extract the bid + bid = bids[0] + + # Assert the bid price is correctly scaled + delta = (learning_config["max_bid_price"] - learning_config["min_bid_price"]) / 2 + mid_price = learning_config["min_bid_price"] + delta + expected_bid_price = ( + mid_price + sell_action[0] * delta + ) # 68 + assert ( + bid["price"] == expected_bid_price + ), f"Expected bid price {expected_bid_price}, got {bid['price']}" + + # Assert the bid direction is 'discharge' and volume is max_power_discharge + 1e-6 + expected_volume = ( + household_unit.max_power_discharge * household_unit.efficiency_discharge + + household_unit.pv_max_power * 0.25 + - household_unit.inflex_demand[0] + + 1e-6 + ) # 1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6 + assert ( + bid["volume"] == expected_volume + ), f"Expected bid volume {expected_volume}, got {bid['volume']}" + + # Simulate bid acceptance by setting accepted_price and accepted_volume + bid["accepted_price"] = expected_bid_price # 20.0 + bid["accepted_volume"] = expected_volume # 1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6 + + # Calculate rewards based on the accepted bids + strategy.calculate_reward(household_unit, mc, orderbook=bids) + + # Extract outputs + reward = household_unit.outputs["reward"].loc[product_index] + profit = household_unit.outputs["profit"].loc[product_index] + + # Calculate expected values + duration_hours = 1 # Since the product tuple is 1 hour + expected_profit = ( + expected_bid_price * bid["volume"] * duration_hours + ) # 20 *(1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6) * 1 = ~15 + scaling_factor = ( + 0.1 / household_unit.max_power_discharge + ) # 0.1 / 1 = 0.1 + expected_reward = expected_profit * scaling_factor # ~15 * 0.1 = 1.5 + + # Assert the calculated reward + assert ( + reward.iloc[0] == expected_reward + ), f"Expected reward {expected_reward}, got {reward.iloc[0]}" + + # Assert the calculated profit + assert ( + profit.iloc[0] == expected_profit + ), f"Expected profit {expected_profit}, got {profit.iloc[0]}" + + +@pytest.mark.require_learning +def test_storage_rl_strategy_buy_bid(mock_market_config, household_unit, index, learning_config): + """ + Test the StorageRLStrategy for a 'buy' bid action. + """ + mc = mock_market_config + product_index = pd.date_range("2023-07-01", periods=1, freq="h") + product_tuples = [ + (start, start + pd.Timedelta(hours=1), None) for start in product_index + ] + + # Instantiate the StorageRLStrategy + strategy = household_unit.bidding_strategies["EOM"] + + # Define the 'charge' action: [0.2, -0.5, -1.0] -> price=30, direction='charge', volume=-1 + buy_action = [-0.3, -0.5, -1.0] + + # Mock the get_actions method to return the buy action + with patch.object( + HouseholdStorageRLStrategy, "get_actions", return_value=(th.tensor(buy_action), None) + ): + # Mock the calculate_marginal_cost method to return a fixed marginal cost + with patch.object(Building, "calculate_marginal_cost", return_value=0.0): + # Calculate bids using the strategy + bids = strategy.calculate_bids( + household_unit, mc, product_tuples=product_tuples + ) + + # Assert that exactly one bid is generated + assert len(bids) == 1, f"Expected 1 bid, got {len(bids)}" + + # Extract the bid + bid = bids[0] + + # Assert the bid price is correctly scaled + delta = (learning_config["max_bid_price"] - learning_config["min_bid_price"]) / 2 + mid_price = learning_config["min_bid_price"] + delta + expected_bid_price = ( + mid_price + buy_action[0] * delta + ) # 48 + assert math.isclose( + bid["price"], expected_bid_price, abs_tol=1e3 + ), f"Expected bid price {expected_bid_price}, got {bid['price']}" + + # Assert the bid direction is 'charge' and volume is max_power_discharge + 1e-6 + expected_volume = ( + household_unit.max_power_charge * household_unit.efficiency_charge + + household_unit.pv_max_power * 0.25 + - household_unit.inflex_demand[0] + + 1e-6 + ) # -1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6 + assert ( + bid["volume"] == expected_volume + ), f"Expected bid volume {expected_volume}, got {bid['volume']}" + + # Simulate bid acceptance by setting accepted_price and accepted_volume + bid["accepted_price"] = expected_bid_price # 20.0 + bid["accepted_volume"] = expected_volume # -1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6 + + # Calculate rewards based on the accepted bids + strategy.calculate_reward(household_unit, mc, orderbook=bids) + + # Extract outputs + reward = household_unit.outputs["reward"].loc[product_index] + profit = household_unit.outputs["profit"].loc[product_index] + + # Calculate expected values + duration_hours = 1 # Since the product tuple is 1 hour + expected_profit = ( + expected_bid_price * bid["volume"] * duration_hours + ) # 30 *(-1(battery) - 0.5(inflex) + 0.25(PV) + 1e-6) * 1 = ~-37.5 + scaling_factor = ( + 0.1 / household_unit.max_power_discharge + ) # 0.1 / 1 = 0.1 + expected_reward = expected_profit * scaling_factor # (~37.5) * 0.1 = ~-3.75 + + # Assert the calculated reward + assert ( + reward.iloc[0] == expected_reward + ), f"Expected reward {expected_reward}, got {reward.iloc[0]}" + + # Assert the calculated profit + assert ( + profit.iloc[0] == expected_profit + ), f"Expected profit {expected_profit}, got {profit.iloc[0]}" + + +@pytest.mark.require_learning +def test_storage_rl_strategy_hold_charge_bid(mock_market_config, household_unit, index, learning_config): + """ + Test the StorageRLStrategy for a 'hold chage' bid action. + """ + mc = mock_market_config + product_index = pd.date_range("2023-07-01", periods=1, freq="h") + product_tuples = [ + (start, start + pd.Timedelta(hours=1), None) for start in product_index + ] + + # Instantiate the StorageRLStrategy + strategy = household_unit.bidding_strategies["EOM"] + + # Define the 'charge' action: [0.2, 0.0, 0.0] -> price=30, direction='hold_charge', volume=0.0 + hold_action = [0.3, 0.0, 0.0] + + # Mock the get_actions method to return the hold charge action + with patch.object( + HouseholdStorageRLStrategy, "get_actions", return_value=(th.tensor(hold_action), None) + ): + # Mock the calculate_marginal_cost method to return a fixed marginal cost + with patch.object(Building, "calculate_marginal_cost", return_value=0.0): + # Calculate bids using the strategy + bids = strategy.calculate_bids( + household_unit, mc, product_tuples=product_tuples + ) + + # Assert that exactly one bid is generated + assert len(bids) == 1, f"Expected 1 bid, got {len(bids)}" + + # Extract the bid + bid = bids[0] + + # Assert the bid price is correctly scaled + delta = (learning_config["max_bid_price"] - learning_config["min_bid_price"]) / 2 + mid_price = learning_config["min_bid_price"] + delta + expected_bid_price = ( + mid_price + hold_action[0] * delta + ) # 72 + + assert math.isclose( + bid["price"], expected_bid_price, abs_tol=1e3 + ), f"Expected bid price {expected_bid_price}, got {bid['price']}" + + # Assert the bid direction is 'charge' and volume is max_power_discharge + 1e-6 + expected_volume = ( + household_unit.pv_max_power * 0.25 + - household_unit.inflex_demand[0] + + 1e-6 + ) # - 0.5(inflex) + 0.25(PV) + 1e-6 + assert ( + bid["volume"] == expected_volume + ), f"Expected bid volume {expected_volume}, got {bid['volume']}" + + # Simulate bid acceptance by setting accepted_price and accepted_volume + bid["accepted_price"] = expected_bid_price # 30.0 + bid["accepted_volume"] = expected_volume #-0.5(inflex) + 0.25(PV) + 1e-6 + + # Calculate rewards based on the accepted bids + strategy.calculate_reward(household_unit, mc, orderbook=bids) + + # Extract outputs + reward = household_unit.outputs["reward"].loc[product_index] + profit = household_unit.outputs["profit"].loc[product_index] + + # Calculate expected values + duration_hours = 1 # Since the product tuple is 1 hour + expected_profit = ( + expected_bid_price * bid["volume"] * duration_hours + ) # 30 *(-0.5(inflex) + 0.25(PV) + 1e-6) * 1 = ~-7.5 + scaling_factor = ( + 0.1 / household_unit.max_power_discharge + ) # 0.1 / 1 = 0.1 + expected_reward = expected_profit * scaling_factor # (~37.5) * 0.1 = ~-0.75 + + # Assert the calculated reward + assert ( + reward.iloc[0] == expected_reward + ), f"Expected reward {expected_reward}, got {reward.iloc[0]}" + + # Assert the calculated profit + assert ( + profit.iloc[0] == expected_profit + ), f"Expected profit {expected_profit}, got {profit.iloc[0]}" diff --git a/tests/test_dst_components.py b/tests/test_dst_components.py new file mode 100644 index 00000000..085dc8e6 --- /dev/null +++ b/tests/test_dst_components.py @@ -0,0 +1,859 @@ +# SPDX-FileCopyrightText: ASSUME Developers +# +# SPDX-License-Identifier: AGPL-3.0-or-later + +import ast + +import pandas as pd +import pyomo.environ as pyo +import pytest + +from assume.units.building import Building +from assume.units.dst_components import ( + create_boiler, + create_driplant, + create_dristorage, + create_electric_arc_furnance, + create_electrolyser, + create_ev, + create_heatpump, + create_hydrogen_storage, + create_thermal_storage, + create_pv_plant, + create_battery_storage +) + + +# Heat Pump Test Configuration +@pytest.fixture +def heatpump_config(): + return { + "rated_power": 50, + "min_power": 10, + "cop": 3.5, + "ramp_up": 20, + "ramp_down": 20, + "min_operating_time": 1, + "min_down_time": 1, + } + + +@pytest.fixture +def heatpump_model(heatpump_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.energy_hp_from_grid = pyo.Var(model.time_steps, initialize=1) + model_part = create_heatpump(model, time_steps=model.time_steps, **heatpump_config) + model.heatpump = model_part + + # Objective for testing + model.total_cost = pyo.Objective( + expr=sum(model.heatpump.operating_cost_hp[t] for t in model.time_steps), + sense=pyo.minimize, + ) + return model + + +def test_heatpump_constraints(heatpump_model): + instance = heatpump_model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Ensure ramp-up constraint holds + for t in range(1, len(instance.time_steps)): + ramp_up_diff = pyo.value( + instance.heatpump.power_in[t] - instance.heatpump.power_in[t - 1] + ) + assert ramp_up_diff <= instance.heatpump.ramp_up + + # Ensure ramp-down constraint holds + for t in range(1, len(instance.time_steps)): + ramp_down_diff = pyo.value( + instance.heatpump.power_in[t - 1] - instance.heatpump.power_in[t] + ) + assert ramp_down_diff <= instance.heatpump.ramp_down + + # Check power bounds + for t in instance.time_steps: + power_in = pyo.value(instance.heatpump.power_in[t]) + assert instance.heatpump.min_power <= power_in <= instance.heatpump.rated_power + + # Specific value checks at certain time steps + assert pyo.value(instance.heatpump.power_in[2]) == 10 # Expected power at t=2 + assert pyo.value(instance.heatpump.power_in[5]) == 10 # Expected power at t=5 + + +# Boiler Test Configuration +@pytest.fixture +def boiler_config(): + return { + "rated_power": 60, + "min_power": 15, + "efficiency": 0.9, + "ramp_up": 25, + "ramp_down": 25, + "min_operating_time": 1, + "min_down_time": 1, + "fuel_type": "electric", + } + + +@pytest.fixture +def boiler_model(boiler_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.energy_boiler_from_grid = pyo.Var(model.time_steps, initialize=1) + model_part = create_boiler(model, time_steps=model.time_steps, **boiler_config) + model.boiler = model_part + + # Objective for testing + model.total_cost = pyo.Objective( + expr=sum(model.boiler.operating_cost_boiler[t] for t in model.time_steps), + sense=pyo.minimize, + ) + return model + + +def test_boiler_constraints(boiler_model): + instance = boiler_model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check power bounds + for t in instance.time_steps: + power_in = pyo.value(instance.boiler.power_in[t]) + assert instance.boiler.min_power <= power_in <= instance.boiler.rated_power + + # Specific value checks at certain time steps + assert pyo.value(instance.boiler.power_in[1]) == 15 # Expected power at t=1 + assert pyo.value(instance.boiler.power_in[3]) == 15 # Expected power at t=3 + + +# Thermal Storage Test Configuration +@pytest.fixture +def thermal_storage_config(): + return { + "max_capacity": 1000, + "min_capacity": 100, + "initial_soc": 500, + "charge_rate": 50, + "discharge_rate": 50, + "storage_loss_rate": 0.01, # Adding storage loss rate + "charge_loss_rate": 0.05, # Adding charge loss rate + "discharge_loss_rate": 0.05, # Adding discharge loss rate + "time_steps": range(10), + } + + +@pytest.fixture +def thermal_storage_model(thermal_storage_config): + model = pyo.ConcreteModel() + time_steps = thermal_storage_config["time_steps"] + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model_part = create_thermal_storage(model, **thermal_storage_config) + model.thermal_storage = model_part + + # Objective for testing + model.total_cost = pyo.Objective( + expr=sum( + model.thermal_storage.charge_thermal[t] + - model.thermal_storage.discharge_thermal[t] + for t in model.time_steps + ), + sense=pyo.minimize, + ) + return model + + +def test_thermal_storage_constraints(thermal_storage_model): + instance = thermal_storage_model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check SOC constraints + for t in instance.time_steps: + soc_thermal = pyo.value(instance.thermal_storage.soc_thermal[t]) + assert 100 <= soc_thermal <= 1000 + + # Specific value checks at certain time steps + assert ( + pyo.value(instance.thermal_storage.soc_thermal[3]) == 106.215728567005 + ) # Expected SOC at t=3 + assert ( + pyo.value(instance.thermal_storage.soc_thermal[8]) == 101.010101010101 + ) # Expected SOC at t=8 + + +# EV Test Configuration +# EV Test Configuration +@pytest.fixture +def ev_config(): + return { + "max_capacity": 100, # EV's maximum battery capacity in kWh + "min_capacity": 20, # Minimum SOC (state of charge) in kWh + "max_charging_rate": 20, # Maximum charge rate in kW + "discharge_rate": 20, # Maximum discharge rate in kW + "initial_soc": 50, # Initial SOC in kWh + "ramp_up": 10, # Ramp-up rate in kW + "ramp_down": 10, # Ramp-down rate in kW + "availability_periods": [ + ("1/1/2019 3:00:00 AM", "1/1/2019 5:00:00 AM") + ], # Availability periods + "time_steps_time": pd.date_range( + "2019-01-01", periods=10, freq="h" + ), # Time steps for the model + "time_steps": range(10), # Time steps for the model + "charging_profile": "Yes", # Charging profile available + "load_profile": [ + 0., + 0., + 20., + 20., + 0., + 30., + 30., + 0., + 0., + 0., + ], # Charging profile in kWh for each time step + } + + +@pytest.fixture +def ev_model(ev_config): + model = pyo.ConcreteModel() + time_steps_time = ev_config["time_steps_time"] + time_steps = ev_config["time_steps"] + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.charge_ev_from_grid = pyo.Var(model.time_steps, initialize=1) + + # Reuse create_availability_df from Building class to process availability_periods + try: + ev_config["availability_periods"] = ast.literal_eval( + str(ev_config["availability_periods"]) + ) + building = Building( + id="test_building", + unit_operator="operator", + bidding_strategies={}, + index=time_steps_time, + components={}, + objective="minimize_expenses" + ) # Temporary Building instance + availability_df = building.create_availability_df( + ev_config["availability_periods"] + ) + ev_config["availability_df"] = availability_df + except Exception as e: + raise ValueError(f"Error processing availability periods for EV: {e}") + + # Create EV component in the Pyomo model + model_part = create_ev(model, **ev_config) + model.ev = model_part + + # Objective for testing (simple minimization of total cost) + model.total_cost = pyo.Objective( + expr=sum( + model.ev.charge_ev[t] * model.electricity_price[t] for t in model.time_steps + ), + sense=pyo.minimize, + ) + return model + + +def test_ev_constraints(ev_model, ev_config): + instance = ev_model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check SOC and availability constraints + for timestep, t in enumerate(ev_config["time_steps_time"]): + soc = pyo.value(instance.ev.ev_battery_soc[timestep]) + min_capacity = ev_config["min_capacity"] # Accessing ev_config directly + max_capacity = ev_config["max_capacity"] # Accessing ev_config directly + assert min_capacity <= soc <= max_capacity, f"SOC out of bounds at time {t}" + + # Ensure that charging/discharging happens only during availability periods + is_available = ev_config["availability_df"].loc[t] == 1 + if is_available: + assert ( + soc > ev_config["min_capacity"] + ), f"EV is unavailable at time {t}, but SOC changed." + else: + assert ( + soc == ev_config["initial_soc"] + ), f"EV should not charge/discharge when unavailable at time {t}" + + # Check specific value of SOC at certain time steps + assert pyo.value(instance.ev.ev_battery_soc[3]) == 70 # Expected SOC at t=3 + assert pyo.value(instance.ev.ev_battery_soc[5]) == 100 # Expected SOC at t=5 + assert pyo.value(instance.ev.ev_battery_soc[6]) == 50 # Expected SOC at t=6 (init SOC) + + +@pytest.fixture +def electrolyser_config(): + return { + "rated_power": 50, + "min_power": 0, + "ramp_up": 30, + "ramp_down": 30, + "min_operating_time": 1, + "min_down_time": 1, + "efficiency": 1, + } + + +@pytest.fixture +def electrolyser_model(electrolyser_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model_part = create_electrolyser( + model, time_steps=model.time_steps, **electrolyser_config + ) + model.electrolyser = model_part + # Objective function to minimize operating cost (Just for testing purpose) + model.total_cost = pyo.Objective( + expr=sum( + model.electrolyser.electrolyser_operating_cost[t] for t in model.time_steps + ), + sense=pyo.minimize, + ) + # Constraint for total hydrogen production over all time steps (Just for testing purpose) + total_hydrogen_production = 300 + model.total_hydrogen_constraint = pyo.Constraint( + expr=sum(model.electrolyser.hydrogen_out[t] for t in model.time_steps) + == total_hydrogen_production + ) + + # Solve the model once in the fixture + instance = model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + return instance, results + + +def test_electrolyser_ramping_and_power_bounds(electrolyser_model): + instance, results = electrolyser_model + + # Check ramp-up constraints + for t in range(1, len(instance.time_steps)): + ramp_up_diff = pyo.value( + instance.electrolyser.power_in[t] - instance.electrolyser.power_in[t - 1] + ) + assert ramp_up_diff <= instance.electrolyser.ramp_up + + # Check ramp-down constraints + for t in range(1, len(instance.time_steps)): + ramp_down_diff = pyo.value( + instance.electrolyser.power_in[t - 1] - instance.electrolyser.power_in[t] + ) + assert ramp_down_diff <= instance.electrolyser.ramp_down + + # Check power bounds + for t in instance.time_steps: + power_in = pyo.value(instance.electrolyser.power_in[t]) + assert ( + instance.electrolyser.min_power + <= power_in + <= instance.electrolyser.rated_power + ) + + # Equality checks for specific values + assert pyo.value(instance.electrolyser.power_in[2]) == 50 # Expected power at t=2 + assert pyo.value(instance.electrolyser.power_in[5]) == 0 # Expected power at t=5 + + +# Test for DRI Plant +@pytest.fixture +def driplant_config(): + return { + "specific_hydrogen_consumption": 1, + "specific_natural_gas_consumption": 1, + "specific_electricity_consumption": 1, + "specific_iron_ore_consumption": 1, + "rated_power": 50, + "min_power": 0, + "fuel_type": "hydrogen", + "ramp_up": 50, + "ramp_down": 50, + "min_operating_time": 0, + "min_down_time": 0, + } + + +# Fixture for DRI Plant model +@pytest.fixture +def driplant_model(driplant_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.natural_gas_price = pyo.Param(model.time_steps, initialize=3, mutable=True) + model.iron_ore_price = 4 + model_part = create_driplant(model, time_steps=model.time_steps, **driplant_config) + model.driplant = model_part + # Objective function to minimize operating cost (Just for testing purpose) + model.total_cost = pyo.Objective( + expr=sum(model.driplant.dri_operating_cost[t] for t in model.time_steps), + sense=pyo.minimize, + ) + # Constraint for total DRI production over all time steps (Just for testing purpose) + total_dri_production = 300 + model.total_dri_constraint = pyo.Constraint( + expr=sum(model.driplant.dri_output[t] for t in model.time_steps) + == total_dri_production + ) + + # Solve the model once in the fixture + instance = model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=True) + + return instance, results + + +def test_driplant_ramping_and_power_bounds(driplant_model): + instance, results = driplant_model + + # Check ramp-up constraints + for t in range(1, len(instance.time_steps)): + ramp_up_diff = pyo.value( + instance.driplant.power_dri[t] - instance.driplant.power_dri[t - 1] + ) + assert ramp_up_diff <= instance.driplant.ramp_up_dri + + # Check ramp-down constraints + for t in range(1, len(instance.time_steps)): + ramp_down_diff = pyo.value( + instance.driplant.power_dri[t - 1] - instance.driplant.power_dri[t] + ) + assert ramp_down_diff <= instance.driplant.ramp_down_dri + + # Check power bounds + for t in instance.time_steps: + power_dri = pyo.value(instance.driplant.power_dri[t]) + assert ( + instance.driplant.min_power_dri + <= power_dri + <= instance.driplant.rated_power_dri + ) + + # Equality checks for specific values + assert pyo.value(instance.driplant.power_dri[1]) == 50 # Expected power at t=1 + assert pyo.value(instance.driplant.power_dri[5]) == 50 # Expected power at t=5 + + +# Test for Electric Arc Furnace +@pytest.fixture +def eaf_config(): + return { + "rated_power": 100, + "min_power": 20, + "specific_electricity_consumption": 1, + "specific_dri_demand": 1, + "specific_lime_demand": 0.05, + "ramp_up": 50, + "ramp_down": 50, + "min_operating_time": 1, + "min_down_time": 1, + } + + +@pytest.fixture +def eaf_model(eaf_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.lime_co2_factor = 0.03 + model.co2_price = 30 + model.lime_price = 20 + model_part = create_electric_arc_furnance( + model, time_steps=model.time_steps, **eaf_config + ) + model.eaf = model_part + # Objective function to minimize operating cost (Just for testing purposes) + model.total_cost = pyo.Objective( + expr=sum(model.eaf.eaf_operating_cost[t] for t in model.time_steps), + sense=pyo.minimize, + ) + # Constraint for total steel production over all time steps (Just for testing purposes) + total_steel_production = 800 + model.total_steel_constraint = pyo.Constraint( + expr=sum(model.eaf.steel_output[t] for t in model.time_steps) + == total_steel_production + ) + + # Solve the model once in the fixture + instance = model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=True) + + return instance, results + + +def test_eaf_ramping_and_power_bounds(eaf_model): + instance, results = eaf_model + + # Check ramp-up constraints + for t in range(1, len(instance.time_steps)): + ramp_up_diff = pyo.value( + instance.eaf.power_eaf[t] - instance.eaf.power_eaf[t - 1] + ) + assert ramp_up_diff <= instance.eaf.ramp_up_eaf + + # Check ramp-down constraints + for t in range(1, len(instance.time_steps)): + ramp_down_diff = pyo.value( + instance.eaf.power_eaf[t - 1] - instance.eaf.power_eaf[t] + ) + assert ramp_down_diff <= instance.eaf.ramp_down_eaf + + # Check power bounds + for t in instance.time_steps: + power_eaf = pyo.value(instance.eaf.power_eaf[t]) + assert instance.eaf.min_power_eaf <= power_eaf <= instance.eaf.rated_power_eaf + + # Equality checks for specific values + assert pyo.value(instance.eaf.power_eaf[5]) == 40 # Expected power at t=5 + + +# Test for hydrogen storage +@pytest.fixture +def h2storage_config(): + return { + "max_capacity": 1000, # Maximum storage capacity in kg + "min_capacity": 0, # Maximum storage capacity in kg + "initial_soc": 500, # Initial state of charge in kg + "storage_loss_rate": 0, # Maximum charging rate in kg/h + "charge_loss_rate": 0, # Maximum discharging rate in kg/h + "discharge_loss_rate": 0, # Charging efficiency + } + + +@pytest.fixture +def h2storage_model(h2storage_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model_part = create_hydrogen_storage( + model, time_steps=model.time_steps, **h2storage_config + ) + model.hydrogen_storage = model_part + # Objective function to minimize operating cost (Just for testing purposes) + model.total_cost = pyo.Objective( + expr=sum( + model.hydrogen_storage.charge[t] * model.electricity_price[t] + - model.hydrogen_storage.discharge[t] * model.electricity_price[t] + for t in model.time_steps + ), + sense=pyo.minimize, + ) + # Constraint for total hydrogen throughput over all time steps (Just for testing purposes) + total_throughput = 500 # Arbitrary value for testing + model.total_throughput_constraint = pyo.Constraint( + expr=sum( + model.hydrogen_storage.charge[t] - model.hydrogen_storage.discharge[t] + for t in model.time_steps + ) + == total_throughput + ) + + # Solve the model once in the fixture + instance = model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=True) + + return instance, results + + +def test_storage_charge_discharge_soc(h2storage_model, h2storage_config): + instance, results = h2storage_model + + # Check charge, discharge, and SOC constraints + for t in instance.time_steps: + charge = pyo.value(instance.hydrogen_storage.charge[t]) + discharge = pyo.value(instance.hydrogen_storage.discharge[t]) + soc = pyo.value(instance.hydrogen_storage.soc[t]) + + # Ensure SOC remains within bounds + assert ( + h2storage_config["min_capacity"] <= soc <= h2storage_config["max_capacity"] + ) + + # Ensure charge rate does not exceed maximum + assert charge <= h2storage_config["max_capacity"] + + # Ensure discharge rate does not exceed maximum + assert discharge <= h2storage_config["max_capacity"] + + # Equality checks for specific values + # Replace with actual expected values + assert pyo.value(instance.hydrogen_storage.soc[5]) == 1000 # Example SOC at t=5 + + +# Test for Dri storage +@pytest.fixture +def dristorage_config(): + return { + "max_capacity": 1000, # Maximum storage capacity in tons + "min_capacity": 100, # Minimum storage capacity in tons + "initial_soc": 500, # Initial state of charge in tons + "storage_loss_rate": 0, # Storage loss rate per time step + "charge_loss_rate": 0, # Charge loss rate per time step + "discharge_loss_rate": 0, # Discharge loss rate per time step + } + + +@pytest.fixture +def dristorage_model(dristorage_config): + model = pyo.ConcreteModel() + time_steps = range(10) + model.time_steps = pyo.Set(initialize=time_steps) + model.iron_ore_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model_part = create_dristorage( + model, time_steps=model.time_steps, **dristorage_config + ) + model.dristorage = model_part + # Objective function to minimize operating cost (Just for testing purposes) + model.total_cost = pyo.Objective( + expr=sum( + model.dristorage.charge_dri[t] * model.iron_ore_price[t] + - model.dristorage.discharge_dri[t] * model.iron_ore_price[t] + for t in model.time_steps + ), + sense=pyo.minimize, + ) + # Constraint for total iron throughput over all time steps (Just for testing purposes) + total_throughput = 300 # Arbitrary value for testing + model.total_throughput_constraint = pyo.Constraint( + expr=sum( + model.dristorage.charge_dri[t] - model.dristorage.discharge_dri[t] + for t in model.time_steps + ) + == total_throughput + ) + + # Solve the model once in the fixture + instance = model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=True) + + return instance, results + + +def test_dristorage_charge_discharge_soc(dristorage_model, dristorage_config): + instance, results = dristorage_model + + # Check charge, discharge, and SOC constraints + for t in instance.time_steps: + charge = pyo.value(instance.dristorage.charge_dri[t]) + discharge = pyo.value(instance.dristorage.discharge_dri[t]) + soc = pyo.value(instance.dristorage.soc_dri[t]) + + # Ensure SOC remains within bounds + assert ( + dristorage_config["min_capacity"] + <= soc + <= dristorage_config["max_capacity"] + ) + + # Ensure charge rate does not exceed maximum + assert charge <= dristorage_config["max_capacity"] + + # Ensure discharge rate does not exceed maximum + assert discharge <= dristorage_config["max_capacity"] + + # Equality checks for specific values + assert pyo.value(instance.dristorage.soc_dri[5]) == 500 # Example SOC at t=5 + + +# PV Plant Test Configuration +@pytest.fixture +def pv_config_availability(): + return { + "max_power": 3.5, + "min_power": 0, + "availability": pd.Series([ + 0, + 0, + 0, + 0, + 0.2, + 0.3, + 0.5, + 0.8, + 0.3, + 0, + ]), + "power_profile": "No", + "time_steps": range(10), + } + + +@pytest.fixture +def pv_model_availability(pv_config_availability): + model = pyo.ConcreteModel() + time_steps = pv_config_availability["time_steps"] + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.energy_sell_pv = pyo.Var(model.time_steps, initialize=1) + + model_part = create_pv_plant(model, **pv_config_availability) + model.pv = model_part + # Objective for testing + model.total_cost = pyo.Objective( + expr=sum( + model.pv.energy_out[t] for t in model.time_steps + ), + sense=pyo.minimize, + ) + return model + + +def test_pv_constraints_availability(pv_model_availability): + instance = pv_model_availability.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check power bounds + for t in instance.time_steps: + energy_out = pyo.value(instance.pv.energy_out[t]) + assert instance.pv.min_power <= energy_out <= instance.pv.max_power + + # Specific value checks at certain time steps + assert pyo.value(instance.pv.energy_out[4]) == 0.7 # Expected power at t=4 + assert pyo.value(instance.pv.energy_out[7]) == 2.8 # Expected power at t=7 + + +@pytest.fixture +def pv_config_power_profile(): + return { + "max_power": 3.5, + "min_power": 0, + "power_profile": "Yes", + "availability": pd.Series([ + 0, + 0, + 0, + 0, + 0.2, + 0.3, + 0.5, + 0.8, + 0.3, + 0, + ]), + "time_steps": range(10), + } + + +@pytest.fixture +def pv_model_power_profile(pv_config_power_profile): + model = pyo.ConcreteModel() + time_steps = pv_config_power_profile["time_steps"] + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.pv_power_profile = pd.Series( + data=[0, 0, 0, 0, 1, 2, 3.5, 3.2, 0.3, 0], index=time_steps + ) + model.energy_sell_pv = pyo.Var(model.time_steps, initialize=1) + + model_part = create_pv_plant(model, **pv_config_power_profile) + model.pv = model_part + # Objective for testing + model.total_cost = pyo.Objective( + expr=sum( + model.pv.energy_out[t] for t in model.time_steps + ), + sense=pyo.minimize, + ) + return model + + +def test_pv_constraints_power_profile(pv_model_power_profile): + instance = pv_model_power_profile.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check power bounds + for t in instance.time_steps: + energy_out = pyo.value(instance.pv.energy_out[t]) + assert instance.pv.min_power <= energy_out <= instance.pv.max_power + + # Specific value checks at certain time steps + assert pyo.value(instance.pv.energy_out[4]) == 1 # Expected power at t=4 + assert pyo.value(instance.pv.energy_out[7]) == 3.2 # Expected power at t=7 + + +# Battery Storage Test Configuration +@pytest.fixture +def battery_config(): + return { + "max_capacity": 100, # EV's maximum battery capacity in kWh + "min_capacity": 0, # Minimum SOC (state of charge) in kWh + "max_charging_rate": 20, # Maximum charge rate in kW + "max_discharging_rate": 20, # Maximum discharge rate in kW + "charge_loss_rate": 0, # Charging efficiency + "discharge_loss_rate": 0, # Discharging efficiency + "initial_soc": 0, # Initial SOC in kWh + "sells_energy_to_market": "Yes", + "time_steps": range(10), + "charging_profile": "Yes", + } + + +@pytest.fixture +def battery_model(battery_config): + model = pyo.ConcreteModel() + time_steps = battery_config["time_steps"] + model.time_steps = pyo.Set(initialize=time_steps) + model.electricity_price = pyo.Param(model.time_steps, initialize=1, mutable=True) + model.battery_load_profile = pd.Series( + data=[0, 0, 20, 20, 0, 0, 30, 30, -20, 0], index=time_steps + ) + model.charge_battery_from_grid = pyo.Var(model.time_steps, initialize=1) + model.discharge_battery_sell = pyo.Var(model.time_steps, initialize=1) + + # Create EV component in the Pyomo model + model_part = create_battery_storage(model, **battery_config) + model.battery = model_part + + # Objective for testing (simple minimization of total cost) + model.total_cost = pyo.Objective( + expr=sum( + model.battery.charge[t] * model.electricity_price[t] for t in model.time_steps + ), + sense=pyo.minimize, + ) + return model + + +def test_battery_constraints(battery_model): + instance = battery_model.create_instance() + solver = pyo.SolverFactory("glpk") + results = solver.solve(instance, tee=False) + + # Check SOC and availability constraints + for t in instance.time_steps: + soc = pyo.value(instance.battery.soc[t]) + assert instance.battery.min_capacity <= soc <= instance.battery.max_capacity, f"SOC out of bounds at time {t}" + + assert pyo.value(instance.battery.soc[2]) == 20 # Expected SOC at t=2 + assert pyo.value(instance.battery.soc[3]) == 40 # Expected SOC at t=5 + assert pyo.value(instance.battery.soc[7]) == 100 # Expected SOC at t=7 + assert pyo.value(instance.battery.soc[8]) == 80 # Expected SOC at t=8 + + +if __name__ == "__main__": + pytest.main(["-s", __file__])