From 10c5d76d382deb906e8afdc87be5e3422b292fae Mon Sep 17 00:00:00 2001 From: Fangwei Cheng Date: Tue, 16 May 2023 18:11:54 -0400 Subject: [PATCH 01/55] include fuel.jl co2.jl from Qingyu's CO2 module MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 1. In load_fuels_data.jl, there is no need to scale fuel_co2 as it will cause scaling issues when the parameter scale is on. 2. In load_generator_data.jl, remove the start up fuel costs as all the costs associated with fuel consumption will be accounted in fuel.jl. 3. In discharge.jl, remove the fuel costs as they will be separately accounted in fuel.jl 4. In Generate_model.jl, remove emissions!(EP, inputs) as emissions.jl will be replaced by CO2.jl. include fuel.jl. 5. Fuel.jl is a module that tracks the consumption (MMBTU or billion BTU scaled) and costs ($ or million $) of fuels used in generators (startup fuels included as well). It also includes a piecewise fuel consumption option if you want to represent the fuel consumption during different load factor. 6. CO2.jl is an updated version of emissios.jl, and we don’t need emissions.jl when we have co2.jl. Also added BECCS options in CO2.jl, line 29 and line 39. Basically, when BECCS plants are included, “Generator_data.csv” should have a column named “BECCS”, and the values under “BECCS” column should be 1 for BECCS facilities and 0 for non-BECCS facilities. The amount of CO2 captured and stored for BECCS generators are accounted in the same way as other thermal generators, but its corresponding emissions should be negative. 7. Modified write_costs such that fuel costs are appropriately included. 8. Include write_co2.jl and write_fuel_consumption.jl, which give co2 emissions and fuel consumption for each generator. Co-Authored-By: Qingyu Xu --- src/configure_settings/configure_settings.jl | 2 + src/load_inputs/load_fuels_data.jl | 5 +- src/load_inputs/load_generators_data.jl | 6 +- src/model/core/co2.jl | 80 +++++++++++++++++ src/model/core/discharge/discharge.jl | 4 +- src/model/core/fuel.jl | 90 ++++++++++++++++++++ src/model/generate_model.jl | 6 +- src/write_outputs/write_co2.jl | 90 ++++++++++++++++++++ src/write_outputs/write_costs.jl | 5 +- src/write_outputs/write_fuel_consumption.jl | 63 ++++++++++++++ src/write_outputs/write_outputs.jl | 8 ++ 11 files changed, 352 insertions(+), 7 deletions(-) create mode 100644 src/model/core/co2.jl create mode 100644 src/model/core/fuel.jl create mode 100644 src/write_outputs/write_co2.jl create mode 100644 src/write_outputs/write_fuel_consumption.jl diff --git a/src/configure_settings/configure_settings.jl b/src/configure_settings/configure_settings.jl index ee7415a7bf..21f968624c 100644 --- a/src/configure_settings/configure_settings.jl +++ b/src/configure_settings/configure_settings.jl @@ -23,6 +23,8 @@ function default_settings() "MethodofMorris" => 0, "IncludeLossesInESR" => 0, "EnableJuMPStringNames" => false, + "PieceWiseHeatRate" => 0, + "CO2Capture" =>0 ) end diff --git a/src/load_inputs/load_fuels_data.jl b/src/load_inputs/load_fuels_data.jl index 4dee038a4a..9538823d41 100644 --- a/src/load_inputs/load_fuels_data.jl +++ b/src/load_inputs/load_fuels_data.jl @@ -33,8 +33,9 @@ function load_fuels_data!(setup::Dict, path::AbstractString, inputs::Dict) for i = 1:length(fuels) fuel_costs[fuels[i]] = costs[:,i] / scale_factor - # fuel_CO2 is kton/MMBTU with scaling, or ton/MMBTU without scaling. - fuel_CO2[fuels[i]] = CO2_content[i] / scale_factor + # fuel_CO2 is kton/MMBTU with scaling, or ton/Billion BTU without scaling. + #fuel_CO2[fuels[i]] = CO2_content[i] / scale_factor + fuel_CO2[fuels[i]] = CO2_content[i] end inputs["fuels"] = fuels diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 385b911b07..55ad6e33b3 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -191,9 +191,11 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # kton/MMBTU * MMBTU/MWh = kton/MWh, to get kton/GWh, we need to mutiply 1000 if g in inputs_gen["COMMIT"] # Start-up cost is sum of fixed cost per start plus cost of fuel consumed on startup. - # CO2 from fuel consumption during startup also calculated + # CO2 from fuel consumption during startup also calculate + # remove the start fuel as the cost of start fuel will be accounted in fuel.jl - inputs_gen["C_Start"][g,:] = gen_in[g,:Cap_Size] * (fuel_costs[fuel_type[g]] .* start_fuel[g] .+ start_cost[g]) + inputs_gen["C_Start"][g,:] .= gen_in[g,:Cap_Size] * ( start_cost[g]) + #inputs_gen["C_Start"][g,:] = gen_in[g,:Cap_Size] * (fuel_costs[fuel_type[g]] .* start_fuel[g] .+ start_cost[g]) # No need to re-scale C_Start since Cap_size, fuel_costs and start_cost are scaled When Setup[ParameterScale] =1 - Dharik gen_in[g,:CO2_per_Start] = gen_in[g,:Cap_Size]*(fuel_CO2[fuel_type[g]]*start_fuel[g]) gen_in[g,:CO2_per_Start] *= scale_factor diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl new file mode 100644 index 0000000000..ac30eb7865 --- /dev/null +++ b/src/model/core/co2.jl @@ -0,0 +1,80 @@ +""" +GenX: An Configurable Capacity Expansion Model +Copyright (C) 2021, Massachusetts Institute of Technology +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +@doc raw""" CO2 emissions and CO2 capture""" +function co2!(EP::Model, inputs::Dict, setup::Dict) + + println("C02 Module") + + dfGen = inputs["dfGen"] + G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) + T = inputs["T"] # Number of time steps (hours) + Z = inputs["Z"] # Number of zones + + scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 + + dfGen.BECCS = "BECCS" in names(dfGen) ? dfGen.BECCS : zeros(Int, nrow(dfGen)) + + ### Expressions ### + # CO2 emissions from power plants in "Generator_data.csv" + if setup["CO2Capture"] == 0 + @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel]])) + else # setup["CO2Capture"] == 1 + @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], + ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel]])) + # CO2 captured from power plants in "Generator_data.csv" + @expression(EP, eEmissionsCaptureByPlant[y=1:G, t=1:T], + (dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel]])) + + @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], + sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] + for t in 1:T)) + @expression(EP, eEmissionsCaptureByZone[z=1:Z, t=1:T], + sum(eEmissionsCaptureByPlant[y, t] + for y in dfGen[(dfGen[!, :Zone].==z), :R_ID])) + @expression(EP, eEmissionsCaptureByZoneYear[z=1:Z], + sum(eEmissionsCaptureByPlantYear[y] + for y in dfGen[(dfGen[!, :Zone].==z), :R_ID])) + + + # add CO2 sequestration cost to objective function + # when scale factor is on tCO2/MWh = > kt CO2/GWh + @expression(EP, ePlantCCO2Sequestration[y=1:G], + sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] * + dfGen[y, :CO2_Capture_Cost_per_Metric_Ton]/scale_factor for t in 1:T)) + + @expression(EP, eZonalCCO2Sequestration[z=1:Z], + sum(ePlantCCO2Sequestration[y] + for y in dfGen[(dfGen[!, :Zone].==z), :R_ID])) + + @expression(EP, eTotaleCCO2Sequestration, + sum(eZonalCCO2Sequestration[z] for z in 1:Z)) + + add_to_expression!(EP[:eObj], EP[:eTotaleCCO2Sequestration]) + end + + @expression(EP, eEmissionsByPlantYear[y = 1:G], + sum(inputs["omega"][t] * eEmissionsByPlant[y, t] for t in 1:T)) + + return EP + +end diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index 068dbe79fa..0cba63cda0 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -28,7 +28,9 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) ## Objective Function Expressions ## # Variable costs of "generation" for resource "y" during hour "t" = variable O&M plus fuel cost - @expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]+inputs["C_Fuel_per_MWh"][y,t])*vP[y,t])) + # remove the fuel cost in discharge.jl and account fuel costs in fuel.jl + @expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]*vP[y,t]))) + #@expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]+inputs["C_Fuel_per_MWh"][y,t])*vP[y,t])) #@expression(EP, eCVar_out[y=1:G,t=1:T], (round(inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]+inputs["C_Fuel_per_MWh"][y,t]), digits=RD)*vP[y,t])) # Sum individual resource contributions to variable discharging costs to get total variable discharging costs @expression(EP, eTotalCVarOutT[t=1:T], sum(eCVar_out[y,t] for y in 1:G)) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl new file mode 100644 index 0000000000..6d6e1d8298 --- /dev/null +++ b/src/model/core/fuel.jl @@ -0,0 +1,90 @@ +""" +GenX: An Configurable Capacity Expansion Model +Copyright (C) 2021, Massachusetts Institute of Technology +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +@doc raw""" + fuel!(EP::Model, inputs::Dict, setup::Dict) + this module calculate the fuel consumption and the fuel cost +""" + +function fuel!(EP::Model, inputs::Dict, setup::Dict) + println("Fuel Module") + dfGen = inputs["dfGen"] + T = inputs["T"] # Number of time steps (hours) + Z = inputs["Z"] # Number of zones + G = inputs["G"] + THERM_COMMIT = inputs["THERM_COMMIT"] + FUEL = length(inputs["fuels"]) + ALLGEN = collect(1:G) + # create variable for fuel consumption for output + @variable(EP, vFuel[y in 1:G, t = 1:T] >= 0) + + ### Expressions #### + # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) + # if unit commitment is modelled + @expression(EP, eStartFuel[y in 1:G, t = 1:T], + if y in THERM_COMMIT + (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * + dfGen[y,:Start_Fuel_MMBTU_per_MW]) + else + 1*EP[:vZERO] + end) + @expression(EP, ePlantFuel[y in 1:G, t = 1:T], + (EP[:vFuel][y, t] + EP[:eStartFuel][y, t])) + @expression(EP, ePlantFuelConsumptionYear[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) + @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], + sum(EP[:ePlantFuel][y, t] + for y in dfGen[dfGen[!,:Fuel] .== string(inputs["fuels"][f]) ,:R_ID])) + @expression(EP, eFuelConsumptionYear[f in 1:FUEL], + sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) + # fuel_cost is in $/MMBTU (k$/MMBTU or M$/kMMBTU if scaled) + # vFuel is MMBTU (or kMMBTU if scaled) + # therefore eCFuel_out is $ or Million$) + @expression(EP, eCFuel_out[y = 1:G, t = 1:T], + (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t])) + # plant level total fuel cost for output + @expression(EP, ePlantCFuelOut[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) + # zonal level total fuel cost for output + @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + + sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) + # system level total fuel cost for output + @expression(EP, eTotalCFuelOut, sum(eZonalCFuelOut[z] for z in 1:Z)) + add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) + + ### Constraint ### + @constraint(EP, FuelCalculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], + EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + if !isempty(THERM_COMMIT) + if setup["PieceWiseHeatRate"] == 1 + # Piecewise heat rate UC + @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) + @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) + @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) + else + @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + end + end + + return EP +end diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index 994c1932d0..e9320fe434 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -125,7 +125,10 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt ucommit!(EP, inputs, setup) end - emissions!(EP, inputs) + fuel!(EP, inputs, setup) + + # remove emissions as they will be accounted in co2.jl + #emissions!(EP, inputs) if setup["Reserves"] > 0 reserves!(EP, inputs, setup) @@ -177,6 +180,7 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt end # Policies + co2!(EP, inputs, setup) # CO2 emissions limits if setup["CO2Cap"] > 0 co2_cap!(EP, inputs, setup) diff --git a/src/write_outputs/write_co2.jl b/src/write_outputs/write_co2.jl new file mode 100644 index 0000000000..08d48cc9f7 --- /dev/null +++ b/src/write_outputs/write_co2.jl @@ -0,0 +1,90 @@ +""" +GenX: An Configurable Capacity Expansion Model +Copyright (C) 2021, Massachusetts Institute of Technology +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +@doc raw""" + write_co2(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) + +Function for reporting time-dependent CO$_2$ emissions by zone. + +""" +function write_co2(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) + dfGen = inputs["dfGen"] + G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) + T = inputs["T"] # Number of time steps (hours) + Z = inputs["Z"] # Number of zones + + # CO2 emissions by zone + + dfEmissions = DataFrame(Zone=1:Z, AnnualSum=zeros(Float64, Z)) + + emissions_zone = zeros(Z, T) + emissions_zone = value.(EP[:eEmissionsByZone]) + if setup["ParameterScale"] == 1 + emissions_zone *= ModelScalingFactor + end + dfEmissions.AnnualSum .= emissions_zone * inputs["omega"] + dfEmissions = hcat(dfEmissions, DataFrame(emissions_zone, :auto)) + + auxNew_Names = [Symbol("Zone"); Symbol("AnnualSum"); [Symbol("t$t") for t = 1:T]] + rename!(dfEmissions, auxNew_Names) + + total = DataFrame(["Total" sum(dfEmissions[!, :AnnualSum]) fill(0.0, (1, T))], auxNew_Names) + total[!, 3:T+2] .= sum(emissions_zone, dims=1) + dfEmissions = vcat(dfEmissions, total) + # Qingyu, the emissions.csv in write_emission.jl seems to have more info than yours, so I will skip the emissions.csv but keep the rest of them + #CSV.write(joinpath(path, "emissions.csv"), dftranspose(dfEmissions, false), writeheader=false) + + # CO2 emissions by plant + dfEmissions_plant = DataFrame(Resource=inputs["RESOURCES"], Zone=dfGen[!, :Zone], AnnualSum=zeros(G)) + emissions_plant = zeros(G, T) + emissions_plant = value.(EP[:eEmissionsByPlant]) + if setup["ParameterScale"] == 1 + emissions_plant *= ModelScalingFactor + end + dfEmissions_plant.AnnualSum .= emissions_plant * inputs["omega"] + dfEmissions_plant = hcat(dfEmissions_plant, DataFrame(emissions_plant, :auto)) + + auxNew_Names = [Symbol("Resource"); Symbol("Zone"); Symbol("AnnualSum"); [Symbol("t$t") for t = 1:T]] + rename!(dfEmissions_plant, auxNew_Names) + + total = DataFrame(["Total" 0 sum(dfEmissions_plant[!, :AnnualSum]) fill(0.0, (1, T))], auxNew_Names) + total[!, 4:T+3] .= sum(emissions_plant, dims=1) + dfEmissions_plant = vcat(dfEmissions_plant, total) + CSV.write(joinpath(path, "emissions_plant.csv"), dftranspose(dfEmissions_plant, false), writeheader=false) + + dfCapturedEmissions_plant = DataFrame(Resource=inputs["RESOURCES"], Zone=dfGen[!, :Zone], AnnualSum=zeros(G)) + if setup["CO2Capture"] == 1 + # Captured CO2 emissions by plant + emissions_captured_plant = zeros(G, T) + emissions_captured_plant = (value.(EP[:eEmissionsCaptureByPlant])) + if setup["ParameterScale"] == 1 + emissions_captured_plant *= ModelScalingFactor + end + dfCapturedEmissions_plant.AnnualSum .= emissions_captured_plant * inputs["omega"] + dfCapturedEmissions_plant = hcat(dfCapturedEmissions_plant, DataFrame(emissions_captured_plant, :auto)) + + auxNew_Names = [Symbol("Resource"); Symbol("Zone"); Symbol("AnnualSum"); [Symbol("t$t") for t = 1:T]] + rename!(dfCapturedEmissions_plant, auxNew_Names) + + total = DataFrame(["Total" 0 sum(dfCapturedEmissions_plant[!, :AnnualSum]) fill(0.0, (1, T))], auxNew_Names) + total[!, 4:T+3] .= sum(emissions_captured_plant, dims=1) + dfCapturedEmissions_plant = vcat(dfCapturedEmissions_plant, total) + + CSV.write(joinpath(path, "captured_emissions_plant.csv"), dftranspose(dfCapturedEmissions_plant, false), writeheader=false) + end + + return dfEmissions, dfEmissions_plant, dfCapturedEmissions_plant +end diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index 6c3199568e..0ad478943d 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -11,7 +11,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) T = inputs["T"] # Number of time steps (hours) dfCost = DataFrame(Costs = ["cTotal", "cFix", "cVar", "cNSE", "cStart", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty"]) - cVar = value(EP[:eTotalCVarOut])+ (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) + cVar = value(EP[:eTotalCVarOut])+ value.(EP[:eTotalCFuelOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) cFix = value(EP[:eTotalCFix]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCFixEnergy]) : 0.0) + (!isempty(inputs["STOR_ASYMMETRIC"]) ? value(EP[:eTotalCFixCharge]) : 0.0) dfCost[!,Symbol("Total")] = [value(EP[:eObj]), cFix, cVar, value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0] @@ -72,6 +72,9 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCTotal += eCFix tempCVar = sum(value.(EP[:eCVar_out][Y_ZONE,:])) + CVar_fuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) + tempCVar += CVar_fuel + tempCTotal += tempCVar if !isempty(STOR_ALL_ZONE) diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl new file mode 100644 index 0000000000..75c294351e --- /dev/null +++ b/src/write_outputs/write_fuel_consumption.jl @@ -0,0 +1,63 @@ +""" +GenX: An Configurable Capacity Expansion Model +Copyright (C) 2021, Massachusetts Institute of Technology +This program is free software; you can redistribute it and/or modify +it under the terms of the GNU General Public License as published by +the Free Software Foundation; either version 2 of the License, or +(at your option) any later version. +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +GNU General Public License for more details. +A complete copy of the GNU General Public License v2 (GPLv2) is available +in LICENSE.txt. Users uncompressing this from an archive may not have +received this license file. If not, see . +""" + +@doc raw""" + write fuel consumption of each power plant. +""" +function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) + dfGen = inputs["dfGen"] + G = inputs["G"] + T = inputs["T"] # Number of time steps (hours) + + + # Fuel consumption by each resource + dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], + Fuel = dfGen[!, :Fuel], + Zone = dfGen[!,:Zone], + AnnualSum = zeros(G)) + tempannualsum = value.(EP[:ePlantCFuelOut]) + if setup["ParameterScale"] == 1 + tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + end + tempannualsum = round.(tempannualsum, digits = 2) + dfPlantFuel.AnnualSum .+= tempannualsum + CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) + + # Fuel consumption by each resource per time step + dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) + tempts = value.(EP[:ePlantFuel]) + if setup["ParameterScale"] == 1 + tempts *= ModelScalingFactor # kMMBTU to MMBTU + end + tempts = round.(tempts, digits = 2) + dfPlantFuel_TS = hcat(dfPlantFuel_TS, + DataFrame(tempts, [Symbol("t$t") for t in 1:T])) + CSV.write(joinpath(path, "FuelConsumption_plant_ts.csv"), + dftranspose(dfPlantFuel_TS, false), writeheader=false) + + # types of fuel + fuel_types = inputs["fuels"] + fuel_number = length(fuel_types) + dfFuel = DataFrame(Fuel = fuel_types, + AnnualSum = zeros(fuel_number)) + tempannualsum = value.(EP[:eFuelConsumptionYear]) + if setup["ParameterScale"] == 1 + tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + end + tempannualsum = round.(tempannualsum, digits = 2) + dfFuel.AnnualSum .+= tempannualsum + CSV.write(joinpath(path,"FuelConsumption.csv"), dfFuel) +end diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index 33c4bdab09..6ceb85f7c7 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -117,6 +117,14 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic println(elapsed_time_lds_dstor) end + elapsed_time_fuel_consumption = @elapsed write_fuel_consumption(path, inputs, setup, EP) + println("Time elapsed for writing fuel consumption is") + println(elapsed_time_fuel_consumption) + + elapsed_time_emissions = @elapsed write_co2(path, inputs, setup, EP) + println("Time elapsed for writing emissions is") + println(elapsed_time_emissions) + # Temporary! Suppress these outputs until we know that they are compatable with multi-stage modeling if setup["MultiStage"] == 0 dfPrice = DataFrame() From f44eeb89d0b7a7d1352b90a17c419a4f80aa20a0 Mon Sep 17 00:00:00 2001 From: Fangwei Cheng Date: Tue, 16 May 2023 20:10:41 -0400 Subject: [PATCH 02/55] Update co2.jl accidently deleted eEmissionsByZone... added them in this version. Co-Authored-By: Qingyu Xu --- src/model/core/co2.jl | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index ac30eb7865..82c8eb8fa7 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -75,6 +75,13 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eEmissionsByPlantYear[y = 1:G], sum(inputs["omega"][t] * eEmissionsByPlant[y, t] for t in 1:T)) + @expression(EP, eEmissionsByZone[z = 1:Z, t = 1:T], + sum(eEmissionsByPlant[y, t] for y in dfGen[(dfGen[!, :Zone].==z), :R_ID])) + + @expression(EP, eEmissionsByZoneYear[z = 1:Z], + sum(inputs["omega"][t] * eEmissionsByZone[z, t] for t in 1:T)) + + return EP end From 3c9a23ada8a60c03eed76077f780387ae46469c9 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 22 May 2023 10:32:07 -0400 Subject: [PATCH 03/55] Add a second fuel --- src/load_inputs/load_generators_data.jl | 22 ++++++-- src/model/core/co2.jl | 15 +++--- src/model/core/discharge/discharge.jl | 7 +++ src/model/core/fuel.jl | 58 ++++++++++++++------- src/write_outputs/write_fuel_consumption.jl | 9 ++-- src/write_outputs/write_net_revenue.jl | 2 +- 6 files changed, 78 insertions(+), 35 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 55ad6e33b3..8c6006cfb1 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -179,14 +179,24 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # Heat rate of all resources (million BTUs/MWh) heat_rate = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) # Fuel used by each resource - fuel_type = gen_in[!,:Fuel] + # adding dual fuel + + fuel_type1 = gen_in[!,:Fuel1] + fuel_type2 = gen_in[!,:Fuel2] + + # Maximum fuel cost in $ per MWh and CO2 emissions in tons per MWh - inputs_gen["C_Fuel_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) + inputs_gen["C_Fuel1_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) + inputs_gen["C_Fuel2_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) + gen_in[!,:CO2_per_MWh] = zeros(Float64, G) + for g in 1:G # NOTE: When Setup[ParameterScale] =1, fuel costs are scaled in fuels_data.csv, so no if condition needed to scale C_Fuel_per_MWh - inputs_gen["C_Fuel_per_MWh"][g,:] = fuel_costs[fuel_type[g]].*heat_rate[g] - gen_in[g,:CO2_per_MWh] = fuel_CO2[fuel_type[g]]*heat_rate[g] + inputs_gen["C_Fuel1_per_MWh"][g,:] = fuel_costs[fuel_type1[g]].*heat_rate[g] + inputs_gen["C_Fuel2_per_MWh"][g,:] = fuel_costs[fuel_type2[g]].*heat_rate[g] + + gen_in[g,:CO2_per_MWh] = fuel_CO2[fuel_type1[g]]*heat_rate[g]+fuel_CO2[fuel_type2[g]]*heat_rate[g] gen_in[g,:CO2_per_MWh] *= scale_factor # kton/MMBTU * MMBTU/MWh = kton/MWh, to get kton/GWh, we need to mutiply 1000 if g in inputs_gen["COMMIT"] @@ -197,7 +207,9 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["C_Start"][g,:] .= gen_in[g,:Cap_Size] * ( start_cost[g]) #inputs_gen["C_Start"][g,:] = gen_in[g,:Cap_Size] * (fuel_costs[fuel_type[g]] .* start_fuel[g] .+ start_cost[g]) # No need to re-scale C_Start since Cap_size, fuel_costs and start_cost are scaled When Setup[ParameterScale] =1 - Dharik - gen_in[g,:CO2_per_Start] = gen_in[g,:Cap_Size]*(fuel_CO2[fuel_type[g]]*start_fuel[g]) + + # Fuel 1 is used for startup + gen_in[g,:CO2_per_Start] = gen_in[g,:Cap_Size]*(fuel_CO2[fuel_type1[g]]*start_fuel[g]) gen_in[g,:CO2_per_Start] *= scale_factor # Setup[ParameterScale] =1, gen_in[g,:Cap_Size] is GW, fuel_CO2[fuel_type[g]] is ktons/MMBTU, start_fuel is MMBTU/MW, # thus the overall is MTons/GW, and thus gen_in[g,:CO2_per_Start] is Mton, to get kton, change we need to multiply 1000 diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 82c8eb8fa7..d325076df8 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -32,18 +32,21 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) # CO2 emissions from power plants in "Generator_data.csv" if setup["CO2Capture"] == 0 @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel]])) + ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel1]]) + + (EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) # only fuel 1 used for startup else # setup["CO2Capture"] == 1 @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel]])) + ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel1]] + + EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) # CO2 captured from power plants in "Generator_data.csv" @expression(EP, eEmissionsCaptureByPlant[y=1:G, t=1:T], (dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel]])) + ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel1]] + + EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index 0cba63cda0..abeb317c35 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -23,6 +23,13 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) # Energy injected into the grid by resource "y" at hour "t" @variable(EP, vP[y=1:G,t=1:T] >=0); + # change vP1 and vP1 and make vP == vP1 + vP2 + @variable(EP, vP1[y=1:G,t=1:T] >=0); + @variable(EP, vP2[y=1:G,t=1:T] >=0); + + @constraint(EP, PoweTotal[y = 1:G, t = 1:T], + EP[:vP1][y, t] + EP[:vP2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + ### Expressions ### ## Objective Function Expressions ## diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 6d6e1d8298..54ec155385 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -29,7 +29,9 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) FUEL = length(inputs["fuels"]) ALLGEN = collect(1:G) # create variable for fuel consumption for output - @variable(EP, vFuel[y in 1:G, t = 1:T] >= 0) + # two variables for two fuel types respectively + @variable(EP, vFuel1[y in 1:G, t = 1:T] >= 0) # unit: mmBtu or kmmbtu + @variable(EP, vFuel2[y in 1:G, t = 1:T] >= 0) ### Expressions #### # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) @@ -41,23 +43,41 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) else 1*EP[:vZERO] end) - @expression(EP, ePlantFuel[y in 1:G, t = 1:T], - (EP[:vFuel][y, t] + EP[:eStartFuel][y, t])) - @expression(EP, ePlantFuelConsumptionYear[y in 1:G], - sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) - @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], - sum(EP[:ePlantFuel][y, t] - for y in dfGen[dfGen[!,:Fuel] .== string(inputs["fuels"][f]) ,:R_ID])) - @expression(EP, eFuelConsumptionYear[f in 1:FUEL], - sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) + @expression(EP, ePlantFuel1[y in 1:G, t = 1:T], + (EP[:vFuel1][y, t] + EP[:eStartFuel][y, t] + EP[:vFuel2][y, t] )) + @expression(EP, ePlantFuel2[y in 1:G, t = 1:T], + (EP[:vFuel2][y, t] )) + + @expression(EP, ePlantFuel1ConsumptionYear[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel1][y, t] for t in 1:T)) + @expression(EP, ePlantFuel2ConsumptionYear[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel2][y, t] for t in 1:T)) + + @expression(EP, eFuel1Consumption[f in 1:FUEL, t in 1:T], + sum(EP[:ePlantFuel1][y, t] + for y in dfGen[dfGen[!,:Fuel1] .== string(inputs["fuels"][f]) ,:R_ID])) + @expression(EP, eFuel2Consumption[f in 1:FUEL, t in 1:T], + sum(EP[:ePlantFuel2][y, t] + for y in dfGen[dfGen[!,:Fuel2] .== string(inputs["fuels"][f]) ,:R_ID])) + + @expression(EP, eFuel1ConsumptionYear[f in 1:FUEL], + sum(inputs["omega"][t] * EP[:eFuel1Consumption][f, t] for t in 1:T)) + @expression(EP, eFuel2ConsumptionYear[f in 1:FUEL], + sum(inputs["omega"][t] * EP[:eFuel2Consumption][f, t] for t in 1:T)) + # fuel_cost is in $/MMBTU (k$/MMBTU or M$/kMMBTU if scaled) # vFuel is MMBTU (or kMMBTU if scaled) # therefore eCFuel_out is $ or Million$) - @expression(EP, eCFuel_out[y = 1:G, t = 1:T], - (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t])) + @expression(EP, eCFuel1_out[y = 1:G, t = 1:T], + (inputs["fuel_costs"][dfGen[y,:Fuel1]][t] * EP[:ePlantFuel1][y, t])) + @expression(EP, eCFuel2_out[y = 1:G, t = 1:T], + (inputs["fuel_costs"][dfGen[y,:Fuel2]][t] * EP[:ePlantFuel2][y, t])) + # plant level total fuel cost for output + # merge fuel 1 and fuel 2 at this point + @expression(EP, ePlantCFuelOut[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) + sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) # zonal level total fuel cost for output @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) @@ -67,22 +87,22 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ### Constraint ### @constraint(EP, FuelCalculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 - # Piecewise heat rate UC + # Piecewise heat rate UC only for starup? @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + + EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + + EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + + EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) else @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) end end diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 75c294351e..4e84919b50 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -25,10 +25,11 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], - Fuel = dfGen[!, :Fuel], + Fuel1 = dfGen[!, :Fuel1], + Fuel2 = dfGen[!, :Fuel2], Zone = dfGen[!,:Zone], AnnualSum = zeros(G)) - tempannualsum = value.(EP[:ePlantCFuelOut]) + tempannualsum = value.(EP[:ePlantCFuelOut]) ## fuel costs intead of consumption if setup["ParameterScale"] == 1 tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU end @@ -38,7 +39,7 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, # Fuel consumption by each resource per time step dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) - tempts = value.(EP[:ePlantFuel]) + tempts = value.(EP[:ePlantFuel1]) + value.(EP[:ePlantFuel2]) ## fuel consumption at mmbtu if setup["ParameterScale"] == 1 tempts *= ModelScalingFactor # kMMBTU to MMBTU end @@ -53,7 +54,7 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, fuel_number = length(fuel_types) dfFuel = DataFrame(Fuel = fuel_types, AnnualSum = zeros(fuel_number)) - tempannualsum = value.(EP[:eFuelConsumptionYear]) + tempannualsum = value.(EP[:eFuel1ConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) if setup["ParameterScale"] == 1 tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU end diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index d7a1d296d1..59c2bd1358 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -33,7 +33,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: end # Add fuel cost to the dataframe - dfNetRevenue.Fuel_cost = (inputs["C_Fuel_per_MWh"] .* value.(EP[:vP])) * inputs["omega"] + dfNetRevenue.Fuel_cost = (inputs["C_Fuel1_per_MWh"] .* value.(EP[:vP1])) * inputs["omega"] + (inputs["C_Fuel2_per_MWh"] .* value.(EP[:vP2])) * inputs["omega"] if setup["ParameterScale"] == 1 dfNetRevenue.Fuel_cost *= ModelScalingFactor^2 # converting Million US$ to US$ end From 4983584524f109dc8ff697e059078a8188a66d35 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 23 May 2023 09:34:13 -0400 Subject: [PATCH 04/55] Edit dual fuel --- src/load_inputs/load_generators_data.jl | 1 - src/model/core/discharge/discharge.jl | 14 ++--- src/model/core/fuel.jl | 31 +++++++--- src/write_outputs/write_fuel_consumption.jl | 68 +++++++++++++++------ src/write_outputs/write_power.jl | 52 +++++++++++++++- 5 files changed, 133 insertions(+), 33 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 8c6006cfb1..9a55159443 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -184,7 +184,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di fuel_type1 = gen_in[!,:Fuel1] fuel_type2 = gen_in[!,:Fuel2] - # Maximum fuel cost in $ per MWh and CO2 emissions in tons per MWh inputs_gen["C_Fuel1_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) inputs_gen["C_Fuel2_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index abeb317c35..98c6a463c8 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -21,18 +21,18 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) ### Variables ### # Energy injected into the grid by resource "y" at hour "t" - @variable(EP, vP[y=1:G,t=1:T] >=0); + @variable(EP, vP[y=1:G,t=1:T] >=0); # MW # change vP1 and vP1 and make vP == vP1 + vP2 - @variable(EP, vP1[y=1:G,t=1:T] >=0); + @variable(EP, vP1[y=1:G,t=1:T] >=0); # mmbtu @variable(EP, vP2[y=1:G,t=1:T] >=0); + # Add contraints on total power input @constraint(EP, PoweTotal[y = 1:G, t = 1:T], - EP[:vP1][y, t] + EP[:vP2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) - - ### Expressions ### - - ## Objective Function Expressions ## + EP[:vP1][y, t] + EP[:vP2][y, t] - EP[:vP][y, t] == 0) + # Add constraints on heat input from fuel 2 (EPA cofiring requirements) + @constraint(EP, MinCofire[y = 1:G, t = 1:T], + EP[:vP2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level]) # Variable costs of "generation" for resource "y" during hour "t" = variable O&M plus fuel cost # remove the fuel cost in discharge.jl and account fuel costs in fuel.jl diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 54ec155385..d8943143bd 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -44,7 +44,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) 1*EP[:vZERO] end) @expression(EP, ePlantFuel1[y in 1:G, t = 1:T], - (EP[:vFuel1][y, t] + EP[:eStartFuel][y, t] + EP[:vFuel2][y, t] )) + (EP[:vFuel1][y, t] + EP[:eStartFuel][y, t])) @expression(EP, ePlantFuel2[y in 1:G, t = 1:T], (EP[:vFuel2][y, t] )) @@ -76,18 +76,31 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # plant level total fuel cost for output # merge fuel 1 and fuel 2 at this point + @expression(EP, ePlantCFuel1Out[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T)) + @expression(EP, ePlantCFuel2Out[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) @expression(EP, ePlantCFuelOut[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) + EP[:ePlantCFuel1Out][y] + EP[:ePlantCFuel2Out][y]) + # @expression(EP, ePlantCFuelOut[y = 1:G], + # sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) + # zonal level total fuel cost for output @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) # system level total fuel cost for output - @expression(EP, eTotalCFuelOut, sum(eZonalCFuelOut[z] for z in 1:Z)) + # @expression(EP, eTotalCFuelOut, sum(eZonalCFuelOut[z] for z in 1:Z)) + # @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) + @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) ### Constraint ### - @constraint(EP, FuelCalculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + # @constraint(EP, FuelCalculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], + # EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + @constraint(EP, Fuel1Calculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], + EP[:vFuel1][y, t] - EP[:vP1][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + @constraint(EP, Fuel2Calculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], + EP[:vFuel2][y, t] - EP[:vP2][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 # Piecewise heat rate UC only for starup? @@ -101,8 +114,12 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) else - @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], - EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + # @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], + # EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + @constraint(EP, Fuel1CalculationCommit[y in THERM_COMMIT, t = 1:T], + EP[:vFuel1][y, t] - EP[:vP1][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + @constraint(EP, Fuel2CalculationCommit[y in THERM_COMMIT, t = 1:T], + EP[:vFuel2][y, t] - EP[:vP2][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) end end diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 4e84919b50..c90c9121e9 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -25,16 +25,35 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], - Fuel1 = dfGen[!, :Fuel1], - Fuel2 = dfGen[!, :Fuel2], Zone = dfGen[!,:Zone], - AnnualSum = zeros(G)) - tempannualsum = value.(EP[:ePlantCFuelOut]) ## fuel costs intead of consumption + Fuel1 = dfGen[!, :Fuel1], + AnnualSum_Fuel1_HeatInput = zeros(G), + AnnualSum_Fuel1_Cost = zeros(G), + Fuel2 = dfGen[!, :Fuel2], + AnnualSum_Fuel2_HeatInput = zeros(G), + AnnualSum_Fuel2_Cost = zeros(G)) + + tempannualsum_fuel1_heat = value.(EP[:ePlantFuel1ConsumptionYear]) + tempannualsum_fuel1_cost = value.(EP[:ePlantCFuel1Out]) + tempannualsum_fuel2_heat = value.(EP[:ePlantFuel2ConsumptionYear]) + tempannualsum_fuel2_cost = value.(EP[:ePlantCFuel2Out]) + if setup["ParameterScale"] == 1 - tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_fuel1_heat *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_fuel2_heat *= ModelScalingFactor + tempannualsum_fuel1_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ ?? + tempannualsum_fuel2_cost *= ModelScalingFactor * ModelScalingFactor end - tempannualsum = round.(tempannualsum, digits = 2) - dfPlantFuel.AnnualSum .+= tempannualsum + tempannualsum_fuel1_heat = round.(tempannualsum_fuel1_heat, digits = 2) + tempannualsum_fuel1_cost = round.(tempannualsum_fuel1_cost, digits = 2) + tempannualsum_fuel2_heat = round.(tempannualsum_fuel2_heat, digits = 2) + tempannualsum_fuel2_cost = round.(tempannualsum_fuel2_cost, digits = 2) + + dfPlantFuel.AnnualSum_Fuel1_HeatInput .+= tempannualsum_fuel1_heat + dfPlantFuel.AnnualSum_Fuel1_Cost .+= tempannualsum_fuel1_cost + dfPlantFuel.AnnualSum_Fuel2_HeatInput .+= tempannualsum_fuel2_heat + dfPlantFuel.AnnualSum_Fuel2_Cost .+= tempannualsum_fuel2_cost + CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) # Fuel consumption by each resource per time step @@ -44,21 +63,36 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, tempts *= ModelScalingFactor # kMMBTU to MMBTU end tempts = round.(tempts, digits = 2) + dfPlantFuel_TS = hcat(dfPlantFuel_TS, DataFrame(tempts, [Symbol("t$t") for t in 1:T])) CSV.write(joinpath(path, "FuelConsumption_plant_ts.csv"), dftranspose(dfPlantFuel_TS, false), writeheader=false) - # types of fuel - fuel_types = inputs["fuels"] - fuel_number = length(fuel_types) - dfFuel = DataFrame(Fuel = fuel_types, - AnnualSum = zeros(fuel_number)) - tempannualsum = value.(EP[:eFuel1ConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) + # Fuel consumption by each resource per time step + dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) + tempts1 = value.(EP[:ePlantFuel1]) ## fuel consumption at mmbtu if setup["ParameterScale"] == 1 - tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + tempts1 *= ModelScalingFactor end - tempannualsum = round.(tempannualsum, digits = 2) - dfFuel.AnnualSum .+= tempannualsum - CSV.write(joinpath(path,"FuelConsumption.csv"), dfFuel) + tempts1 = round.(tempts1, digits = 2) + + dfPlantFuel_TS = hcat(dfPlantFuel_TS, + DataFrame(tempts1, [Symbol("t$t") for t in 1:T])) + CSV.write(joinpath(path, "FuelConsumption_plant_ts1.csv"), + dftranspose(dfPlantFuel_TS, false), writeheader=false) + + + # # types of fuel + # fuel_types = inputs["fuels"] + # fuel_number = length(fuel_types) + # dfFuel = DataFrame(Fuel = fuel_types, + # AnnualSum_mmbtu = zeros(fuel_number)) + # tempannualsum = value.(EP[:eFuel1ConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) + # if setup["ParameterScale"] == 1 + # tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + # end + # tempannualsum = round.(tempannualsum, digits = 2) + # dfFuel.AnnualSum_mmbtu .+= tempannualsum + # CSV.write(joinpath(path,"FuelConsumption.csv"), dfFuel) end diff --git a/src/write_outputs/write_power.jl b/src/write_outputs/write_power.jl index d1aa4e58af..038f44b223 100644 --- a/src/write_outputs/write_power.jl +++ b/src/write_outputs/write_power.jl @@ -9,7 +9,9 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) T = inputs["T"] # Number of time steps (hours) # Power injected by each resource in each time step - dfPower = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], AnnualSum = Array{Union{Missing,Float64}}(undef, G)) + dfPower = DataFrame(Resource = inputs["RESOURCES"], + Zone = dfGen[!,:Zone], + AnnualSum = Array{Union{Missing,Float64}}(undef, G)) power = value.(EP[:vP]) if setup["ParameterScale"] == 1 power *= ModelScalingFactor @@ -17,6 +19,7 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) dfPower.AnnualSum .= power * inputs["omega"] dfPower = hcat(dfPower, DataFrame(power, :auto)) + auxNew_Names=[Symbol("Resource");Symbol("Zone");Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] rename!(dfPower,auxNew_Names) @@ -26,5 +29,52 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) rename!(total,auxNew_Names) dfPower = vcat(dfPower, total) CSV.write(joinpath(path, "power.csv"), dftranspose(dfPower, false), writeheader=false) + + + dfPower2 = DataFrame(Resource = inputs["RESOURCES"], + Zone = dfGen[!,:Zone], + AnnualSum2 = Array{Union{Missing,Float64}}(undef, G)) + + power2 = value.(EP[:vP2]) + if setup["ParameterScale"] == 1 + + power2 *= ModelScalingFactor + end + dfPower2.AnnualSum2 .= power2 * inputs["omega"] + dfPower2 = hcat(dfPower2, DataFrame(power2, :auto)) + + auxNew_Names=[Symbol("Resource");Symbol("Zone");Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] + rename!(dfPower2,auxNew_Names) + + total2 = DataFrame(["Total" 0 sum(dfPower2[!,:AnnualSum]) fill(0.0, (1,T))], :auto) + total2[:, 4:T+3] .= sum(power2, dims = 1) + + rename!(total2,auxNew_Names) + dfPower2 = vcat(dfPower2, total2) + CSV.write(joinpath(path, "power2.csv"), dftranspose(dfPower2, false), writeheader=false) + + dfPower1 = DataFrame(Resource = inputs["RESOURCES"], + Zone = dfGen[!,:Zone], + AnnualSum1 = Array{Union{Missing,Float64}}(undef, G)) + + power1 = value.(EP[:vP1]) + if setup["ParameterScale"] == 1 + + power1 *= ModelScalingFactor + end + dfPower1.AnnualSum1 .= power1 * inputs["omega"] + dfPower1 = hcat(dfPower1, DataFrame(power1, :auto)) + + rename!(dfPower1,auxNew_Names) + + total1 = DataFrame(["Total" 0 sum(dfPower1[!,:AnnualSum]) fill(0.0, (1,T))], :auto) + total1[:, 4:T+3] .= sum(power1, dims = 1) + + rename!(total1,auxNew_Names) + dfPower1 = vcat(dfPower1, total1) + CSV.write(joinpath(path, "power1.csv"), dftranspose(dfPower1, false), writeheader=false) + + + return dfPower end From fbc63958a772601e5163e0634247ecfc0e39e1e6 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 24 May 2023 18:29:02 -0400 Subject: [PATCH 05/55] Remove variables P1 and P2 1. Reduce the number of variables by removing P1 and P2 2. Add a placeholder for possible different heat rates when cofiring 3. Change column name "Fuel1" back to "Fuel" --- src/load_inputs/load_generators_data.jl | 19 +++-- src/model/core/co2.jl | 39 ++++++---- src/model/core/discharge/discharge.jl | 12 +--- src/model/core/fuel.jl | 80 ++++++++++++--------- src/write_outputs/write_fuel_consumption.jl | 43 +++++------ src/write_outputs/write_net_revenue.jl | 10 ++- src/write_outputs/write_power.jl | 46 ------------ 7 files changed, 108 insertions(+), 141 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 9a55159443..8ccc318fc6 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -177,25 +177,30 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end # Heat rate of all resources (million BTUs/MWh) - heat_rate = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) + heat_rate1 = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) + heat_rate2 = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) + # Fuel used by each resource # adding dual fuel - fuel_type1 = gen_in[!,:Fuel1] + fuel_type1 = gen_in[!,:Fuel] fuel_type2 = gen_in[!,:Fuel2] + + # Maximum fuel cost in $ per MWh and CO2 emissions in tons per MWh - inputs_gen["C_Fuel1_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) - inputs_gen["C_Fuel2_per_MWh"] = zeros(Float64, G, inputs_gen["T"]) + inputs_gen["C_Fuel_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) + inputs_gen["C_Fuel2_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) gen_in[!,:CO2_per_MWh] = zeros(Float64, G) for g in 1:G # NOTE: When Setup[ParameterScale] =1, fuel costs are scaled in fuels_data.csv, so no if condition needed to scale C_Fuel_per_MWh - inputs_gen["C_Fuel1_per_MWh"][g,:] = fuel_costs[fuel_type1[g]].*heat_rate[g] - inputs_gen["C_Fuel2_per_MWh"][g,:] = fuel_costs[fuel_type2[g]].*heat_rate[g] - gen_in[g,:CO2_per_MWh] = fuel_CO2[fuel_type1[g]]*heat_rate[g]+fuel_CO2[fuel_type2[g]]*heat_rate[g] + inputs_gen["C_Fuel_per_mmBtu"][g,:] = fuel_costs[fuel_type1[g]] + inputs_gen["C_Fuel2_per_mmBtu"][g,:] = fuel_costs[fuel_type2[g]] + + gen_in[g,:CO2_per_MWh] = fuel_CO2[fuel_type1[g]]*heat_rate1[g]+fuel_CO2[fuel_type2[g]]*heat_rate2[g] gen_in[g,:CO2_per_MWh] *= scale_factor # kton/MMBTU * MMBTU/MWh = kton/MWh, to get kton/GWh, we need to mutiply 1000 if g in inputs_gen["COMMIT"] diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index d325076df8..684a238bcf 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -23,7 +23,8 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones - + THERM_COMMIT = inputs["THERM_COMMIT"] + scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 dfGen.BECCS = "BECCS" in names(dfGen) ? dfGen.BECCS : zeros(Int, nrow(dfGen)) @@ -31,22 +32,34 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) ### Expressions ### # CO2 emissions from power plants in "Generator_data.csv" if setup["CO2Capture"] == 0 - @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], - ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel1]]) + - (EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) # only fuel 1 used for startup + @expression(EP, eEmissionsByPlant[y in 1:G, t = 1:T], + if y in THERM_COMMIT + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + + (EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + else + (EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + end) + else # setup["CO2Capture"] == 1 @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], - ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel1]] + - EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) + if y in THERM_COMMIT + ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + + EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + else + ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + end) # CO2 captured from power plants in "Generator_data.csv" @expression(EP, eEmissionsCaptureByPlant[y=1:G, t=1:T], - (dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel1][y, t] + EP[:eStartFuel][y, t]) * - inputs["fuel_CO2"][dfGen[y,:Fuel1]] + - EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]])) + if y in THERM_COMMIT + (dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + + EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + else + (dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + end) @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index 98c6a463c8..ec188d0164 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -18,22 +18,12 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps Z = inputs["Z"] # Number of zones + THERM_COMMIT = inputs["THERM_COMMIT"] ### Variables ### # Energy injected into the grid by resource "y" at hour "t" @variable(EP, vP[y=1:G,t=1:T] >=0); # MW - # change vP1 and vP1 and make vP == vP1 + vP2 - @variable(EP, vP1[y=1:G,t=1:T] >=0); # mmbtu - @variable(EP, vP2[y=1:G,t=1:T] >=0); - - # Add contraints on total power input - @constraint(EP, PoweTotal[y = 1:G, t = 1:T], - EP[:vP1][y, t] + EP[:vP2][y, t] - EP[:vP][y, t] == 0) - # Add constraints on heat input from fuel 2 (EPA cofiring requirements) - @constraint(EP, MinCofire[y = 1:G, t = 1:T], - EP[:vP2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level]) - # Variable costs of "generation" for resource "y" during hour "t" = variable O&M plus fuel cost # remove the fuel cost in discharge.jl and account fuel costs in fuel.jl @expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]*vP[y,t]))) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index d8943143bd..c6eb2b19e9 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -30,8 +30,8 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ALLGEN = collect(1:G) # create variable for fuel consumption for output # two variables for two fuel types respectively - @variable(EP, vFuel1[y in 1:G, t = 1:T] >= 0) # unit: mmBtu or kmmbtu - @variable(EP, vFuel2[y in 1:G, t = 1:T] >= 0) + @variable(EP, vFuel[y in 1:G, t = 1:T] >= 0) # unit: mmBtu or kmmbtu + @variable(EP, vFuel2[y in THERM_COMMIT, t = 1:T] >= 0) # fuel 2 is only allowed for thermal generators ### Expressions #### # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) @@ -43,51 +43,59 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) else 1*EP[:vZERO] end) - @expression(EP, ePlantFuel1[y in 1:G, t = 1:T], - (EP[:vFuel1][y, t] + EP[:eStartFuel][y, t])) + @expression(EP, ePlantFuel[y in 1:G, t = 1:T], + (EP[:vFuel][y, t] + EP[:eStartFuel][y, t])) @expression(EP, ePlantFuel2[y in 1:G, t = 1:T], - (EP[:vFuel2][y, t] )) + if y in THERM_COMMIT + EP[:vFuel2][y, t] + else + 1*EP[:vZERO] + end) - @expression(EP, ePlantFuel1ConsumptionYear[y in 1:G], - sum(inputs["omega"][t] * EP[:ePlantFuel1][y, t] for t in 1:T)) - @expression(EP, ePlantFuel2ConsumptionYear[y in 1:G], + @expression(EP, ePlantFuelConsumptionYear[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) + @expression(EP, ePlantFuel2ConsumptionYear[y in THERM_COMMIT], sum(inputs["omega"][t] * EP[:ePlantFuel2][y, t] for t in 1:T)) - @expression(EP, eFuel1Consumption[f in 1:FUEL, t in 1:T], - sum(EP[:ePlantFuel1][y, t] - for y in dfGen[dfGen[!,:Fuel1] .== string(inputs["fuels"][f]) ,:R_ID])) + @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], + sum(EP[:ePlantFuel][y, t] + for y in dfGen[dfGen[!,:Fuel] .== string(inputs["fuels"][f]) ,:R_ID])) @expression(EP, eFuel2Consumption[f in 1:FUEL, t in 1:T], sum(EP[:ePlantFuel2][y, t] for y in dfGen[dfGen[!,:Fuel2] .== string(inputs["fuels"][f]) ,:R_ID])) - @expression(EP, eFuel1ConsumptionYear[f in 1:FUEL], - sum(inputs["omega"][t] * EP[:eFuel1Consumption][f, t] for t in 1:T)) + @expression(EP, eFuelConsumptionYear[f in 1:FUEL], + sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) @expression(EP, eFuel2ConsumptionYear[f in 1:FUEL], sum(inputs["omega"][t] * EP[:eFuel2Consumption][f, t] for t in 1:T)) # fuel_cost is in $/MMBTU (k$/MMBTU or M$/kMMBTU if scaled) # vFuel is MMBTU (or kMMBTU if scaled) # therefore eCFuel_out is $ or Million$) - @expression(EP, eCFuel1_out[y = 1:G, t = 1:T], - (inputs["fuel_costs"][dfGen[y,:Fuel1]][t] * EP[:ePlantFuel1][y, t])) - @expression(EP, eCFuel2_out[y = 1:G, t = 1:T], + @expression(EP, eCFuel_out[y = 1:G, t = 1:T], + (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t])) + @expression(EP, eCFuel2_out[y in THERM_COMMIT, t = 1:T], (inputs["fuel_costs"][dfGen[y,:Fuel2]][t] * EP[:ePlantFuel2][y, t])) # plant level total fuel cost for output # merge fuel 1 and fuel 2 at this point @expression(EP, ePlantCFuel1Out[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T)) - @expression(EP, ePlantCFuel2Out[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) + @expression(EP, ePlantCFuel2Out[y in THERM_COMMIT], sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) @expression(EP, ePlantCFuelOut[y = 1:G], - EP[:ePlantCFuel1Out][y] + EP[:ePlantCFuel2Out][y]) + if y in THERM_COMMIT + sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T) + else + sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + end) # @expression(EP, ePlantCFuelOut[y = 1:G], - # sum(inputs["omega"][t] * EP[:eCFuel1_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) + # sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) # zonal level total fuel cost for output - @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + - sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) + # @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + + # sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) # system level total fuel cost for output # @expression(EP, eTotalCFuelOut, sum(eZonalCFuelOut[z] for z in 1:Z)) # @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) @@ -95,31 +103,33 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) ### Constraint ### - # @constraint(EP, FuelCalculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - # EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) - @constraint(EP, Fuel1Calculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - EP[:vFuel1][y, t] - EP[:vP1][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + + # Add constraints on heat input from fuel 2 (EPA cofiring requirements) + # fuel2/heat rate >= min_cofire_level * total power + @constraint(EP, MinCofire[y in THERM_COMMIT, t = 1:T], + EP[:vFuel2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level] * dfGen[y, :Heat_Rate_MMBTU_per_MWh]) + + # no second fuel used for non-thermal units @constraint(EP, Fuel2Calculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - EP[:vFuel2][y, t] - EP[:vP2][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 # Piecewise heat rate UC only for starup? @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + + EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + + EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel1][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + + EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) else # @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], - # EP[:vFuel1][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) - @constraint(EP, Fuel1CalculationCommit[y in THERM_COMMIT, t = 1:T], - EP[:vFuel1][y, t] - EP[:vP1][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) - @constraint(EP, Fuel2CalculationCommit[y in THERM_COMMIT, t = 1:T], - EP[:vFuel2][y, t] - EP[:vP2][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + # EP[:vFuel][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) end end diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index c90c9121e9..14cf91b695 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -21,44 +21,45 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfGen = inputs["dfGen"] G = inputs["G"] T = inputs["T"] # Number of time steps (hours) + THERM_COMMIT = inputs["THERM_COMMIT"] # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], - Fuel1 = dfGen[!, :Fuel1], - AnnualSum_Fuel1_HeatInput = zeros(G), - AnnualSum_Fuel1_Cost = zeros(G), + Fuel = dfGen[!, :Fuel], + AnnualSum_Fuel_HeatInput = zeros(G), + AnnualSum_Fuel_Cost = zeros(G), Fuel2 = dfGen[!, :Fuel2], AnnualSum_Fuel2_HeatInput = zeros(G), AnnualSum_Fuel2_Cost = zeros(G)) - tempannualsum_fuel1_heat = value.(EP[:ePlantFuel1ConsumptionYear]) - tempannualsum_fuel1_cost = value.(EP[:ePlantCFuel1Out]) + tempannualsum_Fuel_heat = value.(EP[:ePlantFuelConsumptionYear]) + tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) tempannualsum_fuel2_heat = value.(EP[:ePlantFuel2ConsumptionYear]) tempannualsum_fuel2_cost = value.(EP[:ePlantCFuel2Out]) if setup["ParameterScale"] == 1 - tempannualsum_fuel1_heat *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_Fuel_heat *= ModelScalingFactor # kMMBTU to MMBTU tempannualsum_fuel2_heat *= ModelScalingFactor - tempannualsum_fuel1_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ ?? + tempannualsum_Fuel_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ tempannualsum_fuel2_cost *= ModelScalingFactor * ModelScalingFactor end - tempannualsum_fuel1_heat = round.(tempannualsum_fuel1_heat, digits = 2) - tempannualsum_fuel1_cost = round.(tempannualsum_fuel1_cost, digits = 2) + tempannualsum_Fuel_heat = round.(tempannualsum_Fuel_heat, digits = 2) + tempannualsum_Fuel_cost = round.(tempannualsum_Fuel_cost, digits = 2) tempannualsum_fuel2_heat = round.(tempannualsum_fuel2_heat, digits = 2) tempannualsum_fuel2_cost = round.(tempannualsum_fuel2_cost, digits = 2) - dfPlantFuel.AnnualSum_Fuel1_HeatInput .+= tempannualsum_fuel1_heat - dfPlantFuel.AnnualSum_Fuel1_Cost .+= tempannualsum_fuel1_cost - dfPlantFuel.AnnualSum_Fuel2_HeatInput .+= tempannualsum_fuel2_heat - dfPlantFuel.AnnualSum_Fuel2_Cost .+= tempannualsum_fuel2_cost + dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat + dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost + dfPlantFuel.AnnualSum_Fuel2_HeatInput[THERM_COMMIT] = tempannualsum_fuel2_heat + dfPlantFuel.AnnualSum_Fuel2_Cost[THERM_COMMIT] = tempannualsum_fuel2_cost CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) # Fuel consumption by each resource per time step dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) - tempts = value.(EP[:ePlantFuel1]) + value.(EP[:ePlantFuel2]) ## fuel consumption at mmbtu + tempts = value.(EP[:ePlantFuel]) + value.(EP[:ePlantFuel2]) ## fuel consumption at mmbtu if setup["ParameterScale"] == 1 tempts *= ModelScalingFactor # kMMBTU to MMBTU end @@ -69,18 +70,6 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, CSV.write(joinpath(path, "FuelConsumption_plant_ts.csv"), dftranspose(dfPlantFuel_TS, false), writeheader=false) - # Fuel consumption by each resource per time step - dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) - tempts1 = value.(EP[:ePlantFuel1]) ## fuel consumption at mmbtu - if setup["ParameterScale"] == 1 - tempts1 *= ModelScalingFactor - end - tempts1 = round.(tempts1, digits = 2) - - dfPlantFuel_TS = hcat(dfPlantFuel_TS, - DataFrame(tempts1, [Symbol("t$t") for t in 1:T])) - CSV.write(joinpath(path, "FuelConsumption_plant_ts1.csv"), - dftranspose(dfPlantFuel_TS, false), writeheader=false) # # types of fuel @@ -88,7 +77,7 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, # fuel_number = length(fuel_types) # dfFuel = DataFrame(Fuel = fuel_types, # AnnualSum_mmbtu = zeros(fuel_number)) - # tempannualsum = value.(EP[:eFuel1ConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) + # tempannualsum = value.(EP[:eFuelConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) # if setup["ParameterScale"] == 1 # tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU # end diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index 59c2bd1358..f5a3a6174c 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -10,7 +10,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: G = inputs["G"] # Number of generators COMMIT = inputs["COMMIT"] # Thermal units for unit commitment STOR_ALL = inputs["STOR_ALL"] - + THERM_COMMIT = inputs["THERM_COMMIT"] # Create a NetRevenue dataframe dfNetRevenue = DataFrame(region = dfGen[!,:region], Resource = inputs["RESOURCES"], zone = dfGen[!,:Zone], Cluster = dfGen[!,:cluster], R_ID = dfGen[!,:R_ID]) @@ -33,7 +33,13 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: end # Add fuel cost to the dataframe - dfNetRevenue.Fuel_cost = (inputs["C_Fuel1_per_MWh"] .* value.(EP[:vP1])) * inputs["omega"] + (inputs["C_Fuel2_per_MWh"] .* value.(EP[:vP2])) * inputs["omega"] + dfNetRevenue.Fuel_cost = inputs["C_Fuel_per_mmBtu"] .* value.(EP[:vFuel]) * inputs["omega"] + dfNetRevenue.Fuel2_cost = zeros(nrow(dfNetRevenue)) + dfNetRevenue.Fuel2_cost[THERM_COMMIT] = inputs["C_Fuel2_per_mmBtu"][THERM_COMMIT] .* (value.(EP[:vFuel2][THERM_COMMIT,:]).data) * inputs["omega"] + dfNetRevenue.Fuel_cost = dfNetRevenue.Fuel_cost .+ dfNetRevenue.Fuel2_cost + + + # dfNetRevenue.Fuel_cost[THERM_NO_COMMIT] = inputs["C_Fuel_per_mmBtu"][THERM_NO_COMMIT] .* value.(EP[:vFuel][THERM_NO_COMMIT,:]) * inputs["omega"] if setup["ParameterScale"] == 1 dfNetRevenue.Fuel_cost *= ModelScalingFactor^2 # converting Million US$ to US$ end diff --git a/src/write_outputs/write_power.jl b/src/write_outputs/write_power.jl index 038f44b223..d8bdc59d30 100644 --- a/src/write_outputs/write_power.jl +++ b/src/write_outputs/write_power.jl @@ -29,52 +29,6 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) rename!(total,auxNew_Names) dfPower = vcat(dfPower, total) CSV.write(joinpath(path, "power.csv"), dftranspose(dfPower, false), writeheader=false) - - - dfPower2 = DataFrame(Resource = inputs["RESOURCES"], - Zone = dfGen[!,:Zone], - AnnualSum2 = Array{Union{Missing,Float64}}(undef, G)) - - power2 = value.(EP[:vP2]) - if setup["ParameterScale"] == 1 - - power2 *= ModelScalingFactor - end - dfPower2.AnnualSum2 .= power2 * inputs["omega"] - dfPower2 = hcat(dfPower2, DataFrame(power2, :auto)) - - auxNew_Names=[Symbol("Resource");Symbol("Zone");Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] - rename!(dfPower2,auxNew_Names) - - total2 = DataFrame(["Total" 0 sum(dfPower2[!,:AnnualSum]) fill(0.0, (1,T))], :auto) - total2[:, 4:T+3] .= sum(power2, dims = 1) - - rename!(total2,auxNew_Names) - dfPower2 = vcat(dfPower2, total2) - CSV.write(joinpath(path, "power2.csv"), dftranspose(dfPower2, false), writeheader=false) - - dfPower1 = DataFrame(Resource = inputs["RESOURCES"], - Zone = dfGen[!,:Zone], - AnnualSum1 = Array{Union{Missing,Float64}}(undef, G)) - - power1 = value.(EP[:vP1]) - if setup["ParameterScale"] == 1 - - power1 *= ModelScalingFactor - end - dfPower1.AnnualSum1 .= power1 * inputs["omega"] - dfPower1 = hcat(dfPower1, DataFrame(power1, :auto)) - - rename!(dfPower1,auxNew_Names) - - total1 = DataFrame(["Total" 0 sum(dfPower1[!,:AnnualSum]) fill(0.0, (1,T))], :auto) - total1[:, 4:T+3] .= sum(power1, dims = 1) - - rename!(total1,auxNew_Names) - dfPower1 = vcat(dfPower1, total1) - CSV.write(joinpath(path, "power1.csv"), dftranspose(dfPower1, false), writeheader=false) - - return dfPower end From e0e34d22dd7ad1ce69d078d3e7cc22139083310e Mon Sep 17 00:00:00 2001 From: Filippo Date: Thu, 25 May 2023 12:22:55 -0400 Subject: [PATCH 06/55] Cleaned up unused input data and added some comments --- .../OneZone/Generators_data.csv | 10 +++--- src/load_inputs/load_fuels_data.jl | 5 +-- src/load_inputs/load_generators_data.jl | 36 +++---------------- src/model/core/emissions.jl | 26 -------------- src/model/core/fuel.jl | 9 +---- src/model/generate_model.jl | 3 -- 6 files changed, 14 insertions(+), 75 deletions(-) delete mode 100644 src/model/core/emissions.jl diff --git a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv index 9393ab0727..d363b2b16b 100644 --- a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 -onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel2,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,None,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 +onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 diff --git a/src/load_inputs/load_fuels_data.jl b/src/load_inputs/load_fuels_data.jl index 9538823d41..424e1ced16 100644 --- a/src/load_inputs/load_fuels_data.jl +++ b/src/load_inputs/load_fuels_data.jl @@ -33,8 +33,9 @@ function load_fuels_data!(setup::Dict, path::AbstractString, inputs::Dict) for i = 1:length(fuels) fuel_costs[fuels[i]] = costs[:,i] / scale_factor - # fuel_CO2 is kton/MMBTU with scaling, or ton/Billion BTU without scaling. - #fuel_CO2[fuels[i]] = CO2_content[i] / scale_factor + # No reason to scale it, fuel_CO2 is in tons/MMBTU=kton/BillionBTU. In fact: + # without scaling: CO2 is in tons, fuel in MMBTU, and fuel_Co2 is in tons/MMBTU; + # with scaling: CO2 is in ktons, fuel in BillionBTU and fuel_CO2 is in tons/MMBTU = ktons/BillionBTU fuel_CO2[fuels[i]] = CO2_content[i] end diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 8ccc318fc6..cda93eaaf3 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -166,33 +166,21 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end end -# Dharik - Done, we have scaled fuel costs above so any parameters on per MMBtu do not need to be scaled + # Dharik - Done, we have scaled fuel costs above so any parameters on per MMBtu do not need to be scaled if setup["UCommit"]>=1 - # Fuel consumed on start-up (million BTUs per MW per start) if unit commitment is modelled - start_fuel = convert(Array{Float64}, gen_in[!,:Start_Fuel_MMBTU_per_MW]) # Fixed cost per start-up ($ per MW per start) if unit commitment is modelled start_cost = convert(Array{Float64}, gen_in[!,:Start_Cost_per_MW]) inputs_gen["C_Start"] = zeros(Float64, G, inputs_gen["T"]) - gen_in[!,:CO2_per_Start] = zeros(Float64, G) end - # Heat rate of all resources (million BTUs/MWh) - heat_rate1 = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) - heat_rate2 = convert(Array{Float64}, gen_in[!,:Heat_Rate_MMBTU_per_MWh]) - - # Fuel used by each resource - # adding dual fuel + # Fuel used by each resource, with possibility of dual fuel fuel_type1 = gen_in[!,:Fuel] fuel_type2 = gen_in[!,:Fuel2] - - - # Maximum fuel cost in $ per MWh and CO2 emissions in tons per MWh + # Fuel cost in $ per MMBTU inputs_gen["C_Fuel_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) inputs_gen["C_Fuel2_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) - - gen_in[!,:CO2_per_MWh] = zeros(Float64, G) for g in 1:G # NOTE: When Setup[ParameterScale] =1, fuel costs are scaled in fuels_data.csv, so no if condition needed to scale C_Fuel_per_MWh @@ -200,25 +188,11 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["C_Fuel_per_mmBtu"][g,:] = fuel_costs[fuel_type1[g]] inputs_gen["C_Fuel2_per_mmBtu"][g,:] = fuel_costs[fuel_type2[g]] - gen_in[g,:CO2_per_MWh] = fuel_CO2[fuel_type1[g]]*heat_rate1[g]+fuel_CO2[fuel_type2[g]]*heat_rate2[g] - gen_in[g,:CO2_per_MWh] *= scale_factor - # kton/MMBTU * MMBTU/MWh = kton/MWh, to get kton/GWh, we need to mutiply 1000 if g in inputs_gen["COMMIT"] - # Start-up cost is sum of fixed cost per start plus cost of fuel consumed on startup. - # CO2 from fuel consumption during startup also calculate - # remove the start fuel as the cost of start fuel will be accounted in fuel.jl - - inputs_gen["C_Start"][g,:] .= gen_in[g,:Cap_Size] * ( start_cost[g]) - #inputs_gen["C_Start"][g,:] = gen_in[g,:Cap_Size] * (fuel_costs[fuel_type[g]] .* start_fuel[g] .+ start_cost[g]) + # Start-up cost is sum of fixed cost per start plus cost of fuel consumed on startup. The cost of start_fuel si accounted for in fuel.jl + inputs_gen["C_Start"][g,:] .= gen_in[g,:Cap_Size] * start_cost[g] # No need to re-scale C_Start since Cap_size, fuel_costs and start_cost are scaled When Setup[ParameterScale] =1 - Dharik - # Fuel 1 is used for startup - gen_in[g,:CO2_per_Start] = gen_in[g,:Cap_Size]*(fuel_CO2[fuel_type1[g]]*start_fuel[g]) - gen_in[g,:CO2_per_Start] *= scale_factor - # Setup[ParameterScale] =1, gen_in[g,:Cap_Size] is GW, fuel_CO2[fuel_type[g]] is ktons/MMBTU, start_fuel is MMBTU/MW, - # thus the overall is MTons/GW, and thus gen_in[g,:CO2_per_Start] is Mton, to get kton, change we need to multiply 1000 - # Setup[ParameterScale] =0, gen_in[g,:Cap_Size] is MW, fuel_CO2[fuel_type[g]] is tons/MMBTU, start_fuel is MMBTU/MW, - # thus the overall is MTons/GW, and thus gen_in[g,:CO2_per_Start] is ton end end println(filename * " Successfully Read!") diff --git a/src/model/core/emissions.jl b/src/model/core/emissions.jl deleted file mode 100644 index 8fecccb014..0000000000 --- a/src/model/core/emissions.jl +++ /dev/null @@ -1,26 +0,0 @@ -@doc raw""" - emissions(EP::Model, inputs::Dict) - -This function creates expression to add the CO2 emissions by plants in each zone, which is subsequently added to the total emissions -""" -function emissions!(EP::Model, inputs::Dict) - - println("Emissions Module (for CO2 Policy modularization") - - dfGen = inputs["dfGen"] - - G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) - T = inputs["T"] # Number of time steps (hours) - Z = inputs["Z"] # Number of zones - - @expression(EP, eEmissionsByPlant[y=1:G,t=1:T], - - if y in inputs["COMMIT"] - dfGen[y,:CO2_per_MWh]*EP[:vP][y,t]+dfGen[y,:CO2_per_Start]*EP[:vSTART][y,t] - else - dfGen[y,:CO2_per_MWh]*EP[:vP][y,t] - end - ) - @expression(EP, eEmissionsByZone[z=1:Z, t=1:T], sum(eEmissionsByPlant[y,t] for y in dfGen[(dfGen[!,:Zone].==z),:R_ID])) - -end diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index c6eb2b19e9..adf4ed02d6 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -90,15 +90,8 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) else sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) end) - # @expression(EP, ePlantCFuelOut[y = 1:G], - # sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) - + # zonal level total fuel cost for output - # @expression(EP, eZonalCFuelOut[z = 1:Z], EP[:vZERO] + - # sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) - # system level total fuel cost for output - # @expression(EP, eTotalCFuelOut, sum(eZonalCFuelOut[z] for z in 1:Z)) - # @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index e9320fe434..8cf3271a6e 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -127,9 +127,6 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt fuel!(EP, inputs, setup) - # remove emissions as they will be accounted in co2.jl - #emissions!(EP, inputs) - if setup["Reserves"] > 0 reserves!(EP, inputs, setup) end From 4c3b11cac117840b5cefbc1ad137adce05e941ca Mon Sep 17 00:00:00 2001 From: Filippo Date: Thu, 25 May 2023 12:23:44 -0400 Subject: [PATCH 07/55] no change made to example systems --- .../SmallNewEngland/OneZone/Generators_data.csv | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv index d363b2b16b..9393ab0727 100644 --- a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel2,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,None,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 -onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 +onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 From ae47121633b68c022f619c114d27f4f310124c8d Mon Sep 17 00:00:00 2001 From: Filippo Date: Wed, 31 May 2023 09:55:54 -0400 Subject: [PATCH 08/55] Added option for two different heat rates, and modified generator data loading script to use defaults if second fuel is not in input file --- .../ThreeZones_Dual_Fuel/CO2_cap.csv | 4 + .../Capacity_reserve_margin.csv | 4 + .../Energy_share_requirement.csv | 4 + .../ThreeZones_Dual_Fuel/Fuels_data.csv | 8762 +++++++++++++++++ .../ThreeZones_Dual_Fuel/Generators_data.csv | 11 + .../Generators_variability.csv | 8761 ++++++++++++++++ .../ThreeZones_Dual_Fuel/Load_data.csv | 8761 ++++++++++++++++ .../Minimum_capacity_requirement.csv | 4 + .../ThreeZones_Dual_Fuel/Network.csv | 4 + .../ThreeZones_Dual_Fuel/README.md | 15 + .../ThreeZones_Dual_Fuel/Reserves.csv | 2 + .../ThreeZones_Dual_Fuel/Run.jl | 3 + .../Settings/cbc_settings.yml | 11 + .../Settings/clp_settings.yml | 14 + .../Settings/cplex_settings.yml | 10 + .../Settings/genx_settings.yml | 23 + .../Settings/gurobi_settings.yml | 15 + .../Settings/highs_settings.yml | 11 + .../Settings/scip_settings.yml | 5 + .../time_domain_reduction_settings.yml | 151 + src/load_inputs/load_fuels_data.jl | 3 +- src/load_inputs/load_generators_data.jl | 11 + src/model/core/fuel.jl | 73 +- src/model/generate_model.jl | 2 +- src/write_outputs/write_fuel_consumption.jl | 14 +- 25 files changed, 26648 insertions(+), 30 deletions(-) create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_variability.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv new file mode 100644 index 0000000000..fbd59924ee --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv @@ -0,0 +1,4 @@ +,Network_zones,CO_2_Cap_Zone_1,CO_2_Cap_Zone_2,CO_2_Cap_Zone_3,CO_2_Max_tons_MWh_1,CO_2_Max_tons_MWh_2,CO_2_Max_tons_MWh_3,CO_2_Max_Mtons_1,CO_2_Max_Mtons_2,CO_2_Max_Mtons_3 +MA,z1,1,0,0,0.05,0,0,0.018,0,0 +CT,z2,0,1,0,0,0.05,0,0,0.025,0 +ME,z3,0,0,1,0,0,0.05,0,0,0.025 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv new file mode 100644 index 0000000000..55077ad095 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv @@ -0,0 +1,4 @@ +,Network_zones,CapRes_1 +MA,z1,0.156 +CT,z2,0.156 +ME,z3,0.156 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv new file mode 100644 index 0000000000..3d49badae7 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv @@ -0,0 +1,4 @@ +,Network_zones,ESR_1,ESR_2 +MA,z1,0.259,0.348 +CT,z2,0.44,0.44 +ME,z3,0.776,0.776 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv new file mode 100644 index 0000000000..86e4cbe2d5 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv @@ -0,0 +1,8762 @@ +Time_Index,CT_NG,ME_NG,MA_NG,CT_H2,ME_H2,MA_H2,None 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+Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Heat_Rate2_MMBTU_per_MWh,Fuel,Fuel2,Min_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster 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+8760,1,0,1,0.652051687,0,1,0.908408403,1,1,1 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv new file mode 100644 index 0000000000..cbb4f36bc8 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv @@ -0,0 +1,8761 @@ +Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,$/MWh,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Load_MW_z1,Load_MW_z2,Load_MW_z3 +50000,1,1,1,2000,1,8760,8760,1,7850,2242,1070 +,2,0.9,0.04,1800,,,,2,7424,2120,1012 +,3,0.55,0.024,1100,,,,3,7107,2029,969 +,4,0.2,0.003,400,,,,4,6947,1984,947 +,,,,,,,,5,6922,1977,944 +,,,,,,,,6,7045,2012,960 +,,,,,,,,7,7307,2087,996 +,,,,,,,,8,7544,2154,1029 +,,,,,,,,9,7946,2269,1083 +,,,,,,,,10,8340,2382,1137 +,,,,,,,,11,8578,2449,1169 +,,,,,,,,12,8666,2474,1181 +,,,,,,,,13,8707,2487,1187 +,,,,,,,,14,8630,2464,1176 +,,,,,,,,15,8544,2440,1165 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+,,,,,,,,8748,10907,3115,1487 +,,,,,,,,8749,10730,3064,1463 +,,,,,,,,8750,10550,3013,1439 +,,,,,,,,8751,10438,2981,1423 +,,,,,,,,8752,10469,2990,1427 +,,,,,,,,8753,11228,3206,1531 +,,,,,,,,8754,11908,3401,1624 +,,,,,,,,8755,11562,3302,1576 +,,,,,,,,8756,9923,3797,1339 +,,,,,,,,8757,9461,3621,1277 +,,,,,,,,8758,9018,3452,1217 +,,,,,,,,8759,8551,3281,1154 +,,,,,,,,8760,8089,3106,1092 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv new file mode 100644 index 0000000000..bd16edeeb3 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MinCapReqConstraint,ConstraintDescription,Min_MW +1,MA_PV,5000 +2,CT_Wind,10000 +3,All_Batteries,6000 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv new file mode 100644 index 0000000000..5cca655c66 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv @@ -0,0 +1,4 @@ +,Network_zones,Network_Lines,z1,z2,z3,Line_Max_Flow_MW,transmission_path_name,distance_mile,Line_Loss_Percentage,Line_Max_Reinforcement_MW,Line_Reinforcement_Cost_per_MWyr,DerateCapRes_1,CapRes_1,CapRes_Excl_1 +MA,z1,1,1,-1,0,2950,MA_to_CT,123.0584,0.012305837,2950,12060,0.95,0,0 +CT,z2,2,1,0,-1,2000,MA_to_ME,196.5385,0.019653847,2000,19261,0.95,0,0 +ME,z3,,,,,,,,,,,,, \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md new file mode 100644 index 0000000000..7ff8b89be5 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md @@ -0,0 +1,15 @@ +# Small New England: Three Zones + +**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. + +To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/ThreeZones`: + +`cd("Example_Systems/SmallNewEngland/ThreeZones")` + +Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver Gurobi (`Solver: Gurobi`), time domain reduced input data (`TimeDomainReduction: 1`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. A rate-based carbon cap of 50 gCO2 per kWh is specified in the `CO2_cap.csv` input file. + +Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: + +`include("Run.jl")` + +Once the model has completed, results will write to the `Results` directory. \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv new file mode 100644 index 0000000000..b96bce1284 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv @@ -0,0 +1,2 @@ +Reg_Req_Percent_Load,Reg_Req_Percent_VRE,Rsv_Req_Percent_Load,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW +0.01,0.0032,0.033,0.0795,1000,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl new file mode 100644 index 0000000000..b44ca23ec1 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl @@ -0,0 +1,3 @@ +using GenX + +run_genx_case!(dirname(@__FILE__)) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml new file mode 100644 index 0000000000..92c6fa892f --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml @@ -0,0 +1,11 @@ +# CBC Solver Parameters +# Common solver settings +TimeLimit: 110000 # Solution timeout limit. For example, set_optimizer_attribute(model, "seconds", 60.0). + +#CBC-specific solver settings +logLevel: 1 # Set to 1 to enable solution output. For example, set_optimizer_attribute(model, "logLevel", 1). +maxSolutions: -1 # Terminate after this many feasible solutions have been found. For example, set_optimizer_attribute(model, "maxSolutions", 1). +maxNodes: 2000 # Terminate after this many branch-and-bound nodes have been evaluated. For example, set_optimizer_attribute(model, "maxNodes", 1). +allowableGap: 1 # Terminate after optimality gap is less than this value (on an absolute scale). For example, set_optimizer_attribute(model, "allowableGap", 0.05). +ratioGap: 0.01 # Terminate after optimality gap is smaller than this relative fraction. For example, set_optimizer_attribute(model, "allowableGap", 0.05). +threads: 2 # Set the number of threads to use for parallel branch & bound. For example, set_optimizer_attribute(model, "threads", 2) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml new file mode 100644 index 0000000000..c4c003d08e --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml @@ -0,0 +1,14 @@ +# Clp Solver parameters https://github.com/jump-dev/Clp.jl +# Common solver settings +Feasib_Tol: 1e-5 # Primal/Dual feasibility tolerance +TimeLimit: -1.0 # Terminate after this many seconds have passed. A negative value means no time limit +Pre_Solve: 0 # Set to 1 to disable presolve +Method: 5 # Solution method: dual simplex (0), primal simplex (1), sprint (2), barrier with crossover (3), barrier without crossover (4), automatic (5) + +#Clp-specific solver settings +DualObjectiveLimit: 1e308 # When using dual simplex (where the objective is monotonically changing), terminate when the objective exceeds this limit +MaximumIterations: 2147483647 # Terminate after performing this number of simplex iterations +LogLevel: 1 # Set to 1, 2, 3, or 4 for increasing output. Set to 0 to disable output +InfeasibleReturn: 0 # Set to 1 to return as soon as the problem is found to be infeasible (by default, an infeasibility proof is computed as well) +Scaling: 3 # 0 -off, 1 equilibrium, 2 geometric, 3 auto, 4 dynamic(later) +Perturbation: 100 # switch on perturbation (50), automatic (100), don't try perturbing (102) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml new file mode 100644 index 0000000000..8d37873eef --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml @@ -0,0 +1,10 @@ +# CPLEX Solver Parameters +Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. +Optimal_Tol: 1e-5 # Dual feasibility tolerances. +Pre_Solve: 1 # Controls presolve level. +TimeLimit: 110000 # Limits total time solver. +MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). +Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). +BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). +NumericFocus: 0 # Numerical precision emphasis. +SolutionType: 2 # Solution type for LP or QP. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml new file mode 100644 index 0000000000..31e98be1f7 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml @@ -0,0 +1,23 @@ +OverwriteResults: 0 # Overwrite existing results in output folder or create a new one; 0 = create new folder; 1 = overwrite existing results +PrintModel: 0 # Write the model formulation as an output; 0 = active; 1 = not active +NetworkExpansion: 1 # Transmission network expansionl; 0 = not active; 1 = active systemwide +Trans_Loss_Segments: 1 # Number of segments used in piecewise linear approximation of transmission losses; 1 = linear, >2 = piecewise quadratic +Reserves: 0 # Regulation (primary) and operating (secondary) reserves; 0 = not active, 1 = active systemwide +EnergyShareRequirement: 0 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide +CapacityReserveMargin: 0 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide +CO2Cap: 2 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = load + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint +StorageLosses: 1 # Energy Share Requirement and CO2 constraints account for energy lost; 0 = not active (DO NOT account for energy lost); 1 = active systemwide (DO account for energy lost) +MinCapReq: 1 # Activate minimum technology carveout constraints; 0 = not active; 1 = active +MaxCapReq: 0 # Activate maximum technology carveout constraints; 0 = not active; 1 = active +Solver: HiGHS # Available solvers: Gurobi, CPLEX, CLP, SCIP +ParameterScale: 1 # Turn on parameter scaling wherein load, capacity and power variables are defined in GW rather than MW. 0 = not active; 1 = active systemwide +WriteShadowPrices: 1 # Write shadow prices of LP or relaxed MILP; 0 = not active; 1 = active +UCommit: 2 # Unit committment of thermal power plants; 0 = not active; 1 = active using integer clestering; 2 = active using linearized clustering +OperationWrapping: 1 # Sets temporal resolution of the model; 0 = single period to represent the full year, with first-last time step linked; 1 = multiple representative periods +TimeDomainReductionFolder: "TDR_Results" # Directory name where results from time domain reduction will be saved. If results already exist here, these will be used without running time domain reduction script again. +TimeDomainReduction: 1 # Time domain reduce (i.e. cluster) inputs based on Load_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) +ModelingToGenerateAlternatives: 0 # Modeling to generate alternatives; 0 = not active; 1 = active. Note: produces a single solution as output +ModelingtoGenerateAlternativeSlack: 0.1 # Slack value as a fraction of least-cost objective in budget constraint used for evaluating alternative model solutions; positive float value +ModelingToGenerateAlternativeIterations: 3 # Number of MGA iterations with maximization and minimization objective +MultiStage: 0 # Multi-stage modeling; 0 if single-stage; 1 if multi-stage. +MethodofMorris: 0 #Flag for turning on the Method of Morris analysis diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml new file mode 100644 index 0000000000..fd4d9b8a83 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml @@ -0,0 +1,15 @@ +# Gurobi Solver Parameters +# Common solver settings +Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. +Optimal_Tol: 1e-5 # Dual feasibility tolerances. +TimeLimit: 110000 # Limits total time solver. +Pre_Solve: 1 # Controls presolve level. +Method: 4 # Algorithm used to solve continuous models (including MIP root relaxation). + +#Gurobi-specific solver settings +MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). +BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). +NumericFocus: 0 # Numerical precision emphasis. +Crossover: -1 # Barrier crossver strategy. +PreDual: 0 # Decides whether presolve should pass the primal or dual linear programming problem to the LP optimization algorithm. +AggFill: 10 # Allowed fill during presolve aggregation. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml new file mode 100644 index 0000000000..e4f1ad0245 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml @@ -0,0 +1,11 @@ +# HiGHS Solver Parameters +# Common solver settings +Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] +Optimal_Tol: 1.0e-05 # Dual feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] +TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] +Pre_Solve: choose # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] +Method: ipm #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] + +# run the crossover routine for ipx +# [type: string, advanced: "on", range: {"off", "on"}, default: "off"] +run_crossover: "on" diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml new file mode 100644 index 0000000000..2779d54826 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml @@ -0,0 +1,5 @@ +# SCIP Solver Parameters + +#SCIP-specific solver settings +Dispverblevel: 0 +limitsgap: 0.05 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml new file mode 100644 index 0000000000..a1db56f2be --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml @@ -0,0 +1,151 @@ +##### +# +# TIME DOMAIN REDUCTION SETTINGS +# +# Set parameters here that organize how your full timeseries +# data will be divided into representative period clusters. +# Ensure that time_domain_reduction is set to 1 in GenX_settings.yml +# before running. Run within GenX or use PreCluster.jl to test and +# examine representative period output before proceeding. +# Specify your data input directory as inpath within Run_test.jl +# or PreCluster.jl. +# +##### + + # - TimestepsPerRepPeriod + # Typically 168 timesteps (e.g., hours) per period, this designates + # the length of each representative period. +TimestepsPerRepPeriod: 168 + + # - ClusterMethod + # Either 'kmeans' or 'kmedoids', this designates the method used to cluster + # periods and determine each point's representative period. +ClusterMethod: 'kmeans' + + # - ScalingMethod + # Either 'N' or 'S', this designates directs the module to normalize ([0,1]) + # or standardize (mean 0, variance 1) the input data. +ScalingMethod: "S" + + # - MaxPeriods + # The maximum number of periods - both clustered periods and extreme periods - + # that may be used to represent the input data. If IterativelyAddPeriods is on and the + # error threshold is never met, this will be the total number of periods. +MaxPeriods: 11 + + # - MinPeriods + # The minimum number of periods used to represent the input data. If using + # UseExtremePeriods, this must be at least the number of extreme periods requests. If + # IterativelyAddPeriods if off, this will be the total number of periods. +MinPeriods: 8 + + # - IterativelyAddPeriods + # Either 'yes' or 'no', this designates whether or not to add periods + # until the error threshold between input data and represented data is met or the maximum + # number of periods is reached. +IterativelyAddPeriods: 1 + + # - IterateMethod + # Either 'cluster' or 'extreme', this designates whether to add clusters to + # the kmeans/kmedoids method or to set aside the worst-fitting periods as a new extreme periods. + # The default option is 'cluster'. +IterateMethod: "cluster" + + # - Threshold + # Iterative period addition will end if the period farthest (Euclidean Distance) + # from its representative period is within this percentage of the total possible error (for normalization) + # or ~95% of the total possible error (for standardization). E.g., for a threshold of 0.01, + # every period must be within 1% of the spread of possible error before the clustering + # iterations will terminate (or until the max number of periods is reached). +Threshold: 0.05 + + # - nReps + # The number of times to repeat each kmeans/kmedoids clustering at the same setting. +nReps: 100 + + # - LoadWeight + # Default 1, this is an optional multiplier on load columns in order to prioritize + # better fits for load profiles over resource capacity factor profiles. +LoadWeight: 1 + + # - WeightTotal + # Default 8760, the sum to which the relative weights of representative periods will be scaled. +WeightTotal: 8760 + + # - ClusterFuelPrices + # Either 1 (yes) or 0 (no), this indicates whether or not to use the fuel price + # time series in Fuels_data.csv in the clustering process. If 0, this function will still write + # Fuels_data_clustered.csv with reshaped fuel prices based on the number and size of the + # representative weeks, assuming a constant time series of fuel prices with length equal to the + # number of timesteps in the raw input data. +ClusterFuelPrices: 1 + + # - UseExtremePeriods + # Either 'yes' or 'no', this designates whether or not to include + # outliers (by performance or load/resource extreme) as their own representative periods. + # This setting automatically includes the periods with maximum load, minimum solar cf and + # minimum wind cf as extreme periods. +UseExtremePeriods: 1 + + # - MultiStageConcatenate + # (Only considered if MultiStage = 1 in genx_settings.yml) + # If 1, this designates that the model should time domain reduce the input data + # of all model stages together. Else if 0, the model will time domain reduce each + # stage separately +MultiStageConcatenate: 0 + +# STILL IN DEVELOPMENT - Currently just uses integral max load, integral min PV and wind. +# - ExtremePeriods +# Use this to define which periods to be included among the final representative periods +# as "Extreme Periods". +# Select by profile type: load ("Load"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). +# Select whether to examine these profiles by zone ("Zone") or across the whole system ("System"). +# Select whether to look for absolute max/min at the timestep level ("Absolute") +# or max/min sum across the period ("Integral"). +# Select whether you want the maximum ("Max") or minimum ("Min") (of the prior type) for each profile type. +ExtremePeriods: + Load: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 + System: + Absolute: + Max: 1 + Min: 0 + Integral: + Max: 0 + Min: 0 + PV: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 1 + System: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 + Wind: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 1 + System: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 diff --git a/src/load_inputs/load_fuels_data.jl b/src/load_inputs/load_fuels_data.jl index 424e1ced16..f356ade30f 100644 --- a/src/load_inputs/load_fuels_data.jl +++ b/src/load_inputs/load_fuels_data.jl @@ -33,7 +33,8 @@ function load_fuels_data!(setup::Dict, path::AbstractString, inputs::Dict) for i = 1:length(fuels) fuel_costs[fuels[i]] = costs[:,i] / scale_factor - # No reason to scale it, fuel_CO2 is in tons/MMBTU=kton/BillionBTU. In fact: + + # No reason to scale CO2_content beacuse fuel_CO2 is in tons/MMBTU=kton/BillionBTU. In fact: # without scaling: CO2 is in tons, fuel in MMBTU, and fuel_Co2 is in tons/MMBTU; # with scaling: CO2 is in ktons, fuel in BillionBTU and fuel_CO2 is in tons/MMBTU = ktons/BillionBTU fuel_CO2[fuels[i]] = CO2_content[i] diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index cda93eaaf3..0afe9e938b 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -8,6 +8,17 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di filename = "Generators_data.csv" gen_in = load_dataframe(joinpath(path, filename)) + existing_cols = names(gen_in) + default_vals = Dict() + default_vals["Heat_Rate2_MMBTU_per_MWh"] = 0.0; + default_vals["Fuel2"] = "None"; + default_vals["Min_Cofire_Level"] = 0.0; + for s in ("Heat_Rate2_MMBTU_per_MWh","Fuel2","Min_Cofire_Level") + if s ∉ existing_cols + ensure_column!(gen_in, s, default_vals[s]) + end + end + # Store DataFrame of generators/resources input data for use in model inputs_gen["dfGen"] = gen_in diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index adf4ed02d6..238929b77b 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -26,13 +26,15 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) Z = inputs["Z"] # Number of zones G = inputs["G"] THERM_COMMIT = inputs["THERM_COMMIT"] + THERM_NO_COMMIT = inputs["THERM_NO_COMMIT"] + THERM_ALL = inputs["THERM_ALL"] + FUEL = length(inputs["fuels"]) - ALLGEN = collect(1:G) # create variable for fuel consumption for output # two variables for two fuel types respectively @variable(EP, vFuel[y in 1:G, t = 1:T] >= 0) # unit: mmBtu or kmmbtu - @variable(EP, vFuel2[y in THERM_COMMIT, t = 1:T] >= 0) # fuel 2 is only allowed for thermal generators - + @variable(EP, vFuel2[y in THERM_ALL, t = 1:T] >= 0) # fuel 2 is only allowed for thermal generators + ### Expressions #### # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) # if unit commitment is modelled @@ -43,10 +45,12 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) else 1*EP[:vZERO] end) + @expression(EP, ePlantFuel[y in 1:G, t = 1:T], (EP[:vFuel][y, t] + EP[:eStartFuel][y, t])) + @expression(EP, ePlantFuel2[y in 1:G, t = 1:T], - if y in THERM_COMMIT + if y in THERM_ALL EP[:vFuel2][y, t] else 1*EP[:vZERO] @@ -54,7 +58,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, ePlantFuelConsumptionYear[y in 1:G], sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) - @expression(EP, ePlantFuel2ConsumptionYear[y in THERM_COMMIT], + @expression(EP, ePlantFuel2ConsumptionYear[y in THERM_ALL], sum(inputs["omega"][t] * EP[:ePlantFuel2][y, t] for t in 1:T)) @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], @@ -74,7 +78,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # therefore eCFuel_out is $ or Million$) @expression(EP, eCFuel_out[y = 1:G, t = 1:T], (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t])) - @expression(EP, eCFuel2_out[y in THERM_COMMIT, t = 1:T], + @expression(EP, eCFuel2_out[y in THERM_ALL, t = 1:T], (inputs["fuel_costs"][dfGen[y,:Fuel2]][t] * EP[:ePlantFuel2][y, t])) # plant level total fuel cost for output @@ -82,10 +86,10 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, ePlantCFuel1Out[y = 1:G], sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) - @expression(EP, ePlantCFuel2Out[y in THERM_COMMIT], + @expression(EP, ePlantCFuel2Out[y in THERM_ALL], sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) @expression(EP, ePlantCFuelOut[y = 1:G], - if y in THERM_COMMIT + if y in THERM_ALL sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T) else sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) @@ -94,17 +98,48 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # zonal level total fuel cost for output @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) + + @expression(EP,eFuelBlending[y=1:G,t=1:T], + if y in THERM_ALL + if setup["PieceWiseHeatRate"]==1 + EP[:vFuel2][y, t] + else + EP[:vFuel][y, t]*dfGen[y, :Heat_Rate2_MMBTU_per_MWh] + EP[:vFuel2][y, t]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] - EP[:vP][y, t]*dfGen[y, :Heat_Rate2_MMBTU_per_MWh]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] + end + else + # no second fuel used for non-thermal units + EP[:vFuel][y,t] - EP[:vP][y,t]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] + end + ) + @expression(EP,eFuelSwapping[y=1:G,t=1:T], + if y in THERM_ALL && setup["PieceWiseHeatRate"]!=1 && dfGen[y, :Heat_Rate_MMBTU_per_MWh]>0 && dfGen[y, :Heat_Rate2_MMBTU_per_MWh]==0 + + EP[:vFuel][y, t] - EP[:vP][y, t]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] - ### Constraint ### + elseif y in THERM_ALL && setup["PieceWiseHeatRate"]!=1 && dfGen[y, :Heat_Rate_MMBTU_per_MWh]==0 && dfGen[y, :Heat_Rate2_MMBTU_per_MWh]>0 - # Add constraints on heat input from fuel 2 (EPA cofiring requirements) - # fuel2/heat rate >= min_cofire_level * total power - @constraint(EP, MinCofire[y in THERM_COMMIT, t = 1:T], - EP[:vFuel2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level] * dfGen[y, :Heat_Rate_MMBTU_per_MWh]) + EP[:vFuel2][y, t] - EP[:vP][y, t]*dfGen[y, :Heat_Rate2_MMBTU_per_MWh] - # no second fuel used for non-thermal units - @constraint(EP, Fuel2Calculation[y in setdiff(ALLGEN, THERM_COMMIT), t = 1:T], - EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) + elseif y in THERM_ALL && setup["PieceWiseHeatRate"]!=1 && dfGen[y, :Heat_Rate_MMBTU_per_MWh]==0 && dfGen[y, :Heat_Rate2_MMBTU_per_MWh]==0 + + EP[:vFuel2][y, t] + EP[:vFuel][y, t] + + else + EP[:vZERO] + end + ) + + ### Constraint ### + @constraint(EP, cFuelBlend[y=1:G, t = 1:T], eFuelBlending[y,t] == 0) + + @constraint(EP, cFuelSwap[y=1:G, t = 1:T], eFuelSwapping[y,t] == 0) + + if !isempty(THERM_ALL) + # Add constraints on heat input from fuel 2 (EPA cofiring requirements) + # fuel2/heat rate >= min_cofire_level * total power + @constraint(EP, MinCofire[y in THERM_ALL, t = 1:T], + EP[:vFuel2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level] * dfGen[y, :Heat_Rate2_MMBTU_per_MWh]) + end if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 @@ -118,13 +153,9 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) - else - # @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], - # EP[:vFuel][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) - @constraint(EP, FuelCalculationCommit[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] + EP[:vFuel2][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) end end + return EP end diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index 8cf3271a6e..5ba2894466 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -94,7 +94,6 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt @expression(EP, eObj, 0) - #@expression(EP, :eCO2Cap[cap=1:inputs["NCO2Cap"]], 0) @expression(EP, eGenerationByZone[z=1:Z, t=1:T], 0) # Initialize Capacity Reserve Margin Expression if setup["CapacityReserveMargin"] > 0 @@ -178,6 +177,7 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt # Policies co2!(EP, inputs, setup) + # CO2 emissions limits if setup["CO2Cap"] > 0 co2_cap!(EP, inputs, setup) diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 14cf91b695..ba7f325d4b 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -21,9 +21,7 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfGen = inputs["dfGen"] G = inputs["G"] T = inputs["T"] # Number of time steps (hours) - THERM_COMMIT = inputs["THERM_COMMIT"] - - + THERM_ALL = inputs["THERM_ALL"] # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], @@ -36,8 +34,10 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, tempannualsum_Fuel_heat = value.(EP[:ePlantFuelConsumptionYear]) tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) - tempannualsum_fuel2_heat = value.(EP[:ePlantFuel2ConsumptionYear]) - tempannualsum_fuel2_cost = value.(EP[:ePlantCFuel2Out]) + tempannualsum_fuel2_heat = zeros(G); + tempannualsum_fuel2_heat[THERM_ALL] = value.(EP[:ePlantFuel2ConsumptionYear].data); + tempannualsum_fuel2_cost = zeros(G); + tempannualsum_fuel2_cost[THERM_ALL] = value.(EP[:ePlantCFuel2Out].data) if setup["ParameterScale"] == 1 tempannualsum_Fuel_heat *= ModelScalingFactor # kMMBTU to MMBTU @@ -52,8 +52,8 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost - dfPlantFuel.AnnualSum_Fuel2_HeatInput[THERM_COMMIT] = tempannualsum_fuel2_heat - dfPlantFuel.AnnualSum_Fuel2_Cost[THERM_COMMIT] = tempannualsum_fuel2_cost + dfPlantFuel.AnnualSum_Fuel2_HeatInput = tempannualsum_fuel2_heat + dfPlantFuel.AnnualSum_Fuel2_Cost = tempannualsum_fuel2_cost CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) From 84b0f5f182a71a108772d2b63b08ada5922c768b Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 11 Aug 2023 10:27:10 -0400 Subject: [PATCH 09/55] Add EPA new rules constraints Add constraints related to EPA new rules: capacity factor, emission rate, ... --- Project.toml | 7 +- src/GenX.jl | 4 +- src/load_inputs/load_generators_data.jl | 4 +- src/model/core/co2.jl | 2 +- src/model/generate_model.jl | 4 + src/model/policies/capacity_factor.jl | 30 +++++++ src/model/policies/co2_cap.jl | 13 ++- src/write_outputs/write_capacity_retrofit.jl | 91 ++++++++++++++++++++ src/write_outputs/write_outputs.jl | 1 + 9 files changed, 147 insertions(+), 9 deletions(-) create mode 100644 src/model/policies/capacity_factor.jl create mode 100644 src/write_outputs/write_capacity_retrofit.jl diff --git a/Project.toml b/Project.toml index 9744cca983..0c428c30a0 100644 --- a/Project.toml +++ b/Project.toml @@ -13,13 +13,14 @@ DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" +Gurobi = "2e9cd046-0924-5485-92f1-d5272153d98b" HiGHS = "87dc4568-4c63-4d18-b0c0-bb2238e4078b" JuMP = "4076af6c-e467-56ae-b986-b466b2749572" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" MathOptInterface = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" RecursiveArrayTools = "731186ca-8d62-57ce-b412-fbd966d074cd" -#SCIP = "82193955-e24f-5292-bf16-6f2c5261a85f" +# SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" YAML = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6" @@ -33,11 +34,11 @@ Combinatorics = "1.0.2" DataFrames = "1.3.4" DataStructures = "0.18.13" Distances = "0.10.7" +Gurobi = "0.11.3" HiGHS = "1.1.4" -JuMP = "1.1.1" +JuMP = "1.1.0" MathOptInterface = "1.6.1" RecursiveArrayTools = "2.31.2" -#SCIP = "0.11.3" Statistics = "1.4.0" StatsBase = "0.33.21" YAML = "0.4.7" diff --git a/src/GenX.jl b/src/GenX.jl index 290fda31c3..880c28df35 100644 --- a/src/GenX.jl +++ b/src/GenX.jl @@ -36,10 +36,10 @@ using Combinatorics using Random using RecursiveArrayTools using Statistics - +# using SparseArrays # Uncomment if Gurobi or CPLEX active license and installations are there and the user intends to use either of them #using CPLEX -#using Gurobi +using Gurobi #using CPLEX #using MOI #using SCIP diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 0afe9e938b..6980932a30 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -64,7 +64,7 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di if !("RETRO" in names(gen_in)) gen_in[!, "RETRO"] = zero(gen_in[!, "R_ID"]) end - + inputs_gen["RETRO"] = gen_in[gen_in.RETRO.==1,:R_ID] # Set of thermal generator resources @@ -132,7 +132,7 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RETROFIT_INV_CAP_COSTS"] = [ [ inv_cap[i][y] for i in 1:max_retro_sources if inv_cap[i][y] >= 0 ] for y in 1:G ] # The set of investment costs (capacity $/MWyr) of each retrofit by source end - + println("looks good from here!") # See documentation for descriptions of each column # Generally, these scalings converts energy and power units from MW to GW # and $/MW to $M/GW. Both are done by dividing the values by 1000. diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 684a238bcf..70ad50033d 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -17,7 +17,7 @@ received this license file. If not, see . @doc raw""" CO2 emissions and CO2 capture""" function co2!(EP::Model, inputs::Dict, setup::Dict) - println("C02 Module") + println("CO2 Module") dfGen = inputs["dfGen"] G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index 5ba2894466..c03dc4a988 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -206,6 +206,10 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt maximum_capacity_requirement!(EP, inputs, setup) end + if setup["CapacityFactor"] == 1 + capacity_factor_requirement!(EP, inputs, setup) + end + ## Define the objective function @objective(EP,Min,EP[:eObj]) diff --git a/src/model/policies/capacity_factor.jl b/src/model/policies/capacity_factor.jl new file mode 100644 index 0000000000..d44da3135f --- /dev/null +++ b/src/model/policies/capacity_factor.jl @@ -0,0 +1,30 @@ +@doc raw""" + capacity_factor_requirement!(EP::Model, inputs::Dict, setup::Dict) +This function establishes constraints that can be flexibily applied to define generators' type based on load level (peaker, intermediate, and base). +Load level is reflected by capacity factors and a upper and lower bound of capacity is applied to each thermal resource. +```math +\begin{aligned} +\end{aligned} +``` +""" +function capacity_factor_requirement!(EP::Model, inputs::Dict, setup::Dict) + + println("Capacity Factor Requirement Policies Module") + + dfGen = inputs["dfGen"] + G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) + T = inputs["T"] # Number of time steps (hours) + Z = inputs["Z"] # Number of zones + THERM_ALL = inputs["THERM_ALL"] + println(T) + + ### Constraints ### + + @constraint(EP, cCapacityFactor_upper[y in THERM_ALL, t = 1:T], + sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T)<=dfGen[y, :Capacity_Factor_ub]*EP[:eTotalCap][y]*T + ) + + @constraint(EP, cCapacityFactor_lower[y in THERM_ALL, t = 1:T], + sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T)>=dfGen[y, :Capacity_Factor_lb]*EP[:eTotalCap][y]*T + ) +end \ No newline at end of file diff --git a/src/model/policies/co2_cap.jl b/src/model/policies/co2_cap.jl index 6516b9c4ff..fc23f5c301 100644 --- a/src/model/policies/co2_cap.jl +++ b/src/model/policies/co2_cap.jl @@ -44,13 +44,14 @@ Note that the generator-side rate-based constraint can be used to represent a fe """ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) - println("C02 Policies Module") + println("CO2 Policies Module") dfGen = inputs["dfGen"] SEG = inputs["SEG"] # Number of lines G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones + THERM_ALL = inputs["THERM_ALL"] ### Variable ### # if input files are present, add CO2 cap slack variables @@ -94,6 +95,16 @@ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) vCO2Cap_slack[cap] <= sum(inputs["dfMaxCO2Rate"][z,cap] * inputs["omega"][t] * EP[:eGenerationByZone][z,t] for t=1:T, z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap])) ) + + ## Generation + Rate-based at the resource level: Emissions constraint in terms of rate (tons/MWh) + elseif (setup["CO2Cap"]==4) + @constraint(EP, cCO2Emissions_resource[y in THERM_ALL, t = 1:T], + EP[:eEmissionsByPlant][y, t] <= EP[:vP][y, t] * dfGen[y, :CO2_emis_limit_ton_per_MWh] + ) + @constraint(EP, cCO2Emissions_systemwide[cap=1:inputs["NCO2Cap"]], + sum(inputs["omega"][t] * EP[:eEmissionsByZone][z,t] for z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap]), t=1:T) - + vCO2Cap_slack[cap] >= 0 + ) end end diff --git a/src/write_outputs/write_capacity_retrofit.jl b/src/write_outputs/write_capacity_retrofit.jl new file mode 100644 index 0000000000..2c5bb471b6 --- /dev/null +++ b/src/write_outputs/write_capacity_retrofit.jl @@ -0,0 +1,91 @@ +@doc raw""" + write_capacity_retrofit(path::AbstractString, inputs::Dict, setup::Dict, EP::Model)) + +Function for writing retrofited technologies +""" +function write_capacity_retrofit(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) + # Capacity decisions + dfGen = inputs["dfGen"] + RETRO_SOURCE_IDS = inputs["RETROFIT_SOURCE_IDS"] # Source technologies by ID for each retrofit [1:G] + RETRO_EFFICIENCY = inputs["RETROFIT_EFFICIENCIES"] + NUM_RETRO_SOURCES = inputs["NUM_RETROFIT_SOURCES"] + + # MultiStage = setup["MultiStage"] + + # capdischarge = zeros(size(inputs["RESOURCES"])) + # for i in inputs["NEW_CAP"] + # if i in inputs["COMMIT"] + # capdischarge[i] = value(EP[:vCAP][i])*dfGen[!,:Cap_Size][i] + # else + # capdischarge[i] = value(EP[:vCAP][i]) + # end + # end + + # retcapdischarge = zeros(size(inputs["RESOURCES"])) + # for i in inputs["RET_CAP"] + # if i in inputs["COMMIT"] + # retcapdischarge[i] = first(value.(EP[:vRETCAP][i]))*dfGen[!,:Cap_Size][i] + # else + # retcapdischarge[i] = first(value.(EP[:vRETCAP][i])) + # end + # end + + # capcharge = zeros(size(inputs["RESOURCES"])) + # retcapcharge = zeros(size(inputs["RESOURCES"])) + # existingcapcharge = zeros(size(inputs["RESOURCES"])) + # for i in inputs["STOR_ASYMMETRIC"] + # if i in inputs["NEW_CAP_CHARGE"] + # capcharge[i] = value(EP[:vCAPCHARGE][i]) + # end + # if i in inputs["RET_CAP_CHARGE"] + # retcapcharge[i] = value(EP[:vRETCAPCHARGE][i]) + # end + # existingcapcharge[i] = MultiStage == 1 ? value(EP[:vEXISTINGCAPCHARGE][i]) : dfGen[!,:Existing_Charge_Cap_MW][i] + # end + + # capenergy = zeros(size(inputs["RESOURCES"])) + # retcapenergy = zeros(size(inputs["RESOURCES"])) + # existingcapenergy = zeros(size(inputs["RESOURCES"])) + # for i in inputs["STOR_ALL"] + # if i in inputs["NEW_CAP_ENERGY"] + # capenergy[i] = value(EP[:vCAPENERGY][i]) + # end + # if i in inputs["RET_CAP_ENERGY"] + # retcapenergy[i] = value(EP[:vRETCAPENERGY][i]) + # end + # existingcapenergy[i] = MultiStage == 1 ? value(EP[:vEXISTINGCAPENERGY][i]) : dfGen[!,:Existing_Cap_MWh][i] + # end + + # RETRO_SOURCE_IDS[r][i] in RET_CAP ? RETRO_EFFICIENCY[r][i] : 0 for i in 1:NUM_RETRO_SOURCES[r]; init=0 + + RETROFIT_SOURCE = []; + RETROFIT_DEST = []; + RETROFIT_CAP = []; + ORIG_CAP = []; + RETRO_EFF = []; + + for (i,j) in keys(EP[:vRETROFIT].data) + push!(RETROFIT_SOURCE, inputs["RESOURCES"][i]) + push!(RETROFIT_DEST, inputs["RESOURCES"][j]) + push!(RETROFIT_CAP, value(EP[:vRETROFIT].data[i,j]) * dfGen[!,:Cap_Size][i]) + push!(ORIG_CAP, dfGen[!,:Existing_Cap_MW][i]) + push!(RETRO_EFF, RETRO_EFFICIENCY[j][findfirst(item -> item == i, RETRO_SOURCE_IDS[j])]) + end + + + dfCapRetro = DataFrame( + RetrofitResource = RETROFIT_SOURCE, + OriginalCapacity = ORIG_CAP, + RetrofitDestination = RETROFIT_DEST, + RetrofitedCapacity = RETROFIT_CAP, + OperationalRetrofitedCapacity = RETROFIT_CAP .* RETRO_EFF + ) + if setup["ParameterScale"] ==1 + dfCapRetro.OriginalCapacity = dfCapRetro.OriginalCapacity * ModelScalingFactor + dfCapRetro.RetrofitedCapacity = dfCapRetro.RetrofitedCapacity * ModelScalingFactor + dfCapRetro.OperationalRetrofitedCapacity = dfCapRetro.OperationalRetrofitedCapacity * ModelScalingFactor + end + + CSV.write(joinpath(path, "capacity_retrofit.csv"), dfCapRetro) + return dfCapRetro +end \ No newline at end of file diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index 6ceb85f7c7..c1936c7730 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -46,6 +46,7 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic println("Time elapsed for writing costs is") println(elapsed_time_costs) dfCap = write_capacity(path, inputs, setup, EP) + dfCapRetro = write_capacity_retrofit(path, inputs, setup, EP) dfPower = write_power(path, inputs, setup, EP) dfCharge = write_charge(path, inputs, setup, EP) dfCapacityfactor = write_capacityfactor(path, inputs, setup, EP) From 7e32e5886fd4df50517b58e36c6ad5028ca9d909 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 14 Aug 2023 12:12:02 -0400 Subject: [PATCH 10/55] epa separation commit --- allInput_df.csv | 80 +++++++++++++++++++++++++++++++++++ src/model/policies/co2_cap.jl | 2 +- test_system/log.txt | 1 + 3 files changed, 82 insertions(+), 1 deletion(-) create mode 100644 allInput_df.csv create mode 100644 test_system/log.txt diff --git a/allInput_df.csv b/allInput_df.csv new file mode 100644 index 0000000000..2f91cbbb05 --- /dev/null +++ b/allInput_df.csv @@ -0,0 +1,80 @@ +first,second +Z,1 +LOSS_LINES,[1] +RET_CAP_CHARGE,[16] +pC_D_Curtail,[50000.0] +dfGen,"17×79 DataFrame + Row │ Resource Zone THERM MUST_RUN STOR FLEX HYDRO VRE Num_VRE_Bins LDS RETRO Num_RETRO_Sources New_Build Existing_Cap_MW Existing_Cap_MWh Existing_Charge_Cap_MW Max_Cap_MW Max_Cap_MWh Max_Charge_Cap_MW Min_Cap_MW Min_Cap_MWh Min_Charge_Cap_MW Inv_Cost_per_MWyr Inv_Cost_per_MWhyr Inv_Cost_Charge_per_MWyr Fixed_OM_Cost_per_MWyr Fixed_OM_Cost_per_MWhyr Fixed_OM_Cost_Charge_per_MWyr Var_OM_Cost_per_MWh Var_OM_Cost_per_MWh_In Heat_Rate_MMBTU_per_MWh Fuel Cap_Size Start_Cost_per_MW Start_Fuel_MMBTU_per_MW Up_Time Down_Time Ramp_Up_Percentage Ramp_Dn_Percentage Hydro_Energy_to_Power_Ratio Min_Power Self_Disch Eff_Up Eff_Down Min_Duration Max_Duration Max_Flexible_Demand_Advance Max_Flexible_Demand_Delay Flexible_Demand_Energy_Eff Reg_Max Rsv_Max Reg_Cost Rsv_Cost MinCapTag_1 MinCapTag_2 MinCapTag_3 MGA Resource_Type CapRes_1 ESR_1 ESR_2 region cluster WACC Capital_Recovery_Period Lifetime Min_Retired_Cap_MW Min_Retired_Energy_Cap_MW Min_Retired_Charge_Cap_MW Retro1_Source Retro1_Efficiency Retro1_Inv_Cost_per_MWyr Retro2_Source Retro2_Efficiency Retro2_Inv_Cost_per_MWyr Heat_Rate2_MMBTU_per_MWh Fuel2 Min_Cofire_Level R_ID + │ String15 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 String7 Float64 Float64 Int64 Int64 Int64 Float64 Float64 Int64 Float64 Int64 Float64 Float64 Int64 Int64 Int64 Int64 Int64 Float64 Float64 Float64 Float64 Int64 Int64 Int64 Int64 String15 Float64 Int64 Int64 String3 Int64 Float64 Int64 Int64 Float64 Float64 Float64 String7 Float64 Int64 String7 Float64 Int64 Float64 String Float64 Int64 +─────┼──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── + 1 │ NGCC_bf 1 1 0 0 0 0 0 0 0 0 0 0 3400.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 40000.0 0.0 0.0 12000.0 0.0 0.0 3.0 0.0 7.3 ng 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 1 + 2 │ NGCC_gf 1 1 0 0 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 40000.0 0.0 0.0 12000.0 0.0 0.0 3.0 0.0 7.3 ng 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 2 + 3 │ NGCT_bf 1 1 0 0 0 0 0 0 0 0 0 0 8200.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 30000.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 14.3 ng 100.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCT 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 3 + 4 │ NGCT_gf 1 1 0 0 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 30000.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 14.3 ng 100.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCT 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 4 + 5 │ NGST 1 1 0 0 0 0 0 0 0 0 0 0 1060.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 12.1 ng 500.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGST 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 5 + 6 │ Coal 1 1 0 0 0 0 0 0 0 0 0 0 14700.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 30000.0 0.0 0.0 5.0 0.0 10.4 coal 500.0 150.0 10 6 6 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Coal 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 6 + 7 │ Nuclear 1 1 1 0 0 0 0 0 0 0 0 0 2360.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 100000.0 0.0 0.0 2.0 0.0 7.43 uranium 1000.0 0.0 0 0 0 0.64 0.64 0 0.0 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Nuclear 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 7 + 8 │ Biomass 1 1 0 0 0 0 0 0 0 0 0 -1 20.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 100000.0 0.0 0.0 5.0 0.0 13.0 biomass 100.0 90.0 2 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Biomass 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 8 + 9 │ SolarPV 1 0 0 0 0 0 1 1 0 0 0 1 40.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 36000.0 0.0 0.0 10000.0 0.0 0.0 0.0 0.0 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 1 0 0 1 SolarPV 0.8 1 1 MO 1 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 9 + 10 │ Wind 1 0 0 0 0 0 1 1 0 0 0 1 5720.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 60000.0 0.0 0.0 40000.0 0.0 0.0 0.1 0.0 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 0 1 0 1 Wind 0.8 1 1 MO 1 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 10 + 11 │ Hydro 1 0 0 0 0 1 0 0 0 0 0 -1 480.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 18000.0 0.0 0.0 0.1 0.0 0.0 None 1600.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 0 1 0 1 Hydro 0.8 1 1 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 11 + 12 │ PHS 1 0 0 1 0 0 0 0 1 0 0 0 480.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 15000.0 5000.0 0.0 0.1 0.1 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.9 0.9 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 PHS 0.95 0 0 MO 0 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 12 + 13 │ Li-ion 1 0 0 1 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 20000.0 25000.0 0.0 5000.0 6000.0 0.0 0.15 0.15 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.9 0.9 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 Li-ion 0.95 0 0 MO 0 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 13 + 14 │ Retro_NGCC_CCS 1 1 0 0 0 0 0 0 0 1 2 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 60000.0 0.0 0.0 16000.0 0.0 0.0 3.0 0.0 7.3 ng_ccs 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC_CCS 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 NGCC_bf 0.85 60000 NGCC_gf 0.9 55000 0.0 None 0.0 14 + 15 │ Retro_NGCC_H2 1 1 0 0 0 0 0 0 0 1 2 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3.0 0.0 7.3 h2 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Hydrogen 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 NGCC_bf 0.85 0 NGCC_gf 0.9 0 0.0 None 0.0 15 + 16 │ Retro_Coal_TES 1 0 0 2 0 0 0 0 0 1 1 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 200.0 220.0 260.0 10.0 0.0 0.1 0.1 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.995 0.55 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 TES 0.95 0 0 MO 0 0.04 20 20 0.0 0.0 0.0 Coal 0.85 33300 None 0.0 -1 0.0 None 0.0 16 + 17 │ Retro_Coal_SMR 1 1 1 0 0 0 0 0 0 1 1 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 6200.0 0.0 0.0 0.75 0.0 7.43 uranium 200.0 0.0 0 0 0 0.64 0.64 0 0.0 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Nuclear 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 Coal 0.85 195000 None 0.0 -1 0.0 None 0.0 17" +pTrans_Max_Possible,[2950.0] +pNet_Map,[1.0;;] +omega,"[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 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3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 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3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6; 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 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+NUM_RETROFIT_SOURCES,"[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 1]" +STOR_SHORT_DURATION,"[13, 16]" +pTrans_Max,[2950.0] +NEW_CAP_ENERGY,"[13, 16]" +fuels,"[""ng"", ""coal"", ""biomass"", ""uranium"", ""ng_ccs"", ""h2"", ""None""]" +SEG,1 +G,17 +NEW_CAP_CHARGE,[16] +pTrans_Loss_Coef,[0.012305837] +START_SUBPERIODS,1:1848:1 +RETROFIT_SOURCE_IDS,"Vector[Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], [1, 2], [1, 2], [6], [6]]" diff --git a/src/model/policies/co2_cap.jl b/src/model/policies/co2_cap.jl index fc23f5c301..c616a795eb 100644 --- a/src/model/policies/co2_cap.jl +++ b/src/model/policies/co2_cap.jl @@ -98,7 +98,7 @@ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) ## Generation + Rate-based at the resource level: Emissions constraint in terms of rate (tons/MWh) elseif (setup["CO2Cap"]==4) - @constraint(EP, cCO2Emissions_resource[y in THERM_ALL, t = 1:T], + @constraint(EP, cCO2Emissions_resource[y in intersect(dfGen[dfGen.CO2_emis_limit_ton_per_MWh.>=0,:R_ID], THERM_ALL), t = 1:T], EP[:eEmissionsByPlant][y, t] <= EP[:vP][y, t] * dfGen[y, :CO2_emis_limit_ton_per_MWh] ) @constraint(EP, cCO2Emissions_systemwide[cap=1:inputs["NCO2Cap"]], diff --git a/test_system/log.txt b/test_system/log.txt new file mode 100644 index 0000000000..641d62c57d --- /dev/null +++ b/test_system/log.txt @@ -0,0 +1 @@ +2023-08-11 15:41:26 [ INFO] powergenome:164 Reading settings file From 9fa2a31a5182e99182bf0b61736b253b06737a6d Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 21 Aug 2023 09:45:22 -0400 Subject: [PATCH 11/55] Add max cofire level for resources without retro Add varialbes "THERM_DUAL" and "THERM_SING" Apply maximum co-fire level constraints to THERM_DUAL \ --- src/load_inputs/load_generators_data.jl | 17 +++++++++++++++-- src/model/core/fuel.jl | 10 +++++++--- 2 files changed, 22 insertions(+), 5 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 0afe9e938b..1904a3bfce 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -13,7 +13,8 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di default_vals["Heat_Rate2_MMBTU_per_MWh"] = 0.0; default_vals["Fuel2"] = "None"; default_vals["Min_Cofire_Level"] = 0.0; - for s in ("Heat_Rate2_MMBTU_per_MWh","Fuel2","Min_Cofire_Level") + default_vals["Max_Cofire_Level"] = 0.0; + for s in ("Heat_Rate2_MMBTU_per_MWh","Fuel2","Min_Cofire_Level","Max_Cofire_Level") if s ∉ existing_cols ensure_column!(gen_in, s, default_vals[s]) end @@ -28,7 +29,19 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # Add Resource IDs after reading to prevent user errors gen_in[!,:R_ID] = 1:G - + + # Set of resources that have the dual fuel option + inputs_gen["THERM_DUAL"] = gen_in[gen_in.Fuel2.!="None",:R_ID] + inputs_gen["THERM_SING"] = gen_in[gen_in.Fuel2.=="None",:R_ID] + + # print error message if heat rate 2 is greater than 0 and fuel 2 does not exist ("None") + if !isempty(inputs_gen["THERM_SING"]) + for y in inputs_gen["THERM_SING"] + if gen_in[y, :Heat_Rate2_MMBTU_per_MWh] > 0 + error("Heat rate for fuel 2 must be zero when fuel 2 does not exist ('None')") + end + end + end scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 ## Defining sets of generation and storage resources diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 238929b77b..c4a3716907 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -28,6 +28,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) THERM_COMMIT = inputs["THERM_COMMIT"] THERM_NO_COMMIT = inputs["THERM_NO_COMMIT"] THERM_ALL = inputs["THERM_ALL"] + THERM_DUAL = inputs["THERM_DUAL"] FUEL = length(inputs["fuels"]) # create variable for fuel consumption for output @@ -134,11 +135,14 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @constraint(EP, cFuelSwap[y=1:G, t = 1:T], eFuelSwapping[y,t] == 0) - if !isempty(THERM_ALL) + if !isempty(THERM_DUAL) # Add constraints on heat input from fuel 2 (EPA cofiring requirements) - # fuel2/heat rate >= min_cofire_level * total power - @constraint(EP, MinCofire[y in THERM_ALL, t = 1:T], + # fuel2/heat rate >= min_cofire_level * total power + # fuel2/heat rate <= max_cofire_level * total power without retrofit + @constraint(EP, cMinCofire[y in THERM_DUAL, t = 1:T], EP[:vFuel2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level] * dfGen[y, :Heat_Rate2_MMBTU_per_MWh]) + @constraint(EP, cMaxCofire[y in THERM_DUAL, t = 1:T], + EP[:vFuel2][y, t] <= EP[:vP][y, t] * dfGen[y, :Max_Cofire_Level] * dfGen[y, :Heat_Rate2_MMBTU_per_MWh]) end if !isempty(THERM_COMMIT) From 8fb2e2ba20bd6791723caf5d9025a9d06a860c04 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 21 Aug 2023 09:57:54 -0400 Subject: [PATCH 12/55] Add max co-fire variable to input file --- .../ThreeZones_Dual_Fuel/Generators_data.csv | 22 +++++++++---------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv index 58db76107f..e8df0d408f 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Heat_Rate2_MMBTU_per_MWh,Fuel,Fuel2,Min_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,7.43,MA_NG,MA_H2,0,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,0,None,None,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,7.12,CT_NG,CT_H2,0,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,0,None,None,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,12.62,ME_NG,ME_H2,0,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Heat_Rate2_MMBTU_per_MWh,Fuel,Fuel2,Min_Cofire_Level,Max_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,7.43,MA_NG,MA_H2,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 +MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,7.12,CT_NG,CT_H2,0,0.125,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 +CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 +CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,12.62,ME_NG,ME_NG,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 +ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 +MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 +CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 +ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file From 70333d64e53e9d5c72ca63112e9b3690d43b21e5 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 23 Aug 2023 09:31:53 -0400 Subject: [PATCH 13/55] Enable resources in GenX to use multi fuel allow users to specify "Fuel1", "Fuel2", ..., "FuelN" enable resources to use multi fuels for both startup and operations remove codes related to "fuel2" create a new example case "ThreeZones_Multi_Fuel" --- .../ThreeZones_Multi_Fuel/CO2_cap.csv | 4 + .../Capacity_reserve_margin.csv | 4 + .../Energy_share_requirement.csv | 4 + .../ThreeZones_Multi_Fuel/Fuels_data.csv | 8762 +++++++++++++++++ .../ThreeZones_Multi_Fuel/Generators_data.csv | 11 + .../Generators_variability.csv | 8761 ++++++++++++++++ .../ThreeZones_Multi_Fuel/Load_data.csv | 8761 ++++++++++++++++ .../Minimum_capacity_requirement.csv | 4 + .../ThreeZones_Multi_Fuel/Network.csv | 4 + .../ThreeZones_Multi_Fuel/README.md | 15 + .../ThreeZones_Multi_Fuel/Reserves.csv | 2 + .../ThreeZones_Multi_Fuel/Run.jl | 3 + .../Settings/cbc_settings.yml | 11 + .../Settings/clp_settings.yml | 14 + .../Settings/cplex_settings.yml | 10 + .../Settings/genx_settings.yml | 23 + .../Settings/gurobi_settings.yml | 15 + .../Settings/highs_settings.yml | 11 + .../Settings/scip_settings.yml | 5 + .../time_domain_reduction_settings.yml | 151 + src/load_inputs/load_generators_data.jl | 67 +- src/model/core/co2.jl | 51 +- src/model/core/fuel.jl | 209 +- src/write_outputs/write_fuel_consumption.jl | 47 +- 24 files changed, 26816 insertions(+), 133 deletions(-) create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_variability.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Load_data.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml create mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv new file mode 100644 index 0000000000..fbd59924ee --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv @@ -0,0 +1,4 @@ +,Network_zones,CO_2_Cap_Zone_1,CO_2_Cap_Zone_2,CO_2_Cap_Zone_3,CO_2_Max_tons_MWh_1,CO_2_Max_tons_MWh_2,CO_2_Max_tons_MWh_3,CO_2_Max_Mtons_1,CO_2_Max_Mtons_2,CO_2_Max_Mtons_3 +MA,z1,1,0,0,0.05,0,0,0.018,0,0 +CT,z2,0,1,0,0,0.05,0,0,0.025,0 +ME,z3,0,0,1,0,0,0.05,0,0,0.025 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv new file mode 100644 index 0000000000..55077ad095 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv @@ -0,0 +1,4 @@ +,Network_zones,CapRes_1 +MA,z1,0.156 +CT,z2,0.156 +ME,z3,0.156 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv new file mode 100644 index 0000000000..3d49badae7 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv @@ -0,0 +1,4 @@ +,Network_zones,ESR_1,ESR_2 +MA,z1,0.259,0.348 +CT,z2,0.44,0.44 +ME,z3,0.776,0.776 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv new file mode 100644 index 0000000000..86e4cbe2d5 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv @@ -0,0 +1,8762 @@ +Time_Index,CT_NG,ME_NG,MA_NG,CT_H2,ME_H2,MA_H2,None +0,0.05306,0.05306,0.05306,0,0,0,0 +1,5.45,5.45,5.28,15,15,15,0 +2,5.45,5.45,5.28,15,15,15,0 +3,5.45,5.45,5.28,15,15,15,0 +4,5.45,5.45,5.28,15,15,15,0 +5,5.45,5.45,5.28,15,15,15,0 +6,5.45,5.45,5.28,15,15,15,0 +7,5.45,5.45,5.28,15,15,15,0 +8,5.45,5.45,5.28,15,15,15,0 +9,5.45,5.45,5.28,15,15,15,0 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b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv new file mode 100644 index 0000000000..bd16edeeb3 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MinCapReqConstraint,ConstraintDescription,Min_MW +1,MA_PV,5000 +2,CT_Wind,10000 +3,All_Batteries,6000 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv new file mode 100644 index 0000000000..5cca655c66 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv @@ -0,0 +1,4 @@ +,Network_zones,Network_Lines,z1,z2,z3,Line_Max_Flow_MW,transmission_path_name,distance_mile,Line_Loss_Percentage,Line_Max_Reinforcement_MW,Line_Reinforcement_Cost_per_MWyr,DerateCapRes_1,CapRes_1,CapRes_Excl_1 +MA,z1,1,1,-1,0,2950,MA_to_CT,123.0584,0.012305837,2950,12060,0.95,0,0 +CT,z2,2,1,0,-1,2000,MA_to_ME,196.5385,0.019653847,2000,19261,0.95,0,0 +ME,z3,,,,,,,,,,,,, \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md new file mode 100644 index 0000000000..7ff8b89be5 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md @@ -0,0 +1,15 @@ +# Small New England: Three Zones + +**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. + +To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/ThreeZones`: + +`cd("Example_Systems/SmallNewEngland/ThreeZones")` + +Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver Gurobi (`Solver: Gurobi`), time domain reduced input data (`TimeDomainReduction: 1`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. A rate-based carbon cap of 50 gCO2 per kWh is specified in the `CO2_cap.csv` input file. + +Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: + +`include("Run.jl")` + +Once the model has completed, results will write to the `Results` directory. \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv new file mode 100644 index 0000000000..b96bce1284 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv @@ -0,0 +1,2 @@ +Reg_Req_Percent_Load,Reg_Req_Percent_VRE,Rsv_Req_Percent_Load,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW +0.01,0.0032,0.033,0.0795,1000,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl new file mode 100644 index 0000000000..b44ca23ec1 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl @@ -0,0 +1,3 @@ +using GenX + +run_genx_case!(dirname(@__FILE__)) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml new file mode 100644 index 0000000000..92c6fa892f --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml @@ -0,0 +1,11 @@ +# CBC Solver Parameters +# Common solver settings +TimeLimit: 110000 # Solution timeout limit. For example, set_optimizer_attribute(model, "seconds", 60.0). + +#CBC-specific solver settings +logLevel: 1 # Set to 1 to enable solution output. For example, set_optimizer_attribute(model, "logLevel", 1). +maxSolutions: -1 # Terminate after this many feasible solutions have been found. For example, set_optimizer_attribute(model, "maxSolutions", 1). +maxNodes: 2000 # Terminate after this many branch-and-bound nodes have been evaluated. For example, set_optimizer_attribute(model, "maxNodes", 1). +allowableGap: 1 # Terminate after optimality gap is less than this value (on an absolute scale). For example, set_optimizer_attribute(model, "allowableGap", 0.05). +ratioGap: 0.01 # Terminate after optimality gap is smaller than this relative fraction. For example, set_optimizer_attribute(model, "allowableGap", 0.05). +threads: 2 # Set the number of threads to use for parallel branch & bound. For example, set_optimizer_attribute(model, "threads", 2) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml new file mode 100644 index 0000000000..c4c003d08e --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml @@ -0,0 +1,14 @@ +# Clp Solver parameters https://github.com/jump-dev/Clp.jl +# Common solver settings +Feasib_Tol: 1e-5 # Primal/Dual feasibility tolerance +TimeLimit: -1.0 # Terminate after this many seconds have passed. A negative value means no time limit +Pre_Solve: 0 # Set to 1 to disable presolve +Method: 5 # Solution method: dual simplex (0), primal simplex (1), sprint (2), barrier with crossover (3), barrier without crossover (4), automatic (5) + +#Clp-specific solver settings +DualObjectiveLimit: 1e308 # When using dual simplex (where the objective is monotonically changing), terminate when the objective exceeds this limit +MaximumIterations: 2147483647 # Terminate after performing this number of simplex iterations +LogLevel: 1 # Set to 1, 2, 3, or 4 for increasing output. Set to 0 to disable output +InfeasibleReturn: 0 # Set to 1 to return as soon as the problem is found to be infeasible (by default, an infeasibility proof is computed as well) +Scaling: 3 # 0 -off, 1 equilibrium, 2 geometric, 3 auto, 4 dynamic(later) +Perturbation: 100 # switch on perturbation (50), automatic (100), don't try perturbing (102) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml new file mode 100644 index 0000000000..8d37873eef --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml @@ -0,0 +1,10 @@ +# CPLEX Solver Parameters +Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. +Optimal_Tol: 1e-5 # Dual feasibility tolerances. +Pre_Solve: 1 # Controls presolve level. +TimeLimit: 110000 # Limits total time solver. +MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). +Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). +BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). +NumericFocus: 0 # Numerical precision emphasis. +SolutionType: 2 # Solution type for LP or QP. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml new file mode 100644 index 0000000000..31e98be1f7 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml @@ -0,0 +1,23 @@ +OverwriteResults: 0 # Overwrite existing results in output folder or create a new one; 0 = create new folder; 1 = overwrite existing results +PrintModel: 0 # Write the model formulation as an output; 0 = active; 1 = not active +NetworkExpansion: 1 # Transmission network expansionl; 0 = not active; 1 = active systemwide +Trans_Loss_Segments: 1 # Number of segments used in piecewise linear approximation of transmission losses; 1 = linear, >2 = piecewise quadratic +Reserves: 0 # Regulation (primary) and operating (secondary) reserves; 0 = not active, 1 = active systemwide +EnergyShareRequirement: 0 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide +CapacityReserveMargin: 0 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide +CO2Cap: 2 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = load + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint +StorageLosses: 1 # Energy Share Requirement and CO2 constraints account for energy lost; 0 = not active (DO NOT account for energy lost); 1 = active systemwide (DO account for energy lost) +MinCapReq: 1 # Activate minimum technology carveout constraints; 0 = not active; 1 = active +MaxCapReq: 0 # Activate maximum technology carveout constraints; 0 = not active; 1 = active +Solver: HiGHS # Available solvers: Gurobi, CPLEX, CLP, SCIP +ParameterScale: 1 # Turn on parameter scaling wherein load, capacity and power variables are defined in GW rather than MW. 0 = not active; 1 = active systemwide +WriteShadowPrices: 1 # Write shadow prices of LP or relaxed MILP; 0 = not active; 1 = active +UCommit: 2 # Unit committment of thermal power plants; 0 = not active; 1 = active using integer clestering; 2 = active using linearized clustering +OperationWrapping: 1 # Sets temporal resolution of the model; 0 = single period to represent the full year, with first-last time step linked; 1 = multiple representative periods +TimeDomainReductionFolder: "TDR_Results" # Directory name where results from time domain reduction will be saved. If results already exist here, these will be used without running time domain reduction script again. +TimeDomainReduction: 1 # Time domain reduce (i.e. cluster) inputs based on Load_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) +ModelingToGenerateAlternatives: 0 # Modeling to generate alternatives; 0 = not active; 1 = active. Note: produces a single solution as output +ModelingtoGenerateAlternativeSlack: 0.1 # Slack value as a fraction of least-cost objective in budget constraint used for evaluating alternative model solutions; positive float value +ModelingToGenerateAlternativeIterations: 3 # Number of MGA iterations with maximization and minimization objective +MultiStage: 0 # Multi-stage modeling; 0 if single-stage; 1 if multi-stage. +MethodofMorris: 0 #Flag for turning on the Method of Morris analysis diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml new file mode 100644 index 0000000000..fd4d9b8a83 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml @@ -0,0 +1,15 @@ +# Gurobi Solver Parameters +# Common solver settings +Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. +Optimal_Tol: 1e-5 # Dual feasibility tolerances. +TimeLimit: 110000 # Limits total time solver. +Pre_Solve: 1 # Controls presolve level. +Method: 4 # Algorithm used to solve continuous models (including MIP root relaxation). + +#Gurobi-specific solver settings +MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). +BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). +NumericFocus: 0 # Numerical precision emphasis. +Crossover: -1 # Barrier crossver strategy. +PreDual: 0 # Decides whether presolve should pass the primal or dual linear programming problem to the LP optimization algorithm. +AggFill: 10 # Allowed fill during presolve aggregation. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml new file mode 100644 index 0000000000..e4f1ad0245 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml @@ -0,0 +1,11 @@ +# HiGHS Solver Parameters +# Common solver settings +Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] +Optimal_Tol: 1.0e-05 # Dual feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] +TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] +Pre_Solve: choose # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] +Method: ipm #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] + +# run the crossover routine for ipx +# [type: string, advanced: "on", range: {"off", "on"}, default: "off"] +run_crossover: "on" diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml new file mode 100644 index 0000000000..2779d54826 --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml @@ -0,0 +1,5 @@ +# SCIP Solver Parameters + +#SCIP-specific solver settings +Dispverblevel: 0 +limitsgap: 0.05 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml new file mode 100644 index 0000000000..a1db56f2be --- /dev/null +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml @@ -0,0 +1,151 @@ +##### +# +# TIME DOMAIN REDUCTION SETTINGS +# +# Set parameters here that organize how your full timeseries +# data will be divided into representative period clusters. +# Ensure that time_domain_reduction is set to 1 in GenX_settings.yml +# before running. Run within GenX or use PreCluster.jl to test and +# examine representative period output before proceeding. +# Specify your data input directory as inpath within Run_test.jl +# or PreCluster.jl. +# +##### + + # - TimestepsPerRepPeriod + # Typically 168 timesteps (e.g., hours) per period, this designates + # the length of each representative period. +TimestepsPerRepPeriod: 168 + + # - ClusterMethod + # Either 'kmeans' or 'kmedoids', this designates the method used to cluster + # periods and determine each point's representative period. +ClusterMethod: 'kmeans' + + # - ScalingMethod + # Either 'N' or 'S', this designates directs the module to normalize ([0,1]) + # or standardize (mean 0, variance 1) the input data. +ScalingMethod: "S" + + # - MaxPeriods + # The maximum number of periods - both clustered periods and extreme periods - + # that may be used to represent the input data. If IterativelyAddPeriods is on and the + # error threshold is never met, this will be the total number of periods. +MaxPeriods: 11 + + # - MinPeriods + # The minimum number of periods used to represent the input data. If using + # UseExtremePeriods, this must be at least the number of extreme periods requests. If + # IterativelyAddPeriods if off, this will be the total number of periods. +MinPeriods: 8 + + # - IterativelyAddPeriods + # Either 'yes' or 'no', this designates whether or not to add periods + # until the error threshold between input data and represented data is met or the maximum + # number of periods is reached. +IterativelyAddPeriods: 1 + + # - IterateMethod + # Either 'cluster' or 'extreme', this designates whether to add clusters to + # the kmeans/kmedoids method or to set aside the worst-fitting periods as a new extreme periods. + # The default option is 'cluster'. +IterateMethod: "cluster" + + # - Threshold + # Iterative period addition will end if the period farthest (Euclidean Distance) + # from its representative period is within this percentage of the total possible error (for normalization) + # or ~95% of the total possible error (for standardization). E.g., for a threshold of 0.01, + # every period must be within 1% of the spread of possible error before the clustering + # iterations will terminate (or until the max number of periods is reached). +Threshold: 0.05 + + # - nReps + # The number of times to repeat each kmeans/kmedoids clustering at the same setting. +nReps: 100 + + # - LoadWeight + # Default 1, this is an optional multiplier on load columns in order to prioritize + # better fits for load profiles over resource capacity factor profiles. +LoadWeight: 1 + + # - WeightTotal + # Default 8760, the sum to which the relative weights of representative periods will be scaled. +WeightTotal: 8760 + + # - ClusterFuelPrices + # Either 1 (yes) or 0 (no), this indicates whether or not to use the fuel price + # time series in Fuels_data.csv in the clustering process. If 0, this function will still write + # Fuels_data_clustered.csv with reshaped fuel prices based on the number and size of the + # representative weeks, assuming a constant time series of fuel prices with length equal to the + # number of timesteps in the raw input data. +ClusterFuelPrices: 1 + + # - UseExtremePeriods + # Either 'yes' or 'no', this designates whether or not to include + # outliers (by performance or load/resource extreme) as their own representative periods. + # This setting automatically includes the periods with maximum load, minimum solar cf and + # minimum wind cf as extreme periods. +UseExtremePeriods: 1 + + # - MultiStageConcatenate + # (Only considered if MultiStage = 1 in genx_settings.yml) + # If 1, this designates that the model should time domain reduce the input data + # of all model stages together. Else if 0, the model will time domain reduce each + # stage separately +MultiStageConcatenate: 0 + +# STILL IN DEVELOPMENT - Currently just uses integral max load, integral min PV and wind. +# - ExtremePeriods +# Use this to define which periods to be included among the final representative periods +# as "Extreme Periods". +# Select by profile type: load ("Load"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). +# Select whether to examine these profiles by zone ("Zone") or across the whole system ("System"). +# Select whether to look for absolute max/min at the timestep level ("Absolute") +# or max/min sum across the period ("Integral"). +# Select whether you want the maximum ("Max") or minimum ("Min") (of the prior type) for each profile type. +ExtremePeriods: + Load: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 + System: + Absolute: + Max: 1 + Min: 0 + Integral: + Max: 0 + Min: 0 + PV: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 1 + System: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 + Wind: + Zone: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 1 + System: + Absolute: + Max: 0 + Min: 0 + Integral: + Max: 0 + Min: 0 diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 1904a3bfce..8a588cdd80 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -30,18 +30,7 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # Add Resource IDs after reading to prevent user errors gen_in[!,:R_ID] = 1:G - # Set of resources that have the dual fuel option - inputs_gen["THERM_DUAL"] = gen_in[gen_in.Fuel2.!="None",:R_ID] - inputs_gen["THERM_SING"] = gen_in[gen_in.Fuel2.=="None",:R_ID] - - # print error message if heat rate 2 is greater than 0 and fuel 2 does not exist ("None") - if !isempty(inputs_gen["THERM_SING"]) - for y in inputs_gen["THERM_SING"] - if gen_in[y, :Heat_Rate2_MMBTU_per_MWh] > 0 - error("Heat rate for fuel 2 must be zero when fuel 2 does not exist ('None')") - end - end - end + scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 ## Defining sets of generation and storage resources @@ -80,6 +69,14 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RETRO"] = gen_in[gen_in.RETRO.==1,:R_ID] + # Set of multi-fuel resources + if !("MULTI_FUELS" in names(gen_in)) + gen_in[!, "MULTI_FUELS"] = zero(gen_in[!, "R_ID"]) + end + + inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] + inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] + # Set of thermal generator resources if setup["UCommit"]>=1 # Set of thermal resources eligible for unit committment @@ -197,21 +194,16 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["C_Start"] = zeros(Float64, G, inputs_gen["T"]) end + # Fuel used by each resource, with possibility of dual fuel - fuel_type1 = gen_in[!,:Fuel] - fuel_type2 = gen_in[!,:Fuel2] + # fuel_type = gen_in[!,:Fuel] + # fuel_type2 = gen_in[!,:Fuel2] - # Fuel cost in $ per MMBTU - inputs_gen["C_Fuel_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) - inputs_gen["C_Fuel2_per_mmBtu"] = zeros(Float64, G, inputs_gen["T"]) for g in 1:G # NOTE: When Setup[ParameterScale] =1, fuel costs are scaled in fuels_data.csv, so no if condition needed to scale C_Fuel_per_MWh - inputs_gen["C_Fuel_per_mmBtu"][g,:] = fuel_costs[fuel_type1[g]] - inputs_gen["C_Fuel2_per_mmBtu"][g,:] = fuel_costs[fuel_type2[g]] - if g in inputs_gen["COMMIT"] # Start-up cost is sum of fixed cost per start plus cost of fuel consumed on startup. The cost of start_fuel si accounted for in fuel.jl inputs_gen["C_Start"][g,:] .= gen_in[g,:Cap_Size] * start_cost[g] @@ -219,5 +211,40 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end end + + # Multi Fuels Information + + if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data + + inputs_gen["NUM_FUELS"] = gen_in[!,:Num_Fuels] # Number of fuels that this resource can use + max_fuels = maximum(inputs_gen["NUM_FUELS"]) + fuel_cols = [ Symbol(string("Fuel",i)) for i in 1:max_fuels ] + heat_rate_cols = [ Symbol(string("Heat_Rate",i, "_MMBTU_per_MWh")) for i in 1:max_fuels ] + max_cofire_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level")) for i in 1:max_fuels ] + min_cofire_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level")) for i in 1:max_fuels ] + fuel_types = [ gen_in[!,f] for f in fuel_cols ] + heat_rates = [ gen_in[!,f] for f in heat_rate_cols ] + max_cofire = [ gen_in[!,f] for f in max_cofire_cols ] + min_cofire = [ gen_in[!,f] for f in min_cofire_cols ] + inputs_gen["HEAT_RATES"] = heat_rates + inputs_gen["MAX_COFIRE"] = max_cofire + inputs_gen["MIN_COFIRE"] = min_cofire + inputs_gen["FUEL_TYPES"] = fuel_types + inputs_gen["FUEL_COLS"] = fuel_cols + inputs_gen["MAX_NUM_FUELS"] = max_fuels + + # check whether non-zero heat rates are used for resources that only use a single fuel + for i in 1:max_fuels + for hr in heat_rates[i][inputs_gen["SINGLE_FUEL"]] + if hr > 0 + error("Heat rates for multi fuels must be zero when only one fuel is used") + end + end + end + + + + end + println(filename * " Successfully Read!") end diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 684a238bcf..1ec72326a3 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -23,44 +23,49 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones - THERM_COMMIT = inputs["THERM_COMMIT"] + MULTI_FUELS = inputs["MULTI_FUELS"] + SINGLE_FUEL = inputs["SINGLE_FUEL"] + dfGen.Biomass = "Biomass" in names(dfGen) ? dfGen.Biomass : zeros(Int, nrow(dfGen)) + dfGen.CO2_Capture_Rate = "CO2_Capture_Rate" in names(dfGen) ? dfGen.CO2_Capture_Rate : zeros(Int, nrow(dfGen)) scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 - dfGen.BECCS = "BECCS" in names(dfGen) ? dfGen.BECCS : zeros(Int, nrow(dfGen)) ### Expressions ### # CO2 emissions from power plants in "Generator_data.csv" - if setup["CO2Capture"] == 0 - @expression(EP, eEmissionsByPlant[y in 1:G, t = 1:T], - if y in THERM_COMMIT - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + - (EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + # if all the CO2 capture rates from generator data are zeros, the CO2 emissions from thermal generators are determined by fuel consumptiono times CO2 content per MMBTU + if all(x -> x == 0, dfGen.CO2_Capture_Rate) + @expression(EP, eEmissionsByPlant[y = 1:G, t = 1:T], + if y in SINGLE_FUEL + (1-dfGen.Biomass[y]) *(EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] else - (EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + sum(((1-dfGen.Biomass[y]) *(EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) * inputs["fuel_CO2"][dfGen[y,inputs["FUEL_COLS"][i]]]) for i = 1:inputs["MAX_NUM_FUELS"]) end) - - else # setup["CO2Capture"] == 1 - @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], - if y in THERM_COMMIT - ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + - EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + else + @expression(EP, eEmissionsByPlant[y = 1:G, t=1:T], + if y in SINGLE_FUEL + ((1-dfGen.Biomass[y]) - dfGen[!, :CO2_Capture_Rate][y]) * + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel]]) else - ((1-dfGen.BECCS[y]) - dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + sum((((1-dfGen.Biomass[y]) - dfGen[!, :CO2_Capture_Rate][y]) * + (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) * + inputs["fuel_CO2"][dfGen[y,inputs["FUEL_COLS"][i]]]) for i = 1:inputs["MAX_NUM_FUELS"]) end) + # CO2 captured from power plants in "Generator_data.csv" - @expression(EP, eEmissionsCaptureByPlant[y=1:G, t=1:T], - if y in THERM_COMMIT + @expression(EP, eEmissionsCaptureByPlant[y in SINGLE_FUEL, t=1:T], + if y in SINGLE_FUEL (dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]] + - EP[:vFuel2][y, t] * inputs["fuel_CO2"][dfGen[y,:Fuel2]]) + ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + inputs["fuel_CO2"][dfGen[y,:Fuel]]) else - (dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) + sum((dfGen[!, :CO2_Capture_Rate][y] * + (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) * + inputs["fuel_CO2"][dfGen[y,inputs["FUEL_COLS"][i]]]) for i = 1:inputs["MAX_NUM_FUELS"]) end) + # annual captured emissions by plant @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] for t in 1:T)) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index c4a3716907..2a41de44a3 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -26,92 +26,123 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) Z = inputs["Z"] # Number of zones G = inputs["G"] THERM_COMMIT = inputs["THERM_COMMIT"] - THERM_NO_COMMIT = inputs["THERM_NO_COMMIT"] THERM_ALL = inputs["THERM_ALL"] - THERM_DUAL = inputs["THERM_DUAL"] + MULTI_FUELS = inputs["MULTI_FUELS"] + SINGLE_FUEL = inputs["SINGLE_FUEL"] FUEL = length(inputs["fuels"]) # create variable for fuel consumption for output - # two variables for two fuel types respectively - @variable(EP, vFuel[y in 1:G, t = 1:T] >= 0) # unit: mmBtu or kmmbtu - @variable(EP, vFuel2[y in THERM_ALL, t = 1:T] >= 0) # fuel 2 is only allowed for thermal generators + + # unit: mmBtu or kmmbtu + # for resources that only use a single fuel + @variable(EP, vFuel[y in SINGLE_FUEL, t = 1:T] >= 0) + @variable(EP, vStartFuel[y in SINGLE_FUEL, t = 1:T] >= 0) + + # for resources that use multi fuels + # vMulFuels[y, f, t]: y - resource ID; f - fuel ID; t: time + @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) + @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) ### Expressions #### # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) # if unit commitment is modelled - @expression(EP, eStartFuel[y in 1:G, t = 1:T], - if y in THERM_COMMIT - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * - dfGen[y,:Start_Fuel_MMBTU_per_MW]) - else - 1*EP[:vZERO] - end) - - @expression(EP, ePlantFuel[y in 1:G, t = 1:T], - (EP[:vFuel][y, t] + EP[:eStartFuel][y, t])) - @expression(EP, ePlantFuel2[y in 1:G, t = 1:T], - if y in THERM_ALL - EP[:vFuel2][y, t] - else - 1*EP[:vZERO] - end) + # change start fuel from expression to variable and add constraints on these variables + # @expression(EP, eStartFuel_single[y in SINGLE_FUEL, t = 1:T], + # if y in THERM_COMMIT + # (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * + # dfGen[y,:Start_Fuel_MMBTU_per_MW]) + # else + # 1*EP[:vZERO] + # end) + + # @expression(EP, eStartFuel_multi[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T], + # if y in THERM_COMMIT + # (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * + # dfGen[y,:Start_Fuel_MMBTU_per_MW]) + # else + # 1*EP[:vZERO] + # end) + # time-series fuel consumption by plant and fuel type + @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) + ) + # annual fuel consumption by plant and fuel type + @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:ePlantFuel_multi][y, i, t] for t in 1:T)) + + + # time-series fuel consumption by plant + @expression(EP, ePlantFuel[y in 1:G, t = 1:T], + if y in SINGLE_FUEL # for single fuel plants + (EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) + else # for multi fuel plants + sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"]) + end) + # annual fuel consumption by plant @expression(EP, ePlantFuelConsumptionYear[y in 1:G], sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) - @expression(EP, ePlantFuel2ConsumptionYear[y in THERM_ALL], - sum(inputs["omega"][t] * EP[:ePlantFuel2][y, t] for t in 1:T)) + + + # time-series consumption by fuel type + # single fuel + @expression(EP, eFuelConsumption_single[f in 1:FUEL, t in 1:T], + sum(EP[:ePlantFuel][y, t] for y in intersect(dfGen[dfGen[!,:Fuel] .== string(inputs["fuels"][f]) ,:R_ID], SINGLE_FUEL)) + ) + + # multi fuels + @expression(EP, eFuelConsumption_multi[f in 1:FUEL, t in 1:T], + sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id + for i in 1:inputs["MAX_NUM_FUELS"], + y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) + ) + + @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], - sum(EP[:ePlantFuel][y, t] - for y in dfGen[dfGen[!,:Fuel] .== string(inputs["fuels"][f]) ,:R_ID])) - @expression(EP, eFuel2Consumption[f in 1:FUEL, t in 1:T], - sum(EP[:ePlantFuel2][y, t] - for y in dfGen[dfGen[!,:Fuel2] .== string(inputs["fuels"][f]) ,:R_ID])) + eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t]) @expression(EP, eFuelConsumptionYear[f in 1:FUEL], sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) - @expression(EP, eFuel2ConsumptionYear[f in 1:FUEL], - sum(inputs["omega"][t] * EP[:eFuel2Consumption][f, t] for t in 1:T)) + + + # fuel_cost is in $/MMBTU (k$/MMBTU or M$/kMMBTU if scaled) # vFuel is MMBTU (or kMMBTU if scaled) # therefore eCFuel_out is $ or Million$) - @expression(EP, eCFuel_out[y = 1:G, t = 1:T], - (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t])) - @expression(EP, eCFuel2_out[y in THERM_ALL, t = 1:T], - (inputs["fuel_costs"][dfGen[y,:Fuel2]][t] * EP[:ePlantFuel2][y, t])) - # plant level total fuel cost for output - # merge fuel 1 and fuel 2 at this point - @expression(EP, ePlantCFuel1Out[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) - @expression(EP, ePlantCFuel2Out[y in THERM_ALL], - sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T)) - @expression(EP, ePlantCFuelOut[y = 1:G], - if y in THERM_ALL - sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["omega"][t] * EP[:eCFuel2_out][y, t] for t in 1:T) + # time-series fuel consumption by plant and fuel type + @expression(EP, eCFuel_out_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) + ) + + # annual plant level fuel cost by fuel type + @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:eCFuel_out_multi][y, i, t] for t in 1:T)) + + + # time-series fuel consumption at each plant + @expression(EP, eCFuel_out[y = 1:G, t = 1:T], + if y in SINGLE_FUEL + inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t] else - sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T) + sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"] ) end) + + # annual plant level total fuel cost for output + @expression(EP, ePlantCFuelOut[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuel_out][y, t] for t in 1:T)) # zonal level total fuel cost for output @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) - - @expression(EP,eFuelBlending[y=1:G,t=1:T], - if y in THERM_ALL - if setup["PieceWiseHeatRate"]==1 - EP[:vFuel2][y, t] - else - EP[:vFuel][y, t]*dfGen[y, :Heat_Rate2_MMBTU_per_MWh] + EP[:vFuel2][y, t]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] - EP[:vP][y, t]*dfGen[y, :Heat_Rate2_MMBTU_per_MWh]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] - end - else - # no second fuel used for non-thermal units - EP[:vFuel][y,t] - EP[:vP][y,t]*dfGen[y, :Heat_Rate_MMBTU_per_MWh] - end - ) + + + + ## check this with Filippo @expression(EP,eFuelSwapping[y=1:G,t=1:T], if y in THERM_ALL && setup["PieceWiseHeatRate"]!=1 && dfGen[y, :Heat_Rate_MMBTU_per_MWh]>0 && dfGen[y, :Heat_Rate2_MMBTU_per_MWh]==0 @@ -129,37 +160,65 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) EP[:vZERO] end ) - - ### Constraint ### - @constraint(EP, cFuelBlend[y=1:G, t = 1:T], eFuelBlending[y,t] == 0) - @constraint(EP, cFuelSwap[y=1:G, t = 1:T], eFuelSwapping[y,t] == 0) - if !isempty(THERM_DUAL) - # Add constraints on heat input from fuel 2 (EPA cofiring requirements) - # fuel2/heat rate >= min_cofire_level * total power - # fuel2/heat rate <= max_cofire_level * total power without retrofit - @constraint(EP, cMinCofire[y in THERM_DUAL, t = 1:T], - EP[:vFuel2][y, t] >= EP[:vP][y, t] * dfGen[y, :Min_Cofire_Level] * dfGen[y, :Heat_Rate2_MMBTU_per_MWh]) - @constraint(EP, cMaxCofire[y in THERM_DUAL, t = 1:T], - EP[:vFuel2][y, t] <= EP[:vP][y, t] * dfGen[y, :Max_Cofire_Level] * dfGen[y, :Heat_Rate2_MMBTU_per_MWh]) - end + ### Constraint ### + # power ouput + @constraint(EP, cFuelCalculation_single[y in intersect(SINGLE_FUEL,setdiff(collect(1:G), THERM_COMMIT)), t = 1:T], + EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0 + ) + @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS,setdiff(collect(1:G), THERM_COMMIT)), t = 1:T], + sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] == 0 + ) if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 - # Piecewise heat rate UC only for starup? + # multi fuel is not included here + # Piecewise heat rate UC @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] + EP[:vFuel2][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) + else + @constraint(EP, cFuelCalculationCommit_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], + EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] .== 0 + ) + @constraint(EP, FuelCalculationCommit_multi[y in intersect(MULTI_FUELS, THERM_COMMIT), t = 1:T], + sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] .== 0 + ) end end + # start up fuel use + @expression(EP, cStartFuel_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], + EP[:vStartFuel][y, t] - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 + ) + + @expression(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], + sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 + ) + + # cofire + if !isempty(MULTI_FUELS) + # Add constraints on heat input from fuels (EPA cofiring requirements) + # for example, + # fuel2/heat rate >= min_cofire_level * total power + # fuel2/heat rate <= max_cofire_level * total power without retrofit + + @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + EP[:vMulFuels][y, i, t] >= EP[:vP][y, t] * inputs["MIN_COFIRE"][i][y] * inputs["HEAT_RATES"][i][y] + ) + @constraint(EP, cMaxCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + EP[:vMulFuels][y, i, t] <= EP[:vP][y, t] * inputs["MAX_COFIRE"][i][y] * inputs["HEAT_RATES"][i][y] + ) + end + + return EP -end +end \ No newline at end of file diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index ba7f325d4b..15055da9bb 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -18,48 +18,65 @@ received this license file. If not, see . write fuel consumption of each power plant. """ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) + dfGen = inputs["dfGen"] G = inputs["G"] T = inputs["T"] # Number of time steps (hours) - THERM_ALL = inputs["THERM_ALL"] + SINGLE_FUEL = inputs["SINGLE_FUEL"] + MULTI_FUELS = inputs["MULTI_FUELS"] + println("writ out fuel consumption") + # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], Fuel = dfGen[!, :Fuel], AnnualSum_Fuel_HeatInput = zeros(G), AnnualSum_Fuel_Cost = zeros(G), - Fuel2 = dfGen[!, :Fuel2], - AnnualSum_Fuel2_HeatInput = zeros(G), - AnnualSum_Fuel2_Cost = zeros(G)) + ) + println(dfPlantFuel) + # for i = 1:inputs["MAX_NUM_FUELS"] + # dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] + # dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = zeros(G) + # dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = zeros(G) + # end tempannualsum_Fuel_heat = value.(EP[:ePlantFuelConsumptionYear]) tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) - tempannualsum_fuel2_heat = zeros(G); - tempannualsum_fuel2_heat[THERM_ALL] = value.(EP[:ePlantFuel2ConsumptionYear].data); - tempannualsum_fuel2_cost = zeros(G); - tempannualsum_fuel2_cost[THERM_ALL] = value.(EP[:ePlantCFuel2Out].data) if setup["ParameterScale"] == 1 tempannualsum_Fuel_heat *= ModelScalingFactor # kMMBTU to MMBTU - tempannualsum_fuel2_heat *= ModelScalingFactor tempannualsum_Fuel_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ - tempannualsum_fuel2_cost *= ModelScalingFactor * ModelScalingFactor end tempannualsum_Fuel_heat = round.(tempannualsum_Fuel_heat, digits = 2) tempannualsum_Fuel_cost = round.(tempannualsum_Fuel_cost, digits = 2) - tempannualsum_fuel2_heat = round.(tempannualsum_fuel2_heat, digits = 2) - tempannualsum_fuel2_cost = round.(tempannualsum_fuel2_cost, digits = 2) dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost - dfPlantFuel.AnnualSum_Fuel2_HeatInput = tempannualsum_fuel2_heat - dfPlantFuel.AnnualSum_Fuel2_Cost = tempannualsum_fuel2_cost + println("all single is fine") + + for i = 1:inputs["MAX_NUM_FUELS"] + println(i) + println(value.(EP[:ePlantFuelConsumptionYear_multi])) + tempannualsum_fuel_heat_multi = zeros(G); + tempannualsum_fuel_heat_multi[MULTI_FUELS] = value.(EP[:ePlantFuelConsumptionYear_multi][:,i]) + tempannualsum_fuel_cost_multi = zeros(G) + tempannualsum_fuel_cost_multi[MULTI_FUELS] = value.(EP[:ePlantCFuelOut_multi][:,i]) + if setup["ParameterScale"] == 1 + tempannualsum_fuel_heat_multi *= ModelScalingFactor + tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor + end + tempannualsum_fuel_heat_multi = round.(tempannualsum_fuel_heat_multi, digits = 2) + tempannualsum_fuel_cost_multi = round.(tempannualsum_fuel_cost_multi, digits = 2) + dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = tempannualsum_fuel_heat_multi + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi + end CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) # Fuel consumption by each resource per time step dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) - tempts = value.(EP[:ePlantFuel]) + value.(EP[:ePlantFuel2]) ## fuel consumption at mmbtu + tempts = value.(EP[:ePlantFuel]) ## fuel consumption at mmbtu if setup["ParameterScale"] == 1 tempts *= ModelScalingFactor # kMMBTU to MMBTU end From f06db586bcfd78ea5fadafcd7b3f978e352fb81e Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 23 Aug 2023 16:12:42 -0400 Subject: [PATCH 14/55] changes when writing outputs include multiple fuels in write_fuel_consumption separate consumption and costs of fuels during startup and normal operations when writing outputs --- src/model/core/discharge/discharge.jl | 2 +- src/model/core/fuel.jl | 45 ++++++++----------- src/write_outputs/write_costs.jl | 50 +++++++++++++++------ src/write_outputs/write_fuel_consumption.jl | 44 ++++++++---------- src/write_outputs/write_net_revenue.jl | 10 +---- 5 files changed, 76 insertions(+), 75 deletions(-) diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index ec188d0164..efd3fb41e4 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -18,7 +18,7 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps Z = inputs["Z"] # Number of zones - THERM_COMMIT = inputs["THERM_COMMIT"] + ### Variables ### # Energy injected into the grid by resource "y" at hour "t" diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 2a41de44a3..cdb5dfb5d4 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -44,26 +44,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) ### Expressions #### - # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) - # if unit commitment is modelled - - # change start fuel from expression to variable and add constraints on these variables - # @expression(EP, eStartFuel_single[y in SINGLE_FUEL, t = 1:T], - # if y in THERM_COMMIT - # (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * - # dfGen[y,:Start_Fuel_MMBTU_per_MW]) - # else - # 1*EP[:vZERO] - # end) - - # @expression(EP, eStartFuel_multi[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T], - # if y in THERM_COMMIT - # (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * - # dfGen[y,:Start_Fuel_MMBTU_per_MW]) - # else - # 1*EP[:vZERO] - # end) - + # time-series fuel consumption by plant and fuel type @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) @@ -92,14 +73,12 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ) # multi fuels - @expression(EP, eFuelConsumption_multi[f in 1:FUEL, t in 1:T], sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id for i in 1:inputs["MAX_NUM_FUELS"], y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) ) - @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t]) @@ -107,12 +86,24 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) - - # fuel_cost is in $/MMBTU (k$/MMBTU or M$/kMMBTU if scaled) # vFuel is MMBTU (or kMMBTU if scaled) # therefore eCFuel_out is $ or Million$) + # start up cost + @expression(EP, eCFuelStart[y = 1:G, t = 1:T], + if y in SINGLE_FUEL + (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vStartFuel][y, t]) + else + sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + end) + # plant level start-up fuel cost for output + @expression(EP, ePlantCFuelStart[y = 1:G], + sum(inputs["omega"][t] * EP[:eCFuelStart][y, t] for t in 1:T)) + # zonal level total fuel cost for output + @expression(EP, eZonalCFuelStart[z = 1:Z], EP[:vZERO] + + sum(EP[:ePlantCFuelStart][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) + # time-series fuel consumption by plant and fuel type @expression(EP, eCFuel_out_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], @@ -129,7 +120,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if y in SINGLE_FUEL inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t] else - sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"] ) + sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"] ) end) # annual plant level total fuel cost for output @@ -138,7 +129,9 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # zonal level total fuel cost for output @expression(EP, eTotalCFuelOut, sum(EP[:ePlantCFuelOut][y] for y in 1:G)) - add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut]) + @expression(EP, eTotalCFuelStart, sum(EP[:eZonalCFuelStart][z] for z in 1:Z)) + + add_to_expression!(EP[:eObj], EP[:eTotalCFuelOut] + EP[:eTotalCFuelStart]) diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index 0ad478943d..81e61f953a 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -10,56 +10,68 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) Z = inputs["Z"] # Number of zones T = inputs["T"] # Number of time steps (hours) - dfCost = DataFrame(Costs = ["cTotal", "cFix", "cVar", "cNSE", "cStart", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty"]) - cVar = value(EP[:eTotalCVarOut])+ value.(EP[:eTotalCFuelOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) + dfCost = DataFrame(Costs = ["cTotal", "cFix", "cVar", "cFuel" ,"cNSE", "cStart", "cStartFuel", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty", "cCO2"]) + cVar = value(EP[:eTotalCVarOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) + cFuel = value.(EP[:eTotalCFuelOut]) cFix = value(EP[:eTotalCFix]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCFixEnergy]) : 0.0) + (!isempty(inputs["STOR_ASYMMETRIC"]) ? value(EP[:eTotalCFixCharge]) : 0.0) - dfCost[!,Symbol("Total")] = [value(EP[:eObj]), cFix, cVar, value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0] + dfCost[!,Symbol("Total")] = [value(EP[:eObj]), cFix, cVar, cFuel,value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] if setup["ParameterScale"] == 1 dfCost.Total *= ModelScalingFactor^2 end if setup["UCommit"]>=1 - dfCost[5,2] = value(EP[:eTotalCStart]) + dfCost[6,2] = value(EP[:eTotalCStart]) + dfCost[7,2] = value(EP[:eTotalCFuelStart]) end if setup["Reserves"]==1 - dfCost[6,2] = value(EP[:eTotalCRsvPen]) + dfCost[8,2] = value(EP[:eTotalCRsvPen]) end if setup["NetworkExpansion"] == 1 && Z > 1 - dfCost[7,2] = value(EP[:eTotalCNetworkExp]) + dfCost[9,2] = value(EP[:eTotalCNetworkExp]) end if haskey(inputs, "dfCapRes_slack") - dfCost[8,2] += value(EP[:eCTotalCapResSlack]) + dfCost[10,2] += value(EP[:eCTotalCapResSlack]) end if haskey(inputs, "dfESR_slack") - dfCost[8,2] += value(EP[:eCTotalESRSlack]) + dfCost[10,2] += value(EP[:eCTotalESRSlack]) end if haskey(inputs, "dfCO2Cap_slack") - dfCost[8,2] += value(EP[:eCTotalCO2CapSlack]) + dfCost[10,2] += value(EP[:eCTotalCO2CapSlack]) end if haskey(inputs, "MinCapPriceCap") - dfCost[8,2] += value(EP[:eTotalCMinCapSlack]) + dfCost[10,2] += value(EP[:eTotalCMinCapSlack]) end + if any(x -> x != 0, dfGen.CO2_Capture_Rate) + dfCost[11,2] += value(EP[:eTotaleCCO2Sequestration]) + end + if setup["ParameterScale"] == 1 dfCost[5,2] *= ModelScalingFactor^2 dfCost[6,2] *= ModelScalingFactor^2 dfCost[7,2] *= ModelScalingFactor^2 dfCost[8,2] *= ModelScalingFactor^2 + dfCost[9,2] *= ModelScalingFactor^2 + dfCost[10,2] *= ModelScalingFactor^2 + dfCost[11,2] *= ModelScalingFactor^2 end for z in 1:Z tempCTotal = 0.0 tempCFix = 0.0 tempCVar = 0.0 + tempCFuel = 0.0 tempCStart = 0.0 + tempCStartFuel = 0.0 tempCNSE = 0.0 + tempCCO2 = 0.0 Y_ZONE = dfGen[dfGen[!,:Zone].==z,:R_ID] STOR_ALL_ZONE = intersect(inputs["STOR_ALL"], Y_ZONE) @@ -72,10 +84,10 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCTotal += eCFix tempCVar = sum(value.(EP[:eCVar_out][Y_ZONE,:])) - CVar_fuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) - tempCVar += CVar_fuel - tempCTotal += tempCVar + + tempCFuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) + tempCTotal += tempCFuel if !isempty(STOR_ALL_ZONE) eCVar_in = sum(value.(EP[:eCVar_in][STOR_ALL_ZONE,:])) @@ -98,21 +110,31 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) if setup["UCommit"] >= 1 eCStart = sum(value.(EP[:eCStart][COMMIT_ZONE,:])) + eCStartFuel = sum(value.(EP[:ePlantCFuelStart][COMMIT_ZONE,:])) tempCStart += eCStart + tempCStartFuel += eCStartFuel tempCTotal += eCStart + tempCTotal += eCStartFuel end tempCNSE = sum(value.(EP[:eCNSE][:,:,z])) tempCTotal += tempCNSE + if any(x -> x != 0, dfGen.CO2_Capture_Rate) + tempCCO2 = sum(value.(EP[:ePlantCCO2Sequestration][Y_ZONE,:])) + tempCTotal += tempCCO2 + end + if setup["ParameterScale"] == 1 tempCTotal *= ModelScalingFactor^2 tempCFix *= ModelScalingFactor^2 tempCVar *= ModelScalingFactor^2 + tempCFuel *= ModelScalingFactor^2 tempCNSE *= ModelScalingFactor^2 tempCStart *= ModelScalingFactor^2 + tempCStartFuel *= ModelScalingFactor^2 end - dfCost[!,Symbol("Zone$z")] = [tempCTotal, tempCFix, tempCVar, tempCNSE, tempCStart, "-", "-", "-"] + dfCost[!,Symbol("Zone$z")] = [tempCTotal, tempCFix, tempCVar, tempCFuel,tempCNSE, tempCStart,tempCStartFuel, "-", "-", "-", tempCCO2] end CSV.write(joinpath(path, "costs.csv"), dfCost) end diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 15055da9bb..6f46668a15 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -24,7 +24,6 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, T = inputs["T"] # Number of time steps (hours) SINGLE_FUEL = inputs["SINGLE_FUEL"] MULTI_FUELS = inputs["MULTI_FUELS"] - println("writ out fuel consumption") # Fuel consumption by each resource dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], @@ -33,15 +32,9 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, AnnualSum_Fuel_HeatInput = zeros(G), AnnualSum_Fuel_Cost = zeros(G), ) - println(dfPlantFuel) - # for i = 1:inputs["MAX_NUM_FUELS"] - # dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] - # dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = zeros(G) - # dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = zeros(G) - # end tempannualsum_Fuel_heat = value.(EP[:ePlantFuelConsumptionYear]) - tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) + tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) + value.(EP[:ePlantCFuelStart]) if setup["ParameterScale"] == 1 tempannualsum_Fuel_heat *= ModelScalingFactor # kMMBTU to MMBTU @@ -51,16 +44,15 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, tempannualsum_Fuel_cost = round.(tempannualsum_Fuel_cost, digits = 2) dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat - dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost - println("all single is fine") + dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost for i = 1:inputs["MAX_NUM_FUELS"] - println(i) - println(value.(EP[:ePlantFuelConsumptionYear_multi])) tempannualsum_fuel_heat_multi = zeros(G); - tempannualsum_fuel_heat_multi[MULTI_FUELS] = value.(EP[:ePlantFuelConsumptionYear_multi][:,i]) tempannualsum_fuel_cost_multi = zeros(G) - tempannualsum_fuel_cost_multi[MULTI_FUELS] = value.(EP[:ePlantCFuelOut_multi][:,i]) + for g in MULTI_FUELS + tempannualsum_fuel_heat_multi[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) + tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) + end if setup["ParameterScale"] == 1 tempannualsum_fuel_heat_multi *= ModelScalingFactor tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor @@ -89,16 +81,16 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, - # # types of fuel - # fuel_types = inputs["fuels"] - # fuel_number = length(fuel_types) - # dfFuel = DataFrame(Fuel = fuel_types, - # AnnualSum_mmbtu = zeros(fuel_number)) - # tempannualsum = value.(EP[:eFuelConsumptionYear]) + value.(EP[:eFuel2ConsumptionYear]) - # if setup["ParameterScale"] == 1 - # tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU - # end - # tempannualsum = round.(tempannualsum, digits = 2) - # dfFuel.AnnualSum_mmbtu .+= tempannualsum - # CSV.write(joinpath(path,"FuelConsumption.csv"), dfFuel) + # types of fuel + fuel_types = inputs["fuels"] + fuel_number = length(fuel_types) + dfFuel = DataFrame(Fuel = fuel_types, + AnnualSum_mmbtu = zeros(fuel_number)) + tempannualsum = value.(EP[:eFuelConsumptionYear]) + if setup["ParameterScale"] == 1 + tempannualsum *= ModelScalingFactor # kMMBTU to MMBTU + end + tempannualsum = round.(tempannualsum, digits = 2) + dfFuel.AnnualSum_mmbtu .+= tempannualsum + CSV.write(joinpath(path,"FuelConsumption.csv"), dfFuel) end diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index f5a3a6174c..ab4ced2f9d 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -10,7 +10,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: G = inputs["G"] # Number of generators COMMIT = inputs["COMMIT"] # Thermal units for unit commitment STOR_ALL = inputs["STOR_ALL"] - THERM_COMMIT = inputs["THERM_COMMIT"] + # Create a NetRevenue dataframe dfNetRevenue = DataFrame(region = dfGen[!,:region], Resource = inputs["RESOURCES"], zone = dfGen[!,:Zone], Cluster = dfGen[!,:cluster], R_ID = dfGen[!,:R_ID]) @@ -33,13 +33,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: end # Add fuel cost to the dataframe - dfNetRevenue.Fuel_cost = inputs["C_Fuel_per_mmBtu"] .* value.(EP[:vFuel]) * inputs["omega"] - dfNetRevenue.Fuel2_cost = zeros(nrow(dfNetRevenue)) - dfNetRevenue.Fuel2_cost[THERM_COMMIT] = inputs["C_Fuel2_per_mmBtu"][THERM_COMMIT] .* (value.(EP[:vFuel2][THERM_COMMIT,:]).data) * inputs["omega"] - dfNetRevenue.Fuel_cost = dfNetRevenue.Fuel_cost .+ dfNetRevenue.Fuel2_cost - - - # dfNetRevenue.Fuel_cost[THERM_NO_COMMIT] = inputs["C_Fuel_per_mmBtu"][THERM_NO_COMMIT] .* value.(EP[:vFuel][THERM_NO_COMMIT,:]) * inputs["omega"] + dfNetRevenue.Fuel_cost .= value.(EP[:eTotalCFuelOut]) + value.(EP[:eTotalCFuelStart]) if setup["ParameterScale"] == 1 dfNetRevenue.Fuel_cost *= ModelScalingFactor^2 # converting Million US$ to US$ end From d3e14cc94cfc76f1da8f067ff262dd09fb222654 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 25 Aug 2023 10:28:55 -0400 Subject: [PATCH 15/55] Add documentation about multi fuel in fuel.jl add descriptions and math for multi fuels --- src/model/core/fuel.jl | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index cdb5dfb5d4..4dba5ead22 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -17,6 +17,36 @@ received this license file. If not, see . @doc raw""" fuel!(EP::Model, inputs::Dict, setup::Dict) this module calculate the fuel consumption and the fuel cost + + + To enable resources to use multiple fuels during both startup and normal operational processes, three additional variables were added: + fuel $i$ consumption by plant $y$ at time $t$ ($vMulFuel_{y,i,t}$); startup fuel consumption for single-fuel plants ($vStartFuel_{y,t}$); and startup fuel consumption for multi-fuel plants ($vMulStartFuel_{y,i,t}$). By making startup fuel consumption variables, the model can choose the startup fuel to meet the constraints. + + + For plants using multiple fuels: + + During startup, heat input from multiple startup fuels are equal to startup fuel requirements in plant $y$ at time $t$: $StartFuelMMBTUperMW$ times $Capsize$. + ```math + \begin{aligned} + \sum_{i \in \mathcal{I} } vMulStartFuels_{y, i, t}= CapSize_{y} \times StartFuelMMBTUperMW_{y} \times vSTART_{y,t} + \end{aligned} + ``` + During normal operation, the sum of fuel consumptions from multiple fuels dividing by the correspnding heat rates, respectively, is equal to $vPower$ in plant $y$ at time $t$. + ```math + \begin{aligned} + \sum_{i \in \mathcal{I} } \frac{vMulFuels_{y, i, t}} {HeatRate_{i,y} } = vPower_{y,t} + \end{aligned} + ``` + There are also constraints on how much heat input each fuel can provide, which are specified by $MinCofire$ and $MaxCofire$. + ```math + \begin{aligned} + vMulFuels_{y, i, t} >= vPower_{y,t} \times MinCofire_{i} + \end{aligned} + + \begin{aligned} + vMulFuels_{y, i, t} <= vPower_{y,t} \times MaxCofire_{i} + \end{aligned} + ``` """ function fuel!(EP::Model, inputs::Dict, setup::Dict) From 56ddfecc3f2a634cae6820b6adc9f9d9ea2cd741 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 25 Aug 2023 10:48:41 -0400 Subject: [PATCH 16/55] Update Generators_data.csv make heat rates 0 for non-thermal resources add conditional evaluation to fuel.jl and write_fueL_consumption so that the model can run when multi_fuel does not exist. --- .../ThreeZones_Multi_Fuel/Generators_data.csv | 14 +-- src/model/core/fuel.jl | 92 +++++++++++-------- src/write_outputs/write_fuel_consumption.jl | 33 +++---- 3 files changed, 77 insertions(+), 62 deletions(-) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv index f39da51d95..7051d7f2b9 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv @@ -1,11 +1,11 @@ Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,MULTI_FUELS,Num_Fuels,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,MA_NG,7.43,0.125,0.125,MA_H2,8,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,CT_NG,7.12,0,0.125,CT_H2,8,0,0.125,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,ME_NG,12.62,0.125,0.125,ME_H2,13,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,MA_NG,7.43,0,1,MA_H2,8,0,0.125,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 +MA_solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,CT_NG,7.12,0,1,CT_H2,8,0,0.125,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 +CT_onshore_wind,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 +CT_solar_pv,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,ME_NG,12.62,0,1,ME_H2,13,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 +ME_onshore_wind,3,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 MA_battery,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 CT_battery,2,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 ME_battery,3,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 4dba5ead22..8892ccfb8c 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -70,19 +70,22 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for resources that use multi fuels # vMulFuels[y, f, t]: y - resource ID; f - fuel ID; t: time - @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) - @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) + if !isempty(MULTI_FUELS) + @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) + @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) + end ### Expressions #### # time-series fuel consumption by plant and fuel type - @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) - ) - # annual fuel consumption by plant and fuel type - @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:ePlantFuel_multi][y, i, t] for t in 1:T)) - + if !isempty(MULTI_FUELS) + @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) + ) + # annual fuel consumption by plant and fuel type + @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:ePlantFuel_multi][y, i, t] for t in 1:T)) + end # time-series fuel consumption by plant @expression(EP, ePlantFuel[y in 1:G, t = 1:T], @@ -103,14 +106,20 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ) # multi fuels - @expression(EP, eFuelConsumption_multi[f in 1:FUEL, t in 1:T], - sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id - for i in 1:inputs["MAX_NUM_FUELS"], - y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) - ) + if !isempty(MULTI_FUELS) + @expression(EP, eFuelConsumption_multi[f in 1:FUEL, t in 1:T], + sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id + for i in 1:inputs["MAX_NUM_FUELS"], + y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) + ) + end @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], - eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t]) + if !isempty(MULTI_FUELS) + eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t] + else + eFuelConsumption_single[f,t] + end) @expression(EP, eFuelConsumptionYear[f in 1:FUEL], sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) @@ -135,14 +144,16 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) sum(EP[:ePlantCFuelStart][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) - # time-series fuel consumption by plant and fuel type - @expression(EP, eCFuel_out_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) - ) + if !isempty(MULTI_FUELS) + # time-series fuel consumption by plant and fuel type + @expression(EP, eCFuel_out_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) + ) - # annual plant level fuel cost by fuel type - @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:eCFuel_out_multi][y, i, t] for t in 1:T)) + # annual plant level fuel cost by fuel type + @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:eCFuel_out_multi][y, i, t] for t in 1:T)) + end # time-series fuel consumption at each plant @@ -190,9 +201,11 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @constraint(EP, cFuelCalculation_single[y in intersect(SINGLE_FUEL,setdiff(collect(1:G), THERM_COMMIT)), t = 1:T], EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0 ) - @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS,setdiff(collect(1:G), THERM_COMMIT)), t = 1:T], - sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] == 0 - ) + if !isempty(MULTI_FUELS) + @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS,setdiff(collect(1:G), THERM_COMMIT)), t = 1:T], + sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] == 0 + ) + end if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 @@ -211,9 +224,11 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @constraint(EP, cFuelCalculationCommit_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] .== 0 ) - @constraint(EP, FuelCalculationCommit_multi[y in intersect(MULTI_FUELS, THERM_COMMIT), t = 1:T], - sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] .== 0 - ) + if !isempty(MULTI_FUELS) + @constraint(EP, FuelCalculationCommit_multi[y in intersect(MULTI_FUELS, THERM_COMMIT), t = 1:T], + sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] .== 0 + ) + end end end @@ -221,17 +236,18 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, cStartFuel_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], EP[:vStartFuel][y, t] - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 ) + if !isempty(MULTI_FUELS) + @expression(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], + sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 + ) + end - @expression(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], - sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 - ) - - # cofire if !isempty(MULTI_FUELS) - # Add constraints on heat input from fuels (EPA cofiring requirements) - # for example, - # fuel2/heat rate >= min_cofire_level * total power - # fuel2/heat rate <= max_cofire_level * total power without retrofit + # cofire + # Add constraints on heat input from fuels (EPA cofiring requirements) + # for example, + # fuel2/heat rate >= min_cofire_level * total power + # fuel2/heat rate <= max_cofire_level * total power without retrofit @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], EP[:vMulFuels][y, i, t] >= EP[:vP][y, t] * inputs["MIN_COFIRE"][i][y] * inputs["HEAT_RATES"][i][y] @@ -241,7 +257,5 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ) end - - return EP end \ No newline at end of file diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 6f46668a15..bb22fd9751 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -45,23 +45,24 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost - - for i = 1:inputs["MAX_NUM_FUELS"] - tempannualsum_fuel_heat_multi = zeros(G); - tempannualsum_fuel_cost_multi = zeros(G) - for g in MULTI_FUELS - tempannualsum_fuel_heat_multi[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) - tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) - end - if setup["ParameterScale"] == 1 - tempannualsum_fuel_heat_multi *= ModelScalingFactor - tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor + if !isempty(MULTI_FUELS) + for i = 1:inputs["MAX_NUM_FUELS"] + tempannualsum_fuel_heat_multi = zeros(G); + tempannualsum_fuel_cost_multi = zeros(G) + for g in MULTI_FUELS + tempannualsum_fuel_heat_multi[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) + tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) + end + if setup["ParameterScale"] == 1 + tempannualsum_fuel_heat_multi *= ModelScalingFactor + tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor + end + tempannualsum_fuel_heat_multi = round.(tempannualsum_fuel_heat_multi, digits = 2) + tempannualsum_fuel_cost_multi = round.(tempannualsum_fuel_cost_multi, digits = 2) + dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = tempannualsum_fuel_heat_multi + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end - tempannualsum_fuel_heat_multi = round.(tempannualsum_fuel_heat_multi, digits = 2) - tempannualsum_fuel_cost_multi = round.(tempannualsum_fuel_cost_multi, digits = 2) - dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = tempannualsum_fuel_heat_multi - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) From 896e94214da3d69ccb0e7580ae652d7785b44fd5 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 29 Aug 2023 22:22:07 -0400 Subject: [PATCH 17/55] Remove outdated HiGHS setting `simplex_dualise_strategy` --- src/configure_solver/configure_highs.jl | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/configure_solver/configure_highs.jl b/src/configure_solver/configure_highs.jl index fcb475e852..864f1019ff 100644 --- a/src/configure_solver/configure_highs.jl +++ b/src/configure_solver/configure_highs.jl @@ -243,7 +243,7 @@ The HiGHS optimizer instance is configured with the following default parameters # Strategy for dualising before simplex # [type: HighsInt, advanced: true, range: {-1, 1}, default: -1] - simplex_dualise_strategy: -1 + # simplex_dualise_strategy: -1 # Strategy for permuting before simplex # [type: HighsInt, advanced: true, range: {-1, 1}, default: -1] @@ -402,7 +402,7 @@ function configure_highs(solver_settings_path::String) "cost_scale_factor" => 0, "allowed_matrix_scale_factor" => 20, "allowed_cost_scale_factor" => 0, - "simplex_dualise_strategy" => -1, + # "simplex_dualise_strategy" => -1, "simplex_permute_strategy" => -1, "max_dual_simplex_cleanup_level" => 1, "max_dual_simplex_phase1_cleanup_level" => 2, From e2e0df310fab2d01c7ad7fcac90e25fb173d9a91 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 30 Aug 2023 11:30:07 -0400 Subject: [PATCH 18/55] Add blending level constraints during startup processes Separate startup and generation fuels when writing outputs Add blending level constraints during startup processes and corresponding new columns in Generators_data.jl Fix bugs for blending constraints --- .../ThreeZones_Multi_Fuel/Generators_data.csv | 22 +++---- src/load_inputs/load_generators_data.jl | 7 ++- src/model/core/fuel.jl | 62 +++++++++++++++---- src/write_outputs/write_fuel_consumption.jl | 40 +++++++++--- 4 files changed, 96 insertions(+), 35 deletions(-) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv index 7051d7f2b9..7f337f8d35 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,MULTI_FUELS,Num_Fuels,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,MA_NG,7.43,0,1,MA_H2,8,0,0.125,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,CT_NG,7.12,0,1,CT_H2,8,0,0.125,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,ME_NG,12.62,0,1,ME_H2,13,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,None,0,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,MULTI_FUELS,Num_Fuels,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,MA_NG,7.43,0,1,1,1,MA_H2,8,0,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 +MA_solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,CT_NG,7.12,0,1,1,1,CT_H2,8,0,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 +CT_onshore_wind,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 +CT_solar_pv,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,ME_NG,12.62,0,1,1,1,ME_H2,13,0.125,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 +ME_onshore_wind,3,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 +MA_battery,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 +CT_battery,2,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 +ME_battery,3,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 59ba4e6393..bd5b5a576c 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -222,13 +222,19 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di heat_rate_cols = [ Symbol(string("Heat_Rate",i, "_MMBTU_per_MWh")) for i in 1:max_fuels ] max_cofire_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level")) for i in 1:max_fuels ] min_cofire_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level")) for i in 1:max_fuels ] + max_cofire_start_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level_Start")) for i in 1:max_fuels ] + min_cofire_start_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level_Start")) for i in 1:max_fuels ] fuel_types = [ gen_in[!,f] for f in fuel_cols ] heat_rates = [ gen_in[!,f] for f in heat_rate_cols ] max_cofire = [ gen_in[!,f] for f in max_cofire_cols ] min_cofire = [ gen_in[!,f] for f in min_cofire_cols ] + max_cofire_start = [ gen_in[!,f] for f in max_cofire_start_cols ] + min_cofire_start = [ gen_in[!,f] for f in min_cofire_start_cols ] inputs_gen["HEAT_RATES"] = heat_rates inputs_gen["MAX_COFIRE"] = max_cofire inputs_gen["MIN_COFIRE"] = min_cofire + inputs_gen["MAX_COFIRE_START"] = max_cofire_start + inputs_gen["MIN_COFIRE_START"] = min_cofire_start inputs_gen["FUEL_TYPES"] = fuel_types inputs_gen["FUEL_COLS"] = fuel_cols inputs_gen["MAX_NUM_FUELS"] = max_fuels @@ -377,7 +383,6 @@ end Function for reading input parameters related to co-located VRE-storage resources """ function load_vre_stor_data!(inputs_gen::Dict, setup::Dict, path::AbstractString) - println("function loadPvre_stor_data works!!!!!!") error_strings = String[] dfGen = inputs_gen["dfGen"] inputs_gen["VRE_STOR"] = "VRE_STOR" in names(dfGen) ? dfGen[dfGen.VRE_STOR.==1,:R_ID] : Int[] diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index e9464a0b8a..bcf6bda22c 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -78,25 +78,53 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ### Expressions #### # time-series fuel consumption by plant and fuel type + # separate fuel consumption during startup process and normal generation to provide a clear output in terms co-firing ratio if !isempty(MULTI_FUELS) + @expression(EP, ePlantFuel_multi_generation[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + (EP[:vMulFuels][y, i, t]) + ) + @expression(EP, ePlantFuel_multi_startup[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + (EP[:vMulStartFuels][y, i, t]) + ) @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - (EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) - ) + (EP[:ePlantFuel_multi_generation][y, i, t] + EP[:ePlantFuel_multi_startup][y, i, t]) + ) # annual fuel consumption by plant and fuel type + + @expression(EP, ePlantFuelConsumptionYear_multi_generation[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:ePlantFuel_multi_generation][y, i, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear_multi_startup[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:ePlantFuel_multi_startup][y, i, t] for t in 1:T)) @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:ePlantFuel_multi][y, i, t] for t in 1:T)) + EP[:ePlantFuelConsumptionYear_multi_generation][y, i] + EP[:ePlantFuelConsumptionYear_multi_startup][y, i]) end # time-series fuel consumption by plant - @expression(EP, ePlantFuel[y in 1:G, t = 1:T], + @expression(EP, ePlantFuel_generation[y in 1:G, t = 1:T], if y in SINGLE_FUEL # for single fuel plants - (EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) + EP[:vFuel][y, t] else # for multi fuel plants - sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"]) - end) + sum(EP[:vMulFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + end) + @expression(EP, ePlantFuel_startup[y in 1:G, t = 1:T], + if y in SINGLE_FUEL # for single fuel plants + EP[:vStartFuel][y, t] + else # for multi fuel plants + sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + end) + + @expression(EP, ePlantFuel[y in 1:G, t = 1:T], + EP[:ePlantFuel_generation][y,t] + EP[:ePlantFuel_startup][y,t]) + # annual fuel consumption by plant + @expression(EP, ePlantFuelConsumptionYear_generation[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel_generation][y, t] for t in 1:T)) + + @expression(EP, ePlantFuelConsumptionYear_startup[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel_startup][y, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear[y in 1:G], - sum(inputs["omega"][t] * EP[:ePlantFuel][y, t] for t in 1:T)) + EP[:ePlantFuelConsumptionYear_generation][y] + EP[:ePlantFuelConsumptionYear_startup][y]) # time-series consumption by fuel type @@ -233,11 +261,11 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) end # start up fuel use - @expression(EP, cStartFuel_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], + @constraint(EP, cStartFuel_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], EP[:vStartFuel][y, t] - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 ) if !isempty(MULTI_FUELS) - @expression(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], + @constraint(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 ) end @@ -248,13 +276,21 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for example, # fuel2/heat rate >= min_cofire_level * total power # fuel2/heat rate <= max_cofire_level * total power without retrofit - + # generation @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulFuels][y, i, t] >= EP[:vP][y, t] * inputs["MIN_COFIRE"][i][y] * inputs["HEAT_RATES"][i][y] + EP[:vMulFuels][y, i, t] >= inputs["MIN_COFIRE"][i][y] * EP[:ePlantFuel_generation][y,t] ) @constraint(EP, cMaxCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulFuels][y, i, t] <= EP[:vP][y, t] * inputs["MAX_COFIRE"][i][y] * inputs["HEAT_RATES"][i][y] + EP[:vMulFuels][y, i, t] <= inputs["MAX_COFIRE"][i][y] * EP[:ePlantFuel_generation][y,t] + ) + # startup + @constraint(EP, cMinCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + EP[:vMulStartFuels][y, i, t] >= inputs["MIN_COFIRE_START"][i][y] * EP[:ePlantFuel_startup][y,t] ) + @constraint(EP, cMaxCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + EP[:vMulStartFuels][y, i, t] <= inputs["MAX_COFIRE_START"][i][y] * EP[:ePlantFuel_startup][y,t] + ) + end return EP diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index bb22fd9751..bfb5cf6ac2 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -29,38 +29,58 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], Fuel = dfGen[!, :Fuel], - AnnualSum_Fuel_HeatInput = zeros(G), + AnnualSum_Fuel_HeatInput_Generation = zeros(G), + AnnualSum_Fuel_HeatInput_Startup = zeros(G), + AnnualSum_Fuel_HeatInput_Total = zeros(G), AnnualSum_Fuel_Cost = zeros(G), ) - tempannualsum_Fuel_heat = value.(EP[:ePlantFuelConsumptionYear]) + tempannualsum_Fuel_heat_generation = value.(EP[:ePlantFuelConsumptionYear_generation]) + tempannualsum_Fuel_heat_startup = value.(EP[:ePlantFuelConsumptionYear_startup]) + tempannualsum_Fuel_heat_total = value.(EP[:ePlantFuelConsumptionYear]) tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) + value.(EP[:ePlantCFuelStart]) if setup["ParameterScale"] == 1 - tempannualsum_Fuel_heat *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_Fuel_heat_generation *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_Fuel_heat_startup *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_Fuel_heat_total *= ModelScalingFactor # kMMBTU to MMBTU tempannualsum_Fuel_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ end - tempannualsum_Fuel_heat = round.(tempannualsum_Fuel_heat, digits = 2) + tempannualsum_Fuel_heat_generation = round.(tempannualsum_Fuel_heat_generation, digits = 2) + tempannualsum_Fuel_heat_startup = round.(tempannualsum_Fuel_heat_startup, digits = 2) + tempannualsum_Fuel_heat_total = round.(tempannualsum_Fuel_heat_total, digits = 2) tempannualsum_Fuel_cost = round.(tempannualsum_Fuel_cost, digits = 2) - dfPlantFuel.AnnualSum_Fuel_HeatInput = tempannualsum_Fuel_heat + dfPlantFuel.AnnualSum_Fuel_HeatInput_Generation = tempannualsum_Fuel_heat_generation + dfPlantFuel.AnnualSum_Fuel_HeatInput_Startup = tempannualsum_Fuel_heat_startup + dfPlantFuel.AnnualSum_Fuel_HeatInput_Total = tempannualsum_Fuel_heat_total dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost if !isempty(MULTI_FUELS) for i = 1:inputs["MAX_NUM_FUELS"] - tempannualsum_fuel_heat_multi = zeros(G); + tempannualsum_fuel_heat_multi_generation = zeros(G) + tempannualsum_fuel_heat_multi_startup = zeros(G) + tempannualsum_fuel_heat_multi_total = zeros(G) tempannualsum_fuel_cost_multi = zeros(G) for g in MULTI_FUELS - tempannualsum_fuel_heat_multi[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) + tempannualsum_fuel_heat_multi_generation[g] = value.(EP[:ePlantFuelConsumptionYear_multi_generation][g,i]) + tempannualsum_fuel_heat_multi_startup[g] = value.(EP[:ePlantFuelConsumptionYear_multi_startup][g,i]) + tempannualsum_fuel_heat_multi_total[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) end if setup["ParameterScale"] == 1 - tempannualsum_fuel_heat_multi *= ModelScalingFactor + tempannualsum_fuel_heat_multi_generation *= ModelScalingFactor + tempannualsum_fuel_heat_multi_startup *= ModelScalingFactor + tempannualsum_fuel_heat_multi_total *= ModelScalingFactor tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor end - tempannualsum_fuel_heat_multi = round.(tempannualsum_fuel_heat_multi, digits = 2) + tempannualsum_fuel_heat_multi_generation = round.(tempannualsum_fuel_heat_multi_generation, digits = 2) + tempannualsum_fuel_heat_multi_startup = round.(tempannualsum_fuel_heat_multi_startup, digits = 2) + tempannualsum_fuel_heat_multi_total = round.(tempannualsum_fuel_heat_multi_total, digits = 2) tempannualsum_fuel_cost_multi = round.(tempannualsum_fuel_cost_multi, digits = 2) dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput"))] = tempannualsum_fuel_heat_multi + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Startup"))] = tempannualsum_fuel_heat_multi_startup + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end end From 1537f6393bdeec57e0010a5218fd24e810dafe84 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 31 Aug 2023 15:25:27 -0400 Subject: [PATCH 19/55] remove start fuel costs when writing costs 1. add fuel cost for multi-fuel resources (ePlantCFuelOut_multi, ePlantCFuelOut_multi_start); 2. make eCFuel_out only consider fuel costs during generation; 3. change *_startup to _start to be consistent with other files; 4. delete the column for start fuel costs when writing costs and combine it with generation fuel cost 5. add error message when both "PieceWiseHeatRate" and "MULTI_FUELS" exist; 6. fix some typos when calculating fuel costs. --- src/model/core/fuel.jl | 77 ++++++++++++--------- src/write_outputs/write_costs.jl | 33 ++++----- src/write_outputs/write_fuel_consumption.jl | 27 ++++---- 3 files changed, 73 insertions(+), 64 deletions(-) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index bcf6bda22c..785ce78b5d 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -83,20 +83,20 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, ePlantFuel_multi_generation[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], (EP[:vMulFuels][y, i, t]) ) - @expression(EP, ePlantFuel_multi_startup[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + @expression(EP, ePlantFuel_multi_start[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], (EP[:vMulStartFuels][y, i, t]) ) @expression(EP, ePlantFuel_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - (EP[:ePlantFuel_multi_generation][y, i, t] + EP[:ePlantFuel_multi_startup][y, i, t]) + (EP[:ePlantFuel_multi_generation][y, i, t] + EP[:ePlantFuel_multi_start][y, i, t]) ) # annual fuel consumption by plant and fuel type @expression(EP, ePlantFuelConsumptionYear_multi_generation[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], sum(inputs["omega"][t] * EP[:ePlantFuel_multi_generation][y, i, t] for t in 1:T)) - @expression(EP, ePlantFuelConsumptionYear_multi_startup[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:ePlantFuel_multi_startup][y, i, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear_multi_start[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:ePlantFuel_multi_start][y, i, t] for t in 1:T)) @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - EP[:ePlantFuelConsumptionYear_multi_generation][y, i] + EP[:ePlantFuelConsumptionYear_multi_startup][y, i]) + EP[:ePlantFuelConsumptionYear_multi_generation][y, i] + EP[:ePlantFuelConsumptionYear_multi_start][y, i]) end # time-series fuel consumption by plant @@ -106,7 +106,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) else # for multi fuel plants sum(EP[:vMulFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) end) - @expression(EP, ePlantFuel_startup[y in 1:G, t = 1:T], + @expression(EP, ePlantFuel_start[y in 1:G, t = 1:T], if y in SINGLE_FUEL # for single fuel plants EP[:vStartFuel][y, t] else # for multi fuel plants @@ -114,17 +114,17 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) end) @expression(EP, ePlantFuel[y in 1:G, t = 1:T], - EP[:ePlantFuel_generation][y,t] + EP[:ePlantFuel_startup][y,t]) + EP[:ePlantFuel_generation][y,t] + EP[:ePlantFuel_start][y,t]) # annual fuel consumption by plant @expression(EP, ePlantFuelConsumptionYear_generation[y in 1:G], sum(inputs["omega"][t] * EP[:ePlantFuel_generation][y, t] for t in 1:T)) - @expression(EP, ePlantFuelConsumptionYear_startup[y in 1:G], - sum(inputs["omega"][t] * EP[:ePlantFuel_startup][y, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear_start[y in 1:G], + sum(inputs["omega"][t] * EP[:ePlantFuel_start][y, t] for t in 1:T)) @expression(EP, ePlantFuelConsumptionYear[y in 1:G], - EP[:ePlantFuelConsumptionYear_generation][y] + EP[:ePlantFuelConsumptionYear_startup][y]) + EP[:ePlantFuelConsumptionYear_generation][y] + EP[:ePlantFuelConsumptionYear_start][y]) # time-series consumption by fuel type @@ -144,7 +144,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], if !isempty(MULTI_FUELS) - eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t] + eFuelConsumption_multi[f, t] #+ eFuelConsumption_single[f,t] else eFuelConsumption_single[f,t] end) @@ -162,7 +162,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if y in SINGLE_FUEL (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vStartFuel][y, t]) else - sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) end) # plant level start-up fuel cost for output @expression(EP, ePlantCFuelStart[y = 1:G], @@ -173,23 +173,31 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if !isempty(MULTI_FUELS) - # time-series fuel consumption by plant and fuel type + # time-series fuel consumption costs by plant and fuel type during generation @expression(EP, eCFuel_out_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]+EP[:vMulStartFuels][y, i, t]) + inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:ePlantFuel_multi_generation][y,i,t] ) - - # annual plant level fuel cost by fuel type + # annual plant level fuel cost by fuel type during generation @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], sum(inputs["omega"][t] * EP[:eCFuel_out_multi][y, i, t] for t in 1:T)) + + # time-series fuel consumption costs by plant and fuel type during startup + @expression(EP, eCFuel_out_multi_start[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], + inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:ePlantFuel_multi_start][y, i, t] + ) + # annual plant level fuel cost by fuel type during generation + @expression(EP, ePlantCFuelOut_multi_start[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + sum(inputs["omega"][t] * EP[:eCFuel_out_multi_start][y, i, t] for t in 1:T)) + end - # time-series fuel consumption at each plant + # time-series fuel consumption costs at each plant @expression(EP, eCFuel_out[y = 1:G, t = 1:T], if y in SINGLE_FUEL - inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel][y, t] + inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel_generation][y, t] else - sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t]*(EP[:vMulFuels][y, i, t]) for i in 1:inputs["MAX_NUM_FUELS"] ) + sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:eCFuel_out_multi][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"] ) end) # annual plant level total fuel cost for output @@ -237,17 +245,22 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if !isempty(THERM_COMMIT) if setup["PieceWiseHeatRate"] == 1 - # multi fuel is not included here - # Piecewise heat rate UC - @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + - EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) - @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + - EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) - @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + - EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) + if isempty(MULTI_FUELS) + # multi fuel is not included here + # Piecewise heat rate UC + @constraint(EP, First_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope1][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept1][y])) + @constraint(EP, Second_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope2][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept2][y])) + @constraint(EP, Third_segement[y in THERM_COMMIT, t = 1:T], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * dfGen[!, :Slope3][y] + + EP[:vCOMMIT][y, t] * dfGen[!, :Intercept3][y])) + else + error("Multi fuel option is not available when piece-wise heat rates are used. Please either set PieceWiseHeatRate to 0 or remove multi fuels to avoid this error.") + end + else @constraint(EP, cFuelCalculationCommit_single[y in intersect(THERM_COMMIT, SINGLE_FUEL), t = 1:T], EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] .== 0 @@ -285,10 +298,10 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ) # startup @constraint(EP, cMinCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulStartFuels][y, i, t] >= inputs["MIN_COFIRE_START"][i][y] * EP[:ePlantFuel_startup][y,t] + EP[:vMulStartFuels][y, i, t] >= inputs["MIN_COFIRE_START"][i][y] * EP[:ePlantFuel_start][y,t] ) @constraint(EP, cMaxCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulStartFuels][y, i, t] <= inputs["MAX_COFIRE_START"][i][y] * EP[:ePlantFuel_startup][y,t] + EP[:vMulStartFuels][y, i, t] <= inputs["MAX_COFIRE_START"][i][y] * EP[:ePlantFuel_start][y,t] ) end diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index 7eb407df54..c6d4da8b91 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -12,7 +12,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) VRE_STOR = inputs["VRE_STOR"] ELECTROLYZER = inputs["ELECTROLYZER"] - cost_list = ["cTotal", "cFix", "cVar", "cFuel" ,"cNSE", "cStart", "cStartFuel", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty", "cCO2"] + cost_list = ["cTotal", "cFix", "cVar", "cFuel" ,"cNSE", "cStart", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty", "cCO2"] if !isempty(VRE_STOR) push!(cost_list, "cGridConnection") end @@ -32,9 +32,9 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) cFix += ((!isempty(inputs["VS_STOR"]) ? value(EP[:eTotalCFixStor]) : 0.0) + (!isempty(inputs["VS_ASYM_DC_CHARGE"]) ? value(EP[:eTotalCFixCharge_DC]) : 0.0) + (!isempty(inputs["VS_ASYM_DC_DISCHARGE"]) ? value(EP[:eTotalCFixDischarge_DC]) : 0.0) + (!isempty(inputs["VS_ASYM_AC_CHARGE"]) ? value(EP[:eTotalCFixCharge_AC]) : 0.0) + (!isempty(inputs["VS_ASYM_AC_DISCHARGE"]) ? value(EP[:eTotalCFixDischarge_AC]) : 0.0)) cVar += (!isempty(inputs["VS_STOR"]) ? value(EP[:eTotalCVarStor]) : 0.0) end - total_cost = [objective_value(EP), cFix, cVar, cFuel, value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] - else total_cost = [objective_value(EP), cFix, cVar, cFuel, value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0, 0.0, 0.0] + else + total_cost = [objective_value(EP), cFix, cVar, cFuel, value(EP[:eTotalCNSE]), 0.0, 0.0, 0.0, 0.0, 0.0] end if !isempty(ELECTROLYZER) @@ -48,40 +48,39 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) end if setup["UCommit"]>=1 - dfCost[6,2] = value(EP[:eTotalCStart]) - dfCost[7,2] = value(EP[:eTotalCFuelStart]) + dfCost[6,2] = value(EP[:eTotalCStart]) + value(EP[:eTotalCFuelStart]) end if setup["Reserves"]==1 - dfCost[8,2] = value(EP[:eTotalCRsvPen]) + dfCost[7,2] = value(EP[:eTotalCRsvPen]) end if setup["NetworkExpansion"] == 1 && Z > 1 - dfCost[9,2] = value(EP[:eTotalCNetworkExp]) + dfCost[8,2] = value(EP[:eTotalCNetworkExp]) end if haskey(inputs, "dfCapRes_slack") - dfCost[10,2] += value(EP[:eCTotalCapResSlack]) + dfCost[9,2] += value(EP[:eCTotalCapResSlack]) end if haskey(inputs, "dfESR_slack") - dfCost[10,2] += value(EP[:eCTotalESRSlack]) + dfCost[9,2] += value(EP[:eCTotalESRSlack]) end if haskey(inputs, "dfCO2Cap_slack") - dfCost[10,2] += value(EP[:eCTotalCO2CapSlack]) + dfCost[9,2] += value(EP[:eCTotalCO2CapSlack]) end if haskey(inputs, "MinCapPriceCap") - dfCost[10,2] += value(EP[:eTotalCMinCapSlack]) + dfCost[9,2] += value(EP[:eTotalCMinCapSlack]) end if any(x -> x != 0, dfGen.CO2_Capture_Rate) - dfCost[11,2] += value(EP[:eTotaleCCO2Sequestration]) + dfCost[10,2] += value(EP[:eTotaleCCO2Sequestration]) end if !isempty(VRE_STOR) - dfCost[!,2][12] = value(EP[:eTotalCGrid]) * (setup["ParameterScale"] == 1 ? ModelScalingFactor^2 : 1) + dfCost[!,2][11] = value(EP[:eTotalCGrid]) * (setup["ParameterScale"] == 1 ? ModelScalingFactor^2 : 1) end if setup["ParameterScale"] == 1 @@ -91,7 +90,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) dfCost[8,2] *= ModelScalingFactor^2 dfCost[9,2] *= ModelScalingFactor^2 dfCost[10,2] *= ModelScalingFactor^2 - dfCost[11,2] *= ModelScalingFactor^2 end for z in 1:Z @@ -100,7 +98,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCVar = 0.0 tempCFuel = 0.0 tempCStart = 0.0 - tempCStartFuel = 0.0 tempCNSE = 0.0 tempCCO2 = 0.0 tempHydrogenValue = 0.0 @@ -208,11 +205,8 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) if setup["UCommit"] >= 1 && !isempty(COMMIT_ZONE) eCStart = sum(value.(EP[:eCStart][COMMIT_ZONE,:])) - eCStartFuel = sum(value.(EP[:ePlantCFuelStart][COMMIT_ZONE,:])) tempCStart += eCStart - tempCStartFuel += eCStartFuel tempCTotal += eCStart - tempCTotal += eCStartFuel end if !isempty(ELECTROLYZERS_ZONE) @@ -237,9 +231,8 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCNSE *= ModelScalingFactor^2 tempCStart *= ModelScalingFactor^2 tempHydrogenValue *= ModelScalingFactor^2 - tempCStartFuel *= ModelScalingFactor^2 end - temp_cost_list = [tempCTotal, tempCFix, tempCVar, tempCFuel,tempCNSE, tempCStart,tempCStartFuel, "-", "-", "-", tempCCO2] + temp_cost_list = [tempCTotal, tempCFix, tempCVar, tempCFuel,tempCNSE, tempCStart, "-", "-", "-", tempCCO2] if !isempty(VRE_STOR) push!(temp_cost_list, "-") diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index bfb5cf6ac2..d7fa5a51fc 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -30,56 +30,59 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, Zone = dfGen[!,:Zone], Fuel = dfGen[!, :Fuel], AnnualSum_Fuel_HeatInput_Generation = zeros(G), - AnnualSum_Fuel_HeatInput_Startup = zeros(G), + AnnualSum_Fuel_HeatInput_Start = zeros(G), AnnualSum_Fuel_HeatInput_Total = zeros(G), AnnualSum_Fuel_Cost = zeros(G), ) tempannualsum_Fuel_heat_generation = value.(EP[:ePlantFuelConsumptionYear_generation]) - tempannualsum_Fuel_heat_startup = value.(EP[:ePlantFuelConsumptionYear_startup]) + tempannualsum_Fuel_heat_start = value.(EP[:ePlantFuelConsumptionYear_start]) tempannualsum_Fuel_heat_total = value.(EP[:ePlantFuelConsumptionYear]) tempannualsum_Fuel_cost = value.(EP[:ePlantCFuelOut]) + value.(EP[:ePlantCFuelStart]) if setup["ParameterScale"] == 1 tempannualsum_Fuel_heat_generation *= ModelScalingFactor # kMMBTU to MMBTU - tempannualsum_Fuel_heat_startup *= ModelScalingFactor # kMMBTU to MMBTU + tempannualsum_Fuel_heat_start *= ModelScalingFactor # kMMBTU to MMBTU tempannualsum_Fuel_heat_total *= ModelScalingFactor # kMMBTU to MMBTU tempannualsum_Fuel_cost *= ModelScalingFactor * ModelScalingFactor # million $ to $ end tempannualsum_Fuel_heat_generation = round.(tempannualsum_Fuel_heat_generation, digits = 2) - tempannualsum_Fuel_heat_startup = round.(tempannualsum_Fuel_heat_startup, digits = 2) + tempannualsum_Fuel_heat_start = round.(tempannualsum_Fuel_heat_start, digits = 2) tempannualsum_Fuel_heat_total = round.(tempannualsum_Fuel_heat_total, digits = 2) tempannualsum_Fuel_cost = round.(tempannualsum_Fuel_cost, digits = 2) dfPlantFuel.AnnualSum_Fuel_HeatInput_Generation = tempannualsum_Fuel_heat_generation - dfPlantFuel.AnnualSum_Fuel_HeatInput_Startup = tempannualsum_Fuel_heat_startup + dfPlantFuel.AnnualSum_Fuel_HeatInput_Start = tempannualsum_Fuel_heat_start dfPlantFuel.AnnualSum_Fuel_HeatInput_Total = tempannualsum_Fuel_heat_total dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost if !isempty(MULTI_FUELS) + dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], + Zone = dfGen[!,:Zone] + ) for i = 1:inputs["MAX_NUM_FUELS"] tempannualsum_fuel_heat_multi_generation = zeros(G) - tempannualsum_fuel_heat_multi_startup = zeros(G) + tempannualsum_fuel_heat_multi_start = zeros(G) tempannualsum_fuel_heat_multi_total = zeros(G) tempannualsum_fuel_cost_multi = zeros(G) for g in MULTI_FUELS tempannualsum_fuel_heat_multi_generation[g] = value.(EP[:ePlantFuelConsumptionYear_multi_generation][g,i]) - tempannualsum_fuel_heat_multi_startup[g] = value.(EP[:ePlantFuelConsumptionYear_multi_startup][g,i]) + tempannualsum_fuel_heat_multi_start[g] = value.(EP[:ePlantFuelConsumptionYear_multi_start][g,i]) tempannualsum_fuel_heat_multi_total[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) - tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) + tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) + value.(EP[:ePlantCFuelOut_multi_start][g,i]) end if setup["ParameterScale"] == 1 tempannualsum_fuel_heat_multi_generation *= ModelScalingFactor - tempannualsum_fuel_heat_multi_startup *= ModelScalingFactor + tempannualsum_fuel_heat_multi_start *= ModelScalingFactor tempannualsum_fuel_heat_multi_total *= ModelScalingFactor tempannualsum_fuel_cost_multi *= ModelScalingFactor * ModelScalingFactor end tempannualsum_fuel_heat_multi_generation = round.(tempannualsum_fuel_heat_multi_generation, digits = 2) - tempannualsum_fuel_heat_multi_startup = round.(tempannualsum_fuel_heat_multi_startup, digits = 2) + tempannualsum_fuel_heat_multi_start = round.(tempannualsum_fuel_heat_multi_start, digits = 2) tempannualsum_fuel_heat_multi_total = round.(tempannualsum_fuel_heat_multi_total, digits = 2) tempannualsum_fuel_cost_multi = round.(tempannualsum_fuel_cost_multi, digits = 2) dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Startup"))] = tempannualsum_fuel_heat_multi_startup + dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Start"))] = tempannualsum_fuel_heat_multi_start dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end @@ -87,7 +90,7 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, CSV.write(joinpath(path, "FuelConsumption_plant.csv"), dfPlantFuel) - # Fuel consumption by each resource per time step + # Fuel consumption by each resource per time step, including both generation and startup fuel consumption dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"]) tempts = value.(EP[:ePlantFuel]) ## fuel consumption at mmbtu if setup["ParameterScale"] == 1 From 7e5b829b4b8b19328cbe1890a263e742bc3becc1 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 14 Sep 2023 15:15:34 -0400 Subject: [PATCH 20/55] apply CF constraints to certain resources 1. enable RETROFIT by commenting out the error message in load_generators_data.jl 2. add the variable "MULTI_FUELS" to indicate whether a resource uses multi fuels when writing fuel consumption 3. bug fix --- src/load_inputs/load_generators_data.jl | 7 +++---- src/model/core/co2.jl | 4 ++-- src/model/policies/capacity_factor.jl | 15 ++++++++------- src/write_outputs/write_fuel_consumption.jl | 7 ++++--- 4 files changed, 17 insertions(+), 16 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 50230715d2..5328934f9c 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -70,9 +70,9 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RETRO"] = gen_in[gen_in.RETRO.==1,:R_ID] # Disable Retrofit while it's under development - if !(isempty(inputs_gen["RETRO"])) - error("The Retrofits feature, which is activated by nonzero data in a 'RETRO' column in Generators_data.csv, is under development and is not ready for public use. Disable this message to enable this *experimental* feature.") - end + # if !(isempty(inputs_gen["RETRO"])) + # error("The Retrofits feature, which is activated by nonzero data in a 'RETRO' column in Generators_data.csv, is under development and is not ready for public use. Disable this message to enable this *experimental* feature.") + # end # Set of multi-fuel resources if !("MULTI_FUELS" in names(gen_in)) @@ -147,7 +147,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RETROFIT_INV_CAP_COSTS"] = [ [ inv_cap[i][y] for i in 1:max_retro_sources if inv_cap[i][y] >= 0 ] for y in 1:G ] # The set of investment costs (capacity $/MWyr) of each retrofit by source end - println("looks good from here!") # See documentation for descriptions of each column # Generally, these scalings converts energy and power units from MW to GW # and $/MW to $M/GW. Both are done by dividing the values by 1000. diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 15f0947a05..6879d02a3c 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -45,7 +45,7 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eEmissionsByPlant[y = 1:G, t=1:T], if y in SINGLE_FUEL ((1-dfGen.Biomass[y]) - dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + ((EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) else sum((((1-dfGen.Biomass[y]) - dfGen[!, :CO2_Capture_Rate][y]) * @@ -57,7 +57,7 @@ function co2!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eEmissionsCaptureByPlant[y in SINGLE_FUEL, t=1:T], if y in SINGLE_FUEL (dfGen[!, :CO2_Capture_Rate][y]) * - ((EP[:vFuel][y, t] + EP[:eStartFuel][y, t]) * + ((EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) * inputs["fuel_CO2"][dfGen[y,:Fuel]]) else sum((dfGen[!, :CO2_Capture_Rate][y] * diff --git a/src/model/policies/capacity_factor.jl b/src/model/policies/capacity_factor.jl index d44da3135f..c8fc498138 100644 --- a/src/model/policies/capacity_factor.jl +++ b/src/model/policies/capacity_factor.jl @@ -15,16 +15,17 @@ function capacity_factor_requirement!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones - THERM_ALL = inputs["THERM_ALL"] - println(T) + # Define resources that have capacity factor constraints + CF_UPPER = dfGen[dfGen.Capacity_Factor_ub.<1,:R_ID] + CF_LOWER = dfGen[dfGen.Capacity_Factor_ub.>0,:R_ID] + ### Constraints ### - - @constraint(EP, cCapacityFactor_upper[y in THERM_ALL, t = 1:T], - sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T)<=dfGen[y, :Capacity_Factor_ub]*EP[:eTotalCap][y]*T + @constraint(EP, cCapacityFactor_upper[y in CF_UPPER, t = 1:T], + sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T) <= sum(dfGen[y, :Capacity_Factor_ub]*EP[:eTotalCap][y]*inputs["omega"][t] for t = 1:T) ) - @constraint(EP, cCapacityFactor_lower[y in THERM_ALL, t = 1:T], - sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T)>=dfGen[y, :Capacity_Factor_lb]*EP[:eTotalCap][y]*T + @constraint(EP, cCapacityFactor_lower[y in CF_UPPER, t = 1:T], + sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T) >= sum(dfGen[y, :Capacity_Factor_lb]*EP[:eTotalCap][y]*inputs["omega"][t] for t = 1:T) ) end \ No newline at end of file diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index d7fa5a51fc..27852189fc 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -56,9 +56,10 @@ function write_fuel_consumption(path::AbstractString, inputs::Dict, setup::Dict, dfPlantFuel.AnnualSum_Fuel_HeatInput_Total = tempannualsum_Fuel_heat_total dfPlantFuel.AnnualSum_Fuel_Cost = tempannualsum_Fuel_cost if !isempty(MULTI_FUELS) - dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], - Zone = dfGen[!,:Zone] - ) + # dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"], + # Zone = dfGen[!,:Zone] + # ) + dfPlantFuel.Multi_Fuels = dfGen[!, :MULTI_FUELS] for i = 1:inputs["MAX_NUM_FUELS"] tempannualsum_fuel_heat_multi_generation = zeros(G) tempannualsum_fuel_heat_multi_start = zeros(G) From 9aecca80f9a0ab38f8a0ee95356bfe93cc0c6362 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 19 Sep 2023 09:40:21 -0400 Subject: [PATCH 21/55] fix bugs related to multi fuels and unit-level emission constraints 1. Fix eFuelConsumption and fuel costs for MULTI_FUELS resources; 2. Fix bugs in writing out retrofitted capacity; 3. Disable writing some CO2 emission outputs when only unit-level CO2 emission constraints are used --- src/model/core/fuel.jl | 6 +++--- src/model/policies/co2_cap.jl | 8 ++++---- src/write_outputs/write_capacity_retrofit.jl | 2 +- src/write_outputs/write_emissions.jl | 4 ++-- src/write_outputs/write_net_revenue.jl | 2 +- src/write_outputs/write_outputs.jl | 2 +- 6 files changed, 12 insertions(+), 12 deletions(-) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 785ce78b5d..2f8ceb4d5e 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -136,7 +136,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # multi fuels if !isempty(MULTI_FUELS) @expression(EP, eFuelConsumption_multi[f in 1:FUEL, t in 1:T], - sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id + sum((EP[:ePlantFuel_multi][y, i, t]) #i: fuel id for i in 1:inputs["MAX_NUM_FUELS"], y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) ) @@ -144,7 +144,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eFuelConsumption[f in 1:FUEL, t in 1:T], if !isempty(MULTI_FUELS) - eFuelConsumption_multi[f, t] #+ eFuelConsumption_single[f,t] + eFuelConsumption_multi[f, t] + eFuelConsumption_single[f,t] else eFuelConsumption_single[f,t] end) @@ -197,7 +197,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if y in SINGLE_FUEL inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:ePlantFuel_generation][y, t] else - sum(inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:eCFuel_out_multi][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"] ) + sum(EP[:eCFuel_out_multi][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"] ) end) # annual plant level total fuel cost for output diff --git a/src/model/policies/co2_cap.jl b/src/model/policies/co2_cap.jl index 47e5362c48..155a553fb3 100644 --- a/src/model/policies/co2_cap.jl +++ b/src/model/policies/co2_cap.jl @@ -124,10 +124,10 @@ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) @constraint(EP, cCO2Emissions_resource[y in intersect(dfGen[dfGen.CO2_emis_limit_ton_per_MWh.>=0,:R_ID], THERM_ALL), t = 1:T], EP[:eEmissionsByPlant][y, t] <= EP[:vP][y, t] * dfGen[y, :CO2_emis_limit_ton_per_MWh] ) - @constraint(EP, cCO2Emissions_systemwide[cap=1:inputs["NCO2Cap"]], - sum(inputs["omega"][t] * EP[:eEmissionsByZone][z,t] for z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap]), t=1:T) - - vCO2Cap_slack[cap] >= 0 - ) + # @constraint(EP, cCO2Emissions_systemwide[cap=1:inputs["NCO2Cap"]], + # sum(inputs["omega"][t] * EP[:eEmissionsByZone][z,t] for z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap]), t=1:T) - + # vCO2Cap_slack[cap] >= 0 + # ) end end diff --git a/src/write_outputs/write_capacity_retrofit.jl b/src/write_outputs/write_capacity_retrofit.jl index 2c5bb471b6..d662128878 100644 --- a/src/write_outputs/write_capacity_retrofit.jl +++ b/src/write_outputs/write_capacity_retrofit.jl @@ -67,7 +67,7 @@ function write_capacity_retrofit(path::AbstractString, inputs::Dict, setup::Dict for (i,j) in keys(EP[:vRETROFIT].data) push!(RETROFIT_SOURCE, inputs["RESOURCES"][i]) push!(RETROFIT_DEST, inputs["RESOURCES"][j]) - push!(RETROFIT_CAP, value(EP[:vRETROFIT].data[i,j]) * dfGen[!,:Cap_Size][i]) + push!(RETROFIT_CAP, value(EP[:vRETROFIT].data[i,j])) push!(ORIG_CAP, dfGen[!,:Existing_Cap_MW][i]) push!(RETRO_EFF, RETRO_EFFICIENCY[j][findfirst(item -> item == i, RETRO_SOURCE_IDS[j])]) end diff --git a/src/write_outputs/write_emissions.jl b/src/write_outputs/write_emissions.jl index 34ae042c31..ac804b4ce2 100644 --- a/src/write_outputs/write_emissions.jl +++ b/src/write_outputs/write_emissions.jl @@ -16,7 +16,7 @@ function write_emissions(path::AbstractString, inputs::Dict, setup::Dict, EP::Mo if (setup["WriteShadowPrices"]==1 || setup["UCommit"]==0 || (setup["UCommit"]==2 && (setup["Reserves"]==0 || (setup["Reserves"]>0 && inputs["pDynamic_Contingency"]==0)))) # fully linear model # CO2 emissions by zone - if setup["CO2Cap"]>=1 + if (setup["CO2Cap"]>=1) && (setup["CO2Cap"]<4) # Dual variable of CO2 constraint = shadow price of CO2 tempCO2Price = zeros(Z,inputs["NCO2Cap"]) if has_duals(EP) == 1 @@ -42,7 +42,7 @@ function write_emissions(path::AbstractString, inputs::Dict, setup::Dict, EP::Mo dfEmissions = hcat(dfEmissions, DataFrame(value.(EP[:eEmissionsByZone])*scale_factor, :auto)) - if setup["CO2Cap"]>=1 + if (setup["CO2Cap"]>=1) && (setup["CO2Cap"]<4) auxNew_Names=[Symbol("Zone");[Symbol("CO2_Price_$cap") for cap in 1:inputs["NCO2Cap"]];Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] rename!(dfEmissions,auxNew_Names) total = DataFrame(["Total" zeros(1,inputs["NCO2Cap"]) sum(dfEmissions[!,:AnnualSum]) fill(0.0, (1,T))], :auto) diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index 06c39a2b40..085d9526d1 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -136,7 +136,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: # Calculate emissions cost dfNetRevenue.EmissionsCost = zeros(nrow(dfNetRevenue)) - if setup["CO2Cap"] >=1 && has_duals(EP) == 1 + if setup["CO2Cap"] >=1 && setup["CO2Cap"] <4 && has_duals(EP) == 1 for cap in 1:inputs["NCO2Cap"] co2_cap_dual = dual(EP[:cCO2Emissions_systemwide][cap]) CO2ZONES = findall(x->x==1, inputs["dfCO2CapZones"][:,cap]) diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index db787a0cd7..0fdaf99605 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -176,7 +176,7 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic dfResMar_slack = write_reserve_margin_slack(path, inputs, setup, EP) end end - if setup["CO2Cap"]>0 && has_duals(EP) == 1 + if setup["CO2Cap"]>0 && has_duals(EP) == 1 && setup["CO2Cap"]<4 dfCO2Cap = write_co2_cap(path, inputs, setup, EP) end if setup["MinCapReq"] == 1 && has_duals(EP) == 1 From b0d2ec2749a79fdb107055b9e751e9f4c97293d3 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 25 Sep 2023 19:21:48 -0400 Subject: [PATCH 22/55] fix bugs after merge --- src/model/core/co2.jl | 8 ++++---- src/model/core/fuel.jl | 11 ++++++----- src/write_outputs/write_costs.jl | 12 ++---------- src/write_outputs/write_fuel_consumption.jl | 15 +++++++++------ 4 files changed, 21 insertions(+), 25 deletions(-) diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 94539a1ef0..e85292ef8b 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -84,8 +84,8 @@ function co2!(EP::Model, inputs::Dict) (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vStartFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]] else - sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vMulFuel][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ - sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vMulStartFuel][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) + sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ + sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) end) # CO2 captured from power plants in "Generators_data.csv" @@ -94,8 +94,8 @@ function co2!(EP::Model, inputs::Dict) dfGen[y, :CO2_Capture_Fraction] * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:eStartFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]] else - sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuel][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ - sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuel][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) + sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ + sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) end) @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 40c8b93b01..b715be79eb 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -161,8 +161,9 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if y in SINGLE_FUEL (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vStartFuel][y, t]) else - sum(eCFuelOut_multi_start for i in 1:inputs["MAX_NUM_FUELS"]) + sum(EP[:eCFuelOut_multi_start][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) end) + # plant level start-up fuel cost for output @expression(EP, ePlantCFuelStart[y = 1:G], sum(inputs["omega"][t] * EP[:eCFuelStart][y, t] for t in 1:T)) @@ -184,7 +185,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) end @expression(EP, eCFuelOut[y = 1:G, t = 1:T], - if y in SINGLE + if y in SINGLE_FUEL (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vFuel][y, t]) else sum(EP[:eCFuelOut_multi][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) @@ -216,7 +217,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @expression(EP, eFuelConsumption_single[f in 1:NUM_FUEL, t in 1:T], sum(EP[:vFuel][y, t] + EP[:eStartFuel][y,t] - for y in intersect(resources_with_fuel(dfGen, fuels[f]))), SINGLE_FUEL) + for y in intersect(resources_with_fuel(dfGen, fuels[f]), SINGLE_FUEL))) @expression(EP, eFuelConsumption[f in 1:NUM_FUEL, t in 1:T], if !isempty(MULTI_FUELS) @@ -232,11 +233,11 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ### Constraint ### ### only apply constraint to generators with fuel type other than None - @constraint(EP, cFuelCalculation_single[y in intersect(SINGLE_FUEL,setdiff(HAS_FUEL, THERM_COMMIT)), t = 1:T], + @constraint(EP, cFuelCalculation_single[y in intersect(SINGLE_FUEL, setdiff(HAS_FUEL, THERM_COMMIT)), t = 1:T], EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) if !isempty(MULTI_FUELS) - @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS,setdiff(HAS_FUEL, THERM_COMMIT)), t = 1:T], + @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS, setdiff(HAS_FUEL, THERM_COMMIT)), t = 1:T], sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] == 0 ) end diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index a02295bfc7..d6192e4fca 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -10,6 +10,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) Z = inputs["Z"] # Number of zones T = inputs["T"] # Number of time steps (hours) VRE_STOR = inputs["VRE_STOR"] + ELECTROLYZER = inputs["ELECTROLYZER"] cost_list = ["cTotal", "cFix", "cVar", "cFuel" ,"cNSE", "cStart", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty", "cCO2"] @@ -21,8 +22,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) end dfCost = DataFrame(Costs = cost_list) - cVar = value(EP[:eTotalCVarOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) - cFuel = value.(EP[:eTotalCFuelOut]) + cVar = value(EP[:eTotalCVarOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) cFix = value(EP[:eTotalCFix]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCFixEnergy]) : 0.0) + (!isempty(inputs["STOR_ASYMMETRIC"]) ? value(EP[:eTotalCFixCharge]) : 0.0) cFuel = value.(EP[:eTotalCFuelOut]) @@ -77,10 +77,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) dfCost[9,2] += value(EP[:eTotalCMinCapSlack]) end - if any(x -> x != 0, dfGen.CO2_Capture_Rate) - dfCost[10,2] += value(EP[:eTotaleCCO2Sequestration]) - end - if !isempty(VRE_STOR) dfCost[!,2][11] = value(EP[:eTotalCGrid]) * (setup["ParameterScale"] == 1 ? ModelScalingFactor^2 : 1) end @@ -104,7 +100,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCFuel = 0.0 tempCStart = 0.0 tempCNSE = 0.0 - tempCCO2 = 0.0 tempHydrogenValue = 0.0 tempCCO2 = 0.0 @@ -125,9 +120,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCFuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) tempCTotal += tempCFuel - tempCFuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) - tempCTotal += tempCFuel - if !isempty(STOR_ALL_ZONE) eCVar_in = sum(value.(EP[:eCVar_in][STOR_ALL_ZONE,:])) tempCVar += eCVar_in diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index a796e24aa6..f628d08373 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -14,6 +14,7 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: dfGen = inputs["dfGen"] G = inputs["G"] HAS_FUEL = inputs["HAS_FUEL"] + MULTI_FUELS = inputs["MULTI_FUELS"] # Fuel consumption cost by each resource, including start up fuel dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL], Fuel = dfGen[HAS_FUEL, :Fuel], @@ -29,10 +30,10 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: tempannualsum_fuel_heat_multi_total = zeros(length(HAS_FUEL)) tempannualsum_fuel_cost_multi = zeros(length(HAS_FUEL)) for g in MULTI_FUELS - tempannualsum_fuel_heat_multi_generation[g] = value.(EP[:ePlantFuelConsumptionYear_multi_generation][g,i]) - tempannualsum_fuel_heat_multi_start[g] = value.(EP[:ePlantFuelConsumptionYear_multi_start][g,i]) - tempannualsum_fuel_heat_multi_total[g] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) - tempannualsum_fuel_cost_multi[g] = value.(EP[:ePlantCFuelOut_multi][g,i]) + value.(EP[:ePlantCFuelOut_multi_start][g,i]) + tempannualsum_fuel_heat_multi_generation[findfirst(x->x==g, HAS_FUEL)] = value.(EP[:ePlantFuelConsumptionYear_multi_generation][g,i]) + tempannualsum_fuel_heat_multi_start[findfirst(x->x==g, HAS_FUEL)] = value.(EP[:ePlantFuelConsumptionYear_multi_start][g,i]) + tempannualsum_fuel_heat_multi_total[findfirst(x->x==g, HAS_FUEL)] = value.(EP[:ePlantFuelConsumptionYear_multi][g,i]) + tempannualsum_fuel_cost_multi[findfirst(x->x==g, HAS_FUEL)] = value.(EP[:ePlantCFuelOut_multi][g,i]) + value.(EP[:ePlantCFuelOut_multi_start][g,i]) end if setup["ParameterScale"] == 1 tempannualsum_fuel_heat_multi_generation *= ModelScalingFactor @@ -41,7 +42,7 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: tempannualsum_fuel_cost_multi *= ModelScalingFactor^2 end - dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[!, inputs["FUEL_COLS"][i]] + dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[HAS_FUEL, inputs["FUEL_COLS"][i]] dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Start"))] = tempannualsum_fuel_heat_multi_start dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total @@ -60,9 +61,11 @@ end function write_fuel_consumption_ts(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) T = inputs["T"] # Number of time steps (hours) HAS_FUEL = inputs["HAS_FUEL"] + MULTI_FUELS = inputs["MULTI_FUELS"] + # Fuel consumption by each resource per time step, unit is MMBTU dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL]) - tempts = value.(EP[:vFuel] + EP[:eStartFuel])[HAS_FUEL,:] + tempts = value.(EP[:ePlantFuel_generation] + EP[:ePlantFuel_start])[HAS_FUEL,:] if setup["ParameterScale"] == 1 tempts *= ModelScalingFactor # kMMBTU to MMBTU end From 166093216060ca4353d819fb107ef653a22fb597 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 8 Nov 2023 11:24:57 -0500 Subject: [PATCH 23/55] Only keep constraints about multi-fuels 1. Remove constraints on capacity factors 2. Remove constraints on unit-level emission rates 3. Change a column name in Fuel_cost_plant.csv (from "AnnualSum" to "AnnualSumCosts) 4. Remove EPA example system --- .../ThreeZones_Dual_Fuel/CO2_cap.csv | 4 - .../Capacity_reserve_margin.csv | 4 - .../Energy_share_requirement.csv | 4 - .../ThreeZones_Dual_Fuel/Fuels_data.csv | 8762 ----------------- .../ThreeZones_Dual_Fuel/Generators_data.csv | 11 - .../Generators_variability.csv | 8761 ---------------- .../ThreeZones_Dual_Fuel/Load_data.csv | 8761 ---------------- .../Minimum_capacity_requirement.csv | 4 - .../ThreeZones_Dual_Fuel/Network.csv | 4 - .../ThreeZones_Dual_Fuel/README.md | 15 - .../ThreeZones_Dual_Fuel/Reserves.csv | 2 - .../ThreeZones_Dual_Fuel/Run.jl | 3 - .../Settings/cbc_settings.yml | 11 - .../Settings/clp_settings.yml | 14 - .../Settings/cplex_settings.yml | 10 - .../Settings/genx_settings.yml | 23 - .../Settings/gurobi_settings.yml | 15 - .../Settings/highs_settings.yml | 11 - .../Settings/scip_settings.yml | 5 - .../time_domain_reduction_settings.yml | 151 - src/model/policies/capacity_factor.jl | 31 - src/model/policies/co2_cap.jl | 9 - src/write_outputs/write_emissions.jl | 4 +- src/write_outputs/write_fuel_consumption.jl | 4 +- src/write_outputs/write_net_revenue.jl | 2 +- src/write_outputs/write_outputs.jl | 2 +- 26 files changed, 6 insertions(+), 26621 deletions(-) delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_variability.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml delete mode 100644 src/model/policies/capacity_factor.jl diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv deleted file mode 100644 index fbd59924ee..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/CO2_cap.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,CO_2_Cap_Zone_1,CO_2_Cap_Zone_2,CO_2_Cap_Zone_3,CO_2_Max_tons_MWh_1,CO_2_Max_tons_MWh_2,CO_2_Max_tons_MWh_3,CO_2_Max_Mtons_1,CO_2_Max_Mtons_2,CO_2_Max_Mtons_3 -MA,z1,1,0,0,0.05,0,0,0.018,0,0 -CT,z2,0,1,0,0,0.05,0,0,0.025,0 -ME,z3,0,0,1,0,0,0.05,0,0,0.025 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv deleted file mode 100644 index 55077ad095..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Capacity_reserve_margin.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,CapRes_1 -MA,z1,0.156 -CT,z2,0.156 -ME,z3,0.156 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv deleted file mode 100644 index 3d49badae7..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Energy_share_requirement.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,ESR_1,ESR_2 -MA,z1,0.259,0.348 -CT,z2,0.44,0.44 -ME,z3,0.776,0.776 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv deleted file mode 100644 index 86e4cbe2d5..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Fuels_data.csv +++ /dev/null @@ -1,8762 +0,0 @@ -Time_Index,CT_NG,ME_NG,MA_NG,CT_H2,ME_H2,MA_H2,None -0,0.05306,0.05306,0.05306,0,0,0,0 -1,5.45,5.45,5.28,15,15,15,0 -2,5.45,5.45,5.28,15,15,15,0 -3,5.45,5.45,5.28,15,15,15,0 -4,5.45,5.45,5.28,15,15,15,0 -5,5.45,5.45,5.28,15,15,15,0 -6,5.45,5.45,5.28,15,15,15,0 -7,5.45,5.45,5.28,15,15,15,0 -8,5.45,5.45,5.28,15,15,15,0 -9,5.45,5.45,5.28,15,15,15,0 -10,5.45,5.45,5.28,15,15,15,0 -11,5.45,5.45,5.28,15,15,15,0 -12,5.45,5.45,5.28,15,15,15,0 -13,5.45,5.45,5.28,15,15,15,0 -14,5.45,5.45,5.28,15,15,15,0 -15,5.45,5.45,5.28,15,15,15,0 -16,5.45,5.45,5.28,15,15,15,0 -17,5.45,5.45,5.28,15,15,15,0 -18,5.45,5.45,5.28,15,15,15,0 -19,5.45,5.45,5.28,15,15,15,0 -20,5.45,5.45,5.28,15,15,15,0 -21,5.45,5.45,5.28,15,15,15,0 -22,5.45,5.45,5.28,15,15,15,0 -23,5.45,5.45,5.28,15,15,15,0 -24,5.45,5.45,5.28,15,15,15,0 -25,5.45,5.45,5.28,15,15,15,0 -26,5.45,5.45,5.28,15,15,15,0 -27,5.45,5.45,5.28,15,15,15,0 -28,5.45,5.45,5.28,15,15,15,0 -29,5.45,5.45,5.28,15,15,15,0 -30,5.45,5.45,5.28,15,15,15,0 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-Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Heat_Rate2_MMBTU_per_MWh,Fuel,Fuel2,Min_Cofire_Level,Max_Cofire_Level,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,7.43,MA_NG,MA_H2,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,7.12,CT_NG,CT_H2,0,0.125,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,12.62,ME_NG,ME_NG,0.125,0.125,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,0,None,None,0,0,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_variability.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_variability.csv deleted file mode 100644 index 32860a8860..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Generators_variability.csv +++ /dev/null @@ -1,8761 +0,0 @@ -Time_Index,MA_natural_gas_combined_cycle,MA_solar_pv,CT_natural_gas_combined_cycle,CT_onshore_wind,CT_solar_pv,ME_natural_gas_combined_cycle,ME_onshore_wind,MA_battery,CT_battery,ME_battery -1,1,0,1,0.569944978,0,1,0.920104027,1,1,1 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-8751,1,0.3834,1,0.29992196,0.3739,1,0.82728827,1,1,1 -8752,1,0.2594,1,0.255118966,0.2229,1,0.724734783,1,1,1 -8753,1,0.078,1,0.505675673,0.0795,1,0.785910606,1,1,1 -8754,1,0,1,0.899923265,0,1,0.833322525,1,1,1 -8755,1,0,1,0.988318086,0,1,0.7449314,1,1,1 -8756,1,0,1,0.305529714,0,1,0.566415668,1,1,1 -8757,1,0,1,0.445487559,0,1,0.595831871,1,1,1 -8758,1,0,1,0.304045409,0,1,0.735717297,1,1,1 -8759,1,0,1,0.617810786,0,1,0.773955822,1,1,1 -8760,1,0,1,0.652051687,0,1,0.908408403,1,1,1 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv deleted file mode 100644 index cbb4f36bc8..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Load_data.csv +++ /dev/null @@ -1,8761 +0,0 @@ -Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,$/MWh,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Load_MW_z1,Load_MW_z2,Load_MW_z3 -50000,1,1,1,2000,1,8760,8760,1,7850,2242,1070 -,2,0.9,0.04,1800,,,,2,7424,2120,1012 -,3,0.55,0.024,1100,,,,3,7107,2029,969 -,4,0.2,0.003,400,,,,4,6947,1984,947 -,,,,,,,,5,6922,1977,944 -,,,,,,,,6,7045,2012,960 -,,,,,,,,7,7307,2087,996 -,,,,,,,,8,7544,2154,1029 -,,,,,,,,9,7946,2269,1083 -,,,,,,,,10,8340,2382,1137 -,,,,,,,,11,8578,2449,1169 -,,,,,,,,12,8666,2474,1181 -,,,,,,,,13,8707,2487,1187 -,,,,,,,,14,8630,2464,1176 -,,,,,,,,15,8544,2440,1165 -,,,,,,,,16,8594,2454,1171 -,,,,,,,,17,9431,2693,1286 -,,,,,,,,18,10225,2920,1394 -,,,,,,,,19,10165,2903,1386 -,,,,,,,,20,9854,2815,1343 -,,,,,,,,21,9490,2710,1294 -,,,,,,,,22,8982,2565,1225 -,,,,,,,,23,8353,2385,1139 -,,,,,,,,24,7648,2184,1042 -,,,,,,,,25,7051,2013,961 -,,,,,,,,26,6689,1910,912 -,,,,,,,,27,6515,1861,888 -,,,,,,,,28,6476,1849,883 -,,,,,,,,29,6618,1890,902 -,,,,,,,,30,6980,1993,951 -,,,,,,,,31,7523,2148,1025 -,,,,,,,,32,7968,2275,1086 -,,,,,,,,33,8513,2431,1161 -,,,,,,,,34,9072,2591,1236 -,,,,,,,,35,9482,2708,1292 -,,,,,,,,36,9650,2755,1316 -,,,,,,,,37,9635,2751,1313 -,,,,,,,,38,9572,2734,1305 -,,,,,,,,39,9542,2725,1301 -,,,,,,,,40,9687,2766,1321 -,,,,,,,,41,10596,3026,1444 -,,,,,,,,42,11515,3289,1570 -,,,,,,,,43,11414,3260,1556 -,,,,,,,,44,11138,3181,1519 -,,,,,,,,45,10688,3052,1457 -,,,,,,,,46,9979,2850,1360 -,,,,,,,,47,9100,2599,1241 -,,,,,,,,48,8304,2372,1132 -,,,,,,,,49,7776,2221,1060 -,,,,,,,,50,7513,2145,1024 -,,,,,,,,51,7386,2109,1007 -,,,,,,,,52,7401,2114,1009 -,,,,,,,,53,7667,2189,1045 -,,,,,,,,54,8455,2414,1152 -,,,,,,,,55,9848,2812,1343 -,,,,,,,,56,10629,3035,1449 -,,,,,,,,57,10761,3073,1467 -,,,,,,,,58,10835,3094,1477 -,,,,,,,,59,10932,3122,1490 -,,,,,,,,60,10950,3127,1493 -,,,,,,,,61,10905,3115,1487 -,,,,,,,,62,10890,3111,1484 -,,,,,,,,63,10849,3098,1479 -,,,,,,,,64,10999,3141,1499 -,,,,,,,,65,11858,3386,1616 -,,,,,,,,66,12796,3654,1745 -,,,,,,,,67,12821,3661,1748 -,,,,,,,,68,12605,3600,1719 -,,,,,,,,69,12195,3483,1663 -,,,,,,,,70,11476,3277,1565 -,,,,,,,,71,10515,3003,1434 -,,,,,,,,72,9674,2763,1319 -,,,,,,,,73,9151,2614,1247 -,,,,,,,,74,8876,2535,1210 -,,,,,,,,75,8736,2495,1191 -,,,,,,,,76,8752,2499,1193 -,,,,,,,,77,8990,2568,1226 -,,,,,,,,78,9733,2780,1327 -,,,,,,,,79,11084,3166,1511 -,,,,,,,,80,11820,3376,1611 -,,,,,,,,81,11834,3380,1614 -,,,,,,,,82,11803,3371,1609 -,,,,,,,,83,11777,3363,1605 -,,,,,,,,84,11661,3330,1590 -,,,,,,,,85,11494,3283,1567 -,,,,,,,,86,11395,3255,1554 -,,,,,,,,87,11306,3229,1541 -,,,,,,,,88,11423,3262,1557 -,,,,,,,,89,12221,3491,1666 -,,,,,,,,90,12871,3676,1755 -,,,,,,,,91,12772,3647,1741 -,,,,,,,,92,12474,3562,1701 -,,,,,,,,93,11997,3426,1635 -,,,,,,,,94,11207,3201,1528 -,,,,,,,,95,10201,2914,1391 -,,,,,,,,96,9270,2648,1264 -,,,,,,,,97,8676,2478,1182 -,,,,,,,,98,8358,2387,1140 -,,,,,,,,99,8198,2341,1117 -,,,,,,,,100,8168,2333,1114 -,,,,,,,,101,8378,2393,1142 -,,,,,,,,102,9065,2589,1236 -,,,,,,,,103,10371,2962,1414 -,,,,,,,,104,11136,3181,1518 -,,,,,,,,105,11217,3204,1530 -,,,,,,,,106,11267,3218,1536 -,,,,,,,,107,11216,3203,1530 -,,,,,,,,108,11059,3159,1508 -,,,,,,,,109,10923,3119,1489 -,,,,,,,,110,10869,3104,1482 -,,,,,,,,111,10783,3080,1470 -,,,,,,,,112,10853,3100,1479 -,,,,,,,,113,11542,3296,1574 -,,,,,,,,114,12297,3512,1676 -,,,,,,,,115,12252,3499,1671 -,,,,,,,,116,11974,3420,1632 -,,,,,,,,117,11527,3292,1571 -,,,,,,,,118,10788,3081,1471 -,,,,,,,,119,9795,2797,1335 -,,,,,,,,120,8937,2553,1218 -,,,,,,,,121,8376,2392,1141 -,,,,,,,,122,8071,2305,1100 -,,,,,,,,123,7915,2260,1079 -,,,,,,,,124,7876,2249,1074 -,,,,,,,,125,8068,2304,1100 -,,,,,,,,126,8750,2499,1193 -,,,,,,,,127,10032,2865,1368 -,,,,,,,,128,10800,3085,1473 -,,,,,,,,129,10890,3110,1484 -,,,,,,,,130,10901,3113,1486 -,,,,,,,,131,10853,3100,1479 -,,,,,,,,132,10692,3053,1458 -,,,,,,,,133,10515,3003,1434 -,,,,,,,,134,10423,2976,1421 -,,,,,,,,135,10278,2935,1401 -,,,,,,,,136,10327,2950,1408 -,,,,,,,,137,10930,3121,1490 -,,,,,,,,138,11507,3286,1569 -,,,,,,,,139,11322,3234,1544 -,,,,,,,,140,10996,3140,1499 -,,,,,,,,141,10561,3016,1440 -,,,,,,,,142,9994,2855,1363 -,,,,,,,,143,9224,2635,1257 -,,,,,,,,144,8432,2408,1150 -,,,,,,,,145,7819,2234,1066 -,,,,,,,,146,7480,2136,1020 -,,,,,,,,147,7296,2083,994 -,,,,,,,,148,7221,2063,984 -,,,,,,,,149,7293,2083,994 -,,,,,,,,150,7571,2162,1032 -,,,,,,,,151,8073,2305,1100 -,,,,,,,,152,8602,2456,1172 -,,,,,,,,153,9143,2611,1247 -,,,,,,,,154,9471,2704,1291 -,,,,,,,,155,9563,2731,1303 -,,,,,,,,156,9486,2709,1293 -,,,,,,,,157,9312,2659,1269 -,,,,,,,,158,9115,2603,1242 -,,,,,,,,159,8976,2564,1224 -,,,,,,,,160,9072,2591,1236 -,,,,,,,,161,9736,2780,1328 -,,,,,,,,162,10403,2970,1418 -,,,,,,,,163,10280,2936,1402 -,,,,,,,,164,9950,2842,1357 -,,,,,,,,165,9638,2752,1314 -,,,,,,,,166,9187,2624,1252 -,,,,,,,,167,8597,2455,1172 -,,,,,,,,168,7948,2270,1084 -,,,,,,,,169,7404,2114,1010 -,,,,,,,,170,7089,2024,966 -,,,,,,,,171,6902,1971,941 -,,,,,,,,172,6852,1957,934 -,,,,,,,,173,6904,1972,941 -,,,,,,,,174,7105,2029,969 -,,,,,,,,175,7494,2140,1021 -,,,,,,,,176,7901,2256,1077 -,,,,,,,,177,8468,2418,1154 -,,,,,,,,178,8906,2544,1214 -,,,,,,,,179,9183,2623,1252 -,,,,,,,,180,9356,2672,1276 -,,,,,,,,181,9386,2680,1280 -,,,,,,,,182,9334,2665,1272 -,,,,,,,,183,9301,2656,1268 -,,,,,,,,184,9431,2694,1286 -,,,,,,,,185,10240,2925,1396 -,,,,,,,,186,11081,3165,1511 -,,,,,,,,187,11064,3160,1509 -,,,,,,,,188,10779,3078,1469 -,,,,,,,,189,10405,2971,1418 -,,,,,,,,190,9791,2796,1335 -,,,,,,,,191,8983,2565,1225 -,,,,,,,,192,8276,2364,1128 -,,,,,,,,193,7813,2231,1065 -,,,,,,,,194,7590,2168,1035 -,,,,,,,,195,7507,2144,1024 -,,,,,,,,196,7536,2152,1027 -,,,,,,,,197,7808,2230,1065 -,,,,,,,,198,8592,2454,1171 -,,,,,,,,199,10003,2857,1363 -,,,,,,,,200,10818,3090,1475 -,,,,,,,,201,10898,3112,1486 -,,,,,,,,202,10909,3115,1487 -,,,,,,,,203,10903,3114,1487 -,,,,,,,,204,10810,3087,1474 -,,,,,,,,205,10627,3035,1449 -,,,,,,,,206,10513,3002,1434 -,,,,,,,,207,10366,2960,1414 -,,,,,,,,208,10401,2970,1418 -,,,,,,,,209,11101,3170,1514 -,,,,,,,,210,12044,3440,1642 -,,,,,,,,211,12015,3431,1638 -,,,,,,,,212,11693,3339,1594 -,,,,,,,,213,11225,3205,1530 -,,,,,,,,214,10453,2985,1425 -,,,,,,,,215,9470,2704,1291 -,,,,,,,,216,8600,2456,1172 -,,,,,,,,217,8029,2293,1095 -,,,,,,,,218,7745,2212,1055 -,,,,,,,,219,7589,2167,1035 -,,,,,,,,220,7578,2164,1033 -,,,,,,,,221,7797,2227,1063 -,,,,,,,,222,8521,2434,1161 -,,,,,,,,223,9893,2825,1349 -,,,,,,,,224,10626,3035,1449 -,,,,,,,,225,10665,3046,1454 -,,,,,,,,226,10719,3061,1461 -,,,,,,,,227,10723,3062,1462 -,,,,,,,,228,10619,3033,1448 -,,,,,,,,229,10444,2983,1424 -,,,,,,,,230,10355,2957,1412 -,,,,,,,,231,10262,2930,1399 -,,,,,,,,232,10332,2950,1408 -,,,,,,,,233,11008,3144,1501 -,,,,,,,,234,11778,3363,1605 -,,,,,,,,235,11691,3339,1594 -,,,,,,,,236,11401,3256,1555 -,,,,,,,,237,10973,3134,1496 -,,,,,,,,238,10250,2927,1398 -,,,,,,,,239,9297,2655,1267 -,,,,,,,,240,8468,2418,1154 -,,,,,,,,241,7942,2269,1083 -,,,,,,,,242,7679,2193,1047 -,,,,,,,,243,7558,2158,1030 -,,,,,,,,244,7592,2168,1035 -,,,,,,,,245,7830,2236,1067 -,,,,,,,,246,8613,2459,1174 -,,,,,,,,247,9991,2854,1363 -,,,,,,,,248,10722,3062,1462 -,,,,,,,,249,10723,3062,1462 -,,,,,,,,250,10659,3044,1453 -,,,,,,,,251,10621,3033,1448 -,,,,,,,,252,10536,3009,1436 -,,,,,,,,253,10388,2966,1416 -,,,,,,,,254,10328,2950,1408 -,,,,,,,,255,10230,2921,1394 -,,,,,,,,256,10299,2941,1404 -,,,,,,,,257,10965,3131,1495 -,,,,,,,,258,11781,3365,1606 -,,,,,,,,259,11737,3352,1600 -,,,,,,,,260,11448,3270,1560 -,,,,,,,,261,11009,3144,1501 -,,,,,,,,262,10255,2929,1398 -,,,,,,,,263,9275,2649,1265 -,,,,,,,,264,8412,2402,1146 -,,,,,,,,265,7842,2239,1069 -,,,,,,,,266,7529,2150,1026 -,,,,,,,,267,7381,2108,1006 -,,,,,,,,268,7378,2107,1005 -,,,,,,,,269,7607,2172,1037 -,,,,,,,,270,8322,2376,1135 -,,,,,,,,271,9608,2744,1310 -,,,,,,,,272,10497,2998,1431 -,,,,,,,,273,10744,3068,1464 -,,,,,,,,274,10919,3119,1489 -,,,,,,,,275,11073,3162,1509 -,,,,,,,,276,11112,3173,1515 -,,,,,,,,277,11068,3161,1509 -,,,,,,,,278,11019,3147,1502 -,,,,,,,,279,10873,3105,1482 -,,,,,,,,280,10847,3098,1479 -,,,,,,,,281,11364,3246,1550 -,,,,,,,,282,11951,3413,1630 -,,,,,,,,283,11830,3378,1613 -,,,,,,,,284,11479,3278,1565 -,,,,,,,,285,10997,3140,1499 -,,,,,,,,286,10224,2920,1393 -,,,,,,,,287,9251,2642,1261 -,,,,,,,,288,8405,2400,1146 -,,,,,,,,289,7811,2231,1065 -,,,,,,,,290,7513,2145,1024 -,,,,,,,,291,7371,2105,1004 -,,,,,,,,292,7344,2098,1001 -,,,,,,,,293,7542,2154,1028 -,,,,,,,,294,8217,2347,1120 -,,,,,,,,295,9501,2713,1295 -,,,,,,,,296,10340,2953,1409 -,,,,,,,,297,10503,3000,1432 -,,,,,,,,298,10548,3012,1438 -,,,,,,,,299,10562,3016,1440 -,,,,,,,,300,10516,3003,1434 -,,,,,,,,301,10420,2976,1421 -,,,,,,,,302,10378,2964,1415 -,,,,,,,,303,10339,2953,1409 -,,,,,,,,304,10489,2995,1430 -,,,,,,,,305,11141,3182,1519 -,,,,,,,,306,11795,3369,1608 -,,,,,,,,307,11688,3338,1594 -,,,,,,,,308,11389,3253,1553 -,,,,,,,,309,11010,3145,1501 -,,,,,,,,310,10445,2983,1424 -,,,,,,,,311,9687,2766,1321 -,,,,,,,,312,8931,2550,1217 -,,,,,,,,313,8341,2382,1137 -,,,,,,,,314,7996,2284,1090 -,,,,,,,,315,7802,2229,1064 -,,,,,,,,316,7742,2211,1055 -,,,,,,,,317,7823,2234,1066 -,,,,,,,,318,8097,2313,1104 -,,,,,,,,319,8611,2459,1174 -,,,,,,,,320,9128,2607,1244 -,,,,,,,,321,9713,2774,1324 -,,,,,,,,322,10173,2905,1387 -,,,,,,,,323,10367,2960,1414 -,,,,,,,,324,10302,2942,1404 -,,,,,,,,325,10138,2895,1383 -,,,,,,,,326,9948,2841,1356 -,,,,,,,,327,9858,2815,1344 -,,,,,,,,328,9938,2838,1355 -,,,,,,,,329,10586,3023,1444 -,,,,,,,,330,11470,3276,1564 -,,,,,,,,331,11467,3275,1564 -,,,,,,,,332,11210,3201,1529 -,,,,,,,,333,10857,3101,1480 -,,,,,,,,334,10427,2978,1422 -,,,,,,,,335,9916,2832,1352 -,,,,,,,,336,9321,2662,1271 -,,,,,,,,337,8761,2502,1195 -,,,,,,,,338,8426,2406,1149 -,,,,,,,,339,8290,2368,1130 -,,,,,,,,340,8274,2363,1128 -,,,,,,,,341,8367,2389,1140 -,,,,,,,,342,8600,2456,1172 -,,,,,,,,343,9002,2571,1227 -,,,,,,,,344,9436,2694,1287 -,,,,,,,,345,10049,2870,1370 -,,,,,,,,346,10510,3001,1433 -,,,,,,,,347,10762,3073,1467 -,,,,,,,,348,10846,3097,1479 -,,,,,,,,349,10837,3095,1478 -,,,,,,,,350,10727,3064,1463 -,,,,,,,,351,10661,3045,1454 -,,,,,,,,352,10747,3069,1465 -,,,,,,,,353,11443,3268,1560 -,,,,,,,,354,12353,3528,1684 -,,,,,,,,355,12368,3532,1686 -,,,,,,,,356,12024,3434,1640 -,,,,,,,,357,11680,3336,1592 -,,,,,,,,358,11098,3170,1513 -,,,,,,,,359,10403,2971,1418 -,,,,,,,,360,9707,2772,1323 -,,,,,,,,361,9218,2633,1257 -,,,,,,,,362,8963,2559,1222 -,,,,,,,,363,8860,2530,1208 -,,,,,,,,364,8864,2532,1208 -,,,,,,,,365,9069,2590,1236 -,,,,,,,,366,9604,2743,1309 -,,,,,,,,367,10488,2995,1430 -,,,,,,,,368,11139,3181,1519 -,,,,,,,,369,11587,3309,1580 -,,,,,,,,370,11837,3381,1614 -,,,,,,,,371,11933,3408,1627 -,,,,,,,,372,11838,3381,1614 -,,,,,,,,373,11648,3326,1588 -,,,,,,,,374,11515,3289,1570 -,,,,,,,,375,11370,3247,1550 -,,,,,,,,376,11392,3254,1553 -,,,,,,,,377,11972,3419,1632 -,,,,,,,,378,12745,3640,1737 -,,,,,,,,379,12604,3600,1718 -,,,,,,,,380,12223,3491,1666 -,,,,,,,,381,11668,3332,1590 -,,,,,,,,382,10868,3104,1482 -,,,,,,,,383,9911,2830,1351 -,,,,,,,,384,9028,2579,1231 -,,,,,,,,385,8422,2405,1148 -,,,,,,,,386,8080,2308,1101 -,,,,,,,,387,7926,2264,1080 -,,,,,,,,388,7885,2252,1075 -,,,,,,,,389,8084,2309,1102 -,,,,,,,,390,8771,2504,1196 -,,,,,,,,391,10017,2861,1366 -,,,,,,,,392,10748,3070,1465 -,,,,,,,,393,10856,3101,1480 -,,,,,,,,394,10861,3101,1480 -,,,,,,,,395,10853,3100,1479 -,,,,,,,,396,10811,3087,1474 -,,,,,,,,397,10754,3071,1466 -,,,,,,,,398,10741,3068,1464 -,,,,,,,,399,10705,3057,1459 -,,,,,,,,400,10808,3086,1474 -,,,,,,,,401,11408,3258,1555 -,,,,,,,,402,11990,3424,1635 -,,,,,,,,403,11823,3376,1612 -,,,,,,,,404,11467,3275,1563 -,,,,,,,,405,10936,3124,1491 -,,,,,,,,406,10145,2897,1383 -,,,,,,,,407,9158,2615,1248 -,,,,,,,,408,8270,2362,1127 -,,,,,,,,409,7673,2191,1046 -,,,,,,,,410,7368,2104,1004 -,,,,,,,,411,7210,2059,983 -,,,,,,,,412,7192,2054,980 -,,,,,,,,413,7428,2121,1013 -,,,,,,,,414,8195,2340,1117 -,,,,,,,,415,9601,2742,1309 -,,,,,,,,416,10337,2952,1409 -,,,,,,,,417,10414,2974,1419 -,,,,,,,,418,10477,2992,1428 -,,,,,,,,419,10558,3015,1439 -,,,,,,,,420,10563,3017,1440 -,,,,,,,,421,10514,3003,1434 -,,,,,,,,422,10502,3000,1432 -,,,,,,,,423,10452,2985,1425 -,,,,,,,,424,10540,3010,1437 -,,,,,,,,425,11167,3189,1523 -,,,,,,,,426,12222,3491,1666 -,,,,,,,,427,12311,3516,1679 -,,,,,,,,428,12097,3455,1649 -,,,,,,,,429,11681,3336,1592 -,,,,,,,,430,10975,3135,1496 -,,,,,,,,431,10076,2878,1373 -,,,,,,,,432,9249,2641,1261 -,,,,,,,,433,8734,2494,1191 -,,,,,,,,434,8488,2424,1157 -,,,,,,,,435,8386,2395,1143 -,,,,,,,,436,8405,2400,1146 -,,,,,,,,437,8672,2476,1182 -,,,,,,,,438,9446,2698,1288 -,,,,,,,,439,10860,3101,1480 -,,,,,,,,440,11601,3313,1581 -,,,,,,,,441,11633,3322,1586 -,,,,,,,,442,11574,3306,1578 -,,,,,,,,443,11511,3287,1570 -,,,,,,,,444,11368,3246,1550 -,,,,,,,,445,11190,3196,1525 -,,,,,,,,446,11078,3164,1510 -,,,,,,,,447,10946,3126,1493 -,,,,,,,,448,11021,3148,1503 -,,,,,,,,449,11577,3306,1579 -,,,,,,,,450,12352,3528,1684 -,,,,,,,,451,12330,3521,1681 -,,,,,,,,452,12117,3461,1652 -,,,,,,,,453,11631,3322,1585 -,,,,,,,,454,10865,3103,1481 -,,,,,,,,455,9900,2827,1350 -,,,,,,,,456,9025,2578,1231 -,,,,,,,,457,8434,2409,1150 -,,,,,,,,458,8100,2314,1105 -,,,,,,,,459,7947,2269,1083 -,,,,,,,,460,7913,2260,1079 -,,,,,,,,461,8152,2329,1111 -,,,,,,,,462,8866,2532,1209 -,,,,,,,,463,10188,2910,1389 -,,,,,,,,464,10891,3111,1484 -,,,,,,,,465,10970,3133,1495 -,,,,,,,,466,11002,3142,1500 -,,,,,,,,467,11033,3151,1504 -,,,,,,,,468,10988,3138,1498 -,,,,,,,,469,10865,3103,1481 -,,,,,,,,470,10786,3081,1470 -,,,,,,,,471,10656,3043,1453 -,,,,,,,,472,10674,3049,1455 -,,,,,,,,473,11148,3184,1520 -,,,,,,,,474,12025,3435,1640 -,,,,,,,,475,11980,3421,1633 -,,,,,,,,476,11686,3337,1593 -,,,,,,,,477,11305,3229,1541 -,,,,,,,,478,10761,3073,1467 -,,,,,,,,479,10019,2861,1366 -,,,,,,,,480,9243,2639,1260 -,,,,,,,,481,8690,2482,1185 -,,,,,,,,482,8380,2393,1142 -,,,,,,,,483,8190,2339,1116 -,,,,,,,,484,8116,2318,1106 -,,,,,,,,485,8185,2338,1116 -,,,,,,,,486,8450,2414,1152 -,,,,,,,,487,8973,2563,1223 -,,,,,,,,488,9596,2740,1308 -,,,,,,,,489,10290,2939,1403 -,,,,,,,,490,10895,3111,1485 -,,,,,,,,491,11267,3218,1536 -,,,,,,,,492,11426,3263,1558 -,,,,,,,,493,11425,3263,1558 -,,,,,,,,494,11280,3221,1538 -,,,,,,,,495,11096,3169,1513 -,,,,,,,,496,11018,3146,1502 -,,,,,,,,497,11439,3266,1560 -,,,,,,,,498,12161,3473,1658 -,,,,,,,,499,12036,3437,1641 -,,,,,,,,500,11619,3318,1584 -,,,,,,,,501,11190,3195,1525 -,,,,,,,,502,10634,3037,1449 -,,,,,,,,503,9951,2842,1357 -,,,,,,,,504,9283,2651,1266 -,,,,,,,,505,8761,2502,1195 -,,,,,,,,506,8474,2420,1156 -,,,,,,,,507,8336,2380,1136 -,,,,,,,,508,8275,2364,1128 -,,,,,,,,509,8330,2379,1136 -,,,,,,,,510,8557,2444,1166 -,,,,,,,,511,8959,2559,1222 -,,,,,,,,512,9399,2684,1282 -,,,,,,,,513,9982,2850,1361 -,,,,,,,,514,10341,2953,1410 -,,,,,,,,515,10483,2994,1429 -,,,,,,,,516,10481,2993,1428 -,,,,,,,,517,10418,2975,1420 -,,,,,,,,518,10339,2953,1409 -,,,,,,,,519,10308,2944,1405 -,,,,,,,,520,10326,2949,1408 -,,,,,,,,521,10808,3086,1474 -,,,,,,,,522,11527,3292,1571 -,,,,,,,,523,11531,3293,1572 -,,,,,,,,524,11320,3233,1544 -,,,,,,,,525,10905,3115,1487 -,,,,,,,,526,10222,2920,1393 -,,,,,,,,527,9458,2701,1289 -,,,,,,,,528,8683,2479,1184 -,,,,,,,,529,8126,2321,1108 -,,,,,,,,530,7842,2239,1069 -,,,,,,,,531,7727,2207,1054 -,,,,,,,,532,7733,2209,1055 -,,,,,,,,533,7973,2277,1087 -,,,,,,,,534,8704,2485,1186 -,,,,,,,,535,10034,2865,1368 -,,,,,,,,536,10781,3079,1469 -,,,,,,,,537,10942,3126,1492 -,,,,,,,,538,11033,3151,1504 -,,,,,,,,539,11119,3176,1516 -,,,,,,,,540,11103,3170,1514 -,,,,,,,,541,10996,3140,1499 -,,,,,,,,542,10921,3119,1489 -,,,,,,,,543,10803,3085,1473 -,,,,,,,,544,10808,3086,1474 -,,,,,,,,545,11301,3227,1540 -,,,,,,,,546,12019,3432,1639 -,,,,,,,,547,11919,3404,1625 -,,,,,,,,548,11541,3296,1574 -,,,,,,,,549,10997,3140,1499 -,,,,,,,,550,10197,2912,1390 -,,,,,,,,551,9194,2625,1253 -,,,,,,,,552,8285,2366,1130 -,,,,,,,,553,7707,2201,1050 -,,,,,,,,554,7341,2097,1000 -,,,,,,,,555,7162,2045,976 -,,,,,,,,556,7116,2032,970 -,,,,,,,,557,7319,2090,998 -,,,,,,,,558,7994,2283,1090 -,,,,,,,,559,9337,2666,1273 -,,,,,,,,560,10078,2878,1374 -,,,,,,,,561,10153,2900,1384 -,,,,,,,,562,10111,2888,1378 -,,,,,,,,563,10123,2891,1380 -,,,,,,,,564,10081,2879,1374 -,,,,,,,,565,9965,2846,1358 -,,,,,,,,566,9889,2825,1348 -,,,,,,,,567,9783,2794,1333 -,,,,,,,,568,9791,2796,1335 -,,,,,,,,569,10281,2936,1402 -,,,,,,,,570,11182,3194,1525 -,,,,,,,,571,11192,3196,1526 -,,,,,,,,572,10926,3120,1489 -,,,,,,,,573,10493,2997,1430 -,,,,,,,,574,9776,2792,1332 -,,,,,,,,575,8880,2536,1211 -,,,,,,,,576,8042,2297,1096 -,,,,,,,,577,7503,2143,1023 -,,,,,,,,578,7232,2065,986 -,,,,,,,,579,7111,2031,969 -,,,,,,,,580,7117,2033,970 -,,,,,,,,581,7346,2098,1001 -,,,,,,,,582,8087,2309,1102 -,,,,,,,,583,9490,2710,1294 -,,,,,,,,584,10273,2934,1401 -,,,,,,,,585,10338,2952,1409 -,,,,,,,,586,10396,2969,1418 -,,,,,,,,587,10443,2982,1424 -,,,,,,,,588,10416,2975,1420 -,,,,,,,,589,10312,2945,1406 -,,,,,,,,590,10256,2929,1398 -,,,,,,,,591,10138,2895,1383 -,,,,,,,,592,10122,2891,1380 -,,,,,,,,593,10578,3021,1442 -,,,,,,,,594,11573,3306,1578 -,,,,,,,,595,11640,3325,1587 -,,,,,,,,596,11375,3249,1551 -,,,,,,,,597,10958,3130,1494 -,,,,,,,,598,10211,2916,1392 -,,,,,,,,599,9243,2639,1260 -,,,,,,,,600,8385,2394,1143 -,,,,,,,,601,7825,2235,1067 -,,,,,,,,602,7539,2153,1028 -,,,,,,,,603,7404,2114,1010 -,,,,,,,,604,7398,2113,1009 -,,,,,,,,605,7632,2180,1040 -,,,,,,,,606,8343,2383,1137 -,,,,,,,,607,9737,2780,1328 -,,,,,,,,608,10482,2994,1429 -,,,,,,,,609,10532,3008,1436 -,,,,,,,,610,10500,2999,1432 -,,,,,,,,611,10474,2991,1428 -,,,,,,,,612,10405,2972,1418 -,,,,,,,,613,10322,2948,1407 -,,,,,,,,614,10314,2945,1406 -,,,,,,,,615,10285,2937,1402 -,,,,,,,,616,10364,2960,1413 -,,,,,,,,617,10868,3104,1482 -,,,,,,,,618,11660,3330,1590 -,,,,,,,,619,11630,3321,1585 -,,,,,,,,620,11361,3245,1549 -,,,,,,,,621,10911,3116,1488 -,,,,,,,,622,10191,2910,1389 -,,,,,,,,623,9244,2640,1260 -,,,,,,,,624,8396,2398,1145 -,,,,,,,,625,7822,2234,1066 -,,,,,,,,626,7494,2140,1021 -,,,,,,,,627,7343,2097,1001 -,,,,,,,,628,7289,2082,994 -,,,,,,,,629,7482,2137,1020 -,,,,,,,,630,8142,2325,1110 -,,,,,,,,631,9388,2681,1280 -,,,,,,,,632,10233,2922,1395 -,,,,,,,,633,10494,2997,1431 -,,,,,,,,634,10665,3046,1454 -,,,,,,,,635,10780,3079,1469 -,,,,,,,,636,10817,3089,1474 -,,,,,,,,637,10743,3068,1464 -,,,,,,,,638,10657,3044,1453 -,,,,,,,,639,10516,3003,1434 -,,,,,,,,640,10468,2990,1427 -,,,,,,,,641,10788,3081,1471 -,,,,,,,,642,11254,3214,1535 -,,,,,,,,643,11088,3167,1512 -,,,,,,,,644,10715,3060,1461 -,,,,,,,,645,10312,2945,1406 -,,,,,,,,646,9767,2790,1332 -,,,,,,,,647,9041,2582,1232 -,,,,,,,,648,8305,2372,1132 -,,,,,,,,649,7713,2203,1051 -,,,,,,,,650,7356,2101,1003 -,,,,,,,,651,7174,2048,978 -,,,,,,,,652,7106,2029,969 -,,,,,,,,653,7170,2048,978 -,,,,,,,,654,7470,2134,1019 -,,,,,,,,655,7989,2282,1089 -,,,,,,,,656,8543,2439,1165 -,,,,,,,,657,9129,2607,1245 -,,,,,,,,658,9504,2715,1296 -,,,,,,,,659,9671,2762,1318 -,,,,,,,,660,9578,2735,1306 -,,,,,,,,661,9397,2684,1281 -,,,,,,,,662,9152,2614,1247 -,,,,,,,,663,9002,2571,1227 -,,,,,,,,664,9005,2572,1227 -,,,,,,,,665,9435,2694,1287 -,,,,,,,,666,10341,2953,1410 -,,,,,,,,667,10416,2975,1420 -,,,,,,,,668,10112,2888,1378 -,,,,,,,,669,9802,2800,1337 -,,,,,,,,670,9331,2665,1272 -,,,,,,,,671,8730,2493,1190 -,,,,,,,,672,8088,2310,1103 -,,,,,,,,673,7567,2161,1031 -,,,,,,,,674,7254,2072,989 -,,,,,,,,675,7088,2024,966 -,,,,,,,,676,7034,2008,959 -,,,,,,,,677,7101,2028,968 -,,,,,,,,678,7312,2089,997 -,,,,,,,,679,7699,2199,1050 -,,,,,,,,680,8090,2310,1103 -,,,,,,,,681,8673,2477,1182 -,,,,,,,,682,9069,2590,1236 -,,,,,,,,683,9285,2652,1266 -,,,,,,,,684,9361,2674,1276 -,,,,,,,,685,9332,2665,1272 -,,,,,,,,686,9237,2638,1259 -,,,,,,,,687,9137,2610,1246 -,,,,,,,,688,9177,2621,1251 -,,,,,,,,689,9706,2772,1323 -,,,,,,,,690,10782,3079,1470 -,,,,,,,,691,10950,3127,1493 -,,,,,,,,692,10691,3053,1458 -,,,,,,,,693,10288,2938,1403 -,,,,,,,,694,9638,2753,1314 -,,,,,,,,695,8849,2527,1206 -,,,,,,,,696,8115,2318,1106 -,,,,,,,,697,7619,2176,1039 -,,,,,,,,698,7374,2106,1005 -,,,,,,,,699,7278,2079,992 -,,,,,,,,700,7307,2087,996 -,,,,,,,,701,7571,2162,1032 -,,,,,,,,702,8318,2375,1134 -,,,,,,,,703,9726,2778,1326 -,,,,,,,,704,10481,2993,1428 -,,,,,,,,705,10580,3021,1443 -,,,,,,,,706,10670,3047,1454 -,,,,,,,,707,10661,3045,1454 -,,,,,,,,708,10615,3031,1447 -,,,,,,,,709,10532,3008,1436 -,,,,,,,,710,10454,2985,1425 -,,,,,,,,711,10343,2954,1410 -,,,,,,,,712,10379,2965,1415 -,,,,,,,,713,10817,3089,1474 -,,,,,,,,714,11845,3383,1615 -,,,,,,,,715,11974,3420,1633 -,,,,,,,,716,11692,3339,1594 -,,,,,,,,717,11253,3214,1535 -,,,,,,,,718,10485,2995,1429 -,,,,,,,,719,9509,2715,1297 -,,,,,,,,720,8633,2465,1176 -,,,,,,,,721,8084,2309,1102 -,,,,,,,,722,7784,2224,1061 -,,,,,,,,723,7640,2182,1041 -,,,,,,,,724,7626,2178,1040 -,,,,,,,,725,7846,2241,1070 -,,,,,,,,726,8557,2444,1166 -,,,,,,,,727,9910,2830,1351 -,,,,,,,,728,10659,3044,1454 -,,,,,,,,729,10732,3065,1463 -,,,,,,,,730,10721,3061,1462 -,,,,,,,,731,10670,3047,1454 -,,,,,,,,732,10547,3012,1438 -,,,,,,,,733,10366,2960,1414 -,,,,,,,,734,10220,2919,1393 -,,,,,,,,735,10048,2870,1370 -,,,,,,,,736,9990,2853,1362 -,,,,,,,,737,10334,2951,1408 -,,,,,,,,738,11293,3226,1540 -,,,,,,,,739,11423,3262,1557 -,,,,,,,,740,11148,3184,1520 -,,,,,,,,741,10694,3054,1458 -,,,,,,,,742,9971,2848,1359 -,,,,,,,,743,9016,2574,1229 -,,,,,,,,744,8164,2332,1113 -,,,,,,,,745,7617,2175,1038 -,,,,,,,,746,7315,2089,997 -,,,,,,,,747,7170,2048,977 -,,,,,,,,748,7170,2048,978 -,,,,,,,,749,7373,2105,1005 -,,,,,,,,750,8095,2312,1104 -,,,,,,,,751,9447,2698,1288 -,,,,,,,,752,10228,2921,1394 -,,,,,,,,753,10305,2943,1405 -,,,,,,,,754,10312,2945,1406 -,,,,,,,,755,10304,2943,1405 -,,,,,,,,756,10283,2937,1402 -,,,,,,,,757,10177,2906,1388 -,,,,,,,,758,10079,2879,1374 -,,,,,,,,759,9877,2820,1347 -,,,,,,,,760,9792,2796,1335 -,,,,,,,,761,10075,2877,1373 -,,,,,,,,762,10970,3133,1495 -,,,,,,,,763,11092,3168,1512 -,,,,,,,,764,10820,3090,1475 -,,,,,,,,765,10384,2965,1416 -,,,,,,,,766,9678,2764,1319 -,,,,,,,,767,8738,2495,1191 -,,,,,,,,768,7904,2258,1077 -,,,,,,,,769,7365,2103,1004 -,,,,,,,,770,7087,2024,966 -,,,,,,,,771,6960,1988,949 -,,,,,,,,772,6971,1991,950 -,,,,,,,,773,7203,2057,982 -,,,,,,,,774,7953,2271,1084 -,,,,,,,,775,9355,2672,1275 -,,,,,,,,776,10098,2884,1377 -,,,,,,,,777,10236,2923,1395 -,,,,,,,,778,10329,2950,1408 -,,,,,,,,779,10429,2979,1422 -,,,,,,,,780,10452,2985,1425 -,,,,,,,,781,10410,2973,1419 -,,,,,,,,782,10392,2968,1417 -,,,,,,,,783,10359,2958,1412 -,,,,,,,,784,10453,2985,1425 -,,,,,,,,785,10905,3115,1487 -,,,,,,,,786,11580,3307,1579 -,,,,,,,,787,11613,3316,1583 -,,,,,,,,788,11346,3241,1547 -,,,,,,,,789,10934,3123,1491 -,,,,,,,,790,10226,2920,1394 -,,,,,,,,791,9304,2657,1268 -,,,,,,,,792,8477,2421,1156 -,,,,,,,,793,7935,2266,1082 -,,,,,,,,794,7646,2184,1042 -,,,,,,,,795,7543,2154,1028 -,,,,,,,,796,7558,2158,1030 -,,,,,,,,797,7791,2225,1062 -,,,,,,,,798,8547,2440,1165 -,,,,,,,,799,9940,2839,1355 -,,,,,,,,800,10626,3035,1449 -,,,,,,,,801,10710,3059,1460 -,,,,,,,,802,10685,3051,1457 -,,,,,,,,803,10660,3045,1454 -,,,,,,,,804,10557,3015,1439 -,,,,,,,,805,10365,2960,1413 -,,,,,,,,806,10235,2923,1395 -,,,,,,,,807,10076,2878,1373 -,,,,,,,,808,10023,2863,1367 -,,,,,,,,809,10322,2948,1407 -,,,,,,,,810,11148,3184,1519 -,,,,,,,,811,11260,3216,1535 -,,,,,,,,812,10982,3136,1497 -,,,,,,,,813,10613,3030,1447 -,,,,,,,,814,10061,2873,1372 -,,,,,,,,815,9309,2659,1269 -,,,,,,,,816,8499,2427,1159 -,,,,,,,,817,7901,2256,1077 -,,,,,,,,818,7570,2162,1032 -,,,,,,,,819,7387,2109,1007 -,,,,,,,,820,7316,2089,997 -,,,,,,,,821,7371,2105,1004 -,,,,,,,,822,7638,2181,1041 -,,,,,,,,823,8163,2331,1113 -,,,,,,,,824,8703,2485,1186 -,,,,,,,,825,9272,2648,1264 -,,,,,,,,826,9619,2747,1312 -,,,,,,,,827,9738,2781,1328 -,,,,,,,,828,9663,2760,1318 -,,,,,,,,829,9503,2714,1296 -,,,,,,,,830,9303,2657,1268 -,,,,,,,,831,9178,2621,1252 -,,,,,,,,832,9189,2625,1252 -,,,,,,,,833,9551,2728,1302 -,,,,,,,,834,10473,2991,1428 -,,,,,,,,835,10674,3048,1455 -,,,,,,,,836,10427,2978,1422 -,,,,,,,,837,10133,2894,1382 -,,,,,,,,838,9685,2766,1320 -,,,,,,,,839,9087,2595,1239 -,,,,,,,,840,8459,2416,1153 -,,,,,,,,841,7956,2272,1085 -,,,,,,,,842,7671,2191,1045 -,,,,,,,,843,7538,2153,1028 -,,,,,,,,844,7501,2142,1023 -,,,,,,,,845,7559,2158,1030 -,,,,,,,,846,7779,2222,1060 -,,,,,,,,847,8146,2326,1110 -,,,,,,,,848,8595,2454,1171 -,,,,,,,,849,9189,2625,1252 -,,,,,,,,850,9570,2733,1305 -,,,,,,,,851,9729,2778,1326 -,,,,,,,,852,9782,2794,1333 -,,,,,,,,853,9742,2782,1328 -,,,,,,,,854,9604,2743,1309 -,,,,,,,,855,9506,2715,1296 -,,,,,,,,856,9559,2730,1303 -,,,,,,,,857,9975,2849,1360 -,,,,,,,,858,10870,3104,1482 -,,,,,,,,859,10727,3063,1463 -,,,,,,,,860,10204,2915,1391 -,,,,,,,,861,9940,2839,1355 -,,,,,,,,862,9511,2716,1297 -,,,,,,,,863,9184,2623,1252 -,,,,,,,,864,8431,2408,1149 -,,,,,,,,865,7866,2246,1072 -,,,,,,,,866,7599,2170,1036 -,,,,,,,,867,7502,2143,1023 -,,,,,,,,868,7529,2150,1026 -,,,,,,,,869,7768,2219,1059 -,,,,,,,,870,8497,2427,1158 -,,,,,,,,871,9827,2806,1340 -,,,,,,,,872,10489,2995,1430 -,,,,,,,,873,10582,3022,1443 -,,,,,,,,874,10526,3006,1435 -,,,,,,,,875,10498,2998,1431 -,,,,,,,,876,10405,2971,1418 -,,,,,,,,877,10220,2919,1393 -,,,,,,,,878,10077,2878,1374 -,,,,,,,,879,9898,2827,1349 -,,,,,,,,880,9825,2805,1339 -,,,,,,,,881,10130,2893,1381 -,,,,,,,,882,11094,3168,1513 -,,,,,,,,883,11372,3248,1550 -,,,,,,,,884,11090,3167,1512 -,,,,,,,,885,10602,3028,1445 -,,,,,,,,886,9842,2811,1342 -,,,,,,,,887,8928,2549,1217 -,,,,,,,,888,8095,2312,1104 -,,,,,,,,889,7570,2162,1032 -,,,,,,,,890,7296,2083,994 -,,,,,,,,891,7187,2053,979 -,,,,,,,,892,7201,2056,982 -,,,,,,,,893,7441,2125,1014 -,,,,,,,,894,8197,2341,1117 -,,,,,,,,895,9544,2725,1301 -,,,,,,,,896,10218,2918,1393 -,,,,,,,,897,10289,2939,1403 -,,,,,,,,898,10297,2940,1403 -,,,,,,,,899,10306,2944,1405 -,,,,,,,,900,10273,2934,1400 -,,,,,,,,901,10169,2904,1386 -,,,,,,,,902,10091,2882,1376 -,,,,,,,,903,9965,2846,1358 -,,,,,,,,904,9973,2848,1359 -,,,,,,,,905,10317,2946,1407 -,,,,,,,,906,11227,3206,1530 -,,,,,,,,907,11454,3271,1561 -,,,,,,,,908,11223,3205,1530 -,,,,,,,,909,10814,3088,1474 -,,,,,,,,910,10112,2888,1378 -,,,,,,,,911,9190,2625,1253 -,,,,,,,,912,8397,2398,1145 -,,,,,,,,913,7897,2255,1076 -,,,,,,,,914,7658,2187,1044 -,,,,,,,,915,7580,2164,1033 -,,,,,,,,916,7627,2179,1040 -,,,,,,,,917,7884,2252,1075 -,,,,,,,,918,8679,2479,1183 -,,,,,,,,919,10080,2879,1374 -,,,,,,,,920,10760,3073,1467 -,,,,,,,,921,10844,3096,1479 -,,,,,,,,922,10789,3081,1471 -,,,,,,,,923,10722,3062,1462 -,,,,,,,,924,10601,3028,1445 -,,,,,,,,925,10436,2980,1423 -,,,,,,,,926,10348,2955,1411 -,,,,,,,,927,10257,2930,1398 -,,,,,,,,928,10355,2957,1412 -,,,,,,,,929,10783,3080,1470 -,,,,,,,,930,11617,3318,1584 -,,,,,,,,931,11749,3356,1602 -,,,,,,,,932,11456,3271,1562 -,,,,,,,,933,11004,3143,1500 -,,,,,,,,934,10258,2930,1398 -,,,,,,,,935,9264,2646,1263 -,,,,,,,,936,8424,2406,1148 -,,,,,,,,937,7872,2249,1073 -,,,,,,,,938,7595,2169,1035 -,,,,,,,,939,7465,2132,1018 -,,,,,,,,940,7474,2134,1019 -,,,,,,,,941,7725,2206,1053 -,,,,,,,,942,8508,2429,1160 -,,,,,,,,943,9893,2825,1349 -,,,,,,,,944,10531,3008,1436 -,,,,,,,,945,10533,3008,1436 -,,,,,,,,946,10448,2984,1424 -,,,,,,,,947,10389,2967,1416 -,,,,,,,,948,10273,2934,1401 -,,,,,,,,949,10107,2886,1378 -,,,,,,,,950,10000,2856,1363 -,,,,,,,,951,9842,2810,1342 -,,,,,,,,952,9815,2803,1338 -,,,,,,,,953,10105,2886,1378 -,,,,,,,,954,11015,3146,1502 -,,,,,,,,955,11357,3244,1549 -,,,,,,,,956,11150,3185,1520 -,,,,,,,,957,10778,3078,1469 -,,,,,,,,958,10113,2888,1378 -,,,,,,,,959,9187,2624,1252 -,,,,,,,,960,8383,2394,1143 -,,,,,,,,961,7882,2251,1075 -,,,,,,,,962,7621,2177,1039 -,,,,,,,,963,7510,2145,1024 -,,,,,,,,964,7532,2151,1027 -,,,,,,,,965,7775,2220,1060 -,,,,,,,,966,8506,2429,1160 -,,,,,,,,967,9834,2809,1341 -,,,,,,,,968,10504,3000,1432 -,,,,,,,,969,10505,3000,1432 -,,,,,,,,970,10390,2967,1417 -,,,,,,,,971,10310,2945,1405 -,,,,,,,,972,10177,2906,1388 -,,,,,,,,973,9970,2848,1359 -,,,,,,,,974,9853,2814,1343 -,,,,,,,,975,9719,2775,1325 -,,,,,,,,976,9674,2763,1319 -,,,,,,,,977,9959,2845,1358 -,,,,,,,,978,10755,3071,1466 -,,,,,,,,979,10886,3109,1484 -,,,,,,,,980,10576,3020,1442 -,,,,,,,,981,10178,2907,1388 -,,,,,,,,982,9627,2749,1312 -,,,,,,,,983,8895,2540,1212 -,,,,,,,,984,8162,2331,1113 -,,,,,,,,985,7613,2174,1038 -,,,,,,,,986,7306,2086,996 -,,,,,,,,987,7122,2034,971 -,,,,,,,,988,7055,2015,962 -,,,,,,,,989,7132,2037,972 -,,,,,,,,990,7415,2118,1011 -,,,,,,,,991,7941,2268,1083 -,,,,,,,,992,8520,2433,1161 -,,,,,,,,993,9199,2627,1254 -,,,,,,,,994,9723,2777,1326 -,,,,,,,,995,9970,2848,1359 -,,,,,,,,996,10006,2858,1364 -,,,,,,,,997,9914,2831,1352 -,,,,,,,,998,9771,2790,1332 -,,,,,,,,999,9628,2749,1312 -,,,,,,,,1000,9559,2730,1303 -,,,,,,,,1001,9852,2814,1343 -,,,,,,,,1002,10586,3023,1444 -,,,,,,,,1003,10731,3065,1463 -,,,,,,,,1004,10422,2976,1421 -,,,,,,,,1005,10081,2880,1374 -,,,,,,,,1006,9629,2750,1312 -,,,,,,,,1007,9059,2587,1235 -,,,,,,,,1008,8468,2419,1155 -,,,,,,,,1009,8033,2294,1095 -,,,,,,,,1010,7793,2226,1062 -,,,,,,,,1011,7711,2203,1051 -,,,,,,,,1012,7718,2204,1052 -,,,,,,,,1013,7822,2234,1066 -,,,,,,,,1014,8062,2303,1099 -,,,,,,,,1015,8451,2414,1152 -,,,,,,,,1016,8882,2537,1211 -,,,,,,,,1017,9489,2710,1293 -,,,,,,,,1018,9926,2835,1353 -,,,,,,,,1019,10142,2896,1383 -,,,,,,,,1020,10189,2910,1389 -,,,,,,,,1021,10146,2898,1383 -,,,,,,,,1022,10036,2866,1368 -,,,,,,,,1023,9926,2835,1353 -,,,,,,,,1024,9981,2850,1361 -,,,,,,,,1025,10404,2971,1418 -,,,,,,,,1026,11369,3247,1550 -,,,,,,,,1027,11758,3358,1603 -,,,,,,,,1028,11556,3301,1575 -,,,,,,,,1029,11152,3185,1520 -,,,,,,,,1030,10484,2994,1429 -,,,,,,,,1031,9722,2776,1325 -,,,,,,,,1032,8998,2569,1226 -,,,,,,,,1033,8505,2429,1160 -,,,,,,,,1034,8265,2360,1126 -,,,,,,,,1035,8168,2333,1114 -,,,,,,,,1036,8189,2339,1116 -,,,,,,,,1037,8428,2407,1149 -,,,,,,,,1038,9147,2612,1247 -,,,,,,,,1039,10459,2987,1426 -,,,,,,,,1040,11099,3170,1514 -,,,,,,,,1041,11148,3184,1520 -,,,,,,,,1042,11081,3165,1510 -,,,,,,,,1043,11015,3146,1502 -,,,,,,,,1044,10917,3118,1489 -,,,,,,,,1045,10710,3059,1460 -,,,,,,,,1046,10549,3013,1439 -,,,,,,,,1047,10359,2958,1412 -,,,,,,,,1048,10290,2939,1403 -,,,,,,,,1049,10536,3009,1436 -,,,,,,,,1050,11403,3256,1555 -,,,,,,,,1051,11764,3360,1604 -,,,,,,,,1052,11544,3296,1574 -,,,,,,,,1053,11133,3180,1518 -,,,,,,,,1054,10421,2976,1421 -,,,,,,,,1055,9484,2709,1293 -,,,,,,,,1056,8634,2465,1177 -,,,,,,,,1057,8090,2310,1103 -,,,,,,,,1058,7811,2231,1065 -,,,,,,,,1059,7709,2202,1051 -,,,,,,,,1060,7707,2201,1050 -,,,,,,,,1061,7943,2269,1083 -,,,,,,,,1062,8680,2479,1183 -,,,,,,,,1063,10023,2863,1367 -,,,,,,,,1064,10659,3044,1454 -,,,,,,,,1065,10701,3056,1459 -,,,,,,,,1066,10668,3046,1454 -,,,,,,,,1067,10648,3041,1452 -,,,,,,,,1068,10556,3015,1439 -,,,,,,,,1069,10434,2980,1423 -,,,,,,,,1070,10341,2953,1410 -,,,,,,,,1071,10225,2920,1394 -,,,,,,,,1072,10169,2904,1386 -,,,,,,,,1073,10383,2965,1415 -,,,,,,,,1074,11184,3194,1525 -,,,,,,,,1075,11488,3281,1566 -,,,,,,,,1076,11197,3198,1526 -,,,,,,,,1077,10762,3073,1467 -,,,,,,,,1078,10056,2872,1371 -,,,,,,,,1079,9134,2609,1245 -,,,,,,,,1080,8318,2375,1134 -,,,,,,,,1081,7763,2217,1058 -,,,,,,,,1082,7466,2132,1018 -,,,,,,,,1083,7322,2091,998 -,,,,,,,,1084,7307,2087,996 -,,,,,,,,1085,7510,2144,1024 -,,,,,,,,1086,8252,2357,1125 -,,,,,,,,1087,9581,2736,1306 -,,,,,,,,1088,10291,2939,1403 -,,,,,,,,1089,10431,2979,1422 -,,,,,,,,1090,10465,2989,1427 -,,,,,,,,1091,10495,2997,1431 -,,,,,,,,1092,10449,2984,1424 -,,,,,,,,1093,10324,2949,1408 -,,,,,,,,1094,10266,2932,1399 -,,,,,,,,1095,10149,2899,1383 -,,,,,,,,1096,10110,2887,1378 -,,,,,,,,1097,10359,2959,1413 -,,,,,,,,1098,11099,3170,1513 -,,,,,,,,1099,11355,3243,1548 -,,,,,,,,1100,11088,3167,1512 -,,,,,,,,1101,10636,3037,1450 -,,,,,,,,1102,9927,2835,1353 -,,,,,,,,1103,8993,2569,1226 -,,,,,,,,1104,8142,2325,1110 -,,,,,,,,1105,7625,2178,1040 -,,,,,,,,1106,7352,2099,1002 -,,,,,,,,1107,7247,2069,988 -,,,,,,,,1108,7297,2084,994 -,,,,,,,,1109,7532,2151,1027 -,,,,,,,,1110,8314,2374,1133 -,,,,,,,,1111,9641,2754,1314 -,,,,,,,,1112,10287,2938,1403 -,,,,,,,,1113,10370,2961,1414 -,,,,,,,,1114,10385,2966,1416 -,,,,,,,,1115,10365,2960,1413 -,,,,,,,,1116,10310,2945,1405 -,,,,,,,,1117,10247,2926,1397 -,,,,,,,,1118,10244,2925,1397 -,,,,,,,,1119,10168,2904,1386 -,,,,,,,,1120,10204,2915,1391 -,,,,,,,,1121,10572,3020,1441 -,,,,,,,,1122,11259,3216,1535 -,,,,,,,,1123,11406,3257,1555 -,,,,,,,,1124,11121,3176,1516 -,,,,,,,,1125,10679,3050,1456 -,,,,,,,,1126,9966,2846,1358 -,,,,,,,,1127,9025,2578,1231 -,,,,,,,,1128,8187,2338,1116 -,,,,,,,,1129,7611,2174,1038 -,,,,,,,,1130,7284,2080,993 -,,,,,,,,1131,7110,2031,969 -,,,,,,,,1132,7082,2023,965 -,,,,,,,,1133,7266,2075,990 -,,,,,,,,1134,7941,2268,1083 -,,,,,,,,1135,9190,2625,1253 -,,,,,,,,1136,9935,2837,1354 -,,,,,,,,1137,10145,2897,1383 -,,,,,,,,1138,10199,2913,1390 -,,,,,,,,1139,10213,2917,1393 -,,,,,,,,1140,10135,2895,1382 -,,,,,,,,1141,9964,2845,1358 -,,,,,,,,1142,9842,2811,1342 -,,,,,,,,1143,9677,2764,1319 -,,,,,,,,1144,9588,2739,1308 -,,,,,,,,1145,9757,2786,1330 -,,,,,,,,1146,10423,2976,1421 -,,,,,,,,1147,10732,3065,1463 -,,,,,,,,1148,10465,2989,1427 -,,,,,,,,1149,10112,2888,1378 -,,,,,,,,1150,9608,2744,1310 -,,,,,,,,1151,8902,2543,1214 -,,,,,,,,1152,8169,2333,1114 -,,,,,,,,1153,7626,2178,1040 -,,,,,,,,1154,7319,2090,998 -,,,,,,,,1155,7175,2049,978 -,,,,,,,,1156,7115,2032,969 -,,,,,,,,1157,7188,2053,980 -,,,,,,,,1158,7493,2140,1021 -,,,,,,,,1159,7971,2277,1086 -,,,,,,,,1160,8487,2424,1157 -,,,,,,,,1161,9054,2586,1234 -,,,,,,,,1162,9378,2679,1278 -,,,,,,,,1163,9475,2706,1292 -,,,,,,,,1164,9397,2684,1281 -,,,,,,,,1165,9213,2631,1256 -,,,,,,,,1166,8987,2567,1225 -,,,,,,,,1167,8846,2526,1206 -,,,,,,,,1168,8855,2529,1207 -,,,,,,,,1169,9156,2614,1248 -,,,,,,,,1170,9899,2827,1349 -,,,,,,,,1171,10203,2914,1391 -,,,,,,,,1172,9935,2838,1354 -,,,,,,,,1173,9625,2749,1312 -,,,,,,,,1174,9180,2622,1252 -,,,,,,,,1175,8581,2451,1170 -,,,,,,,,1176,7971,2277,1086 -,,,,,,,,1177,7490,2138,1021 -,,,,,,,,1178,7210,2059,983 -,,,,,,,,1179,7059,2016,962 -,,,,,,,,1180,7011,2003,956 -,,,,,,,,1181,7070,2019,964 -,,,,,,,,1182,7293,2083,994 -,,,,,,,,1183,7609,2173,1037 -,,,,,,,,1184,8012,2288,1092 -,,,,,,,,1185,8538,2439,1164 -,,,,,,,,1186,8900,2542,1213 -,,,,,,,,1187,9034,2580,1232 -,,,,,,,,1188,9054,2585,1234 -,,,,,,,,1189,8953,2557,1221 -,,,,,,,,1190,8781,2508,1197 -,,,,,,,,1191,8625,2463,1176 -,,,,,,,,1192,8611,2459,1174 -,,,,,,,,1193,8917,2547,1216 -,,,,,,,,1194,9775,2791,1332 -,,,,,,,,1195,10295,2940,1403 -,,,,,,,,1196,10076,2878,1373 -,,,,,,,,1197,9756,2786,1330 -,,,,,,,,1198,9251,2642,1261 -,,,,,,,,1199,8620,2462,1175 -,,,,,,,,1200,8004,2286,1091 -,,,,,,,,1201,7591,2168,1035 -,,,,,,,,1202,7349,2099,1002 -,,,,,,,,1203,7210,2059,983 -,,,,,,,,1204,7233,2066,986 -,,,,,,,,1205,7428,2121,1013 -,,,,,,,,1206,7961,2274,1085 -,,,,,,,,1207,8744,2497,1192 -,,,,,,,,1208,9347,2670,1274 -,,,,,,,,1209,9828,2807,1340 -,,,,,,,,1210,10129,2893,1381 -,,,,,,,,1211,10263,2931,1399 -,,,,,,,,1212,10228,2921,1394 -,,,,,,,,1213,10062,2874,1372 -,,,,,,,,1214,9882,2822,1348 -,,,,,,,,1215,9738,2781,1328 -,,,,,,,,1216,9696,2769,1322 -,,,,,,,,1217,9990,2853,1362 -,,,,,,,,1218,10862,3102,1481 -,,,,,,,,1219,11318,3232,1543 -,,,,,,,,1220,11040,3153,1505 -,,,,,,,,1221,10615,3031,1447 -,,,,,,,,1222,9962,2845,1358 -,,,,,,,,1223,9128,2607,1244 -,,,,,,,,1224,8372,2391,1141 -,,,,,,,,1225,7888,2253,1075 -,,,,,,,,1226,7640,2182,1041 -,,,,,,,,1227,7545,2154,1029 -,,,,,,,,1228,7585,2166,1034 -,,,,,,,,1229,7831,2236,1068 -,,,,,,,,1230,8541,2439,1165 -,,,,,,,,1231,9651,2756,1316 -,,,,,,,,1232,10291,2939,1403 -,,,,,,,,1233,10491,2996,1430 -,,,,,,,,1234,10481,2993,1428 -,,,,,,,,1235,10455,2986,1425 -,,,,,,,,1236,10351,2956,1411 -,,,,,,,,1237,10191,2910,1389 -,,,,,,,,1238,10110,2888,1378 -,,,,,,,,1239,10039,2867,1368 -,,,,,,,,1240,10042,2868,1369 -,,,,,,,,1241,10338,2952,1409 -,,,,,,,,1242,11123,3176,1516 -,,,,,,,,1243,11418,3260,1557 -,,,,,,,,1244,11097,3169,1513 -,,,,,,,,1245,10601,3027,1445 -,,,,,,,,1246,9885,2823,1348 -,,,,,,,,1247,8968,2561,1222 -,,,,,,,,1248,8153,2329,1111 -,,,,,,,,1249,7599,2170,1036 -,,,,,,,,1250,7284,2080,993 -,,,,,,,,1251,7147,2041,974 -,,,,,,,,1252,7125,2035,971 -,,,,,,,,1253,7333,2094,999 -,,,,,,,,1254,7991,2282,1090 -,,,,,,,,1255,9047,2584,1233 -,,,,,,,,1256,9732,2780,1327 -,,,,,,,,1257,9950,2842,1357 -,,,,,,,,1258,9972,2848,1359 -,,,,,,,,1259,10004,2857,1364 -,,,,,,,,1260,9950,2842,1357 -,,,,,,,,1261,9807,2801,1337 -,,,,,,,,1262,9709,2773,1323 -,,,,,,,,1263,9560,2730,1303 -,,,,,,,,1264,9469,2704,1291 -,,,,,,,,1265,9656,2758,1317 -,,,,,,,,1266,10381,2965,1415 -,,,,,,,,1267,10819,3090,1475 -,,,,,,,,1268,10562,3016,1440 -,,,,,,,,1269,10151,2900,1384 -,,,,,,,,1270,9508,2715,1296 -,,,,,,,,1271,8638,2467,1177 -,,,,,,,,1272,7846,2241,1070 -,,,,,,,,1273,7303,2086,995 -,,,,,,,,1274,6999,1999,954 -,,,,,,,,1275,6838,1953,932 -,,,,,,,,1276,6820,1948,929 -,,,,,,,,1277,7001,1999,954 -,,,,,,,,1278,7652,2185,1043 -,,,,,,,,1279,8744,2497,1192 -,,,,,,,,1280,9451,2699,1288 -,,,,,,,,1281,9760,2787,1331 -,,,,,,,,1282,9924,2835,1353 -,,,,,,,,1283,9981,2850,1361 -,,,,,,,,1284,9974,2849,1360 -,,,,,,,,1285,9877,2820,1347 -,,,,,,,,1286,9772,2790,1332 -,,,,,,,,1287,9652,2756,1316 -,,,,,,,,1288,9540,2725,1301 -,,,,,,,,1289,9671,2762,1318 -,,,,,,,,1290,10355,2957,1412 -,,,,,,,,1291,10836,3095,1477 -,,,,,,,,1292,10620,3033,1448 -,,,,,,,,1293,10217,2918,1393 -,,,,,,,,1294,9588,2738,1307 -,,,,,,,,1295,8742,2497,1191 -,,,,,,,,1296,7977,2279,1087 -,,,,,,,,1297,7457,2129,1016 -,,,,,,,,1298,7157,2044,975 -,,,,,,,,1299,7019,2004,957 -,,,,,,,,1300,7027,2007,958 -,,,,,,,,1301,7231,2065,985 -,,,,,,,,1302,7861,2245,1071 -,,,,,,,,1303,8911,2545,1215 -,,,,,,,,1304,9703,2771,1322 -,,,,,,,,1305,10187,2910,1388 -,,,,,,,,1306,10441,2982,1424 -,,,,,,,,1307,10613,3031,1447 -,,,,,,,,1308,10669,3047,1454 -,,,,,,,,1309,10604,3028,1445 -,,,,,,,,1310,10565,3017,1440 -,,,,,,,,1311,10490,2995,1430 -,,,,,,,,1312,10443,2983,1424 -,,,,,,,,1313,10639,3039,1450 -,,,,,,,,1314,11072,3162,1509 -,,,,,,,,1315,11096,3169,1513 -,,,,,,,,1316,10745,3069,1465 -,,,,,,,,1317,10289,2939,1403 -,,,,,,,,1318,9690,2767,1321 -,,,,,,,,1319,8930,2550,1217 -,,,,,,,,1320,8178,2335,1115 -,,,,,,,,1321,7621,2177,1039 -,,,,,,,,1322,7287,2081,994 -,,,,,,,,1323,7110,2030,969 -,,,,,,,,1324,7044,2012,960 -,,,,,,,,1325,7131,2037,972 -,,,,,,,,1326,7410,2116,1010 -,,,,,,,,1327,7828,2235,1067 -,,,,,,,,1328,8316,2374,1134 -,,,,,,,,1329,8903,2543,1214 -,,,,,,,,1330,9358,2672,1276 -,,,,,,,,1331,9582,2736,1307 -,,,,,,,,1332,9587,2738,1307 -,,,,,,,,1333,9485,2709,1293 -,,,,,,,,1334,9318,2661,1270 -,,,,,,,,1335,9195,2626,1253 -,,,,,,,,1336,9175,2620,1251 -,,,,,,,,1337,9422,2690,1284 -,,,,,,,,1338,10096,2884,1377 -,,,,,,,,1339,10560,3015,1439 -,,,,,,,,1340,10326,2949,1408 -,,,,,,,,1341,9995,2855,1363 -,,,,,,,,1342,9553,2728,1302 -,,,,,,,,1343,8922,2549,1216 -,,,,,,,,1344,8318,2375,1134 -,,,,,,,,1345,7861,2245,1071 -,,,,,,,,1346,7565,2160,1031 -,,,,,,,,1347,7413,2117,1010 -,,,,,,,,1348,7380,2108,1006 -,,,,,,,,1349,7441,2125,1014 -,,,,,,,,1350,7665,2189,1045 -,,,,,,,,1351,7947,2269,1083 -,,,,,,,,1352,8333,2379,1136 -,,,,,,,,1353,8885,2538,1212 -,,,,,,,,1354,9239,2639,1259 -,,,,,,,,1355,9411,2688,1283 -,,,,,,,,1356,9462,2702,1290 -,,,,,,,,1357,9411,2688,1283 -,,,,,,,,1358,9235,2637,1259 -,,,,,,,,1359,9050,2584,1234 -,,,,,,,,1360,9032,2580,1232 -,,,,,,,,1361,9325,2663,1272 -,,,,,,,,1362,10098,2884,1377 -,,,,,,,,1363,10815,3089,1474 -,,,,,,,,1364,10621,3033,1448 -,,,,,,,,1365,10226,2920,1394 -,,,,,,,,1366,9618,2747,1311 -,,,,,,,,1367,8863,2531,1208 -,,,,,,,,1368,8192,2339,1116 -,,,,,,,,1369,7755,2214,1057 -,,,,,,,,1370,7537,2153,1027 -,,,,,,,,1371,7463,2131,1017 -,,,,,,,,1372,7507,2144,1024 -,,,,,,,,1373,7785,2224,1061 -,,,,,,,,1374,8561,2445,1167 -,,,,,,,,1375,9775,2791,1332 -,,,,,,,,1376,10421,2976,1421 -,,,,,,,,1377,10491,2996,1430 -,,,,,,,,1378,10455,2985,1425 -,,,,,,,,1379,10410,2973,1419 -,,,,,,,,1380,10322,2948,1407 -,,,,,,,,1381,10206,2915,1392 -,,,,,,,,1382,10120,2890,1379 -,,,,,,,,1383,9988,2853,1362 -,,,,,,,,1384,9982,2850,1361 -,,,,,,,,1385,10280,2936,1402 -,,,,,,,,1386,10958,3130,1494 -,,,,,,,,1387,11328,3235,1545 -,,,,,,,,1388,11037,3152,1504 -,,,,,,,,1389,10526,3006,1435 -,,,,,,,,1390,9789,2795,1334 -,,,,,,,,1391,8873,2535,1210 -,,,,,,,,1392,8044,2297,1096 -,,,,,,,,1393,7520,2148,1025 -,,,,,,,,1394,7231,2065,985 -,,,,,,,,1395,7107,2029,969 -,,,,,,,,1396,7106,2029,969 -,,,,,,,,1397,7335,2095,999 -,,,,,,,,1398,8093,2311,1103 -,,,,,,,,1399,9290,2653,1267 -,,,,,,,,1400,9931,2836,1354 -,,,,,,,,1401,10061,2874,1372 -,,,,,,,,1402,10102,2885,1378 -,,,,,,,,1403,10091,2882,1376 -,,,,,,,,1404,10018,2861,1366 -,,,,,,,,1405,9875,2820,1346 -,,,,,,,,1406,9788,2795,1334 -,,,,,,,,1407,9659,2759,1317 -,,,,,,,,1408,9603,2742,1309 -,,,,,,,,1409,9803,2800,1337 -,,,,,,,,1410,10518,3004,1434 -,,,,,,,,1411,11166,3189,1522 -,,,,,,,,1412,11523,3291,1571 -,,,,,,,,1413,10998,3141,1499 -,,,,,,,,1414,10215,2917,1393 -,,,,,,,,1415,9261,2645,1262 -,,,,,,,,1416,8427,2407,1149 -,,,,,,,,1417,7875,2249,1074 -,,,,,,,,1418,7605,2172,1036 -,,,,,,,,1419,7467,2133,1018 -,,,,,,,,1420,7469,2133,1018 -,,,,,,,,1421,7673,2191,1046 -,,,,,,,,1422,8349,2384,1138 -,,,,,,,,1423,9493,2711,1294 -,,,,,,,,1424,10224,2920,1394 -,,,,,,,,1425,10547,3012,1438 -,,,,,,,,1426,10752,3070,1466 -,,,,,,,,1427,10930,3121,1490 -,,,,,,,,1428,10989,3139,1499 -,,,,,,,,1429,10958,3130,1494 -,,,,,,,,1430,10901,3113,1486 -,,,,,,,,1431,10816,3089,1474 -,,,,,,,,1432,10785,3081,1470 -,,,,,,,,1433,10991,3139,1499 -,,,,,,,,1434,11525,3291,1571 -,,,,,,,,1435,11867,3389,1618 -,,,,,,,,1436,11605,3314,1582 -,,,,,,,,1437,11147,3183,1519 -,,,,,,,,1438,10416,2975,1420 -,,,,,,,,1439,9477,2706,1292 -,,,,,,,,1440,8641,2468,1178 -,,,,,,,,1441,8120,2319,1107 -,,,,,,,,1442,7834,2238,1068 -,,,,,,,,1443,7683,2194,1047 -,,,,,,,,1444,7693,2197,1049 -,,,,,,,,1445,7904,2257,1077 -,,,,,,,,1446,8636,2466,1177 -,,,,,,,,1447,9807,2800,1337 -,,,,,,,,1448,10509,3001,1433 -,,,,,,,,1449,10720,3061,1461 -,,,,,,,,1450,10776,3077,1469 -,,,,,,,,1451,10815,3088,1474 -,,,,,,,,1452,10751,3070,1466 -,,,,,,,,1453,10634,3037,1449 -,,,,,,,,1454,10572,3019,1441 -,,,,,,,,1455,10448,2984,1424 -,,,,,,,,1456,10397,2969,1418 -,,,,,,,,1457,10593,3025,1444 -,,,,,,,,1458,11080,3165,1510 -,,,,,,,,1459,11311,3231,1542 -,,,,,,,,1460,11017,3146,1502 -,,,,,,,,1461,10603,3028,1445 -,,,,,,,,1462,10035,2866,1368 -,,,,,,,,1463,9282,2651,1266 -,,,,,,,,1464,8517,2432,1161 -,,,,,,,,1465,7982,2279,1088 -,,,,,,,,1466,7654,2186,1044 -,,,,,,,,1467,7449,2127,1015 -,,,,,,,,1468,7341,2096,1000 -,,,,,,,,1469,7371,2105,1004 -,,,,,,,,1470,7615,2174,1038 -,,,,,,,,1471,8056,2301,1098 -,,,,,,,,1472,8598,2455,1172 -,,,,,,,,1473,9260,2645,1262 -,,,,,,,,1474,9749,2784,1329 -,,,,,,,,1475,9971,2848,1359 -,,,,,,,,1476,10017,2860,1366 -,,,,,,,,1477,9869,2819,1346 -,,,,,,,,1478,9583,2737,1307 -,,,,,,,,1479,9292,2654,1267 -,,,,,,,,1480,9102,2600,1241 -,,,,,,,,1481,9139,2610,1246 -,,,,,,,,1482,9614,2745,1311 -,,,,,,,,1483,10222,2920,1393 -,,,,,,,,1484,9995,2855,1363 -,,,,,,,,1485,9682,2765,1320 -,,,,,,,,1486,9202,2628,1254 -,,,,,,,,1487,8602,2457,1172 -,,,,,,,,1488,7977,2279,1087 -,,,,,,,,1489,7477,2135,1020 -,,,,,,,,1490,7172,2048,978 -,,,,,,,,1491,7002,2000,954 -,,,,,,,,1492,6932,1980,945 -,,,,,,,,1493,6985,1995,952 -,,,,,,,,1494,7176,2049,979 -,,,,,,,,1495,7482,2137,1020 -,,,,,,,,1496,7921,2262,1080 -,,,,,,,,1497,8559,2444,1166 -,,,,,,,,1498,9060,2588,1235 -,,,,,,,,1499,9283,2651,1266 -,,,,,,,,1500,9368,2675,1277 -,,,,,,,,1501,9349,2670,1274 -,,,,,,,,1502,9206,2629,1255 -,,,,,,,,1503,9116,2604,1242 -,,,,,,,,1504,9118,2604,1243 -,,,,,,,,1505,9343,2668,1273 -,,,,,,,,1506,9973,2849,1360 -,,,,,,,,1507,10663,3045,1454 -,,,,,,,,1508,10496,2998,1431 -,,,,,,,,1509,10096,2884,1377 -,,,,,,,,1510,9457,2700,1289 -,,,,,,,,1511,8678,2478,1183 -,,,,,,,,1512,7993,2283,1090 -,,,,,,,,1513,7552,2157,1030 -,,,,,,,,1514,7351,2099,1002 -,,,,,,,,1515,7282,2079,993 -,,,,,,,,1516,7335,2095,999 -,,,,,,,,1517,7619,2176,1039 -,,,,,,,,1518,8415,2403,1147 -,,,,,,,,1519,9632,2750,1313 -,,,,,,,,1520,10309,2944,1405 -,,,,,,,,1521,10445,2983,1424 -,,,,,,,,1522,10471,2991,1428 -,,,,,,,,1523,10485,2995,1429 -,,,,,,,,1524,10418,2975,1420 -,,,,,,,,1525,10262,2930,1399 -,,,,,,,,1526,10148,2898,1383 -,,,,,,,,1527,9977,2850,1360 -,,,,,,,,1528,9935,2838,1354 -,,,,,,,,1529,10160,2902,1385 -,,,,,,,,1530,10845,3097,1479 -,,,,,,,,1531,11615,3317,1584 -,,,,,,,,1532,11459,3272,1562 -,,,,,,,,1533,11049,3156,1506 -,,,,,,,,1534,10356,2958,1412 -,,,,,,,,1535,9442,2696,1288 -,,,,,,,,1536,8657,2472,1180 -,,,,,,,,1537,8163,2331,1113 -,,,,,,,,1538,7945,2269,1083 -,,,,,,,,1539,7862,2245,1072 -,,,,,,,,1540,7898,2256,1077 -,,,,,,,,1541,8165,2332,1113 -,,,,,,,,1542,8944,2555,1219 -,,,,,,,,1543,10130,2893,1381 -,,,,,,,,1544,10759,3072,1467 -,,,,,,,,1545,10816,3089,1474 -,,,,,,,,1546,10701,3056,1459 -,,,,,,,,1547,10651,3042,1452 -,,,,,,,,1548,10567,3018,1440 -,,,,,,,,1549,10376,2963,1414 -,,,,,,,,1550,10256,2929,1398 -,,,,,,,,1551,10085,2880,1375 -,,,,,,,,1552,9956,2844,1358 -,,,,,,,,1553,10142,2896,1383 -,,,,,,,,1554,10717,3060,1461 -,,,,,,,,1555,11461,3273,1563 -,,,,,,,,1556,11348,3241,1547 -,,,,,,,,1557,10960,3130,1494 -,,,,,,,,1558,10247,2926,1397 -,,,,,,,,1559,9288,2653,1267 -,,,,,,,,1560,8437,2409,1150 -,,,,,,,,1561,7910,2259,1078 -,,,,,,,,1562,7642,2183,1042 -,,,,,,,,1563,7501,2142,1023 -,,,,,,,,1564,7505,2144,1023 -,,,,,,,,1565,7716,2203,1052 -,,,,,,,,1566,8468,2419,1155 -,,,,,,,,1567,9601,2742,1309 -,,,,,,,,1568,10166,2903,1386 -,,,,,,,,1569,10185,2909,1388 -,,,,,,,,1570,10116,2890,1379 -,,,,,,,,1571,10057,2872,1371 -,,,,,,,,1572,9938,2838,1355 -,,,,,,,,1573,9791,2796,1335 -,,,,,,,,1574,9707,2772,1323 -,,,,,,,,1575,9530,2722,1299 -,,,,,,,,1576,9443,2697,1288 -,,,,,,,,1577,9574,2734,1305 -,,,,,,,,1578,10109,2887,1378 -,,,,,,,,1579,10805,3085,1473 -,,,,,,,,1580,10641,3039,1451 -,,,,,,,,1581,10230,2921,1394 -,,,,,,,,1582,9517,2718,1298 -,,,,,,,,1583,8590,2453,1171 -,,,,,,,,1584,7740,2211,1055 -,,,,,,,,1585,7227,2064,985 -,,,,,,,,1586,6947,1984,947 -,,,,,,,,1587,6804,1943,928 -,,,,,,,,1588,6773,1934,923 -,,,,,,,,1589,6978,1993,951 -,,,,,,,,1590,7694,2198,1049 -,,,,,,,,1591,8773,2505,1196 -,,,,,,,,1592,9442,2696,1288 -,,,,,,,,1593,9590,2739,1308 -,,,,,,,,1594,9641,2754,1314 -,,,,,,,,1595,9676,2764,1319 -,,,,,,,,1596,9667,2760,1318 -,,,,,,,,1597,9575,2735,1305 -,,,,,,,,1598,9532,2722,1299 -,,,,,,,,1599,9424,2691,1285 -,,,,,,,,1600,9358,2673,1276 -,,,,,,,,1601,9474,2705,1292 -,,,,,,,,1602,9975,2849,1360 -,,,,,,,,1603,10518,3004,1434 -,,,,,,,,1604,10324,2949,1408 -,,,,,,,,1605,9890,2825,1348 -,,,,,,,,1606,9189,2625,1252 -,,,,,,,,1607,8258,2359,1126 -,,,,,,,,1608,7447,2127,1015 -,,,,,,,,1609,6919,1976,944 -,,,,,,,,1610,6646,1898,906 -,,,,,,,,1611,6507,1858,887 -,,,,,,,,1612,6480,1850,883 -,,,,,,,,1613,6689,1910,912 -,,,,,,,,1614,7403,2114,1010 -,,,,,,,,1615,8626,2464,1176 -,,,,,,,,1616,9443,2697,1288 -,,,,,,,,1617,9704,2771,1322 -,,,,,,,,1618,9797,2798,1336 -,,,,,,,,1619,9842,2810,1342 -,,,,,,,,1620,9789,2795,1334 -,,,,,,,,1621,9649,2755,1316 -,,,,,,,,1622,9561,2730,1303 -,,,,,,,,1623,9425,2692,1285 -,,,,,,,,1624,9376,2678,1278 -,,,,,,,,1625,9491,2710,1294 -,,,,,,,,1626,9892,2825,1348 -,,,,,,,,1627,10483,2994,1429 -,,,,,,,,1628,10305,2943,1405 -,,,,,,,,1629,9964,2846,1358 -,,,,,,,,1630,9454,2700,1289 -,,,,,,,,1631,8738,2495,1191 -,,,,,,,,1632,8006,2287,1091 -,,,,,,,,1633,7498,2141,1022 -,,,,,,,,1634,7239,2068,987 -,,,,,,,,1635,7111,2031,969 -,,,,,,,,1636,7083,2023,965 -,,,,,,,,1637,7185,2052,979 -,,,,,,,,1638,7485,2138,1020 -,,,,,,,,1639,7906,2258,1078 -,,,,,,,,1640,8530,2436,1163 -,,,,,,,,1641,9122,2605,1243 -,,,,,,,,1642,9490,2710,1294 -,,,,,,,,1643,9569,2733,1304 -,,,,,,,,1644,9497,2712,1295 -,,,,,,,,1645,9328,2664,1272 -,,,,,,,,1646,9121,2604,1243 -,,,,,,,,1647,8940,2553,1219 -,,,,,,,,1648,8871,2534,1210 -,,,,,,,,1649,9010,2573,1228 -,,,,,,,,1650,9451,2700,1288 -,,,,,,,,1651,10147,2898,1383 -,,,,,,,,1652,10013,2860,1365 -,,,,,,,,1653,9737,2780,1328 -,,,,,,,,1654,9287,2652,1266 -,,,,,,,,1655,8667,2475,1181 -,,,,,,,,1656,8057,2301,1098 -,,,,,,,,1657,7591,2168,1035 -,,,,,,,,1658,7452,2128,1015 -,,,,,,,,1659,7312,2089,997 -,,,,,,,,1660,7169,2048,977 -,,,,,,,,1661,7138,2038,973 -,,,,,,,,1662,7249,2070,988 -,,,,,,,,1663,7512,2145,1024 -,,,,,,,,1664,7809,2230,1065 -,,,,,,,,1665,8257,2358,1126 -,,,,,,,,1666,8664,2474,1181 -,,,,,,,,1667,8875,2535,1210 -,,,,,,,,1668,8929,2550,1217 -,,,,,,,,1669,8867,2532,1209 -,,,,,,,,1670,8689,2481,1185 -,,,,,,,,1671,8473,2419,1155 -,,,,,,,,1672,8338,2381,1136 -,,,,,,,,1673,8375,2392,1141 -,,,,,,,,1674,8619,2461,1175 -,,,,,,,,1675,9041,2582,1232 -,,,,,,,,1676,9793,2796,1335 -,,,,,,,,1677,9641,2754,1314 -,,,,,,,,1678,9055,2586,1235 -,,,,,,,,1679,8301,2371,1131 -,,,,,,,,1680,7513,2145,1024 -,,,,,,,,1681,7018,2004,957 -,,,,,,,,1682,6730,1922,918 -,,,,,,,,1683,6622,1891,903 -,,,,,,,,1684,6637,1896,904 -,,,,,,,,1685,6834,1952,932 -,,,,,,,,1686,7545,2154,1029 -,,,,,,,,1687,8884,2537,1212 -,,,,,,,,1688,9660,2759,1317 -,,,,,,,,1689,9765,2789,1331 -,,,,,,,,1690,9727,2778,1326 -,,,,,,,,1691,9760,2787,1331 -,,,,,,,,1692,9738,2781,1328 -,,,,,,,,1693,9638,2752,1314 -,,,,,,,,1694,9575,2735,1305 -,,,,,,,,1695,9428,2693,1285 -,,,,,,,,1696,9292,2654,1267 -,,,,,,,,1697,9255,2644,1262 -,,,,,,,,1698,9377,2678,1278 -,,,,,,,,1699,9691,2768,1321 -,,,,,,,,1700,10200,2913,1391 -,,,,,,,,1701,9895,2826,1349 -,,,,,,,,1702,9179,2621,1252 -,,,,,,,,1703,8257,2358,1126 -,,,,,,,,1704,7404,2114,1010 -,,,,,,,,1705,6824,1948,930 -,,,,,,,,1706,6491,1853,885 -,,,,,,,,1707,6333,1808,863 -,,,,,,,,1708,6295,1798,858 -,,,,,,,,1709,6462,1845,881 -,,,,,,,,1710,7094,2026,967 -,,,,,,,,1711,8389,2396,1144 -,,,,,,,,1712,9259,2645,1262 -,,,,,,,,1713,9497,2712,1295 -,,,,,,,,1714,9587,2738,1307 -,,,,,,,,1715,9652,2756,1316 -,,,,,,,,1716,9664,2760,1318 -,,,,,,,,1717,9610,2745,1310 -,,,,,,,,1718,9593,2740,1308 -,,,,,,,,1719,9495,2712,1294 -,,,,,,,,1720,9400,2684,1282 -,,,,,,,,1721,9407,2687,1282 -,,,,,,,,1722,9511,2716,1297 -,,,,,,,,1723,9660,2759,1317 -,,,,,,,,1724,10128,2892,1381 -,,,,,,,,1725,9850,2813,1343 -,,,,,,,,1726,9147,2612,1247 -,,,,,,,,1727,8199,2341,1118 -,,,,,,,,1728,7325,2092,999 -,,,,,,,,1729,6740,1925,919 -,,,,,,,,1730,6425,1834,876 -,,,,,,,,1731,6264,1789,853 -,,,,,,,,1732,6257,1787,853 -,,,,,,,,1733,6405,1829,873 -,,,,,,,,1734,7053,2014,961 -,,,,,,,,1735,8360,2388,1140 -,,,,,,,,1736,9166,2618,1250 -,,,,,,,,1737,9354,2671,1275 -,,,,,,,,1738,9463,2703,1290 -,,,,,,,,1739,9550,2727,1302 -,,,,,,,,1740,9566,2732,1304 -,,,,,,,,1741,9480,2707,1292 -,,,,,,,,1742,9460,2701,1290 -,,,,,,,,1743,9358,2673,1276 -,,,,,,,,1744,9286,2652,1266 -,,,,,,,,1745,9356,2672,1276 -,,,,,,,,1746,9577,2735,1306 -,,,,,,,,1747,9809,2801,1338 -,,,,,,,,1748,10169,2904,1386 -,,,,,,,,1749,9908,2830,1351 -,,,,,,,,1750,9251,2642,1261 -,,,,,,,,1751,8331,2379,1136 -,,,,,,,,1752,7488,2138,1020 -,,,,,,,,1753,6946,1983,947 -,,,,,,,,1754,6646,1898,906 -,,,,,,,,1755,6500,1856,886 -,,,,,,,,1756,6489,1853,884 -,,,,,,,,1757,6670,1905,909 -,,,,,,,,1758,7351,2099,1002 -,,,,,,,,1759,8696,2484,1186 -,,,,,,,,1760,9549,2727,1302 -,,,,,,,,1761,9746,2783,1328 -,,,,,,,,1762,9834,2809,1341 -,,,,,,,,1763,9913,2831,1352 -,,,,,,,,1764,9869,2819,1346 -,,,,,,,,1765,9747,2784,1328 -,,,,,,,,1766,9662,2760,1318 -,,,,,,,,1767,9484,2709,1293 -,,,,,,,,1768,9390,2682,1280 -,,,,,,,,1769,9456,2700,1289 -,,,,,,,,1770,9694,2769,1322 -,,,,,,,,1771,10014,2860,1365 -,,,,,,,,1772,10428,2978,1422 -,,,,,,,,1773,10162,2902,1385 -,,,,,,,,1774,9552,2728,1302 -,,,,,,,,1775,8643,2468,1178 -,,,,,,,,1776,7788,2224,1062 -,,,,,,,,1777,7214,2060,984 -,,,,,,,,1778,6893,1968,939 -,,,,,,,,1779,6755,1929,921 -,,,,,,,,1780,6719,1919,916 -,,,,,,,,1781,6890,1968,939 -,,,,,,,,1782,7542,2154,1028 -,,,,,,,,1783,8822,2519,1202 -,,,,,,,,1784,9614,2745,1311 -,,,,,,,,1785,9858,2815,1344 -,,,,,,,,1786,9984,2851,1361 -,,,,,,,,1787,10096,2884,1377 -,,,,,,,,1788,10114,2889,1378 -,,,,,,,,1789,10041,2868,1369 -,,,,,,,,1790,10001,2856,1363 -,,,,,,,,1791,9878,2821,1347 -,,,,,,,,1792,9780,2793,1333 -,,,,,,,,1793,9754,2785,1330 -,,,,,,,,1794,9785,2795,1334 -,,,,,,,,1795,9873,2820,1346 -,,,,,,,,1796,10116,2889,1379 -,,,,,,,,1797,9842,2811,1342 -,,,,,,,,1798,9332,2665,1272 -,,,,,,,,1799,8603,2457,1173 -,,,,,,,,1800,7817,2233,1065 -,,,,,,,,1801,7210,2059,983 -,,,,,,,,1802,6839,1953,932 -,,,,,,,,1803,6646,1898,906 -,,,,,,,,1804,6556,1872,893 -,,,,,,,,1805,6599,1884,899 -,,,,,,,,1806,6830,1951,931 -,,,,,,,,1807,7298,2084,994 -,,,,,,,,1808,7834,2238,1068 -,,,,,,,,1809,8497,2427,1158 -,,,,,,,,1810,8943,2555,1219 -,,,,,,,,1811,9150,2613,1247 -,,,,,,,,1812,9123,2605,1244 -,,,,,,,,1813,8959,2559,1222 -,,,,,,,,1814,8750,2499,1192 -,,,,,,,,1815,8534,2437,1163 -,,,,,,,,1816,8354,2385,1139 -,,,,,,,,1817,8315,2374,1134 -,,,,,,,,1818,8349,2384,1138 -,,,,,,,,1819,8508,2429,1160 -,,,,,,,,1820,9060,2588,1235 -,,,,,,,,1821,8990,2568,1226 -,,,,,,,,1822,8609,2459,1173 -,,,,,,,,1823,8053,2300,1098 -,,,,,,,,1824,7430,2122,1013 -,,,,,,,,1825,6925,1978,944 -,,,,,,,,1826,6616,1889,902 -,,,,,,,,1827,6456,1843,880 -,,,,,,,,1828,6374,1820,868 -,,,,,,,,1829,6394,1826,872 -,,,,,,,,1830,6556,1872,893 -,,,,,,,,1831,6877,1964,938 -,,,,,,,,1832,7248,2070,988 -,,,,,,,,1833,7809,2230,1065 -,,,,,,,,1834,8267,2361,1127 -,,,,,,,,1835,8461,2416,1153 -,,,,,,,,1836,8497,2426,1158 -,,,,,,,,1837,8407,2401,1146 -,,,,,,,,1838,8247,2355,1124 -,,,,,,,,1839,8109,2316,1106 -,,,,,,,,1840,8033,2294,1095 -,,,,,,,,1841,8138,2324,1110 -,,,,,,,,1842,8344,2383,1137 -,,,,,,,,1843,8614,2460,1174 -,,,,,,,,1844,9319,2661,1271 -,,,,,,,,1845,9193,2625,1253 -,,,,,,,,1846,8559,2444,1166 -,,,,,,,,1847,7747,2213,1056 -,,,,,,,,1848,7009,2002,955 -,,,,,,,,1849,6488,1853,884 -,,,,,,,,1850,6220,1776,848 -,,,,,,,,1851,6097,1741,831 -,,,,,,,,1852,6095,1741,831 -,,,,,,,,1853,6305,1801,859 -,,,,,,,,1854,7009,2002,955 -,,,,,,,,1855,8321,2376,1135 -,,,,,,,,1856,9087,2595,1239 -,,,,,,,,1857,9303,2657,1268 -,,,,,,,,1858,9426,2692,1285 -,,,,,,,,1859,9581,2736,1306 -,,,,,,,,1860,9660,2759,1317 -,,,,,,,,1861,9664,2760,1318 -,,,,,,,,1862,9701,2770,1322 -,,,,,,,,1863,9625,2749,1312 -,,,,,,,,1864,9513,2717,1297 -,,,,,,,,1865,9440,2696,1287 -,,,,,,,,1866,9438,2695,1287 -,,,,,,,,1867,9510,2716,1297 -,,,,,,,,1868,10034,2865,1368 -,,,,,,,,1869,9803,2800,1337 -,,,,,,,,1870,9053,2585,1234 -,,,,,,,,1871,8084,2309,1102 -,,,,,,,,1872,7222,2063,984 -,,,,,,,,1873,6657,1901,908 -,,,,,,,,1874,6364,1818,868 -,,,,,,,,1875,6229,1779,849 -,,,,,,,,1876,6188,1767,843 -,,,,,,,,1877,6383,1823,870 -,,,,,,,,1878,7038,2010,959 -,,,,,,,,1879,8316,2375,1134 -,,,,,,,,1880,9058,2587,1235 -,,,,,,,,1881,9240,2639,1260 -,,,,,,,,1882,9335,2666,1272 -,,,,,,,,1883,9468,2704,1291 -,,,,,,,,1884,9552,2728,1302 -,,,,,,,,1885,9590,2739,1308 -,,,,,,,,1886,9666,2760,1318 -,,,,,,,,1887,9640,2753,1314 -,,,,,,,,1888,9594,2740,1308 -,,,,,,,,1889,9588,2738,1307 -,,,,,,,,1890,9612,2745,1310 -,,,,,,,,1891,9624,2749,1312 -,,,,,,,,1892,10133,2894,1382 -,,,,,,,,1893,9966,2846,1358 -,,,,,,,,1894,9241,2639,1260 -,,,,,,,,1895,8240,2353,1123 -,,,,,,,,1896,7373,2105,1005 -,,,,,,,,1897,6779,1936,924 -,,,,,,,,1898,6465,1846,881 -,,,,,,,,1899,6283,1794,857 -,,,,,,,,1900,6237,1781,850 -,,,,,,,,1901,6399,1828,873 -,,,,,,,,1902,7020,2005,957 -,,,,,,,,1903,8288,2367,1130 -,,,,,,,,1904,9036,2580,1232 -,,,,,,,,1905,9330,2665,1272 -,,,,,,,,1906,9512,2716,1297 -,,,,,,,,1907,9710,2773,1323 -,,,,,,,,1908,9832,2808,1341 -,,,,,,,,1909,9865,2817,1345 -,,,,,,,,1910,9921,2834,1353 -,,,,,,,,1911,9892,2825,1348 -,,,,,,,,1912,9842,2811,1342 -,,,,,,,,1913,9817,2804,1338 -,,,,,,,,1914,9815,2803,1338 -,,,,,,,,1915,9778,2793,1333 -,,,,,,,,1916,10245,2925,1397 -,,,,,,,,1917,10070,2876,1373 -,,,,,,,,1918,9360,2673,1276 -,,,,,,,,1919,8382,2394,1142 -,,,,,,,,1920,7475,2134,1019 -,,,,,,,,1921,6924,1978,944 -,,,,,,,,1922,6561,1873,894 -,,,,,,,,1923,6379,1822,869 -,,,,,,,,1924,6315,1803,861 -,,,,,,,,1925,6456,1843,880 -,,,,,,,,1926,7061,2017,963 -,,,,,,,,1927,8316,2375,1134 -,,,,,,,,1928,9067,2590,1236 -,,,,,,,,1929,9369,2675,1277 -,,,,,,,,1930,9601,2742,1309 -,,,,,,,,1931,9838,2810,1341 -,,,,,,,,1932,9967,2846,1359 -,,,,,,,,1933,10001,2856,1363 -,,,,,,,,1934,10114,2889,1379 -,,,,,,,,1935,10112,2888,1378 -,,,,,,,,1936,10096,2883,1377 -,,,,,,,,1937,10079,2879,1374 -,,,,,,,,1938,10039,2867,1368 -,,,,,,,,1939,9934,2837,1354 -,,,,,,,,1940,10363,2960,1413 -,,,,,,,,1941,10219,2919,1393 -,,,,,,,,1942,9523,2720,1298 -,,,,,,,,1943,8513,2431,1161 -,,,,,,,,1944,7619,2176,1039 -,,,,,,,,1945,7042,2011,960 -,,,,,,,,1946,6684,1908,911 -,,,,,,,,1947,6461,1845,881 -,,,,,,,,1948,6390,1825,871 -,,,,,,,,1949,6527,1863,889 -,,,,,,,,1950,7096,2027,967 -,,,,,,,,1951,8282,2365,1129 -,,,,,,,,1952,9039,2582,1232 -,,,,,,,,1953,9336,2666,1272 -,,,,,,,,1954,9530,2722,1299 -,,,,,,,,1955,9699,2770,1322 -,,,,,,,,1956,9746,2783,1328 -,,,,,,,,1957,9669,2761,1318 -,,,,,,,,1958,9692,2768,1321 -,,,,,,,,1959,9603,2743,1309 -,,,,,,,,1960,9488,2710,1293 -,,,,,,,,1961,9425,2691,1285 -,,,,,,,,1962,9321,2662,1271 -,,,,,,,,1963,9137,2610,1246 -,,,,,,,,1964,9519,2719,1298 -,,,,,,,,1965,9343,2669,1274 -,,,,,,,,1966,8803,2514,1200 -,,,,,,,,1967,8073,2305,1100 -,,,,,,,,1968,7301,2085,995 -,,,,,,,,1969,6716,1918,915 -,,,,,,,,1970,6351,1813,866 -,,,,,,,,1971,6143,1754,838 -,,,,,,,,1972,6033,1723,823 -,,,,,,,,1973,6043,1726,823 -,,,,,,,,1974,6246,1783,851 -,,,,,,,,1975,6660,1902,908 -,,,,,,,,1976,7157,2044,975 -,,,,,,,,1977,7838,2239,1069 -,,,,,,,,1978,8325,2378,1135 -,,,,,,,,1979,8539,2439,1164 -,,,,,,,,1980,8579,2450,1170 -,,,,,,,,1981,8483,2423,1156 -,,,,,,,,1982,8313,2374,1133 -,,,,,,,,1983,8175,2334,1115 -,,,,,,,,1984,8109,2316,1106 -,,,,,,,,1985,8166,2332,1113 -,,,,,,,,1986,8373,2391,1141 -,,,,,,,,1987,8583,2451,1170 -,,,,,,,,1988,8925,2549,1216 -,,,,,,,,1989,8761,2502,1195 -,,,,,,,,1990,8313,2374,1133 -,,,,,,,,1991,7709,2202,1051 -,,,,,,,,1992,7087,2023,966 -,,,,,,,,1993,6571,1877,896 -,,,,,,,,1994,6231,1779,849 -,,,,,,,,1995,6059,1730,826 -,,,,,,,,1996,5975,1706,814 -,,,,,,,,1997,5989,1711,817 -,,,,,,,,1998,6126,1749,835 -,,,,,,,,1999,6447,1841,878 -,,,,,,,,2000,6881,1965,938 -,,,,,,,,2001,7568,2161,1031 -,,,,,,,,2002,8160,2330,1112 -,,,,,,,,2003,8530,2436,1163 -,,,,,,,,2004,8748,2498,1192 -,,,,,,,,2005,8822,2519,1202 -,,,,,,,,2006,8734,2494,1191 -,,,,,,,,2007,8636,2466,1177 -,,,,,,,,2008,8569,2447,1168 -,,,,,,,,2009,8690,2482,1185 -,,,,,,,,2010,8933,2551,1218 -,,,,,,,,2011,9135,2609,1246 -,,,,,,,,2012,9515,2717,1298 -,,,,,,,,2013,9322,2662,1271 -,,,,,,,,2014,8673,2477,1182 -,,,,,,,,2015,7890,2254,1075 -,,,,,,,,2016,7164,2046,977 -,,,,,,,,2017,6656,1901,908 -,,,,,,,,2018,6385,1823,870 -,,,,,,,,2019,6273,1791,855 -,,,,,,,,2020,6282,1794,856 -,,,,,,,,2021,6506,1858,887 -,,,,,,,,2022,7224,2063,984 -,,,,,,,,2023,8559,2444,1166 -,,,,,,,,2024,9339,2667,1273 -,,,,,,,,2025,9607,2744,1310 -,,,,,,,,2026,9718,2775,1325 -,,,,,,,,2027,9773,2791,1332 -,,,,,,,,2028,9729,2779,1327 -,,,,,,,,2029,9628,2749,1312 -,,,,,,,,2030,9570,2733,1305 -,,,,,,,,2031,9429,2693,1286 -,,,,,,,,2032,9357,2672,1276 -,,,,,,,,2033,9428,2693,1285 -,,,,,,,,2034,9682,2765,1320 -,,,,,,,,2035,9938,2839,1355 -,,,,,,,,2036,10557,3015,1439 -,,,,,,,,2037,10473,2991,1428 -,,,,,,,,2038,9846,2812,1343 -,,,,,,,,2039,8933,2551,1218 -,,,,,,,,2040,8120,2319,1107 -,,,,,,,,2041,7602,2171,1036 -,,,,,,,,2042,7349,2099,1002 -,,,,,,,,2043,7243,2068,987 -,,,,,,,,2044,7256,2072,989 -,,,,,,,,2045,7490,2138,1021 -,,,,,,,,2046,8214,2346,1120 -,,,,,,,,2047,9521,2719,1298 -,,,,,,,,2048,10239,2925,1396 -,,,,,,,,2049,10321,2947,1407 -,,,,,,,,2050,10295,2940,1403 -,,,,,,,,2051,10266,2932,1399 -,,,,,,,,2052,10198,2912,1390 -,,,,,,,,2053,10051,2870,1370 -,,,,,,,,2054,9907,2830,1351 -,,,,,,,,2055,9697,2770,1322 -,,,,,,,,2056,9556,2729,1302 -,,,,,,,,2057,9541,2725,1301 -,,,,,,,,2058,9675,2763,1319 -,,,,,,,,2059,9821,2805,1339 -,,,,,,,,2060,10416,2975,1420 -,,,,,,,,2061,10368,2961,1414 -,,,,,,,,2062,9734,2780,1327 -,,,,,,,,2063,8802,2514,1200 -,,,,,,,,2064,7950,2270,1084 -,,,,,,,,2065,7419,2119,1011 -,,,,,,,,2066,7123,2034,971 -,,,,,,,,2067,6985,1995,952 -,,,,,,,,2068,6940,1982,946 -,,,,,,,,2069,7129,2036,972 -,,,,,,,,2070,7814,2232,1065 -,,,,,,,,2071,9102,2600,1241 -,,,,,,,,2072,9850,2813,1343 -,,,,,,,,2073,9991,2854,1362 -,,,,,,,,2074,10009,2859,1364 -,,,,,,,,2075,10071,2876,1373 -,,,,,,,,2076,10080,2879,1374 -,,,,,,,,2077,10032,2865,1368 -,,,,,,,,2078,10005,2857,1364 -,,,,,,,,2079,9815,2803,1338 -,,,,,,,,2080,9654,2757,1316 -,,,,,,,,2081,9677,2764,1319 -,,,,,,,,2082,9788,2795,1334 -,,,,,,,,2083,9896,2826,1349 -,,,,,,,,2084,10272,2934,1400 -,,,,,,,,2085,10092,2882,1376 -,,,,,,,,2086,9415,2689,1283 -,,,,,,,,2087,8440,2410,1151 -,,,,,,,,2088,7582,2165,1034 -,,,,,,,,2089,7018,2004,957 -,,,,,,,,2090,6727,1921,917 -,,,,,,,,2091,6581,1879,897 -,,,,,,,,2092,6556,1873,893 -,,,,,,,,2093,6753,1928,920 -,,,,,,,,2094,7428,2121,1013 -,,,,,,,,2095,8721,2491,1189 -,,,,,,,,2096,9477,2706,1292 -,,,,,,,,2097,9692,2768,1321 -,,,,,,,,2098,9838,2810,1341 -,,,,,,,,2099,9951,2842,1357 -,,,,,,,,2100,9968,2847,1359 -,,,,,,,,2101,9901,2828,1350 -,,,,,,,,2102,9852,2814,1343 -,,,,,,,,2103,9696,2769,1322 -,,,,,,,,2104,9638,2752,1314 -,,,,,,,,2105,9714,2775,1324 -,,,,,,,,2106,9890,2825,1348 -,,,,,,,,2107,10066,2875,1373 -,,,,,,,,2108,10410,2973,1419 -,,,,,,,,2109,10215,2917,1393 -,,,,,,,,2110,9560,2730,1303 -,,,,,,,,2111,8612,2459,1174 -,,,,,,,,2112,7785,2224,1061 -,,,,,,,,2113,7249,2070,988 -,,,,,,,,2114,6963,1989,949 -,,,,,,,,2115,6836,1953,932 -,,,,,,,,2116,6812,1945,929 -,,,,,,,,2117,7022,2005,957 -,,,,,,,,2118,7705,2201,1050 -,,,,,,,,2119,8921,2548,1216 -,,,,,,,,2120,9618,2747,1311 -,,,,,,,,2121,9746,2783,1328 -,,,,,,,,2122,9767,2790,1332 -,,,,,,,,2123,9788,2795,1334 -,,,,,,,,2124,9713,2774,1324 -,,,,,,,,2125,9546,2726,1302 -,,,,,,,,2126,9444,2697,1288 -,,,,,,,,2127,9255,2643,1262 -,,,,,,,,2128,9082,2594,1238 -,,,,,,,,2129,9013,2574,1229 -,,,,,,,,2130,9007,2572,1228 -,,,,,,,,2131,9062,2588,1236 -,,,,,,,,2132,9564,2731,1304 -,,,,,,,,2133,9562,2730,1303 -,,,,,,,,2134,9127,2607,1244 -,,,,,,,,2135,8436,2409,1150 -,,,,,,,,2136,7681,2193,1047 -,,,,,,,,2137,7087,2024,966 -,,,,,,,,2138,6762,1931,922 -,,,,,,,,2139,6596,1883,899 -,,,,,,,,2140,6546,1869,892 -,,,,,,,,2141,6599,1885,899 -,,,,,,,,2142,6846,1955,934 -,,,,,,,,2143,7298,2084,994 -,,,,,,,,2144,7929,2264,1081 -,,,,,,,,2145,8648,2469,1179 -,,,,,,,,2146,9085,2594,1238 -,,,,,,,,2147,9334,2665,1272 -,,,,,,,,2148,9377,2678,1278 -,,,,,,,,2149,9296,2655,1267 -,,,,,,,,2150,9083,2594,1238 -,,,,,,,,2151,8884,2537,1212 -,,,,,,,,2152,8759,2502,1194 -,,,,,,,,2153,8773,2505,1196 -,,,,,,,,2154,8886,2538,1212 -,,,,,,,,2155,8981,2564,1224 -,,,,,,,,2156,9364,2675,1277 -,,,,,,,,2157,9322,2662,1271 -,,,,,,,,2158,8950,2556,1220 -,,,,,,,,2159,8389,2396,1144 -,,,,,,,,2160,7741,2211,1055 -,,,,,,,,2161,7224,2063,984 -,,,,,,,,2162,6903,1971,941 -,,,,,,,,2163,6749,1928,920 -,,,,,,,,2164,6689,1910,912 -,,,,,,,,2165,6718,1918,916 -,,,,,,,,2166,6906,1973,941 -,,,,,,,,2167,7185,2052,979 -,,,,,,,,2168,7596,2169,1035 -,,,,,,,,2169,8115,2318,1106 -,,,,,,,,2170,8450,2414,1152 -,,,,,,,,2171,8577,2449,1169 -,,,,,,,,2172,8599,2455,1172 -,,,,,,,,2173,8594,2454,1171 -,,,,,,,,2174,8540,2439,1164 -,,,,,,,,2175,8484,2423,1156 -,,,,,,,,2176,8534,2437,1163 -,,,,,,,,2177,8782,2508,1197 -,,,,,,,,2178,9153,2614,1248 -,,,,,,,,2179,9422,2691,1284 -,,,,,,,,2180,9736,2780,1328 -,,,,,,,,2181,9489,2710,1293 -,,,,,,,,2182,8872,2534,1210 -,,,,,,,,2183,8082,2308,1101 -,,,,,,,,2184,7355,2100,1003 -,,,,,,,,2185,6876,1963,937 -,,,,,,,,2186,6614,1889,902 -,,,,,,,,2187,6517,1861,888 -,,,,,,,,2188,6532,1865,890 -,,,,,,,,2189,6766,1933,922 -,,,,,,,,2190,7523,2148,1025 -,,,,,,,,2191,8816,2518,1202 -,,,,,,,,2192,9589,2739,1308 -,,,,,,,,2193,9819,2805,1338 -,,,,,,,,2194,9916,2832,1352 -,,,,,,,,2195,9965,2846,1358 -,,,,,,,,2196,9892,2825,1348 -,,,,,,,,2197,9751,2785,1329 -,,,,,,,,2198,9647,2755,1315 -,,,,,,,,2199,9471,2704,1291 -,,,,,,,,2200,9332,2665,1272 -,,,,,,,,2201,9325,2663,1272 -,,,,,,,,2202,9458,2701,1289 -,,,,,,,,2203,9557,2730,1302 -,,,,,,,,2204,10085,2880,1375 -,,,,,,,,2205,10129,2893,1381 -,,,,,,,,2206,9521,2719,1298 -,,,,,,,,2207,8599,2455,1172 -,,,,,,,,2208,7736,2209,1055 -,,,,,,,,2209,7203,2057,982 -,,,,,,,,2210,6932,1979,945 -,,,,,,,,2211,6819,1948,929 -,,,,,,,,2212,6832,1951,931 -,,,,,,,,2213,7077,2021,964 -,,,,,,,,2214,7830,2236,1067 -,,,,,,,,2215,9084,2594,1238 -,,,,,,,,2216,9768,2790,1332 -,,,,,,,,2217,9830,2807,1340 -,,,,,,,,2218,9815,2803,1338 -,,,,,,,,2219,9799,2798,1336 -,,,,,,,,2220,9714,2774,1324 -,,,,,,,,2221,9585,2737,1307 -,,,,,,,,2222,9479,2707,1292 -,,,,,,,,2223,9337,2666,1273 -,,,,,,,,2224,9240,2639,1260 -,,,,,,,,2225,9233,2637,1259 -,,,,,,,,2226,9323,2662,1271 -,,,,,,,,2227,9414,2689,1283 -,,,,,,,,2228,9937,2838,1355 -,,,,,,,,2229,9994,2855,1363 -,,,,,,,,2230,9333,2665,1272 -,,,,,,,,2231,8389,2396,1144 -,,,,,,,,2232,7527,2149,1026 -,,,,,,,,2233,6960,1988,949 -,,,,,,,,2234,6679,1908,910 -,,,,,,,,2235,6534,1866,891 -,,,,,,,,2236,6513,1860,888 -,,,,,,,,2237,6704,1914,913 -,,,,,,,,2238,7411,2117,1010 -,,,,,,,,2239,8627,2464,1176 -,,,,,,,,2240,9314,2660,1270 -,,,,,,,,2241,9432,2694,1286 -,,,,,,,,2242,9460,2702,1290 -,,,,,,,,2243,9522,2720,1298 -,,,,,,,,2244,9523,2720,1298 -,,,,,,,,2245,9440,2696,1287 -,,,,,,,,2246,9418,2690,1284 -,,,,,,,,2247,9338,2667,1273 -,,,,,,,,2248,9238,2639,1259 -,,,,,,,,2249,9239,2639,1260 -,,,,,,,,2250,9325,2663,1272 -,,,,,,,,2251,9410,2687,1282 -,,,,,,,,2252,9863,2817,1345 -,,,,,,,,2253,9842,2810,1342 -,,,,,,,,2254,9200,2627,1254 -,,,,,,,,2255,8287,2366,1130 -,,,,,,,,2256,7424,2120,1012 -,,,,,,,,2257,6905,1972,941 -,,,,,,,,2258,6630,1893,903 -,,,,,,,,2259,6508,1858,887 -,,,,,,,,2260,6509,1858,887 -,,,,,,,,2261,6735,1923,919 -,,,,,,,,2262,7448,2127,1015 -,,,,,,,,2263,8697,2484,1186 -,,,,,,,,2264,9414,2689,1283 -,,,,,,,,2265,9560,2730,1303 -,,,,,,,,2266,9634,2751,1313 -,,,,,,,,2267,9685,2766,1320 -,,,,,,,,2268,9653,2757,1316 -,,,,,,,,2269,9554,2729,1302 -,,,,,,,,2270,9489,2710,1293 -,,,,,,,,2271,9323,2663,1271 -,,,,,,,,2272,9189,2625,1252 -,,,,,,,,2273,9160,2616,1249 -,,,,,,,,2274,9222,2634,1257 -,,,,,,,,2275,9281,2650,1265 -,,,,,,,,2276,9725,2777,1326 -,,,,,,,,2277,9827,2806,1340 -,,,,,,,,2278,9316,2660,1270 -,,,,,,,,2279,8468,2419,1155 -,,,,,,,,2280,7652,2185,1043 -,,,,,,,,2281,7106,2029,969 -,,,,,,,,2282,6821,1948,929 -,,,,,,,,2283,6690,1911,912 -,,,,,,,,2284,6683,1908,911 -,,,,,,,,2285,6860,1959,935 -,,,,,,,,2286,7437,2124,1014 -,,,,,,,,2287,8328,2379,1136 -,,,,,,,,2288,9012,2574,1229 -,,,,,,,,2289,9323,2663,1271 -,,,,,,,,2290,9474,2705,1292 -,,,,,,,,2291,9513,2717,1297 -,,,,,,,,2292,9423,2691,1285 -,,,,,,,,2293,9274,2649,1264 -,,,,,,,,2294,9140,2610,1246 -,,,,,,,,2295,8946,2555,1220 -,,,,,,,,2296,8784,2509,1197 -,,,,,,,,2297,8758,2501,1194 -,,,,,,,,2298,8814,2517,1202 -,,,,,,,,2299,8848,2527,1206 -,,,,,,,,2300,9241,2639,1260 -,,,,,,,,2301,9343,2668,1273 -,,,,,,,,2302,8918,2547,1216 -,,,,,,,,2303,8249,2356,1125 -,,,,,,,,2304,7548,2155,1029 -,,,,,,,,2305,7024,2006,958 -,,,,,,,,2306,6720,1919,916 -,,,,,,,,2307,6566,1875,895 -,,,,,,,,2308,6515,1860,888 -,,,,,,,,2309,6596,1884,899 -,,,,,,,,2310,6865,1960,936 -,,,,,,,,2311,7252,2071,989 -,,,,,,,,2312,7851,2243,1070 -,,,,,,,,2313,8444,2411,1151 -,,,,,,,,2314,8754,2500,1193 -,,,,,,,,2315,8824,2520,1203 -,,,,,,,,2316,8769,2504,1196 -,,,,,,,,2317,8634,2466,1177 -,,,,,,,,2318,8461,2416,1153 -,,,,,,,,2319,8302,2371,1131 -,,,,,,,,2320,8272,2363,1128 -,,,,,,,,2321,8425,2406,1149 -,,,,,,,,2322,8648,2469,1179 -,,,,,,,,2323,8817,2518,1202 -,,,,,,,,2324,9170,2619,1250 -,,,,,,,,2325,9161,2616,1249 -,,,,,,,,2326,8740,2496,1191 -,,,,,,,,2327,8107,2315,1106 -,,,,,,,,2328,7414,2117,1010 -,,,,,,,,2329,6845,1955,933 -,,,,,,,,2330,6515,1861,888 -,,,,,,,,2331,6319,1804,861 -,,,,,,,,2332,6247,1784,852 -,,,,,,,,2333,6279,1793,856 -,,,,,,,,2334,6458,1844,880 -,,,,,,,,2335,6766,1933,922 -,,,,,,,,2336,7333,2094,999 -,,,,,,,,2337,7978,2279,1088 -,,,,,,,,2338,8380,2394,1142 -,,,,,,,,2339,8520,2433,1161 -,,,,,,,,2340,8601,2456,1172 -,,,,,,,,2341,8527,2435,1162 -,,,,,,,,2342,8221,2348,1120 -,,,,,,,,2343,7912,2259,1079 -,,,,,,,,2344,7740,2210,1055 -,,,,,,,,2345,7701,2199,1050 -,,,,,,,,2346,7789,2224,1062 -,,,,,,,,2347,8001,2285,1090 -,,,,,,,,2348,8614,2460,1174 -,,,,,,,,2349,8920,2548,1216 -,,,,,,,,2350,8439,2409,1151 -,,,,,,,,2351,7707,2201,1050 -,,,,,,,,2352,7031,2008,959 -,,,,,,,,2353,6579,1879,897 -,,,,,,,,2354,6359,1816,867 -,,,,,,,,2355,6277,1793,856 -,,,,,,,,2356,6282,1794,856 -,,,,,,,,2357,6511,1859,888 -,,,,,,,,2358,7238,2067,987 -,,,,,,,,2359,8426,2406,1149 -,,,,,,,,2360,9225,2635,1257 -,,,,,,,,2361,9508,2715,1297 -,,,,,,,,2362,9628,2749,1312 -,,,,,,,,2363,9735,2780,1328 -,,,,,,,,2364,9736,2780,1328 -,,,,,,,,2365,9657,2758,1317 -,,,,,,,,2366,9585,2737,1307 -,,,,,,,,2367,9429,2693,1286 -,,,,,,,,2368,9322,2662,1271 -,,,,,,,,2369,9323,2663,1271 -,,,,,,,,2370,9432,2694,1286 -,,,,,,,,2371,9526,2720,1298 -,,,,,,,,2372,9928,2835,1353 -,,,,,,,,2373,9944,2840,1356 -,,,,,,,,2374,9255,2643,1262 -,,,,,,,,2375,8312,2374,1133 -,,,,,,,,2376,7435,2124,1014 -,,,,,,,,2377,6909,1973,942 -,,,,,,,,2378,6643,1898,906 -,,,,,,,,2379,6523,1863,889 -,,,,,,,,2380,6513,1860,888 -,,,,,,,,2381,6737,1924,919 -,,,,,,,,2382,7437,2124,1014 -,,,,,,,,2383,8592,2454,1171 -,,,,,,,,2384,9316,2660,1270 -,,,,,,,,2385,9460,2702,1290 -,,,,,,,,2386,9521,2719,1298 -,,,,,,,,2387,9583,2737,1307 -,,,,,,,,2388,9561,2730,1303 -,,,,,,,,2389,9503,2714,1296 -,,,,,,,,2390,9480,2707,1292 -,,,,,,,,2391,9352,2670,1275 -,,,,,,,,2392,9242,2639,1260 -,,,,,,,,2393,9257,2644,1262 -,,,,,,,,2394,9331,2665,1272 -,,,,,,,,2395,9395,2683,1281 -,,,,,,,,2396,9811,2802,1338 -,,,,,,,,2397,9848,2813,1343 -,,,,,,,,2398,9175,2620,1251 -,,,,,,,,2399,8230,2350,1122 -,,,,,,,,2400,7377,2107,1005 -,,,,,,,,2401,6850,1957,934 -,,,,,,,,2402,6579,1878,897 -,,,,,,,,2403,6458,1844,880 -,,,,,,,,2404,6458,1844,880 -,,,,,,,,2405,6673,1906,909 -,,,,,,,,2406,7373,2105,1005 -,,,,,,,,2407,8541,2439,1165 -,,,,,,,,2408,9323,2663,1271 -,,,,,,,,2409,9519,2719,1298 -,,,,,,,,2410,9553,2728,1302 -,,,,,,,,2411,9598,2741,1308 -,,,,,,,,2412,9572,2734,1305 -,,,,,,,,2413,9477,2706,1292 -,,,,,,,,2414,9433,2694,1286 -,,,,,,,,2415,9322,2662,1271 -,,,,,,,,2416,9225,2635,1257 -,,,,,,,,2417,9248,2641,1261 -,,,,,,,,2418,9347,2670,1274 -,,,,,,,,2419,9442,2696,1288 -,,,,,,,,2420,9864,2817,1345 -,,,,,,,,2421,9863,2817,1345 -,,,,,,,,2422,9208,2629,1256 -,,,,,,,,2423,8287,2367,1130 -,,,,,,,,2424,7446,2126,1015 -,,,,,,,,2425,6898,1970,940 -,,,,,,,,2426,6610,1888,901 -,,,,,,,,2427,6479,1850,883 -,,,,,,,,2428,6475,1849,883 -,,,,,,,,2429,6676,1907,910 -,,,,,,,,2430,7384,2109,1006 -,,,,,,,,2431,8535,2438,1163 -,,,,,,,,2432,9278,2649,1265 -,,,,,,,,2433,9466,2704,1291 -,,,,,,,,2434,9522,2720,1298 -,,,,,,,,2435,9555,2729,1302 -,,,,,,,,2436,9563,2731,1303 -,,,,,,,,2437,9526,2720,1298 -,,,,,,,,2438,9515,2717,1298 -,,,,,,,,2439,9401,2684,1282 -,,,,,,,,2440,9313,2659,1270 -,,,,,,,,2441,9341,2668,1273 -,,,,,,,,2442,9451,2699,1288 -,,,,,,,,2443,9480,2707,1292 -,,,,,,,,2444,9823,2805,1339 -,,,,,,,,2445,9873,2820,1346 -,,,,,,,,2446,9273,2648,1264 -,,,,,,,,2447,8381,2394,1142 -,,,,,,,,2448,7528,2149,1026 -,,,,,,,,2449,6991,1997,953 -,,,,,,,,2450,6724,1920,917 -,,,,,,,,2451,6596,1883,899 -,,,,,,,,2452,6596,1884,899 -,,,,,,,,2453,6801,1943,927 -,,,,,,,,2454,7481,2136,1020 -,,,,,,,,2455,8587,2452,1171 -,,,,,,,,2456,9306,2658,1268 -,,,,,,,,2457,9447,2698,1288 -,,,,,,,,2458,9497,2712,1295 -,,,,,,,,2459,9541,2725,1301 -,,,,,,,,2460,9480,2707,1292 -,,,,,,,,2461,9372,2676,1277 -,,,,,,,,2462,9309,2659,1269 -,,,,,,,,2463,9166,2618,1250 -,,,,,,,,2464,9001,2571,1227 -,,,,,,,,2465,8930,2550,1217 -,,,,,,,,2466,8879,2536,1211 -,,,,,,,,2467,8805,2514,1201 -,,,,,,,,2468,9104,2600,1242 -,,,,,,,,2469,9280,2650,1265 -,,,,,,,,2470,8797,2513,1199 -,,,,,,,,2471,8077,2307,1101 -,,,,,,,,2472,7300,2085,995 -,,,,,,,,2473,6755,1929,921 -,,,,,,,,2474,6437,1838,878 -,,,,,,,,2475,6256,1787,853 -,,,,,,,,2476,6218,1776,848 -,,,,,,,,2477,6288,1796,857 -,,,,,,,,2478,6558,1873,894 -,,,,,,,,2479,6904,1972,941 -,,,,,,,,2480,7527,2149,1026 -,,,,,,,,2481,8079,2307,1101 -,,,,,,,,2482,8418,2404,1147 -,,,,,,,,2483,8551,2442,1166 -,,,,,,,,2484,8516,2432,1161 -,,,,,,,,2485,8391,2396,1144 -,,,,,,,,2486,8236,2352,1123 -,,,,,,,,2487,8100,2314,1105 -,,,,,,,,2488,8053,2300,1098 -,,,,,,,,2489,8086,2309,1102 -,,,,,,,,2490,8187,2338,1116 -,,,,,,,,2491,8236,2352,1123 -,,,,,,,,2492,8553,2443,1166 -,,,,,,,,2493,8701,2484,1186 -,,,,,,,,2494,8272,2363,1128 -,,,,,,,,2495,7634,2180,1040 -,,,,,,,,2496,6991,1997,953 -,,,,,,,,2497,6480,1850,883 -,,,,,,,,2498,6158,1758,839 -,,,,,,,,2499,5969,1705,813 -,,,,,,,,2500,5896,1683,803 -,,,,,,,,2501,5909,1688,805 -,,,,,,,,2502,6047,1727,824 -,,,,,,,,2503,6242,1783,851 -,,,,,,,,2504,6709,1916,914 -,,,,,,,,2505,7350,2099,1002 -,,,,,,,,2506,7840,2239,1069 -,,,,,,,,2507,8098,2313,1104 -,,,,,,,,2508,8243,2354,1124 -,,,,,,,,2509,8274,2363,1128 -,,,,,,,,2510,8213,2345,1120 -,,,,,,,,2511,8162,2331,1113 -,,,,,,,,2512,8179,2336,1115 -,,,,,,,,2513,8311,2374,1133 -,,,,,,,,2514,8505,2429,1160 -,,,,,,,,2515,8581,2450,1170 -,,,,,,,,2516,8893,2539,1212 -,,,,,,,,2517,9031,2580,1232 -,,,,,,,,2518,8517,2432,1161 -,,,,,,,,2519,7798,2227,1063 -,,,,,,,,2520,7111,2031,969 -,,,,,,,,2521,6608,1888,901 -,,,,,,,,2522,6319,1804,861 -,,,,,,,,2523,6171,1763,841 -,,,,,,,,2524,6140,1753,837 -,,,,,,,,2525,6304,1800,859 -,,,,,,,,2526,6864,1960,936 -,,,,,,,,2527,7669,2190,1045 -,,,,,,,,2528,8552,2442,1166 -,,,,,,,,2529,9208,2629,1255 -,,,,,,,,2530,9678,2764,1319 -,,,,,,,,2531,10054,2871,1371 -,,,,,,,,2532,10306,2943,1405 -,,,,,,,,2533,10463,2988,1427 -,,,,,,,,2534,10571,3019,1441 -,,,,,,,,2535,10601,3028,1445 -,,,,,,,,2536,10595,3025,1444 -,,,,,,,,2537,10578,3021,1442 -,,,,,,,,2538,10493,2996,1430 -,,,,,,,,2539,10297,2940,1403 -,,,,,,,,2540,10362,2960,1413 -,,,,,,,,2541,10475,2991,1428 -,,,,,,,,2542,9742,2782,1328 -,,,,,,,,2543,8736,2495,1191 -,,,,,,,,2544,7797,2227,1063 -,,,,,,,,2545,7146,2041,974 -,,,,,,,,2546,6771,1933,923 -,,,,,,,,2547,6542,1868,892 -,,,,,,,,2548,6446,1841,878 -,,,,,,,,2549,6587,1881,898 -,,,,,,,,2550,7134,2038,973 -,,,,,,,,2551,7988,2281,1089 -,,,,,,,,2552,8934,2552,1218 -,,,,,,,,2553,9489,2710,1293 -,,,,,,,,2554,9825,2806,1339 -,,,,,,,,2555,10073,2877,1373 -,,,,,,,,2556,10198,2913,1390 -,,,,,,,,2557,10251,2928,1398 -,,,,,,,,2558,10355,2957,1412 -,,,,,,,,2559,10366,2960,1414 -,,,,,,,,2560,10344,2955,1410 -,,,,,,,,2561,10320,2947,1407 -,,,,,,,,2562,10229,2921,1394 -,,,,,,,,2563,9971,2848,1359 -,,,,,,,,2564,10006,2858,1364 -,,,,,,,,2565,10099,2884,1377 -,,,,,,,,2566,9367,2675,1277 -,,,,,,,,2567,8375,2392,1141 -,,,,,,,,2568,7490,2139,1021 -,,,,,,,,2569,6852,1957,934 -,,,,,,,,2570,6487,1853,884 -,,,,,,,,2571,6289,1796,858 -,,,,,,,,2572,6208,1773,846 -,,,,,,,,2573,6345,1812,865 -,,,,,,,,2574,6882,1966,938 -,,,,,,,,2575,7683,2194,1047 -,,,,,,,,2576,8510,2430,1160 -,,,,,,,,2577,8923,2549,1216 -,,,,,,,,2578,9152,2614,1247 -,,,,,,,,2579,9329,2665,1272 -,,,,,,,,2580,9411,2688,1283 -,,,,,,,,2581,9385,2680,1279 -,,,,,,,,2582,9389,2681,1280 -,,,,,,,,2583,9300,2656,1268 -,,,,,,,,2584,9163,2617,1249 -,,,,,,,,2585,9136,2610,1246 -,,,,,,,,2586,9176,2620,1251 -,,,,,,,,2587,9180,2622,1252 -,,,,,,,,2588,9428,2693,1285 -,,,,,,,,2589,9490,2710,1294 -,,,,,,,,2590,8880,2536,1211 -,,,,,,,,2591,8025,2292,1094 -,,,,,,,,2592,7210,2059,983 -,,,,,,,,2593,6671,1905,909 -,,,,,,,,2594,6372,1819,868 -,,,,,,,,2595,6204,1772,846 -,,,,,,,,2596,6173,1763,842 -,,,,,,,,2597,6352,1814,866 -,,,,,,,,2598,6918,1976,943 -,,,,,,,,2599,7804,2229,1064 -,,,,,,,,2600,8620,2462,1175 -,,,,,,,,2601,8997,2569,1226 -,,,,,,,,2602,9231,2636,1258 -,,,,,,,,2603,9413,2689,1283 -,,,,,,,,2604,9495,2711,1294 -,,,,,,,,2605,9478,2707,1292 -,,,,,,,,2606,9481,2708,1292 -,,,,,,,,2607,9413,2689,1283 -,,,,,,,,2608,9334,2666,1272 -,,,,,,,,2609,9320,2662,1271 -,,,,,,,,2610,9286,2652,1266 -,,,,,,,,2611,9175,2620,1251 -,,,,,,,,2612,9350,2670,1275 -,,,,,,,,2613,9569,2733,1304 -,,,,,,,,2614,8983,2565,1225 -,,,,,,,,2615,8108,2315,1106 -,,,,,,,,2616,7267,2075,990 -,,,,,,,,2617,6718,1918,916 -,,,,,,,,2618,6418,1833,875 -,,,,,,,,2619,6266,1789,854 -,,,,,,,,2620,6202,1771,845 -,,,,,,,,2621,6357,1816,867 -,,,,,,,,2622,6865,1961,936 -,,,,,,,,2623,7671,2191,1045 -,,,,,,,,2624,8476,2420,1156 -,,,,,,,,2625,8954,2557,1221 -,,,,,,,,2626,9292,2654,1267 -,,,,,,,,2627,9542,2725,1301 -,,,,,,,,2628,9660,2759,1317 -,,,,,,,,2629,9654,2757,1316 -,,,,,,,,2630,9664,2760,1318 -,,,,,,,,2631,9581,2736,1306 -,,,,,,,,2632,9465,2703,1290 -,,,,,,,,2633,9382,2680,1279 -,,,,,,,,2634,9251,2642,1261 -,,,,,,,,2635,9025,2578,1231 -,,,,,,,,2636,9124,2606,1244 -,,,,,,,,2637,9270,2648,1264 -,,,,,,,,2638,8744,2497,1192 -,,,,,,,,2639,8003,2285,1091 -,,,,,,,,2640,7237,2067,986 -,,,,,,,,2641,6672,1905,909 -,,,,,,,,2642,6341,1811,864 -,,,,,,,,2643,6150,1757,838 -,,,,,,,,2644,6065,1732,827 -,,,,,,,,2645,6112,1746,833 -,,,,,,,,2646,6317,1804,861 -,,,,,,,,2647,6622,1891,903 -,,,,,,,,2648,7218,2061,984 -,,,,,,,,2649,7883,2251,1075 -,,,,,,,,2650,8360,2388,1140 -,,,,,,,,2651,8615,2460,1175 -,,,,,,,,2652,8701,2484,1186 -,,,,,,,,2653,8697,2484,1186 -,,,,,,,,2654,8640,2467,1178 -,,,,,,,,2655,8583,2451,1170 -,,,,,,,,2656,8570,2448,1168 -,,,,,,,,2657,8630,2464,1176 -,,,,,,,,2658,8717,2490,1188 -,,,,,,,,2659,8680,2479,1183 -,,,,,,,,2660,8838,2525,1205 -,,,,,,,,2661,9013,2574,1229 -,,,,,,,,2662,8561,2445,1167 -,,,,,,,,2663,7906,2258,1078 -,,,,,,,,2664,7234,2066,986 -,,,,,,,,2665,6682,1908,911 -,,,,,,,,2666,6348,1813,865 -,,,,,,,,2667,6133,1752,836 -,,,,,,,,2668,6022,1720,821 -,,,,,,,,2669,6017,1718,820 -,,,,,,,,2670,6125,1749,835 -,,,,,,,,2671,6275,1792,855 -,,,,,,,,2672,6726,1921,917 -,,,,,,,,2673,7349,2099,1002 -,,,,,,,,2674,7889,2253,1075 -,,,,,,,,2675,8223,2349,1120 -,,,,,,,,2676,8446,2412,1151 -,,,,,,,,2677,8560,2444,1167 -,,,,,,,,2678,8565,2446,1167 -,,,,,,,,2679,8530,2436,1163 -,,,,,,,,2680,8569,2447,1168 -,,,,,,,,2681,8750,2499,1193 -,,,,,,,,2682,8957,2558,1221 -,,,,,,,,2683,9117,2604,1243 -,,,,,,,,2684,9243,2639,1260 -,,,,,,,,2685,9100,2599,1241 -,,,,,,,,2686,8489,2424,1157 -,,,,,,,,2687,7756,2215,1057 -,,,,,,,,2688,7072,2019,964 -,,,,,,,,2689,6626,1893,903 -,,,,,,,,2690,6392,1825,871 -,,,,,,,,2691,6286,1795,857 -,,,,,,,,2692,6264,1789,853 -,,,,,,,,2693,6445,1840,878 -,,,,,,,,2694,7127,2035,971 -,,,,,,,,2695,8305,2372,1132 -,,,,,,,,2696,9197,2626,1254 -,,,,,,,,2697,9568,2733,1304 -,,,,,,,,2698,9755,2786,1330 -,,,,,,,,2699,9891,2825,1348 -,,,,,,,,2700,9947,2841,1356 -,,,,,,,,2701,9884,2823,1348 -,,,,,,,,2702,9840,2810,1342 -,,,,,,,,2703,9705,2771,1323 -,,,,,,,,2704,9597,2740,1308 -,,,,,,,,2705,9638,2753,1314 -,,,,,,,,2706,9752,2785,1329 -,,,,,,,,2707,9732,2780,1327 -,,,,,,,,2708,9838,2810,1341 -,,,,,,,,2709,9811,2802,1338 -,,,,,,,,2710,9119,2604,1243 -,,,,,,,,2711,8183,2337,1116 -,,,,,,,,2712,7329,2093,999 -,,,,,,,,2713,6780,1936,924 -,,,,,,,,2714,6519,1862,888 -,,,,,,,,2715,6377,1821,869 -,,,,,,,,2716,6350,1813,866 -,,,,,,,,2717,6542,1868,892 -,,,,,,,,2718,7181,2051,979 -,,,,,,,,2719,8243,2354,1124 -,,,,,,,,2720,9045,2583,1233 -,,,,,,,,2721,9303,2657,1268 -,,,,,,,,2722,9450,2699,1288 -,,,,,,,,2723,9554,2729,1302 -,,,,,,,,2724,9546,2726,1302 -,,,,,,,,2725,9473,2705,1292 -,,,,,,,,2726,9439,2695,1287 -,,,,,,,,2727,9335,2666,1272 -,,,,,,,,2728,9235,2638,1259 -,,,,,,,,2729,9250,2642,1261 -,,,,,,,,2730,9308,2658,1269 -,,,,,,,,2731,9325,2663,1272 -,,,,,,,,2732,9589,2739,1308 -,,,,,,,,2733,9834,2809,1341 -,,,,,,,,2734,9223,2634,1257 -,,,,,,,,2735,8266,2360,1127 -,,,,,,,,2736,7403,2114,1010 -,,,,,,,,2737,6846,1955,934 -,,,,,,,,2738,6563,1874,894 -,,,,,,,,2739,6434,1838,877 -,,,,,,,,2740,6396,1827,872 -,,,,,,,,2741,6607,1887,901 -,,,,,,,,2742,7258,2073,989 -,,,,,,,,2743,8321,2376,1135 -,,,,,,,,2744,9055,2586,1235 -,,,,,,,,2745,9248,2641,1261 -,,,,,,,,2746,9365,2675,1277 -,,,,,,,,2747,9445,2697,1288 -,,,,,,,,2748,9476,2706,1292 -,,,,,,,,2749,9431,2693,1286 -,,,,,,,,2750,9411,2688,1283 -,,,,,,,,2751,9284,2651,1266 -,,,,,,,,2752,9200,2627,1254 -,,,,,,,,2753,9217,2632,1257 -,,,,,,,,2754,9275,2649,1265 -,,,,,,,,2755,9314,2659,1270 -,,,,,,,,2756,9529,2721,1299 -,,,,,,,,2757,9704,2771,1322 -,,,,,,,,2758,9135,2609,1246 -,,,,,,,,2759,8240,2354,1123 -,,,,,,,,2760,7404,2114,1010 -,,,,,,,,2761,6841,1953,933 -,,,,,,,,2762,6546,1869,893 -,,,,,,,,2763,6427,1835,876 -,,,,,,,,2764,6427,1835,876 -,,,,,,,,2765,6632,1894,904 -,,,,,,,,2766,7306,2087,996 -,,,,,,,,2767,8374,2392,1141 -,,,,,,,,2768,9114,2603,1242 -,,,,,,,,2769,9313,2659,1270 -,,,,,,,,2770,9396,2684,1281 -,,,,,,,,2771,9470,2704,1291 -,,,,,,,,2772,9511,2716,1297 -,,,,,,,,2773,9475,2706,1292 -,,,,,,,,2774,9481,2708,1292 -,,,,,,,,2775,9380,2679,1279 -,,,,,,,,2776,9301,2656,1268 -,,,,,,,,2777,9388,2681,1280 -,,,,,,,,2778,9586,2738,1307 -,,,,,,,,2779,9647,2755,1315 -,,,,,,,,2780,9786,2795,1334 -,,,,,,,,2781,9784,2794,1334 -,,,,,,,,2782,9146,2612,1247 -,,,,,,,,2783,8222,2348,1120 -,,,,,,,,2784,7374,2106,1005 -,,,,,,,,2785,6808,1944,928 -,,,,,,,,2786,6500,1856,886 -,,,,,,,,2787,6337,1810,863 -,,,,,,,,2788,6299,1798,858 -,,,,,,,,2789,6456,1843,880 -,,,,,,,,2790,7064,2018,963 -,,,,,,,,2791,8119,2319,1106 -,,,,,,,,2792,8944,2555,1219 -,,,,,,,,2793,9257,2644,1262 -,,,,,,,,2794,9407,2687,1282 -,,,,,,,,2795,9502,2714,1296 -,,,,,,,,2796,9483,2708,1292 -,,,,,,,,2797,9385,2680,1279 -,,,,,,,,2798,9325,2663,1272 -,,,,,,,,2799,9177,2621,1251 -,,,,,,,,2800,9030,2579,1231 -,,,,,,,,2801,8992,2568,1226 -,,,,,,,,2802,8973,2563,1223 -,,,,,,,,2803,8944,2555,1219 -,,,,,,,,2804,9191,2625,1253 -,,,,,,,,2805,9489,2710,1293 -,,,,,,,,2806,9078,2593,1237 -,,,,,,,,2807,8354,2386,1139 -,,,,,,,,2808,7594,2169,1035 -,,,,,,,,2809,7027,2007,958 -,,,,,,,,2810,6707,1915,914 -,,,,,,,,2811,6558,1873,894 -,,,,,,,,2812,6503,1857,886 -,,,,,,,,2813,6590,1883,899 -,,,,,,,,2814,6823,1948,930 -,,,,,,,,2815,7156,2044,975 -,,,,,,,,2816,7814,2232,1065 -,,,,,,,,2817,8360,2388,1140 -,,,,,,,,2818,8647,2469,1179 -,,,,,,,,2819,8695,2483,1186 -,,,,,,,,2820,8627,2464,1176 -,,,,,,,,2821,8476,2420,1156 -,,,,,,,,2822,8298,2369,1131 -,,,,,,,,2823,8138,2324,1110 -,,,,,,,,2824,8042,2297,1096 -,,,,,,,,2825,8087,2309,1102 -,,,,,,,,2826,8203,2343,1118 -,,,,,,,,2827,8278,2364,1129 -,,,,,,,,2828,8497,2427,1158 -,,,,,,,,2829,8824,2520,1203 -,,,,,,,,2830,8473,2419,1155 -,,,,,,,,2831,7862,2245,1072 -,,,,,,,,2832,7216,2061,984 -,,,,,,,,2833,6678,1908,910 -,,,,,,,,2834,6379,1822,869 -,,,,,,,,2835,6231,1779,849 -,,,,,,,,2836,6183,1766,843 -,,,,,,,,2837,6226,1778,848 -,,,,,,,,2838,6358,1816,867 -,,,,,,,,2839,6566,1875,895 -,,,,,,,,2840,7057,2015,962 -,,,,,,,,2841,7611,2174,1037 -,,,,,,,,2842,8009,2287,1092 -,,,,,,,,2843,8176,2335,1115 -,,,,,,,,2844,8248,2355,1125 -,,,,,,,,2845,8210,2344,1119 -,,,,,,,,2846,8101,2314,1105 -,,,,,,,,2847,7983,2280,1088 -,,,,,,,,2848,7964,2274,1085 -,,,,,,,,2849,8083,2309,1102 -,,,,,,,,2850,8309,2373,1133 -,,,,,,,,2851,8451,2414,1152 -,,,,,,,,2852,8721,2491,1189 -,,,,,,,,2853,9116,2604,1242 -,,,,,,,,2854,8590,2453,1171 -,,,,,,,,2855,7786,2224,1061 -,,,,,,,,2856,7052,2014,961 -,,,,,,,,2857,6583,1880,898 -,,,,,,,,2858,6346,1813,865 -,,,,,,,,2859,6259,1788,853 -,,,,,,,,2860,6291,1797,858 -,,,,,,,,2861,6536,1867,891 -,,,,,,,,2862,7230,2065,985 -,,,,,,,,2863,8393,2397,1144 -,,,,,,,,2864,9173,2620,1251 -,,,,,,,,2865,9327,2664,1272 -,,,,,,,,2866,9413,2689,1283 -,,,,,,,,2867,9479,2707,1292 -,,,,,,,,2868,9472,2705,1292 -,,,,,,,,2869,9405,2686,1282 -,,,,,,,,2870,9386,2680,1280 -,,,,,,,,2871,9285,2651,1266 -,,,,,,,,2872,9188,2625,1252 -,,,,,,,,2873,9181,2622,1252 -,,,,,,,,2874,9244,2640,1260 -,,,,,,,,2875,9319,2661,1271 -,,,,,,,,2876,9578,2735,1306 -,,,,,,,,2877,9769,2790,1332 -,,,,,,,,2878,9077,2592,1237 -,,,,,,,,2879,8118,2319,1106 -,,,,,,,,2880,7258,2073,989 -,,,,,,,,2881,6709,1916,914 -,,,,,,,,2882,6451,1843,879 -,,,,,,,,2883,6313,1803,860 -,,,,,,,,2884,6280,1793,856 -,,,,,,,,2885,6440,1839,878 -,,,,,,,,2886,7103,2028,968 -,,,,,,,,2887,8260,2359,1126 -,,,,,,,,2888,9180,2622,1252 -,,,,,,,,2889,9544,2725,1301 -,,,,,,,,2890,9773,2791,1332 -,,,,,,,,2891,9907,2830,1351 -,,,,,,,,2892,10041,2868,1369 -,,,,,,,,2893,10019,2861,1366 -,,,,,,,,2894,9939,2839,1355 -,,,,,,,,2895,9828,2807,1340 -,,,,,,,,2896,9744,2783,1328 -,,,,,,,,2897,9809,2801,1338 -,,,,,,,,2898,9948,2841,1356 -,,,,,,,,2899,9948,2841,1356 -,,,,,,,,2900,10011,2859,1365 -,,,,,,,,2901,10004,2857,1364 -,,,,,,,,2902,9333,2665,1272 -,,,,,,,,2903,8343,2383,1137 -,,,,,,,,2904,7472,2134,1019 -,,,,,,,,2905,6901,1971,941 -,,,,,,,,2906,6596,1884,899 -,,,,,,,,2907,6443,1840,878 -,,,,,,,,2908,6407,1830,873 -,,,,,,,,2909,6579,1878,897 -,,,,,,,,2910,7221,2063,984 -,,,,,,,,2911,8370,2390,1141 -,,,,,,,,2912,9232,2636,1258 -,,,,,,,,2913,9484,2709,1292 -,,,,,,,,2914,9630,2750,1312 -,,,,,,,,2915,9749,2784,1329 -,,,,,,,,2916,9754,2785,1330 -,,,,,,,,2917,9685,2765,1320 -,,,,,,,,2918,9652,2756,1316 -,,,,,,,,2919,9539,2725,1301 -,,,,,,,,2920,9443,2697,1288 -,,,,,,,,2921,9476,2706,1292 -,,,,,,,,2922,9590,2739,1308 -,,,,,,,,2923,9674,2763,1319 -,,,,,,,,2924,9848,2812,1343 -,,,,,,,,2925,9917,2832,1352 -,,,,,,,,2926,9286,2652,1266 -,,,,,,,,2927,8311,2374,1133 -,,,,,,,,2928,7439,2124,1014 -,,,,,,,,2929,6861,1959,935 -,,,,,,,,2930,6565,1874,895 -,,,,,,,,2931,6405,1829,873 -,,,,,,,,2932,6366,1818,868 -,,,,,,,,2933,6544,1869,892 -,,,,,,,,2934,7180,2051,979 -,,,,,,,,2935,8344,2383,1137 -,,,,,,,,2936,9230,2636,1258 -,,,,,,,,2937,9513,2717,1297 -,,,,,,,,2938,9662,2760,1318 -,,,,,,,,2939,9776,2792,1332 -,,,,,,,,2940,9809,2801,1338 -,,,,,,,,2941,9733,2780,1327 -,,,,,,,,2942,9711,2773,1324 -,,,,,,,,2943,9570,2733,1305 -,,,,,,,,2944,9474,2705,1292 -,,,,,,,,2945,9521,2719,1298 -,,,,,,,,2946,9626,2749,1312 -,,,,,,,,2947,9664,2760,1318 -,,,,,,,,2948,9815,2803,1338 -,,,,,,,,2949,9884,2823,1348 -,,,,,,,,2950,9262,2645,1262 -,,,,,,,,2951,8295,2369,1130 -,,,,,,,,2952,7414,2117,1010 -,,,,,,,,2953,6838,1953,932 -,,,,,,,,2954,6519,1862,888 -,,,,,,,,2955,6355,1815,866 -,,,,,,,,2956,6311,1803,860 -,,,,,,,,2957,6470,1848,882 -,,,,,,,,2958,7079,2022,965 -,,,,,,,,2959,8216,2346,1120 -,,,,,,,,2960,9099,2599,1241 -,,,,,,,,2961,9462,2702,1290 -,,,,,,,,2962,9642,2754,1314 -,,,,,,,,2963,9815,2803,1338 -,,,,,,,,2964,9838,2810,1341 -,,,,,,,,2965,9781,2793,1333 -,,,,,,,,2966,9747,2784,1328 -,,,,,,,,2967,9601,2742,1309 -,,,,,,,,2968,9472,2705,1292 -,,,,,,,,2969,9462,2702,1290 -,,,,,,,,2970,9435,2694,1287 -,,,,,,,,2971,9349,2670,1274 -,,,,,,,,2972,9360,2673,1276 -,,,,,,,,2973,9471,2704,1291 -,,,,,,,,2974,8998,2569,1226 -,,,,,,,,2975,8240,2354,1123 -,,,,,,,,2976,7445,2126,1014 -,,,,,,,,2977,6810,1945,929 -,,,,,,,,2978,6460,1844,880 -,,,,,,,,2979,6244,1783,851 -,,,,,,,,2980,6146,1755,838 -,,,,,,,,2981,6178,1764,842 -,,,,,,,,2982,6377,1821,869 -,,,,,,,,2983,6749,1928,920 -,,,,,,,,2984,7402,2114,1009 -,,,,,,,,2985,8089,2310,1103 -,,,,,,,,2986,8534,2437,1163 -,,,,,,,,2987,8730,2494,1190 -,,,,,,,,2988,8769,2504,1196 -,,,,,,,,2989,8682,2479,1184 -,,,,,,,,2990,8539,2439,1164 -,,,,,,,,2991,8400,2399,1146 -,,,,,,,,2992,8305,2372,1132 -,,,,,,,,2993,8298,2369,1131 -,,,,,,,,2994,8349,2384,1138 -,,,,,,,,2995,8331,2379,1136 -,,,,,,,,2996,8426,2406,1149 -,,,,,,,,2997,8744,2497,1192 -,,,,,,,,2998,8420,2404,1148 -,,,,,,,,2999,7804,2229,1064 -,,,,,,,,3000,7145,2040,974 -,,,,,,,,3001,6616,1889,902 -,,,,,,,,3002,6285,1795,857 -,,,,,,,,3003,6090,1739,830 -,,,,,,,,3004,5995,1712,817 -,,,,,,,,3005,5996,1713,817 -,,,,,,,,3006,6081,1737,829 -,,,,,,,,3007,6265,1789,854 -,,,,,,,,3008,6773,1934,923 -,,,,,,,,3009,7392,2111,1008 -,,,,,,,,3010,7861,2245,1071 -,,,,,,,,3011,8108,2315,1106 -,,,,,,,,3012,8206,2344,1119 -,,,,,,,,3013,8208,2344,1119 -,,,,,,,,3014,8126,2321,1108 -,,,,,,,,3015,8015,2289,1093 -,,,,,,,,3016,7992,2283,1090 -,,,,,,,,3017,8112,2317,1106 -,,,,,,,,3018,8327,2378,1136 -,,,,,,,,3019,8459,2416,1153 -,,,,,,,,3020,8642,2468,1178 -,,,,,,,,3021,9067,2590,1236 -,,,,,,,,3022,8566,2446,1168 -,,,,,,,,3023,7760,2216,1058 -,,,,,,,,3024,7002,1999,954 -,,,,,,,,3025,6463,1846,881 -,,,,,,,,3026,6193,1768,844 -,,,,,,,,3027,6076,1735,828 -,,,,,,,,3028,6057,1730,826 -,,,,,,,,3029,6268,1790,854 -,,,,,,,,3030,6857,1958,934 -,,,,,,,,3031,7994,2283,1090 -,,,,,,,,3032,8871,2534,1210 -,,,,,,,,3033,9169,2619,1250 -,,,,,,,,3034,9360,2673,1276 -,,,,,,,,3035,9545,2726,1302 -,,,,,,,,3036,9628,2749,1312 -,,,,,,,,3037,9623,2748,1312 -,,,,,,,,3038,9645,2755,1315 -,,,,,,,,3039,9563,2731,1303 -,,,,,,,,3040,9453,2700,1288 -,,,,,,,,3041,9409,2687,1282 -,,,,,,,,3042,9370,2676,1277 -,,,,,,,,3043,9301,2656,1268 -,,,,,,,,3044,9451,2699,1288 -,,,,,,,,3045,9724,2777,1326 -,,,,,,,,3046,9095,2597,1240 -,,,,,,,,3047,8107,2315,1106 -,,,,,,,,3048,7211,2059,983 -,,,,,,,,3049,6643,1897,905 -,,,,,,,,3050,6345,1812,865 -,,,,,,,,3051,6185,1767,843 -,,,,,,,,3052,6141,1754,837 -,,,,,,,,3053,6317,1804,861 -,,,,,,,,3054,6914,1974,943 -,,,,,,,,3055,8053,2300,1098 -,,,,,,,,3056,8980,2564,1224 -,,,,,,,,3057,9314,2659,1270 -,,,,,,,,3058,9508,2715,1296 -,,,,,,,,3059,9683,2765,1320 -,,,,,,,,3060,9738,2781,1328 -,,,,,,,,3061,9681,2765,1320 -,,,,,,,,3062,9696,2769,1322 -,,,,,,,,3063,9605,2743,1309 -,,,,,,,,3064,9555,2729,1302 -,,,,,,,,3065,9662,2760,1318 -,,,,,,,,3066,9823,2805,1339 -,,,,,,,,3067,9815,2803,1338 -,,,,,,,,3068,9866,2818,1345 -,,,,,,,,3069,9832,2808,1341 -,,,,,,,,3070,9155,2614,1248 -,,,,,,,,3071,8208,2344,1119 -,,,,,,,,3072,7342,2097,1001 -,,,,,,,,3073,6759,1930,921 -,,,,,,,,3074,6459,1844,880 -,,,,,,,,3075,6300,1799,858 -,,,,,,,,3076,6254,1786,853 -,,,,,,,,3077,6423,1834,875 -,,,,,,,,3078,7054,2014,962 -,,,,,,,,3079,8227,2349,1121 -,,,,,,,,3080,9197,2626,1254 -,,,,,,,,3081,9553,2728,1302 -,,,,,,,,3082,9767,2790,1332 -,,,,,,,,3083,9941,2840,1355 -,,,,,,,,3084,10013,2860,1365 -,,,,,,,,3085,9977,2850,1360 -,,,,,,,,3086,9971,2848,1359 -,,,,,,,,3087,9859,2815,1344 -,,,,,,,,3088,9795,2797,1335 -,,,,,,,,3089,9864,2817,1345 -,,,,,,,,3090,9949,2841,1357 -,,,,,,,,3091,9895,2826,1349 -,,,,,,,,3092,9935,2837,1354 -,,,,,,,,3093,9918,2832,1353 -,,,,,,,,3094,9279,2649,1265 -,,,,,,,,3095,8308,2373,1132 -,,,,,,,,3096,7433,2123,1013 -,,,,,,,,3097,6852,1957,934 -,,,,,,,,3098,6533,1866,890 -,,,,,,,,3099,6369,1818,868 -,,,,,,,,3100,6332,1808,863 -,,,,,,,,3101,6475,1849,883 -,,,,,,,,3102,7053,2014,961 -,,,,,,,,3103,8181,2336,1116 -,,,,,,,,3104,9105,2600,1242 -,,,,,,,,3105,9438,2695,1287 -,,,,,,,,3106,9602,2742,1309 -,,,,,,,,3107,9739,2781,1328 -,,,,,,,,3108,9786,2795,1334 -,,,,,,,,3109,9746,2783,1328 -,,,,,,,,3110,9718,2775,1325 -,,,,,,,,3111,9597,2740,1308 -,,,,,,,,3112,9482,2708,1292 -,,,,,,,,3113,9449,2699,1288 -,,,,,,,,3114,9431,2693,1286 -,,,,,,,,3115,9339,2667,1273 -,,,,,,,,3116,9383,2680,1279 -,,,,,,,,3117,9656,2757,1317 -,,,,,,,,3118,9166,2618,1250 -,,,,,,,,3119,8267,2361,1127 -,,,,,,,,3120,7366,2103,1004 -,,,,,,,,3121,6777,1935,923 -,,,,,,,,3122,6460,1844,880 -,,,,,,,,3123,6288,1796,857 -,,,,,,,,3124,6247,1784,852 -,,,,,,,,3125,6428,1836,876 -,,,,,,,,3126,6949,1984,947 -,,,,,,,,3127,8068,2304,1100 -,,,,,,,,3128,8906,2544,1214 -,,,,,,,,3129,9184,2623,1252 -,,,,,,,,3130,9349,2670,1274 -,,,,,,,,3131,9469,2704,1291 -,,,,,,,,3132,9517,2718,1298 -,,,,,,,,3133,9455,2700,1289 -,,,,,,,,3134,9411,2688,1283 -,,,,,,,,3135,9288,2653,1267 -,,,,,,,,3136,9165,2618,1249 -,,,,,,,,3137,9100,2599,1241 -,,,,,,,,3138,9024,2577,1230 -,,,,,,,,3139,8896,2540,1213 -,,,,,,,,3140,8876,2535,1210 -,,,,,,,,3141,9179,2621,1252 -,,,,,,,,3142,8858,2529,1207 -,,,,,,,,3143,8135,2323,1109 -,,,,,,,,3144,7328,2093,999 -,,,,,,,,3145,6724,1920,917 -,,,,,,,,3146,6374,1820,868 -,,,,,,,,3147,6179,1764,843 -,,,,,,,,3148,6108,1744,833 -,,,,,,,,3149,6138,1753,837 -,,,,,,,,3150,6272,1791,855 -,,,,,,,,3151,6667,1904,909 -,,,,,,,,3152,7333,2094,999 -,,,,,,,,3153,7984,2280,1089 -,,,,,,,,3154,8376,2392,1142 -,,,,,,,,3155,8512,2431,1161 -,,,,,,,,3156,8531,2436,1163 -,,,,,,,,3157,8461,2416,1153 -,,,,,,,,3158,8371,2390,1141 -,,,,,,,,3159,8296,2369,1131 -,,,,,,,,3160,8312,2374,1133 -,,,,,,,,3161,8397,2398,1145 -,,,,,,,,3162,8500,2428,1159 -,,,,,,,,3163,8517,2433,1161 -,,,,,,,,3164,8548,2441,1166 -,,,,,,,,3165,8877,2535,1210 -,,,,,,,,3166,8591,2454,1171 -,,,,,,,,3167,7944,2269,1083 -,,,,,,,,3168,7218,2061,984 -,,,,,,,,3169,6647,1898,906 -,,,,,,,,3170,6259,1788,853 -,,,,,,,,3171,6038,1724,823 -,,,,,,,,3172,5917,1690,807 -,,,,,,,,3173,5900,1685,804 -,,,,,,,,3174,5910,1688,806 -,,,,,,,,3175,6141,1753,837 -,,,,,,,,3176,6723,1920,917 -,,,,,,,,3177,7442,2125,1014 -,,,,,,,,3178,7980,2279,1088 -,,,,,,,,3179,8269,2362,1127 -,,,,,,,,3180,8423,2405,1148 -,,,,,,,,3181,8495,2426,1158 -,,,,,,,,3182,8479,2421,1156 -,,,,,,,,3183,8462,2417,1154 -,,,,,,,,3184,8499,2427,1159 -,,,,,,,,3185,8600,2456,1172 -,,,,,,,,3186,8723,2491,1189 -,,,,,,,,3187,8754,2500,1193 -,,,,,,,,3188,8899,2542,1213 -,,,,,,,,3189,9308,2658,1269 -,,,,,,,,3190,8922,2548,1216 -,,,,,,,,3191,8106,2315,1105 -,,,,,,,,3192,7299,2084,995 -,,,,,,,,3193,6722,1920,916 -,,,,,,,,3194,6422,1834,875 -,,,,,,,,3195,6253,1786,853 -,,,,,,,,3196,6207,1773,846 -,,,,,,,,3197,6397,1827,872 -,,,,,,,,3198,6964,1989,949 -,,,,,,,,3199,8084,2309,1102 -,,,,,,,,3200,9038,2581,1232 -,,,,,,,,3201,9453,2700,1288 -,,,,,,,,3202,9742,2782,1328 -,,,,,,,,3203,9996,2855,1363 -,,,,,,,,3204,10147,2898,1383 -,,,,,,,,3205,10197,2912,1390 -,,,,,,,,3206,10193,2911,1389 -,,,,,,,,3207,10112,2888,1378 -,,,,,,,,3208,10019,2861,1366 -,,,,,,,,3209,10014,2860,1365 -,,,,,,,,3210,10042,2868,1369 -,,,,,,,,3211,9969,2847,1359 -,,,,,,,,3212,9968,2847,1359 -,,,,,,,,3213,10030,2865,1368 -,,,,,,,,3214,9396,2683,1281 -,,,,,,,,3215,8420,2404,1148 -,,,,,,,,3216,7506,2144,1023 -,,,,,,,,3217,6913,1974,943 -,,,,,,,,3218,6585,1881,898 -,,,,,,,,3219,6405,1829,873 -,,,,,,,,3220,6361,1817,867 -,,,,,,,,3221,6521,1863,888 -,,,,,,,,3222,7087,2024,966 -,,,,,,,,3223,8206,2344,1119 -,,,,,,,,3224,9149,2613,1247 -,,,,,,,,3225,9570,2733,1305 -,,,,,,,,3226,9840,2810,1342 -,,,,,,,,3227,10085,2880,1375 -,,,,,,,,3228,10191,2910,1389 -,,,,,,,,3229,10199,2913,1390 -,,,,,,,,3230,10192,2910,1389 -,,,,,,,,3231,10065,2875,1373 -,,,,,,,,3232,9970,2848,1359 -,,,,,,,,3233,10007,2858,1364 -,,,,,,,,3234,10087,2880,1375 -,,,,,,,,3235,10050,2870,1370 -,,,,,,,,3236,10059,2873,1372 -,,,,,,,,3237,10046,2870,1370 -,,,,,,,,3238,9401,2684,1282 -,,,,,,,,3239,8436,2409,1150 -,,,,,,,,3240,7545,2154,1029 -,,,,,,,,3241,6966,1989,949 -,,,,,,,,3242,6639,1896,905 -,,,,,,,,3243,6469,1848,882 -,,,,,,,,3244,6417,1833,874 -,,,,,,,,3245,6577,1878,897 -,,,,,,,,3246,7183,2052,979 -,,,,,,,,3247,8342,2383,1137 -,,,,,,,,3248,9307,2658,1269 -,,,,,,,,3249,9736,2780,1328 -,,,,,,,,3250,9991,2854,1362 -,,,,,,,,3251,10189,2910,1389 -,,,,,,,,3252,10281,2936,1402 -,,,,,,,,3253,10273,2934,1401 -,,,,,,,,3254,10299,2941,1404 -,,,,,,,,3255,10290,2939,1403 -,,,,,,,,3256,10290,2939,1403 -,,,,,,,,3257,10321,2947,1407 -,,,,,,,,3258,10304,2943,1405 -,,,,,,,,3259,10166,2903,1386 -,,,,,,,,3260,10103,2885,1378 -,,,,,,,,3261,10329,2950,1408 -,,,,,,,,3262,9769,2790,1332 -,,,,,,,,3263,8752,2499,1193 -,,,,,,,,3264,7763,2217,1058 -,,,,,,,,3265,7107,2029,969 -,,,,,,,,3266,6731,1923,918 -,,,,,,,,3267,6517,1862,888 -,,,,,,,,3268,6422,1834,875 -,,,,,,,,3269,6530,1865,890 -,,,,,,,,3270,6991,1997,953 -,,,,,,,,3271,8081,2308,1101 -,,,,,,,,3272,8950,2556,1220 -,,,,,,,,3273,9308,2659,1269 -,,,,,,,,3274,9523,2720,1298 -,,,,,,,,3275,9711,2773,1324 -,,,,,,,,3276,9803,2800,1337 -,,,,,,,,3277,9803,2800,1337 -,,,,,,,,3278,9856,2815,1343 -,,,,,,,,3279,9815,2803,1338 -,,,,,,,,3280,9777,2792,1332 -,,,,,,,,3281,9764,2788,1331 -,,,,,,,,3282,9705,2771,1323 -,,,,,,,,3283,9544,2725,1301 -,,,,,,,,3284,9491,2710,1294 -,,,,,,,,3285,9784,2794,1333 -,,,,,,,,3286,9346,2669,1274 -,,,,,,,,3287,8373,2391,1141 -,,,,,,,,3288,7445,2126,1014 -,,,,,,,,3289,6823,1948,930 -,,,,,,,,3290,6458,1844,880 -,,,,,,,,3291,6273,1792,855 -,,,,,,,,3292,6210,1773,847 -,,,,,,,,3293,6366,1818,868 -,,,,,,,,3294,6839,1953,933 -,,,,,,,,3295,7937,2267,1082 -,,,,,,,,3296,8856,2529,1207 -,,,,,,,,3297,9259,2645,1262 -,,,,,,,,3298,9511,2716,1297 -,,,,,,,,3299,9709,2773,1323 -,,,,,,,,3300,9799,2798,1336 -,,,,,,,,3301,9788,2795,1334 -,,,,,,,,3302,9809,2801,1338 -,,,,,,,,3303,9735,2780,1327 -,,,,,,,,3304,9659,2759,1317 -,,,,,,,,3305,9582,2736,1307 -,,,,,,,,3306,9438,2695,1287 -,,,,,,,,3307,9215,2632,1257 -,,,,,,,,3308,9085,2594,1238 -,,,,,,,,3309,9319,2661,1271 -,,,,,,,,3310,9005,2572,1227 -,,,,,,,,3311,8232,2351,1122 -,,,,,,,,3312,7388,2109,1007 -,,,,,,,,3313,6759,1930,921 -,,,,,,,,3314,6396,1827,872 -,,,,,,,,3315,6180,1765,843 -,,,,,,,,3316,6066,1733,827 -,,,,,,,,3317,6104,1743,832 -,,,,,,,,3318,6184,1766,843 -,,,,,,,,3319,6602,1886,900 -,,,,,,,,3320,7307,2087,996 -,,,,,,,,3321,8035,2294,1095 -,,,,,,,,3322,8490,2424,1157 -,,,,,,,,3323,8717,2490,1188 -,,,,,,,,3324,8825,2520,1203 -,,,,,,,,3325,8821,2519,1202 -,,,,,,,,3326,8766,2504,1195 -,,,,,,,,3327,8740,2496,1191 -,,,,,,,,3328,8784,2509,1197 -,,,,,,,,3329,8882,2537,1211 -,,,,,,,,3330,8968,2561,1222 -,,,,,,,,3331,8918,2547,1216 -,,,,,,,,3332,8804,2514,1201 -,,,,,,,,3333,9029,2579,1231 -,,,,,,,,3334,8785,2509,1198 -,,,,,,,,3335,8100,2314,1105 -,,,,,,,,3336,7349,2099,1002 -,,,,,,,,3337,6750,1928,920 -,,,,,,,,3338,6363,1817,868 -,,,,,,,,3339,6119,1748,834 -,,,,,,,,3340,6015,1718,820 -,,,,,,,,3341,6006,1715,818 -,,,,,,,,3342,5990,1711,817 -,,,,,,,,3343,6238,1782,850 -,,,,,,,,3344,6845,1955,933 -,,,,,,,,3345,7587,2167,1035 -,,,,,,,,3346,8173,2334,1114 -,,,,,,,,3347,8532,2437,1163 -,,,,,,,,3348,8769,2504,1196 -,,,,,,,,3349,8891,2539,1212 -,,,,,,,,3350,8908,2545,1215 -,,,,,,,,3351,8925,2549,1216 -,,,,,,,,3352,8985,2566,1225 -,,,,,,,,3353,9106,2600,1242 -,,,,,,,,3354,9227,2635,1258 -,,,,,,,,3355,9221,2634,1257 -,,,,,,,,3356,9174,2620,1251 -,,,,,,,,3357,9466,2704,1291 -,,,,,,,,3358,9057,2587,1235 -,,,,,,,,3359,8153,2329,1111 -,,,,,,,,3360,7303,2085,995 -,,,,,,,,3361,6694,1912,913 -,,,,,,,,3362,6399,1828,873 -,,,,,,,,3363,6240,1782,850 -,,,,,,,,3364,6200,1771,845 -,,,,,,,,3365,6366,1818,868 -,,,,,,,,3366,6872,1963,937 -,,,,,,,,3367,8001,2285,1090 -,,,,,,,,3368,9001,2571,1227 -,,,,,,,,3369,9471,2705,1291 -,,,,,,,,3370,9792,2796,1335 -,,,,,,,,3371,10059,2873,1372 -,,,,,,,,3372,10214,2917,1393 -,,,,,,,,3373,10248,2927,1397 -,,,,,,,,3374,10315,2946,1406 -,,,,,,,,3375,10255,2929,1398 -,,,,,,,,3376,10171,2905,1387 -,,,,,,,,3377,10191,2910,1389 -,,,,,,,,3378,10207,2915,1392 -,,,,,,,,3379,10140,2896,1383 -,,,,,,,,3380,10104,2885,1378 -,,,,,,,,3381,10137,2895,1382 -,,,,,,,,3382,9507,2715,1296 -,,,,,,,,3383,8510,2430,1160 -,,,,,,,,3384,7615,2174,1038 -,,,,,,,,3385,7024,2006,958 -,,,,,,,,3386,6698,1913,913 -,,,,,,,,3387,6542,1868,892 -,,,,,,,,3388,6481,1851,883 -,,,,,,,,3389,6651,1899,907 -,,,,,,,,3390,7211,2059,983 -,,,,,,,,3391,8362,2389,1140 -,,,,,,,,3392,9310,2659,1269 -,,,,,,,,3393,9704,2771,1322 -,,,,,,,,3394,9969,2847,1359 -,,,,,,,,3395,10224,2920,1394 -,,,,,,,,3396,10341,2954,1410 -,,,,,,,,3397,10334,2951,1408 -,,,,,,,,3398,10342,2954,1410 -,,,,,,,,3399,10263,2931,1399 -,,,,,,,,3400,10196,2912,1390 -,,,,,,,,3401,10200,2913,1391 -,,,,,,,,3402,10227,2921,1394 -,,,,,,,,3403,10118,2890,1379 -,,,,,,,,3404,10046,2869,1369 -,,,,,,,,3405,10098,2884,1377 -,,,,,,,,3406,9550,2727,1302 -,,,,,,,,3407,8607,2458,1173 -,,,,,,,,3408,7700,2199,1050 -,,,,,,,,3409,7051,2013,961 -,,,,,,,,3410,6731,1923,918 -,,,,,,,,3411,6563,1874,894 -,,,,,,,,3412,6506,1858,887 -,,,,,,,,3413,6677,1907,910 -,,,,,,,,3414,7190,2054,980 -,,,,,,,,3415,8364,2389,1140 -,,,,,,,,3416,9356,2672,1276 -,,,,,,,,3417,9819,2805,1338 -,,,,,,,,3418,10125,2892,1380 -,,,,,,,,3419,10401,2970,1418 -,,,,,,,,3420,10581,3022,1443 -,,,,,,,,3421,10669,3047,1454 -,,,,,,,,3422,10785,3080,1470 -,,,,,,,,3423,10772,3076,1469 -,,,,,,,,3424,10697,3055,1459 -,,,,,,,,3425,10712,3060,1460 -,,,,,,,,3426,10691,3053,1458 -,,,,,,,,3427,10533,3008,1436 -,,,,,,,,3428,10411,2973,1419 -,,,,,,,,3429,10591,3025,1444 -,,,,,,,,3430,10147,2898,1383 -,,,,,,,,3431,9096,2598,1240 -,,,,,,,,3432,8074,2306,1100 -,,,,,,,,3433,7372,2105,1004 -,,,,,,,,3434,6949,1984,947 -,,,,,,,,3435,6713,1917,915 -,,,,,,,,3436,6616,1889,902 -,,,,,,,,3437,6759,1930,921 -,,,,,,,,3438,7270,2076,991 -,,,,,,,,3439,8474,2420,1156 -,,,,,,,,3440,9495,2711,1294 -,,,,,,,,3441,10001,2856,1363 -,,,,,,,,3442,10378,2964,1415 -,,,,,,,,3443,10689,3053,1457 -,,,,,,,,3444,10871,3105,1482 -,,,,,,,,3445,10926,3120,1489 -,,,,,,,,3446,10973,3134,1496 -,,,,,,,,3447,10944,3126,1492 -,,,,,,,,3448,10845,3097,1479 -,,,,,,,,3449,10795,3083,1472 -,,,,,,,,3450,10641,3039,1451 -,,,,,,,,3451,10416,2975,1420 -,,,,,,,,3452,10299,2941,1404 -,,,,,,,,3453,10479,2993,1428 -,,,,,,,,3454,10041,2868,1369 -,,,,,,,,3455,8999,2570,1226 -,,,,,,,,3456,7974,2277,1087 -,,,,,,,,3457,7304,2086,995 -,,,,,,,,3458,6936,1981,945 -,,,,,,,,3459,6716,1918,915 -,,,,,,,,3460,6647,1898,906 -,,,,,,,,3461,6788,1938,925 -,,,,,,,,3462,7289,2082,994 -,,,,,,,,3463,8375,2392,1141 -,,,,,,,,3464,9319,2661,1271 -,,,,,,,,3465,9781,2794,1333 -,,,,,,,,3466,10066,2875,1373 -,,,,,,,,3467,10279,2935,1402 -,,,,,,,,3468,10423,2977,1421 -,,,,,,,,3469,10446,2984,1424 -,,,,,,,,3470,10486,2995,1429 -,,,,,,,,3471,10432,2980,1422 -,,,,,,,,3472,10381,2965,1415 -,,,,,,,,3473,10378,2964,1415 -,,,,,,,,3474,10294,2940,1403 -,,,,,,,,3475,10108,2887,1378 -,,,,,,,,3476,9951,2842,1357 -,,,,,,,,3477,10083,2880,1374 -,,,,,,,,3478,9794,2797,1335 -,,,,,,,,3479,9012,2574,1228 -,,,,,,,,3480,8128,2321,1108 -,,,,,,,,3481,7456,2129,1016 -,,,,,,,,3482,7049,2013,961 -,,,,,,,,3483,6801,1943,927 -,,,,,,,,3484,6676,1907,910 -,,,,,,,,3485,6691,1911,912 -,,,,,,,,3486,6792,1939,926 -,,,,,,,,3487,7180,2051,979 -,,,,,,,,3488,7914,2260,1079 -,,,,,,,,3489,8779,2507,1196 -,,,,,,,,3490,9485,2709,1293 -,,,,,,,,3491,9971,2848,1359 -,,,,,,,,3492,10284,2937,1402 -,,,,,,,,3493,10471,2991,1428 -,,,,,,,,3494,10531,3007,1436 -,,,,,,,,3495,10571,3019,1441 -,,,,,,,,3496,10571,3019,1441 -,,,,,,,,3497,10646,3040,1451 -,,,,,,,,3498,10646,3040,1451 -,,,,,,,,3499,10497,2998,1431 -,,,,,,,,3500,10301,2942,1404 -,,,,,,,,3501,10400,2970,1418 -,,,,,,,,3502,10106,2886,1378 -,,,,,,,,3503,9277,2649,1265 -,,,,,,,,3504,8384,2394,1143 -,,,,,,,,3505,7640,2182,1041 -,,,,,,,,3506,7162,2045,976 -,,,,,,,,3507,6841,1953,933 -,,,,,,,,3508,6647,1898,906 -,,,,,,,,3509,6558,1873,894 -,,,,,,,,3510,6457,1844,880 -,,,,,,,,3511,6684,1909,911 -,,,,,,,,3512,7266,2075,990 -,,,,,,,,3513,7995,2284,1090 -,,,,,,,,3514,8642,2468,1178 -,,,,,,,,3515,9058,2587,1235 -,,,,,,,,3516,9340,2668,1273 -,,,,,,,,3517,9508,2715,1296 -,,,,,,,,3518,9535,2723,1300 -,,,,,,,,3519,9555,2729,1302 -,,,,,,,,3520,9605,2743,1309 -,,,,,,,,3521,9696,2769,1322 -,,,,,,,,3522,9737,2780,1328 -,,,,,,,,3523,9580,2736,1306 -,,,,,,,,3524,9398,2684,1281 -,,,,,,,,3525,9576,2735,1306 -,,,,,,,,3526,9380,2679,1278 -,,,,,,,,3527,8732,2494,1191 -,,,,,,,,3528,7970,2276,1086 -,,,,,,,,3529,7359,2102,1003 -,,,,,,,,3530,6956,1987,949 -,,,,,,,,3531,6729,1922,918 -,,,,,,,,3532,6618,1890,902 -,,,,,,,,3533,6632,1894,904 -,,,,,,,,3534,6695,1913,913 -,,,,,,,,3535,7002,2000,954 -,,,,,,,,3536,7631,2179,1040 -,,,,,,,,3537,8477,2421,1156 -,,,,,,,,3538,9180,2622,1252 -,,,,,,,,3539,9716,2775,1324 -,,,,,,,,3540,10115,2889,1379 -,,,,,,,,3541,10401,2970,1418 -,,,,,,,,3542,10505,3000,1432 -,,,,,,,,3543,10576,3020,1442 -,,,,,,,,3544,10656,3044,1453 -,,,,,,,,3545,10802,3085,1473 -,,,,,,,,3546,10909,3115,1487 -,,,,,,,,3547,10786,3081,1470 -,,,,,,,,3548,10652,3042,1452 -,,,,,,,,3549,10797,3084,1472 -,,,,,,,,3550,10315,2946,1406 -,,,,,,,,3551,9266,2646,1263 -,,,,,,,,3552,8261,2359,1126 -,,,,,,,,3553,7600,2170,1036 -,,,,,,,,3554,7198,2056,981 -,,,,,,,,3555,6976,1993,951 -,,,,,,,,3556,6917,1976,943 -,,,,,,,,3557,7060,2017,963 -,,,,,,,,3558,7604,2172,1036 -,,,,,,,,3559,8800,2514,1200 -,,,,,,,,3560,9891,2825,1348 -,,,,,,,,3561,10532,3008,1436 -,,,,,,,,3562,11048,3156,1506 -,,,,,,,,3563,11540,3296,1573 -,,,,,,,,3564,11957,3416,1631 -,,,,,,,,3565,12257,3501,1671 -,,,,,,,,3566,12520,3576,1707 -,,,,,,,,3567,12620,3605,1721 -,,,,,,,,3568,12744,3640,1737 -,,,,,,,,3569,12834,3666,1750 -,,,,,,,,3570,12738,3638,1737 -,,,,,,,,3571,12394,3540,1690 -,,,,,,,,3572,12135,3466,1655 -,,,,,,,,3573,11976,3421,1633 -,,,,,,,,3574,11116,3175,1515 -,,,,,,,,3575,9944,2840,1356 -,,,,,,,,3576,8893,2539,1212 -,,,,,,,,3577,8156,2329,1112 -,,,,,,,,3578,7716,2203,1052 -,,,,,,,,3579,7463,2132,1017 -,,,,,,,,3580,7362,2103,1004 -,,,,,,,,3581,7505,2144,1023 -,,,,,,,,3582,8024,2292,1094 -,,,,,,,,3583,9215,2632,1257 -,,,,,,,,3584,10240,2925,1396 -,,,,,,,,3585,10716,3060,1461 -,,,,,,,,3586,11033,3151,1504 -,,,,,,,,3587,11295,3226,1540 -,,,,,,,,3588,11454,3271,1561 -,,,,,,,,3589,11503,3286,1569 -,,,,,,,,3590,11591,3311,1580 -,,,,,,,,3591,11557,3301,1575 -,,,,,,,,3592,11529,3293,1572 -,,,,,,,,3593,11560,3301,1576 -,,,,,,,,3594,11492,3282,1567 -,,,,,,,,3595,11251,3213,1534 -,,,,,,,,3596,11073,3163,1509 -,,,,,,,,3597,11205,3201,1528 -,,,,,,,,3598,10734,3065,1464 -,,,,,,,,3599,9649,2755,1315 -,,,,,,,,3600,8591,2454,1171 -,,,,,,,,3601,7817,2233,1065 -,,,,,,,,3602,7373,2105,1005 -,,,,,,,,3603,7110,2030,969 -,,,,,,,,3604,6996,1998,954 -,,,,,,,,3605,7113,2032,969 -,,,,,,,,3606,7580,2165,1033 -,,,,,,,,3607,8736,2495,1191 -,,,,,,,,3608,9803,2800,1337 -,,,,,,,,3609,10321,2948,1407 -,,,,,,,,3610,10750,3070,1465 -,,,,,,,,3611,11125,3177,1517 -,,,,,,,,3612,11377,3249,1551 -,,,,,,,,3613,11517,3289,1570 -,,,,,,,,3614,11701,3341,1595 -,,,,,,,,3615,11761,3359,1604 -,,,,,,,,3616,11805,3371,1610 -,,,,,,,,3617,11807,3371,1610 -,,,,,,,,3618,11640,3325,1587 -,,,,,,,,3619,11293,3226,1540 -,,,,,,,,3620,10940,3125,1491 -,,,,,,,,3621,10965,3131,1495 -,,,,,,,,3622,10562,3016,1440 -,,,,,,,,3623,9450,2699,1288 -,,,,,,,,3624,8349,2384,1138 -,,,,,,,,3625,7591,2168,1035 -,,,,,,,,3626,7130,2036,972 -,,,,,,,,3627,6873,1963,937 -,,,,,,,,3628,6774,1934,923 -,,,,,,,,3629,6856,1958,934 -,,,,,,,,3630,7239,2068,987 -,,,,,,,,3631,8344,2383,1137 -,,,,,,,,3632,9331,2665,1272 -,,,,,,,,3633,9813,2802,1338 -,,,,,,,,3634,10131,2893,1381 -,,,,,,,,3635,10394,2969,1417 -,,,,,,,,3636,10522,3005,1434 -,,,,,,,,3637,10541,3010,1437 -,,,,,,,,3638,10597,3026,1444 -,,,,,,,,3639,10555,3015,1439 -,,,,,,,,3640,10441,2982,1424 -,,,,,,,,3641,10286,2937,1403 -,,,,,,,,3642,10012,2860,1365 -,,,,,,,,3643,9690,2767,1321 -,,,,,,,,3644,9533,2723,1300 -,,,,,,,,3645,9671,2762,1318 -,,,,,,,,3646,9359,2673,1276 -,,,,,,,,3647,8571,2448,1168 -,,,,,,,,3648,7726,2207,1053 -,,,,,,,,3649,7068,2018,964 -,,,,,,,,3650,6678,1908,910 -,,,,,,,,3651,6456,1843,880 -,,,,,,,,3652,6364,1818,868 -,,,,,,,,3653,6390,1825,871 -,,,,,,,,3654,6530,1865,890 -,,,,,,,,3655,6870,1962,936 -,,,,,,,,3656,7500,2142,1022 -,,,,,,,,3657,8261,2359,1126 -,,,,,,,,3658,8860,2530,1208 -,,,,,,,,3659,9253,2643,1262 -,,,,,,,,3660,9411,2688,1283 -,,,,,,,,3661,9399,2684,1282 -,,,,,,,,3662,9292,2654,1267 -,,,,,,,,3663,9179,2621,1252 -,,,,,,,,3664,9120,2604,1243 -,,,,,,,,3665,9180,2622,1252 -,,,,,,,,3666,9267,2646,1263 -,,,,,,,,3667,9233,2637,1259 -,,,,,,,,3668,9164,2617,1249 -,,,,,,,,3669,9198,2627,1254 -,,,,,,,,3670,8891,2539,1212 -,,,,,,,,3671,8260,2359,1126 -,,,,,,,,3672,7551,2156,1030 -,,,,,,,,3673,6977,1993,951 -,,,,,,,,3674,6581,1879,897 -,,,,,,,,3675,6344,1812,865 -,,,,,,,,3676,6213,1774,847 -,,,,,,,,3677,6189,1768,843 -,,,,,,,,3678,6178,1764,842 -,,,,,,,,3679,6407,1830,873 -,,,,,,,,3680,6953,1986,948 -,,,,,,,,3681,7685,2195,1048 -,,,,,,,,3682,8261,2359,1126 -,,,,,,,,3683,8622,2462,1176 -,,,,,,,,3684,8855,2529,1207 -,,,,,,,,3685,8946,2555,1220 -,,,,,,,,3686,8908,2545,1215 -,,,,,,,,3687,8866,2532,1209 -,,,,,,,,3688,8847,2527,1206 -,,,,,,,,3689,8923,2549,1216 -,,,,,,,,3690,9032,2580,1232 -,,,,,,,,3691,9107,2601,1242 -,,,,,,,,3692,9131,2608,1245 -,,,,,,,,3693,9239,2639,1260 -,,,,,,,,3694,8853,2529,1206 -,,,,,,,,3695,8083,2309,1102 -,,,,,,,,3696,7306,2087,996 -,,,,,,,,3697,6746,1927,919 -,,,,,,,,3698,6421,1833,875 -,,,,,,,,3699,6255,1787,853 -,,,,,,,,3700,6227,1778,848 -,,,,,,,,3701,6396,1827,872 -,,,,,,,,3702,6927,1979,944 -,,,,,,,,3703,8049,2299,1097 -,,,,,,,,3704,9007,2573,1228 -,,,,,,,,3705,9428,2693,1285 -,,,,,,,,3706,9693,2768,1322 -,,,,,,,,3707,9911,2830,1351 -,,,,,,,,3708,9980,2850,1361 -,,,,,,,,3709,9959,2845,1358 -,,,,,,,,3710,9926,2835,1353 -,,,,,,,,3711,9821,2805,1338 -,,,,,,,,3712,9755,2786,1330 -,,,,,,,,3713,9811,2802,1338 -,,,,,,,,3714,9911,2830,1351 -,,,,,,,,3715,9827,2806,1340 -,,,,,,,,3716,9711,2773,1324 -,,,,,,,,3717,9731,2779,1327 -,,,,,,,,3718,9244,2640,1260 -,,,,,,,,3719,8303,2371,1132 -,,,,,,,,3720,7418,2119,1011 -,,,,,,,,3721,6844,1954,933 -,,,,,,,,3722,6534,1866,891 -,,,,,,,,3723,6378,1822,869 -,,,,,,,,3724,6333,1808,863 -,,,,,,,,3725,6488,1853,884 -,,,,,,,,3726,6987,1995,953 -,,,,,,,,3727,8113,2317,1106 -,,,,,,,,3728,9049,2584,1234 -,,,,,,,,3729,9424,2691,1285 -,,,,,,,,3730,9630,2750,1312 -,,,,,,,,3731,9800,2799,1336 -,,,,,,,,3732,9889,2825,1348 -,,,,,,,,3733,9869,2819,1346 -,,,,,,,,3734,9871,2819,1346 -,,,,,,,,3735,9766,2789,1332 -,,,,,,,,3736,9705,2772,1323 -,,,,,,,,3737,9733,2780,1327 -,,,,,,,,3738,9753,2785,1329 -,,,,,,,,3739,9648,2755,1315 -,,,,,,,,3740,9616,2746,1311 -,,,,,,,,3741,9718,2775,1325 -,,,,,,,,3742,9355,2671,1275 -,,,,,,,,3743,8421,2404,1148 -,,,,,,,,3744,7534,2151,1027 -,,,,,,,,3745,6889,1968,939 -,,,,,,,,3746,6548,1870,893 -,,,,,,,,3747,6385,1823,870 -,,,,,,,,3748,6319,1804,861 -,,,,,,,,3749,6487,1853,884 -,,,,,,,,3750,6964,1989,949 -,,,,,,,,3751,8085,2309,1102 -,,,,,,,,3752,9023,2577,1230 -,,,,,,,,3753,9407,2687,1282 -,,,,,,,,3754,9631,2750,1313 -,,,,,,,,3755,9846,2812,1343 -,,,,,,,,3756,9951,2842,1357 -,,,,,,,,3757,9975,2849,1360 -,,,,,,,,3758,10011,2859,1365 -,,,,,,,,3759,9938,2839,1355 -,,,,,,,,3760,9877,2820,1347 -,,,,,,,,3761,9875,2820,1346 -,,,,,,,,3762,9838,2810,1341 -,,,,,,,,3763,9666,2760,1318 -,,,,,,,,3764,9588,2739,1308 -,,,,,,,,3765,9776,2792,1332 -,,,,,,,,3766,9437,2695,1287 -,,,,,,,,3767,8459,2415,1153 -,,,,,,,,3768,7534,2151,1027 -,,,,,,,,3769,6931,1979,944 -,,,,,,,,3770,6579,1878,897 -,,,,,,,,3771,6401,1828,873 -,,,,,,,,3772,6353,1814,866 -,,,,,,,,3773,6509,1859,888 -,,,,,,,,3774,6989,1996,953 -,,,,,,,,3775,8097,2313,1104 -,,,,,,,,3776,8997,2569,1226 -,,,,,,,,3777,9416,2690,1284 -,,,,,,,,3778,9764,2789,1331 -,,,,,,,,3779,10059,2873,1372 -,,,,,,,,3780,10252,2928,1398 -,,,,,,,,3781,10275,2935,1401 -,,,,,,,,3782,10343,2954,1410 -,,,,,,,,3783,10274,2935,1401 -,,,,,,,,3784,10226,2920,1394 -,,,,,,,,3785,10198,2913,1390 -,,,,,,,,3786,10114,2889,1379 -,,,,,,,,3787,9906,2829,1351 -,,,,,,,,3788,9797,2798,1336 -,,,,,,,,3789,9960,2845,1358 -,,,,,,,,3790,9627,2749,1312 -,,,,,,,,3791,8675,2477,1182 -,,,,,,,,3792,7722,2205,1053 -,,,,,,,,3793,7059,2016,962 -,,,,,,,,3794,6713,1917,915 -,,,,,,,,3795,6507,1858,887 -,,,,,,,,3796,6415,1832,874 -,,,,,,,,3797,6563,1874,894 -,,,,,,,,3798,7002,2000,954 -,,,,,,,,3799,8092,2311,1103 -,,,,,,,,3800,9077,2593,1237 -,,,,,,,,3801,9583,2737,1307 -,,,,,,,,3802,9973,2849,1360 -,,,,,,,,3803,10328,2950,1408 -,,,,,,,,3804,10548,3012,1438 -,,,,,,,,3805,10634,3037,1449 -,,,,,,,,3806,10768,3075,1468 -,,,,,,,,3807,10765,3075,1468 -,,,,,,,,3808,10683,3051,1456 -,,,,,,,,3809,10612,3030,1447 -,,,,,,,,3810,10425,2977,1421 -,,,,,,,,3811,10117,2890,1379 -,,,,,,,,3812,9920,2833,1353 -,,,,,,,,3813,10006,2858,1364 -,,,,,,,,3814,9724,2777,1326 -,,,,,,,,3815,8901,2542,1213 -,,,,,,,,3816,8015,2289,1093 -,,,,,,,,3817,7335,2094,999 -,,,,,,,,3818,6895,1969,940 -,,,,,,,,3819,6651,1899,907 -,,,,,,,,3820,6488,1853,884 -,,,,,,,,3821,6458,1844,880 -,,,,,,,,3822,6490,1853,884 -,,,,,,,,3823,6934,1980,945 -,,,,,,,,3824,7688,2196,1048 -,,,,,,,,3825,8479,2421,1156 -,,,,,,,,3826,8989,2567,1226 -,,,,,,,,3827,9274,2649,1264 -,,,,,,,,3828,9392,2682,1281 -,,,,,,,,3829,9400,2684,1282 -,,,,,,,,3830,9334,2665,1272 -,,,,,,,,3831,9274,2649,1264 -,,,,,,,,3832,9287,2652,1266 -,,,,,,,,3833,9386,2680,1280 -,,,,,,,,3834,9457,2701,1289 -,,,,,,,,3835,9390,2682,1280 -,,,,,,,,3836,9284,2651,1266 -,,,,,,,,3837,9418,2690,1284 -,,,,,,,,3838,9336,2666,1272 -,,,,,,,,3839,8687,2481,1184 -,,,,,,,,3840,7911,2259,1079 -,,,,,,,,3841,7236,2066,986 -,,,,,,,,3842,6813,1946,929 -,,,,,,,,3843,6550,1871,893 -,,,,,,,,3844,6399,1828,873 -,,,,,,,,3845,6329,1808,863 -,,,,,,,,3846,6265,1789,854 -,,,,,,,,3847,6550,1871,893 -,,,,,,,,3848,7214,2060,984 -,,,,,,,,3849,8035,2295,1095 -,,,,,,,,3850,8723,2492,1189 -,,,,,,,,3851,9191,2625,1253 -,,,,,,,,3852,9500,2713,1295 -,,,,,,,,3853,9687,2766,1321 -,,,,,,,,3854,9738,2781,1328 -,,,,,,,,3855,9772,2791,1332 -,,,,,,,,3856,9840,2810,1342 -,,,,,,,,3857,9972,2849,1359 -,,,,,,,,3858,10065,2875,1372 -,,,,,,,,3859,10001,2856,1363 -,,,,,,,,3860,9860,2816,1344 -,,,,,,,,3861,9938,2839,1355 -,,,,,,,,3862,9712,2774,1324 -,,,,,,,,3863,8783,2509,1197 -,,,,,,,,3864,7852,2243,1070 -,,,,,,,,3865,7198,2056,981 -,,,,,,,,3866,6820,1948,929 -,,,,,,,,3867,6632,1894,904 -,,,,,,,,3868,6575,1878,896 -,,,,,,,,3869,6721,1920,916 -,,,,,,,,3870,7203,2058,982 -,,,,,,,,3871,8348,2384,1138 -,,,,,,,,3872,9379,2679,1278 -,,,,,,,,3873,9934,2837,1354 -,,,,,,,,3874,10322,2948,1407 -,,,,,,,,3875,10623,3034,1449 -,,,,,,,,3876,10809,3087,1474 -,,,,,,,,3877,10911,3116,1488 -,,,,,,,,3878,11010,3145,1501 -,,,,,,,,3879,11011,3146,1501 -,,,,,,,,3880,11018,3147,1502 -,,,,,,,,3881,11030,3150,1504 -,,,,,,,,3882,10934,3123,1490 -,,,,,,,,3883,10633,3037,1449 -,,,,,,,,3884,10388,2967,1416 -,,,,,,,,3885,10438,2981,1423 -,,,,,,,,3886,10048,2870,1370 -,,,,,,,,3887,9000,2570,1227 -,,,,,,,,3888,7991,2282,1090 -,,,,,,,,3889,7338,2096,1000 -,,,,,,,,3890,6938,1982,946 -,,,,,,,,3891,6751,1928,920 -,,,,,,,,3892,6676,1907,910 -,,,,,,,,3893,6840,1953,933 -,,,,,,,,3894,7300,2085,995 -,,,,,,,,3895,8454,2414,1152 -,,,,,,,,3896,9469,2704,1291 -,,,,,,,,3897,10006,2858,1364 -,,,,,,,,3898,10341,2954,1410 -,,,,,,,,3899,10626,3035,1449 -,,,,,,,,3900,10780,3079,1469 -,,,,,,,,3901,10849,3099,1479 -,,,,,,,,3902,10977,3135,1496 -,,,,,,,,3903,10950,3127,1493 -,,,,,,,,3904,10892,3111,1484 -,,,,,,,,3905,10868,3104,1482 -,,,,,,,,3906,10767,3075,1468 -,,,,,,,,3907,10550,3013,1439 -,,,,,,,,3908,10414,2974,1419 -,,,,,,,,3909,10478,2992,1428 -,,,,,,,,3910,10018,2861,1366 -,,,,,,,,3911,9029,2579,1231 -,,,,,,,,3912,8087,2309,1102 -,,,,,,,,3913,7458,2130,1017 -,,,,,,,,3914,7101,2028,968 -,,,,,,,,3915,6908,1973,942 -,,,,,,,,3916,6846,1955,934 -,,,,,,,,3917,6982,1994,952 -,,,,,,,,3918,7519,2148,1025 -,,,,,,,,3919,8623,2463,1176 -,,,,,,,,3920,9656,2758,1317 -,,,,,,,,3921,10143,2897,1383 -,,,,,,,,3922,10421,2976,1421 -,,,,,,,,3923,10636,3037,1450 -,,,,,,,,3924,10732,3065,1463 -,,,,,,,,3925,10718,3061,1461 -,,,,,,,,3926,10740,3067,1464 -,,,,,,,,3927,10659,3044,1453 -,,,,,,,,3928,10578,3021,1442 -,,,,,,,,3929,10599,3027,1445 -,,,,,,,,3930,10591,3025,1444 -,,,,,,,,3931,10430,2979,1422 -,,,,,,,,3932,10270,2933,1400 -,,,,,,,,3933,10290,2939,1403 -,,,,,,,,3934,9974,2849,1360 -,,,,,,,,3935,9019,2576,1230 -,,,,,,,,3936,8058,2301,1099 -,,,,,,,,3937,7392,2111,1008 -,,,,,,,,3938,7004,2000,954 -,,,,,,,,3939,6762,1931,922 -,,,,,,,,3940,6687,1910,912 -,,,,,,,,3941,6814,1946,929 -,,,,,,,,3942,7291,2082,994 -,,,,,,,,3943,8384,2394,1143 -,,,,,,,,3944,9394,2683,1281 -,,,,,,,,3945,9918,2833,1353 -,,,,,,,,3946,10222,2920,1393 -,,,,,,,,3947,10468,2990,1427 -,,,,,,,,3948,10574,3020,1442 -,,,,,,,,3949,10612,3030,1447 -,,,,,,,,3950,10694,3055,1458 -,,,,,,,,3951,10721,3062,1462 -,,,,,,,,3952,10732,3065,1463 -,,,,,,,,3953,10747,3070,1465 -,,,,,,,,3954,10667,3046,1454 -,,,,,,,,3955,10417,2975,1420 -,,,,,,,,3956,10180,2907,1388 -,,,,,,,,3957,10206,2915,1391 -,,,,,,,,3958,9991,2854,1363 -,,,,,,,,3959,9018,2575,1230 -,,,,,,,,3960,8021,2291,1094 -,,,,,,,,3961,7319,2090,998 -,,,,,,,,3962,6879,1965,938 -,,,,,,,,3963,6647,1898,906 -,,,,,,,,3964,6563,1874,894 -,,,,,,,,3965,6672,1906,909 -,,,,,,,,3966,7054,2014,962 -,,,,,,,,3967,8116,2318,1106 -,,,,,,,,3968,9143,2611,1247 -,,,,,,,,3969,9767,2790,1332 -,,,,,,,,3970,10176,2906,1388 -,,,,,,,,3971,10484,2994,1429 -,,,,,,,,3972,10631,3036,1449 -,,,,,,,,3973,10675,3049,1455 -,,,,,,,,3974,10762,3074,1467 -,,,,,,,,3975,10762,3074,1467 -,,,,,,,,3976,10736,3066,1464 -,,,,,,,,3977,10711,3059,1460 -,,,,,,,,3978,10555,3015,1439 -,,,,,,,,3979,10228,2921,1394 -,,,,,,,,3980,9917,2833,1352 -,,,,,,,,3981,9863,2817,1345 -,,,,,,,,3982,9680,2765,1320 -,,,,,,,,3983,8855,2529,1207 -,,,,,,,,3984,7943,2269,1083 -,,,,,,,,3985,7231,2065,985 -,,,,,,,,3986,6801,1943,927 -,,,,,,,,3987,6561,1873,894 -,,,,,,,,3988,6427,1835,876 -,,,,,,,,3989,6395,1826,872 -,,,,,,,,3990,6403,1828,873 -,,,,,,,,3991,6845,1955,933 -,,,,,,,,3992,7613,2174,1038 -,,,,,,,,3993,8435,2409,1150 -,,,,,,,,3994,8994,2569,1226 -,,,,,,,,3995,9294,2655,1267 -,,,,,,,,3996,9403,2685,1282 -,,,,,,,,3997,9401,2685,1282 -,,,,,,,,3998,9316,2661,1270 -,,,,,,,,3999,9239,2639,1259 -,,,,,,,,4000,9219,2633,1257 -,,,,,,,,4001,9248,2641,1261 -,,,,,,,,4002,9270,2648,1264 -,,,,,,,,4003,9157,2615,1248 -,,,,,,,,4004,8985,2566,1225 -,,,,,,,,4005,9051,2585,1234 -,,,,,,,,4006,8952,2557,1221 -,,,,,,,,4007,8316,2375,1134 -,,,,,,,,4008,7540,2154,1028 -,,,,,,,,4009,6932,1980,945 -,,,,,,,,4010,6550,1871,893 -,,,,,,,,4011,6322,1806,862 -,,,,,,,,4012,6188,1768,843 -,,,,,,,,4013,6161,1759,840 -,,,,,,,,4014,6112,1745,833 -,,,,,,,,4015,6346,1813,865 -,,,,,,,,4016,6917,1976,943 -,,,,,,,,4017,7644,2183,1042 -,,,,,,,,4018,8199,2342,1118 -,,,,,,,,4019,8539,2439,1164 -,,,,,,,,4020,8734,2494,1191 -,,,,,,,,4021,8816,2518,1202 -,,,,,,,,4022,8771,2505,1196 -,,,,,,,,4023,8744,2497,1192 -,,,,,,,,4024,8771,2505,1196 -,,,,,,,,4025,8874,2535,1210 -,,,,,,,,4026,8982,2565,1225 -,,,,,,,,4027,8959,2559,1222 -,,,,,,,,4028,8888,2539,1212 -,,,,,,,,4029,9068,2590,1236 -,,,,,,,,4030,8955,2558,1221 -,,,,,,,,4031,8181,2337,1116 -,,,,,,,,4032,7353,2100,1002 -,,,,,,,,4033,6781,1937,924 -,,,,,,,,4034,6447,1841,878 -,,,,,,,,4035,6309,1802,860 -,,,,,,,,4036,6281,1793,856 -,,,,,,,,4037,6458,1844,880 -,,,,,,,,4038,6936,1981,945 -,,,,,,,,4039,7938,2268,1082 -,,,,,,,,4040,8944,2555,1219 -,,,,,,,,4041,9535,2723,1300 -,,,,,,,,4042,9918,2833,1353 -,,,,,,,,4043,10227,2921,1394 -,,,,,,,,4044,10389,2967,1416 -,,,,,,,,4045,10420,2976,1420 -,,,,,,,,4046,10564,3017,1440 -,,,,,,,,4047,10518,3004,1434 -,,,,,,,,4048,10494,2997,1431 -,,,,,,,,4049,10511,3002,1433 -,,,,,,,,4050,10450,2985,1424 -,,,,,,,,4051,10237,2924,1396 -,,,,,,,,4052,10031,2865,1368 -,,,,,,,,4053,10062,2874,1372 -,,,,,,,,4054,9773,2791,1332 -,,,,,,,,4055,8783,2509,1197 -,,,,,,,,4056,7825,2235,1067 -,,,,,,,,4057,7187,2053,979 -,,,,,,,,4058,6801,1943,927 -,,,,,,,,4059,6599,1885,899 -,,,,,,,,4060,6519,1862,888 -,,,,,,,,4061,6669,1905,909 -,,,,,,,,4062,7105,2029,969 -,,,,,,,,4063,8139,2324,1110 -,,,,,,,,4064,9184,2623,1252 -,,,,,,,,4065,9779,2793,1333 -,,,,,,,,4066,10148,2899,1383 -,,,,,,,,4067,10460,2987,1426 -,,,,,,,,4068,10675,3049,1455 -,,,,,,,,4069,10776,3078,1469 -,,,,,,,,4070,10911,3116,1488 -,,,,,,,,4071,10927,3121,1489 -,,,,,,,,4072,10887,3110,1484 -,,,,,,,,4073,10890,3111,1484 -,,,,,,,,4074,10859,3101,1480 -,,,,,,,,4075,10695,3055,1458 -,,,,,,,,4076,10568,3019,1441 -,,,,,,,,4077,10705,3057,1459 -,,,,,,,,4078,10488,2995,1430 -,,,,,,,,4079,9545,2726,1302 -,,,,,,,,4080,8551,2442,1166 -,,,,,,,,4081,7846,2241,1070 -,,,,,,,,4082,7428,2121,1013 -,,,,,,,,4083,7207,2058,983 -,,,,,,,,4084,7114,2032,969 -,,,,,,,,4085,7251,2071,989 -,,,,,,,,4086,7711,2203,1051 -,,,,,,,,4087,8877,2535,1210 -,,,,,,,,4088,10242,2925,1396 -,,,,,,,,4089,11330,3236,1545 -,,,,,,,,4090,12323,3520,1680 -,,,,,,,,4091,13271,3791,1809 -,,,,,,,,4092,14018,4003,1911 -,,,,,,,,4093,14581,4164,1988 -,,,,,,,,4094,15093,4311,2058 -,,,,,,,,4095,15447,4412,2106 -,,,,,,,,4096,15707,4486,2141 -,,,,,,,,4097,15909,4543,2169 -,,,,,,,,4098,15926,4548,2171 -,,,,,,,,4099,15700,4484,2140 -,,,,,,,,4100,15359,4387,2095 -,,,,,,,,4101,15173,4333,2069 -,,,,,,,,4102,14767,4217,2014 -,,,,,,,,4103,13435,3837,1832 -,,,,,,,,4104,12086,3451,1648 -,,,,,,,,4105,11038,3152,1505 -,,,,,,,,4106,10383,2965,1416 -,,,,,,,,4107,9935,2837,1354 -,,,,,,,,4108,9639,2753,1314 -,,,,,,,,4109,9592,2740,1308 -,,,,,,,,4110,9882,2823,1348 -,,,,,,,,4111,11019,3147,1502 -,,,,,,,,4112,12382,3536,1688 -,,,,,,,,4113,13487,3852,1839 -,,,,,,,,4114,14407,4115,1964 -,,,,,,,,4115,15168,4332,2068 -,,,,,,,,4116,15709,4487,2142 -,,,,,,,,4117,16041,4581,2187 -,,,,,,,,4118,16310,4658,2224 -,,,,,,,,4119,16457,4700,2244 -,,,,,,,,4120,16537,4724,2255 -,,,,,,,,4121,16586,4737,2262 -,,,,,,,,4122,16450,4698,2243 -,,,,,,,,4123,16134,4608,2200 -,,,,,,,,4124,15666,4474,2136 -,,,,,,,,4125,15366,4388,2095 -,,,,,,,,4126,14862,4244,2026 -,,,,,,,,4127,13490,3852,1839 -,,,,,,,,4128,12104,3457,1651 -,,,,,,,,4129,11046,3155,1506 -,,,,,,,,4130,10349,2955,1411 -,,,,,,,,4131,9877,2820,1347 -,,,,,,,,4132,9574,2735,1305 -,,,,,,,,4133,9561,2730,1303 -,,,,,,,,4134,9840,2810,1342 -,,,,,,,,4135,10905,3115,1487 -,,,,,,,,4136,12240,3496,1669 -,,,,,,,,4137,13344,3812,1819 -,,,,,,,,4138,14270,4076,1946 -,,,,,,,,4139,15030,4293,2050 -,,,,,,,,4140,15635,4465,2132 -,,,,,,,,4141,16034,4579,2186 -,,,,,,,,4142,16264,4644,2217 -,,,,,,,,4143,16219,4632,2212 -,,,,,,,,4144,16005,4570,2182 -,,,,,,,,4145,15501,4427,2114 -,,,,,,,,4146,14835,4237,2023 -,,,,,,,,4147,14025,4005,1913 -,,,,,,,,4148,13368,3817,1823 -,,,,,,,,4149,13065,3731,1782 -,,,,,,,,4150,12573,3591,1714 -,,,,,,,,4151,11562,3301,1576 -,,,,,,,,4152,10467,2990,1427 -,,,,,,,,4153,9583,2737,1307 -,,,,,,,,4154,9032,2580,1232 -,,,,,,,,4155,8647,2469,1179 -,,,,,,,,4156,8409,2401,1146 -,,,,,,,,4157,8334,2380,1136 -,,,,,,,,4158,8374,2391,1141 -,,,,,,,,4159,8676,2478,1182 -,,,,,,,,4160,9269,2647,1263 -,,,,,,,,4161,10067,2875,1373 -,,,,,,,,4162,10795,3083,1472 -,,,,,,,,4163,11427,3264,1558 -,,,,,,,,4164,11895,3397,1621 -,,,,,,,,4165,12183,3479,1661 -,,,,,,,,4166,12315,3517,1679 -,,,,,,,,4167,12399,3541,1691 -,,,,,,,,4168,12431,3551,1695 -,,,,,,,,4169,12327,3521,1681 -,,,,,,,,4170,11944,3411,1628 -,,,,,,,,4171,11379,3250,1551 -,,,,,,,,4172,10878,3107,1483 -,,,,,,,,4173,10615,3031,1447 -,,,,,,,,4174,10364,2960,1413 -,,,,,,,,4175,9619,2747,1312 -,,,,,,,,4176,8754,2500,1193 -,,,,,,,,4177,8078,2307,1101 -,,,,,,,,4178,7582,2165,1034 -,,,,,,,,4179,7262,2074,990 -,,,,,,,,4180,7068,2018,964 -,,,,,,,,4181,6984,1994,952 -,,,,,,,,4182,6883,1966,939 -,,,,,,,,4183,7183,2052,979 -,,,,,,,,4184,7864,2246,1072 -,,,,,,,,4185,8707,2487,1187 -,,,,,,,,4186,9444,2697,1288 -,,,,,,,,4187,9974,2849,1360 -,,,,,,,,4188,10341,2953,1410 -,,,,,,,,4189,10575,3020,1442 -,,,,,,,,4190,10729,3064,1463 -,,,,,,,,4191,10897,3112,1485 -,,,,,,,,4192,11069,3161,1509 -,,,,,,,,4193,11223,3205,1530 -,,,,,,,,4194,11227,3206,1530 -,,,,,,,,4195,11113,3174,1515 -,,,,,,,,4196,10923,3120,1489 -,,,,,,,,4197,11002,3142,1500 -,,,,,,,,4198,10849,3098,1479 -,,,,,,,,4199,10002,2857,1363 -,,,,,,,,4200,9065,2589,1236 -,,,,,,,,4201,8352,2385,1139 -,,,,,,,,4202,7919,2262,1080 -,,,,,,,,4203,7673,2192,1046 -,,,,,,,,4204,7587,2167,1035 -,,,,,,,,4205,7718,2204,1052 -,,,,,,,,4206,8148,2327,1110 -,,,,,,,,4207,9128,2607,1244 -,,,,,,,,4208,10217,2918,1393 -,,,,,,,,4209,10843,3096,1479 -,,,,,,,,4210,11187,3195,1525 -,,,,,,,,4211,11436,3266,1559 -,,,,,,,,4212,11483,3280,1565 -,,,,,,,,4213,11439,3267,1560 -,,,,,,,,4214,11403,3256,1555 -,,,,,,,,4215,11357,3244,1549 -,,,,,,,,4216,11332,3236,1545 -,,,,,,,,4217,11262,3216,1535 -,,,,,,,,4218,11187,3195,1525 -,,,,,,,,4219,10953,3128,1494 -,,,,,,,,4220,10679,3050,1456 -,,,,,,,,4221,10633,3036,1449 -,,,,,,,,4222,10269,2933,1400 -,,,,,,,,4223,9294,2655,1267 -,,,,,,,,4224,8329,2379,1136 -,,,,,,,,4225,7646,2184,1042 -,,,,,,,,4226,7232,2065,986 -,,,,,,,,4227,7005,2001,955 -,,,,,,,,4228,6894,1968,939 -,,,,,,,,4229,6995,1998,954 -,,,,,,,,4230,7368,2104,1004 -,,,,,,,,4231,8274,2363,1128 -,,,,,,,,4232,9235,2638,1259 -,,,,,,,,4233,9836,2810,1341 -,,,,,,,,4234,10224,2920,1394 -,,,,,,,,4235,10593,3025,1444 -,,,,,,,,4236,10793,3082,1471 -,,,,,,,,4237,10888,3110,1484 -,,,,,,,,4238,10944,3126,1492 -,,,,,,,,4239,10911,3115,1488 -,,,,,,,,4240,10803,3085,1473 -,,,,,,,,4241,10747,3070,1465 -,,,,,,,,4242,10657,3044,1453 -,,,,,,,,4243,10418,2975,1420 -,,,,,,,,4244,10184,2909,1388 -,,,,,,,,4245,10186,2909,1388 -,,,,,,,,4246,9873,2820,1346 -,,,,,,,,4247,8975,2563,1223 -,,,,,,,,4248,8029,2293,1095 -,,,,,,,,4249,7389,2110,1007 -,,,,,,,,4250,6997,1998,954 -,,,,,,,,4251,6763,1932,922 -,,,,,,,,4252,6700,1913,913 -,,,,,,,,4253,6818,1948,929 -,,,,,,,,4254,7232,2065,986 -,,,,,,,,4255,8148,2327,1110 -,,,,,,,,4256,9146,2612,1247 -,,,,,,,,4257,9789,2795,1334 -,,,,,,,,4258,10237,2924,1396 -,,,,,,,,4259,10628,3035,1449 -,,,,,,,,4260,10871,3105,1482 -,,,,,,,,4261,11000,3141,1499 -,,,,,,,,4262,11160,3187,1521 -,,,,,,,,4263,11214,3203,1529 -,,,,,,,,4264,11200,3199,1527 -,,,,,,,,4265,11185,3195,1525 -,,,,,,,,4266,11101,3170,1514 -,,,,,,,,4267,10862,3102,1481 -,,,,,,,,4268,10631,3036,1449 -,,,,,,,,4269,10606,3029,1446 -,,,,,,,,4270,10358,2958,1412 -,,,,,,,,4271,9432,2694,1286 -,,,,,,,,4272,8464,2417,1154 -,,,,,,,,4273,7752,2214,1057 -,,,,,,,,4274,7322,2091,998 -,,,,,,,,4275,7071,2019,964 -,,,,,,,,4276,6940,1982,946 -,,,,,,,,4277,7046,2013,960 -,,,,,,,,4278,7442,2125,1014 -,,,,,,,,4279,8394,2397,1144 -,,,,,,,,4280,9528,2721,1299 -,,,,,,,,4281,10325,2949,1408 -,,,,,,,,4282,10903,3114,1486 -,,,,,,,,4283,11418,3261,1557 -,,,,,,,,4284,11788,3366,1607 -,,,,,,,,4285,12051,3442,1643 -,,,,,,,,4286,12276,3506,1674 -,,,,,,,,4287,12496,3569,1704 -,,,,,,,,4288,12642,3611,1724 -,,,,,,,,4289,12819,3661,1747 -,,,,,,,,4290,12837,3667,1750 -,,,,,,,,4291,12597,3598,1717 -,,,,,,,,4292,12217,3489,1666 -,,,,,,,,4293,12093,3454,1649 -,,,,,,,,4294,11798,3370,1609 -,,,,,,,,4295,10737,3066,1464 -,,,,,,,,4296,9594,2740,1308 -,,,,,,,,4297,8726,2492,1190 -,,,,,,,,4298,8191,2339,1116 -,,,,,,,,4299,7875,2249,1074 -,,,,,,,,4300,7731,2208,1054 -,,,,,,,,4301,7822,2234,1066 -,,,,,,,,4302,8244,2354,1124 -,,,,,,,,4303,9145,2612,1247 -,,,,,,,,4304,10242,2925,1396 -,,,,,,,,4305,10958,3130,1494 -,,,,,,,,4306,11454,3271,1561 -,,,,,,,,4307,11983,3422,1634 -,,,,,,,,4308,12567,3590,1713 -,,,,,,,,4309,13150,3757,1793 -,,,,,,,,4310,13780,3936,1878 -,,,,,,,,4311,14271,4076,1946 -,,,,,,,,4312,14556,4158,1984 -,,,,,,,,4313,14788,4223,2016 -,,,,,,,,4314,14793,4225,2017 -,,,,,,,,4315,14460,4130,1972 -,,,,,,,,4316,13907,3972,1896 -,,,,,,,,4317,13507,3857,1842 -,,,,,,,,4318,12974,3706,1769 -,,,,,,,,4319,11782,3365,1606 -,,,,,,,,4320,10484,2994,1429 -,,,,,,,,4321,9449,2699,1288 -,,,,,,,,4322,8734,2494,1191 -,,,,,,,,4323,8252,2357,1125 -,,,,,,,,4324,7954,2272,1085 -,,,,,,,,4325,7828,2236,1067 -,,,,,,,,4326,7773,2220,1060 -,,,,,,,,4327,8250,2356,1125 -,,,,,,,,4328,9193,2625,1253 -,,,,,,,,4329,10284,2937,1402 -,,,,,,,,4330,11234,3209,1531 -,,,,,,,,4331,11980,3421,1633 -,,,,,,,,4332,12465,3560,1700 -,,,,,,,,4333,12755,3643,1739 -,,,,,,,,4334,12978,3706,1769 -,,,,,,,,4335,13142,3753,1792 -,,,,,,,,4336,13309,3801,1814 -,,,,,,,,4337,13437,3837,1832 -,,,,,,,,4338,13395,3826,1827 -,,,,,,,,4339,13099,3741,1786 -,,,,,,,,4340,12678,3621,1728 -,,,,,,,,4341,12422,3548,1694 -,,,,,,,,4342,12181,3479,1661 -,,,,,,,,4343,11301,3227,1540 -,,,,,,,,4344,10288,2938,1403 -,,,,,,,,4345,9425,2692,1285 -,,,,,,,,4346,8816,2518,1202 -,,,,,,,,4347,8385,2394,1143 -,,,,,,,,4348,8120,2319,1107 -,,,,,,,,4349,7969,2276,1086 -,,,,,,,,4350,7837,2239,1069 -,,,,,,,,4351,8129,2322,1108 -,,,,,,,,4352,8925,2549,1216 -,,,,,,,,4353,9992,2854,1363 -,,,,,,,,4354,11030,3150,1504 -,,,,,,,,4355,11869,3390,1618 -,,,,,,,,4356,12531,3579,1708 -,,,,,,,,4357,12991,3711,1772 -,,,,,,,,4358,13300,3799,1813 -,,,,,,,,4359,13431,3836,1831 -,,,,,,,,4360,13247,3783,1806 -,,,,,,,,4361,13041,3724,1778 -,,,,,,,,4362,12984,3708,1770 -,,,,,,,,4363,12890,3682,1757 -,,,,,,,,4364,12577,3592,1715 -,,,,,,,,4365,12377,3535,1687 -,,,,,,,,4366,12050,3441,1643 -,,,,,,,,4367,11015,3146,1502 -,,,,,,,,4368,9882,2822,1348 -,,,,,,,,4369,9050,2584,1234 -,,,,,,,,4370,8509,2430,1160 -,,,,,,,,4371,8159,2330,1112 -,,,,,,,,4372,7989,2282,1089 -,,,,,,,,4373,8068,2304,1100 -,,,,,,,,4374,8373,2391,1141 -,,,,,,,,4375,9321,2662,1271 -,,,,,,,,4376,10505,3000,1432 -,,,,,,,,4377,11418,3261,1557 -,,,,,,,,4378,12157,3472,1657 -,,,,,,,,4379,12737,3637,1737 -,,,,,,,,4380,13103,3742,1787 -,,,,,,,,4381,13301,3799,1813 -,,,,,,,,4382,13483,3851,1838 -,,,,,,,,4383,13586,3880,1853 -,,,,,,,,4384,13541,3867,1846 -,,,,,,,,4385,13497,3855,1840 -,,,,,,,,4386,13407,3829,1828 -,,,,,,,,4387,13101,3742,1787 -,,,,,,,,4388,12636,3609,1723 -,,,,,,,,4389,12320,3519,1680 -,,,,,,,,4390,11919,3404,1625 -,,,,,,,,4391,10802,3085,1473 -,,,,,,,,4392,9621,2748,1312 -,,,,,,,,4393,8752,2499,1193 -,,,,,,,,4394,8236,2352,1123 -,,,,,,,,4395,7883,2252,1075 -,,,,,,,,4396,7706,2201,1050 -,,,,,,,,4397,7738,2210,1055 -,,,,,,,,4398,8018,2290,1093 -,,,,,,,,4399,8938,2553,1218 -,,,,,,,,4400,10104,2886,1378 -,,,,,,,,4401,10993,3140,1499 -,,,,,,,,4402,11703,3342,1595 -,,,,,,,,4403,12247,3498,1670 -,,,,,,,,4404,12607,3601,1719 -,,,,,,,,4405,12849,3670,1752 -,,,,,,,,4406,13087,3737,1784 -,,,,,,,,4407,13245,3783,1806 -,,,,,,,,4408,13351,3813,1820 -,,,,,,,,4409,13421,3833,1830 -,,,,,,,,4410,13286,3795,1812 -,,,,,,,,4411,12765,3646,1741 -,,,,,,,,4412,12157,3472,1657 -,,,,,,,,4413,11911,3402,1624 -,,,,,,,,4414,11467,3275,1563 -,,,,,,,,4415,10628,3035,1449 -,,,,,,,,4416,9710,2773,1323 -,,,,,,,,4417,8938,2553,1218 -,,,,,,,,4418,8408,2401,1146 -,,,,,,,,4419,8066,2304,1100 -,,,,,,,,4420,7908,2259,1078 -,,,,,,,,4421,7919,2262,1080 -,,,,,,,,4422,8014,2289,1093 -,,,,,,,,4423,8275,2364,1128 -,,,,,,,,4424,8748,2499,1192 -,,,,,,,,4425,9400,2684,1282 -,,,,,,,,4426,10215,2918,1393 -,,,,,,,,4427,11051,3156,1507 -,,,,,,,,4428,11725,3349,1599 -,,,,,,,,4429,12204,3486,1664 -,,,,,,,,4430,12441,3553,1696 -,,,,,,,,4431,12584,3594,1716 -,,,,,,,,4432,12728,3636,1736 -,,,,,,,,4433,12889,3682,1757 -,,,,,,,,4434,12969,3704,1768 -,,,,,,,,4435,12743,3639,1737 -,,,,,,,,4436,12352,3528,1684 -,,,,,,,,4437,12170,3476,1659 -,,,,,,,,4438,11847,3383,1615 -,,,,,,,,4439,11209,3201,1528 -,,,,,,,,4440,10320,2947,1407 -,,,,,,,,4441,9537,2724,1300 -,,,,,,,,4442,8992,2568,1226 -,,,,,,,,4443,8645,2469,1179 -,,,,,,,,4444,8447,2413,1151 -,,,,,,,,4445,8485,2424,1156 -,,,,,,,,4446,8762,2503,1195 -,,,,,,,,4447,9698,2770,1322 -,,,,,,,,4448,10926,3120,1489 -,,,,,,,,4449,11922,3406,1625 -,,,,,,,,4450,12677,3621,1728 -,,,,,,,,4451,13248,3784,1807 -,,,,,,,,4452,13601,3885,1854 -,,,,,,,,4453,13815,3946,1883 -,,,,,,,,4454,13997,3997,1908 -,,,,,,,,4455,14106,4029,1923 -,,,,,,,,4456,14116,4032,1924 -,,,,,,,,4457,14082,4022,1920 -,,,,,,,,4458,13973,3991,1905 -,,,,,,,,4459,13607,3887,1855 -,,,,,,,,4460,13109,3744,1787 -,,,,,,,,4461,12808,3658,1747 -,,,,,,,,4462,12398,3541,1691 -,,,,,,,,4463,11266,3218,1536 -,,,,,,,,4464,10065,2875,1373 -,,,,,,,,4465,9169,2619,1250 -,,,,,,,,4466,8589,2453,1171 -,,,,,,,,4467,8212,2345,1120 -,,,,,,,,4468,7998,2284,1090 -,,,,,,,,4469,8000,2285,1090 -,,,,,,,,4470,8253,2357,1125 -,,,,,,,,4471,9151,2614,1247 -,,,,,,,,4472,10350,2956,1411 -,,,,,,,,4473,11360,3245,1549 -,,,,,,,,4474,12210,3487,1665 -,,,,,,,,4475,12922,3691,1762 -,,,,,,,,4476,13412,3831,1828 -,,,,,,,,4477,13731,3922,1872 -,,,,,,,,4478,14067,4017,1918 -,,,,,,,,4479,14277,4078,1947 -,,,,,,,,4480,14445,4126,1969 -,,,,,,,,4481,14533,4151,1982 -,,,,,,,,4482,14484,4137,1975 -,,,,,,,,4483,14001,3999,1909 -,,,,,,,,4484,13451,3842,1834 -,,,,,,,,4485,13265,3788,1808 -,,,,,,,,4486,12859,3672,1753 -,,,,,,,,4487,11842,3382,1615 -,,,,,,,,4488,10741,3067,1464 -,,,,,,,,4489,9882,2823,1348 -,,,,,,,,4490,9304,2657,1268 -,,,,,,,,4491,8908,2545,1215 -,,,,,,,,4492,8660,2474,1181 -,,,,,,,,4493,8559,2444,1166 -,,,,,,,,4494,8545,2440,1165 -,,,,,,,,4495,8902,2543,1214 -,,,,,,,,4496,9753,2785,1329 -,,,,,,,,4497,10833,3094,1477 -,,,,,,,,4498,11752,3356,1602 -,,,,,,,,4499,12385,3537,1689 -,,,,,,,,4500,12826,3663,1749 -,,,,,,,,4501,13126,3749,1790 -,,,,,,,,4502,13123,3748,1789 -,,,,,,,,4503,12843,3668,1751 -,,,,,,,,4504,12578,3592,1715 -,,,,,,,,4505,12574,3592,1714 -,,,,,,,,4506,12650,3613,1725 -,,,,,,,,4507,12507,3572,1705 -,,,,,,,,4508,12168,3476,1659 -,,,,,,,,4509,11980,3421,1633 -,,,,,,,,4510,11765,3360,1604 -,,,,,,,,4511,10978,3136,1497 -,,,,,,,,4512,10039,2867,1368 -,,,,,,,,4513,9203,2629,1255 -,,,,,,,,4514,8628,2464,1176 -,,,,,,,,4515,8228,2350,1121 -,,,,,,,,4516,7972,2277,1087 -,,,,,,,,4517,7828,2236,1067 -,,,,,,,,4518,7689,2196,1048 -,,,,,,,,4519,7962,2274,1085 -,,,,,,,,4520,8713,2489,1187 -,,,,,,,,4521,9707,2772,1323 -,,,,,,,,4522,10637,3038,1450 -,,,,,,,,4523,11412,3260,1556 -,,,,,,,,4524,12034,3437,1641 -,,,,,,,,4525,12440,3553,1696 -,,,,,,,,4526,12659,3616,1726 -,,,,,,,,4527,12820,3661,1748 -,,,,,,,,4528,12973,3705,1768 -,,,,,,,,4529,13161,3759,1794 -,,,,,,,,4530,13267,3789,1809 -,,,,,,,,4531,13076,3735,1783 -,,,,,,,,4532,12679,3621,1729 -,,,,,,,,4533,12546,3583,1711 -,,,,,,,,4534,12247,3498,1670 -,,,,,,,,4535,11193,3196,1526 -,,,,,,,,4536,10013,2860,1365 -,,,,,,,,4537,9095,2598,1240 -,,,,,,,,4538,8478,2421,1156 -,,,,,,,,4539,8088,2310,1102 -,,,,,,,,4540,7868,2248,1073 -,,,,,,,,4541,7891,2254,1075 -,,,,,,,,4542,8175,2335,1115 -,,,,,,,,4543,9100,2600,1241 -,,,,,,,,4544,10217,2918,1393 -,,,,,,,,4545,10992,3140,1499 -,,,,,,,,4546,11610,3316,1583 -,,,,,,,,4547,12102,3456,1650 -,,,,,,,,4548,12431,3551,1695 -,,,,,,,,4549,12669,3618,1727 -,,,,,,,,4550,12924,3691,1762 -,,,,,,,,4551,13076,3734,1782 -,,,,,,,,4552,13168,3761,1795 -,,,,,,,,4553,13252,3785,1807 -,,,,,,,,4554,13203,3771,1800 -,,,,,,,,4555,12840,3667,1751 -,,,,,,,,4556,12348,3526,1684 -,,,,,,,,4557,12081,3451,1647 -,,,,,,,,4558,11651,3327,1589 -,,,,,,,,4559,10510,3001,1433 -,,,,,,,,4560,9347,2670,1274 -,,,,,,,,4561,8501,2428,1159 -,,,,,,,,4562,7970,2276,1086 -,,,,,,,,4563,7631,2179,1040 -,,,,,,,,4564,7474,2134,1019 -,,,,,,,,4565,7520,2148,1025 -,,,,,,,,4566,7802,2229,1064 -,,,,,,,,4567,8732,2494,1191 -,,,,,,,,4568,9842,2810,1342 -,,,,,,,,4569,10628,3035,1449 -,,,,,,,,4570,11238,3210,1532 -,,,,,,,,4571,11769,3361,1605 -,,,,,,,,4572,12123,3462,1653 -,,,,,,,,4573,12376,3535,1687 -,,,,,,,,4574,12678,3621,1728 -,,,,,,,,4575,12913,3688,1761 -,,,,,,,,4576,13087,3737,1784 -,,,,,,,,4577,13199,3770,1800 -,,,,,,,,4578,13138,3752,1792 -,,,,,,,,4579,12816,3660,1747 -,,,,,,,,4580,12346,3526,1683 -,,,,,,,,4581,12145,3469,1656 -,,,,,,,,4582,11809,3372,1610 -,,,,,,,,4583,10701,3056,1459 -,,,,,,,,4584,9574,2735,1305 -,,,,,,,,4585,8744,2497,1192 -,,,,,,,,4586,8218,2347,1120 -,,,,,,,,4587,7898,2256,1077 -,,,,,,,,4588,7751,2214,1057 -,,,,,,,,4589,7813,2232,1065 -,,,,,,,,4590,8142,2325,1110 -,,,,,,,,4591,9078,2593,1237 -,,,,,,,,4592,10220,2919,1393 -,,,,,,,,4593,11085,3166,1511 -,,,,,,,,4594,11766,3361,1604 -,,,,,,,,4595,12371,3533,1686 -,,,,,,,,4596,12858,3672,1753 -,,,,,,,,4597,13188,3767,1798 -,,,,,,,,4598,13460,3844,1835 -,,,,,,,,4599,13601,3885,1854 -,,,,,,,,4600,13700,3913,1868 -,,,,,,,,4601,13818,3947,1884 -,,,,,,,,4602,13788,3937,1880 -,,,,,,,,4603,13449,3841,1833 -,,,,,,,,4604,12938,3695,1764 -,,,,,,,,4605,12688,3624,1730 -,,,,,,,,4606,12330,3521,1681 -,,,,,,,,4607,11198,3198,1527 -,,,,,,,,4608,10008,2859,1364 -,,,,,,,,4609,9141,2610,1247 -,,,,,,,,4610,8576,2449,1169 -,,,,,,,,4611,8198,2341,1117 -,,,,,,,,4612,8001,2285,1090 -,,,,,,,,4613,8042,2297,1096 -,,,,,,,,4614,8371,2391,1141 -,,,,,,,,4615,9362,2674,1277 -,,,,,,,,4616,10537,3010,1437 -,,,,,,,,4617,11452,3271,1561 -,,,,,,,,4618,12216,3489,1666 -,,,,,,,,4619,12969,3704,1768 -,,,,,,,,4620,13559,3872,1848 -,,,,,,,,4621,13872,3962,1892 -,,,,,,,,4622,14215,4060,1938 -,,,,,,,,4623,14448,4127,1970 -,,,,,,,,4624,14597,4169,1990 -,,,,,,,,4625,14703,4199,2004 -,,,,,,,,4626,14582,4165,1988 -,,,,,,,,4627,14172,4048,1932 -,,,,,,,,4628,13549,3870,1848 -,,,,,,,,4629,13253,3785,1807 -,,,,,,,,4630,12788,3652,1743 -,,,,,,,,4631,11597,3312,1581 -,,,,,,,,4632,10373,2962,1414 -,,,,,,,,4633,9427,2692,1285 -,,,,,,,,4634,8822,2519,1202 -,,,,,,,,4635,8450,2414,1152 -,,,,,,,,4636,8247,2355,1124 -,,,,,,,,4637,8287,2367,1130 -,,,,,,,,4638,8622,2462,1176 -,,,,,,,,4639,9550,2728,1302 -,,,,,,,,4640,10773,3076,1469 -,,,,,,,,4641,11761,3359,1604 -,,,,,,,,4642,12622,3605,1721 -,,,,,,,,4643,13390,3824,1826 -,,,,,,,,4644,13998,3997,1908 -,,,,,,,,4645,14440,4124,1969 -,,,,,,,,4646,14798,4227,2018 -,,,,,,,,4647,14926,4263,2035 -,,,,,,,,4648,14903,4257,2032 -,,,,,,,,4649,14806,4228,2019 -,,,,,,,,4650,14474,4134,1974 -,,,,,,,,4651,13881,3964,1893 -,,,,,,,,4652,13305,3800,1814 -,,,,,,,,4653,13088,3737,1784 -,,,,,,,,4654,12673,3619,1728 -,,,,,,,,4655,11619,3318,1584 -,,,,,,,,4656,10509,3001,1433 -,,,,,,,,4657,9642,2754,1314 -,,,,,,,,4658,9092,2597,1240 -,,,,,,,,4659,8730,2494,1190 -,,,,,,,,4660,8516,2432,1161 -,,,,,,,,4661,8455,2414,1152 -,,,,,,,,4662,8556,2444,1166 -,,,,,,,,4663,8908,2545,1215 -,,,,,,,,4664,9608,2744,1310 -,,,,,,,,4665,10551,3014,1439 -,,,,,,,,4666,11397,3255,1554 -,,,,,,,,4667,12026,3435,1640 -,,,,,,,,4668,12540,3581,1710 -,,,,,,,,4669,12936,3694,1763 -,,,,,,,,4670,13261,3787,1808 -,,,,,,,,4671,13576,3877,1851 -,,,,,,,,4672,13826,3948,1885 -,,,,,,,,4673,13992,3996,1908 -,,,,,,,,4674,14009,4001,1910 -,,,,,,,,4675,13742,3924,1873 -,,,,,,,,4676,13255,3786,1807 -,,,,,,,,4677,13031,3722,1777 -,,,,,,,,4678,12715,3631,1733 -,,,,,,,,4679,11760,3358,1603 -,,,,,,,,4680,10691,3053,1458 -,,,,,,,,4681,9803,2800,1337 -,,,,,,,,4682,9177,2621,1251 -,,,,,,,,4683,8748,2499,1192 -,,,,,,,,4684,8466,2418,1154 -,,,,,,,,4685,8307,2373,1132 -,,,,,,,,4686,8184,2337,1116 -,,,,,,,,4687,8417,2404,1147 -,,,,,,,,4688,9201,2628,1254 -,,,,,,,,4689,10284,2937,1402 -,,,,,,,,4690,11340,3239,1546 -,,,,,,,,4691,12274,3506,1674 -,,,,,,,,4692,13028,3721,1777 -,,,,,,,,4693,13460,3844,1835 -,,,,,,,,4694,13543,3867,1847 -,,,,,,,,4695,13550,3870,1848 -,,,,,,,,4696,13570,3876,1850 -,,,,,,,,4697,13596,3883,1853 -,,,,,,,,4698,13588,3881,1853 -,,,,,,,,4699,13368,3818,1823 -,,,,,,,,4700,13176,3763,1797 -,,,,,,,,4701,13220,3776,1803 -,,,,,,,,4702,12743,3639,1737 -,,,,,,,,4703,11746,3355,1601 -,,,,,,,,4704,10712,3059,1460 -,,,,,,,,4705,9966,2846,1358 -,,,,,,,,4706,9488,2710,1293 -,,,,,,,,4707,9182,2622,1252 -,,,,,,,,4708,9021,2576,1230 -,,,,,,,,4709,9083,2594,1238 -,,,,,,,,4710,9497,2712,1295 -,,,,,,,,4711,10491,2996,1430 -,,,,,,,,4712,11808,3372,1610 -,,,,,,,,4713,12831,3665,1749 -,,,,,,,,4714,13653,3899,1862 -,,,,,,,,4715,14376,4106,1960 -,,,,,,,,4716,14958,4272,2040 -,,,,,,,,4717,15407,4400,2100 -,,,,,,,,4718,15793,4511,2153 -,,,,,,,,4719,15875,4534,2165 -,,,,,,,,4720,15907,4543,2169 -,,,,,,,,4721,15877,4534,2165 -,,,,,,,,4722,15759,4501,2149 -,,,,,,,,4723,15392,4396,2099 -,,,,,,,,4724,14909,4258,2033 -,,,,,,,,4725,14720,4204,2007 -,,,,,,,,4726,14135,4037,1927 -,,,,,,,,4727,12785,3651,1743 -,,,,,,,,4728,11449,3270,1561 -,,,,,,,,4729,10503,3000,1432 -,,,,,,,,4730,9889,2825,1348 -,,,,,,,,4731,9493,2711,1294 -,,,,,,,,4732,9245,2640,1261 -,,,,,,,,4733,9268,2647,1263 -,,,,,,,,4734,9643,2754,1315 -,,,,,,,,4735,10684,3051,1457 -,,,,,,,,4736,12036,3437,1641 -,,,,,,,,4737,13120,3747,1789 -,,,,,,,,4738,14080,4021,1919 -,,,,,,,,4739,14910,4258,2033 -,,,,,,,,4740,15478,4421,2110 -,,,,,,,,4741,15870,4533,2164 -,,,,,,,,4742,16225,4633,2212 -,,,,,,,,4743,16448,4698,2242 -,,,,,,,,4744,16617,4746,2266 -,,,,,,,,4745,16717,4774,2279 -,,,,,,,,4746,16579,4735,2261 -,,,,,,,,4747,16199,4626,2209 -,,,,,,,,4748,15701,4484,2140 -,,,,,,,,4749,15416,4403,2102 -,,,,,,,,4750,14854,4243,2025 -,,,,,,,,4751,13581,3878,1852 -,,,,,,,,4752,12317,3518,1679 -,,,,,,,,4753,11428,3264,1558 -,,,,,,,,4754,10876,3106,1483 -,,,,,,,,4755,10527,3006,1435 -,,,,,,,,4756,10316,2946,1407 -,,,,,,,,4757,10305,2943,1405 -,,,,,,,,4758,10666,3046,1454 -,,,,,,,,4759,11610,3316,1583 -,,,,,,,,4760,12998,3712,1772 -,,,,,,,,4761,13972,3990,1905 -,,,,,,,,4762,14756,4214,2012 -,,,,,,,,4763,15564,4445,2122 -,,,,,,,,4764,16180,4621,2206 -,,,,,,,,4765,16567,4732,2259 -,,,,,,,,4766,16579,4735,2261 -,,,,,,,,4767,16191,4624,2207 -,,,,,,,,4768,15434,4408,2105 -,,,,,,,,4769,14862,4244,2026 -,,,,,,,,4770,14616,4174,1993 -,,,,,,,,4771,14244,4068,1942 -,,,,,,,,4772,13888,3967,1893 -,,,,,,,,4773,13782,3937,1879 -,,,,,,,,4774,13334,3808,1818 -,,,,,,,,4775,12202,3485,1664 -,,,,,,,,4776,11020,3147,1503 -,,,,,,,,4777,10113,2888,1378 -,,,,,,,,4778,9460,2702,1290 -,,,,,,,,4779,9045,2583,1233 -,,,,,,,,4780,8791,2511,1198 -,,,,,,,,4781,8777,2506,1196 -,,,,,,,,4782,9086,2595,1239 -,,,,,,,,4783,9840,2810,1342 -,,,,,,,,4784,10757,3072,1467 -,,,,,,,,4785,11290,3225,1540 -,,,,,,,,4786,11661,3331,1590 -,,,,,,,,4787,12023,3434,1639 -,,,,,,,,4788,12273,3506,1673 -,,,,,,,,4789,12425,3549,1694 -,,,,,,,,4790,12644,3611,1724 -,,,,,,,,4791,12722,3633,1735 -,,,,,,,,4792,12820,3661,1748 -,,,,,,,,4793,12921,3690,1762 -,,,,,,,,4794,12885,3680,1757 -,,,,,,,,4795,12514,3574,1707 -,,,,,,,,4796,12068,3446,1645 -,,,,,,,,4797,11994,3426,1635 -,,,,,,,,4798,11578,3306,1579 -,,,,,,,,4799,10569,3018,1441 -,,,,,,,,4800,9506,2715,1296 -,,,,,,,,4801,8709,2488,1187 -,,,,,,,,4802,8246,2355,1124 -,,,,,,,,4803,7952,2271,1084 -,,,,,,,,4804,7819,2233,1066 -,,,,,,,,4805,7898,2256,1077 -,,,,,,,,4806,8298,2369,1131 -,,,,,,,,4807,9095,2598,1240 -,,,,,,,,4808,10038,2867,1368 -,,,,,,,,4809,10658,3044,1453 -,,,,,,,,4810,10981,3136,1497 -,,,,,,,,4811,11194,3197,1526 -,,,,,,,,4812,11231,3207,1531 -,,,,,,,,4813,11176,3192,1524 -,,,,,,,,4814,11164,3189,1522 -,,,,,,,,4815,11055,3157,1507 -,,,,,,,,4816,10895,3111,1485 -,,,,,,,,4817,10808,3086,1474 -,,,,,,,,4818,10694,3054,1458 -,,,,,,,,4819,10434,2980,1423 -,,,,,,,,4820,10219,2919,1393 -,,,,,,,,4821,10306,2944,1405 -,,,,,,,,4822,10050,2870,1370 -,,,,,,,,4823,9270,2648,1264 -,,,,,,,,4824,8395,2398,1145 -,,,,,,,,4825,7709,2202,1051 -,,,,,,,,4826,7263,2074,990 -,,,,,,,,4827,6990,1996,953 -,,,,,,,,4828,6839,1953,933 -,,,,,,,,4829,6817,1947,929 -,,,,,,,,4830,6868,1962,936 -,,,,,,,,4831,7216,2061,984 -,,,,,,,,4832,7939,2268,1082 -,,,,,,,,4833,8804,2514,1200 -,,,,,,,,4834,9461,2702,1290 -,,,,,,,,4835,9878,2821,1347 -,,,,,,,,4836,10121,2890,1380 -,,,,,,,,4837,10244,2925,1397 -,,,,,,,,4838,10305,2943,1405 -,,,,,,,,4839,10361,2960,1413 -,,,,,,,,4840,10448,2984,1424 -,,,,,,,,4841,10582,3022,1443 -,,,,,,,,4842,10647,3040,1452 -,,,,,,,,4843,10513,3002,1434 -,,,,,,,,4844,10187,2910,1389 -,,,,,,,,4845,10152,2900,1384 -,,,,,,,,4846,9931,2836,1354 -,,,,,,,,4847,9213,2631,1256 -,,,,,,,,4848,8419,2404,1147 -,,,,,,,,4849,7742,2211,1055 -,,,,,,,,4850,7307,2087,996 -,,,,,,,,4851,7033,2008,959 -,,,,,,,,4852,6863,1960,935 -,,,,,,,,4853,6795,1941,926 -,,,,,,,,4854,6728,1922,917 -,,,,,,,,4855,6934,1980,945 -,,,,,,,,4856,7554,2158,1030 -,,,,,,,,4857,8403,2400,1146 -,,,,,,,,4858,9173,2620,1251 -,,,,,,,,4859,9807,2800,1337 -,,,,,,,,4860,10319,2947,1407 -,,,,,,,,4861,10683,3051,1456 -,,,,,,,,4862,10892,3111,1485 -,,,,,,,,4863,11086,3166,1511 -,,,,,,,,4864,11282,3222,1538 -,,,,,,,,4865,11542,3296,1574 -,,,,,,,,4866,11705,3343,1595 -,,,,,,,,4867,11579,3307,1579 -,,,,,,,,4868,11269,3219,1536 -,,,,,,,,4869,11276,3221,1537 -,,,,,,,,4870,10993,3140,1499 -,,,,,,,,4871,10136,2895,1382 -,,,,,,,,4872,9204,2629,1255 -,,,,,,,,4873,8503,2429,1159 -,,,,,,,,4874,8049,2299,1097 -,,,,,,,,4875,7789,2224,1062 -,,,,,,,,4876,7698,2199,1050 -,,,,,,,,4877,7855,2244,1070 -,,,,,,,,4878,8355,2386,1139 -,,,,,,,,4879,9252,2643,1262 -,,,,,,,,4880,10317,2946,1407 -,,,,,,,,4881,11097,3170,1513 -,,,,,,,,4882,11679,3336,1592 -,,,,,,,,4883,12225,3492,1666 -,,,,,,,,4884,12661,3616,1727 -,,,,,,,,4885,12965,3703,1767 -,,,,,,,,4886,13402,3828,1827 -,,,,,,,,4887,13743,3925,1873 -,,,,,,,,4888,13994,3997,1908 -,,,,,,,,4889,14146,4040,1929 -,,,,,,,,4890,14089,4024,1921 -,,,,,,,,4891,13759,3930,1876 -,,,,,,,,4892,13411,3830,1828 -,,,,,,,,4893,13436,3837,1832 -,,,,,,,,4894,12935,3694,1763 -,,,,,,,,4895,11812,3373,1611 -,,,,,,,,4896,10659,3044,1453 -,,,,,,,,4897,9823,2805,1339 -,,,,,,,,4898,9304,2657,1268 -,,,,,,,,4899,8976,2564,1224 -,,,,,,,,4900,8828,2521,1203 -,,,,,,,,4901,8898,2541,1213 -,,,,,,,,4902,9294,2655,1267 -,,,,,,,,4903,10147,2898,1383 -,,,,,,,,4904,11312,3231,1542 -,,,,,,,,4905,12317,3518,1679 -,,,,,,,,4906,13142,3754,1792 -,,,,,,,,4907,13876,3963,1892 -,,,,,,,,4908,14352,4099,1957 -,,,,,,,,4909,14766,4217,2014 -,,,,,,,,4910,15124,4319,2062 -,,,,,,,,4911,15260,4358,2080 -,,,,,,,,4912,15127,4320,2062 -,,,,,,,,4913,14868,4247,2027 -,,,,,,,,4914,14538,4152,1982 -,,,,,,,,4915,14018,4003,1911 -,,,,,,,,4916,13486,3852,1839 -,,,,,,,,4917,13252,3785,1807 -,,,,,,,,4918,12536,3581,1709 -,,,,,,,,4919,11223,3205,1530 -,,,,,,,,4920,9950,2842,1357 -,,,,,,,,4921,8983,2565,1225 -,,,,,,,,4922,8359,2387,1140 -,,,,,,,,4923,7973,2277,1087 -,,,,,,,,4924,7747,2213,1056 -,,,,,,,,4925,7777,2221,1060 -,,,,,,,,4926,8117,2319,1106 -,,,,,,,,4927,8937,2553,1218 -,,,,,,,,4928,9991,2854,1362 -,,,,,,,,4929,10734,3065,1464 -,,,,,,,,4930,11242,3211,1533 -,,,,,,,,4931,11641,3325,1587 -,,,,,,,,4932,11899,3398,1622 -,,,,,,,,4933,12074,3449,1646 -,,,,,,,,4934,12324,3520,1681 -,,,,,,,,4935,12535,3580,1709 -,,,,,,,,4936,12728,3635,1735 -,,,,,,,,4937,12896,3683,1758 -,,,,,,,,4938,12889,3681,1757 -,,,,,,,,4939,12544,3582,1711 -,,,,,,,,4940,12095,3455,1649 -,,,,,,,,4941,12113,3460,1651 -,,,,,,,,4942,11651,3327,1589 -,,,,,,,,4943,10594,3025,1444 -,,,,,,,,4944,9510,2716,1297 -,,,,,,,,4945,8759,2502,1194 -,,,,,,,,4946,8264,2360,1126 -,,,,,,,,4947,7967,2275,1086 -,,,,,,,,4948,7849,2242,1070 -,,,,,,,,4949,7954,2272,1085 -,,,,,,,,4950,8455,2415,1152 -,,,,,,,,4951,9376,2678,1278 -,,,,,,,,4952,10378,2964,1415 -,,,,,,,,4953,11047,3156,1506 -,,,,,,,,4954,11506,3286,1569 -,,,,,,,,4955,11849,3384,1615 -,,,,,,,,4956,12046,3441,1642 -,,,,,,,,4957,12214,3489,1666 -,,,,,,,,4958,12573,3592,1714 -,,,,,,,,4959,12889,3682,1757 -,,,,,,,,4960,13180,3765,1797 -,,,,,,,,4961,13473,3848,1837 -,,,,,,,,4962,13632,3893,1858 -,,,,,,,,4963,13487,3852,1839 -,,,,,,,,4964,13286,3795,1812 -,,,,,,,,4965,13151,3756,1793 -,,,,,,,,4966,12499,3570,1704 -,,,,,,,,4967,11417,3260,1556 -,,,,,,,,4968,10339,2953,1409 -,,,,,,,,4969,9548,2727,1302 -,,,,,,,,4970,9013,2574,1229 -,,,,,,,,4971,8661,2474,1181 -,,,,,,,,4972,8485,2424,1156 -,,,,,,,,4973,8561,2445,1167 -,,,,,,,,4974,9043,2583,1233 -,,,,,,,,4975,9888,2825,1348 -,,,,,,,,4976,10867,3104,1481 -,,,,,,,,4977,11565,3303,1577 -,,,,,,,,4978,12137,3466,1655 -,,,,,,,,4979,12638,3610,1723 -,,,,,,,,4980,13000,3713,1772 -,,,,,,,,4981,13226,3777,1803 -,,,,,,,,4982,13377,3821,1824 -,,,,,,,,4983,13376,3821,1823 -,,,,,,,,4984,13308,3801,1814 -,,,,,,,,4985,13228,3778,1803 -,,,,,,,,4986,13113,3746,1788 -,,,,,,,,4987,12794,3654,1744 -,,,,,,,,4988,12404,3543,1691 -,,,,,,,,4989,12263,3502,1672 -,,,,,,,,4990,11882,3394,1620 -,,,,,,,,4991,10973,3134,1496 -,,,,,,,,4992,9977,2850,1360 -,,,,,,,,4993,9158,2615,1248 -,,,,,,,,4994,8580,2450,1170 -,,,,,,,,4995,8199,2342,1118 -,,,,,,,,4996,7968,2276,1086 -,,,,,,,,4997,7916,2261,1079 -,,,,,,,,4998,7986,2281,1089 -,,,,,,,,4999,8292,2369,1130 -,,,,,,,,5000,9026,2578,1231 -,,,,,,,,5001,9953,2843,1357 -,,,,,,,,5002,10782,3080,1470 -,,,,,,,,5003,11373,3248,1550 -,,,,,,,,5004,11686,3337,1593 -,,,,,,,,5005,11806,3371,1610 -,,,,,,,,5006,11814,3374,1611 -,,,,,,,,5007,11721,3347,1598 -,,,,,,,,5008,11451,3271,1561 -,,,,,,,,5009,11217,3204,1530 -,,,,,,,,5010,11106,3172,1515 -,,,,,,,,5011,10936,3123,1491 -,,,,,,,,5012,10791,3081,1471 -,,,,,,,,5013,10794,3083,1472 -,,,,,,,,5014,10410,2973,1419 -,,,,,,,,5015,9728,2778,1326 -,,,,,,,,5016,8964,2560,1222 -,,,,,,,,5017,8300,2370,1131 -,,,,,,,,5018,7867,2247,1072 -,,,,,,,,5019,7584,2166,1034 -,,,,,,,,5020,7420,2119,1011 -,,,,,,,,5021,7381,2108,1006 -,,,,,,,,5022,7439,2124,1014 -,,,,,,,,5023,7568,2161,1031 -,,,,,,,,5024,8060,2302,1099 -,,,,,,,,5025,8761,2502,1195 -,,,,,,,,5026,9390,2682,1280 -,,,,,,,,5027,9825,2806,1339 -,,,,,,,,5028,10151,2899,1384 -,,,,,,,,5029,10348,2955,1411 -,,,,,,,,5030,10372,2962,1414 -,,,,,,,,5031,10339,2953,1409 -,,,,,,,,5032,10290,2939,1403 -,,,,,,,,5033,10390,2968,1417 -,,,,,,,,5034,10534,3009,1436 -,,,,,,,,5035,10475,2991,1428 -,,,,,,,,5036,10325,2949,1408 -,,,,,,,,5037,10438,2981,1423 -,,,,,,,,5038,10130,2893,1381 -,,,,,,,,5039,9363,2675,1277 -,,,,,,,,5040,8531,2436,1163 -,,,,,,,,5041,7873,2249,1073 -,,,,,,,,5042,7464,2132,1017 -,,,,,,,,5043,7232,2065,986 -,,,,,,,,5044,7138,2038,973 -,,,,,,,,5045,7286,2081,993 -,,,,,,,,5046,7725,2207,1053 -,,,,,,,,5047,8581,2451,1170 -,,,,,,,,5048,9682,2765,1320 -,,,,,,,,5049,10527,3006,1435 -,,,,,,,,5050,11156,3186,1521 -,,,,,,,,5051,11706,3343,1596 -,,,,,,,,5052,12107,3458,1651 -,,,,,,,,5053,12409,3544,1691 -,,,,,,,,5054,12741,3639,1737 -,,,,,,,,5055,12957,3701,1767 -,,,,,,,,5056,13076,3735,1783 -,,,,,,,,5057,13178,3764,1797 -,,,,,,,,5058,13105,3742,1787 -,,,,,,,,5059,12754,3642,1739 -,,,,,,,,5060,12278,3506,1674 -,,,,,,,,5061,12165,3475,1659 -,,,,,,,,5062,11609,3316,1583 -,,,,,,,,5063,10468,2990,1427 -,,,,,,,,5064,9345,2669,1274 -,,,,,,,,5065,8529,2436,1163 -,,,,,,,,5066,8022,2291,1094 -,,,,,,,,5067,7722,2205,1053 -,,,,,,,,5068,7572,2163,1032 -,,,,,,,,5069,7662,2189,1045 -,,,,,,,,5070,8086,2309,1102 -,,,,,,,,5071,8924,2549,1216 -,,,,,,,,5072,9968,2847,1359 -,,,,,,,,5073,10714,3060,1460 -,,,,,,,,5074,11246,3212,1534 -,,,,,,,,5075,11707,3344,1596 -,,,,,,,,5076,11990,3425,1635 -,,,,,,,,5077,12154,3471,1657 -,,,,,,,,5078,12338,3524,1682 -,,,,,,,,5079,12340,3525,1682 -,,,,,,,,5080,12210,3487,1665 -,,,,,,,,5081,12083,3451,1647 -,,,,,,,,5082,11950,3413,1629 -,,,,,,,,5083,11731,3351,1600 -,,,,,,,,5084,11567,3304,1577 -,,,,,,,,5085,11642,3325,1587 -,,,,,,,,5086,11121,3176,1516 -,,,,,,,,5087,10149,2899,1383 -,,,,,,,,5088,9201,2628,1254 -,,,,,,,,5089,8486,2424,1156 -,,,,,,,,5090,8036,2295,1095 -,,,,,,,,5091,7762,2217,1058 -,,,,,,,,5092,7648,2184,1043 -,,,,,,,,5093,7767,2219,1059 -,,,,,,,,5094,8252,2357,1125 -,,,,,,,,5095,9124,2606,1244 -,,,,,,,,5096,10202,2914,1391 -,,,,,,,,5097,11001,3142,1500 -,,,,,,,,5098,11664,3331,1590 -,,,,,,,,5099,12249,3499,1670 -,,,,,,,,5100,12679,3621,1728 -,,,,,,,,5101,13002,3713,1772 -,,,,,,,,5102,13287,3795,1812 -,,,,,,,,5103,13384,3822,1825 -,,,,,,,,5104,13258,3787,1807 -,,,,,,,,5105,13148,3756,1793 -,,,,,,,,5106,12990,3710,1771 -,,,,,,,,5107,12693,3625,1731 -,,,,,,,,5108,12415,3546,1693 -,,,,,,,,5109,12435,3551,1696 -,,,,,,,,5110,11945,3411,1629 -,,,,,,,,5111,10873,3105,1482 -,,,,,,,,5112,9809,2801,1338 -,,,,,,,,5113,9046,2584,1233 -,,,,,,,,5114,8557,2444,1166 -,,,,,,,,5115,8247,2355,1124 -,,,,,,,,5116,8143,2325,1110 -,,,,,,,,5117,8247,2355,1124 -,,,,,,,,5118,8732,2494,1191 -,,,,,,,,5119,9618,2747,1311 -,,,,,,,,5120,10744,3069,1464 -,,,,,,,,5121,11659,3330,1590 -,,,,,,,,5122,12476,3563,1701 -,,,,,,,,5123,13248,3784,1807 -,,,,,,,,5124,13850,3956,1888 -,,,,,,,,5125,14264,4074,1945 -,,,,,,,,5126,14667,4189,1999 -,,,,,,,,5127,14912,4259,2033 -,,,,,,,,5128,15064,4303,2054 -,,,,,,,,5129,15137,4323,2064 -,,,,,,,,5130,15065,4303,2054 -,,,,,,,,5131,14727,4206,2008 -,,,,,,,,5132,14260,4072,1944 -,,,,,,,,5133,14146,4040,1929 -,,,,,,,,5134,13542,3867,1847 -,,,,,,,,5135,12298,3512,1676 -,,,,,,,,5136,11092,3168,1512 -,,,,,,,,5137,10127,2892,1381 -,,,,,,,,5138,9512,2716,1297 -,,,,,,,,5139,9087,2595,1239 -,,,,,,,,5140,8869,2533,1209 -,,,,,,,,5141,8912,2545,1215 -,,,,,,,,5142,9341,2668,1273 -,,,,,,,,5143,10202,2914,1391 -,,,,,,,,5144,11330,3236,1545 -,,,,,,,,5145,12349,3527,1684 -,,,,,,,,5146,13260,3787,1808 -,,,,,,,,5147,14141,4039,1929 -,,,,,,,,5148,14796,4226,2017 -,,,,,,,,5149,15246,4354,2079 -,,,,,,,,5150,15635,4466,2132 -,,,,,,,,5151,15895,4540,2167 -,,,,,,,,5152,15988,4566,2180 -,,,,,,,,5153,15980,4563,2179 -,,,,,,,,5154,15768,4503,2150 -,,,,,,,,5155,15259,4358,2080 -,,,,,,,,5156,14744,4211,2010 -,,,,,,,,5157,14623,4176,1994 -,,,,,,,,5158,14068,4017,1918 -,,,,,,,,5159,12939,3695,1764 -,,,,,,,,5160,11753,3356,1602 -,,,,,,,,5161,10709,3058,1460 -,,,,,,,,5162,10050,2870,1370 -,,,,,,,,5163,9566,2732,1304 -,,,,,,,,5164,9257,2644,1262 -,,,,,,,,5165,9121,2605,1243 -,,,,,,,,5166,9160,2616,1249 -,,,,,,,,5167,9476,2706,1292 -,,,,,,,,5168,10334,2951,1408 -,,,,,,,,5169,11458,3272,1562 -,,,,,,,,5170,12492,3568,1703 -,,,,,,,,5171,13398,3827,1827 -,,,,,,,,5172,14068,4017,1918 -,,,,,,,,5173,14484,4137,1974 -,,,,,,,,5174,14729,4207,2009 -,,,,,,,,5175,14868,4247,2027 -,,,,,,,,5176,14882,4250,2029 -,,,,,,,,5177,14754,4213,2012 -,,,,,,,,5178,14477,4135,1974 -,,,,,,,,5179,13989,3995,1908 -,,,,,,,,5180,13512,3859,1843 -,,,,,,,,5181,13453,3842,1834 -,,,,,,,,5182,12956,3700,1767 -,,,,,,,,5183,12051,3441,1643 -,,,,,,,,5184,11074,3163,1509 -,,,,,,,,5185,10275,2935,1401 -,,,,,,,,5186,9702,2771,1322 -,,,,,,,,5187,9332,2665,1272 -,,,,,,,,5188,9095,2598,1240 -,,,,,,,,5189,9011,2574,1228 -,,,,,,,,5190,9042,2583,1232 -,,,,,,,,5191,9233,2637,1259 -,,,,,,,,5192,9911,2831,1351 -,,,,,,,,5193,10890,3111,1484 -,,,,,,,,5194,11930,3407,1626 -,,,,,,,,5195,12790,3653,1744 -,,,,,,,,5196,13493,3854,1840 -,,,,,,,,5197,14017,4003,1911 -,,,,,,,,5198,14261,4073,1944 -,,,,,,,,5199,14332,4093,1954 -,,,,,,,,5200,14338,4095,1955 -,,,,,,,,5201,14244,4068,1942 -,,,,,,,,5202,13952,3985,1902 -,,,,,,,,5203,13664,3902,1863 -,,,,,,,,5204,13451,3842,1834 -,,,,,,,,5205,13376,3820,1823 -,,,,,,,,5206,12834,3665,1750 -,,,,,,,,5207,11899,3398,1622 -,,,,,,,,5208,10905,3115,1487 -,,,,,,,,5209,10097,2884,1377 -,,,,,,,,5210,9596,2740,1308 -,,,,,,,,5211,9296,2655,1267 -,,,,,,,,5212,9149,2613,1247 -,,,,,,,,5213,9264,2646,1263 -,,,,,,,,5214,9738,2781,1328 -,,,,,,,,5215,10574,3020,1442 -,,,,,,,,5216,11733,3351,1600 -,,,,,,,,5217,12655,3614,1726 -,,,,,,,,5218,13304,3800,1814 -,,,,,,,,5219,13680,3907,1865 -,,,,,,,,5220,13970,3990,1904 -,,,,,,,,5221,14152,4042,1929 -,,,,,,,,5222,14325,4092,1954 -,,,,,,,,5223,14394,4111,1963 -,,,,,,,,5224,14423,4119,1967 -,,,,,,,,5225,14360,4102,1958 -,,,,,,,,5226,14119,4032,1925 -,,,,,,,,5227,13579,3878,1852 -,,,,,,,,5228,13008,3715,1773 -,,,,,,,,5229,12860,3672,1753 -,,,,,,,,5230,12148,3469,1656 -,,,,,,,,5231,10890,3110,1484 -,,,,,,,,5232,9729,2778,1326 -,,,,,,,,5233,8841,2525,1206 -,,,,,,,,5234,8290,2368,1130 -,,,,,,,,5235,7940,2268,1082 -,,,,,,,,5236,7780,2222,1060 -,,,,,,,,5237,7842,2240,1069 -,,,,,,,,5238,8243,2354,1124 -,,,,,,,,5239,9050,2584,1234 -,,,,,,,,5240,10120,2890,1380 -,,,,,,,,5241,10886,3109,1484 -,,,,,,,,5242,11513,3288,1570 -,,,,,,,,5243,12082,3451,1647 -,,,,,,,,5244,12519,3576,1707 -,,,,,,,,5245,12823,3662,1748 -,,,,,,,,5246,13148,3755,1793 -,,,,,,,,5247,13329,3807,1817 -,,,,,,,,5248,13448,3841,1833 -,,,,,,,,5249,13506,3857,1842 -,,,,,,,,5250,13365,3817,1823 -,,,,,,,,5251,12977,3706,1769 -,,,,,,,,5252,12581,3593,1716 -,,,,,,,,5253,12628,3606,1721 -,,,,,,,,5254,12040,3439,1641 -,,,,,,,,5255,10917,3118,1489 -,,,,,,,,5256,9815,2803,1338 -,,,,,,,,5257,8987,2567,1225 -,,,,,,,,5258,8439,2410,1151 -,,,,,,,,5259,8082,2308,1101 -,,,,,,,,5260,7904,2258,1077 -,,,,,,,,5261,7989,2282,1089 -,,,,,,,,5262,8431,2408,1150 -,,,,,,,,5263,9267,2647,1263 -,,,,,,,,5264,10384,2965,1416 -,,,,,,,,5265,11330,3236,1545 -,,,,,,,,5266,12128,3464,1654 -,,,,,,,,5267,12897,3683,1758 -,,,,,,,,5268,13475,3848,1837 -,,,,,,,,5269,13885,3966,1893 -,,,,,,,,5270,14265,4074,1945 -,,,,,,,,5271,14470,4132,1973 -,,,,,,,,5272,14565,4160,1986 -,,,,,,,,5273,14527,4149,1981 -,,,,,,,,5274,14322,4091,1953 -,,,,,,,,5275,13926,3977,1898 -,,,,,,,,5276,13589,3881,1853 -,,,,,,,,5277,13634,3894,1859 -,,,,,,,,5278,12975,3706,1769 -,,,,,,,,5279,11796,3369,1608 -,,,,,,,,5280,10595,3026,1444 -,,,,,,,,5281,9672,2762,1318 -,,,,,,,,5282,9147,2613,1247 -,,,,,,,,5283,8794,2512,1199 -,,,,,,,,5284,8631,2465,1176 -,,,,,,,,5285,8713,2489,1188 -,,,,,,,,5286,9214,2632,1256 -,,,,,,,,5287,10065,2875,1372 -,,,,,,,,5288,11176,3192,1524 -,,,,,,,,5289,12139,3467,1655 -,,,,,,,,5290,13013,3716,1774 -,,,,,,,,5291,13854,3957,1889 -,,,,,,,,5292,14496,4140,1976 -,,,,,,,,5293,14926,4262,2035 -,,,,,,,,5294,15280,4364,2084 -,,,,,,,,5295,15412,4402,2101 -,,,,,,,,5296,15428,4407,2104 -,,,,,,,,5297,15336,4379,2091 -,,,,,,,,5298,15060,4301,2053 -,,,,,,,,5299,14544,4153,1983 -,,,,,,,,5300,14187,4052,1934 -,,,,,,,,5301,14168,4046,1932 -,,,,,,,,5302,13459,3844,1835 -,,,,,,,,5303,12278,3506,1674 -,,,,,,,,5304,11108,3172,1515 -,,,,,,,,5305,10240,2925,1396 -,,,,,,,,5306,9706,2772,1323 -,,,,,,,,5307,9356,2672,1276 -,,,,,,,,5308,9200,2628,1254 -,,,,,,,,5309,9282,2651,1266 -,,,,,,,,5310,9783,2794,1333 -,,,,,,,,5311,10645,3040,1451 -,,,,,,,,5312,11749,3356,1602 -,,,,,,,,5313,12660,3616,1726 -,,,,,,,,5314,13396,3826,1827 -,,,,,,,,5315,13980,3992,1906 -,,,,,,,,5316,14370,4104,1959 -,,,,,,,,5317,14459,4129,1971 -,,,,,,,,5318,14379,4107,1960 -,,,,,,,,5319,14083,4022,1920 -,,,,,,,,5320,13676,3906,1865 -,,,,,,,,5321,13431,3836,1832 -,,,,,,,,5322,13155,3757,1793 -,,,,,,,,5323,12789,3652,1744 -,,,,,,,,5324,12523,3576,1707 -,,,,,,,,5325,12521,3576,1707 -,,,,,,,,5326,12052,3442,1643 -,,,,,,,,5327,11210,3201,1529 -,,,,,,,,5328,10273,2934,1401 -,,,,,,,,5329,9510,2715,1297 -,,,,,,,,5330,9001,2571,1227 -,,,,,,,,5331,8664,2474,1181 -,,,,,,,,5332,8475,2420,1156 -,,,,,,,,5333,8417,2404,1147 -,,,,,,,,5334,8517,2432,1161 -,,,,,,,,5335,8800,2514,1200 -,,,,,,,,5336,9531,2722,1299 -,,,,,,,,5337,10434,2980,1423 -,,,,,,,,5338,11266,3217,1536 -,,,,,,,,5339,11964,3416,1631 -,,,,,,,,5340,12382,3536,1688 -,,,,,,,,5341,12626,3606,1721 -,,,,,,,,5342,12774,3648,1741 -,,,,,,,,5343,12855,3671,1752 -,,,,,,,,5344,12918,3689,1762 -,,,,,,,,5345,12970,3704,1768 -,,,,,,,,5346,12947,3697,1765 -,,,,,,,,5347,12741,3639,1737 -,,,,,,,,5348,12530,3579,1708 -,,,,,,,,5349,12605,3600,1718 -,,,,,,,,5350,12141,3467,1656 -,,,,,,,,5351,11342,3239,1546 -,,,,,,,,5352,10448,2984,1424 -,,,,,,,,5353,9687,2766,1321 -,,,,,,,,5354,9169,2619,1250 -,,,,,,,,5355,8803,2514,1200 -,,,,,,,,5356,8602,2456,1172 -,,,,,,,,5357,8528,2435,1162 -,,,,,,,,5358,8596,2454,1171 -,,,,,,,,5359,8740,2496,1191 -,,,,,,,,5360,9186,2624,1252 -,,,,,,,,5361,9951,2842,1357 -,,,,,,,,5362,10741,3067,1464 -,,,,,,,,5363,11425,3263,1558 -,,,,,,,,5364,11959,3415,1631 -,,,,,,,,5365,12364,3531,1686 -,,,,,,,,5366,12618,3604,1721 -,,,,,,,,5367,12858,3672,1753 -,,,,,,,,5368,13072,3733,1782 -,,,,,,,,5369,13228,3778,1803 -,,,,,,,,5370,13260,3787,1808 -,,,,,,,,5371,13057,3728,1780 -,,,,,,,,5372,12766,3646,1741 -,,,,,,,,5373,12822,3661,1748 -,,,,,,,,5374,12217,3489,1666 -,,,,,,,,5375,11179,3192,1525 -,,,,,,,,5376,10117,2890,1379 -,,,,,,,,5377,9301,2656,1268 -,,,,,,,,5378,8763,2503,1195 -,,,,,,,,5379,8423,2405,1148 -,,,,,,,,5380,8247,2355,1124 -,,,,,,,,5381,8316,2375,1134 -,,,,,,,,5382,8758,2501,1194 -,,,,,,,,5383,9515,2718,1298 -,,,,,,,,5384,10599,3027,1445 -,,,,,,,,5385,11508,3286,1569 -,,,,,,,,5386,12270,3504,1673 -,,,,,,,,5387,12933,3693,1763 -,,,,,,,,5388,13400,3827,1827 -,,,,,,,,5389,13702,3913,1868 -,,,,,,,,5390,13977,3992,1906 -,,,,,,,,5391,14161,4044,1931 -,,,,,,,,5392,14240,4067,1942 -,,,,,,,,5393,14309,4087,1951 -,,,,,,,,5394,14209,4057,1937 -,,,,,,,,5395,13768,3932,1878 -,,,,,,,,5396,13349,3812,1820 -,,,,,,,,5397,13305,3800,1814 -,,,,,,,,5398,12499,3570,1704 -,,,,,,,,5399,11273,3220,1537 -,,,,,,,,5400,10098,2884,1377 -,,,,,,,,5401,9228,2635,1258 -,,,,,,,,5402,8653,2471,1180 -,,,,,,,,5403,8280,2364,1129 -,,,,,,,,5404,8098,2313,1104 -,,,,,,,,5405,8157,2329,1112 -,,,,,,,,5406,8628,2464,1176 -,,,,,,,,5407,9412,2688,1283 -,,,,,,,,5408,10495,2997,1431 -,,,,,,,,5409,11344,3240,1547 -,,,,,,,,5410,12073,3448,1646 -,,,,,,,,5411,12680,3621,1729 -,,,,,,,,5412,13090,3738,1785 -,,,,,,,,5413,13324,3806,1817 -,,,,,,,,5414,13491,3853,1839 -,,,,,,,,5415,13537,3866,1846 -,,,,,,,,5416,13487,3852,1839 -,,,,,,,,5417,13460,3844,1835 -,,,,,,,,5418,13310,3802,1815 -,,,,,,,,5419,12983,3707,1770 -,,,,,,,,5420,12775,3648,1741 -,,,,,,,,5421,12873,3677,1755 -,,,,,,,,5422,12195,3483,1663 -,,,,,,,,5423,11095,3169,1513 -,,,,,,,,5424,10017,2861,1366 -,,,,,,,,5425,9264,2645,1263 -,,,,,,,,5426,8769,2504,1196 -,,,,,,,,5427,8464,2417,1154 -,,,,,,,,5428,8336,2381,1136 -,,,,,,,,5429,8434,2409,1150 -,,,,,,,,5430,8961,2559,1222 -,,,,,,,,5431,9857,2815,1344 -,,,,,,,,5432,10746,3069,1465 -,,,,,,,,5433,11306,3229,1541 -,,,,,,,,5434,11716,3346,1597 -,,,,,,,,5435,12249,3498,1670 -,,,,,,,,5436,12779,3650,1742 -,,,,,,,,5437,13177,3763,1797 -,,,,,,,,5438,13545,3868,1847 -,,,,,,,,5439,13728,3921,1872 -,,,,,,,,5440,13802,3942,1882 -,,,,,,,,5441,13741,3924,1873 -,,,,,,,,5442,13524,3862,1844 -,,,,,,,,5443,13168,3761,1796 -,,,,,,,,5444,13022,3719,1776 -,,,,,,,,5445,12984,3707,1770 -,,,,,,,,5446,12263,3502,1672 -,,,,,,,,5447,11138,3181,1519 -,,,,,,,,5448,10030,2865,1368 -,,,,,,,,5449,9170,2619,1250 -,,,,,,,,5450,8622,2462,1176 -,,,,,,,,5451,8290,2368,1130 -,,,,,,,,5452,8144,2326,1110 -,,,,,,,,5453,8212,2345,1120 -,,,,,,,,5454,8709,2488,1187 -,,,,,,,,5455,9555,2729,1302 -,,,,,,,,5456,10478,2992,1428 -,,,,,,,,5457,11231,3208,1531 -,,,,,,,,5458,11915,3403,1625 -,,,,,,,,5459,12542,3582,1710 -,,,,,,,,5460,13007,3715,1773 -,,,,,,,,5461,13307,3801,1814 -,,,,,,,,5462,13570,3876,1850 -,,,,,,,,5463,13718,3917,1870 -,,,,,,,,5464,13779,3935,1878 -,,,,,,,,5465,13802,3942,1882 -,,,,,,,,5466,13658,3901,1863 -,,,,,,,,5467,13204,3771,1800 -,,,,,,,,5468,12794,3654,1744 -,,,,,,,,5469,12758,3643,1739 -,,,,,,,,5470,12019,3432,1639 -,,,,,,,,5471,10886,3109,1484 -,,,,,,,,5472,9742,2782,1328 -,,,,,,,,5473,8905,2544,1214 -,,,,,,,,5474,8347,2384,1138 -,,,,,,,,5475,7998,2284,1090 -,,,,,,,,5476,7822,2234,1066 -,,,,,,,,5477,7877,2250,1074 -,,,,,,,,5478,8298,2370,1131 -,,,,,,,,5479,9032,2580,1232 -,,,,,,,,5480,10023,2863,1367 -,,,,,,,,5481,10930,3121,1490 -,,,,,,,,5482,11698,3341,1595 -,,,,,,,,5483,12415,3546,1692 -,,,,,,,,5484,12962,3702,1767 -,,,,,,,,5485,13411,3831,1828 -,,,,,,,,5486,13832,3950,1886 -,,,,,,,,5487,14093,4025,1921 -,,,,,,,,5488,14180,4050,1933 -,,,,,,,,5489,14170,4047,1932 -,,,,,,,,5490,13925,3977,1898 -,,,,,,,,5491,13400,3827,1827 -,,,,,,,,5492,13094,3739,1785 -,,,,,,,,5493,13026,3720,1776 -,,,,,,,,5494,12323,3520,1681 -,,,,,,,,5495,11265,3217,1536 -,,,,,,,,5496,10211,2916,1392 -,,,,,,,,5497,9341,2668,1273 -,,,,,,,,5498,8754,2500,1193 -,,,,,,,,5499,8361,2388,1140 -,,,,,,,,5500,8106,2314,1105 -,,,,,,,,5501,8011,2288,1092 -,,,,,,,,5502,8106,2315,1105 -,,,,,,,,5503,8309,2373,1133 -,,,,,,,,5504,8809,2516,1201 -,,,,,,,,5505,9466,2704,1291 -,,,,,,,,5506,9985,2852,1361 -,,,,,,,,5507,10317,2946,1407 -,,,,,,,,5508,10518,3004,1434 -,,,,,,,,5509,10550,3013,1439 -,,,,,,,,5510,10520,3005,1434 -,,,,,,,,5511,10480,2993,1428 -,,,,,,,,5512,10443,2982,1424 -,,,,,,,,5513,10474,2991,1428 -,,,,,,,,5514,10471,2991,1428 -,,,,,,,,5515,10335,2951,1409 -,,,,,,,,5516,10196,2912,1390 -,,,,,,,,5517,10317,2946,1407 -,,,,,,,,5518,9840,2810,1342 -,,,,,,,,5519,9106,2600,1242 -,,,,,,,,5520,8307,2373,1132 -,,,,,,,,5521,7659,2188,1045 -,,,,,,,,5522,7206,2058,982 -,,,,,,,,5523,6894,1969,939 -,,,,,,,,5524,6733,1923,918 -,,,,,,,,5525,6663,1903,909 -,,,,,,,,5526,6708,1916,914 -,,,,,,,,5527,6779,1936,924 -,,,,,,,,5528,7275,2078,992 -,,,,,,,,5529,8022,2291,1094 -,,,,,,,,5530,8686,2480,1184 -,,,,,,,,5531,9142,2611,1247 -,,,,,,,,5532,9418,2690,1284 -,,,,,,,,5533,9574,2734,1305 -,,,,,,,,5534,9588,2738,1307 -,,,,,,,,5535,9596,2740,1308 -,,,,,,,,5536,9651,2756,1316 -,,,,,,,,5537,9811,2802,1338 -,,,,,,,,5538,9928,2835,1353 -,,,,,,,,5539,9906,2829,1351 -,,,,,,,,5540,9953,2843,1357 -,,,,,,,,5541,10173,2905,1387 -,,,,,,,,5542,9682,2765,1320 -,,,,,,,,5543,8890,2539,1212 -,,,,,,,,5544,8121,2319,1107 -,,,,,,,,5545,7551,2156,1030 -,,,,,,,,5546,7196,2055,981 -,,,,,,,,5547,6987,1995,953 -,,,,,,,,5548,6915,1975,943 -,,,,,,,,5549,7055,2015,962 -,,,,,,,,5550,7532,2151,1027 -,,,,,,,,5551,8326,2378,1135 -,,,,,,,,5552,9238,2639,1259 -,,,,,,,,5553,9968,2847,1359 -,,,,,,,,5554,10584,3023,1443 -,,,,,,,,5555,11101,3170,1514 -,,,,,,,,5556,11465,3274,1563 -,,,,,,,,5557,11684,3337,1593 -,,,,,,,,5558,11845,3383,1615 -,,,,,,,,5559,11878,3392,1620 -,,,,,,,,5560,11856,3386,1616 -,,,,,,,,5561,11874,3391,1619 -,,,,,,,,5562,11835,3380,1614 -,,,,,,,,5563,11522,3291,1571 -,,,,,,,,5564,11361,3245,1549 -,,,,,,,,5565,11462,3273,1563 -,,,,,,,,5566,10755,3071,1466 -,,,,,,,,5567,9727,2778,1326 -,,,,,,,,5568,8750,2499,1193 -,,,,,,,,5569,8051,2299,1098 -,,,,,,,,5570,7659,2188,1044 -,,,,,,,,5571,7406,2115,1010 -,,,,,,,,5572,7306,2086,996 -,,,,,,,,5573,7445,2126,1014 -,,,,,,,,5574,7989,2282,1089 -,,,,,,,,5575,8862,2531,1208 -,,,,,,,,5576,9775,2792,1332 -,,,,,,,,5577,10469,2990,1428 -,,,,,,,,5578,11051,3156,1507 -,,,,,,,,5579,11567,3303,1577 -,,,,,,,,5580,11911,3401,1624 -,,,,,,,,5581,12144,3468,1656 -,,,,,,,,5582,12378,3536,1688 -,,,,,,,,5583,12505,3571,1705 -,,,,,,,,5584,12545,3583,1711 -,,,,,,,,5585,12547,3583,1711 -,,,,,,,,5586,12342,3525,1683 -,,,,,,,,5587,11929,3406,1626 -,,,,,,,,5588,11695,3340,1595 -,,,,,,,,5589,11749,3356,1602 -,,,,,,,,5590,11022,3148,1503 -,,,,,,,,5591,9937,2838,1355 -,,,,,,,,5592,8909,2545,1215 -,,,,,,,,5593,8173,2334,1114 -,,,,,,,,5594,7720,2204,1052 -,,,,,,,,5595,7431,2122,1013 -,,,,,,,,5596,7280,2079,993 -,,,,,,,,5597,7365,2103,1004 -,,,,,,,,5598,7847,2241,1070 -,,,,,,,,5599,8598,2455,1172 -,,,,,,,,5600,9591,2740,1308 -,,,,,,,,5601,10349,2955,1411 -,,,,,,,,5602,10998,3141,1499 -,,,,,,,,5603,11566,3303,1577 -,,,,,,,,5604,11972,3419,1632 -,,,,,,,,5605,12218,3490,1666 -,,,,,,,,5606,12483,3565,1701 -,,,,,,,,5607,12644,3612,1724 -,,,,,,,,5608,12688,3624,1730 -,,,,,,,,5609,12716,3631,1734 -,,,,,,,,5610,12561,3587,1712 -,,,,,,,,5611,12173,3476,1660 -,,,,,,,,5612,11900,3399,1622 -,,,,,,,,5613,11963,3416,1631 -,,,,,,,,5614,11249,3213,1534 -,,,,,,,,5615,10154,2900,1384 -,,,,,,,,5616,9124,2606,1244 -,,,,,,,,5617,8372,2391,1141 -,,,,,,,,5618,7903,2257,1077 -,,,,,,,,5619,7589,2167,1035 -,,,,,,,,5620,7467,2133,1018 -,,,,,,,,5621,7548,2155,1029 -,,,,,,,,5622,8066,2304,1100 -,,,,,,,,5623,8853,2529,1206 -,,,,,,,,5624,9886,2824,1348 -,,,,,,,,5625,10738,3067,1464 -,,,,,,,,5626,11425,3263,1558 -,,,,,,,,5627,12013,3431,1638 -,,,,,,,,5628,12485,3566,1702 -,,,,,,,,5629,12852,3671,1752 -,,,,,,,,5630,13219,3776,1803 -,,,,,,,,5631,13393,3825,1826 -,,,,,,,,5632,13476,3849,1837 -,,,,,,,,5633,13499,3856,1841 -,,,,,,,,5634,13344,3811,1819 -,,,,,,,,5635,12938,3695,1764 -,,,,,,,,5636,12645,3612,1724 -,,,,,,,,5637,12667,3617,1727 -,,,,,,,,5638,11923,3405,1625 -,,,,,,,,5639,10795,3083,1472 -,,,,,,,,5640,9707,2772,1323 -,,,,,,,,5641,8924,2549,1216 -,,,,,,,,5642,8391,2396,1144 -,,,,,,,,5643,8047,2298,1097 -,,,,,,,,5644,7863,2246,1072 -,,,,,,,,5645,7926,2264,1080 -,,,,,,,,5646,8389,2396,1144 -,,,,,,,,5647,9131,2608,1245 -,,,,,,,,5648,10105,2886,1378 -,,,,,,,,5649,10944,3126,1492 -,,,,,,,,5650,11657,3329,1590 -,,,,,,,,5651,12300,3513,1677 -,,,,,,,,5652,12775,3648,1741 -,,,,,,,,5653,13085,3737,1784 -,,,,,,,,5654,13387,3823,1825 -,,,,,,,,5655,13514,3860,1843 -,,,,,,,,5656,13481,3851,1838 -,,,,,,,,5657,13421,3833,1830 -,,,,,,,,5658,13153,3757,1793 -,,,,,,,,5659,12657,3615,1726 -,,,,,,,,5660,12393,3540,1690 -,,,,,,,,5661,12326,3521,1681 -,,,,,,,,5662,11637,3323,1586 -,,,,,,,,5663,10661,3045,1454 -,,,,,,,,5664,9649,2755,1315 -,,,,,,,,5665,8831,2522,1204 -,,,,,,,,5666,8319,2376,1134 -,,,,,,,,5667,7971,2277,1086 -,,,,,,,,5668,7771,2219,1060 -,,,,,,,,5669,7740,2210,1055 -,,,,,,,,5670,7903,2257,1077 -,,,,,,,,5671,8195,2340,1117 -,,,,,,,,5672,8851,2528,1206 -,,,,,,,,5673,9711,2773,1324 -,,,,,,,,5674,10476,2992,1428 -,,,,,,,,5675,11040,3153,1505 -,,,,,,,,5676,11402,3256,1555 -,,,,,,,,5677,11628,3321,1585 -,,,,,,,,5678,11767,3361,1604 -,,,,,,,,5679,11836,3381,1614 -,,,,,,,,5680,11812,3373,1611 -,,,,,,,,5681,11747,3355,1601 -,,,,,,,,5682,11578,3306,1579 -,,,,,,,,5683,11236,3209,1532 -,,,,,,,,5684,11082,3166,1511 -,,,,,,,,5685,11053,3157,1507 -,,,,,,,,5686,10498,2998,1431 -,,,,,,,,5687,9703,2771,1322 -,,,,,,,,5688,8853,2529,1206 -,,,,,,,,5689,8179,2336,1115 -,,,,,,,,5690,7700,2199,1050 -,,,,,,,,5691,7398,2113,1009 -,,,,,,,,5692,7203,2057,982 -,,,,,,,,5693,7142,2039,974 -,,,,,,,,5694,7214,2060,984 -,,,,,,,,5695,7301,2085,995 -,,,,,,,,5696,7843,2240,1070 -,,,,,,,,5697,8673,2477,1182 -,,,,,,,,5698,9447,2698,1288 -,,,,,,,,5699,10041,2868,1369 -,,,,,,,,5700,10502,3000,1432 -,,,,,,,,5701,10865,3103,1481 -,,,,,,,,5702,11064,3160,1509 -,,,,,,,,5703,11245,3212,1533 -,,,,,,,,5704,11428,3264,1558 -,,,,,,,,5705,11611,3316,1583 -,,,,,,,,5706,11704,3342,1595 -,,,,,,,,5707,11491,3281,1566 -,,,,,,,,5708,11357,3244,1549 -,,,,,,,,5709,11389,3253,1553 -,,,,,,,,5710,10685,3051,1457 -,,,,,,,,5711,9703,2771,1322 -,,,,,,,,5712,8820,2519,1202 -,,,,,,,,5713,8120,2319,1107 -,,,,,,,,5714,7697,2199,1050 -,,,,,,,,5715,7446,2127,1015 -,,,,,,,,5716,7334,2094,999 -,,,,,,,,5717,7461,2131,1017 -,,,,,,,,5718,8007,2287,1091 -,,,,,,,,5719,8846,2527,1206 -,,,,,,,,5720,9844,2811,1342 -,,,,,,,,5721,10678,3050,1456 -,,,,,,,,5722,11367,3246,1550 -,,,,,,,,5723,11966,3417,1631 -,,,,,,,,5724,12465,3560,1700 -,,,,,,,,5725,12840,3667,1751 -,,,,,,,,5726,13232,3779,1804 -,,,,,,,,5727,13424,3834,1830 -,,,,,,,,5728,13450,3842,1834 -,,,,,,,,5729,13416,3832,1829 -,,,,,,,,5730,13242,3782,1806 -,,,,,,,,5731,12911,3687,1760 -,,,,,,,,5732,12922,3691,1762 -,,,,,,,,5733,12906,3686,1760 -,,,,,,,,5734,12173,3476,1660 -,,,,,,,,5735,11104,3171,1514 -,,,,,,,,5736,10108,2887,1378 -,,,,,,,,5737,9408,2687,1282 -,,,,,,,,5738,8963,2559,1222 -,,,,,,,,5739,8697,2484,1186 -,,,,,,,,5740,8595,2454,1171 -,,,,,,,,5741,8748,2499,1192 -,,,,,,,,5742,9399,2684,1282 -,,,,,,,,5743,10515,3003,1434 -,,,,,,,,5744,11457,3272,1562 -,,,,,,,,5745,11999,3427,1636 -,,,,,,,,5746,12342,3525,1682 -,,,,,,,,5747,12680,3621,1729 -,,,,,,,,5748,13070,3733,1782 -,,,,,,,,5749,13404,3828,1827 -,,,,,,,,5750,13783,3937,1879 -,,,,,,,,5751,14024,4005,1912 -,,,,,,,,5752,14106,4028,1923 -,,,,,,,,5753,14132,4036,1927 -,,,,,,,,5754,13934,3979,1900 -,,,,,,,,5755,13389,3824,1826 -,,,,,,,,5756,13155,3757,1793 -,,,,,,,,5757,12985,3708,1771 -,,,,,,,,5758,12030,3436,1641 -,,,,,,,,5759,10758,3072,1467 -,,,,,,,,5760,9594,2740,1308 -,,,,,,,,5761,8689,2481,1185 -,,,,,,,,5762,8135,2324,1109 -,,,,,,,,5763,7751,2214,1056 -,,,,,,,,5764,7548,2155,1029 -,,,,,,,,5765,7569,2162,1032 -,,,,,,,,5766,8077,2307,1101 -,,,,,,,,5767,8928,2550,1217 -,,,,,,,,5768,9764,2789,1331 -,,,,,,,,5769,10284,2937,1402 -,,,,,,,,5770,10659,3044,1453 -,,,,,,,,5771,10971,3133,1496 -,,,,,,,,5772,11163,3188,1522 -,,,,,,,,5773,11293,3226,1540 -,,,,,,,,5774,11461,3273,1563 -,,,,,,,,5775,11563,3302,1576 -,,,,,,,,5776,11628,3321,1585 -,,,,,,,,5777,11704,3342,1595 -,,,,,,,,5778,11646,3326,1588 -,,,,,,,,5779,11319,3233,1543 -,,,,,,,,5780,11209,3201,1528 -,,,,,,,,5781,11142,3182,1519 -,,,,,,,,5782,10343,2954,1410 -,,,,,,,,5783,9262,2645,1262 -,,,,,,,,5784,8261,2359,1126 -,,,,,,,,5785,7589,2168,1035 -,,,,,,,,5786,7177,2049,979 -,,,,,,,,5787,6931,1979,944 -,,,,,,,,5788,6834,1952,932 -,,,,,,,,5789,6949,1984,947 -,,,,,,,,5790,7507,2144,1023 -,,,,,,,,5791,8437,2409,1151 -,,,,,,,,5792,9308,2659,1269 -,,,,,,,,5793,9933,2837,1354 -,,,,,,,,5794,10443,2983,1424 -,,,,,,,,5795,10894,3111,1485 -,,,,,,,,5796,11181,3194,1525 -,,,,,,,,5797,11371,3247,1550 -,,,,,,,,5798,11619,3318,1584 -,,,,,,,,5799,11758,3358,1603 -,,,,,,,,5800,11851,3385,1615 -,,,,,,,,5801,11920,3405,1625 -,,,,,,,,5802,11794,3368,1608 -,,,,,,,,5803,11447,3269,1560 -,,,,,,,,5804,11463,3274,1563 -,,,,,,,,5805,11445,3269,1560 -,,,,,,,,5806,10697,3055,1459 -,,,,,,,,5807,9656,2758,1317 -,,,,,,,,5808,8719,2490,1188 -,,,,,,,,5809,8020,2290,1093 -,,,,,,,,5810,7558,2158,1030 -,,,,,,,,5811,7296,2083,994 -,,,,,,,,5812,7181,2051,979 -,,,,,,,,5813,7285,2081,993 -,,,,,,,,5814,7830,2236,1067 -,,,,,,,,5815,8688,2481,1184 -,,,,,,,,5816,9589,2739,1308 -,,,,,,,,5817,10348,2955,1411 -,,,,,,,,5818,10986,3138,1498 -,,,,,,,,5819,11555,3301,1575 -,,,,,,,,5820,12029,3436,1640 -,,,,,,,,5821,12365,3531,1686 -,,,,,,,,5822,12763,3646,1740 -,,,,,,,,5823,12988,3710,1771 -,,,,,,,,5824,13109,3744,1787 -,,,,,,,,5825,13134,3751,1791 -,,,,,,,,5826,13017,3717,1775 -,,,,,,,,5827,12609,3602,1719 -,,,,,,,,5828,12453,3556,1698 -,,,,,,,,5829,12353,3528,1684 -,,,,,,,,5830,11688,3338,1594 -,,,,,,,,5831,10787,3081,1470 -,,,,,,,,5832,9800,2799,1336 -,,,,,,,,5833,8900,2542,1213 -,,,,,,,,5834,8470,2419,1155 -,,,,,,,,5835,8173,2334,1114 -,,,,,,,,5836,7967,2275,1086 -,,,,,,,,5837,7870,2248,1073 -,,,,,,,,5838,7990,2282,1089 -,,,,,,,,5839,8198,2341,1117 -,,,,,,,,5840,8827,2521,1203 -,,,,,,,,5841,9760,2788,1331 -,,,,,,,,5842,10560,3016,1439 -,,,,,,,,5843,11105,3171,1514 -,,,,,,,,5844,11474,3277,1565 -,,,,,,,,5845,11661,3331,1590 -,,,,,,,,5846,11684,3337,1593 -,,,,,,,,5847,11646,3326,1588 -,,,,,,,,5848,11548,3298,1575 -,,,,,,,,5849,11476,3278,1565 -,,,,,,,,5850,11284,3223,1539 -,,,,,,,,5851,10909,3116,1488 -,,,,,,,,5852,10830,3093,1476 -,,,,,,,,5853,10726,3063,1462 -,,,,,,,,5854,10169,2905,1387 -,,,,,,,,5855,9406,2686,1282 -,,,,,,,,5856,8594,2454,1171 -,,,,,,,,5857,7934,2266,1081 -,,,,,,,,5858,7502,2143,1023 -,,,,,,,,5859,7216,2061,984 -,,,,,,,,5860,7063,2018,963 -,,,,,,,,5861,7000,1999,954 -,,,,,,,,5862,7071,2019,964 -,,,,,,,,5863,7168,2048,977 -,,,,,,,,5864,7634,2180,1040 -,,,,,,,,5865,8385,2394,1143 -,,,,,,,,5866,9027,2578,1231 -,,,,,,,,5867,9466,2704,1291 -,,,,,,,,5868,9769,2790,1332 -,,,,,,,,5869,10015,2860,1365 -,,,,,,,,5870,10116,2890,1379 -,,,,,,,,5871,10172,2905,1387 -,,,,,,,,5872,10191,2910,1389 -,,,,,,,,5873,10210,2916,1392 -,,,,,,,,5874,10225,2920,1394 -,,,,,,,,5875,10078,2879,1374 -,,,,,,,,5876,10127,2893,1381 -,,,,,,,,5877,10072,2877,1373 -,,,,,,,,5878,9582,2736,1307 -,,,,,,,,5879,8888,2539,1212 -,,,,,,,,5880,8142,2325,1110 -,,,,,,,,5881,7547,2155,1029 -,,,,,,,,5882,7150,2042,974 -,,,,,,,,5883,6905,1973,941 -,,,,,,,,5884,6784,1938,924 -,,,,,,,,5885,6794,1941,926 -,,,,,,,,5886,6988,1996,953 -,,,,,,,,5887,7209,2058,983 -,,,,,,,,5888,7658,2187,1044 -,,,,,,,,5889,8383,2394,1143 -,,,,,,,,5890,9091,2596,1239 -,,,,,,,,5891,9592,2740,1308 -,,,,,,,,5892,9917,2832,1352 -,,,,,,,,5893,10094,2883,1376 -,,,,,,,,5894,10204,2915,1391 -,,,,,,,,5895,10277,2935,1401 -,,,,,,,,5896,10346,2955,1410 -,,,,,,,,5897,10475,2991,1428 -,,,,,,,,5898,10566,3018,1440 -,,,,,,,,5899,10476,2992,1428 -,,,,,,,,5900,10695,3055,1458 -,,,,,,,,5901,10650,3041,1452 -,,,,,,,,5902,9894,2826,1349 -,,,,,,,,5903,8919,2548,1216 -,,,,,,,,5904,8067,2304,1100 -,,,,,,,,5905,7512,2145,1024 -,,,,,,,,5906,7187,2053,979 -,,,,,,,,5907,7036,2009,959 -,,,,,,,,5908,7009,2002,955 -,,,,,,,,5909,7187,2053,979 -,,,,,,,,5910,7883,2252,1075 -,,,,,,,,5911,9145,2612,1247 -,,,,,,,,5912,10061,2874,1372 -,,,,,,,,5913,10562,3016,1440 -,,,,,,,,5914,10966,3132,1495 -,,,,,,,,5915,11295,3226,1540 -,,,,,,,,5916,11462,3274,1563 -,,,,,,,,5917,11531,3294,1572 -,,,,,,,,5918,11610,3316,1583 -,,,,,,,,5919,11591,3311,1580 -,,,,,,,,5920,11637,3324,1586 -,,,,,,,,5921,11741,3353,1600 -,,,,,,,,5922,11872,3391,1619 -,,,,,,,,5923,11910,3401,1624 -,,,,,,,,5924,12123,3462,1653 -,,,,,,,,5925,11950,3413,1629 -,,,,,,,,5926,11234,3209,1531 -,,,,,,,,5927,10226,2920,1394 -,,,,,,,,5928,9316,2660,1270 -,,,,,,,,5929,8698,2484,1186 -,,,,,,,,5930,8348,2384,1138 -,,,,,,,,5931,8179,2336,1115 -,,,,,,,,5932,8142,2325,1110 -,,,,,,,,5933,8349,2384,1138 -,,,,,,,,5934,9085,2594,1238 -,,,,,,,,5935,10443,2983,1424 -,,,,,,,,5936,11421,3262,1557 -,,,,,,,,5937,11958,3415,1631 -,,,,,,,,5938,12381,3536,1688 -,,,,,,,,5939,12594,3597,1717 -,,,,,,,,5940,12653,3614,1725 -,,,,,,,,5941,12640,3610,1723 -,,,,,,,,5942,12733,3637,1736 -,,,,,,,,5943,12829,3664,1749 -,,,,,,,,5944,12874,3677,1755 -,,,,,,,,5945,12987,3709,1771 -,,,,,,,,5946,12971,3704,1768 -,,,,,,,,5947,12738,3638,1737 -,,,,,,,,5948,12792,3653,1744 -,,,,,,,,5949,12541,3581,1710 -,,,,,,,,5950,11639,3324,1587 -,,,,,,,,5951,10435,2980,1423 -,,,,,,,,5952,9353,2671,1275 -,,,,,,,,5953,8552,2442,1166 -,,,,,,,,5954,8057,2301,1098 -,,,,,,,,5955,7773,2220,1060 -,,,,,,,,5956,7652,2185,1043 -,,,,,,,,5957,7768,2219,1059 -,,,,,,,,5958,8389,2396,1144 -,,,,,,,,5959,9517,2718,1298 -,,,,,,,,5960,10359,2959,1412 -,,,,,,,,5961,10851,3099,1479 -,,,,,,,,5962,11262,3216,1535 -,,,,,,,,5963,11646,3326,1588 -,,,,,,,,5964,11875,3391,1619 -,,,,,,,,5965,11983,3422,1634 -,,,,,,,,5966,12241,3496,1669 -,,,,,,,,5967,12441,3553,1696 -,,,,,,,,5968,12539,3581,1710 -,,,,,,,,5969,12547,3584,1711 -,,,,,,,,5970,12386,3537,1689 -,,,,,,,,5971,12149,3470,1656 -,,,,,,,,5972,12379,3536,1688 -,,,,,,,,5973,12210,3487,1665 -,,,,,,,,5974,11389,3253,1553 -,,,,,,,,5975,10267,2932,1400 -,,,,,,,,5976,9241,2639,1260 -,,,,,,,,5977,8530,2436,1163 -,,,,,,,,5978,8091,2311,1103 -,,,,,,,,5979,7826,2235,1067 -,,,,,,,,5980,7696,2199,1050 -,,,,,,,,5981,7832,2237,1068 -,,,,,,,,5982,8472,2419,1155 -,,,,,,,,5983,9618,2747,1311 -,,,,,,,,5984,10499,2999,1431 -,,,,,,,,5985,11114,3174,1515 -,,,,,,,,5986,11695,3341,1595 -,,,,,,,,5987,12264,3503,1672 -,,,,,,,,5988,12797,3655,1745 -,,,,,,,,5989,13170,3761,1796 -,,,,,,,,5990,13503,3857,1841 -,,,,,,,,5991,13742,3925,1873 -,,,,,,,,5992,13848,3955,1888 -,,,,,,,,5993,13844,3954,1888 -,,,,,,,,5994,13545,3868,1847 -,,,,,,,,5995,13090,3738,1785 -,,,,,,,,5996,13095,3740,1786 -,,,,,,,,5997,12818,3661,1747 -,,,,,,,,5998,12044,3440,1642 -,,,,,,,,5999,11020,3147,1503 -,,,,,,,,6000,9981,2850,1361 -,,,,,,,,6001,9195,2626,1253 -,,,,,,,,6002,8670,2476,1182 -,,,,,,,,6003,8355,2386,1139 -,,,,,,,,6004,8180,2336,1116 -,,,,,,,,6005,8151,2328,1111 -,,,,,,,,6006,8389,2396,1144 -,,,,,,,,6007,8754,2500,1193 -,,,,,,,,6008,9371,2676,1277 -,,,,,,,,6009,10278,2935,1401 -,,,,,,,,6010,11036,3152,1504 -,,,,,,,,6011,11592,3311,1580 -,,,,,,,,6012,11897,3397,1622 -,,,,,,,,6013,12052,3442,1643 -,,,,,,,,6014,12081,3451,1647 -,,,,,,,,6015,12057,3443,1644 -,,,,,,,,6016,12023,3433,1639 -,,,,,,,,6017,12015,3431,1638 -,,,,,,,,6018,12007,3429,1637 -,,,,,,,,6019,12024,3434,1640 -,,,,,,,,6020,12093,3453,1649 -,,,,,,,,6021,11730,3350,1600 -,,,,,,,,6022,11030,3150,1504 -,,,,,,,,6023,10037,2866,1368 -,,,,,,,,6024,9011,2574,1228 -,,,,,,,,6025,8254,2357,1126 -,,,,,,,,6026,7746,2212,1056 -,,,,,,,,6027,7383,2109,1006 -,,,,,,,,6028,7171,2048,978 -,,,,,,,,6029,7078,2021,964 -,,,,,,,,6030,7146,2041,974 -,,,,,,,,6031,7318,2090,998 -,,,,,,,,6032,7673,2191,1046 -,,,,,,,,6033,8297,2369,1131 -,,,,,,,,6034,8843,2525,1206 -,,,,,,,,6035,9180,2622,1252 -,,,,,,,,6036,9402,2685,1282 -,,,,,,,,6037,9572,2734,1305 -,,,,,,,,6038,9583,2737,1307 -,,,,,,,,6039,9638,2752,1314 -,,,,,,,,6040,9729,2779,1327 -,,,,,,,,6041,9908,2830,1351 -,,,,,,,,6042,10054,2871,1371 -,,,,,,,,6043,10017,2861,1366 -,,,,,,,,6044,10275,2935,1401 -,,,,,,,,6045,10090,2881,1376 -,,,,,,,,6046,9364,2675,1277 -,,,,,,,,6047,8473,2419,1155 -,,,,,,,,6048,7662,2189,1045 -,,,,,,,,6049,7105,2029,969 -,,,,,,,,6050,6773,1934,923 -,,,,,,,,6051,6591,1883,899 -,,,,,,,,6052,6544,1869,892 -,,,,,,,,6053,6712,1917,915 -,,,,,,,,6054,7351,2099,1002 -,,,,,,,,6055,8428,2407,1149 -,,,,,,,,6056,9177,2621,1251 -,,,,,,,,6057,9611,2745,1310 -,,,,,,,,6058,9949,2842,1357 -,,,,,,,,6059,10231,2922,1395 -,,,,,,,,6060,10363,2960,1413 -,,,,,,,,6061,10354,2957,1412 -,,,,,,,,6062,10352,2956,1411 -,,,,,,,,6063,10256,2929,1398 -,,,,,,,,6064,10153,2900,1384 -,,,,,,,,6065,10137,2895,1382 -,,,,,,,,6066,10121,2890,1380 -,,,,,,,,6067,10033,2865,1368 -,,,,,,,,6068,10293,2940,1403 -,,,,,,,,6069,10027,2864,1367 -,,,,,,,,6070,9245,2640,1261 -,,,,,,,,6071,8259,2359,1126 -,,,,,,,,6072,7385,2109,1007 -,,,,,,,,6073,6833,1952,931 -,,,,,,,,6074,6505,1858,887 -,,,,,,,,6075,6326,1807,863 -,,,,,,,,6076,6285,1795,857 -,,,,,,,,6077,6447,1841,878 -,,,,,,,,6078,7087,2024,966 -,,,,,,,,6079,8159,2330,1112 -,,,,,,,,6080,8886,2538,1212 -,,,,,,,,6081,9243,2639,1260 -,,,,,,,,6082,9537,2724,1300 -,,,,,,,,6083,9788,2795,1334 -,,,,,,,,6084,9951,2842,1357 -,,,,,,,,6085,10028,2864,1367 -,,,,,,,,6086,10152,2900,1384 -,,,,,,,,6087,10168,2904,1386 -,,,,,,,,6088,10174,2906,1387 -,,,,,,,,6089,10216,2918,1393 -,,,,,,,,6090,10216,2918,1393 -,,,,,,,,6091,10112,2888,1378 -,,,,,,,,6092,10407,2972,1418 -,,,,,,,,6093,10156,2900,1384 -,,,,,,,,6094,9358,2673,1276 -,,,,,,,,6095,8353,2385,1139 -,,,,,,,,6096,7474,2134,1019 -,,,,,,,,6097,6884,1966,939 -,,,,,,,,6098,6554,1872,893 -,,,,,,,,6099,6386,1823,870 -,,,,,,,,6100,6338,1810,864 -,,,,,,,,6101,6488,1853,884 -,,,,,,,,6102,7116,2033,970 -,,,,,,,,6103,8236,2352,1123 -,,,,,,,,6104,8979,2564,1224 -,,,,,,,,6105,9336,2666,1272 -,,,,,,,,6106,9676,2764,1319 -,,,,,,,,6107,10036,2866,1368 -,,,,,,,,6108,10290,2939,1403 -,,,,,,,,6109,10425,2977,1421 -,,,,,,,,6110,10605,3029,1446 -,,,,,,,,6111,10656,3043,1453 -,,,,,,,,6112,10692,3054,1458 -,,,,,,,,6113,10735,3065,1464 -,,,,,,,,6114,10694,3054,1458 -,,,,,,,,6115,10534,3009,1436 -,,,,,,,,6116,10838,3095,1478 -,,,,,,,,6117,10562,3016,1440 -,,,,,,,,6118,9763,2788,1331 -,,,,,,,,6119,8754,2500,1193 -,,,,,,,,6120,7826,2235,1067 -,,,,,,,,6121,7215,2060,984 -,,,,,,,,6122,6861,1959,935 -,,,,,,,,6123,6677,1907,910 -,,,,,,,,6124,6607,1887,901 -,,,,,,,,6125,6751,1928,920 -,,,,,,,,6126,7369,2104,1004 -,,,,,,,,6127,8492,2425,1157 -,,,,,,,,6128,9257,2644,1262 -,,,,,,,,6129,9757,2786,1330 -,,,,,,,,6130,10184,2909,1388 -,,,,,,,,6131,10600,3027,1445 -,,,,,,,,6132,10917,3118,1489 -,,,,,,,,6133,11116,3175,1515 -,,,,,,,,6134,11355,3243,1548 -,,,,,,,,6135,11460,3273,1562 -,,,,,,,,6136,11536,3295,1573 -,,,,,,,,6137,11582,3308,1579 -,,,,,,,,6138,11458,3272,1562 -,,,,,,,,6139,11216,3203,1530 -,,,,,,,,6140,11466,3275,1563 -,,,,,,,,6141,11167,3190,1523 -,,,,,,,,6142,10329,2950,1408 -,,,,,,,,6143,9259,2645,1262 -,,,,,,,,6144,8286,2366,1130 -,,,,,,,,6145,7606,2172,1037 -,,,,,,,,6146,7205,2058,982 -,,,,,,,,6147,6969,1990,950 -,,,,,,,,6148,6882,1965,938 -,,,,,,,,6149,7002,2000,954 -,,,,,,,,6150,7605,2172,1036 -,,,,,,,,6151,8704,2486,1186 -,,,,,,,,6152,9477,2707,1292 -,,,,,,,,6153,10008,2859,1364 -,,,,,,,,6154,10485,2995,1429 -,,,,,,,,6155,10927,3120,1489 -,,,,,,,,6156,11260,3216,1535 -,,,,,,,,6157,11476,3277,1565 -,,,,,,,,6158,11715,3346,1597 -,,,,,,,,6159,11803,3371,1609 -,,,,,,,,6160,11789,3366,1607 -,,,,,,,,6161,11697,3341,1595 -,,,,,,,,6162,11374,3248,1550 -,,,,,,,,6163,11025,3149,1503 -,,,,,,,,6164,11167,3190,1523 -,,,,,,,,6165,10839,3095,1478 -,,,,,,,,6166,10183,2908,1388 -,,,,,,,,6167,9304,2657,1268 -,,,,,,,,6168,8418,2404,1147 -,,,,,,,,6169,7742,2211,1055 -,,,,,,,,6170,7327,2093,999 -,,,,,,,,6171,7086,2023,966 -,,,,,,,,6172,6954,1986,948 -,,,,,,,,6173,6956,1987,949 -,,,,,,,,6174,7174,2048,978 -,,,,,,,,6175,7518,2147,1025 -,,,,,,,,6176,8043,2297,1096 -,,,,,,,,6177,8721,2490,1189 -,,,,,,,,6178,9179,2621,1252 -,,,,,,,,6179,9396,2684,1281 -,,,,,,,,6180,9462,2702,1290 -,,,,,,,,6181,9456,2700,1289 -,,,,,,,,6182,9389,2681,1280 -,,,,,,,,6183,9310,2659,1269 -,,,,,,,,6184,9271,2648,1264 -,,,,,,,,6185,9292,2654,1267 -,,,,,,,,6186,9294,2655,1267 -,,,,,,,,6187,9244,2640,1260 -,,,,,,,,6188,9502,2714,1295 -,,,,,,,,6189,9270,2648,1264 -,,,,,,,,6190,8736,2494,1191 -,,,,,,,,6191,8058,2301,1099 -,,,,,,,,6192,7346,2098,1001 -,,,,,,,,6193,6803,1943,928 -,,,,,,,,6194,6456,1843,880 -,,,,,,,,6195,6238,1782,850 -,,,,,,,,6196,6116,1747,833 -,,,,,,,,6197,6107,1744,833 -,,,,,,,,6198,6236,1781,850 -,,,,,,,,6199,6434,1838,877 -,,,,,,,,6200,6883,1966,939 -,,,,,,,,6201,7581,2165,1034 -,,,,,,,,6202,8111,2317,1106 -,,,,,,,,6203,8427,2407,1149 -,,,,,,,,6204,8605,2457,1173 -,,,,,,,,6205,8728,2492,1190 -,,,,,,,,6206,8723,2491,1189 -,,,,,,,,6207,8721,2491,1189 -,,,,,,,,6208,8771,2504,1196 -,,,,,,,,6209,8918,2547,1216 -,,,,,,,,6210,9142,2611,1247 -,,,,,,,,6211,9235,2637,1259 -,,,,,,,,6212,9620,2747,1312 -,,,,,,,,6213,9322,2662,1271 -,,,,,,,,6214,8617,2461,1175 -,,,,,,,,6215,7793,2225,1062 -,,,,,,,,6216,7060,2016,963 -,,,,,,,,6217,6581,1879,897 -,,,,,,,,6218,6311,1803,860 -,,,,,,,,6219,6167,1761,841 -,,,,,,,,6220,6156,1758,839 -,,,,,,,,6221,6337,1810,863 -,,,,,,,,6222,6990,1997,953 -,,,,,,,,6223,8084,2309,1102 -,,,,,,,,6224,8823,2520,1203 -,,,,,,,,6225,9243,2639,1260 -,,,,,,,,6226,9578,2735,1306 -,,,,,,,,6227,9896,2826,1349 -,,,,,,,,6228,10088,2881,1375 -,,,,,,,,6229,10186,2910,1388 -,,,,,,,,6230,10324,2949,1408 -,,,,,,,,6231,10363,2960,1413 -,,,,,,,,6232,10374,2963,1414 -,,,,,,,,6233,10401,2970,1418 -,,,,,,,,6234,10419,2975,1420 -,,,,,,,,6235,10397,2970,1418 -,,,,,,,,6236,10738,3066,1464 -,,,,,,,,6237,10335,2951,1409 -,,,,,,,,6238,9517,2718,1298 -,,,,,,,,6239,8510,2430,1160 -,,,,,,,,6240,7628,2179,1040 -,,,,,,,,6241,7060,2017,963 -,,,,,,,,6242,6715,1918,915 -,,,,,,,,6243,6531,1865,890 -,,,,,,,,6244,6496,1855,885 -,,,,,,,,6245,6675,1907,910 -,,,,,,,,6246,7353,2100,1002 -,,,,,,,,6247,8559,2444,1166 -,,,,,,,,6248,9377,2678,1278 -,,,,,,,,6249,9834,2809,1341 -,,,,,,,,6250,10178,2907,1388 -,,,,,,,,6251,10492,2996,1430 -,,,,,,,,6252,10660,3045,1454 -,,,,,,,,6253,10721,3062,1462 -,,,,,,,,6254,10822,3091,1475 -,,,,,,,,6255,10789,3081,1471 -,,,,,,,,6256,10771,3076,1469 -,,,,,,,,6257,10897,3112,1485 -,,,,,,,,6258,11077,3164,1510 -,,,,,,,,6259,11211,3202,1529 -,,,,,,,,6260,11322,3234,1544 -,,,,,,,,6261,10907,3115,1487 -,,,,,,,,6262,10121,2890,1380 -,,,,,,,,6263,9136,2609,1246 -,,,,,,,,6264,8290,2368,1130 -,,,,,,,,6265,7701,2199,1050 -,,,,,,,,6266,7349,2099,1002 -,,,,,,,,6267,7136,2038,973 -,,,,,,,,6268,7048,2013,961 -,,,,,,,,6269,7146,2041,974 -,,,,,,,,6270,7725,2207,1053 -,,,,,,,,6271,8858,2530,1207 -,,,,,,,,6272,9564,2731,1304 -,,,,,,,,6273,9817,2804,1338 -,,,,,,,,6274,9991,2854,1363 -,,,,,,,,6275,10172,2905,1387 -,,,,,,,,6276,10290,2939,1403 -,,,,,,,,6277,10319,2947,1407 -,,,,,,,,6278,10390,2967,1417 -,,,,,,,,6279,10345,2955,1410 -,,,,,,,,6280,10288,2938,1403 -,,,,,,,,6281,10273,2934,1401 -,,,,,,,,6282,10190,2910,1389 -,,,,,,,,6283,10114,2889,1379 -,,,,,,,,6284,10460,2987,1426 -,,,,,,,,6285,10098,2884,1377 -,,,,,,,,6286,9324,2663,1271 -,,,,,,,,6287,8311,2374,1133 -,,,,,,,,6288,7446,2127,1015 -,,,,,,,,6289,6852,1957,934 -,,,,,,,,6290,6528,1864,890 -,,,,,,,,6291,6352,1813,866 -,,,,,,,,6292,6300,1799,858 -,,,,,,,,6293,6464,1846,881 -,,,,,,,,6294,7103,2028,969 -,,,,,,,,6295,8272,2363,1128 -,,,,,,,,6296,8961,2559,1222 -,,,,,,,,6297,9270,2647,1264 -,,,,,,,,6298,9497,2712,1295 -,,,,,,,,6299,9725,2777,1326 -,,,,,,,,6300,9828,2807,1340 -,,,,,,,,6301,9828,2807,1340 -,,,,,,,,6302,9897,2827,1349 -,,,,,,,,6303,9850,2813,1343 -,,,,,,,,6304,9775,2791,1332 -,,,,,,,,6305,9759,2787,1330 -,,,,,,,,6306,9755,2785,1330 -,,,,,,,,6307,9821,2805,1338 -,,,,,,,,6308,10216,2918,1393 -,,,,,,,,6309,9899,2827,1349 -,,,,,,,,6310,9176,2620,1251 -,,,,,,,,6311,8219,2347,1120 -,,,,,,,,6312,7353,2100,1002 -,,,,,,,,6313,6784,1938,924 -,,,,,,,,6314,6472,1848,882 -,,,,,,,,6315,6306,1801,859 -,,,,,,,,6316,6263,1788,853 -,,,,,,,,6317,6421,1833,875 -,,,,,,,,6318,7043,2012,960 -,,,,,,,,6319,8240,2354,1123 -,,,,,,,,6320,8962,2559,1222 -,,,,,,,,6321,9291,2654,1267 -,,,,,,,,6322,9519,2719,1298 -,,,,,,,,6323,9705,2772,1323 -,,,,,,,,6324,9764,2789,1331 -,,,,,,,,6325,9780,2793,1333 -,,,,,,,,6326,9797,2798,1336 -,,,,,,,,6327,9753,2785,1329 -,,,,,,,,6328,9693,2768,1322 -,,,,,,,,6329,9664,2760,1318 -,,,,,,,,6330,9594,2740,1308 -,,,,,,,,6331,9614,2745,1311 -,,,,,,,,6332,9900,2828,1350 -,,,,,,,,6333,9584,2737,1307 -,,,,,,,,6334,8975,2563,1223 -,,,,,,,,6335,8193,2339,1117 -,,,,,,,,6336,7395,2112,1008 -,,,,,,,,6337,6817,1947,929 -,,,,,,,,6338,6472,1848,882 -,,,,,,,,6339,6275,1792,855 -,,,,,,,,6340,6205,1772,846 -,,,,,,,,6341,6224,1778,848 -,,,,,,,,6342,6446,1841,878 -,,,,,,,,6343,6869,1962,936 -,,,,,,,,6344,7419,2119,1011 -,,,,,,,,6345,8119,2319,1107 -,,,,,,,,6346,8605,2458,1173 -,,,,,,,,6347,8856,2529,1207 -,,,,,,,,6348,8928,2550,1217 -,,,,,,,,6349,8926,2549,1217 -,,,,,,,,6350,8861,2531,1208 -,,,,,,,,6351,8833,2523,1204 -,,,,,,,,6352,8831,2522,1204 -,,,,,,,,6353,8917,2547,1216 -,,,,,,,,6354,9046,2584,1233 -,,,,,,,,6355,9261,2645,1262 -,,,,,,,,6356,9555,2729,1302 -,,,,,,,,6357,9280,2650,1265 -,,,,,,,,6358,8816,2518,1202 -,,,,,,,,6359,8170,2333,1114 -,,,,,,,,6360,7473,2134,1019 -,,,,,,,,6361,6985,1995,952 -,,,,,,,,6362,6616,1889,902 -,,,,,,,,6363,6403,1828,873 -,,,,,,,,6364,6295,1798,858 -,,,,,,,,6365,6265,1789,854 -,,,,,,,,6366,6390,1825,871 -,,,,,,,,6367,6614,1889,902 -,,,,,,,,6368,7001,1999,954 -,,,,,,,,6369,7656,2187,1044 -,,,,,,,,6370,8168,2333,1114 -,,,,,,,,6371,8466,2418,1154 -,,,,,,,,6372,8621,2462,1175 -,,,,,,,,6373,8680,2479,1183 -,,,,,,,,6374,8645,2469,1179 -,,,,,,,,6375,8623,2463,1176 -,,,,,,,,6376,8654,2471,1180 -,,,,,,,,6377,8782,2508,1197 -,,,,,,,,6378,9006,2572,1227 -,,,,,,,,6379,9215,2632,1257 -,,,,,,,,6380,9599,2741,1308 -,,,,,,,,6381,9233,2637,1259 -,,,,,,,,6382,8526,2435,1162 -,,,,,,,,6383,7755,2215,1057 -,,,,,,,,6384,7018,2004,957 -,,,,,,,,6385,6482,1851,883 -,,,,,,,,6386,6173,1763,842 -,,,,,,,,6387,6027,1721,822 -,,,,,,,,6388,6010,1716,819 -,,,,,,,,6389,6194,1769,844 -,,,,,,,,6390,6870,1962,936 -,,,,,,,,6391,8095,2312,1104 -,,,,,,,,6392,8847,2527,1206 -,,,,,,,,6393,9186,2624,1252 -,,,,,,,,6394,9431,2694,1286 -,,,,,,,,6395,9638,2753,1314 -,,,,,,,,6396,9755,2786,1330 -,,,,,,,,6397,9773,2791,1332 -,,,,,,,,6398,9809,2801,1338 -,,,,,,,,6399,9733,2780,1327 -,,,,,,,,6400,9658,2758,1317 -,,,,,,,,6401,9665,2760,1318 -,,,,,,,,6402,9762,2788,1331 -,,,,,,,,6403,9948,2841,1356 -,,,,,,,,6404,10290,2939,1403 -,,,,,,,,6405,9840,2810,1342 -,,,,,,,,6406,9050,2584,1234 -,,,,,,,,6407,8079,2307,1101 -,,,,,,,,6408,7235,2066,986 -,,,,,,,,6409,6687,1910,912 -,,,,,,,,6410,6397,1827,872 -,,,,,,,,6411,6238,1782,850 -,,,,,,,,6412,6213,1774,847 -,,,,,,,,6413,6384,1823,870 -,,,,,,,,6414,7054,2014,962 -,,,,,,,,6415,8306,2372,1132 -,,,,,,,,6416,9023,2577,1230 -,,,,,,,,6417,9284,2651,1266 -,,,,,,,,6418,9473,2705,1292 -,,,,,,,,6419,9685,2766,1320 -,,,,,,,,6420,9773,2791,1332 -,,,,,,,,6421,9791,2796,1335 -,,,,,,,,6422,9850,2813,1343 -,,,,,,,,6423,9823,2805,1339 -,,,,,,,,6424,9786,2795,1334 -,,,,,,,,6425,9834,2809,1341 -,,,,,,,,6426,9877,2821,1347 -,,,,,,,,6427,10061,2874,1372 -,,,,,,,,6428,10383,2965,1416 -,,,,,,,,6429,9939,2839,1355 -,,,,,,,,6430,9197,2626,1254 -,,,,,,,,6431,8227,2349,1121 -,,,,,,,,6432,7399,2113,1009 -,,,,,,,,6433,6841,1953,933 -,,,,,,,,6434,6540,1868,892 -,,,,,,,,6435,6390,1825,871 -,,,,,,,,6436,6355,1815,866 -,,,,,,,,6437,6550,1871,893 -,,,,,,,,6438,7208,2058,983 -,,,,,,,,6439,8429,2407,1149 -,,,,,,,,6440,9201,2628,1254 -,,,,,,,,6441,9612,2745,1310 -,,,,,,,,6442,9927,2835,1353 -,,,,,,,,6443,10206,2915,1391 -,,,,,,,,6444,10325,2949,1408 -,,,,,,,,6445,10347,2955,1411 -,,,,,,,,6446,10380,2965,1415 -,,,,,,,,6447,10316,2946,1407 -,,,,,,,,6448,10218,2919,1393 -,,,,,,,,6449,10280,2936,1402 -,,,,,,,,6450,10446,2983,1424 -,,,,,,,,6451,10670,3047,1454 -,,,,,,,,6452,10774,3077,1469 -,,,,,,,,6453,10328,2950,1408 -,,,,,,,,6454,9580,2736,1306 -,,,,,,,,6455,8611,2459,1174 -,,,,,,,,6456,7745,2212,1055 -,,,,,,,,6457,7157,2044,975 -,,,,,,,,6458,6828,1950,931 -,,,,,,,,6459,6623,1892,903 -,,,,,,,,6460,6565,1875,895 -,,,,,,,,6461,6716,1918,915 -,,,,,,,,6462,7404,2114,1010 -,,,,,,,,6463,8655,2472,1180 -,,,,,,,,6464,9363,2675,1277 -,,,,,,,,6465,9676,2763,1319 -,,,,,,,,6466,9885,2824,1348 -,,,,,,,,6467,10067,2875,1373 -,,,,,,,,6468,10162,2902,1385 -,,,,,,,,6469,10169,2905,1387 -,,,,,,,,6470,10193,2911,1389 -,,,,,,,,6471,10130,2893,1381 -,,,,,,,,6472,10056,2872,1371 -,,,,,,,,6473,10027,2864,1367 -,,,,,,,,6474,9979,2850,1361 -,,,,,,,,6475,10143,2897,1383 -,,,,,,,,6476,10425,2977,1421 -,,,,,,,,6477,10008,2858,1364 -,,,,,,,,6478,9269,2647,1263 -,,,,,,,,6479,8323,2377,1135 -,,,,,,,,6480,7457,2129,1016 -,,,,,,,,6481,6870,1962,937 -,,,,,,,,6482,6531,1865,890 -,,,,,,,,6483,6348,1813,865 -,,,,,,,,6484,6304,1800,859 -,,,,,,,,6485,6460,1845,880 -,,,,,,,,6486,7072,2020,964 -,,,,,,,,6487,8317,2375,1134 -,,,,,,,,6488,9111,2602,1242 -,,,,,,,,6489,9483,2709,1292 -,,,,,,,,6490,9702,2770,1322 -,,,,,,,,6491,9868,2819,1345 -,,,,,,,,6492,9943,2840,1356 -,,,,,,,,6493,9924,2835,1353 -,,,,,,,,6494,9925,2835,1353 -,,,,,,,,6495,9825,2806,1339 -,,,,,,,,6496,9772,2790,1332 -,,,,,,,,6497,9811,2802,1338 -,,,,,,,,6498,9906,2830,1351 -,,,,,,,,6499,10059,2873,1372 -,,,,,,,,6500,10014,2860,1365 -,,,,,,,,6501,9580,2736,1306 -,,,,,,,,6502,8999,2570,1226 -,,,,,,,,6503,8249,2356,1125 -,,,,,,,,6504,7472,2134,1019 -,,,,,,,,6505,6874,1963,937 -,,,,,,,,6506,6522,1863,889 -,,,,,,,,6507,6319,1804,861 -,,,,,,,,6508,6221,1777,848 -,,,,,,,,6509,6240,1782,851 -,,,,,,,,6510,6485,1852,883 -,,,,,,,,6511,6945,1983,947 -,,,,,,,,6512,7528,2150,1026 -,,,,,,,,6513,8221,2348,1120 -,,,,,,,,6514,8709,2487,1187 -,,,,,,,,6515,8956,2558,1221 -,,,,,,,,6516,9003,2571,1227 -,,,,,,,,6517,8944,2555,1219 -,,,,,,,,6518,8800,2514,1200 -,,,,,,,,6519,8686,2480,1184 -,,,,,,,,6520,8619,2461,1175 -,,,,,,,,6521,8700,2484,1186 -,,,,,,,,6522,8897,2541,1213 -,,,,,,,,6523,9191,2625,1253 -,,,,,,,,6524,9270,2648,1264 -,,,,,,,,6525,8960,2559,1222 -,,,,,,,,6526,8493,2425,1158 -,,,,,,,,6527,7869,2247,1073 -,,,,,,,,6528,7184,2052,979 -,,,,,,,,6529,6650,1899,907 -,,,,,,,,6530,6310,1802,860 -,,,,,,,,6531,6116,1747,833 -,,,,,,,,6532,6015,1718,820 -,,,,,,,,6533,6017,1718,820 -,,,,,,,,6534,6164,1760,840 -,,,,,,,,6535,6484,1852,883 -,,,,,,,,6536,6919,1976,944 -,,,,,,,,6537,7611,2174,1038 -,,,,,,,,6538,8217,2347,1120 -,,,,,,,,6539,8598,2455,1172 -,,,,,,,,6540,8807,2515,1201 -,,,,,,,,6541,8901,2542,1213 -,,,,,,,,6542,8810,2516,1202 -,,,,,,,,6543,8748,2498,1192 -,,,,,,,,6544,8693,2483,1185 -,,,,,,,,6545,8816,2518,1202 -,,,,,,,,6546,9005,2572,1227 -,,,,,,,,6547,9370,2676,1277 -,,,,,,,,6548,9588,2738,1308 -,,,,,,,,6549,9206,2629,1255 -,,,,,,,,6550,8514,2431,1161 -,,,,,,,,6551,7732,2209,1054 -,,,,,,,,6552,7004,2000,954 -,,,,,,,,6553,6483,1852,883 -,,,,,,,,6554,6200,1771,845 -,,,,,,,,6555,6081,1737,829 -,,,,,,,,6556,6059,1730,826 -,,,,,,,,6557,6262,1788,853 -,,,,,,,,6558,6965,1989,949 -,,,,,,,,6559,8239,2353,1123 -,,,,,,,,6560,8967,2561,1222 -,,,,,,,,6561,9263,2645,1262 -,,,,,,,,6562,9483,2708,1292 -,,,,,,,,6563,9682,2765,1320 -,,,,,,,,6564,9771,2790,1332 -,,,,,,,,6565,9779,2793,1333 -,,,,,,,,6566,9784,2795,1334 -,,,,,,,,6567,9722,2776,1325 -,,,,,,,,6568,9661,2759,1317 -,,,,,,,,6569,9691,2767,1321 -,,,,,,,,6570,9852,2814,1343 -,,,,,,,,6571,10221,2919,1393 -,,,,,,,,6572,10419,2975,1420 -,,,,,,,,6573,9967,2846,1359 -,,,,,,,,6574,9184,2623,1252 -,,,,,,,,6575,8212,2345,1120 -,,,,,,,,6576,7338,2096,1000 -,,,,,,,,6577,6757,1929,921 -,,,,,,,,6578,6447,1841,878 -,,,,,,,,6579,6292,1797,858 -,,,,,,,,6580,6262,1788,853 -,,,,,,,,6581,6442,1840,878 -,,,,,,,,6582,7086,2023,966 -,,,,,,,,6583,8373,2391,1141 -,,,,,,,,6584,9087,2595,1239 -,,,,,,,,6585,9391,2682,1280 -,,,,,,,,6586,9616,2746,1311 -,,,,,,,,6587,9844,2811,1342 -,,,,,,,,6588,9981,2850,1361 -,,,,,,,,6589,9998,2855,1363 -,,,,,,,,6590,10029,2865,1368 -,,,,,,,,6591,9955,2843,1358 -,,,,,,,,6592,9902,2828,1350 -,,,,,,,,6593,9965,2846,1358 -,,,,,,,,6594,10180,2907,1388 -,,,,,,,,6595,10513,3002,1434 -,,,,,,,,6596,10524,3005,1435 -,,,,,,,,6597,10055,2871,1371 -,,,,,,,,6598,9314,2660,1270 -,,,,,,,,6599,8351,2385,1138 -,,,,,,,,6600,7497,2141,1022 -,,,,,,,,6601,6914,1974,943 -,,,,,,,,6602,6605,1887,900 -,,,,,,,,6603,6463,1846,881 -,,,,,,,,6604,6437,1838,878 -,,,,,,,,6605,6610,1888,901 -,,,,,,,,6606,7272,2077,991 -,,,,,,,,6607,8580,2450,1170 -,,,,,,,,6608,9413,2688,1283 -,,,,,,,,6609,9709,2773,1323 -,,,,,,,,6610,9944,2840,1356 -,,,,,,,,6611,10152,2900,1384 -,,,,,,,,6612,10248,2927,1397 -,,,,,,,,6613,10226,2920,1394 -,,,,,,,,6614,10244,2925,1397 -,,,,,,,,6615,10178,2907,1388 -,,,,,,,,6616,10136,2895,1382 -,,,,,,,,6617,10202,2914,1391 -,,,,,,,,6618,10409,2973,1419 -,,,,,,,,6619,10739,3067,1464 -,,,,,,,,6620,10724,3063,1462 -,,,,,,,,6621,10321,2948,1407 -,,,,,,,,6622,9539,2725,1301 -,,,,,,,,6623,8633,2465,1176 -,,,,,,,,6624,7762,2217,1058 -,,,,,,,,6625,7119,2033,970 -,,,,,,,,6626,6770,1933,923 -,,,,,,,,6627,6596,1884,899 -,,,,,,,,6628,6550,1871,893 -,,,,,,,,6629,6707,1916,914 -,,,,,,,,6630,7365,2103,1004 -,,,,,,,,6631,8690,2482,1185 -,,,,,,,,6632,9534,2723,1300 -,,,,,,,,6633,9858,2815,1344 -,,,,,,,,6634,10090,2882,1376 -,,,,,,,,6635,10284,2937,1402 -,,,,,,,,6636,10372,2962,1414 -,,,,,,,,6637,10346,2955,1410 -,,,,,,,,6638,10327,2950,1408 -,,,,,,,,6639,10220,2919,1393 -,,,,,,,,6640,10143,2897,1383 -,,,,,,,,6641,10201,2914,1391 -,,,,,,,,6642,10396,2969,1418 -,,,,,,,,6643,10709,3058,1460 -,,,,,,,,6644,10670,3047,1454 -,,,,,,,,6645,10245,2926,1397 -,,,,,,,,6646,9538,2724,1300 -,,,,,,,,6647,8614,2459,1174 -,,,,,,,,6648,7718,2204,1052 -,,,,,,,,6649,7112,2031,969 -,,,,,,,,6650,6763,1932,922 -,,,,,,,,6651,6565,1875,895 -,,,,,,,,6652,6513,1860,888 -,,,,,,,,6653,6665,1903,909 -,,,,,,,,6654,7258,2073,989 -,,,,,,,,6655,8475,2420,1156 -,,,,,,,,6656,9224,2635,1257 -,,,,,,,,6657,9576,2735,1306 -,,,,,,,,6658,9892,2825,1348 -,,,,,,,,6659,10180,2908,1388 -,,,,,,,,6660,10334,2951,1408 -,,,,,,,,6661,10361,2959,1413 -,,,,,,,,6662,10405,2971,1418 -,,,,,,,,6663,10361,2959,1413 -,,,,,,,,6664,10294,2940,1403 -,,,,,,,,6665,10214,2917,1393 -,,,,,,,,6666,10085,2880,1375 -,,,,,,,,6667,10302,2942,1404 -,,,,,,,,6668,10387,2966,1416 -,,,,,,,,6669,9970,2847,1359 -,,,,,,,,6670,9376,2678,1278 -,,,,,,,,6671,8601,2456,1172 -,,,,,,,,6672,7793,2225,1062 -,,,,,,,,6673,7165,2046,977 -,,,,,,,,6674,6760,1931,922 -,,,,,,,,6675,6530,1865,890 -,,,,,,,,6676,6427,1835,876 -,,,,,,,,6677,6430,1837,877 -,,,,,,,,6678,6633,1894,904 -,,,,,,,,6679,7079,2022,965 -,,,,,,,,6680,7591,2168,1035 -,,,,,,,,6681,8309,2373,1133 -,,,,,,,,6682,8834,2523,1204 -,,,,,,,,6683,9125,2606,1244 -,,,,,,,,6684,9270,2648,1264 -,,,,,,,,6685,9282,2651,1266 -,,,,,,,,6686,9212,2631,1256 -,,,,,,,,6687,9149,2613,1247 -,,,,,,,,6688,9114,2603,1242 -,,,,,,,,6689,9193,2625,1253 -,,,,,,,,6690,9369,2675,1277 -,,,,,,,,6691,9554,2729,1302 -,,,,,,,,6692,9457,2700,1289 -,,,,,,,,6693,9063,2588,1236 -,,,,,,,,6694,8574,2449,1169 -,,,,,,,,6695,7900,2256,1077 -,,,,,,,,6696,7209,2058,983 -,,,,,,,,6697,6656,1901,908 -,,,,,,,,6698,6311,1803,860 -,,,,,,,,6699,6115,1746,833 -,,,,,,,,6700,6027,1721,822 -,,,,,,,,6701,6028,1722,822 -,,,,,,,,6702,6158,1758,839 -,,,,,,,,6703,6450,1842,879 -,,,,,,,,6704,6856,1958,934 -,,,,,,,,6705,7512,2145,1024 -,,,,,,,,6706,7980,2279,1088 -,,,,,,,,6707,8235,2352,1122 -,,,,,,,,6708,8363,2389,1140 -,,,,,,,,6709,8453,2414,1152 -,,,,,,,,6710,8448,2413,1151 -,,,,,,,,6711,8450,2413,1152 -,,,,,,,,6712,8488,2424,1157 -,,,,,,,,6713,8644,2469,1178 -,,,,,,,,6714,8863,2531,1208 -,,,,,,,,6715,9321,2662,1271 -,,,,,,,,6716,9296,2655,1267 -,,,,,,,,6717,8942,2554,1219 -,,,,,,,,6718,8377,2392,1142 -,,,,,,,,6719,7701,2199,1050 -,,,,,,,,6720,7033,2008,959 -,,,,,,,,6721,6528,1864,890 -,,,,,,,,6722,6230,1779,849 -,,,,,,,,6723,6090,1739,830 -,,,,,,,,6724,6072,1734,827 -,,,,,,,,6725,6225,1778,848 -,,,,,,,,6726,6689,1910,912 -,,,,,,,,6727,7495,2140,1022 -,,,,,,,,6728,8192,2339,1117 -,,,,,,,,6729,8756,2501,1194 -,,,,,,,,6730,9137,2610,1246 -,,,,,,,,6731,9358,2673,1276 -,,,,,,,,6732,9429,2693,1286 -,,,,,,,,6733,9370,2676,1277 -,,,,,,,,6734,9324,2663,1271 -,,,,,,,,6735,9261,2645,1262 -,,,,,,,,6736,9202,2628,1254 -,,,,,,,,6737,9323,2663,1271 -,,,,,,,,6738,9661,2760,1318 -,,,,,,,,6739,10218,2918,1393 -,,,,,,,,6740,10256,2929,1398 -,,,,,,,,6741,9802,2799,1336 -,,,,,,,,6742,9048,2584,1233 -,,,,,,,,6743,8118,2319,1106 -,,,,,,,,6744,7289,2082,994 -,,,,,,,,6745,6718,1918,916 -,,,,,,,,6746,6412,1831,874 -,,,,,,,,6747,6271,1791,855 -,,,,,,,,6748,6251,1785,852 -,,,,,,,,6749,6441,1839,878 -,,,,,,,,6750,7129,2036,972 -,,,,,,,,6751,8475,2420,1156 -,,,,,,,,6752,9271,2648,1264 -,,,,,,,,6753,9514,2717,1297 -,,,,,,,,6754,9664,2760,1318 -,,,,,,,,6755,9782,2794,1333 -,,,,,,,,6756,9832,2808,1340 -,,,,,,,,6757,9795,2797,1335 -,,,,,,,,6758,9784,2795,1334 -,,,,,,,,6759,9695,2769,1322 -,,,,,,,,6760,9635,2751,1313 -,,,,,,,,6761,9721,2776,1325 -,,,,,,,,6762,10006,2858,1364 -,,,,,,,,6763,10501,2999,1432 -,,,,,,,,6764,10482,2994,1429 -,,,,,,,,6765,10012,2860,1365 -,,,,,,,,6766,9232,2636,1258 -,,,,,,,,6767,8251,2356,1125 -,,,,,,,,6768,7381,2108,1006 -,,,,,,,,6769,6823,1948,930 -,,,,,,,,6770,6517,1861,888 -,,,,,,,,6771,6367,1818,868 -,,,,,,,,6772,6331,1808,863 -,,,,,,,,6773,6506,1858,887 -,,,,,,,,6774,7168,2048,977 -,,,,,,,,6775,8501,2428,1159 -,,,,,,,,6776,9336,2666,1272 -,,,,,,,,6777,9573,2734,1305 -,,,,,,,,6778,9726,2778,1326 -,,,,,,,,6779,9869,2819,1345 -,,,,,,,,6780,9935,2838,1354 -,,,,,,,,6781,9920,2833,1353 -,,,,,,,,6782,9921,2834,1353 -,,,,,,,,6783,9864,2817,1345 -,,,,,,,,6784,9830,2807,1340 -,,,,,,,,6785,9937,2838,1355 -,,,,,,,,6786,10163,2902,1386 -,,,,,,,,6787,10544,3011,1438 -,,,,,,,,6788,10513,3002,1434 -,,,,,,,,6789,10044,2869,1369 -,,,,,,,,6790,9283,2651,1266 -,,,,,,,,6791,8311,2374,1133 -,,,,,,,,6792,7430,2122,1013 -,,,,,,,,6793,6848,1956,934 -,,,,,,,,6794,6538,1867,891 -,,,,,,,,6795,6368,1818,868 -,,,,,,,,6796,6352,1814,866 -,,,,,,,,6797,6540,1868,892 -,,,,,,,,6798,7214,2060,984 -,,,,,,,,6799,8543,2440,1165 -,,,,,,,,6800,9247,2641,1261 -,,,,,,,,6801,9440,2696,1287 -,,,,,,,,6802,9530,2722,1299 -,,,,,,,,6803,9579,2735,1306 -,,,,,,,,6804,9570,2733,1305 -,,,,,,,,6805,9509,2715,1297 -,,,,,,,,6806,9486,2710,1293 -,,,,,,,,6807,9369,2675,1277 -,,,,,,,,6808,9297,2655,1267 -,,,,,,,,6809,9332,2665,1272 -,,,,,,,,6810,9543,2725,1301 -,,,,,,,,6811,10152,2900,1384 -,,,,,,,,6812,10323,2948,1408 -,,,,,,,,6813,9955,2843,1358 -,,,,,,,,6814,9241,2639,1260 -,,,,,,,,6815,8372,2391,1141 -,,,,,,,,6816,7532,2151,1027 -,,,,,,,,6817,6919,1976,944 -,,,,,,,,6818,6601,1885,900 -,,,,,,,,6819,6439,1839,878 -,,,,,,,,6820,6409,1830,873 -,,,,,,,,6821,6575,1878,896 -,,,,,,,,6822,7244,2069,988 -,,,,,,,,6823,8549,2441,1166 -,,,,,,,,6824,9279,2650,1265 -,,,,,,,,6825,9495,2711,1294 -,,,,,,,,6826,9685,2766,1320 -,,,,,,,,6827,9844,2811,1342 -,,,,,,,,6828,9877,2820,1347 -,,,,,,,,6829,9785,2795,1334 -,,,,,,,,6830,9703,2771,1322 -,,,,,,,,6831,9504,2715,1296 -,,,,,,,,6832,9356,2672,1276 -,,,,,,,,6833,9370,2676,1277 -,,,,,,,,6834,9575,2735,1305 -,,,,,,,,6835,10105,2886,1378 -,,,,,,,,6836,10165,2903,1386 -,,,,,,,,6837,9821,2805,1339 -,,,,,,,,6838,9297,2655,1267 -,,,,,,,,6839,8541,2439,1165 -,,,,,,,,6840,7776,2221,1060 -,,,,,,,,6841,7191,2054,980 -,,,,,,,,6842,6879,1965,938 -,,,,,,,,6843,6724,1920,917 -,,,,,,,,6844,6666,1903,909 -,,,,,,,,6845,6748,1927,920 -,,,,,,,,6846,7044,2012,960 -,,,,,,,,6847,7571,2162,1032 -,,,,,,,,6848,8141,2325,1110 -,,,,,,,,6849,8734,2494,1191 -,,,,,,,,6850,9001,2571,1227 -,,,,,,,,6851,9039,2582,1232 -,,,,,,,,6852,8917,2546,1216 -,,,,,,,,6853,8728,2493,1190 -,,,,,,,,6854,8523,2434,1162 -,,,,,,,,6855,8361,2388,1140 -,,,,,,,,6856,8316,2375,1134 -,,,,,,,,6857,8454,2414,1152 -,,,,,,,,6858,8810,2516,1202 -,,,,,,,,6859,9471,2704,1291 -,,,,,,,,6860,9488,2710,1293 -,,,,,,,,6861,9205,2629,1255 -,,,,,,,,6862,8742,2497,1191 -,,,,,,,,6863,8115,2318,1106 -,,,,,,,,6864,7452,2128,1016 -,,,,,,,,6865,6914,1974,943 -,,,,,,,,6866,6548,1870,893 -,,,,,,,,6867,6368,1818,868 -,,,,,,,,6868,6271,1791,855 -,,,,,,,,6869,6272,1791,855 -,,,,,,,,6870,6432,1837,877 -,,,,,,,,6871,6777,1936,923 -,,,,,,,,6872,7254,2072,989 -,,,,,,,,6873,7927,2264,1080 -,,,,,,,,6874,8483,2423,1156 -,,,,,,,,6875,8799,2513,1200 -,,,,,,,,6876,8974,2563,1223 -,,,,,,,,6877,9012,2574,1229 -,,,,,,,,6878,8904,2543,1214 -,,,,,,,,6879,8763,2503,1195 -,,,,,,,,6880,8696,2484,1186 -,,,,,,,,6881,8809,2516,1201 -,,,,,,,,6882,9089,2596,1239 -,,,,,,,,6883,9668,2761,1318 -,,,,,,,,6884,9709,2773,1323 -,,,,,,,,6885,9332,2665,1272 -,,,,,,,,6886,8614,2459,1174 -,,,,,,,,6887,7822,2234,1066 -,,,,,,,,6888,7108,2030,969 -,,,,,,,,6889,6609,1888,901 -,,,,,,,,6890,6360,1816,867 -,,,,,,,,6891,6251,1785,852 -,,,,,,,,6892,6247,1784,852 -,,,,,,,,6893,6447,1841,878 -,,,,,,,,6894,7148,2042,974 -,,,,,,,,6895,8479,2421,1156 -,,,,,,,,6896,9252,2642,1262 -,,,,,,,,6897,9501,2714,1295 -,,,,,,,,6898,9791,2796,1335 -,,,,,,,,6899,9989,2853,1362 -,,,,,,,,6900,10073,2877,1373 -,,,,,,,,6901,10059,2873,1372 -,,,,,,,,6902,10071,2876,1373 -,,,,,,,,6903,9979,2850,1360 -,,,,,,,,6904,9909,2830,1351 -,,,,,,,,6905,9971,2848,1359 -,,,,,,,,6906,10271,2934,1400 -,,,,,,,,6907,10775,3077,1469 -,,,,,,,,6908,10623,3034,1449 -,,,,,,,,6909,10107,2886,1378 -,,,,,,,,6910,9318,2661,1270 -,,,,,,,,6911,8351,2385,1138 -,,,,,,,,6912,7509,2144,1024 -,,,,,,,,6913,6933,1980,945 -,,,,,,,,6914,6601,1885,900 -,,,,,,,,6915,6414,1832,874 -,,,,,,,,6916,6340,1810,864 -,,,,,,,,6917,6463,1846,881 -,,,,,,,,6918,7074,2020,964 -,,,,,,,,6919,8360,2388,1140 -,,,,,,,,6920,9155,2614,1248 -,,,,,,,,6921,9305,2658,1268 -,,,,,,,,6922,9414,2689,1283 -,,,,,,,,6923,9547,2726,1302 -,,,,,,,,6924,9579,2735,1306 -,,,,,,,,6925,9511,2716,1297 -,,,,,,,,6926,9483,2708,1292 -,,,,,,,,6927,9361,2674,1277 -,,,,,,,,6928,9284,2651,1266 -,,,,,,,,6929,9371,2676,1277 -,,,,,,,,6930,9662,2760,1318 -,,,,,,,,6931,10331,2950,1408 -,,,,,,,,6932,10346,2955,1410 -,,,,,,,,6933,9935,2837,1354 -,,,,,,,,6934,9175,2620,1251 -,,,,,,,,6935,8327,2378,1136 -,,,,,,,,6936,7525,2149,1026 -,,,,,,,,6937,6909,1973,942 -,,,,,,,,6938,6616,1889,902 -,,,,,,,,6939,6489,1853,884 -,,,,,,,,6940,6478,1850,883 -,,,,,,,,6941,6687,1910,912 -,,,,,,,,6942,7393,2112,1008 -,,,,,,,,6943,8775,2506,1196 -,,,,,,,,6944,9497,2712,1295 -,,,,,,,,6945,9625,2749,1312 -,,,,,,,,6946,9630,2750,1312 -,,,,,,,,6947,9656,2758,1317 -,,,,,,,,6948,9617,2746,1311 -,,,,,,,,6949,9548,2727,1302 -,,,,,,,,6950,9525,2720,1298 -,,,,,,,,6951,9429,2693,1286 -,,,,,,,,6952,9358,2672,1276 -,,,,,,,,6953,9396,2684,1281 -,,,,,,,,6954,9674,2763,1319 -,,,,,,,,6955,10346,2955,1410 -,,,,,,,,6956,10339,2953,1409 -,,,,,,,,6957,9933,2837,1354 -,,,,,,,,6958,9213,2631,1256 -,,,,,,,,6959,8227,2349,1121 -,,,,,,,,6960,7412,2117,1010 -,,,,,,,,6961,6859,1958,935 -,,,,,,,,6962,6568,1876,895 -,,,,,,,,6963,6443,1840,878 -,,,,,,,,6964,6412,1831,874 -,,,,,,,,6965,6613,1888,902 -,,,,,,,,6966,7306,2087,996 -,,,,,,,,6967,8690,2482,1185 -,,,,,,,,6968,9437,2695,1287 -,,,,,,,,6969,9564,2731,1304 -,,,,,,,,6970,9616,2746,1311 -,,,,,,,,6971,9682,2765,1320 -,,,,,,,,6972,9234,2637,1259 -,,,,,,,,6973,9414,2689,1283 -,,,,,,,,6974,9407,2686,1282 -,,,,,,,,6975,9652,2756,1316 -,,,,,,,,6976,9064,2589,1236 -,,,,,,,,6977,9471,2704,1291 -,,,,,,,,6978,9694,2769,1322 -,,,,,,,,6979,10310,2945,1405 -,,,,,,,,6980,10305,2943,1405 -,,,,,,,,6981,9887,2824,1348 -,,,,,,,,6982,9182,2622,1252 -,,,,,,,,6983,8257,2358,1126 -,,,,,,,,6984,7406,2115,1010 -,,,,,,,,6985,6826,1949,930 -,,,,,,,,6986,6511,1859,888 -,,,,,,,,6987,6362,1817,867 -,,,,,,,,6988,6328,1807,863 -,,,,,,,,6989,6498,1856,886 -,,,,,,,,6990,7137,2038,973 -,,,,,,,,6991,8435,2409,1150 -,,,,,,,,6992,9309,2659,1269 -,,,,,,,,6993,9616,2746,1311 -,,,,,,,,6994,9834,2809,1341 -,,,,,,,,6995,10014,2860,1365 -,,,,,,,,6996,10062,2874,1372 -,,,,,,,,6997,10008,2858,1364 -,,,,,,,,6998,9997,2855,1363 -,,,,,,,,6999,9912,2831,1352 -,,,,,,,,7000,9856,2815,1343 -,,,,,,,,7001,9933,2837,1354 -,,,,,,,,7002,10180,2907,1388 -,,,,,,,,7003,10417,2975,1420 -,,,,,,,,7004,10163,2902,1386 -,,,,,,,,7005,9758,2787,1330 -,,,,,,,,7006,9185,2623,1252 -,,,,,,,,7007,8418,2404,1147 -,,,,,,,,7008,7613,2174,1038 -,,,,,,,,7009,7009,2002,955 -,,,,,,,,7010,6662,1903,909 -,,,,,,,,7011,6459,1844,880 -,,,,,,,,7012,6370,1819,868 -,,,,,,,,7013,6396,1827,872 -,,,,,,,,7014,6609,1888,901 -,,,,,,,,7015,7102,2028,968 -,,,,,,,,7016,7683,2194,1047 -,,,,,,,,7017,8347,2384,1138 -,,,,,,,,7018,8861,2530,1208 -,,,,,,,,7019,9116,2604,1243 -,,,,,,,,7020,9184,2623,1252 -,,,,,,,,7021,9113,2602,1242 -,,,,,,,,7022,8963,2559,1222 -,,,,,,,,7023,8783,2509,1197 -,,,,,,,,7024,8671,2476,1182 -,,,,,,,,7025,8696,2484,1186 -,,,,,,,,7026,8882,2537,1211 -,,,,,,,,7027,9420,2690,1284 -,,,,,,,,7028,9299,2655,1267 -,,,,,,,,7029,8961,2559,1222 -,,,,,,,,7030,8474,2420,1156 -,,,,,,,,7031,7835,2238,1068 -,,,,,,,,7032,7168,2047,977 -,,,,,,,,7033,6619,1890,903 -,,,,,,,,7034,6264,1788,853 -,,,,,,,,7035,6074,1735,827 -,,,,,,,,7036,5972,1706,814 -,,,,,,,,7037,5979,1708,815 -,,,,,,,,7038,6124,1749,835 -,,,,,,,,7039,6467,1847,882 -,,,,,,,,7040,6865,1960,936 -,,,,,,,,7041,7490,2139,1021 -,,,,,,,,7042,7979,2279,1088 -,,,,,,,,7043,8216,2346,1120 -,,,,,,,,7044,8342,2382,1137 -,,,,,,,,7045,8387,2395,1143 -,,,,,,,,7046,8333,2379,1136 -,,,,,,,,7047,8291,2368,1130 -,,,,,,,,7048,8314,2374,1133 -,,,,,,,,7049,8518,2433,1161 -,,,,,,,,7050,8915,2546,1216 -,,,,,,,,7051,9605,2743,1309 -,,,,,,,,7052,9438,2695,1287 -,,,,,,,,7053,9109,2601,1242 -,,,,,,,,7054,8429,2407,1149 -,,,,,,,,7055,7631,2179,1040 -,,,,,,,,7056,6913,1974,943 -,,,,,,,,7057,6413,1831,874 -,,,,,,,,7058,6160,1759,839 -,,,,,,,,7059,6057,1730,826 -,,,,,,,,7060,6063,1732,827 -,,,,,,,,7061,6264,1789,853 -,,,,,,,,7062,6969,1990,950 -,,,,,,,,7063,8336,2380,1136 -,,,,,,,,7064,9080,2594,1238 -,,,,,,,,7065,9266,2646,1263 -,,,,,,,,7066,9442,2696,1288 -,,,,,,,,7067,9596,2740,1308 -,,,,,,,,7068,9652,2756,1316 -,,,,,,,,7069,9608,2744,1310 -,,,,,,,,7070,9596,2740,1308 -,,,,,,,,7071,9499,2713,1295 -,,,,,,,,7072,9425,2692,1285 -,,,,,,,,7073,9486,2710,1293 -,,,,,,,,7074,9786,2795,1334 -,,,,,,,,7075,10450,2985,1424 -,,,,,,,,7076,10337,2952,1409 -,,,,,,,,7077,9823,2805,1339 -,,,,,,,,7078,9061,2588,1235 -,,,,,,,,7079,8155,2329,1111 -,,,,,,,,7080,7324,2092,999 -,,,,,,,,7081,6715,1918,915 -,,,,,,,,7082,6397,1827,872 -,,,,,,,,7083,6239,1782,850 -,,,,,,,,7084,6222,1777,848 -,,,,,,,,7085,6384,1823,870 -,,,,,,,,7086,7096,2027,967 -,,,,,,,,7087,8464,2417,1154 -,,,,,,,,7088,9188,2625,1252 -,,,,,,,,7089,9333,2665,1272 -,,,,,,,,7090,9428,2693,1285 -,,,,,,,,7091,9535,2723,1300 -,,,,,,,,7092,9581,2736,1306 -,,,,,,,,7093,9551,2728,1302 -,,,,,,,,7094,9564,2731,1304 -,,,,,,,,7095,9473,2705,1292 -,,,,,,,,7096,9411,2688,1283 -,,,,,,,,7097,9500,2714,1295 -,,,,,,,,7098,9880,2822,1347 -,,,,,,,,7099,10506,3000,1432 -,,,,,,,,7100,10330,2950,1408 -,,,,,,,,7101,9846,2812,1343 -,,,,,,,,7102,9109,2601,1242 -,,,,,,,,7103,8148,2327,1110 -,,,,,,,,7104,7310,2088,996 -,,,,,,,,7105,6766,1933,923 -,,,,,,,,7106,6471,1848,882 -,,,,,,,,7107,6318,1804,861 -,,,,,,,,7108,6281,1793,856 -,,,,,,,,7109,6460,1845,880 -,,,,,,,,7110,7134,2038,973 -,,,,,,,,7111,8524,2434,1162 -,,,,,,,,7112,9310,2659,1269 -,,,,,,,,7113,9468,2704,1291 -,,,,,,,,7114,9576,2735,1306 -,,,,,,,,7115,9653,2757,1316 -,,,,,,,,7116,9661,2759,1317 -,,,,,,,,7117,9627,2749,1312 -,,,,,,,,7118,9607,2744,1310 -,,,,,,,,7119,9503,2714,1296 -,,,,,,,,7120,9431,2694,1286 -,,,,,,,,7121,9538,2724,1300 -,,,,,,,,7122,9943,2840,1356 -,,,,,,,,7123,10492,2996,1430 -,,,,,,,,7124,10331,2950,1408 -,,,,,,,,7125,9879,2821,1347 -,,,,,,,,7126,9173,2620,1251 -,,,,,,,,7127,8195,2340,1117 -,,,,,,,,7128,7368,2104,1004 -,,,,,,,,7129,6806,1943,928 -,,,,,,,,7130,6511,1859,888 -,,,,,,,,7131,6370,1819,868 -,,,,,,,,7132,6352,1814,866 -,,,,,,,,7133,6528,1864,890 -,,,,,,,,7134,7225,2063,985 -,,,,,,,,7135,8600,2456,1172 -,,,,,,,,7136,9328,2665,1272 -,,,,,,,,7137,9431,2694,1286 -,,,,,,,,7138,9530,2721,1299 -,,,,,,,,7139,9618,2746,1311 -,,,,,,,,7140,9627,2749,1312 -,,,,,,,,7141,9564,2731,1304 -,,,,,,,,7142,9540,2725,1301 -,,,,,,,,7143,9430,2693,1286 -,,,,,,,,7144,9350,2670,1275 -,,,,,,,,7145,9411,2688,1283 -,,,,,,,,7146,9752,2785,1329 -,,,,,,,,7147,10385,2965,1416 -,,,,,,,,7148,10276,2935,1401 -,,,,,,,,7149,9867,2818,1345 -,,,,,,,,7150,9179,2621,1252 -,,,,,,,,7151,8248,2355,1125 -,,,,,,,,7152,7401,2114,1009 -,,,,,,,,7153,6835,1952,932 -,,,,,,,,7154,6513,1860,888 -,,,,,,,,7155,6361,1817,867 -,,,,,,,,7156,6338,1810,864 -,,,,,,,,7157,6503,1857,886 -,,,,,,,,7158,7168,2047,977 -,,,,,,,,7159,8481,2422,1156 -,,,,,,,,7160,9241,2639,1260 -,,,,,,,,7161,9414,2689,1283 -,,,,,,,,7162,9566,2732,1304 -,,,,,,,,7163,9676,2763,1319 -,,,,,,,,7164,9685,2765,1320 -,,,,,,,,7165,9607,2744,1310 -,,,,,,,,7166,9553,2728,1302 -,,,,,,,,7167,9443,2697,1288 -,,,,,,,,7168,9344,2669,1274 -,,,,,,,,7169,9334,2665,1272 -,,,,,,,,7170,9565,2732,1304 -,,,,,,,,7171,10029,2865,1368 -,,,,,,,,7172,9811,2802,1338 -,,,,,,,,7173,9424,2691,1285 -,,,,,,,,7174,8864,2532,1208 -,,,,,,,,7175,8111,2316,1106 -,,,,,,,,7176,7336,2095,1000 -,,,,,,,,7177,6759,1930,921 -,,,,,,,,7178,6417,1833,875 -,,,,,,,,7179,6229,1779,849 -,,,,,,,,7180,6139,1753,837 -,,,,,,,,7181,6177,1764,842 -,,,,,,,,7182,6432,1837,877 -,,,,,,,,7183,6962,1989,949 -,,,,,,,,7184,7531,2150,1026 -,,,,,,,,7185,8163,2331,1113 -,,,,,,,,7186,8594,2454,1171 -,,,,,,,,7187,8787,2509,1198 -,,,,,,,,7188,8790,2510,1198 -,,,,,,,,7189,8729,2493,1190 -,,,,,,,,7190,8608,2459,1173 -,,,,,,,,7191,8475,2420,1156 -,,,,,,,,7192,8413,2403,1147 -,,,,,,,,7193,8502,2428,1159 -,,,,,,,,7194,8917,2547,1216 -,,,,,,,,7195,9479,2707,1292 -,,,,,,,,7196,9271,2648,1264 -,,,,,,,,7197,8926,2549,1216 -,,,,,,,,7198,8445,2412,1151 -,,,,,,,,7199,7838,2239,1069 -,,,,,,,,7200,7185,2052,979 -,,,,,,,,7201,6664,1903,909 -,,,,,,,,7202,6321,1805,862 -,,,,,,,,7203,6114,1746,833 -,,,,,,,,7204,6015,1718,820 -,,,,,,,,7205,6013,1718,819 -,,,,,,,,7206,6167,1761,841 -,,,,,,,,7207,6531,1865,890 -,,,,,,,,7208,7035,2009,959 -,,,,,,,,7209,7696,2199,1050 -,,,,,,,,7210,8286,2366,1130 -,,,,,,,,7211,8626,2464,1176 -,,,,,,,,7212,8831,2522,1204 -,,,,,,,,7213,8955,2558,1221 -,,,,,,,,7214,8937,2553,1218 -,,,,,,,,7215,8906,2544,1214 -,,,,,,,,7216,8922,2548,1216 -,,,,,,,,7217,9164,2617,1249 -,,,,,,,,7218,9690,2767,1321 -,,,,,,,,7219,10129,2893,1381 -,,,,,,,,7220,9903,2828,1350 -,,,,,,,,7221,9435,2694,1287 -,,,,,,,,7222,8793,2511,1199 -,,,,,,,,7223,8056,2301,1098 -,,,,,,,,7224,7343,2097,1001 -,,,,,,,,7225,6750,1928,920 -,,,,,,,,7226,6410,1831,873 -,,,,,,,,7227,6232,1780,849 -,,,,,,,,7228,6190,1768,843 -,,,,,,,,7229,6339,1810,864 -,,,,,,,,7230,6905,1972,941 -,,,,,,,,7231,7872,2249,1073 -,,,,,,,,7232,8655,2472,1180 -,,,,,,,,7233,9215,2632,1257 -,,,,,,,,7234,9691,2767,1321 -,,,,,,,,7235,9958,2844,1358 -,,,,,,,,7236,10027,2864,1367 -,,,,,,,,7237,9900,2828,1350 -,,,,,,,,7238,9694,2768,1322 -,,,,,,,,7239,9270,2647,1264 -,,,,,,,,7240,8829,2521,1204 -,,,,,,,,7241,8607,2458,1173 -,,,,,,,,7242,8629,2464,1176 -,,,,,,,,7243,8384,2394,1143 -,,,,,,,,7244,7789,2224,1062 -,,,,,,,,7245,7274,2078,992 -,,,,,,,,7246,6786,1938,925 -,,,,,,,,7247,6243,1783,851 -,,,,,,,,7248,5745,1641,783 -,,,,,,,,7249,5396,1541,736 -,,,,,,,,7250,5207,1487,710 -,,,,,,,,7251,5105,1457,696 -,,,,,,,,7252,5098,1456,695 -,,,,,,,,7253,5246,1498,715 -,,,,,,,,7254,5692,1626,776 -,,,,,,,,7255,6529,1864,890 -,,,,,,,,7256,7244,2068,988 -,,,,,,,,7257,7692,2197,1049 -,,,,,,,,7258,8046,2298,1097 -,,,,,,,,7259,8334,2379,1136 -,,,,,,,,7260,8479,2421,1156 -,,,,,,,,7261,8558,2444,1166 -,,,,,,,,7262,8583,2451,1170 -,,,,,,,,7263,8515,2432,1161 -,,,,,,,,7264,8522,2434,1161 -,,,,,,,,7265,8707,2486,1187 -,,,,,,,,7266,9186,2624,1252 -,,,,,,,,7267,9486,2709,1293 -,,,,,,,,7268,9235,2637,1259 -,,,,,,,,7269,8834,2523,1205 -,,,,,,,,7270,8155,2329,1111 -,,,,,,,,7271,7406,2115,1010 -,,,,,,,,7272,6727,1921,917 -,,,,,,,,7273,6274,1792,855 -,,,,,,,,7274,6017,1718,820 -,,,,,,,,7275,5876,1678,801 -,,,,,,,,7276,5849,1670,797 -,,,,,,,,7277,6002,1714,818 -,,,,,,,,7278,6592,1883,899 -,,,,,,,,7279,7764,2218,1059 -,,,,,,,,7280,8532,2436,1163 -,,,,,,,,7281,8721,2490,1189 -,,,,,,,,7282,8900,2542,1213 -,,,,,,,,7283,9050,2584,1234 -,,,,,,,,7284,9105,2600,1242 -,,,,,,,,7285,9076,2592,1237 -,,,,,,,,7286,9058,2587,1235 -,,,,,,,,7287,8983,2565,1225 -,,,,,,,,7288,8949,2555,1220 -,,,,,,,,7289,9055,2586,1235 -,,,,,,,,7290,9309,2659,1269 -,,,,,,,,7291,9488,2710,1293 -,,,,,,,,7292,9292,2654,1267 -,,,,,,,,7293,9063,2589,1236 -,,,,,,,,7294,8543,2439,1165 -,,,,,,,,7295,7755,2214,1057 -,,,,,,,,7296,7018,2004,957 -,,,,,,,,7297,6536,1867,891 -,,,,,,,,7298,6281,1793,856 -,,,,,,,,7299,6141,1753,837 -,,,,,,,,7300,6110,1745,833 -,,,,,,,,7301,6288,1795,857 -,,,,,,,,7302,6921,1977,944 -,,,,,,,,7303,8159,2330,1112 -,,,,,,,,7304,8917,2547,1216 -,,,,,,,,7305,9048,2584,1233 -,,,,,,,,7306,9160,2616,1249 -,,,,,,,,7307,9242,2639,1260 -,,,,,,,,7308,9238,2638,1259 -,,,,,,,,7309,9182,2622,1252 -,,,,,,,,7310,9152,2614,1247 -,,,,,,,,7311,9066,2589,1236 -,,,,,,,,7312,9037,2581,1232 -,,,,,,,,7313,9198,2627,1254 -,,,,,,,,7314,9718,2775,1325 -,,,,,,,,7315,10165,2903,1386 -,,,,,,,,7316,9996,2855,1363 -,,,,,,,,7317,9595,2740,1308 -,,,,,,,,7318,8941,2553,1219 -,,,,,,,,7319,8071,2304,1100 -,,,,,,,,7320,7293,2083,994 -,,,,,,,,7321,6751,1928,920 -,,,,,,,,7322,6452,1843,879 -,,,,,,,,7323,6288,1796,857 -,,,,,,,,7324,6255,1786,853 -,,,,,,,,7325,6423,1834,875 -,,,,,,,,7326,7062,2017,963 -,,,,,,,,7327,8312,2374,1133 -,,,,,,,,7328,9124,2605,1244 -,,,,,,,,7329,9279,2649,1265 -,,,,,,,,7330,9383,2680,1279 -,,,,,,,,7331,9459,2701,1289 -,,,,,,,,7332,9385,2680,1279 -,,,,,,,,7333,9305,2657,1268 -,,,,,,,,7334,9291,2654,1267 -,,,,,,,,7335,9200,2627,1254 -,,,,,,,,7336,9147,2612,1247 -,,,,,,,,7337,9297,2655,1267 -,,,,,,,,7338,9724,2777,1326 -,,,,,,,,7339,10063,2874,1372 -,,,,,,,,7340,9823,2805,1339 -,,,,,,,,7341,9456,2700,1289 -,,,,,,,,7342,8934,2551,1218 -,,,,,,,,7343,8225,2349,1121 -,,,,,,,,7344,7491,2139,1021 -,,,,,,,,7345,6933,1980,945 -,,,,,,,,7346,6589,1882,899 -,,,,,,,,7347,6424,1834,876 -,,,,,,,,7348,6346,1813,865 -,,,,,,,,7349,6398,1827,872 -,,,,,,,,7350,6647,1898,906 -,,,,,,,,7351,7168,2047,977 -,,,,,,,,7352,7730,2208,1054 -,,,,,,,,7353,8280,2364,1129 -,,,,,,,,7354,8666,2474,1181 -,,,,,,,,7355,8792,2511,1199 -,,,,,,,,7356,8748,2498,1192 -,,,,,,,,7357,8634,2466,1177 -,,,,,,,,7358,8481,2422,1156 -,,,,,,,,7359,8362,2388,1140 -,,,,,,,,7360,8316,2374,1134 -,,,,,,,,7361,8517,2432,1161 -,,,,,,,,7362,9069,2590,1236 -,,,,,,,,7363,9568,2732,1304 -,,,,,,,,7364,9365,2675,1277 -,,,,,,,,7365,9078,2593,1237 -,,,,,,,,7366,8656,2472,1180 -,,,,,,,,7367,8089,2310,1103 -,,,,,,,,7368,7494,2140,1021 -,,,,,,,,7369,6949,1984,947 -,,,,,,,,7370,6507,1858,887 -,,,,,,,,7371,6314,1803,861 -,,,,,,,,7372,6304,1800,859 -,,,,,,,,7373,6414,1832,874 -,,,,,,,,7374,6687,1910,912 -,,,,,,,,7375,7075,2020,964 -,,,,,,,,7376,7640,2182,1041 -,,,,,,,,7377,8202,2342,1118 -,,,,,,,,7378,8477,2420,1156 -,,,,,,,,7379,8510,2430,1160 -,,,,,,,,7380,8481,2422,1156 -,,,,,,,,7381,8428,2407,1149 -,,,,,,,,7382,8366,2389,1140 -,,,,,,,,7383,8342,2383,1137 -,,,,,,,,7384,8492,2425,1157 -,,,,,,,,7385,9285,2651,1266 -,,,,,,,,7386,9997,2855,1363 -,,,,,,,,7387,10020,2861,1366 -,,,,,,,,7388,9713,2774,1324 -,,,,,,,,7389,9387,2680,1280 -,,,,,,,,7390,8555,2443,1166 -,,,,,,,,7391,7755,2215,1057 -,,,,,,,,7392,7082,2023,965 -,,,,,,,,7393,6782,1937,924 -,,,,,,,,7394,6581,1879,897 -,,,,,,,,7395,6505,1858,887 -,,,,,,,,7396,6550,1870,893 -,,,,,,,,7397,6827,1950,931 -,,,,,,,,7398,7644,2183,1042 -,,,,,,,,7399,8992,2568,1226 -,,,,,,,,7400,9716,2775,1324 -,,,,,,,,7401,9891,2825,1348 -,,,,,,,,7402,9973,2849,1360 -,,,,,,,,7403,9995,2855,1363 -,,,,,,,,7404,9959,2845,1358 -,,,,,,,,7405,9875,2820,1346 -,,,,,,,,7406,9805,2800,1337 -,,,,,,,,7407,9639,2753,1314 -,,,,,,,,7408,9717,2775,1325 -,,,,,,,,7409,10430,2979,1422 -,,,,,,,,7410,11293,3225,1540 -,,,,,,,,7411,11238,3210,1532 -,,,,,,,,7412,10930,3121,1490 -,,,,,,,,7413,10459,2987,1426 -,,,,,,,,7414,9726,2778,1326 -,,,,,,,,7415,8839,2525,1205 -,,,,,,,,7416,8038,2295,1095 -,,,,,,,,7417,7549,2156,1029 -,,,,,,,,7418,7310,2088,996 -,,,,,,,,7419,7228,2064,985 -,,,,,,,,7420,7262,2073,989 -,,,,,,,,7421,7519,2148,1025 -,,,,,,,,7422,8322,2376,1135 -,,,,,,,,7423,9464,2703,1290 -,,,,,,,,7424,10030,2865,1368 -,,,,,,,,7425,10132,2894,1382 -,,,,,,,,7426,10119,2890,1379 -,,,,,,,,7427,10087,2880,1375 -,,,,,,,,7428,10024,2863,1367 -,,,,,,,,7429,9907,2830,1351 -,,,,,,,,7430,9827,2806,1340 -,,,,,,,,7431,9742,2782,1328 -,,,,,,,,7432,9772,2790,1332 -,,,,,,,,7433,10374,2962,1414 -,,,,,,,,7434,11315,3231,1543 -,,,,,,,,7435,11326,3235,1545 -,,,,,,,,7436,11104,3171,1514 -,,,,,,,,7437,10657,3044,1453 -,,,,,,,,7438,9960,2845,1358 -,,,,,,,,7439,9088,2595,1239 -,,,,,,,,7440,8337,2381,1136 -,,,,,,,,7441,7946,2269,1083 -,,,,,,,,7442,7624,2177,1040 -,,,,,,,,7443,7412,2117,1010 -,,,,,,,,7444,7356,2101,1003 -,,,,,,,,7445,7642,2183,1042 -,,,,,,,,7446,8347,2384,1138 -,,,,,,,,7447,9626,2749,1312 -,,,,,,,,7448,10229,2921,1394 -,,,,,,,,7449,10463,2988,1427 -,,,,,,,,7450,10599,3027,1445 -,,,,,,,,7451,10700,3056,1459 -,,,,,,,,7452,10783,3080,1470 -,,,,,,,,7453,10782,3079,1470 -,,,,,,,,7454,10826,3091,1476 -,,,,,,,,7455,10864,3102,1481 -,,,,,,,,7456,11085,3166,1511 -,,,,,,,,7457,11609,3316,1583 -,,,,,,,,7458,12138,3466,1655 -,,,,,,,,7459,12100,3456,1650 -,,,,,,,,7460,11631,3321,1585 -,,,,,,,,7461,11198,3198,1527 -,,,,,,,,7462,10309,2944,1405 -,,,,,,,,7463,9301,2656,1268 -,,,,,,,,7464,8475,2420,1156 -,,,,,,,,7465,7891,2254,1075 -,,,,,,,,7466,7615,2175,1038 -,,,,,,,,7467,7474,2134,1019 -,,,,,,,,7468,7476,2134,1019 -,,,,,,,,7469,7696,2198,1050 -,,,,,,,,7470,8417,2404,1147 -,,,,,,,,7471,9576,2735,1306 -,,,,,,,,7472,10279,2935,1402 -,,,,,,,,7473,10586,3023,1444 -,,,,,,,,7474,10680,3050,1456 -,,,,,,,,7475,10774,3076,1469 -,,,,,,,,7476,10792,3082,1471 -,,,,,,,,7477,10698,3056,1459 -,,,,,,,,7478,10668,3046,1454 -,,,,,,,,7479,10575,3020,1442 -,,,,,,,,7480,10644,3040,1451 -,,,,,,,,7481,11210,3201,1529 -,,,,,,,,7482,11693,3340,1595 -,,,,,,,,7483,11538,3295,1573 -,,,,,,,,7484,11233,3208,1531 -,,,,,,,,7485,10756,3072,1466 -,,,,,,,,7486,9959,2844,1358 -,,,,,,,,7487,9011,2574,1228 -,,,,,,,,7488,8151,2328,1111 -,,,,,,,,7489,7636,2181,1041 -,,,,,,,,7490,7348,2099,1002 -,,,,,,,,7491,7194,2054,980 -,,,,,,,,7492,7183,2052,979 -,,,,,,,,7493,7412,2117,1010 -,,,,,,,,7494,8141,2325,1110 -,,,,,,,,7495,9330,2665,1272 -,,,,,,,,7496,9913,2831,1352 -,,,,,,,,7497,10016,2860,1366 -,,,,,,,,7498,10005,2857,1364 -,,,,,,,,7499,9988,2852,1362 -,,,,,,,,7500,9898,2827,1349 -,,,,,,,,7501,9723,2777,1326 -,,,,,,,,7502,9632,2750,1313 -,,,,,,,,7503,9524,2720,1298 -,,,,,,,,7504,9521,2719,1298 -,,,,,,,,7505,10054,2871,1371 -,,,,,,,,7506,10754,3071,1466 -,,,,,,,,7507,10612,3030,1447 -,,,,,,,,7508,10274,2935,1401 -,,,,,,,,7509,9885,2823,1348 -,,,,,,,,7510,9325,2663,1272 -,,,,,,,,7511,8600,2456,1172 -,,,,,,,,7512,7873,2249,1073 -,,,,,,,,7513,7311,2088,997 -,,,,,,,,7514,7015,2003,956 -,,,,,,,,7515,6844,1954,933 -,,,,,,,,7516,6783,1938,924 -,,,,,,,,7517,6872,1963,937 -,,,,,,,,7518,7168,2047,977 -,,,,,,,,7519,7632,2179,1040 -,,,,,,,,7520,8181,2336,1116 -,,,,,,,,7521,8726,2492,1190 -,,,,,,,,7522,8978,2564,1224 -,,,,,,,,7523,8996,2569,1226 -,,,,,,,,7524,8889,2539,1212 -,,,,,,,,7525,8728,2492,1190 -,,,,,,,,7526,8559,2444,1166 -,,,,,,,,7527,8459,2416,1153 -,,,,,,,,7528,8528,2435,1162 -,,,,,,,,7529,9199,2627,1254 -,,,,,,,,7530,9937,2838,1355 -,,,,,,,,7531,9805,2800,1337 -,,,,,,,,7532,9518,2718,1298 -,,,,,,,,7533,9193,2625,1253 -,,,,,,,,7534,8738,2495,1191 -,,,,,,,,7535,8149,2327,1110 -,,,,,,,,7536,7520,2148,1025 -,,,,,,,,7537,7043,2011,960 -,,,,,,,,7538,6729,1922,917 -,,,,,,,,7539,6554,1872,893 -,,,,,,,,7540,6477,1849,883 -,,,,,,,,7541,6517,1861,888 -,,,,,,,,7542,6693,1912,913 -,,,,,,,,7543,7009,2002,955 -,,,,,,,,7544,7476,2134,1019 -,,,,,,,,7545,8079,2307,1101 -,,,,,,,,7546,8429,2407,1149 -,,,,,,,,7547,8559,2444,1166 -,,,,,,,,7548,8593,2454,1171 -,,,,,,,,7549,8576,2449,1169 -,,,,,,,,7550,8462,2417,1154 -,,,,,,,,7551,8364,2389,1140 -,,,,,,,,7552,8398,2399,1145 -,,,,,,,,7553,9091,2596,1239 -,,,,,,,,7554,9896,2826,1349 -,,,,,,,,7555,9771,2790,1332 -,,,,,,,,7556,9445,2697,1288 -,,,,,,,,7557,9037,2581,1232 -,,,,,,,,7558,8453,2414,1152 -,,,,,,,,7559,7767,2219,1059 -,,,,,,,,7560,7130,2036,972 -,,,,,,,,7561,6683,1908,911 -,,,,,,,,7562,6430,1836,877 -,,,,,,,,7563,6310,1802,860 -,,,,,,,,7564,6315,1803,861 -,,,,,,,,7565,6511,1859,888 -,,,,,,,,7566,7110,2030,969 -,,,,,,,,7567,8009,2288,1092 -,,,,,,,,7568,8719,2490,1189 -,,,,,,,,7569,9184,2623,1252 -,,,,,,,,7570,9447,2698,1288 -,,,,,,,,7571,9603,2742,1309 -,,,,,,,,7572,9638,2753,1314 -,,,,,,,,7573,9594,2740,1308 -,,,,,,,,7574,9550,2727,1302 -,,,,,,,,7575,9478,2707,1292 -,,,,,,,,7576,9487,2710,1293 -,,,,,,,,7577,10163,2903,1386 -,,,,,,,,7578,10878,3106,1483 -,,,,,,,,7579,10702,3056,1459 -,,,,,,,,7580,10322,2948,1407 -,,,,,,,,7581,9805,2800,1337 -,,,,,,,,7582,9036,2580,1232 -,,,,,,,,7583,8126,2321,1108 -,,,,,,,,7584,7360,2102,1004 -,,,,,,,,7585,6825,1949,930 -,,,,,,,,7586,6525,1863,889 -,,,,,,,,7587,6366,1818,868 -,,,,,,,,7588,6353,1814,866 -,,,,,,,,7589,6544,1868,892 -,,,,,,,,7590,7251,2071,989 -,,,,,,,,7591,8516,2432,1161 -,,,,,,,,7592,9268,2647,1263 -,,,,,,,,7593,9477,2706,1292 -,,,,,,,,7594,9630,2750,1312 -,,,,,,,,7595,9780,2793,1333 -,,,,,,,,7596,9832,2808,1340 -,,,,,,,,7597,9815,2803,1338 -,,,,,,,,7598,9821,2805,1339 -,,,,,,,,7599,9773,2791,1332 -,,,,,,,,7600,9871,2819,1346 -,,,,,,,,7601,10449,2985,1424 -,,,,,,,,7602,11079,3165,1510 -,,,,,,,,7603,10981,3136,1497 -,,,,,,,,7604,10679,3050,1456 -,,,,,,,,7605,10229,2921,1394 -,,,,,,,,7606,9529,2721,1299 -,,,,,,,,7607,8609,2459,1174 -,,,,,,,,7608,7809,2230,1065 -,,,,,,,,7609,7299,2084,995 -,,,,,,,,7610,7024,2006,958 -,,,,,,,,7611,6910,1973,942 -,,,,,,,,7612,6923,1977,944 -,,,,,,,,7613,7172,2048,978 -,,,,,,,,7614,7956,2272,1085 -,,,,,,,,7615,9281,2650,1265 -,,,,,,,,7616,9915,2832,1352 -,,,,,,,,7617,9989,2853,1362 -,,,,,,,,7618,9955,2843,1358 -,,,,,,,,7619,9932,2836,1354 -,,,,,,,,7620,9850,2813,1343 -,,,,,,,,7621,9737,2780,1328 -,,,,,,,,7622,9660,2759,1317 -,,,,,,,,7623,9608,2744,1310 -,,,,,,,,7624,9711,2774,1324 -,,,,,,,,7625,10407,2972,1418 -,,,,,,,,7626,11254,3214,1535 -,,,,,,,,7627,11216,3203,1530 -,,,,,,,,7628,10959,3130,1494 -,,,,,,,,7629,10560,3016,1439 -,,,,,,,,7630,9865,2817,1345 -,,,,,,,,7631,8966,2560,1222 -,,,,,,,,7632,8145,2326,1110 -,,,,,,,,7633,7604,2172,1036 -,,,,,,,,7634,7334,2094,999 -,,,,,,,,7635,7209,2058,983 -,,,,,,,,7636,7240,2068,987 -,,,,,,,,7637,7477,2135,1020 -,,,,,,,,7638,8217,2347,1120 -,,,,,,,,7639,9528,2721,1299 -,,,,,,,,7640,10187,2910,1388 -,,,,,,,,7641,10291,2939,1403 -,,,,,,,,7642,10298,2941,1404 -,,,,,,,,7643,10272,2934,1400 -,,,,,,,,7644,10173,2905,1387 -,,,,,,,,7645,10035,2866,1368 -,,,,,,,,7646,9986,2852,1362 -,,,,,,,,7647,9905,2829,1350 -,,,,,,,,7648,10024,2863,1367 -,,,,,,,,7649,10758,3072,1467 -,,,,,,,,7650,11410,3259,1555 -,,,,,,,,7651,11345,3240,1547 -,,,,,,,,7652,11079,3164,1510 -,,,,,,,,7653,10654,3042,1453 -,,,,,,,,7654,9940,2839,1355 -,,,,,,,,7655,9032,2580,1232 -,,,,,,,,7656,8197,2341,1117 -,,,,,,,,7657,7669,2190,1045 -,,,,,,,,7658,7389,2110,1007 -,,,,,,,,7659,7243,2068,987 -,,,,,,,,7660,7254,2072,989 -,,,,,,,,7661,7472,2134,1019 -,,,,,,,,7662,8199,2341,1118 -,,,,,,,,7663,9450,2699,1288 -,,,,,,,,7664,10097,2884,1377 -,,,,,,,,7665,10220,2919,1393 -,,,,,,,,7666,10189,2910,1389 -,,,,,,,,7667,10148,2898,1383 -,,,,,,,,7668,10022,2862,1367 -,,,,,,,,7669,9891,2825,1348 -,,,,,,,,7670,9840,2810,1342 -,,,,,,,,7671,9760,2787,1331 -,,,,,,,,7672,9800,2799,1336 -,,,,,,,,7673,10442,2982,1424 -,,,,,,,,7674,11013,3146,1501 -,,,,,,,,7675,10864,3102,1481 -,,,,,,,,7676,10550,3013,1439 -,,,,,,,,7677,10198,2912,1390 -,,,,,,,,7678,9661,2760,1318 -,,,,,,,,7679,8967,2561,1222 -,,,,,,,,7680,8226,2349,1121 -,,,,,,,,7681,7654,2186,1044 -,,,,,,,,7682,7337,2095,1000 -,,,,,,,,7683,7190,2054,980 -,,,,,,,,7684,7152,2043,975 -,,,,,,,,7685,7232,2065,986 -,,,,,,,,7686,7545,2154,1029 -,,,,,,,,7687,8047,2299,1097 -,,,,,,,,7688,8588,2453,1171 -,,,,,,,,7689,9077,2592,1237 -,,,,,,,,7690,9312,2659,1269 -,,,,,,,,7691,9299,2656,1267 -,,,,,,,,7692,9181,2622,1252 -,,,,,,,,7693,9000,2570,1227 -,,,,,,,,7694,8811,2516,1202 -,,,,,,,,7695,8691,2482,1185 -,,,,,,,,7696,8794,2512,1199 -,,,,,,,,7697,9530,2721,1299 -,,,,,,,,7698,10269,2933,1400 -,,,,,,,,7699,10163,2902,1386 -,,,,,,,,7700,9887,2824,1348 -,,,,,,,,7701,9591,2739,1308 -,,,,,,,,7702,9155,2614,1248 -,,,,,,,,7703,8609,2459,1173 -,,,,,,,,7704,7998,2284,1090 -,,,,,,,,7705,7508,2144,1024 -,,,,,,,,7706,7225,2063,985 -,,,,,,,,7707,7088,2024,966 -,,,,,,,,7708,7040,2010,959 -,,,,,,,,7709,7101,2028,968 -,,,,,,,,7710,7334,2094,999 -,,,,,,,,7711,7705,2200,1050 -,,,,,,,,7712,8157,2329,1112 -,,,,,,,,7713,8671,2476,1182 -,,,,,,,,7714,8939,2553,1219 -,,,,,,,,7715,9005,2572,1227 -,,,,,,,,7716,8996,2569,1226 -,,,,,,,,7717,8922,2548,1216 -,,,,,,,,7718,8825,2520,1203 -,,,,,,,,7719,8781,2508,1197 -,,,,,,,,7720,8986,2566,1225 -,,,,,,,,7721,9858,2815,1344 -,,,,,,,,7722,10631,3036,1449 -,,,,,,,,7723,10584,3022,1443 -,,,,,,,,7724,10304,2943,1405 -,,,,,,,,7725,9937,2838,1355 -,,,,,,,,7726,9289,2653,1267 -,,,,,,,,7727,8529,2436,1163 -,,,,,,,,7728,7851,2242,1070 -,,,,,,,,7729,7406,2115,1010 -,,,,,,,,7730,7185,2052,979 -,,,,,,,,7731,7112,2031,969 -,,,,,,,,7732,7156,2044,975 -,,,,,,,,7733,7427,2121,1012 -,,,,,,,,7734,8204,2343,1119 -,,,,,,,,7735,9547,2726,1302 -,,,,,,,,7736,10229,2921,1394 -,,,,,,,,7737,10337,2952,1409 -,,,,,,,,7738,10290,2939,1403 -,,,,,,,,7739,10241,2925,1396 -,,,,,,,,7740,10140,2896,1383 -,,,,,,,,7741,9979,2850,1361 -,,,,,,,,7742,9891,2825,1348 -,,,,,,,,7743,9786,2795,1334 -,,,,,,,,7744,9860,2816,1344 -,,,,,,,,7745,10604,3029,1446 -,,,,,,,,7746,11377,3249,1551 -,,,,,,,,7747,11330,3236,1545 -,,,,,,,,7748,11072,3162,1509 -,,,,,,,,7749,10657,3044,1453 -,,,,,,,,7750,9929,2836,1353 -,,,,,,,,7751,9027,2578,1231 -,,,,,,,,7752,8183,2337,1116 -,,,,,,,,7753,7642,2183,1042 -,,,,,,,,7754,7364,2103,1004 -,,,,,,,,7755,7269,2076,991 -,,,,,,,,7756,7291,2082,994 -,,,,,,,,7757,7540,2153,1028 -,,,,,,,,7758,8324,2377,1135 -,,,,,,,,7759,9601,2742,1309 -,,,,,,,,7760,10207,2915,1392 -,,,,,,,,7761,10284,2937,1402 -,,,,,,,,7762,10220,2919,1393 -,,,,,,,,7763,10142,2896,1383 -,,,,,,,,7764,10032,2865,1368 -,,,,,,,,7765,9913,2831,1352 -,,,,,,,,7766,9838,2810,1342 -,,,,,,,,7767,9742,2782,1328 -,,,,,,,,7768,9819,2805,1338 -,,,,,,,,7769,10588,3024,1444 -,,,,,,,,7770,11242,3211,1533 -,,,,,,,,7771,11189,3195,1525 -,,,,,,,,7772,10925,3120,1489 -,,,,,,,,7773,10511,3002,1433 -,,,,,,,,7774,9860,2816,1344 -,,,,,,,,7775,8946,2555,1220 -,,,,,,,,7776,8094,2312,1103 -,,,,,,,,7777,7521,2148,1025 -,,,,,,,,7778,7214,2060,984 -,,,,,,,,7779,7066,2018,963 -,,,,,,,,7780,7049,2013,961 -,,,,,,,,7781,7264,2074,990 -,,,,,,,,7782,7949,2270,1084 -,,,,,,,,7783,9109,2601,1242 -,,,,,,,,7784,9815,2803,1338 -,,,,,,,,7785,10063,2874,1372 -,,,,,,,,7786,10162,2902,1385 -,,,,,,,,7787,10173,2905,1387 -,,,,,,,,7788,10100,2885,1377 -,,,,,,,,7789,9938,2839,1355 -,,,,,,,,7790,9864,2817,1345 -,,,,,,,,7791,9766,2789,1332 -,,,,,,,,7792,9736,2780,1328 -,,,,,,,,7793,10391,2967,1417 -,,,,,,,,7794,11042,3154,1505 -,,,,,,,,7795,10895,3111,1485 -,,,,,,,,7796,10584,3023,1443 -,,,,,,,,7797,10163,2903,1386 -,,,,,,,,7798,9558,2730,1303 -,,,,,,,,7799,8771,2504,1196 -,,,,,,,,7800,7955,2272,1085 -,,,,,,,,7801,7340,2096,1000 -,,,,,,,,7802,6984,1994,952 -,,,,,,,,7803,6782,1937,924 -,,,,,,,,7804,6711,1917,915 -,,,,,,,,7805,6782,1937,924 -,,,,,,,,7806,7105,2029,969 -,,,,,,,,7807,7588,2167,1035 -,,,,,,,,7808,8179,2335,1115 -,,,,,,,,7809,8835,2523,1205 -,,,,,,,,7810,9267,2646,1263 -,,,,,,,,7811,9453,2700,1288 -,,,,,,,,7812,9451,2699,1288 -,,,,,,,,7813,9125,2606,1244 -,,,,,,,,7814,8598,2455,1172 -,,,,,,,,7815,8129,2322,1108 -,,,,,,,,7816,7891,2254,1075 -,,,,,,,,7817,8192,2339,1116 -,,,,,,,,7818,8543,2439,1165 -,,,,,,,,7819,8548,2441,1166 -,,,,,,,,7820,8532,2436,1163 -,,,,,,,,7821,8492,2425,1157 -,,,,,,,,7822,8261,2359,1126 -,,,,,,,,7823,7903,2257,1077 -,,,,,,,,7824,7410,2116,1010 -,,,,,,,,7825,6969,1990,950 -,,,,,,,,7826,6729,1922,918 -,,,,,,,,7827,6640,1897,905 -,,,,,,,,7828,6630,1893,903 -,,,,,,,,7829,6787,1938,925 -,,,,,,,,7830,7187,2053,979 -,,,,,,,,7831,7711,2203,1051 -,,,,,,,,7832,8157,2329,1112 -,,,,,,,,7833,8591,2454,1171 -,,,,,,,,7834,8851,2528,1206 -,,,,,,,,7835,8933,2551,1218 -,,,,,,,,7836,8892,2539,1212 -,,,,,,,,7837,8760,2502,1194 -,,,,,,,,7838,8615,2460,1175 -,,,,,,,,7839,8537,2438,1164 -,,,,,,,,7840,8629,2464,1176 -,,,,,,,,7841,9420,2690,1284 -,,,,,,,,7842,10016,2860,1366 -,,,,,,,,7843,9855,2815,1343 -,,,,,,,,7844,9547,2726,1302 -,,,,,,,,7845,9193,2625,1253 -,,,,,,,,7846,8719,2490,1189 -,,,,,,,,7847,8094,2312,1103 -,,,,,,,,7848,7402,2114,1009 -,,,,,,,,7849,6872,1963,937 -,,,,,,,,7850,6544,1869,892 -,,,,,,,,7851,6377,1821,869 -,,,,,,,,7852,6310,1802,860 -,,,,,,,,7853,6372,1820,868 -,,,,,,,,7854,6634,1894,904 -,,,,,,,,7855,7101,2028,968 -,,,,,,,,7856,7634,2180,1040 -,,,,,,,,7857,8324,2377,1135 -,,,,,,,,7858,8796,2512,1199 -,,,,,,,,7859,8958,2559,1222 -,,,,,,,,7860,8986,2566,1225 -,,,,,,,,7861,8943,2554,1219 -,,,,,,,,7862,8836,2524,1205 -,,,,,,,,7863,8804,2514,1201 -,,,,,,,,7864,8959,2559,1222 -,,,,,,,,7865,9774,2791,1332 -,,,,,,,,7866,10390,2967,1417 -,,,,,,,,7867,10306,2944,1405 -,,,,,,,,7868,10063,2874,1372 -,,,,,,,,7869,9784,2795,1334 -,,,,,,,,7870,9359,2673,1276 -,,,,,,,,7871,8754,2500,1193 -,,,,,,,,7872,8104,2314,1105 -,,,,,,,,7873,7580,2164,1033 -,,,,,,,,7874,7256,2073,989 -,,,,,,,,7875,7093,2026,967 -,,,,,,,,7876,7037,2009,959 -,,,,,,,,7877,7101,2028,968 -,,,,,,,,7878,7309,2088,996 -,,,,,,,,7879,7638,2181,1041 -,,,,,,,,7880,8042,2297,1096 -,,,,,,,,7881,8689,2481,1185 -,,,,,,,,7882,9169,2619,1250 -,,,,,,,,7883,9458,2701,1289 -,,,,,,,,7884,9602,2742,1309 -,,,,,,,,7885,9614,2745,1311 -,,,,,,,,7886,9515,2717,1298 -,,,,,,,,7887,9508,2715,1297 -,,,,,,,,7888,9698,2770,1322 -,,,,,,,,7889,10569,3019,1441 -,,,,,,,,7890,11230,3207,1531 -,,,,,,,,7891,11144,3183,1519 -,,,,,,,,7892,10846,3097,1479 -,,,,,,,,7893,10479,2993,1428 -,,,,,,,,7894,9701,2770,1322 -,,,,,,,,7895,8857,2529,1207 -,,,,,,,,7896,8097,2312,1104 -,,,,,,,,7897,7591,2168,1035 -,,,,,,,,7898,7327,2093,999 -,,,,,,,,7899,7218,2061,984 -,,,,,,,,7900,7223,2063,984 -,,,,,,,,7901,7490,2138,1021 -,,,,,,,,7902,8250,2356,1125 -,,,,,,,,7903,9590,2739,1308 -,,,,,,,,7904,10268,2932,1400 -,,,,,,,,7905,10326,2949,1408 -,,,,,,,,7906,10344,2954,1410 -,,,,,,,,7907,10330,2950,1408 -,,,,,,,,7908,10270,2933,1400 -,,,,,,,,7909,10187,2910,1388 -,,,,,,,,7910,10113,2888,1378 -,,,,,,,,7911,10009,2859,1364 -,,,,,,,,7912,10116,2890,1379 -,,,,,,,,7913,10950,3127,1493 -,,,,,,,,7914,11774,3362,1605 -,,,,,,,,7915,11759,3358,1603 -,,,,,,,,7916,11508,3286,1569 -,,,,,,,,7917,11055,3157,1507 -,,,,,,,,7918,10308,2944,1405 -,,,,,,,,7919,9326,2664,1272 -,,,,,,,,7920,8445,2412,1151 -,,,,,,,,7921,7899,2256,1077 -,,,,,,,,7922,7613,2174,1038 -,,,,,,,,7923,7477,2135,1020 -,,,,,,,,7924,7470,2134,1018 -,,,,,,,,7925,7699,2199,1050 -,,,,,,,,7926,8428,2407,1149 -,,,,,,,,7927,9761,2787,1331 -,,,,,,,,7928,10471,2991,1428 -,,,,,,,,7929,10643,3040,1451 -,,,,,,,,7930,10719,3061,1461 -,,,,,,,,7931,10802,3085,1473 -,,,,,,,,7932,10835,3095,1477 -,,,,,,,,7933,10820,3090,1475 -,,,,,,,,7934,10811,3087,1474 -,,,,,,,,7935,10750,3070,1465 -,,,,,,,,7936,10888,3110,1484 -,,,,,,,,7937,11635,3323,1586 -,,,,,,,,7938,12129,3464,1654 -,,,,,,,,7939,12036,3437,1641 -,,,,,,,,7940,11714,3346,1597 -,,,,,,,,7941,11207,3201,1528 -,,,,,,,,7942,10396,2969,1418 -,,,,,,,,7943,9383,2680,1279 -,,,,,,,,7944,8476,2420,1156 -,,,,,,,,7945,7885,2252,1075 -,,,,,,,,7946,7571,2162,1032 -,,,,,,,,7947,7443,2125,1014 -,,,,,,,,7948,7441,2125,1014 -,,,,,,,,7949,7675,2192,1046 -,,,,,,,,7950,8416,2404,1147 -,,,,,,,,7951,9770,2790,1332 -,,,,,,,,7952,10485,2995,1429 -,,,,,,,,7953,10564,3017,1440 -,,,,,,,,7954,10582,3022,1443 -,,,,,,,,7955,10613,3030,1447 -,,,,,,,,7956,10530,3007,1435 -,,,,,,,,7957,10401,2970,1418 -,,,,,,,,7958,10370,2961,1414 -,,,,,,,,7959,10343,2954,1410 -,,,,,,,,7960,10495,2997,1431 -,,,,,,,,7961,11316,3231,1543 -,,,,,,,,7962,11972,3420,1632 -,,,,,,,,7963,11906,3400,1623 -,,,,,,,,7964,11643,3325,1587 -,,,,,,,,7965,11225,3205,1530 -,,,,,,,,7966,10509,3001,1433 -,,,,,,,,7967,9533,2722,1300 -,,,,,,,,7968,8640,2468,1178 -,,,,,,,,7969,8064,2303,1100 -,,,,,,,,7970,7777,2221,1060 -,,,,,,,,7971,7656,2187,1044 -,,,,,,,,7972,7656,2187,1044 -,,,,,,,,7973,7876,2249,1074 -,,,,,,,,7974,8638,2467,1177 -,,,,,,,,7975,10000,2856,1363 -,,,,,,,,7976,10639,3038,1450 -,,,,,,,,7977,10637,3038,1450 -,,,,,,,,7978,10562,3016,1440 -,,,,,,,,7979,10524,3005,1435 -,,,,,,,,7980,10445,2983,1424 -,,,,,,,,7981,10288,2938,1403 -,,,,,,,,7982,10236,2923,1395 -,,,,,,,,7983,10145,2897,1383 -,,,,,,,,7984,10265,2931,1399 -,,,,,,,,7985,11055,3157,1507 -,,,,,,,,7986,11768,3361,1605 -,,,,,,,,7987,11814,3374,1611 -,,,,,,,,7988,11582,3308,1579 -,,,,,,,,7989,11129,3179,1517 -,,,,,,,,7990,10395,2969,1417 -,,,,,,,,7991,9403,2685,1282 -,,,,,,,,7992,8491,2424,1157 -,,,,,,,,7993,7901,2257,1077 -,,,,,,,,7994,7603,2171,1036 -,,,,,,,,7995,7457,2129,1016 -,,,,,,,,7996,7466,2132,1018 -,,,,,,,,7997,7706,2201,1050 -,,,,,,,,7998,8471,2419,1155 -,,,,,,,,7999,9807,2800,1337 -,,,,,,,,8000,10487,2995,1429 -,,,,,,,,8001,10654,3043,1453 -,,,,,,,,8002,10702,3056,1459 -,,,,,,,,8003,10664,3046,1454 -,,,,,,,,8004,10581,3022,1443 -,,,,,,,,8005,10479,2993,1428 -,,,,,,,,8006,10449,2985,1424 -,,,,,,,,8007,10415,2975,1420 -,,,,,,,,8008,10576,3020,1442 -,,,,,,,,8009,11391,3253,1553 -,,,,,,,,8010,11822,3376,1611 -,,,,,,,,8011,11637,3323,1586 -,,,,,,,,8012,11339,3238,1546 -,,,,,,,,8013,10964,3131,1494 -,,,,,,,,8014,10392,2968,1417 -,,,,,,,,8015,9588,2738,1308 -,,,,,,,,8016,8754,2500,1193 -,,,,,,,,8017,8122,2319,1107 -,,,,,,,,8018,7753,2214,1057 -,,,,,,,,8019,7577,2164,1033 -,,,,,,,,8020,7518,2147,1025 -,,,,,,,,8021,7587,2167,1035 -,,,,,,,,8022,7872,2248,1073 -,,,,,,,,8023,8448,2413,1151 -,,,,,,,,8024,9091,2596,1239 -,,,,,,,,8025,9795,2797,1335 -,,,,,,,,8026,10257,2930,1398 -,,,,,,,,8027,10471,2991,1428 -,,,,,,,,8028,10496,2997,1431 -,,,,,,,,8029,10450,2985,1424 -,,,,,,,,8030,10350,2955,1411 -,,,,,,,,8031,10280,2936,1402 -,,,,,,,,8032,10408,2972,1419 -,,,,,,,,8033,11104,3171,1514 -,,,,,,,,8034,11406,3257,1555 -,,,,,,,,8035,11218,3204,1530 -,,,,,,,,8036,10853,3100,1479 -,,,,,,,,8037,10480,2993,1428 -,,,,,,,,8038,9965,2846,1358 -,,,,,,,,8039,9253,2643,1262 -,,,,,,,,8040,8473,2419,1155 -,,,,,,,,8041,7866,2246,1072 -,,,,,,,,8042,7485,2138,1020 -,,,,,,,,8043,7259,2073,989 -,,,,,,,,8044,7155,2044,975 -,,,,,,,,8045,7164,2046,977 -,,,,,,,,8046,7338,2095,1000 -,,,,,,,,8047,7708,2201,1050 -,,,,,,,,8048,8182,2337,1116 -,,,,,,,,8049,8826,2520,1203 -,,,,,,,,8050,9296,2655,1267 -,,,,,,,,8051,9508,2715,1297 -,,,,,,,,8052,9577,2735,1306 -,,,,,,,,8053,9583,2737,1307 -,,,,,,,,8054,9478,2707,1292 -,,,,,,,,8055,9384,2680,1279 -,,,,,,,,8056,9519,2719,1298 -,,,,,,,,8057,10454,2985,1425 -,,,,,,,,8058,11026,3149,1504 -,,,,,,,,8059,10901,3113,1486 -,,,,,,,,8060,10594,3025,1444 -,,,,,,,,8061,10134,2894,1382 -,,,,,,,,8062,9398,2684,1281 -,,,,,,,,8063,8490,2424,1157 -,,,,,,,,8064,7652,2185,1043 -,,,,,,,,8065,7095,2026,967 -,,,,,,,,8066,6796,1941,926 -,,,,,,,,8067,6642,1897,905 -,,,,,,,,8068,6656,1901,908 -,,,,,,,,8069,6908,1973,942 -,,,,,,,,8070,7675,2192,1046 -,,,,,,,,8071,9041,2582,1232 -,,,,,,,,8072,9692,2768,1322 -,,,,,,,,8073,9776,2792,1332 -,,,,,,,,8074,9819,2804,1338 -,,,,,,,,8075,9854,2815,1343 -,,,,,,,,8076,9809,2801,1338 -,,,,,,,,8077,9738,2781,1328 -,,,,,,,,8078,9686,2766,1321 -,,,,,,,,8079,9608,2744,1310 -,,,,,,,,8080,9689,2767,1321 -,,,,,,,,8081,10558,3015,1439 -,,,,,,,,8082,11379,3250,1551 -,,,,,,,,8083,11336,3237,1545 -,,,,,,,,8084,11070,3161,1509 -,,,,,,,,8085,10629,3035,1449 -,,,,,,,,8086,9895,2826,1349 -,,,,,,,,8087,8908,2545,1215 -,,,,,,,,8088,8018,2289,1093 -,,,,,,,,8089,7411,2116,1010 -,,,,,,,,8090,7115,2032,969 -,,,,,,,,8091,6998,1998,954 -,,,,,,,,8092,6986,1995,952 -,,,,,,,,8093,7230,2065,985 -,,,,,,,,8094,7992,2282,1090 -,,,,,,,,8095,9338,2666,1273 -,,,,,,,,8096,10070,2875,1373 -,,,,,,,,8097,10228,2921,1394 -,,,,,,,,8098,10312,2945,1406 -,,,,,,,,8099,10370,2961,1414 -,,,,,,,,8100,10367,2960,1414 -,,,,,,,,8101,10310,2945,1405 -,,,,,,,,8102,10261,2930,1399 -,,,,,,,,8103,10170,2905,1387 -,,,,,,,,8104,10262,2930,1399 -,,,,,,,,8105,11054,3157,1507 -,,,,,,,,8106,11595,3311,1580 -,,,,,,,,8107,11480,3279,1565 -,,,,,,,,8108,11132,3180,1518 -,,,,,,,,8109,10641,3039,1451 -,,,,,,,,8110,9863,2817,1345 -,,,,,,,,8111,8784,2509,1197 -,,,,,,,,8112,7825,2235,1067 -,,,,,,,,8113,7218,2061,984 -,,,,,,,,8114,6879,1964,938 -,,,,,,,,8115,6676,1907,910 -,,,,,,,,8116,6629,1893,903 -,,,,,,,,8117,6823,1948,930 -,,,,,,,,8118,7530,2150,1026 -,,,,,,,,8119,8866,2532,1209 -,,,,,,,,8120,9563,2731,1303 -,,,,,,,,8121,9674,2763,1319 -,,,,,,,,8122,9709,2773,1323 -,,,,,,,,8123,9749,2785,1329 -,,,,,,,,8124,9744,2783,1328 -,,,,,,,,8125,9708,2772,1323 -,,,,,,,,8126,9729,2779,1327 -,,,,,,,,8127,9712,2774,1324 -,,,,,,,,8128,9875,2820,1346 -,,,,,,,,8129,10821,3091,1475 -,,,,,,,,8130,11582,3308,1579 -,,,,,,,,8131,11583,3308,1579 -,,,,,,,,8132,11361,3245,1549 -,,,,,,,,8133,10976,3135,1496 -,,,,,,,,8134,10257,2930,1398 -,,,,,,,,8135,9281,2650,1265 -,,,,,,,,8136,8375,2392,1141 -,,,,,,,,8137,7823,2234,1066 -,,,,,,,,8138,7553,2157,1030 -,,,,,,,,8139,7437,2124,1014 -,,,,,,,,8140,7448,2127,1015 -,,,,,,,,8141,7720,2204,1052 -,,,,,,,,8142,8532,2436,1163 -,,,,,,,,8143,9931,2836,1354 -,,,,,,,,8144,10594,3025,1444 -,,,,,,,,8145,10631,3036,1449 -,,,,,,,,8146,10599,3027,1445 -,,,,,,,,8147,10549,3013,1439 -,,,,,,,,8148,10421,2976,1421 -,,,,,,,,8149,10276,2935,1401 -,,,,,,,,8150,10196,2912,1390 -,,,,,,,,8151,10123,2891,1380 -,,,,,,,,8152,10262,2930,1399 -,,,,,,,,8153,11259,3216,1535 -,,,,,,,,8154,12028,3436,1640 -,,,,,,,,8155,12032,3436,1641 -,,,,,,,,8156,11830,3378,1613 -,,,,,,,,8157,11449,3270,1561 -,,,,,,,,8158,10755,3071,1466 -,,,,,,,,8159,9753,2785,1329 -,,,,,,,,8160,8798,2513,1200 -,,,,,,,,8161,8191,2339,1116 -,,,,,,,,8162,7885,2252,1075 -,,,,,,,,8163,7728,2207,1054 -,,,,,,,,8164,7715,2203,1052 -,,,,,,,,8165,7937,2267,1082 -,,,,,,,,8166,8663,2474,1181 -,,,,,,,,8167,9990,2853,1362 -,,,,,,,,8168,10688,3052,1457 -,,,,,,,,8169,10802,3085,1473 -,,,,,,,,8170,10781,3079,1469 -,,,,,,,,8171,10752,3070,1466 -,,,,,,,,8172,10625,3035,1449 -,,,,,,,,8173,10465,2989,1427 -,,,,,,,,8174,10431,2979,1422 -,,,,,,,,8175,10378,2964,1415 -,,,,,,,,8176,10490,2995,1430 -,,,,,,,,8177,11272,3219,1537 -,,,,,,,,8178,11588,3310,1580 -,,,,,,,,8179,11383,3250,1552 -,,,,,,,,8180,11015,3146,1502 -,,,,,,,,8181,10590,3025,1444 -,,,,,,,,8182,10003,2857,1363 -,,,,,,,,8183,9166,2618,1250 -,,,,,,,,8184,8258,2359,1126 -,,,,,,,,8185,7590,2168,1035 -,,,,,,,,8186,7200,2056,981 -,,,,,,,,8187,6973,1992,950 -,,,,,,,,8188,6894,1969,939 -,,,,,,,,8189,6947,1984,947 -,,,,,,,,8190,7223,2063,984 -,,,,,,,,8191,7754,2214,1057 -,,,,,,,,8192,8397,2398,1145 -,,,,,,,,8193,9103,2600,1241 -,,,,,,,,8194,9578,2735,1306 -,,,,,,,,8195,9807,2800,1337 -,,,,,,,,8196,9821,2805,1339 -,,,,,,,,8197,9718,2775,1325 -,,,,,,,,8198,9577,2735,1306 -,,,,,,,,8199,9513,2717,1297 -,,,,,,,,8200,9627,2749,1312 -,,,,,,,,8201,10365,2960,1413 -,,,,,,,,8202,10760,3073,1467 -,,,,,,,,8203,10561,3016,1440 -,,,,,,,,8204,10215,2917,1393 -,,,,,,,,8205,9868,2819,1345 -,,,,,,,,8206,9384,2680,1279 -,,,,,,,,8207,8713,2489,1188 -,,,,,,,,8208,7936,2266,1082 -,,,,,,,,8209,7326,2092,999 -,,,,,,,,8210,6934,1980,945 -,,,,,,,,8211,6727,1922,917 -,,,,,,,,8212,6636,1895,904 -,,,,,,,,8213,6689,1910,912 -,,,,,,,,8214,6884,1966,939 -,,,,,,,,8215,7281,2079,993 -,,,,,,,,8216,7698,2199,1050 -,,,,,,,,8217,8329,2379,1136 -,,,,,,,,8218,8814,2517,1202 -,,,,,,,,8219,9069,2590,1236 -,,,,,,,,8220,9208,2629,1255 -,,,,,,,,8221,9258,2644,1262 -,,,,,,,,8222,9208,2629,1255 -,,,,,,,,8223,9157,2615,1248 -,,,,,,,,8224,9403,2685,1282 -,,,,,,,,8225,10502,2999,1432 -,,,,,,,,8226,11126,3178,1517 -,,,,,,,,8227,11064,3160,1509 -,,,,,,,,8228,10807,3086,1474 -,,,,,,,,8229,10387,2966,1416 -,,,,,,,,8230,9693,2768,1322 -,,,,,,,,8231,8769,2504,1196 -,,,,,,,,8232,7894,2254,1076 -,,,,,,,,8233,7318,2090,998 -,,,,,,,,8234,7026,2007,958 -,,,,,,,,8235,6896,1969,940 -,,,,,,,,8236,6881,1965,938 -,,,,,,,,8237,7124,2034,971 -,,,,,,,,8238,7859,2244,1071 -,,,,,,,,8239,9185,2623,1252 -,,,,,,,,8240,10055,2872,1371 -,,,,,,,,8241,10253,2928,1398 -,,,,,,,,8242,10390,2967,1417 -,,,,,,,,8243,10500,2999,1432 -,,,,,,,,8244,10516,3003,1434 -,,,,,,,,8245,10487,2995,1429 -,,,,,,,,8246,10473,2991,1428 -,,,,,,,,8247,10385,2966,1416 -,,,,,,,,8248,10549,3013,1439 -,,,,,,,,8249,11329,3236,1545 -,,,,,,,,8250,11796,3369,1608 -,,,,,,,,8251,11652,3328,1589 -,,,,,,,,8252,11302,3228,1541 -,,,,,,,,8253,10798,3084,1472 -,,,,,,,,8254,9997,2855,1363 -,,,,,,,,8255,9002,2571,1227 -,,,,,,,,8256,8009,2287,1092 -,,,,,,,,8257,7298,2084,994 -,,,,,,,,8258,6918,1976,943 -,,,,,,,,8259,6727,1921,917 -,,,,,,,,8260,6693,1912,913 -,,,,,,,,8261,6882,1965,938 -,,,,,,,,8262,7636,2181,1041 -,,,,,,,,8263,9017,2575,1229 -,,,,,,,,8264,9834,2809,1341 -,,,,,,,,8265,10010,2859,1365 -,,,,,,,,8266,10059,2873,1372 -,,,,,,,,8267,10057,2872,1371 -,,,,,,,,8268,10028,2864,1367 -,,,,,,,,8269,9935,2838,1354 -,,,,,,,,8270,9917,2832,1352 -,,,,,,,,8271,9880,2822,1347 -,,,,,,,,8272,10054,2871,1371 -,,,,,,,,8273,11028,3150,1504 -,,,,,,,,8274,11804,3371,1610 -,,,,,,,,8275,11798,3370,1609 -,,,,,,,,8276,11573,3306,1578 -,,,,,,,,8277,11174,3191,1524 -,,,,,,,,8278,10458,2986,1426 -,,,,,,,,8279,9424,2691,1285 -,,,,,,,,8280,8462,2417,1154 -,,,,,,,,8281,7859,2244,1071 -,,,,,,,,8282,7568,2161,1031 -,,,,,,,,8283,7438,2124,1014 -,,,,,,,,8284,7448,2127,1015 -,,,,,,,,8285,7712,2203,1051 -,,,,,,,,8286,8497,2426,1158 -,,,,,,,,8287,9905,2829,1350 -,,,,,,,,8288,10639,3038,1450 -,,,,,,,,8289,10681,3050,1456 -,,,,,,,,8290,10637,3038,1450 -,,,,,,,,8291,10586,3023,1444 -,,,,,,,,8292,10513,3002,1434 -,,,,,,,,8293,10385,2966,1416 -,,,,,,,,8294,10350,2955,1411 -,,,,,,,,8295,10273,2934,1400 -,,,,,,,,8296,10460,2987,1426 -,,,,,,,,8297,11452,3271,1561 -,,,,,,,,8298,12182,3479,1661 -,,,,,,,,8299,12133,3466,1655 -,,,,,,,,8300,11913,3402,1624 -,,,,,,,,8301,11507,3286,1569 -,,,,,,,,8302,10813,3088,1474 -,,,,,,,,8303,9780,2793,1333 -,,,,,,,,8304,8789,2510,1198 -,,,,,,,,8305,8123,2320,1107 -,,,,,,,,8306,7784,2223,1061 -,,,,,,,,8307,7644,2183,1042 -,,,,,,,,8308,7658,2187,1044 -,,,,,,,,8309,7891,2254,1075 -,,,,,,,,8310,8660,2473,1181 -,,,,,,,,8311,10048,2870,1370 -,,,,,,,,8312,10751,3070,1465 -,,,,,,,,8313,10787,3081,1470 -,,,,,,,,8314,10638,3038,1450 -,,,,,,,,8315,10499,2999,1431 -,,,,,,,,8316,10356,2957,1412 -,,,,,,,,8317,10201,2914,1391 -,,,,,,,,8318,10134,2895,1382 -,,,,,,,,8319,10061,2874,1372 -,,,,,,,,8320,10198,2912,1390 -,,,,,,,,8321,11142,3182,1519 -,,,,,,,,8322,12007,3429,1637 -,,,,,,,,8323,12019,3432,1639 -,,,,,,,,8324,11831,3379,1613 -,,,,,,,,8325,11463,3274,1563 -,,,,,,,,8326,10789,3081,1471 -,,,,,,,,8327,9777,2792,1332 -,,,,,,,,8328,8798,2513,1200 -,,,,,,,,8329,8150,2328,1111 -,,,,,,,,8330,7835,2238,1068 -,,,,,,,,8331,7694,2198,1049 -,,,,,,,,8332,7694,2198,1049 -,,,,,,,,8333,7926,2264,1080 -,,,,,,,,8334,8683,2479,1184 -,,,,,,,,8335,10038,2867,1368 -,,,,,,,,8336,10745,3069,1464 -,,,,,,,,8337,10774,3077,1469 -,,,,,,,,8338,10651,3042,1452 -,,,,,,,,8339,10540,3010,1437 -,,,,,,,,8340,10390,2967,1417 -,,,,,,,,8341,10184,2909,1388 -,,,,,,,,8342,10044,2869,1369 -,,,,,,,,8343,9969,2847,1359 -,,,,,,,,8344,10081,2879,1374 -,,,,,,,,8345,10996,3140,1499 -,,,,,,,,8346,11644,3326,1587 -,,,,,,,,8347,11501,3285,1568 -,,,,,,,,8348,11220,3205,1530 -,,,,,,,,8349,10866,3103,1481 -,,,,,,,,8350,10350,2956,1411 -,,,,,,,,8351,9535,2723,1300 -,,,,,,,,8352,8636,2466,1177 -,,,,,,,,8353,7956,2272,1085 -,,,,,,,,8354,7558,2158,1030 -,,,,,,,,8355,7385,2109,1007 -,,,,,,,,8356,7329,2093,999 -,,,,,,,,8357,7415,2118,1010 -,,,,,,,,8358,7730,2208,1054 -,,,,,,,,8359,8328,2379,1136 -,,,,,,,,8360,8937,2552,1218 -,,,,,,,,8361,9519,2719,1298 -,,,,,,,,8362,9813,2802,1338 -,,,,,,,,8363,9860,2816,1344 -,,,,,,,,8364,9753,2785,1329 -,,,,,,,,8365,9559,2730,1303 -,,,,,,,,8366,9368,2675,1277 -,,,,,,,,8367,9294,2655,1267 -,,,,,,,,8368,9456,2700,1289 -,,,,,,,,8369,10489,2995,1430 -,,,,,,,,8370,11189,3195,1525 -,,,,,,,,8371,11102,3170,1514 -,,,,,,,,8372,10833,3094,1477 -,,,,,,,,8373,10562,3016,1440 -,,,,,,,,8374,10115,2889,1379 -,,,,,,,,8375,9450,2699,1288 -,,,,,,,,8376,8654,2471,1180 -,,,,,,,,8377,8002,2285,1090 -,,,,,,,,8378,7604,2172,1036 -,,,,,,,,8379,7391,2111,1008 -,,,,,,,,8380,7298,2084,994 -,,,,,,,,8381,7324,2091,999 -,,,,,,,,8382,7515,2146,1025 -,,,,,,,,8383,7925,2264,1080 -,,,,,,,,8384,8447,2412,1151 -,,,,,,,,8385,9200,2627,1254 -,,,,,,,,8386,9807,2800,1337 -,,,,,,,,8387,10133,2894,1382 -,,,,,,,,8388,10329,2950,1408 -,,,,,,,,8389,10480,2993,1428 -,,,,,,,,8390,10529,3007,1435 -,,,,,,,,8391,10546,3011,1438 -,,,,,,,,8392,10778,3078,1469 -,,,,,,,,8393,11574,3306,1578 -,,,,,,,,8394,11976,3420,1633 -,,,,,,,,8395,11878,3392,1620 -,,,,,,,,8396,11551,3299,1575 -,,,,,,,,8397,11111,3173,1515 -,,,,,,,,8398,10487,2995,1429 -,,,,,,,,8399,9573,2734,1305 -,,,,,,,,8400,8649,2470,1179 -,,,,,,,,8401,7970,2276,1086 -,,,,,,,,8402,7576,2164,1033 -,,,,,,,,8403,7430,2122,1013 -,,,,,,,,8404,7412,2117,1010 -,,,,,,,,8405,7658,2187,1044 -,,,,,,,,8406,8378,2393,1142 -,,,,,,,,8407,9688,2766,1321 -,,,,,,,,8408,10594,3025,1444 -,,,,,,,,8409,10868,3104,1482 -,,,,,,,,8410,10975,3135,1496 -,,,,,,,,8411,11084,3166,1511 -,,,,,,,,8412,11101,3170,1514 -,,,,,,,,8413,11032,3150,1504 -,,,,,,,,8414,10988,3138,1498 -,,,,,,,,8415,10911,3115,1488 -,,,,,,,,8416,11057,3158,1508 -,,,,,,,,8417,11885,3394,1621 -,,,,,,,,8418,12358,3530,1685 -,,,,,,,,8419,12236,3495,1668 -,,,,,,,,8420,11929,3406,1626 -,,,,,,,,8421,11458,3272,1562 -,,,,,,,,8422,10660,3045,1454 -,,,,,,,,8423,9581,2736,1306 -,,,,,,,,8424,8551,2442,1166 -,,,,,,,,8425,7846,2241,1070 -,,,,,,,,8426,7499,2142,1022 -,,,,,,,,8427,7307,2087,996 -,,,,,,,,8428,7270,2076,991 -,,,,,,,,8429,7457,2129,1016 -,,,,,,,,8430,8157,2329,1112 -,,,,,,,,8431,9462,2702,1290 -,,,,,,,,8432,10299,2941,1404 -,,,,,,,,8433,10434,2980,1423 -,,,,,,,,8434,10482,2994,1429 -,,,,,,,,8435,10545,3011,1438 -,,,,,,,,8436,10526,3006,1435 -,,,,,,,,8437,10414,2975,1420 -,,,,,,,,8438,10366,2960,1414 -,,,,,,,,8439,10287,2938,1403 -,,,,,,,,8440,10414,2974,1419 -,,,,,,,,8441,11220,3205,1530 -,,,,,,,,8442,11815,3374,1611 -,,,,,,,,8443,11739,3352,1600 -,,,,,,,,8444,11469,3276,1564 -,,,,,,,,8445,11037,3152,1504 -,,,,,,,,8446,10308,2944,1405 -,,,,,,,,8447,9289,2653,1267 -,,,,,,,,8448,8287,2367,1130 -,,,,,,,,8449,7571,2162,1032 -,,,,,,,,8450,7214,2060,984 -,,,,,,,,8451,7066,2018,963 -,,,,,,,,8452,7064,2018,963 -,,,,,,,,8453,7305,2086,996 -,,,,,,,,8454,8040,2296,1096 -,,,,,,,,8455,9396,2683,1281 -,,,,,,,,8456,10188,2910,1389 -,,,,,,,,8457,10302,2942,1404 -,,,,,,,,8458,10320,2947,1407 -,,,,,,,,8459,10324,2949,1408 -,,,,,,,,8460,10273,2934,1400 -,,,,,,,,8461,10179,2907,1388 -,,,,,,,,8462,10191,2910,1389 -,,,,,,,,8463,10181,2908,1388 -,,,,,,,,8464,10321,2948,1407 -,,,,,,,,8465,11211,3202,1529 -,,,,,,,,8466,11925,3406,1625 -,,,,,,,,8467,11886,3394,1621 -,,,,,,,,8468,11642,3325,1587 -,,,,,,,,8469,11261,3216,1535 -,,,,,,,,8470,10572,3020,1441 -,,,,,,,,8471,9554,2729,1302 -,,,,,,,,8472,8528,2435,1162 -,,,,,,,,8473,7849,2242,1070 -,,,,,,,,8474,7476,2135,1019 -,,,,,,,,8475,7318,2090,998 -,,,,,,,,8476,7319,2090,998 -,,,,,,,,8477,7565,2160,1031 -,,,,,,,,8478,8336,2380,1136 -,,,,,,,,8479,9713,2774,1324 -,,,,,,,,8480,10423,2977,1421 -,,,,,,,,8481,10524,3005,1434 -,,,,,,,,8482,10487,2995,1429 -,,,,,,,,8483,10425,2977,1421 -,,,,,,,,8484,10316,2946,1407 -,,,,,,,,8485,10163,2903,1386 -,,,,,,,,8486,10143,2897,1383 -,,,,,,,,8487,10178,2907,1388 -,,,,,,,,8488,10405,2971,1418 -,,,,,,,,8489,11272,3219,1537 -,,,,,,,,8490,11889,3396,1621 -,,,,,,,,8491,11819,3376,1611 -,,,,,,,,8492,11594,3311,1580 -,,,,,,,,8493,11266,3217,1536 -,,,,,,,,8494,10591,3025,1444 -,,,,,,,,8495,9576,2735,1306 -,,,,,,,,8496,8585,2452,1171 -,,,,,,,,8497,7884,2252,1075 -,,,,,,,,8498,7487,2138,1020 -,,,,,,,,8499,7295,2083,994 -,,,,,,,,8500,7292,2083,994 -,,,,,,,,8501,7473,2134,1019 -,,,,,,,,8502,8136,2324,1109 -,,,,,,,,8503,9371,2676,1277 -,,,,,,,,8504,10270,2933,1400 -,,,,,,,,8505,10570,3019,1441 -,,,,,,,,8506,10718,3061,1461 -,,,,,,,,8507,10774,3077,1469 -,,,,,,,,8508,10732,3065,1463 -,,,,,,,,8509,10536,3009,1436 -,,,,,,,,8510,10385,2966,1416 -,,,,,,,,8511,10180,2907,1388 -,,,,,,,,8512,10127,2892,1381 -,,,,,,,,8513,10860,3101,1480 -,,,,,,,,8514,11395,3255,1554 -,,,,,,,,8515,11216,3203,1530 -,,,,,,,,8516,10903,3114,1486 -,,,,,,,,8517,10530,3007,1435 -,,,,,,,,8518,10004,2857,1364 -,,,,,,,,8519,9233,2637,1259 -,,,,,,,,8520,8344,2383,1137 -,,,,,,,,8521,7689,2196,1048 -,,,,,,,,8522,7298,2084,994 -,,,,,,,,8523,7081,2023,965 -,,,,,,,,8524,7021,2005,957 -,,,,,,,,8525,7089,2024,966 -,,,,,,,,8526,7337,2095,1000 -,,,,,,,,8527,7883,2251,1075 -,,,,,,,,8528,8505,2429,1160 -,,,,,,,,8529,9213,2631,1256 -,,,,,,,,8530,9678,2764,1319 -,,,,,,,,8531,9830,2807,1340 -,,,,,,,,8532,9865,2818,1345 -,,,,,,,,8533,9798,2798,1336 -,,,,,,,,8534,9722,2776,1325 -,,,,,,,,8535,9709,2773,1323 -,,,,,,,,8536,9875,2820,1346 -,,,,,,,,8537,10741,3067,1464 -,,,,,,,,8538,11428,3264,1558 -,,,,,,,,8539,11394,3254,1554 -,,,,,,,,8540,11154,3185,1521 -,,,,,,,,8541,10865,3103,1481 -,,,,,,,,8542,10443,2982,1424 -,,,,,,,,8543,9751,2785,1329 -,,,,,,,,8544,8930,2550,1217 -,,,,,,,,8545,8253,2357,1125 -,,,,,,,,8546,7822,2234,1066 -,,,,,,,,8547,7593,2169,1035 -,,,,,,,,8548,7487,2138,1020 -,,,,,,,,8549,7505,2144,1023 -,,,,,,,,8550,7709,2202,1051 -,,,,,,,,8551,8124,2320,1107 -,,,,,,,,8552,8572,2448,1168 -,,,,,,,,8553,9157,2615,1248 -,,,,,,,,8554,9539,2725,1301 -,,,,,,,,8555,9669,2761,1318 -,,,,,,,,8556,9753,2785,1329 -,,,,,,,,8557,9784,2794,1333 -,,,,,,,,8558,9718,2775,1325 -,,,,,,,,8559,9642,2754,1314 -,,,,,,,,8560,9703,2771,1322 -,,,,,,,,8561,10576,3020,1442 -,,,,,,,,8562,11314,3231,1543 -,,,,,,,,8563,11306,3229,1541 -,,,,,,,,8564,11099,3170,1513 -,,,,,,,,8565,10825,3091,1476 -,,,,,,,,8566,10312,2945,1406 -,,,,,,,,8567,9579,2735,1306 -,,,,,,,,8568,8713,2488,1187 -,,,,,,,,8569,8020,2290,1093 -,,,,,,,,8570,7619,2176,1039 -,,,,,,,,8571,7413,2117,1010 -,,,,,,,,8572,7375,2106,1005 -,,,,,,,,8573,7538,2153,1028 -,,,,,,,,8574,7979,2279,1088 -,,,,,,,,8575,8667,2475,1181 -,,,,,,,,8576,9277,2649,1265 -,,,,,,,,8577,9817,2804,1338 -,,,,,,,,8578,10118,2890,1379 -,,,,,,,,8579,10220,2919,1393 -,,,,,,,,8580,10171,2905,1387 -,,,,,,,,8581,10007,2858,1364 -,,,,,,,,8582,9875,2820,1347 -,,,,,,,,8583,9850,2813,1343 -,,,,,,,,8584,9948,2841,1356 -,,,,,,,,8585,10723,3062,1462 -,,,,,,,,8586,11146,3183,1519 -,,,,,,,,8587,10708,3058,1459 -,,,,,,,,8588,10271,2933,1400 -,,,,,,,,8589,9990,2853,1362 -,,,,,,,,8590,9725,2777,1326 -,,,,,,,,8591,9288,2653,1267 -,,,,,,,,8592,8669,2475,1181 -,,,,,,,,8593,8029,2293,1095 -,,,,,,,,8594,7569,2161,1032 -,,,,,,,,8595,7305,2086,996 -,,,,,,,,8596,7231,2065,985 -,,,,,,,,8597,7282,2079,993 -,,,,,,,,8598,7516,2146,1025 -,,,,,,,,8599,7958,2273,1085 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-,,,,,,,,8667,7656,2186,1044 -,,,,,,,,8668,7640,2182,1041 -,,,,,,,,8669,7829,2236,1067 -,,,,,,,,8670,8375,2392,1141 -,,,,,,,,8671,9248,2641,1261 -,,,,,,,,8672,9903,2828,1350 -,,,,,,,,8673,10347,2955,1411 -,,,,,,,,8674,10599,3027,1445 -,,,,,,,,8675,10680,3050,1456 -,,,,,,,,8676,10613,3031,1447 -,,,,,,,,8677,10459,2987,1426 -,,,,,,,,8678,10329,2950,1408 -,,,,,,,,8679,10219,2919,1393 -,,,,,,,,8680,10248,2927,1397 -,,,,,,,,8681,11026,3149,1504 -,,,,,,,,8682,11797,3369,1608 -,,,,,,,,8683,11680,3336,1592 -,,,,,,,,8684,11362,3245,1549 -,,,,,,,,8685,10989,3139,1498 -,,,,,,,,8686,10419,2975,1420 -,,,,,,,,8687,9664,2760,1318 -,,,,,,,,8688,8844,2526,1206 -,,,,,,,,8689,8241,2354,1123 -,,,,,,,,8690,7880,2250,1075 -,,,,,,,,8691,7703,2200,1050 -,,,,,,,,8692,7615,2175,1038 -,,,,,,,,8693,7660,2188,1045 -,,,,,,,,8694,7917,2261,1080 -,,,,,,,,8695,8375,2392,1141 -,,,,,,,,8696,8885,2538,1212 -,,,,,,,,8697,9511,2716,1297 -,,,,,,,,8698,10005,2857,1364 -,,,,,,,,8699,10256,2929,1398 -,,,,,,,,8700,10299,2941,1404 -,,,,,,,,8701,10302,2942,1404 -,,,,,,,,8702,10277,2935,1401 -,,,,,,,,8703,10289,2939,1403 -,,,,,,,,8704,10490,2995,1430 -,,,,,,,,8705,11257,3215,1535 -,,,,,,,,8706,11770,3361,1605 -,,,,,,,,8707,11670,3333,1591 -,,,,,,,,8708,11311,3231,1542 -,,,,,,,,8709,10872,3105,1482 -,,,,,,,,8710,10303,2943,1404 -,,,,,,,,8711,9558,2730,1303 -,,,,,,,,8712,8787,2509,1198 -,,,,,,,,8713,8179,2336,1115 -,,,,,,,,8714,7788,2224,1062 -,,,,,,,,8715,7602,2171,1036 -,,,,,,,,8716,7520,2148,1025 -,,,,,,,,8717,7568,2161,1031 -,,,,,,,,8718,7783,2223,1061 -,,,,,,,,8719,8145,2326,1110 -,,,,,,,,8720,8515,2432,1161 -,,,,,,,,8721,9074,2591,1237 -,,,,,,,,8722,9555,2729,1302 -,,,,,,,,8723,9877,2820,1347 -,,,,,,,,8724,10082,2880,1374 -,,,,,,,,8725,10161,2902,1385 -,,,,,,,,8726,10085,2880,1375 -,,,,,,,,8727,10002,2856,1363 -,,,,,,,,8728,10086,2880,1375 -,,,,,,,,8729,10996,3140,1499 -,,,,,,,,8730,11817,3375,1611 -,,,,,,,,8731,11777,3363,1605 -,,,,,,,,8732,11486,3281,1566 -,,,,,,,,8733,11162,3188,1522 -,,,,,,,,8734,10603,3028,1445 -,,,,,,,,8735,9865,2818,1345 -,,,,,,,,8736,9090,2596,1239 -,,,,,,,,8737,8516,2432,1161 -,,,,,,,,8738,8194,2340,1117 -,,,,,,,,8739,8028,2293,1095 -,,,,,,,,8740,8002,2285,1090 -,,,,,,,,8741,8148,2327,1110 -,,,,,,,,8742,8589,2453,1171 -,,,,,,,,8743,9325,2663,1272 -,,,,,,,,8744,9904,2829,1350 -,,,,,,,,8745,10400,2970,1418 -,,,,,,,,8746,10771,3076,1469 -,,,,,,,,8747,10938,3124,1491 -,,,,,,,,8748,10907,3115,1487 -,,,,,,,,8749,10730,3064,1463 -,,,,,,,,8750,10550,3013,1439 -,,,,,,,,8751,10438,2981,1423 -,,,,,,,,8752,10469,2990,1427 -,,,,,,,,8753,11228,3206,1531 -,,,,,,,,8754,11908,3401,1624 -,,,,,,,,8755,11562,3302,1576 -,,,,,,,,8756,9923,3797,1339 -,,,,,,,,8757,9461,3621,1277 -,,,,,,,,8758,9018,3452,1217 -,,,,,,,,8759,8551,3281,1154 -,,,,,,,,8760,8089,3106,1092 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv deleted file mode 100644 index bd16edeeb3..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Minimum_capacity_requirement.csv +++ /dev/null @@ -1,4 +0,0 @@ -MinCapReqConstraint,ConstraintDescription,Min_MW -1,MA_PV,5000 -2,CT_Wind,10000 -3,All_Batteries,6000 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv deleted file mode 100644 index 5cca655c66..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Network.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,Network_Lines,z1,z2,z3,Line_Max_Flow_MW,transmission_path_name,distance_mile,Line_Loss_Percentage,Line_Max_Reinforcement_MW,Line_Reinforcement_Cost_per_MWyr,DerateCapRes_1,CapRes_1,CapRes_Excl_1 -MA,z1,1,1,-1,0,2950,MA_to_CT,123.0584,0.012305837,2950,12060,0.95,0,0 -CT,z2,2,1,0,-1,2000,MA_to_ME,196.5385,0.019653847,2000,19261,0.95,0,0 -ME,z3,,,,,,,,,,,,, \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md deleted file mode 100644 index 7ff8b89be5..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/README.md +++ /dev/null @@ -1,15 +0,0 @@ -# Small New England: Three Zones - -**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. - -To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/ThreeZones`: - -`cd("Example_Systems/SmallNewEngland/ThreeZones")` - -Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver Gurobi (`Solver: Gurobi`), time domain reduced input data (`TimeDomainReduction: 1`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. A rate-based carbon cap of 50 gCO2 per kWh is specified in the `CO2_cap.csv` input file. - -Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: - -`include("Run.jl")` - -Once the model has completed, results will write to the `Results` directory. \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv deleted file mode 100644 index b96bce1284..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Reserves.csv +++ /dev/null @@ -1,2 +0,0 @@ -Reg_Req_Percent_Load,Reg_Req_Percent_VRE,Rsv_Req_Percent_Load,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW -0.01,0.0032,0.033,0.0795,1000,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl deleted file mode 100644 index b44ca23ec1..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Run.jl +++ /dev/null @@ -1,3 +0,0 @@ -using GenX - -run_genx_case!(dirname(@__FILE__)) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml deleted file mode 100644 index 92c6fa892f..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cbc_settings.yml +++ /dev/null @@ -1,11 +0,0 @@ -# CBC Solver Parameters -# Common solver settings -TimeLimit: 110000 # Solution timeout limit. For example, set_optimizer_attribute(model, "seconds", 60.0). - -#CBC-specific solver settings -logLevel: 1 # Set to 1 to enable solution output. For example, set_optimizer_attribute(model, "logLevel", 1). -maxSolutions: -1 # Terminate after this many feasible solutions have been found. For example, set_optimizer_attribute(model, "maxSolutions", 1). -maxNodes: 2000 # Terminate after this many branch-and-bound nodes have been evaluated. For example, set_optimizer_attribute(model, "maxNodes", 1). -allowableGap: 1 # Terminate after optimality gap is less than this value (on an absolute scale). For example, set_optimizer_attribute(model, "allowableGap", 0.05). -ratioGap: 0.01 # Terminate after optimality gap is smaller than this relative fraction. For example, set_optimizer_attribute(model, "allowableGap", 0.05). -threads: 2 # Set the number of threads to use for parallel branch & bound. For example, set_optimizer_attribute(model, "threads", 2) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml deleted file mode 100644 index c4c003d08e..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/clp_settings.yml +++ /dev/null @@ -1,14 +0,0 @@ -# Clp Solver parameters https://github.com/jump-dev/Clp.jl -# Common solver settings -Feasib_Tol: 1e-5 # Primal/Dual feasibility tolerance -TimeLimit: -1.0 # Terminate after this many seconds have passed. A negative value means no time limit -Pre_Solve: 0 # Set to 1 to disable presolve -Method: 5 # Solution method: dual simplex (0), primal simplex (1), sprint (2), barrier with crossover (3), barrier without crossover (4), automatic (5) - -#Clp-specific solver settings -DualObjectiveLimit: 1e308 # When using dual simplex (where the objective is monotonically changing), terminate when the objective exceeds this limit -MaximumIterations: 2147483647 # Terminate after performing this number of simplex iterations -LogLevel: 1 # Set to 1, 2, 3, or 4 for increasing output. Set to 0 to disable output -InfeasibleReturn: 0 # Set to 1 to return as soon as the problem is found to be infeasible (by default, an infeasibility proof is computed as well) -Scaling: 3 # 0 -off, 1 equilibrium, 2 geometric, 3 auto, 4 dynamic(later) -Perturbation: 100 # switch on perturbation (50), automatic (100), don't try perturbing (102) diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml deleted file mode 100644 index 8d37873eef..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/cplex_settings.yml +++ /dev/null @@ -1,10 +0,0 @@ -# CPLEX Solver Parameters -Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. -Optimal_Tol: 1e-5 # Dual feasibility tolerances. -Pre_Solve: 1 # Controls presolve level. -TimeLimit: 110000 # Limits total time solver. -MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). -Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). -BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). -NumericFocus: 0 # Numerical precision emphasis. -SolutionType: 2 # Solution type for LP or QP. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml deleted file mode 100644 index 31e98be1f7..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/genx_settings.yml +++ /dev/null @@ -1,23 +0,0 @@ -OverwriteResults: 0 # Overwrite existing results in output folder or create a new one; 0 = create new folder; 1 = overwrite existing results -PrintModel: 0 # Write the model formulation as an output; 0 = active; 1 = not active -NetworkExpansion: 1 # Transmission network expansionl; 0 = not active; 1 = active systemwide -Trans_Loss_Segments: 1 # Number of segments used in piecewise linear approximation of transmission losses; 1 = linear, >2 = piecewise quadratic -Reserves: 0 # Regulation (primary) and operating (secondary) reserves; 0 = not active, 1 = active systemwide -EnergyShareRequirement: 0 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide -CapacityReserveMargin: 0 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide -CO2Cap: 2 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = load + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint -StorageLosses: 1 # Energy Share Requirement and CO2 constraints account for energy lost; 0 = not active (DO NOT account for energy lost); 1 = active systemwide (DO account for energy lost) -MinCapReq: 1 # Activate minimum technology carveout constraints; 0 = not active; 1 = active -MaxCapReq: 0 # Activate maximum technology carveout constraints; 0 = not active; 1 = active -Solver: HiGHS # Available solvers: Gurobi, CPLEX, CLP, SCIP -ParameterScale: 1 # Turn on parameter scaling wherein load, capacity and power variables are defined in GW rather than MW. 0 = not active; 1 = active systemwide -WriteShadowPrices: 1 # Write shadow prices of LP or relaxed MILP; 0 = not active; 1 = active -UCommit: 2 # Unit committment of thermal power plants; 0 = not active; 1 = active using integer clestering; 2 = active using linearized clustering -OperationWrapping: 1 # Sets temporal resolution of the model; 0 = single period to represent the full year, with first-last time step linked; 1 = multiple representative periods -TimeDomainReductionFolder: "TDR_Results" # Directory name where results from time domain reduction will be saved. If results already exist here, these will be used without running time domain reduction script again. -TimeDomainReduction: 1 # Time domain reduce (i.e. cluster) inputs based on Load_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) -ModelingToGenerateAlternatives: 0 # Modeling to generate alternatives; 0 = not active; 1 = active. Note: produces a single solution as output -ModelingtoGenerateAlternativeSlack: 0.1 # Slack value as a fraction of least-cost objective in budget constraint used for evaluating alternative model solutions; positive float value -ModelingToGenerateAlternativeIterations: 3 # Number of MGA iterations with maximization and minimization objective -MultiStage: 0 # Multi-stage modeling; 0 if single-stage; 1 if multi-stage. -MethodofMorris: 0 #Flag for turning on the Method of Morris analysis diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml deleted file mode 100644 index fd4d9b8a83..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/gurobi_settings.yml +++ /dev/null @@ -1,15 +0,0 @@ -# Gurobi Solver Parameters -# Common solver settings -Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. -Optimal_Tol: 1e-5 # Dual feasibility tolerances. -TimeLimit: 110000 # Limits total time solver. -Pre_Solve: 1 # Controls presolve level. -Method: 4 # Algorithm used to solve continuous models (including MIP root relaxation). - -#Gurobi-specific solver settings -MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). -BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). -NumericFocus: 0 # Numerical precision emphasis. -Crossover: -1 # Barrier crossver strategy. -PreDual: 0 # Decides whether presolve should pass the primal or dual linear programming problem to the LP optimization algorithm. -AggFill: 10 # Allowed fill during presolve aggregation. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml deleted file mode 100644 index e4f1ad0245..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/highs_settings.yml +++ /dev/null @@ -1,11 +0,0 @@ -# HiGHS Solver Parameters -# Common solver settings -Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] -Optimal_Tol: 1.0e-05 # Dual feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] -TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] -Pre_Solve: choose # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] -Method: ipm #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] - -# run the crossover routine for ipx -# [type: string, advanced: "on", range: {"off", "on"}, default: "off"] -run_crossover: "on" diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml deleted file mode 100644 index 2779d54826..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/scip_settings.yml +++ /dev/null @@ -1,5 +0,0 @@ -# SCIP Solver Parameters - -#SCIP-specific solver settings -Dispverblevel: 0 -limitsgap: 0.05 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml b/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml deleted file mode 100644 index a1db56f2be..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Dual_Fuel/Settings/time_domain_reduction_settings.yml +++ /dev/null @@ -1,151 +0,0 @@ -##### -# -# TIME DOMAIN REDUCTION SETTINGS -# -# Set parameters here that organize how your full timeseries -# data will be divided into representative period clusters. -# Ensure that time_domain_reduction is set to 1 in GenX_settings.yml -# before running. Run within GenX or use PreCluster.jl to test and -# examine representative period output before proceeding. -# Specify your data input directory as inpath within Run_test.jl -# or PreCluster.jl. -# -##### - - # - TimestepsPerRepPeriod - # Typically 168 timesteps (e.g., hours) per period, this designates - # the length of each representative period. -TimestepsPerRepPeriod: 168 - - # - ClusterMethod - # Either 'kmeans' or 'kmedoids', this designates the method used to cluster - # periods and determine each point's representative period. -ClusterMethod: 'kmeans' - - # - ScalingMethod - # Either 'N' or 'S', this designates directs the module to normalize ([0,1]) - # or standardize (mean 0, variance 1) the input data. -ScalingMethod: "S" - - # - MaxPeriods - # The maximum number of periods - both clustered periods and extreme periods - - # that may be used to represent the input data. If IterativelyAddPeriods is on and the - # error threshold is never met, this will be the total number of periods. -MaxPeriods: 11 - - # - MinPeriods - # The minimum number of periods used to represent the input data. If using - # UseExtremePeriods, this must be at least the number of extreme periods requests. If - # IterativelyAddPeriods if off, this will be the total number of periods. -MinPeriods: 8 - - # - IterativelyAddPeriods - # Either 'yes' or 'no', this designates whether or not to add periods - # until the error threshold between input data and represented data is met or the maximum - # number of periods is reached. -IterativelyAddPeriods: 1 - - # - IterateMethod - # Either 'cluster' or 'extreme', this designates whether to add clusters to - # the kmeans/kmedoids method or to set aside the worst-fitting periods as a new extreme periods. - # The default option is 'cluster'. -IterateMethod: "cluster" - - # - Threshold - # Iterative period addition will end if the period farthest (Euclidean Distance) - # from its representative period is within this percentage of the total possible error (for normalization) - # or ~95% of the total possible error (for standardization). E.g., for a threshold of 0.01, - # every period must be within 1% of the spread of possible error before the clustering - # iterations will terminate (or until the max number of periods is reached). -Threshold: 0.05 - - # - nReps - # The number of times to repeat each kmeans/kmedoids clustering at the same setting. -nReps: 100 - - # - LoadWeight - # Default 1, this is an optional multiplier on load columns in order to prioritize - # better fits for load profiles over resource capacity factor profiles. -LoadWeight: 1 - - # - WeightTotal - # Default 8760, the sum to which the relative weights of representative periods will be scaled. -WeightTotal: 8760 - - # - ClusterFuelPrices - # Either 1 (yes) or 0 (no), this indicates whether or not to use the fuel price - # time series in Fuels_data.csv in the clustering process. If 0, this function will still write - # Fuels_data_clustered.csv with reshaped fuel prices based on the number and size of the - # representative weeks, assuming a constant time series of fuel prices with length equal to the - # number of timesteps in the raw input data. -ClusterFuelPrices: 1 - - # - UseExtremePeriods - # Either 'yes' or 'no', this designates whether or not to include - # outliers (by performance or load/resource extreme) as their own representative periods. - # This setting automatically includes the periods with maximum load, minimum solar cf and - # minimum wind cf as extreme periods. -UseExtremePeriods: 1 - - # - MultiStageConcatenate - # (Only considered if MultiStage = 1 in genx_settings.yml) - # If 1, this designates that the model should time domain reduce the input data - # of all model stages together. Else if 0, the model will time domain reduce each - # stage separately -MultiStageConcatenate: 0 - -# STILL IN DEVELOPMENT - Currently just uses integral max load, integral min PV and wind. -# - ExtremePeriods -# Use this to define which periods to be included among the final representative periods -# as "Extreme Periods". -# Select by profile type: load ("Load"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). -# Select whether to examine these profiles by zone ("Zone") or across the whole system ("System"). -# Select whether to look for absolute max/min at the timestep level ("Absolute") -# or max/min sum across the period ("Integral"). -# Select whether you want the maximum ("Max") or minimum ("Min") (of the prior type) for each profile type. -ExtremePeriods: - Load: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 - System: - Absolute: - Max: 1 - Min: 0 - Integral: - Max: 0 - Min: 0 - PV: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 1 - System: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 - Wind: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 1 - System: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 diff --git a/src/model/policies/capacity_factor.jl b/src/model/policies/capacity_factor.jl deleted file mode 100644 index c8fc498138..0000000000 --- a/src/model/policies/capacity_factor.jl +++ /dev/null @@ -1,31 +0,0 @@ -@doc raw""" - capacity_factor_requirement!(EP::Model, inputs::Dict, setup::Dict) -This function establishes constraints that can be flexibily applied to define generators' type based on load level (peaker, intermediate, and base). -Load level is reflected by capacity factors and a upper and lower bound of capacity is applied to each thermal resource. -```math -\begin{aligned} -\end{aligned} -``` -""" -function capacity_factor_requirement!(EP::Model, inputs::Dict, setup::Dict) - - println("Capacity Factor Requirement Policies Module") - - dfGen = inputs["dfGen"] - G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) - T = inputs["T"] # Number of time steps (hours) - Z = inputs["Z"] # Number of zones - - # Define resources that have capacity factor constraints - CF_UPPER = dfGen[dfGen.Capacity_Factor_ub.<1,:R_ID] - CF_LOWER = dfGen[dfGen.Capacity_Factor_ub.>0,:R_ID] - - ### Constraints ### - @constraint(EP, cCapacityFactor_upper[y in CF_UPPER, t = 1:T], - sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T) <= sum(dfGen[y, :Capacity_Factor_ub]*EP[:eTotalCap][y]*inputs["omega"][t] for t = 1:T) - ) - - @constraint(EP, cCapacityFactor_lower[y in CF_UPPER, t = 1:T], - sum(EP[:vP][y, t]*inputs["omega"][t] for t=1:T) >= sum(dfGen[y, :Capacity_Factor_lb]*EP[:eTotalCap][y]*inputs["omega"][t] for t = 1:T) - ) -end \ No newline at end of file diff --git a/src/model/policies/co2_cap.jl b/src/model/policies/co2_cap.jl index 155a553fb3..cedbba3769 100644 --- a/src/model/policies/co2_cap.jl +++ b/src/model/policies/co2_cap.jl @@ -119,15 +119,6 @@ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) sum(inputs["dfMaxCO2Rate"][z,cap] * inputs["omega"][t] * EP[:eGenerationByZone][z,t] for t=1:T, z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap])) ) - ## Generation + Rate-based at the resource level: Emissions constraint in terms of rate (tons/MWh) - elseif (setup["CO2Cap"]==4) - @constraint(EP, cCO2Emissions_resource[y in intersect(dfGen[dfGen.CO2_emis_limit_ton_per_MWh.>=0,:R_ID], THERM_ALL), t = 1:T], - EP[:eEmissionsByPlant][y, t] <= EP[:vP][y, t] * dfGen[y, :CO2_emis_limit_ton_per_MWh] - ) - # @constraint(EP, cCO2Emissions_systemwide[cap=1:inputs["NCO2Cap"]], - # sum(inputs["omega"][t] * EP[:eEmissionsByZone][z,t] for z=findall(x->x==1, inputs["dfCO2CapZones"][:,cap]), t=1:T) - - # vCO2Cap_slack[cap] >= 0 - # ) end end diff --git a/src/write_outputs/write_emissions.jl b/src/write_outputs/write_emissions.jl index ac804b4ce2..34ae042c31 100644 --- a/src/write_outputs/write_emissions.jl +++ b/src/write_outputs/write_emissions.jl @@ -16,7 +16,7 @@ function write_emissions(path::AbstractString, inputs::Dict, setup::Dict, EP::Mo if (setup["WriteShadowPrices"]==1 || setup["UCommit"]==0 || (setup["UCommit"]==2 && (setup["Reserves"]==0 || (setup["Reserves"]>0 && inputs["pDynamic_Contingency"]==0)))) # fully linear model # CO2 emissions by zone - if (setup["CO2Cap"]>=1) && (setup["CO2Cap"]<4) + if setup["CO2Cap"]>=1 # Dual variable of CO2 constraint = shadow price of CO2 tempCO2Price = zeros(Z,inputs["NCO2Cap"]) if has_duals(EP) == 1 @@ -42,7 +42,7 @@ function write_emissions(path::AbstractString, inputs::Dict, setup::Dict, EP::Mo dfEmissions = hcat(dfEmissions, DataFrame(value.(EP[:eEmissionsByZone])*scale_factor, :auto)) - if (setup["CO2Cap"]>=1) && (setup["CO2Cap"]<4) + if setup["CO2Cap"]>=1 auxNew_Names=[Symbol("Zone");[Symbol("CO2_Price_$cap") for cap in 1:inputs["NCO2Cap"]];Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] rename!(dfEmissions,auxNew_Names) total = DataFrame(["Total" zeros(1,inputs["NCO2Cap"]) sum(dfEmissions[!,:AnnualSum]) fill(0.0, (1,T))], :auto) diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index f628d08373..ea5909ab6b 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -19,7 +19,7 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL], Fuel = dfGen[HAS_FUEL, :Fuel], Zone = dfGen[HAS_FUEL,:Zone], - AnnualSum = zeros(length(HAS_FUEL))) + AnnualSumCosts = zeros(length(HAS_FUEL))) tempannualsum = value.(EP[:ePlantCFuelOut][HAS_FUEL]) + value.(EP[:ePlantCFuelStart][HAS_FUEL]) if !isempty(MULTI_FUELS) @@ -53,7 +53,7 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: if setup["ParameterScale"] == 1 tempannualsum *= ModelScalingFactor^2 # end - dfPlantFuel.AnnualSum .+= tempannualsum + dfPlantFuel.AnnualSumCosts .+= tempannualsum CSV.write(joinpath(path, "Fuel_cost_plant.csv"), dfPlantFuel) end diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index 293e97ab69..fd1d473c45 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -137,7 +137,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: # Calculate emissions cost dfNetRevenue.EmissionsCost = zeros(nrow(dfNetRevenue)) - if setup["CO2Cap"] >=1 && setup["CO2Cap"] <4 && has_duals(EP) == 1 + if setup["CO2Cap"] >=1 && has_duals(EP) == 1 for cap in 1:inputs["NCO2Cap"] co2_cap_dual = dual(EP[:cCO2Emissions_systemwide][cap]) CO2ZONES = findall(x->x==1, inputs["dfCO2CapZones"][:,cap]) diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index 4910b938b7..f9cf73ed34 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -176,7 +176,7 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic dfResMar_slack = write_reserve_margin_slack(path, inputs, setup, EP) end end - if setup["CO2Cap"]>0 && has_duals(EP) == 1 && setup["CO2Cap"]<4 + if setup["CO2Cap"]>0 && has_duals(EP) == 1 dfCO2Cap = write_co2_cap(path, inputs, setup, EP) end if setup["MinCapReq"] == 1 && has_duals(EP) == 1 From 79162eadf34d6551cd101a2b1bf79511a336228f Mon Sep 17 00:00:00 2001 From: Jacob Schwartz Date: Tue, 3 Oct 2023 15:59:23 -0400 Subject: [PATCH 24/55] Remove unneeded check when loading fuel data (#545) --- src/load_inputs/load_fuels_data.jl | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/src/load_inputs/load_fuels_data.jl b/src/load_inputs/load_fuels_data.jl index fe15ea824c..a32a9cfe6f 100644 --- a/src/load_inputs/load_fuels_data.jl +++ b/src/load_inputs/load_fuels_data.jl @@ -14,11 +14,8 @@ function load_fuels_data!(setup::Dict, path::AbstractString, inputs::Dict) filename = "Fuels_data.csv" fuels_in = load_dataframe(joinpath(my_dir, filename)) - existing_fuels = names(fuels_in) for nonfuel in ("None",) - if nonfuel ∉ existing_fuels - ensure_column!(fuels_in, nonfuel, 0.0) - end + ensure_column!(fuels_in, nonfuel, 0.0) end # Fuel costs & CO2 emissions rate for each fuel type From 13ec11d1380b50ea80b12a9c2b8a053118349078 Mon Sep 17 00:00:00 2001 From: Jacob Schwartz Date: Wed, 4 Oct 2023 17:34:34 -0400 Subject: [PATCH 25/55] Maintenance formulation (for thermal generators) (#556) Add an optional formulation for scheduled maintenance. Plants with this formulation active (so far, limited to thermal-commit plants, THERM=1) need to undergo a certain number of contiguous hours of maintenance every y >= 1 years. During this time they produce no power. This may be particularly useful in modeling fission plants, which need roughly 4 weeks of maintenance every 18 or 24 months. (Here, 18 would need to be rounded up to 24, as only maintenance cycles which are an integer number of years work with this formulation.) --- CHANGELOG.md | 1 + docs/make.jl | 1 + docs/src/data_documentation.md | 11 + docs/src/maintenance.md | 101 ++++++++ src/model/resources/maintenance.jl | 217 ++++++++++++++++++ src/model/resources/resources.jl | 38 +++ src/model/resources/thermal/thermal.jl | 11 +- src/model/resources/thermal/thermal_commit.jl | 69 +++++- src/write_outputs/write_maintenance.jl | 28 +++ src/write_outputs/write_outputs.jl | 4 + 10 files changed, 479 insertions(+), 2 deletions(-) create mode 100644 docs/src/maintenance.md create mode 100644 src/model/resources/maintenance.jl create mode 100644 src/write_outputs/write_maintenance.jl diff --git a/CHANGELOG.md b/CHANGELOG.md index 4159ae7dfb..76509c86c8 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -21,6 +21,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Add output for dual of capacity constraint (#473) - Add PR template (#516) - Validation ensures that resource flags (THERM, HYDRO, LDS etc) are self-consistent (#513). +- Maintenance formulation for thermal-commit plants (#556). ### Fixed - Set MUST_RUN=1 for RealSystemExample/small_hydro plants (#517). diff --git a/docs/make.jl b/docs/make.jl index 9cf0d9b0b7..4c76763ebe 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -50,6 +50,7 @@ pages = OrderedDict( "Thermal No Commit" => "thermal_no_commit.md" ], "Hydrogen Electrolyzers" => "electrolyzers.md", + "Scheduled maintenance for various resources" => "maintenance.md", ], "Multi_stage" => [ "Configure multi-stage inputs" => "configure_multi_stage_inputs.md", diff --git a/docs/src/data_documentation.md b/docs/src/data_documentation.md index 068b584302..a987a4b1dc 100644 --- a/docs/src/data_documentation.md +++ b/docs/src/data_documentation.md @@ -355,6 +355,7 @@ This file contains cost and performance parameters for various generators and ot |Min\_Retired\_Cap\_MW |Minimum required discharge capacity retirements in the current model period. This field can be used to enforce lifetime retirements of existing capacity. Note that for co-located VRE-STOR resources, this value pertains to the grid connection (other minimum required discharge capacity retirements for different components of the resource can be found in the VRE-STOR dataframe). | |Min\_Retired\_Energy\_Cap\_MW |Minimum required energy capacity retirements in the current model period. This field can be used to enforce lifetime retirements of existing energy capacity. Note that for co-located VRE-STOR resources, this value pertains to the storage component (other minimum required capacity retirements for different components of the resource can be found in the VRE-STOR dataframe).| |Min\_Retired\_Charge\_Cap\_MW |Minimum required energy capacity retirements in the current model period. This field can be used to enforce lifetime retirements of existing charge capacity. | + ###### Table 6: Settings-specific columns in the Generators\_data.csv file --- |**Column Name** | **Description**| @@ -388,6 +389,11 @@ This file contains cost and performance parameters for various generators and ot |PWFU\_Fuel\_Usage\_Zero\_Load\_MMBTU\_per\_h|The fuel usage (MMBTU/h) for the first PWFU segemnt (y-intercept) at zero load.| |PWFU\_Heat\_Rate\_MMBTU\_per\_MWh\_*i| The slope of fuel usage function of the segment i.| |PWFU\_Load\_Point\_MW\_*i| The end of segment i (MW).| +|**Maintenance data**| +|MAINT|[0,1], toggles scheduled maintenance formulation.| +|Maintenance\_Duration| (Positive integer, less than total length of simulation.) Duration of the maintenance period, in number of timesteps. Only used if `MAINT=1`.| +|Maintenance\_Cycle\_Length\_Years| Length of scheduled maintenance cycle, in years. `1` is maintenance every year, `3` is every three years, etc. (Positive integer. Only used if `MAINT=1`.)| +|Maintenance\_Begin\_Cadence| Cadence of timesteps in which scheduled maintenance can begin. `1` means that a maintenance period can start in any timestep, `24` means it can start only in timesteps 1, 25, 49, etc. A larger number can decrease the simulation computational cost as it limits the optimizer's choices. (Positive integer, less than total length of simulation. Only used if `MAINT=1`.)| |**Electrolyzer related parameters required if the set ELECTROLYZER is not empty**| |Hydrogen_MWh_Per_Tonne| Electrolyzer efficiency in megawatt-hours (MWh) of electricity per metric tonne of hydrogen produced (MWh/t)| |Electrolyzer_Min_kt| Minimum annual quantity of hydrogen that must be produced by electrolyzer in kilotonnes (kt)| @@ -1011,3 +1017,8 @@ Reports solar PV generation in AC terms by each co-located VRE and storage resou #### 3.2.15 vre_stor_wind_power.csv Reports wind generation in AC terms by each co-located VRE and storage resource in each model time step. + +#### 3.2.16 maint_down.csv + +Only written if at least one plant has the scheduled maintenance formulation enabled. +Reports the number of resource-components which are under maintenance during each model time step. diff --git a/docs/src/maintenance.md b/docs/src/maintenance.md new file mode 100644 index 0000000000..6e02c28bc5 --- /dev/null +++ b/docs/src/maintenance.md @@ -0,0 +1,101 @@ +# Optimized Scheduled Maintenance +_Added in v0.4_ + +In the real world, some types of resources (notably, fission) require regular scheduled maintenance, which often takes several weeks. +During this time, the plant produces no power. +This module allows GenX to find the best time of year for plants to undergo maintenance. + +Scheduled maintenance is implemented **only** for thermal plants with unit commitment (THERM=1). + +## Description of the maintenance model +A plant requires a single contiguous period of $h \ge 1$ hours of maintenance, every $y \ge 1$ years. +For each plant, the best time to start the maintenance period is determined by the optimizer. + +During maintenance, the plant cannot be "commited", and therefore + +* uses no fuel, +* produces no power, +* and does not contribute to reserves. + +Additionally, + +* the plant does not contribute to any Capacity Reserve Margin. + +### Treatment of plants that require maintenance only every few years +GenX models a long-term equilibrium, +and each problem generally represents a single full year. +If a plant requires maintenance every $y$ years, we take the simplification that at least $1/y$ of the plants must undergo maintenance in the modeled year. + +See also "Interaction with integer unit commitment" below. + +### Reduction of number of possible start dates +This module creates constraints which work across long periods, and consequently can be very expensive to solve. +In order to reduce the expense, the set of possible maintenance start dates can be limited. +Rather than have maintenance potentially start every hour, one can have possible start dates which are once per day, once per week, etc. +(In reality, maintenance is likely scheduled months in advance, so optimizing down to the hour may not be realistic anyway.) + +## How to use +There are four columns which need to be added to the plant data, i.e. in `Generators_data.csv`: + +1. `MAINT` should be `1` for plants that require maintenance and `0` otherwise. +2. `Maintenance_Duration` is the number of hours the maintenance period lasts. +3. `Maintenance_Cycle_Length_Years`. If `1`, maintenance every year, if `3` maintenance every 3 years, etc. +4. `Maintenance_Begin_Cadence`. Spacing between hours in which maintenance can start. + +The last three fields must be integers which are greater than 0. +They are ignored for any plants which do not require maintenance. + +`Maintenance_Duration` must be less than the total number of hours in the year. + +If `Maintenance_Begin_Cadence` is `1` then the maintenance can begin in any hour. +If it is `168` then it can begin in hours 1, 169, 337, etc. + +## Restrictions on use +The maintenance module has these restrictions: + +- More than a single maintenance period per year (i.e. every three months) is not possible in the current formulation. +- Only full-year cases can be run; there must be only one "representative period". +It would not make sense to model a *month*-long maintenance period when the year is modeled as a series of representative *weeks*, for example. + +### Interaction with integer unit commitment +If integer unit commitment is on (`UCommit=1`) this module may not produce correct results; there may be more maintenance than the user wants. +This is because the formulation specifies that the number of plants that go down for maintenance in the simulated year must be at least (the number of plants in the zone)/(the maintenance cycle length in years). +As a reminder, the number of plants is `eTotalCap / Cap_Size`. + +If there were three 500 MW plants (total 1500 MW) in a zone, and they require maintenance every three years (`Maintenance_Cycle_Length_Years=3`), +the formulation will work properly: one of the three plants will go under maintenance. + +But if there was only one 500 MW plant, and it requires maintenance every 3 years, the constraint will still make it do maintenance **every year**, because `ceil(1/3)` is `1`. The whole 500 MW plant will do maintenance. This is the unexpected behavior. + +However, if integer unit commitment was relaxed to "linearized" unit commitment (`UCommit=2`), the model will have only 500 MW / 3 = 166.6 MW worth of this plant do maintenance. + +## Hint: pre-scheduling maintenance +If you want to pre-schedule when maintenance occurs, you might not need this module. +Instead, you could set the maximum power output of the plant to zero for a certain period, or make its fuel extremely expensive during that time. +However, the plant would still be able to contribute to the Capacity Reserve Margin. + +## Outputs produced +If at least one plant has `MAINT=1`, a file `maint_down.csv` will be written listing how many plants are down for maintenance in each timestep. + +## Notes on mathematical formulation +The formulation of the maintenance state is very similar to the formulation of unit commitment. + +There is a variable called something like `vMSHUT` which is analogous to `vSTART` and controls the start of the maintenance period. +There is another variable called something like `vMDOWN` analogous to `vCOMMIT` which controls the maintenance status in any hour. + +A constraint ensures that the value of `vMDOWN` in any hour is always more than the number of `vMSHUT`s in the previous `Maintenance_Duration` hours. + +Another constraint ensures that the number of plants committed (`vCOMMIT`) at any one time plus the number of plants under maintenance (`vMDOWN`) is less than the total number of plants. + +## Developer note: adding maintenance to a resource +The maintenance formulation is applied on a per-resource basis, by calling the function `maintenance_formulation!`. + +```@docs +GenX.maintenance_formulation! +``` + +See `maintenance_formulation_thermal_commit!` for an example of how to apply it to a new resource. + +* The resource must have a `vCOMMIT`-like variable which is proportional to maximum the power output, etc at any given timestep. +* The resource must have a `eTotalCap`-like quantity and a `Cap_Size`-like parameter; only the ratio of the two is used. + diff --git a/src/model/resources/maintenance.jl b/src/model/resources/maintenance.jl new file mode 100644 index 0000000000..1499fa09c8 --- /dev/null +++ b/src/model/resources/maintenance.jl @@ -0,0 +1,217 @@ +const MAINTENANCE_DOWN_VARS = "MaintenanceDownVariables" +const MAINTENANCE_SHUT_VARS = "MaintenanceShutVariables" + +@doc raw""" + resources_with_maintenance(df::DataFrame)::Vector{Int} + + Get a vector of the R_ID's of all resources listed in a dataframe + that have maintenance requirements. If there are none, return an empty vector. + + This method takes a specific dataframe because compound resources may have their + data in multiple dataframes. +""" +function resources_with_maintenance(df::DataFrame)::Vector{Int} + if "MAINT" in names(df) + df[df.MAINT.>0, :R_ID] + else + Vector{Int}[] + end +end + +@doc raw""" + maintenance_down_name(resource_component::AbstractString)::String + + JuMP variable name to control whether a resource-component is down for maintenance. + Here resource-component could be a whole resource or a component (for complex resources). +""" +function maintenance_down_name(resource_component::AbstractString)::String + "vMDOWN_" * resource_component +end + +@doc raw""" + maintenance_shut_name(resource_component::AbstractString)::String + + JuMP variable name to control when a resource-components begins maintenance. + Here resource-component could be a whole resource or a component (for complex resources). +""" +function maintenance_shut_name(resource_component::AbstractString)::String + "vMSHUT_" * resource_component +end + +function sanity_check_maintenance(MAINT::Vector{Int}, inputs::Dict) + rep_periods = inputs["REP_PERIOD"] + + is_maint_reqs = !isempty(MAINT) + if rep_periods > 1 && is_maint_reqs + @error """Resources with R_ID $MAINT have MAINT > 0, + but the number of representative periods ($rep_periods) is greater than 1. + These are incompatible with a Maintenance requirement.""" + error("Incompatible GenX settings and maintenance requirements.") + end +end + +@doc raw""" + controlling_maintenance_start_hours(p::Int, t::Int, maintenance_duration::Int, maintenance_begin_hours::UnitRange{Int64}) + + p: hours_per_subperiod + t: the current hour + maintenance_duration: length of a maintenance period + maintenance_begin_hours: collection of hours in which maintenance is allowed to start +""" +function controlling_maintenance_start_hours( + p::Int, + t::Int, + maintenance_duration::Int, + maintenance_begin_hours, +) + controlled_hours = hoursbefore(p, t, 0:(maintenance_duration-1)) + return intersect(controlled_hours, maintenance_begin_hours) +end + +@doc raw""" + maintenance_formulation!(EP::Model, + inputs::Dict, + resource_component::AbstractString, + r_id::Int, + maint_begin_cadence::Int, + maint_dur::Int, + maint_freq_years::Int, + cap::Float64, + vcommit::Symbol, + ecap::Symbol, + integer_operational_unit_commitment::Bool) + + EP: the JuMP model + inputs: main data storage + resource_component: unique resource name with optional component name + If the plant has more than one component, this could identify a specific part which + is undergoing maintenance. + r_id: Resource ID (unique resource integer) + maint_begin_cadence: + It may be too expensive (from an optimization perspective) to allow maintenance + to begin at any time step during the simulation. Instead this integer describes + the cadence of timesteps in which maintenance can begin. Must be at least 1. + maint_dur: Number of timesteps that maintenance takes. Must be at least 1. + maint_freq_years: 1 is maintenannce every year, + 2 is maintenance every other year, etc. Must be at least 1. + cap: Plant electrical capacity. + vcommit: Symbol of vCOMMIT-like variable. + ecap: Symbol of eTotalCap-like variable. + integer_operational_unit_commitment: whether this plant has integer unit + commitment for operational variables. + + Creates maintenance-tracking variables and adds their Symbols to two Sets in `inputs`. + Adds constraints which act on the vCOMMIT-like variable. +""" +function maintenance_formulation!( + EP::Model, + inputs::Dict, + resource_component::AbstractString, + r_id::Int, + maint_begin_cadence::Int, + maint_dur::Int, + maint_freq_years::Int, + cap::Float64, + vcommit::Symbol, + ecap::Symbol, + integer_operational_unit_commitment::Bool, +) + + T = 1:inputs["T"] + hours_per_subperiod = inputs["hours_per_subperiod"] + + y = r_id + down_name = maintenance_down_name(resource_component) + shut_name = maintenance_shut_name(resource_component) + down = Symbol(down_name) + shut = Symbol(shut_name) + + union!(inputs[MAINTENANCE_DOWN_VARS], (down,)) + union!(inputs[MAINTENANCE_SHUT_VARS], (shut,)) + + maintenance_begin_hours = 1:maint_begin_cadence:T[end] + + # create variables + vMDOWN = EP[down] = @variable(EP, [t in T], base_name = down_name, lower_bound = 0) + vMSHUT = + EP[shut] = @variable( + EP, + [t in maintenance_begin_hours], + base_name = shut_name, + lower_bound = 0 + ) + + if integer_operational_unit_commitment + set_integer.(vMDOWN) + set_integer.(vMSHUT) + end + + vcommit = EP[vcommit] + ecap = EP[ecap] + + # Maintenance variables are measured in # of plants + @constraints(EP, begin + [t in maintenance_begin_hours], vMSHUT[t] <= ecap[y] / cap + end) + + # Plant is non-committed during maintenance + @constraint(EP, [t in T], vMDOWN[t] + vcommit[y, t] <= ecap[y] / cap) + + controlling_hours(t) = controlling_maintenance_start_hours( + hours_per_subperiod, + t, + maint_dur, + maintenance_begin_hours, + ) + # Plant is down for the required number of hours + @constraint(EP, [t in T], vMDOWN[t] == sum(vMSHUT[controlling_hours(t)])) + + # Plant requires maintenance every (certain number of) year(s) + @constraint( + EP, + sum(vMSHUT[t] for t in maintenance_begin_hours) >= ecap[y] / cap / maint_freq_years + ) + + return +end + +@doc raw""" + ensure_maintenance_variable_records!(dict::Dict) + + dict: a dictionary of model data + + This should be called by each method that adds maintenance formulations, + to ensure that certain entries in the model data dict exist. +""" +function ensure_maintenance_variable_records!(dict::Dict) + for var in (MAINTENANCE_DOWN_VARS, MAINTENANCE_SHUT_VARS) + if var ∉ keys(dict) + dict[var] = Set{Symbol}() + end + end +end + +@doc raw""" + has_maintenance(dict::Dict) + + dict: a dictionary of model data + + Checks whether the dictionary contains listings of maintenance-related variable names. + This is true only after `maintenance_formulation!` has been called. +""" +function has_maintenance(dict::Dict)::Bool + rep_periods = dict["REP_PERIOD"] + MAINTENANCE_DOWN_VARS in keys(dict) && rep_periods == 1 +end + +@doc raw""" + maintenance_down_variables(dict::Dict) + + dict: a dictionary of model data + + get listings of maintenance-related variable names. + This is available only after `maintenance_formulation!` has been called. +""" +function maintenance_down_variables(dict::Dict)::Set{Symbol} + dict[MAINTENANCE_DOWN_VARS] +end diff --git a/src/model/resources/resources.jl b/src/model/resources/resources.jl index af88ac1ab8..99e142dfe8 100644 --- a/src/model/resources/resources.jl +++ b/src/model/resources/resources.jl @@ -62,6 +62,43 @@ function check_longdurationstorage_applicability(r::GenXResource) return error_strings end +@doc raw""" + check_maintenance_applicability(r::GenXResource) + +Check whether the MAINT flag is set appropriately +""" +function check_maintenance_applicability(r::GenXResource) + applicable_resources = [:THERM] + + not_set = resource_attribute_not_set() + value = get(r, :MAINT, not_set) + + error_strings = String[] + + if value == not_set + # not MAINT so the rest is not applicable + return error_strings + end + + check_for_flag_set(el) = get(r, el, not_set) > 0 + statuses = check_for_flag_set.(applicable_resources) + + if count(statuses) == 0 + e = string("Resource ", resource_name(r), " has :MAINT = ", value, ".\n", + "This setting is valid only for resources where the type is \n", + "one of $applicable_resources. \n", + ) + push!(error_strings, e) + end + if get(r, :THERM, not_set) == 2 + e = string("Resource ", resource_name(r), " has :MAINT = ", value, ".\n", + "This is valid only for resources with unit commitment (:THERM = 1);\n", + "this has :THERM = 2.") + push!(error_strings, e) + end + return error_strings +end + @doc raw""" check_resource(r::GenXResource)::Vector{String} @@ -72,6 +109,7 @@ function check_resource(r::GenXResource)::Vector{String} e = String[] e = [e; check_resource_type_flags(r)] e = [e; check_longdurationstorage_applicability(r)] + e = [e; check_maintenance_applicability(r)] return e end diff --git a/src/model/resources/thermal/thermal.jl b/src/model/resources/thermal/thermal.jl index 856313673c..a849a16d46 100644 --- a/src/model/resources/thermal/thermal.jl +++ b/src/model/resources/thermal/thermal.jl @@ -30,8 +30,16 @@ function thermal!(EP::Model, inputs::Dict, setup::Dict) # Capacity Reserves Margin policy if setup["CapacityReserveMargin"] > 0 - @expression(EP, eCapResMarBalanceThermal[res=1:inputs["NCapacityReserveMargin"], t=1:T], sum(dfGen[y,Symbol("CapRes_$res")] * EP[:eTotalCap][y] for y in THERM_ALL)) + ncapres = inputs["NCapacityReserveMargin"] + capresfactor(y, capres) = dfGen[y, Symbol("CapRes_$capres")] + @expression(EP, eCapResMarBalanceThermal[capres in 1:ncapres, t in 1:T], + sum(capresfactor(y, capres) * EP[:eTotalCap][y] for y in THERM_ALL)) add_similar_to_expression!(EP[:eCapResMarBalance], eCapResMarBalanceThermal) + + MAINT = resources_with_maintenance(dfGen) + if !isempty(intersect(MAINT, THERM_COMMIT)) + thermal_maintenance_capacity_reserve_margin_adjustment!(EP, inputs) + end end #= ##CO2 Polcy Module Thermal Generation by zone @@ -41,3 +49,4 @@ function thermal!(EP::Model, inputs::Dict, setup::Dict) EP[:eGenerationByZone] += eGenerationByThermAll =# ##From main end + diff --git a/src/model/resources/thermal/thermal_commit.jl b/src/model/resources/thermal/thermal_commit.jl index 5e1b3e8b0f..dce4c29aa2 100644 --- a/src/model/resources/thermal/thermal_commit.jl +++ b/src/model/resources/thermal/thermal_commit.jl @@ -218,7 +218,9 @@ function thermal_commit!(EP::Model, inputs::Dict, setup::Dict) ) ## END Constraints for thermal units subject to integer (discrete) unit commitment decisions - + if !isempty(resources_with_maintenance(dfGen)) + maintenance_formulation_thermal_commit!(EP, inputs, setup) + end end @doc raw""" @@ -336,3 +338,68 @@ function thermal_commit_reserves!(EP::Model, inputs::Dict) end +@doc raw""" + maintenance_formulation_thermal_commit!(EP::Model, inputs::Dict, setup::Dict) + + Creates maintenance variables and constraints for thermal-commit plants. +""" +function maintenance_formulation_thermal_commit!(EP::Model, inputs::Dict, setup::Dict) + + @info "Maintenance Module for Thermal plants" + + ensure_maintenance_variable_records!(inputs) + dfGen = inputs["dfGen"] + by_rid(rid, sym) = by_rid_df(rid, sym, dfGen) + + MAINT = resources_with_maintenance(dfGen) + resource_component(y) = by_rid(y, :Resource) + cap(y) = by_rid(y, :Cap_Size) + maint_dur(y) = Int(floor(by_rid(y, :Maintenance_Duration))) + maint_freq(y) = Int(floor(by_rid(y, :Maintenance_Cycle_Length_Years))) + maint_begin_cadence(y) = Int(floor(by_rid(y, :Maintenance_Begin_Cadence))) + + integer_operational_unit_committment = setup["UCommit"] == 1 + + vcommit = :vCOMMIT + ecap = :eTotalCap + + sanity_check_maintenance(MAINT, inputs) + + for y in MAINT + maintenance_formulation!(EP, + inputs, + resource_component(y), + y, + maint_begin_cadence(y), + maint_dur(y), + maint_freq(y), + cap(y), + vcommit, + ecap, + integer_operational_unit_committment) + end +end + +@doc raw""" + thermal_maintenance_capacity_reserve_margin_adjustment!(EP::Model, inputs::Dict) + + Eliminates the contribution of a plant to the capacity reserve margin while it is down + for maintenance. +""" +function thermal_maintenance_capacity_reserve_margin_adjustment!(EP::Model, + inputs::Dict) + dfGen = inputs["dfGen"] + T = inputs["T"] # Number of time steps (hours) + ncapres = inputs["NCapacityReserveMargin"] + THERM_COMMIT = inputs["THERM_COMMIT"] + MAINT = resources_with_maintenance(dfGen) + applicable_resources = intersect(MAINT, THERM_COMMIT) + + resource_component(y) = dfGen[y, :Resource] + capresfactor(y, capres) = dfGen[y, Symbol("CapRes_$capres")] + cap_size(y) = dfGen[y, :Cap_Size] + down_var(y) = EP[Symbol(maintenance_down_name(resource_component(y)))] + maint_adj = @expression(EP, [capres in 1:ncapres, t in 1:T], + -sum(capresfactor(y, capres) * down_var(y)[t] * cap_size(y) for y in applicable_resources)) + add_similar_to_expression!(EP[:eCapResMarBalance], maint_adj) +end diff --git a/src/write_outputs/write_maintenance.jl b/src/write_outputs/write_maintenance.jl new file mode 100644 index 0000000000..741abdcfa8 --- /dev/null +++ b/src/write_outputs/write_maintenance.jl @@ -0,0 +1,28 @@ +function write_simple_csv(filename::AbstractString, df::DataFrame) + CSV.write(filename, df) +end + +function write_simple_csv(filename::AbstractString, header::Vector, matrix) + df = DataFrame(matrix, header) + write_simple_csv(filename, df) +end + +function prepare_timeseries_variables(EP::Model, set::Set{Symbol}) + # function to extract data from DenseAxisArray + data(var) = value.(EP[var]).data + + return DataFrame(set .=> data.(set)) +end + +function write_timeseries_variables(EP, set::Set{Symbol}, filename::AbstractString) + df = prepare_timeseries_variables(EP, set) + write_simple_csv(filename, df) +end + +@doc raw""" + write_maintenance(path::AbstractString, inputs::Dict, EP::Model) +""" +function write_maintenance(path::AbstractString, inputs::Dict, EP::Model) + downvars = maintenance_down_variables(inputs) + write_timeseries_variables(EP, downvars, joinpath(path, "maint_down.csv")) +end diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index f9cf73ed34..5b4fc4e15e 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -137,6 +137,10 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic println("Time elapsed for writing co2 is") println(elapsed_time_emissions) + if has_maintenance(inputs) + write_maintenance(path, inputs, EP) + end + # Temporary! Suppress these outputs until we know that they are compatable with multi-stage modeling if setup["MultiStage"] == 0 dfPrice = DataFrame() From 27d06db4aaa3dc17935a244d41df9fbc348a2010 Mon Sep 17 00:00:00 2001 From: Jacob Schwartz Date: Tue, 24 Oct 2023 14:59:07 -0400 Subject: [PATCH 26/55] Separate new build and retirement eligibility (#392) Change the New_Build column to accept only {0, 1}; add a new required column Can_Retire which handles that feature separately (also {0, 1}). The change is backward-compatible, with a warning to update. --------- Co-authored-by: Gabe Mantegna --- CHANGELOG.md | 3 + .../Electrolyzer_Example/Generators_data.csv | 14 +- .../Input_data_explained/Generators_data.xlsx | Bin 31831 -> 25035 bytes .../OneZone/Generators_data.csv | 10 +- .../Generators_data.csv | 8 +- .../ISONE_Singlezone/Generators_data.csv | 118 ++-- .../ISONE_Trizone/Generators_data.csv | 124 ++-- .../Generators_data.csv | 118 ++-- .../Inputs/Inputs_p1/Generators_data.csv | 118 ++-- .../Inputs/Inputs_p2/Generators_data.csv | 118 ++-- .../Inputs/Inputs_p3/Generators_data.csv | 118 ++-- .../Generators_data.csv | 118 ++-- .../Inputs/Inputs_p1/Generators_data.csv | 36 +- .../Inputs/Inputs_p2/Generators_data.csv | 36 +- .../Inputs/Inputs_p3/Generators_data.csv | 36 +- .../OneZone/Generators_data.csv | 10 +- .../OneZone_3VREBin/Generators_data.csv | 14 +- .../Inputs/Inputs_p1/Generators_data.csv | 10 +- .../Inputs/Inputs_p2/Generators_data.csv | 10 +- .../Inputs/Inputs_p3/Generators_data.csv | 10 +- .../Simple_Test_Case/Generators_data.csv | 10 +- .../Test_Down_Time/Generators_data.csv | 8 +- .../Test_Up_Time/Generators_data.csv | 8 +- .../ThreeZones/Generators_data.csv | 22 +- .../Inputs/Inputs_p1/Generators_data.csv | 22 +- .../Inputs/Inputs_p2/Generators_data.csv | 22 +- .../Inputs/Inputs_p3/Generators_data.csv | 22 +- .../Generators_data.csv | 22 +- .../VREStor_Example/Generators_data.csv | 544 +++++++++--------- docs/src/data_documentation.md | 10 +- src/load_inputs/load_generators_data.jl | 123 +++- .../configure_multi_stage_inputs.jl | 25 +- 32 files changed, 967 insertions(+), 900 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 76509c86c8..1a17d42a91 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -39,6 +39,8 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - `Load_MW_z*` columns in that file are renamed to `Demand_MW_z*`. - In `Reserves.csv`, `Reg_Req_Percent_Load` and `Rsv_Req_Percent_Load` are renamed to `..._Demand`. - `Load` and `LoadWeight` keys in the `time_domain_reduction_settings.yml` file are renamed to `Demand`, `DemandWeight`. +- The `New_Build` column in `Generators_data.csv` has been separated into two: `New_Build` and `Can_Retire` (#392). + Values in each column are {0,1}. ### Deprecated - The above `load` keys, which generally refer to electrical demand, are being deprecated. @@ -46,6 +48,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 For now this is done in a backward-compatible manner, and @info reminders are written to the log to prompt the user to update. "Load" now typically refers only to the transferrence of data from files to memory, except for a few places such as the common term "value of lost load" which refers to non-served demand (#397). +- `New_Build = -1` in `Generators_data.csv`: instead, use `New_Build = 0` and `Can_Retire = 0`. ## [0.3.6] - 2023-08-01 diff --git a/Example_Systems/Electrolyzer_Example/Generators_data.csv b/Example_Systems/Electrolyzer_Example/Generators_data.csv index 5ec3ec16b5..eca69e60ae 100644 --- a/Example_Systems/Electrolyzer_Example/Generators_data.csv +++ b/Example_Systems/Electrolyzer_Example/Generators_data.csv @@ -1,7 +1,7 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,ELECTROLYZER,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Resource_Type,ESR_1,ESR_2,region,cluster,Hydrogen_MWh_Per_Tonne,Electrolyzer_Min_kt,Hydrogen_Price_Per_Tonne,Qualified_Hydrogen_Supply -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,natural_gas_fired_combined_cycle,0,0,NE,1,0,0,0,0 -solar_pv,1,0,0,0,0,0,1,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,solar_photovoltaic,1,1,NE,1,0,0,0,1 -onshore_wind,1,0,0,0,0,0,1,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,onshore_wind_turbine,1,1,NE,1,0,0,0,1 -battery,1,0,0,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,battery_mid,0,0,NE,0,0,0,0,0 -electrolyzer,1,0,0,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,-1,0,0,125000,0,0,15000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,0,0,0,0,hydrogen_electrolyzer,0,1,NE,0,55,1000,1000,0 -battery_for_electrolyzer,1,0,0,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,21542,24743,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,battery_mid,0,0,NE,0,0,0,0,1 \ No newline at end of file +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,ELECTROLYZER,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Resource_Type,ESR_1,ESR_2,region,cluster,Hydrogen_MWh_Per_Tonne,Electrolyzer_Min_kt,Hydrogen_Price_Per_Tonne,Qualified_Hydrogen_Supply +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,natural_gas_fired_combined_cycle,0,0,NE,1,0,0,0,0 +solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,solar_photovoltaic,1,1,NE,1,0,0,0,1 +onshore_wind,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,onshore_wind_turbine,1,1,NE,1,0,0,0,1 +battery,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,battery_mid,0,0,NE,0,0,0,0,0 +electrolyzer,1,0,0,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,-1,0,0,125000,0,0,15000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,0,0,0,0,hydrogen_electrolyzer,0,1,NE,0,55,1000,1000,0 +battery_for_electrolyzer,1,0,0,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,21542,24743,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,battery_mid,0,0,NE,0,0,0,0,1 diff --git a/Example_Systems/Input_data_explained/Generators_data.xlsx b/Example_Systems/Input_data_explained/Generators_data.xlsx index 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R5h|S1$UTErm?BwSuc$QNfb`~iy3dIz-jTIo#=2i9&sWLBp zo=yB>DIa^pc-C0mtdP@guqv5*h_Tep_();C_>uDxJq9O!&9%zAiy<-OK6Ka-|2S!b z_os*SAqxV!5F2M$H-kiU*Dw+Zvz#o%=^i%O9pn2qkvEOAmiX%%LBchc8?8W8M%83a zvQxXPeiSBrxx6{m^|5RmiZz}OeZc6djr#Q`vU8Nh(WZas4V!i_o#M?tp=I08k%Aa51G61-L ztGoJV$A8zG{JrBU;tx;xf2ltC=Qw{BA^bHGF>nR%A0-L@?0oN!iekSyhX5D%-rd{# zXMM3hNBHx$<6k4NQvLk*|F64`{~Yko%Y%On$WHy&BmKNe_|L9?UPAY)EA68{pXJw; zbbpTWr`Y#v6j-w#qx>oT{W-wD!KL_|X_4|DQ7l+>l_?rm+ z+51n>{ncN<`N#AB|3L7cgZ|rv{~Ge%Ju#Qx9_b&4t}KrL81dch&lva2fPFCScK7c8 E0KDD-7ytkO diff --git a/Example_Systems/MethodofMorrisExample/OneZone/Generators_data.csv b/Example_Systems/MethodofMorrisExample/OneZone/Generators_data.csv index 1aa6863cee..f089945913 100644 --- a/Example_Systems/MethodofMorrisExample/OneZone/Generators_data.csv +++ b/Example_Systems/MethodofMorrisExample/OneZone/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 -onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 +onshore_wind,1,0,0,0,0,0,1,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,NE,0 diff --git a/Example_Systems/PiecewiseFuel_CO2_Example/Generators_data.csv b/Example_Systems/PiecewiseFuel_CO2_Example/Generators_data.csv index b0c67824f8..a60a81192d 100644 --- a/Example_Systems/PiecewiseFuel_CO2_Example/Generators_data.csv +++ b/Example_Systems/PiecewiseFuel_CO2_Example/Generators_data.csv @@ -1,4 +1,4 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Eff_Up,Eff_Down,Resource_Type,region,cluster,PWFU_Fuel_Usage_Zero_Load_MMBTU_per_h,PWFU_Heat_Rate_MMBTU_per_MWh_1,PWFU_Heat_Rate_MMBTU_per_MWh_2,PWFU_Load_Point_MW_1,PWFU_Load_Point_MW_2,CO2_Capture_Fraction,CO2_Capture_Fraction_Startup,CCS_Disposal_Cost_per_Metric_Ton,Biomass -onshore_wind,1,0,0,0,0,0,1,0,1,0,15000,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,None,100,0,0,0,0,1,1,0,1,1,onshore_wind_turbine,NE,1,0,0,0,0,0,0,0,0,0 -natural_gas_combined_cycle_ccs,1,1,0,0,0,0,0,0,0,0,15000,0,0,-1,-1,-1,0,0,0,0,0,0,0,5,0,0,NG,250,91,2,6,6,0.64,0.64,0.468,1,1,natural_gas_fired_combined_cycle_ccs,NE,1,400,6,7.2,160,250,0.9,0.6,20,0 -biomass_ccs,1,1,0,0,0,0,0,0,0,0,300,0,0,-1,-1,-1,0,0,0,0,0,0,0,10,0,10,Biomass,300,91,2,6,6,0.64,0.64,0.468,1,1,biomass_ccs,NE,1,0,0,0,0,0,0.9,0.6,20,1 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Eff_Up,Eff_Down,Resource_Type,region,cluster,PWFU_Fuel_Usage_Zero_Load_MMBTU_per_h,PWFU_Heat_Rate_MMBTU_per_MWh_1,PWFU_Heat_Rate_MMBTU_per_MWh_2,PWFU_Load_Point_MW_1,PWFU_Load_Point_MW_2,CO2_Capture_Fraction,CO2_Capture_Fraction_Startup,CCS_Disposal_Cost_per_Metric_Ton,Biomass +onshore_wind,1,0,0,0,0,0,1,0,1,0,1,15000,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,None,100,0,0,0,0,1,1,0,1,1,onshore_wind_turbine,NE,1,0,0,0,0,0,0,0,0,0 +natural_gas_combined_cycle_ccs,1,1,0,0,0,0,0,0,0,0,1,15000,0,0,-1,-1,-1,0,0,0,0,0,0,0,5,0,0,NG,250,91,2,6,6,0.64,0.64,0.468,1,1,natural_gas_fired_combined_cycle_ccs,NE,1,400,6,7.2,160,250,0.9,0.6,20,0 +biomass_ccs,1,1,0,0,0,0,0,0,0,0,1,300,0,0,-1,-1,-1,0,0,0,0,0,0,0,10,0,10,Biomass,300,91,2,6,6,0.64,0.64,0.468,1,1,biomass_ccs,NE,1,0,0,0,0,0,0.9,0.6,20,1 diff --git a/Example_Systems/RealSystemExample/ISONE_Singlezone/Generators_data.csv b/Example_Systems/RealSystemExample/ISONE_Singlezone/Generators_data.csv index 01429aeea5..4de3c0df3a 100644 --- a/Example_Systems/RealSystemExample/ISONE_Singlezone/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Singlezone/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,STOR,HYDRO,FLEX,MUST_RUN,VRE,LDS,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3 -NENGREST,1,NENGREST_biomass_1,other_renewables,0,1,1,1,0,0,0,0,0,0,0,0.93,1,1,106.062,0,0,-1,3.21,0,0,0,-1,0,-1,0,122976,0,0,0,0,5.08,0,0,0,14.58,None,0.45,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENGREST,1,NENGREST_conventional_hydroelectric_1,other_renewables,0,2,1,0,0,1,0,0,0,0,0,0.8,0,1,662.983,0,0,-1,11.24,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.116,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0 -NENGREST,1,NENGREST_hydroelectric_pumped_storage_1,hydroelectric_pumped_storage,0,3,1,0,1,0,0,0,0,0,0,0.95,0,0,1768.002,0,280635.2381,-1,294.67,0,0,0,-1,0,-1,0,40113,0,0,0,0,0,0,0,0,0,None,0.532,0,0.866,0.866,158.730159,0,200,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENGREST,1,NENGREST_natural_gas_fired_combined_cycle_1,natural_gas,1,4,1,1,0,0,0,0,0,0,0,0.93,0,0,7077.3,0,0,0,471.82,0,0,0,-1,0,-1,0,10287,0,0,0,0,3.55,0,91,2,7.43,NENGREST_NG,0.468,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENGREST,2,NENGREST_natural_gas_fired_combined_cycle_2,natural_gas,1,5,1,1,0,0,0,0,0,0,0,0.93,0,0,2684.803,0,0,0,244.07,0,0,0,-1,0,-1,0,16291,0,0,0,0,4.5,0,91,2,8.29,NENGREST_NG,0.507,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENGREST,1,NENGREST_natural_gas_fired_combustion_turbine_1,natural_gas,1,6,1,1,0,0,0,0,0,0,0,0.93,0,0,302.701,0,0,0,43.24,0,0,0,-1,0,-1,0,12080,0,0,0,0,4.6,0,118,3.5,10.13,NENGREST_NG,0.456,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 -NENGREST,2,NENGREST_natural_gas_fired_combustion_turbine_2,natural_gas,1,7,1,1,0,0,0,0,0,0,0,0.93,0,0,62.704,0,0,0,7.84,0,0,0,-1,0,-1,0,13991,0,0,0,0,4.6,0,118,3.5,4.74,NENGREST_NG,0.488,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 -NENGREST,1,NENGREST_natural_gas_steam_turbine_1,natural_gas,1,8,1,1,0,0,0,0,0,0,0,0.93,0,0,0.6,0,0,0,0.6,0,0,0,-1,0,-1,0,50678,0,0,0,0,1.04,0,86,13.7,0,NENGREST_NG,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0 -NENGREST,1,NENGREST_nuclear_1,nuclear,1,9,1,1,0,0,0,0,0,0,0,0.93,0,1,1242,0,0,0,1242,0,0,0,-1,0,-1,0,271818,0,0,0,0,2.32,0,245,0,10.46,new_england_uranium,0.5,0,1,1,1,0,0,0,0,1,0.25,0.25,24,24,0.020833333,0.041666667,0,0,0,0,0 -NENGREST,1,NENGREST_offshore_wind_turbine_1,offshore_wind,1,10,1,0,0,0,0,0,1,0,1,0.8,1,1,30,0,0,0,30,0,0,0,-1,0,-1,0,128440,0,0,0,0,0,0,0,0,9.12,None,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,1,1,0 -NENGREST,1,NENGREST_onshore_wind_turbine_1,onshore_wind,1,11,1,0,0,0,0,0,1,0,1,0.8,1,1,145.8,0,0,0,9.75,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,0,0 -NENGREST,1,NENGREST_small_hydroelectric_1,other_renewables,0,12,1,0,0,0,0,1,0,0,0,0,1,1,186.355,0,0,-1,0.79,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.116,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENGREST,1,NENGREST_solar_photovoltaic_1,solar,1,13,1,0,0,0,0,0,1,0,1,0.8,1,1,821.4,0,0,0,2.6,0,0,0,-1,0,-1,0,18760,0,0,0,0,0,0,0,0,9.13,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,1 -NENG_CT,1,NENG_CT_biomass_1,other_renewables,0,14,1,1,0,0,0,0,0,0,0,0.93,1,1,27.248,0,0,-1,3.41,0,0,0,-1,0,-1,0,122976,0,0,0,0,5.37,0,0,0,15.33,None,0.348,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_conventional_hydroelectric_1,other_renewables,0,15,1,0,0,1,0,0,0,0,0,0.8,0,1,67.7,0,0,-1,13.54,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.18,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0 -NENG_CT,1,NENG_CT_hydroelectric_pumped_storage_1,hydroelectric_pumped_storage,0,16,1,0,1,0,0,0,0,0,0,0.95,0,0,30.999,0,4920.47619,-1,10.33,0,0,0,-1,0,-1,0,40113,0,0,0,0,0,0,0,0,0,None,0.871,0,0.866,0.866,158.730159,0,200,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_natural_gas_fired_combined_cycle_1,natural_gas,1,17,1,1,0,0,0,0,0,0,0,0.93,0,0,3488.704,0,0,0,436.09,0,0,0,-1,0,-1,0,9698,0,0,0,0,3.57,0,91,2,7.12,NENG_CT_NG,0.338,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENG_CT,2,NENG_CT_natural_gas_fired_combined_cycle_2,natural_gas,1,18,1,1,0,0,0,0,0,0,0,0.93,0,0,35.2,0,0,0,17.6,0,0,0,-1,0,-1,0,16291,0,0,0,0,4.5,0,91,2,10.77,NENG_CT_NG,0.466,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_natural_gas_fired_combustion_turbine_1,natural_gas,1,19,1,1,0,0,0,0,0,0,0,0.93,0,0,434,0,0,0,54.25,0,0,0,-1,0,-1,0,10609,0,0,0,0,4.6,0,118,3.5,11.06,NENG_CT_NG,0.124,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 -NENG_CT,2,NENG_CT_natural_gas_fired_combustion_turbine_2,natural_gas,1,20,1,1,0,0,0,0,0,0,0,0.93,0,0,124.9,0,0,0,24.98,0,0,0,-1,0,-1,0,13991,0,0,0,0,4.6,0,118,3.5,8.35,NENG_CT_NG,0.476,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 -NENG_CT,1,NENG_CT_nuclear_1,nuclear,1,21,1,1,0,0,0,0,0,0,0,0.93,0,1,2162.9,0,0,0,1081.45,0,0,0,-1,0,-1,0,190920,0,0,0,0,2.32,0,245,0,10.46,new_england_uranium,0.5,0,1,1,1,0,0,0,0,1,0.25,0.25,24,24,0.020833333,0.041666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_onshore_wind_turbine_1,onshore_wind,1,22,1,0,0,0,0,0,1,0,1,0.8,1,1,6.5,0,0,0,5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_small_hydroelectric_1,other_renewables,0,23,1,0,0,0,0,1,0,0,0,0,1,1,18.711,0,0,-1,0.57,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.18,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_solar_photovoltaic_1,solar,1,24,1,0,0,0,0,0,1,0,1,0.8,1,1,374.6,0,0,0,5.67,0,0,0,-1,0,-1,0,18760,0,0,0,0,0,0,0,0,9.16,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_biomass_1,other_renewables,0,25,1,1,0,0,0,0,0,0,0,0.93,1,1,24.95,0,0,-1,2.5,0,0,0,-1,0,-1,0,122976,0,0,0,0,4.85,0,0,0,13.84,None,0.404,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_conventional_hydroelectric_1,other_renewables,0,26,1,0,0,1,0,0,0,0,0,0.8,0,1,327.81,0,0,-1,7.8,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.402,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0 -NENG_ME,1,NENG_ME_natural_gas_fired_combined_cycle_1,natural_gas,1,27,1,1,0,0,0,0,0,0,0,0.93,0,0,274.5,0,0,0,137.25,0,0,0,-1,0,-1,0,16291,0,0,0,0,4.5,0,91,2,12.62,NENG_ME_NG,0.474,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENG_ME,2,NENG_ME_natural_gas_fired_combined_cycle_2,natural_gas,1,28,1,1,0,0,0,0,0,0,0,0.93,0,0,1114.1,0,0,0,557.05,0,0,0,-1,0,-1,0,9668,0,0,0,0,3.57,0,91,2,7.65,NENG_ME_NG,0.386,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_natural_gas_fired_combustion_turbine_1,natural_gas,1,29,1,1,0,0,0,0,0,0,0,0.93,0,0,163.5,0,0,0,54.5,0,0,0,-1,0,-1,0,11540,0,0,0,0,4.6,0,118,3.5,4.75,NENG_ME_NG,0.697,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 -NENG_ME,1,NENG_ME_onshore_wind_turbine_1,onshore_wind,1,30,1,0,0,0,0,0,1,0,1,0.8,1,1,1190.9,0,0,0,48.5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,0,0 -NENG_ME,1,NENG_ME_small_hydroelectric_1,other_renewables,0,31,1,0,0,0,0,1,0,0,0,0,1,1,195.266,0,0,-1,1.1,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.192,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_solar_photovoltaic_1,solar,1,32,1,0,0,0,0,0,1,0,1,0.8,1,1,11.8,0,0,0,1.5,0,0,0,-1,0,-1,0,18760,0,0,0,0,0,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 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-NENGREST,0,NENGREST_naturalgas_ccs100_mid_0,natural_gas_CCS,1,37,1,1,0,0,0,0,0,0,0,0.93,0,0,0,0,0,0,500,0,-1,0,-1,0,-1,239841,37153,0,0,0,0,6.26,0,103,0,7.89,NENGREST_NG_ccs100,0.6,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENGREST,1,NENGREST_landbasedwind_ltrg1_mid_130_1,onshore_wind,1,38,1,0,0,0,0,0,1,0,1,0.8,1,1,0,0,0,1,1,0,4888.236,0,-1,0,-1,194100,41460,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,0,0 -NENGREST,1,NENGREST_utilitypv_losangeles_mid_80_0_2_1,solar,1,39,1,0,0,0,0,0,1,0,1,0.8,1,1,0,0,0,1,1,0,20835.569,0,-1,0,-1,99283,13055,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,1 -NENGREST,1,NENGREST_offshorewind_otrg3_mid_fixed_1_176_77_1,offshore_wind,1,40,1,0,0,0,0,0,1,0,1,0.8,1,1,0,0,0,1,1,0,9848.442,0,-1,0,-1,260044,91549,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,1,0 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+NENG_CT,1,NENG_CT_heat_load_shifting_1,heat_load_shifting,0,57,1,0,0,0,1,0,0,0,0,0.95,0,0,47.27,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 +NENG_ME,1,NENG_ME_heat_load_shifting_1,heat_load_shifting,0,58,1,0,0,0,1,0,0,0,0,0.95,0,0,22.56,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 diff --git a/Example_Systems/RealSystemExample/ISONE_Trizone/Generators_data.csv b/Example_Systems/RealSystemExample/ISONE_Trizone/Generators_data.csv index 1a5d8a8d6a..fdf1ec1ce7 100644 --- a/Example_Systems/RealSystemExample/ISONE_Trizone/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Trizone/Generators_data.csv @@ -1,62 +1,62 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,STOR,HYDRO,FLEX,MUST_RUN,VRE,Num_VRE_Bins,LDS,CapRes_1,ESR_1,ESR_2,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3 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-NENG_CT,1,NENG_CT_conventional_hydroelectric_1,conventional_hydroelectric,1,15,2,0,0,1,0,0,0,0,1,0.8,0,1,67.7,0,0,-1,13.54,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.18,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0 -NENG_CT,1,NENG_CT_hydroelectric_pumped_storage_1,hydroelectric_pumped_storage,0,16,2,0,1,0,0,0,0,0,0,0.95,0,0,30.999,0,4920.47619,-1,10.33,0,0,0,-1,0,-1,0,40113,0,0,0,0,0,0,0,0,0,None,0.871,0,0.866,0.866,158.730159,0,200,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_natural_gas_fired_combined_cycle_1,natural_gas_fired_combined_cycle,1,17,2,1,0,0,0,0,0,0,0,0.93,0,0,3488.704,0,0,0,436.09,0,0,0,-1,0,-1,0,9698,0,0,0,0,3.57,0,91,2,7.12,NENG_CT_NG,0.338,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 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-NENG_ME,1,NENG_ME_biomass_1,biomass,1,25,3,1,0,0,0,0,0,0,0,0.93,1,1,24.95,0,0,-1,2.5,0,0,0,-1,0,-1,0,122976,0,0,0,0,4.85,0,0,0,13.84,None,0.404,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_conventional_hydroelectric_1,conventional_hydroelectric,1,26,3,0,0,1,0,0,0,0,1,0.8,0,1,327.81,0,0,-1,7.8,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.402,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0 -NENG_ME,1,NENG_ME_natural_gas_fired_combined_cycle_1,natural_gas_fired_combined_cycle,1,27,3,1,0,0,0,0,0,0,0,0.93,0,0,274.5,0,0,0,137.25,0,0,0,-1,0,-1,0,16291,0,0,0,0,4.5,0,91,2,12.62,NENG_ME_NG,0.474,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENG_ME,2,NENG_ME_natural_gas_fired_combined_cycle_2,natural_gas_fired_combined_cycle,1,28,3,1,0,0,0,0,0,0,0,0.93,0,0,1114.1,0,0,0,557.05,0,0,0,-1,0,-1,0,9668,0,0,0,0,3.57,0,91,2,7.65,NENG_ME_NG,0.386,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 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index b5a0652ed8..ef32fd0114 100644 --- a/Example_Systems/RealSystemExample/ISONE_Trizone_FullTimeseries/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Trizone_FullTimeseries/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,Commit,STOR,HYDRO,FLEX,MUST_RUN,VRE,LDS,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Min_Share,Max_Share,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3 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+NENG_ME,1,NENG_ME_heat_load_shifting_1,heat_load_shifting,0,58,3,0,0,0,0,1,0,0,0,0,0.95,0,0,0,0,22.56,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 diff --git a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p1/Generators_data.csv b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p1/Generators_data.csv index 0637af5bb1..9d5ceedf6c 100644 --- a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p1/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p1/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,Commit,STOR,HYDRO,FLEX,MUST_RUN,VRE,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Min_Share,Max_Share,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS 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a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p2/Generators_data.csv b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p2/Generators_data.csv index 0637af5bb1..9d5ceedf6c 100644 --- a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p2/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p2/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,Commit,STOR,HYDRO,FLEX,MUST_RUN,VRE,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Min_Share,Max_Share,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS 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-NENGREST,2,NENGREST_natural_gas_fired_combustion_turbine_2,natural_gas,1,7,1,1,1,0,0,0,0,0,0,0.93,0,0,0,0,62.704,0,0,0,7.84,0,0,0,-1,0,-1,0,13991,0,0,0,0,4.6,0,118,3.5,4.74,NENGREST_NG,0.488,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,3,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,1,NENGREST_natural_gas_steam_turbine_1,natural_gas,1,8,1,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0.6,0,0,0,0.6,0,0,0,-1,0,-1,0,50678,0,0,0,0,1.04,0,86,13.7,0,NENGREST_NG,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,99,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,1,NENGREST_nuclear_1,nuclear,1,9,1,1,1,0,0,0,0,0,0,0.93,0,1,0,0,1242,0,0,0,1242,0,0,0,-1,0,-1,0,271818,0,0,0,0,2.32,0,245,0,10.46,new_england_uranium,0.5,0,1,1,1,0,0,0,0,1,0.25,0.25,24,24,0.020833333,0.041666667,0,0,5,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,1,NENGREST_offshore_wind_turbine_1,offshore_wind,1,10,1,0,0,0,0,0,0,1,1,0.8,1,1,0,0,30,0,0,0,30,0,0,0,-1,0,-1,0,128440,0,0,0,0,0,0,0,0,9.12,None,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,8,1,1,0,0.024,20,20,0,0,0,0 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-NENG_ME,2,NENG_ME_natural_gas_fired_combined_cycle_2,natural_gas,1,28,3,1,1,0,0,0,0,0,0,0.93,0,0,0,0,1114.1,0,0,0,557.05,0,0,0,-1,0,-1,0,9668,0,0,0,0,3.57,0,91,2,7.65,NENG_ME_NG,0.386,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,2,0,0,0,0.039,20,20,0,0,0,0 -NENG_ME,1,NENG_ME_natural_gas_fired_combustion_turbine_1,natural_gas,1,29,3,1,1,0,0,0,0,0,0,0.93,0,0,0,0,163.5,0,0,0,54.5,0,0,0,-1,0,-1,0,11540,0,0,0,0,4.6,0,118,3.5,4.75,NENG_ME_NG,0.697,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,3,0,0,0,0.039,20,20,0,0,0,0 -NENG_ME,1,NENG_ME_onshore_wind_turbine_1,onshore_wind,1,30,3,0,0,0,0,0,0,1,1,0.8,1,1,0,0,1190.9,0,0,0,48.5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,6,1,0,0,0.024,20,20,0,0,0,0 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a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p3/Generators_data.csv b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p3/Generators_data.csv index 0637af5bb1..9d5ceedf6c 100644 --- a/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p3/Generators_data.csv +++ b/Example_Systems/RealSystemExample/ISONE_Trizone_MultiStage/Inputs/Inputs_p3/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,Commit,STOR,HYDRO,FLEX,MUST_RUN,VRE,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Min_Share,Max_Share,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS 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-NENG_ME,2,NENG_ME_natural_gas_fired_combined_cycle_2,natural_gas,1,28,3,1,1,0,0,0,0,0,0,0.93,0,0,0,0,1114.1,0,0,0,557.05,0,0,0,-1,0,-1,0,9668,0,0,0,0,3.57,0,91,2,7.65,NENG_ME_NG,0.386,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,2,0,0,0,0.039,20,20,0,0,0,0 -NENG_ME,1,NENG_ME_natural_gas_fired_combustion_turbine_1,natural_gas,1,29,3,1,1,0,0,0,0,0,0,0.93,0,0,0,0,163.5,0,0,0,54.5,0,0,0,-1,0,-1,0,11540,0,0,0,0,4.6,0,118,3.5,4.75,NENG_ME_NG,0.697,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,3,0,0,0,0.039,20,20,0,0,0,0 -NENG_ME,1,NENG_ME_onshore_wind_turbine_1,onshore_wind,1,30,3,0,0,0,0,0,0,1,1,0.8,1,1,0,0,1190.9,0,0,0,48.5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,6,1,0,0,0.024,20,20,0,0,0,0 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-NENGREST,0,NENGREST_naturalgas_ccavgcf_mid_0,natural_gas,1,34,1,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,1,500,0,-1,0,-1,0,-1,110025,12441,0,0,0,0,1.61,0,103,2,6.27,NENGREST_NG,0.2,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,2,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,0,NENGREST_naturalgas_ctavgcf_mid_0,natural_gas,1,35,1,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,1,100,0,-1,0,-1,0,-1,81998,6960,0,0,0,0,4.49,0,134,3.5,9.9,NENGREST_NG,0.3,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,3,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,0,NENGREST_battery_mid_0,battery_mid,0,36,1,0,0,1,0,0,0,0,0,0.95,0,0,0,0,0,0,0,1,1,0,-1,0,-1,0,-1,19584,4895,22494,5622,0,0,0.15,0.15,0,0,0,None,0,0,0.92,0.92,1,1,10,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,12,0,0,0,0.027,20,20,0,0,0,0 -NENGREST,0,NENGREST_naturalgas_ccs100_mid_0,natural_gas_CCS,1,37,1,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,0,500,0,-1,0,-1,0,-1,239841,37153,0,0,0,0,6.26,0,103,0,7.89,NENGREST_NG_ccs100,0.6,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,13,0,0,0,0.039,20,20,0,0,0,0 -NENGREST,1,NENGREST_landbasedwind_ltrg1_mid_130_1,onshore_wind,1,38,1,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,4888.236,0,-1,0,-1,194100,41460,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,6,1,0,0,0.024,20,20,0,0,0,0 -NENGREST,1,NENGREST_utilitypv_losangeles_mid_80_0_2_1,solar,1,39,1,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,20835.569,0,-1,0,-1,99283,13055,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,7,0,0,1,0.017,20,20,0,0,0,0 -NENGREST,1,NENGREST_offshorewind_otrg3_mid_fixed_1_176_77_1,offshore_wind,1,40,1,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,9848.442,0,-1,0,-1,260044,91549,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,8,1,1,0,0.024,20,20,0,0,0,0 -NENG_CT,0,NENG_CT_naturalgas_ccccsavgcf_mid_0,natural_gas_CCS,1,41,2,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,0,500,0,-1,0,-1,0,-1,229388,27483,0,0,0,0,5.82,0,103,0,7.52,NENG_CT_NG_ccs90,0.6,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,2,0,0,0,0.039,20,20,0,0,0,0 -NENG_CT,0,NENG_CT_naturalgas_ccavgcf_mid_0,natural_gas,1,42,2,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,1,500,0,-1,0,-1,0,-1,110025,12441,0,0,0,0,1.61,0,103,2,6.27,NENG_CT_NG,0.2,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,2,0,0,0,0.039,20,20,0,0,0,0 -NENG_CT,0,NENG_CT_naturalgas_ctavgcf_mid_0,natural_gas,1,43,2,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,1,100,0,-1,0,-1,0,-1,81998,6960,0,0,0,0,4.49,0,134,3.5,9.9,NENG_CT_NG,0.3,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,3,0,0,0,0.039,20,20,0,0,0,0 -NENG_CT,0,NENG_CT_battery_mid_0,battery_mid,0,44,2,0,0,1,0,0,0,0,0,0.95,0,0,0,0,0,0,0,1,1,0,-1,0,-1,0,-1,19584,4895,22494,5622,0,0,0.15,0.15,0,0,0,None,0,0,0.92,0.92,1,1,10,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,12,0,0,0,0.027,20,20,0,0,0,0 -NENG_CT,0,NENG_CT_naturalgas_ccs100_mid_0,natural_gas_CCS,1,45,2,1,1,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,0,500,0,-1,0,-1,0,-1,239841,37153,0,0,0,0,6.26,0,103,0,7.89,NENG_CT_NG_ccs100,0.6,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,13,0,0,0,0.039,20,20,0,0,0,0 -NENG_CT,1,NENG_CT_landbasedwind_ltrg1_mid_110_1,onshore_wind,1,46,2,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,1982.895,0,-1,0,-1,185181,41460,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,6,0,0,0,0.024,20,20,0,0,0,0 -NENG_CT,1,NENG_CT_utilitypv_losangeles_mid_80_0_2_1,solar,1,47,2,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,17063.264,0,-1,0,-1,98631,13055,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,7,0,0,0,0.017,20,20,0,0,0,0 -NENG_CT,1,NENG_CT_offshorewind_otrg3_mid_fixed_1_176_77_1,offshore_wind,1,48,2,0,0,0,0,0,0,1,1,0.8,1,1,0,0,0,0,0,1,1,0,477.5,0,-1,0,-1,247542,91549,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,8,0,0,0,0.024,20,20,0,0,0,0 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b/Example_Systems/RealSystemExample/MGA_ISONE_Trizone_FullTimeseries/Generators_data.csv index b5a0652ed8..ef32fd0114 100644 --- a/Example_Systems/RealSystemExample/MGA_ISONE_Trizone_FullTimeseries/Generators_data.csv +++ b/Example_Systems/RealSystemExample/MGA_ISONE_Trizone_FullTimeseries/Generators_data.csv @@ -1,59 +1,59 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,Commit,STOR,HYDRO,FLEX,MUST_RUN,VRE,LDS,Num_VRE_Bins,CapRes_1,ESR_1,ESR_2,Min_Share,Max_Share,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3 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-NENGREST,1,NENGREST_natural_gas_fired_combined_cycle_1,natural_gas,1,4,1,1,1,0,0,0,0,0,0,0,0.93,0,0,0,0,7077.3,0,0,0,471.82,0,0,0,-1,0,-1,0,10287,0,0,0,0,3.55,0,91,2,7.43,NENGREST_NG,0.468,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENGREST,2,NENGREST_natural_gas_fired_combined_cycle_2,natural_gas,1,5,1,1,1,0,0,0,0,0,0,0,0.93,0,0,0,0,2684.803,0,0,0,244.07,0,0,0,-1,0,-1,0,16291,0,0,0,0,4.5,0,91,2,8.29,NENGREST_NG,0.507,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 -NENGREST,1,NENGREST_natural_gas_fired_combustion_turbine_1,natural_gas,1,6,1,1,1,0,0,0,0,0,0,0,0.93,0,0,0,0,302.701,0,0,0,43.24,0,0,0,-1,0,-1,0,12080,0,0,0,0,4.6,0,118,3.5,10.13,NENGREST_NG,0.456,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0 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-NENG_CT,1,NENG_CT_onshore_wind_turbine_1,onshore_wind,1,22,2,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,6.5,0,0,0,5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_small_hydroelectric_1,other_renewables,0,23,2,0,0,0,0,0,1,0,0,0,0,1,1,0,0,18.711,0,0,-1,0.57,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.18,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_CT,1,NENG_CT_solar_photovoltaic_1,solar,1,24,2,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,374.6,0,0,0,5.67,0,0,0,-1,0,-1,0,18760,0,0,0,0,0,0,0,0,9.16,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_biomass_1,other_renewables,0,25,3,1,1,0,0,0,0,0,0,0,0.93,1,1,0,0,24.95,0,0,-1,2.5,0,0,0,-1,0,-1,0,122976,0,0,0,0,4.85,0,0,0,13.84,None,0.404,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 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-NENG_ME,1,NENG_ME_onshore_wind_turbine_1,onshore_wind,1,30,3,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,1190.9,0,0,0,48.5,0,0,0,-1,0,-1,0,43205,0,0,0,0,-18,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,0,0 -NENG_ME,1,NENG_ME_small_hydroelectric_1,other_renewables,0,31,3,0,0,0,0,0,1,0,0,0,0,1,1,0,0,195.266,0,0,-1,1.1,0,0,0,-1,0,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.192,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENG_ME,1,NENG_ME_solar_photovoltaic_1,solar,1,32,3,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,11.8,0,0,0,1.5,0,0,0,-1,0,-1,0,18760,0,0,0,0,0,0,0,0,9.12,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 -NENGREST,0,NENGREST_naturalgas_ccccsavgcf_mid_0,natural_gas_CCS,1,33,1,1,1,0,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0,0,500,0,-1,0,-1,0,-1,229388,27483,0,0,0,0,5.82,0,103,0,7.52,NENGREST_NG_ccs90,0.6,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0 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+NENG_ME,1,NENG_ME_landbasedwind_ltrg1_mid_110_1,onshore_wind,1,54,3,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,0,0,0,1,1,1,0,20430.499,0,-1,0,-1,233173,41460,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,1,0,0 +NENG_ME,1,NENG_ME_utilitypv_losangeles_mid_100_0_2_1,solar,1,55,3,0,0,0,0,0,0,1,0,1,0.8,1,1,0,0,0,0,0,1,1,1,0,21535.709,0,-1,0,-1,98706,13055,0,0,0,0,0,0,0,0,0,None,0,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0 +NENGREST,1,NENGREST_heat_load_shifting_1,heat_load_shifting,0,56,1,0,0,0,0,1,0,0,0,0,0.95,0,0,0,0,165.52,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 +NENG_CT,1,NENG_CT_heat_load_shifting_1,heat_load_shifting,0,57,2,0,0,0,0,1,0,0,0,0,0.95,0,0,0,0,47.27,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 +NENG_ME,1,NENG_ME_heat_load_shifting_1,heat_load_shifting,0,58,3,0,0,0,0,1,0,0,0,0,0.95,0,0,0,0,22.56,0,0,0,0,0,0,0,0,-1,0,-1,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,4,1,0,0,0,0,0,0,0,0,0,0,0 diff --git a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p1/Generators_data.csv b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p1/Generators_data.csv index 487d5f963d..8ac782893c 100644 --- a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p1/Generators_data.csv +++ b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p1/Generators_data.csv @@ -1,18 +1,18 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr -NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGST,1,1,0,0,0,0,0,0,0,0,0,0,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Coal,1,1,0,0,0,0,0,0,0,0,0,0,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Biomass,1,1,0,0,0,0,0,0,0,0,0,-1,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Wind,1,0,0,0,0,0,1,1,0,0,0,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Hydro,1,0,0,0,0,1,0,0,0,0,0,-1,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -PHS,1,0,0,1,0,0,0,0,1,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 -Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 -Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 -Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr +NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGST,1,1,0,0,0,0,0,0,0,0,0,0,1,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Coal,1,1,0,0,0,0,0,0,0,0,0,0,1,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,1,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Biomass,1,1,0,0,0,0,0,0,0,0,0,0,0,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Wind,1,0,0,0,0,0,1,1,0,0,0,1,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Hydro,1,0,0,0,0,1,0,0,0,0,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +PHS,1,0,0,1,0,0,0,0,1,0,0,0,1,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 +Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 +Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 +Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 diff --git a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p2/Generators_data.csv b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p2/Generators_data.csv index 487d5f963d..8ac782893c 100644 --- a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p2/Generators_data.csv +++ b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p2/Generators_data.csv @@ -1,18 +1,18 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr -NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGST,1,1,0,0,0,0,0,0,0,0,0,0,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Coal,1,1,0,0,0,0,0,0,0,0,0,0,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Biomass,1,1,0,0,0,0,0,0,0,0,0,-1,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Wind,1,0,0,0,0,0,1,1,0,0,0,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Hydro,1,0,0,0,0,1,0,0,0,0,0,-1,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -PHS,1,0,0,1,0,0,0,0,1,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 -Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 -Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 -Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr +NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGST,1,1,0,0,0,0,0,0,0,0,0,0,1,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Coal,1,1,0,0,0,0,0,0,0,0,0,0,1,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,1,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Biomass,1,1,0,0,0,0,0,0,0,0,0,0,0,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Wind,1,0,0,0,0,0,1,1,0,0,0,1,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Hydro,1,0,0,0,0,1,0,0,0,0,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +PHS,1,0,0,1,0,0,0,0,1,0,0,0,1,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 +Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 +Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 +Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 diff --git a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p3/Generators_data.csv b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p3/Generators_data.csv index 487d5f963d..8ac782893c 100644 --- a/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p3/Generators_data.csv +++ b/Example_Systems/RetrofitExample/RetrofitExample_MultiStage/Inputs/Inputs_p3/Generators_data.csv @@ -1,18 +1,18 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr -NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -NGST,1,1,0,0,0,0,0,0,0,0,0,0,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Coal,1,1,0,0,0,0,0,0,0,0,0,0,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Biomass,1,1,0,0,0,0,0,0,0,0,0,-1,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 -SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Wind,1,0,0,0,0,0,1,1,0,0,0,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Hydro,1,0,0,0,0,1,0,0,0,0,0,-1,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -PHS,1,0,0,1,0,0,0,0,1,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 -Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 -Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 -Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 -Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 -Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,LDS,RETRO,Num_RETRO_Sources,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr +NGCC_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,3400,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCC_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,ng,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_bf,1,1,0,0,0,0,0,0,0,0,0,0,1,8200,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGCT_gf,1,1,0,0,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,30000,0,0,11000,0,0,4,0,14.3,ng,100,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCT,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +NGST,1,1,0,0,0,0,0,0,0,0,0,0,1,1060,0,0,-1,-1,-1,0,0,0,0,0,0,11000,0,0,4,0,12.1,ng,500,90,1,6,1,0.64,0.64,0,0.2,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGST,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Coal,1,1,0,0,0,0,0,0,0,0,0,0,1,14700,0,0,-1,-1,-1,0,0,0,0,0,0,30000,0,0,5,0,10.4,coal,500,150,10,6,6,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Coal,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Nuclear,1,1,1,0,0,0,0,0,0,0,0,0,1,2360,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,2,0,7.43,uranium,1000,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Biomass,1,1,0,0,0,0,0,0,0,0,0,0,0,20,0,0,-1,-1,-1,0,0,0,0,0,0,100000,0,0,5,0,13,biomass,100,90,2,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Biomass,0.93,0,0,MO,1,0.04,30,30,0,0,0,None,0,-1,None,0,-1 +SolarPV,1,0,0,0,0,0,1,1,0,0,0,1,1,40,0,0,-1,-1,-1,0,0,0,36000,0,0,10000,0,0,0,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,SolarPV,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Wind,1,0,0,0,0,0,1,1,0,0,0,1,1,5720,0,0,-1,-1,-1,0,0,0,60000,0,0,40000,0,0,0.1,0,0,None,1,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Wind,0.8,1,1,MO,1,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Hydro,1,0,0,0,0,1,0,0,0,0,0,0,0,480,0,0,-1,-1,-1,0,0,0,0,0,0,18000,0,0,0.1,0,0,None,1600,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,Hydro,0.8,1,1,MO,1,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +PHS,1,0,0,1,0,0,0,0,1,0,0,0,1,480,0,0,-1,-1,-1,0,0,0,0,0,0,15000,5000,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,PHS,0.95,0,0,MO,0,0.04,40,40,0,0,0,None,0,-1,None,0,-1 +Li-ion,1,0,0,1,0,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,20000,25000,0,5000,6000,0,0.15,0.15,0,None,1,0,0,0,0,1,1,0,0,0,0.9,0.9,1,10,0,0,1,0,0,0,0,0,0,1,0,Li-ion,0.95,0,0,MO,0,0.04,20,20,0,0,0,None,0,-1,None,0,-1 +Retro_NGCC_CCS,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,60000,0,0,16000,0,0,3,0,7.3,ng_ccs,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,NGCC_CCS,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,60000,NGCC_gf,0.9,55000 +Retro_NGCC_H2,1,1,0,0,0,0,0,0,0,1,2,1,1,0,0,0,-1,-1,-1,0,0,0,40000,0,0,12000,0,0,3,0,7.3,h2,200,70,1,6,2,0.64,0.64,0,0.4,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Hydrogen,0.93,0,0,MO,1,0.04,20,20,0,0,0,NGCC_bf,0.85,40000,NGCC_gf,0.9,35000 +Retro_Coal_TES,1,0,0,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,200,220,260,10,0,0.1,0.1,0,None,1,0,0,0,0,1,1,0,0,0,0.995,0.55,1,10,0,0,1,0,0,0,0,0,0,1,0,TES,0.95,0,0,MO,0,0.04,20,20,0,0,0,Coal,0.85,33300,None,0,-1 +Retro_Coal_SMR,1,1,1,0,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,6200,0,0,0.75,0,7.43,uranium,200,0,0,0,0,0.64,0.64,0,0,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,Nuclear,0.93,0,0,MO,1,0.04,20,20,0,0,0,Coal,0.85,195000,None,0,-1 diff --git a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv index 9393ab0727..5ba2a9f42a 100644 --- a/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 -onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 +onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0 diff --git a/Example_Systems/SmallNewEngland/OneZone_3VREBin/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone_3VREBin/Generators_data.csv index 22ddda9e61..2572ef197f 100644 --- a/Example_Systems/SmallNewEngland/OneZone_3VREBin/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone_3VREBin/Generators_data.csv @@ -1,7 +1,7 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,RPS_1,RPS_2,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,924417,-1,-1,0,0,0,50920.18439,0,0,8490.038196,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 -onshore_wind_1,1,0,0,0,0,0,1,0,3,1,0,0,0,63489,-1,-1,0,0,0,80100,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -onshore_wind_2,1,0,0,0,0,0,1,0,0,1,0,0,0,49396,-1,-1,0,0,0,83401,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -onshore_wind_3,1,0,0,0,0,0,1,0,0,1,0,0,0,10465,-1,-1,0,0,0,84336,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,1,battery_mid,0.95,0,0,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,RPS_1,RPS_2,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,924417,-1,-1,0,0,0,50920.18439,0,0,8490.038196,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1 +onshore_wind_1,1,0,0,0,0,0,1,0,3,1,0,0,0,0,63489,-1,-1,0,0,0,80100,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +onshore_wind_2,1,0,0,0,0,0,1,0,0,1,0,0,0,0,49396,-1,-1,0,0,0,83401,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +onshore_wind_3,1,0,0,0,0,0,1,0,0,1,0,0,0,0,10465,-1,-1,0,0,0,84336,0,0,34568.125,0,0,0.1,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,1,battery_mid,0.95,0,0,NE,0 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p1/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p1/Generators_data.csv index 775a348389..8100822625 100644 --- a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p1/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p1/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,10000,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 -solar_pv,1,0,0,0,0,0,1,1,1,500,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 -onshore_wind,1,0,0,0,0,0,1,1,1,1000,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 -battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,10000,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 +solar_pv,1,0,0,0,0,0,1,1,1,1,500,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 +onshore_wind,1,0,0,0,0,0,1,1,1,1,1000,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 +battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p2/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p2/Generators_data.csv index 343e52b9c5..37d6c4d751 100644 --- a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p2/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p2/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 -solar_pv,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 -onshore_wind,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 -battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 +solar_pv,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 +onshore_wind,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 +battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p3/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p3/Generators_data.csv index 343e52b9c5..37d6c4d751 100644 --- a/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p3/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone_MultiStage/Inputs/Inputs_p3/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 -solar_pv,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 -onshore_wind,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 -battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,LDS +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,0.039,20,20,0,0,0,0 +solar_pv,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,0.017,20,20,0,0,0,0 +onshore_wind,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,0.024,20,20,0,0,0,0 +battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,5622,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.95,0,0,NE,0,0.027,20,20,0,0,0,0 diff --git a/Example_Systems/SmallNewEngland/Simple_Test_Case/Generators_data.csv b/Example_Systems/SmallNewEngland/Simple_Test_Case/Generators_data.csv index df361f7590..9f14181f1b 100644 --- a/Example_Systems/SmallNewEngland/Simple_Test_Case/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/Simple_Test_Case/Generators_data.csv @@ -1,5 +1,5 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Resource_Type,region,cluster -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,0.64,0.64,0.468,0,1,1,0,0,natural_gas_fired_combined_cycle,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,1,1,0,0,1,1,0,0,solar_photovoltaic,NE,1 -onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,1,1,0,0,1,1,0,0,onshore_wind_turbine,NE,1 -battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,1,1,0,0,0.92,0.92,1,10,battery_mid,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Resource_Type,region,cluster +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,0.64,0.64,0.468,0,1,1,0,0,natural_gas_fired_combined_cycle,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,1,1,0,0,1,1,0,0,solar_photovoltaic,NE,1 +onshore_wind,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,1,1,0,0,1,1,0,0,onshore_wind_turbine,NE,1 +battery,1,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,1,1,0,0,0.92,0.92,1,10,battery_mid,NE,0 diff --git a/Example_Systems/SmallNewEngland/Test_Down_Time/Generators_data.csv b/Example_Systems/SmallNewEngland/Test_Down_Time/Generators_data.csv index 827bed2f06..ef4ac4e2db 100644 --- a/Example_Systems/SmallNewEngland/Test_Down_Time/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/Test_Down_Time/Generators_data.csv @@ -1,4 +1,4 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Reg_Cost,Rsv_Cost,Hydro_Energy_to_Power_Ratio,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,MGA,Resource_Type,region,cluster -thermal_plant,1,1,0,0,0,0,0,0,0,0,1,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,10,0,1,NG,1,0,0,4,6,1,1,1.0,0,0,0,0,1,1,0,0,1,thermal_plant,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,1,None,0,0,0,0,0,1,1,0,0,0,0,0,1,1,0,0,1,solar_photovoltaic,NE,1 -dummy_storage,1,0,0,1,0,0,0,0,0,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,0,0,1,1,0,0,0,dummy_storage,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Reg_Cost,Rsv_Cost,Hydro_Energy_to_Power_Ratio,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,MGA,Resource_Type,region,cluster +thermal_plant,1,1,0,0,0,0,0,0,0,0,0,1,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,10,0,1,NG,1,0,0,4,6,1,1,1.0,0,0,0,0,1,1,0,0,1,thermal_plant,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,1,None,0,0,0,0,0,1,1,0,0,0,0,0,1,1,0,0,1,solar_photovoltaic,NE,1 +dummy_storage,1,0,0,1,0,0,0,0,0,0,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,0,0,1,1,0,0,0,dummy_storage,NE,0 diff --git a/Example_Systems/SmallNewEngland/Test_Up_Time/Generators_data.csv b/Example_Systems/SmallNewEngland/Test_Up_Time/Generators_data.csv index 6cdc77b09b..02b530add4 100644 --- a/Example_Systems/SmallNewEngland/Test_Up_Time/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/Test_Up_Time/Generators_data.csv @@ -1,4 +1,4 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Hydro_Energy_to_Power_Ratio,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,MGA,Resource_Type,region,cluster -thermal_plant,1,1,0,0,0,0,0,0,0,0,1,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,10,0,1,NG,1,0,0,4,6,1,1,1.0,0,0,1,1,0,0,1,thermal_plant,NE,1 -solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,1,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,1,solar_photovoltaic,NE,1 -dummy_storage,1,0,0,1,0,0,0,0,0,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,dummy_storage,NE,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Hydro_Energy_to_Power_Ratio,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,MGA,Resource_Type,region,cluster +thermal_plant,1,1,0,0,0,0,0,0,0,0,0,1,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,10,0,1,NG,1,0,0,4,6,1,1,1.0,0,0,1,1,0,0,1,thermal_plant,NE,1 +solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,1,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,1,solar_photovoltaic,NE,1 +dummy_storage,1,0,0,1,0,0,0,0,0,0,0,0,0,0,-1,-1,-1,0,0,0,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,dummy_storage,NE,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones/Generators_data.csv index 015f1e3a52..f878193357 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 +MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 +CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 +CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 +ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 +MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 +CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 +ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p1/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p1/Generators_data.csv index 97fc58559a..3d19fcac98 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p1/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p1/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 -MA_solar_pv,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 -CT_onshore_wind,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 -CT_solar_pv,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 -ME_onshore_wind,3,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 -MA_battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 -CT_battery,2,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 -ME_battery,3,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 +MA_solar_pv,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 +CT_onshore_wind,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 +CT_solar_pv,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 +ME_onshore_wind,3,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 +MA_battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 +CT_battery,2,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 +ME_battery,3,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p2/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p2/Generators_data.csv index 97fc58559a..3d19fcac98 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p2/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p2/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 -MA_solar_pv,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 -CT_onshore_wind,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 -CT_solar_pv,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 -ME_onshore_wind,3,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 -MA_battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 -CT_battery,2,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 -ME_battery,3,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 +MA_solar_pv,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 +CT_onshore_wind,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 +CT_solar_pv,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 +ME_onshore_wind,3,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 +MA_battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 +CT_battery,2,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 +ME_battery,3,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p3/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p3/Generators_data.csv index 97fc58559a..3d19fcac98 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p3/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_MultiStage/Inputs/Inputs_p3/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 -MA_solar_pv,1,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 -CT_onshore_wind,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 -CT_solar_pv,2,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 -ME_onshore_wind,3,0,0,0,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 -MA_battery,1,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 -CT_battery,2,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 -ME_battery,3,0,0,1,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,WACC,CapRes_1,ESR_1,ESR_2,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW,region,cluster,LDS +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,MA,1,0 +MA_solar_pv,1,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,1,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,MA,1,0 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,CT,1,0 +CT_onshore_wind,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,1,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,CT,1,0 +CT_solar_pv,2,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,7,0,0,0,1,solar_photovoltaic,0.017,0.8,1,1,20,20,0,0,0,CT,1,0 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,2,0,0,0,1,natural_gas_fired_combined_cycle,0.039,0.93,0,0,20,20,0,0,0,ME,1,0 +ME_onshore_wind,3,0,0,0,0,0,1,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,6,0,0,0,1,onshore_wind_turbine,0.024,0.8,1,1,20,20,0,0,0,ME,1,0 +MA_battery,1,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,MA,0,0 +CT_battery,2,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,CT,0,0 +ME_battery,3,0,0,1,0,0,0,0,1,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,12,0,0,1,0,battery_mid,0.027,0.95,0,0,20,20,0,0,0,ME,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Slack_Variables_Example/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Slack_Variables_Example/Generators_data.csv index 0e584d1849..dce2d29e41 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Slack_Variables_Example/Generators_data.csv +++ b/Example_Systems/SmallNewEngland/ThreeZones_Slack_Variables_Example/Generators_data.csv @@ -1,11 +1,11 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MaxCapTag_1,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,ME,0 +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MaxCapTag_1,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster +MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 +MA_solar_pv,1,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 +CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 +CT_onshore_wind,2,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,onshore_wind_turbine,0.8,1,1,CT,1 +CT_solar_pv,2,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.16,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 +ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 +ME_onshore_wind,3,0,0,0,0,0,1,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 +MA_battery,1,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,MA,0 +CT_battery,2,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,CT,0 +ME_battery,3,0,0,1,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,battery_mid,0.95,0,0,ME,0 diff --git a/Example_Systems/VREStor_Example/Generators_data.csv b/Example_Systems/VREStor_Example/Generators_data.csv index 2ee5795bff..be63750d27 100644 --- a/Example_Systems/VREStor_Example/Generators_data.csv +++ b/Example_Systems/VREStor_Example/Generators_data.csv @@ -1,272 +1,272 @@ -region,Resource,technology,cluster,R_ID,Zone,Num_VRE_Bins,THERM,VRE,MUST_RUN,STOR,FLEX,HYDRO,LDS,CapRes_1,Min_Share,Max_Share,Existing_Cap_MWh,Existing_Cap_MW,Existing_Charge_Cap_MW,num_units,unmodified_existing_cap_mw,New_Build,Cap_Size,Min_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Min_Cap_MWh,Max_Charge_Cap_MW,Min_Charge_Cap_MW,Min_Share_percent,Max_Share_percent,capex_mw,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,capex_mwh,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,heat_rate_mmbtu_mwh_iqr,heat_rate_mmbtu_mwh_std,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,Max_Flexible_Demand_Delay,Max_Flexible_Demand_Advance,Flexible_Demand_Energy_Eff,CO2_Capture_Rate,CO2_Capture_Cost_per_Metric_Ton,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,spur_miles,spur_inv_mwyr,spur_capex,offshore_spur_miles,offshore_spur_capex,tx_miles,tx_capex,interconnect_annuity,regional_cost_multiplier,cap_recovery_years,wacc_real,ids,MISO_CleanPower,NY_CleanPower,PJM_CleanPower,SERC_CleanPower,variable_CF,RETRO,Num_RETRO_Sources,Retro1_Source,Retro1_Efficiency,Retro1_Inv_Cost_per_MWyr,Retro2_Source,Retro2_Efficiency,Retro2_Inv_Cost_per_MWyr,MinCapTag_1,MinCapTag_2,MinCapTag_3,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,CapRes_2,CapRes_3,VRE_STOR -EIC,EIC_batteries_1,Batteries,1,1,1,0,0,0,0,1,0,0,0,0.95,0,0,1424.4,712.2,0,42,712.194,-1,16.96,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.041,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_biomass_1,Biomass,1,2,1,0,0,0,1,0,0,0,0,0.93,0,0,0.0,1722.5,0,1351,6256.481,-1,1.27,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,7.32,0.0,0,0,172,0.0,17.03,1.056,3.066,biomass,0.308,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_conventional_hydroelectric_1,Conventional Hydroelectric,1,3,1,0,0,0,0,0,0,1,0,0.8,0,0,0.0,24200.8,0,748,24200.792,-1,32.35,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.273,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.344661608,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_conventional_steam_coal_1,Conventional Steam Coal,1,4,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,12806.9,0,72,12806.928,0,177.87,0,0.0,0,0,0,0,0,0,0.0,0.0,78258,0.0,0,0,1.88,0.0,0,0,124,16.5,13.34,2.921,4.478,east_north_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_conventional_steam_coal_2,Conventional Steam Coal,2,5,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,109345.4,0,187,109345.445,0,584.74,0,0.0,0,0,0,0,0,0,0.0,0.0,64567,0.0,0,0,1.88,0.0,0,0,124,16.5,10.89,1.402,1.167,east_north_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_hydroelectric_pumped_storage_1,Hydroelectric Pumped Storage,1,6,1,0,0,0,0,1,0,0,0,0.95,0,0,275638.0,17783.1,0,104,17783.064,-1,170.99,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.524,0,0.866,0.866,0,1,20,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,7,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,27155.3,0,166,27155.276,0,163.59,0,0.0,0,0,0,0,0,0,0.0,0.0,16322,0.0,0,0,4.53,0.0,0,0,92,2.0,9.24,2.047,2.71,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,8,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,169897.4,0,266,169897.392,0,638.71,0,0.0,0,0,0,0,0,0,0.0,0.0,11042,0.0,0,0,3.58,0.0,0,0,92,2.0,7.34,0.657,0.613,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,9,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,98926.5,0,988,98926.464,0,100.13,0,0.0,0,0,0,0,0,0,0.0,0.0,10031,0.0,0,0,5.28,0.0,0,0,119,3.5,12.03,2.186,2.031,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,10,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,10412.9,0,333,10412.91,0,31.27,0,0.0,0,0,0,0,0,0,0.0,0.0,13557,0.0,0,0,5.28,0.0,0,0,119,3.5,14.66,4.035,4.747,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,11,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,2578.5,0,581,2578.478,0,4.44,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,5.29,0.0,0,0,38,0.0,10.29,1.183,3.689,east_north_central_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,12,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,39625.2,0,195,39625.17,0,203.21,0,0.0,0,0,0,0,0,0,0.0,0.0,35537,0.0,0,0,1.06,0.0,0,0,87,13.7,12.8,2.36,4.946,east_north_central_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_nuclear_1,Nuclear,1,13,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,82406.6,0,80,82406.56,0,1030.08,0,0.0,0,0,0,0,0,0,0.0,0.0,214812,0.0,0,0,2.84,0.0,0,0,248,0.0,10.45,0.0,0.006,east_north_central_uranium,0.5,0,1.0,1.0,0,0,0,0.041666667,0.083333333,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshore_wind_turbine_1,Offshore Wind Turbine,1,14,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,29.3,0,1,29.3,0,29.3,0,0.0,0,0,0,0,0,0,0.0,0.0,111496,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_onshore_wind_turbine_1,Onshore Wind Turbine,1,15,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,47407.4,0,710,47407.41,0,66.77,0,0.0,0,0,0,0,0,0,0.0,0.0,43000,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.296887743,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_petroleum_liquids_1,Petroleum Liquids,1,16,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,23196.2,0,2328,23196.192,0,9.96,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,7.97,0.0,0,0,38,0.0,15.5,3.607,4.446,east_north_central_distillate,0.18,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_small_hydroelectric_1,Small Hydroelectric,1,17,1,0,0,0,1,0,0,0,0,0.8,0,0,0.0,1672.2,0,1579,3633.279,-1,1.06,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.273,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.344661608,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_solar_photovoltaic_1,Solar Photovoltaic,1,18,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,8533.9,0,1435,8533.945,0,5.95,0,0.0,0,0,0,0,0,0,0.0,0.0,22623,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.199617603,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_batteries_1,Batteries,1,19,2,0,0,0,0,1,0,0,0,0.0,0,0,721.4,360.7,0,8,360.704,-1,45.09,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.001,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -TRE,TRE_biomass_1,Biomass,1,20,2,0,0,0,1,0,0,0,0,0.0,0,0,0.0,44.5,0,30,162.9,-1,1.48,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,6.51,0.0,0,0,172,0.0,15.15,0.636,1.888,biomass,0.591,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_conventional_hydroelectric_1,Conventional Hydroelectric,1,21,2,0,0,0,0,0,0,1,0,0.0,0,0,0.0,477.0,0,19,476.995,-1,25.1,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.094297837,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_conventional_steam_coal_1,Conventional Steam Coal,1,22,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,5063.6,0,7,5063.597,0,723.37,0,0.0,0,0,0,0,0,0,0.0,0.0,60405,0.0,0,0,1.88,0.0,0,0,124,16.5,10.33,0.655,0.422,west_south_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_conventional_steam_coal_2,Conventional Steam Coal,2,23,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,3713.0,0,7,3713.003,0,530.43,0,0.0,0,0,0,0,0,0,0.0,0.0,68432,0.0,0,0,1.88,0.0,0,0,124,16.5,12.13,1.016,0.74,west_south_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,24,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,30139.1,0,52,30139.096,0,579.6,0,0.0,0,0,0,0,0,0,0.0,0.0,10912,0.0,0,0,3.59,0.0,0,0,92,2.0,7.72,0.514,0.965,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,25,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,6317.6,0,20,6317.6,0,315.88,0,0.0,0,0,0,0,0,0,0.0,0.0,15698,0.0,0,0,4.36,0.0,0,0,92,2.0,9.8,2.241,2.318,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,26,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2924.0,0,36,2923.992,0,81.22,0,0.0,0,0,0,0,0,0,0.0,0.0,10001,0.0,0,0,5.28,0.0,0,0,119,3.5,14.08,0.577,1.146,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,27,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2826.9,0,56,2826.88,0,50.48,0,0.0,0,0,0,0,0,0,0.0,0.0,11926,0.0,0,0,5.28,0.0,0,0,119,3.5,11.11,1.398,1.008,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,28,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,502.7,0,47,502.712,0,10.7,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,4.72,0.0,0,0,38,0.0,9.18,0.648,0.328,west_south_central_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,29,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,8249.5,0,35,8249.5,0,235.7,0,0.0,0,0,0,0,0,0,0.0,0.0,34182,0.0,0,0,1.06,0.0,0,0,87,13.7,13.24,2.888,3.381,west_south_central_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_nuclear_1,Nuclear,1,30,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,5120.0,0,4,5120.0,0,1280.0,0,0.0,0,0,0,0,0,0,0.0,0.0,193275,0.0,0,0,2.84,0.0,0,0,248,0.0,10.45,0.0,0.0,west_south_central_uranium,0.5,0,1.0,1.0,0,0,0,0.041666667,0.083333333,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_onshore_wind_turbine_1,Onshore Wind Turbine,1,31,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,21683.1,0,133,21683.123,0,163.03,0,0.0,0,0,0,0,0,0,0.0,0.0,43000,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.32023413,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_petroleum_liquids_1,Petroleum Liquids,1,32,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,23.7,0,16,23.696,0,1.48,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,6.38,0.0,0,0,38,0.0,12.4,0.0,4.068,west_south_central_distillate,0.18,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_small_hydroelectric_1,Small Hydroelectric,1,33,2,0,0,0,1,0,0,0,0,0.0,0,0,0.0,11.2,0,15,54.795,-1,0.75,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.094297837,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_solar_photovoltaic_1,Solar Photovoltaic,1,34,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,1821.5,0,28,1821.512,0,65.05,0,0.0,0,0,0,0,0,0,0.0,0.0,22623,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.223940321,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -WECC,WECC_batteries_1,Batteries,1,35,3,0,0,0,0,1,0,0,0,0.0,0,0,3611.0,1357.5,0,48,1357.488,-1,28.28,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.02,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -WECC,WECC_biomass_1,Biomass,1,36,3,0,0,0,1,0,0,0,0,0.0,0,0,0.0,551.0,0,274,1535.496,-1,2.01,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,7.14,0.0,0,0,172,0.0,16.63,2.779,3.894,biomass,0.362,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_conventional_hydroelectric_1,Conventional Hydroelectric,1,37,3,0,0,0,0,0,0,1,0,0.0,0,0,0.0,46528.0,0,640,46528.0,-1,72.7,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.214,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.438570496,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_conventional_steam_coal_1,Conventional Steam Coal,1,38,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,11415.2,0,23,11415.199,0,496.31,0,0.0,0,0,0,0,0,0,0.0,0.0,64165,0.0,0,0,1.88,0.0,0,0,124,16.5,10.63,0.447,0.29,mountain_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_conventional_steam_coal_2,Conventional Steam Coal,2,39,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2074.5,0,16,2074.496,0,129.66,0,0.0,0,0,0,0,0,0,0.0,0.0,77721,0.0,0,0,1.88,0.0,0,0,124,16.5,12.2,1.109,0.961,mountain_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_geothermal_1,Geothermal,1,40,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,1752.4,0,146,2752.246,-1,12.0,0,0.0,0,0,0,0,0,0,0.0,0.0,209101,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_hydroelectric_pumped_storage_1,Hydroelectric Pumped Storage,1,41,3,0,0,0,0,1,0,0,0,0.0,0,0,70790.0,4567.1,0,45,4567.095,-1,101.49,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.175,0,0.866,0.866,0,1,20,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -WECC,WECC_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,42,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,37593.3,0,79,37593.335,0,475.86,0,0.0,0,0,0,0,0,0,0.0,0.0,10399,0.0,0,0,3.6,0.0,0,0,92,2.0,7.78,0.722,1.232,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,43,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,12502.4,0,79,12502.382,0,158.26,0,0.0,0,0,0,0,0,0,0.0,0.0,16492,0.0,0,0,4.55,0.0,0,0,92,2.0,8.51,2.587,2.585,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,44,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,15252.7,0,213,15252.717,0,71.61,0,0.0,0,0,0,0,0,0,0.0,0.0,10479,0.0,0,0,5.28,0.0,0,0,119,3.5,11.06,1.753,1.288,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,45,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,6281.6,0,225,6281.55,0,27.92,0,0.0,0,0,0,0,0,0,0.0,0.0,13486,0.0,0,0,5.28,0.0,0,0,119,3.5,12.78,4.552,3.282,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,46,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,1282.7,0,197,1282.667,0,6.51,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,4.88,0.0,0,0,38,0.0,9.49,1.759,1.665,mountain_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,47,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2669.5,0,28,2669.492,0,95.34,0,0.0,0,0,0,0,0,0,0.0,0.0,51303,0.0,0,0,1.06,0.0,0,0,87,13.7,12.4,4.616,3.843,mountain_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_nuclear_1,Nuclear,1,48,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,5175.0,0,4,5175.0,0,1293.75,0,0.0,0,0,0,0,0,0,0.0,0.0,211822,0.0,0,0,2.84,0.0,0,0,248,0.0,10.45,0.0,0.0,mountain_uranium,0.5,0,1.0,1.0,0,0,0,0.041666667,0.083333333,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_onshore_wind_turbine_1,Onshore Wind Turbine,1,49,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,20644.2,0,300,20644.2,0,68.81,0,0.0,0,0,0,0,0,0,0.0,0.0,43000,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.303506275,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_petroleum_liquids_1,Petroleum Liquids,1,50,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,636.2,0,150,636.15,0,4.24,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,7.2,0.0,0,0,38,0.0,14.0,2.319,4.938,mountain_distillate,0.18,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_small_hydroelectric_1,Small Hydroelectric,1,51,3,0,0,0,1,0,0,0,0,0.0,0,0,0.0,1064.3,0,659,2966.818,-1,1.62,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.181,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.438570496,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_solar_photovoltaic_1,Solar Photovoltaic,1,52,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,14659.8,0,986,14659.848,0,14.87,0,0.0,0,0,0,0,0,0,0.0,0.0,22623,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.252030487,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_distributed_generation_1,distributed_generation,1,53,3,0,0,0,1,0,0,0,0,0.0,0,0,0.0,250535.0,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.24602032,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -EIC,EIC_distributed_generation_1,distributed_generation,1,54,1,0,0,0,1,0,0,0,0,0.8,0,0,0.0,1770000.0,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.22735468,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_distributed_generation_1,distributed_generation,1,55,2,0,0,0,1,0,0,0,0,0.0,0,0,0.0,17006.0,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.214929566,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -EIC,EIC_naturalgas_ccavgcf_moderate_0,NaturalGas_CCAvgCF_Moderate,0,56,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,880383.916,56026.0,28000,0.0,0,0,2.0,0.0,0,0,106,2.0,6.36,0.0,0.0,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,1.186,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_naturalgas_ctavgcf_moderate_0,NaturalGas_CTAvgCF_Moderate,0,57,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,45192.0,21000,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.128,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_battery_moderate_0,Battery_*_Moderate,0,58,1,0,0,0,0,1,0,0,0,0.95,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,238220.323,19978.0,5955,141861.827,11897,3546,0.15,0.15,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,1.03,15,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_naturalgas_ccccsavgcf_conservative_0,NaturalGas_CCCCSAvgCF_Conservative,0,59,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,2120000.0,120812.0,67000,0.0,0,0,6.0,0.0,0,0,106,0.0,7.16,0.0,0.0,east_north_central_naturalgas,0.6,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.9,27,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,1.062,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_advnuclear_atb_moderate_0,AdvNuclear_ATB_Moderate,0,60,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,6590000.0,45000.0,0,0.0,0,0,2.84,0.0,0,0,285,0.0,10.44,0.0,0.0,east_north_central_uranium,0.5,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,1.133,40,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_storage_metalair_advanced_0,Storage_MetalAir_Advanced,0,61,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,-1,-1.0,-1,0,-1,-1,0,0,0.0,0.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,1.03,25,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_0,LandbasedWind_Class1_Moderate_,0,62,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,14198.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14197.521,1.266,30,0.03,0,0,0,0,0,0.46646145,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_1,LandbasedWind_Class1_Moderate_,1,63,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,17082.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,17082.104,1.266,30,0.03,0,0,0,0,0,0.506161809,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_2,LandbasedWind_Class1_Moderate_,2,64,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,17267.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,17266.619,1.266,30,0.03,0,0,0,0,0,0.428973228,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_3,LandbasedWind_Class1_Moderate_,3,65,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,25483.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,25482.635,1.266,30,0.03,0,0,0,0,0,0.470765114,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_4,LandbasedWind_Class1_Moderate_,4,66,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,16488.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,16487.938,1.266,30,0.03,0,0,0,0,0,0.369812936,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_5,LandbasedWind_Class1_Moderate_,5,67,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,25720.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,25719.606,1.266,30,0.03,0,0,0,0,0,0.434300929,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_6,LandbasedWind_Class1_Moderate_,6,68,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,21224.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,21223.571,1.266,30,0.03,0,0,0,0,0,0.325287282,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_7,LandbasedWind_Class1_Moderate_,7,69,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,32633.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,32632.921,1.266,30,0.03,0,0,0,0,0,0.405135185,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_8,LandbasedWind_Class1_Moderate_,8,70,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,28526.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,28526.156,1.266,30,0.03,0,0,0,0,0,0.301312625,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_landbasedwind_class1_moderate_9,LandbasedWind_Class1_Moderate_,9,71,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,244462.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,244461.674,1.266,30,0.03,0,0,0,0,0,0.479932398,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_0,UtilityPV_Class1_Moderate_,0,72,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,8863.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,8863.386,1.017,30,0.026,0,0,0,0,0,0.26517567,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_1,UtilityPV_Class1_Moderate_,1,73,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,4464.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,4464.156,1.017,30,0.026,0,0,0,0,0,0.246608377,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_2,UtilityPV_Class1_Moderate_,2,74,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,14630.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14629.711,1.017,30,0.026,0,0,0,0,0,0.262942463,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_3,UtilityPV_Class1_Moderate_,3,75,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,10126.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,10125.593,1.017,30,0.026,0,0,0,0,0,0.247017696,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_4,UtilityPV_Class1_Moderate_,4,76,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,16248.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,16248.012,1.017,30,0.026,0,0,0,0,0,0.250704974,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_5,UtilityPV_Class1_Moderate_,5,77,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,22825.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,22825.004,1.017,30,0.026,0,0,0,0,0,0.268118054,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_6,UtilityPV_Class1_Moderate_,6,78,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,24566.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,24565.988,1.017,30,0.026,0,0,0,0,0,0.258166939,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_7,UtilityPV_Class1_Moderate_,7,79,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,21181.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,21180.786,1.017,30,0.026,0,0,0,0,0,0.245459273,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_8,UtilityPV_Class1_Moderate_,8,80,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,32414.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,32414.229,1.017,30,0.026,0,0,0,0,0,0.247877195,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_utilitypv_class1_moderate_9,UtilityPV_Class1_Moderate_,9,81,1,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,148669.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,148668.665,1.017,30,0.026,0,0,0,0,0,0.270195067,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -EIC,EIC_offshorewind_class3_moderate_fixed_1_0,OffShoreWind_Class3_Moderate_fixed_1,0,82,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,65762.8,-1,0,0,0,0,0,1730000.0,147250.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_1,OffShoreWind_Class3_Moderate_fixed_1,1,83,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,14399.2,-1,0,0,0,0,0,1730000.0,157328.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_2,OffShoreWind_Class3_Moderate_fixed_1,2,84,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,34280.8,-1,0,0,0,0,0,1730000.0,153961.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_3,OffShoreWind_Class3_Moderate_fixed_1,3,85,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,101840.5,-1,0,0,0,0,0,1730000.0,168852.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_4,OffShoreWind_Class3_Moderate_fixed_1,4,86,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,118605.0,-1,0,0,0,0,0,1730000.0,164784.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_5,OffShoreWind_Class3_Moderate_fixed_1,5,87,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18875.6,-1,0,0,0,0,0,1730000.0,146792.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_6,OffShoreWind_Class3_Moderate_fixed_1,6,88,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,79943.7,-1,0,0,0,0,0,1730000.0,144977.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_7,OffShoreWind_Class3_Moderate_fixed_1,7,89,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23454.7,-1,0,0,0,0,0,1730000.0,347411.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_8,OffShoreWind_Class3_Moderate_fixed_1,8,90,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,59461.7,-1,0,0,0,0,0,1730000.0,393568.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_1_9,OffShoreWind_Class3_Moderate_fixed_1,9,91,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,73503.9,-1,0,0,0,0,0,1730000.0,155384.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_0,OffShoreWind_Class3_Moderate_fixed_0,0,92,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,65762.8,-1,0,0,0,0,0,1730000.0,147250.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_1,OffShoreWind_Class3_Moderate_fixed_0,1,93,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,14399.2,-1,0,0,0,0,0,1730000.0,157328.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_4,OffShoreWind_Class3_Moderate_fixed_0,4,94,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,34280.8,-1,0,0,0,0,0,1730000.0,153961.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_5,OffShoreWind_Class3_Moderate_fixed_0,5,95,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,101840.5,-1,0,0,0,0,0,1730000.0,168852.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_10,OffShoreWind_Class3_Moderate_fixed_0,10,96,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,118605.0,-1,0,0,0,0,0,1730000.0,164784.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_11,OffShoreWind_Class3_Moderate_fixed_0,11,97,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18875.6,-1,0,0,0,0,0,1730000.0,146792.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_18,OffShoreWind_Class3_Moderate_fixed_0,18,98,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,79943.7,-1,0,0,0,0,0,1730000.0,144977.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_19,OffShoreWind_Class3_Moderate_fixed_0,19,99,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23454.7,-1,0,0,0,0,0,1730000.0,347411.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_28,OffShoreWind_Class3_Moderate_fixed_0,28,100,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,59461.7,-1,0,0,0,0,0,1730000.0,393568.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class3_moderate_fixed_0_29,OffShoreWind_Class3_Moderate_fixed_0,29,101,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,73503.9,-1,0,0,0,0,0,1730000.0,155384.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_0,OffShoreWind_Class12_Moderate_floating_1,0,102,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,65762.8,-1,0,0,0,0,0,2770000.0,204577.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_1,OffShoreWind_Class12_Moderate_floating_1,1,103,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,14399.2,-1,0,0,0,0,0,2770000.0,214655.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_6,OffShoreWind_Class12_Moderate_floating_1,6,104,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,34280.8,-1,0,0,0,0,0,2770000.0,211288.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_7,OffShoreWind_Class12_Moderate_floating_1,7,105,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,101840.5,-1,0,0,0,0,0,2770000.0,226179.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_18,OffShoreWind_Class12_Moderate_floating_1,18,106,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,118605.0,-1,0,0,0,0,0,2770000.0,222111.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_19,OffShoreWind_Class12_Moderate_floating_1,19,107,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18875.6,-1,0,0,0,0,0,2770000.0,204119.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_38,OffShoreWind_Class12_Moderate_floating_1,38,108,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,79943.7,-1,0,0,0,0,0,2770000.0,202304.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_39,OffShoreWind_Class12_Moderate_floating_1,39,109,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23454.7,-1,0,0,0,0,0,2770000.0,404738.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_68,OffShoreWind_Class12_Moderate_floating_1,68,110,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,59461.7,-1,0,0,0,0,0,2770000.0,450895.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_1_69,OffShoreWind_Class12_Moderate_floating_1,69,111,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,73503.9,-1,0,0,0,0,0,2770000.0,212711.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_0,OffShoreWind_Class12_Moderate_floating_0,0,112,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,65762.8,-1,0,0,0,0,0,2770000.0,204577.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_1,OffShoreWind_Class12_Moderate_floating_0,1,113,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,14399.2,-1,0,0,0,0,0,2770000.0,214655.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_8,OffShoreWind_Class12_Moderate_floating_0,8,114,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,34280.8,-1,0,0,0,0,0,2770000.0,211288.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_9,OffShoreWind_Class12_Moderate_floating_0,9,115,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,101840.5,-1,0,0,0,0,0,2770000.0,226179.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_28,OffShoreWind_Class12_Moderate_floating_0,28,116,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,118605.0,-1,0,0,0,0,0,2770000.0,222111.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_29,OffShoreWind_Class12_Moderate_floating_0,29,117,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18875.6,-1,0,0,0,0,0,2770000.0,204119.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_68,OffShoreWind_Class12_Moderate_floating_0,68,118,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,79943.7,-1,0,0,0,0,0,2770000.0,202304.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_69,OffShoreWind_Class12_Moderate_floating_0,69,119,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23454.7,-1,0,0,0,0,0,2770000.0,404738.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_138,OffShoreWind_Class12_Moderate_floating_0,138,120,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,59461.7,-1,0,0,0,0,0,2770000.0,450895.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -EIC,EIC_offshorewind_class12_moderate_floating_0_139,OffShoreWind_Class12_Moderate_floating_0,139,121,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1.0,0,73503.9,-1,0,0,0,0,0,2770000.0,212711.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_naturalgas_ccavgcf_moderate_0,NaturalGas_CCAvgCF_Moderate,0,122,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,880383.916,42007.0,28000,0.0,0,0,2.0,0.0,0,0,106,2.0,6.36,0.0,0.0,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.889,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_naturalgas_ctavgcf_moderate_0,NaturalGas_CTAvgCF_Moderate,0,123,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,35319.0,21000,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.882,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_battery_moderate_0,Battery_*_Moderate,0,124,2,0,0,0,0,1,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,238220.323,19389.0,5955,141861.827,11546,3546,0.15,0.15,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,1.0,15,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -TRE,TRE_naturalgas_ccccsavgcf_conservative_0,NaturalGas_CCCCSAvgCF_Conservative,0,125,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,2120000.0,106685.0,67000,0.0,0,0,6.0,0.0,0,0,106,0.0,7.16,0.0,0.0,west_south_central_naturalgas,0.6,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.9,27,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.938,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_advnuclear_atb_moderate_0,AdvNuclear_ATB_Moderate,0,126,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,6590000.0,450000.0,0,0.0,0,0,2.84,0.0,0,0,285,0.0,10.44,0.0,0.0,west_south_central_uranium,0.5,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.944,40,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -TRE,TRE_storage_metalair_advanced_0,Storage_MetalAir_Advanced,0,127,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,-1,-1.0,-1,0,-1,-1,0,0,0.0,0.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,1.0,25,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_0,LandbasedWind_Class1_Moderate_,0,128,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,14393.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14392.776,0.933,30,0.03,0,0,0,0,0,0.468758494,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_1,LandbasedWind_Class1_Moderate_,1,129,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,20298.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,20297.809,0.933,30,0.03,0,0,0,0,0,0.50884968,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_2,LandbasedWind_Class1_Moderate_,2,130,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,14755.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14755.103,0.933,30,0.03,0,0,0,0,0,0.428581536,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_3,LandbasedWind_Class1_Moderate_,3,131,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,23630.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,23630.35,0.933,30,0.03,0,0,0,0,0,0.463753909,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_4,LandbasedWind_Class1_Moderate_,4,132,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,12498.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,12498.46,0.933,30,0.03,0,0,0,0,0,0.393514663,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_5,LandbasedWind_Class1_Moderate_,5,133,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,23788.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,23787.558,0.933,30,0.03,0,0,0,0,0,0.431482643,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_6,LandbasedWind_Class1_Moderate_,6,134,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,15633.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,15633.08,0.933,30,0.03,0,0,0,0,0,0.37748757,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_7,LandbasedWind_Class1_Moderate_,7,135,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,29021.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,29020.777,0.933,30,0.03,0,0,0,0,0,0.418603808,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_8,LandbasedWind_Class1_Moderate_,8,136,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,40897.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,40896.604,0.933,30,0.03,0,0,0,0,0,0.350026488,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_landbasedwind_class1_moderate_9,LandbasedWind_Class1_Moderate_,9,137,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,146712.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,146712.274,0.933,30,0.03,0,0,0,0,0,0.489716798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_0,UtilityPV_Class1_Moderate_,0,138,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,6412.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,6412.182,0.968,30,0.026,0,0,0,0,0,0.254278213,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_1,UtilityPV_Class1_Moderate_,1,139,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,8461.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,8460.982,0.968,30,0.026,0,0,0,0,0,0.262568802,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_2,UtilityPV_Class1_Moderate_,2,140,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,10479.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,10478.698,0.968,30,0.026,0,0,0,0,0,0.252687842,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_3,UtilityPV_Class1_Moderate_,3,141,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,14103.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14103.154,0.968,30,0.026,0,0,0,0,0,0.264333636,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_4,UtilityPV_Class1_Moderate_,4,142,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,14224.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,14224.435,0.968,30,0.026,0,0,0,0,0,0.253560722,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_5,UtilityPV_Class1_Moderate_,5,143,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,18539.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,18539.404,0.968,30,0.026,0,0,0,0,0,0.26726374,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_6,UtilityPV_Class1_Moderate_,6,144,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,22325.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,22324.625,0.968,30,0.026,0,0,0,0,0,0.265551984,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_7,UtilityPV_Class1_Moderate_,7,145,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,17464.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,17463.888,0.968,30,0.026,0,0,0,0,0,0.251154423,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_8,UtilityPV_Class1_Moderate_,8,146,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,74721.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,74721.211,0.968,30,0.026,0,0,0,0,0,0.276522815,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_utilitypv_class1_moderate_9,UtilityPV_Class1_Moderate_,9,147,2,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,29582.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,29582.346,0.968,30,0.026,0,0,0,0,0,0.252619147,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -TRE,TRE_offshorewind_class3_moderate_fixed_1_0,OffShoreWind_Class3_Moderate_fixed_1,0,148,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,13077.5,-1,0,0,0,0,0,1730000.0,145004.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,51156.858,0.977,30,0.036,0,0,0,0,0,0.371246308,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_1,OffShoreWind_Class3_Moderate_fixed_1,1,149,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9995.0,-1,0,0,0,0,0,1730000.0,158104.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,64256.422,0.977,30,0.036,0,0,0,0,0,0.415583521,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_2,OffShoreWind_Class3_Moderate_fixed_1,2,150,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,22842.5,-1,0,0,0,0,0,1730000.0,140443.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,46595.365,0.977,30,0.036,0,0,0,0,0,0.357092798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_3,OffShoreWind_Class3_Moderate_fixed_1,3,151,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,895.0,-1,0,0,0,0,0,1730000.0,157772.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,63924.883,0.977,30,0.036,0,0,0,0,0,0.377708793,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_4,OffShoreWind_Class3_Moderate_fixed_1,4,152,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20865.0,-1,0,0,0,0,0,1730000.0,142961.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,49113.588,0.977,30,0.036,0,0,0,0,0,0.351203203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_5,OffShoreWind_Class3_Moderate_fixed_1,5,153,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,4480.0,-1,0,0,0,0,0,1730000.0,166128.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,72280.844,0.977,30,0.036,0,0,0,0,0,0.416367918,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_6,OffShoreWind_Class3_Moderate_fixed_1,6,154,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23652.0,-1,0,0,0,0,0,1730000.0,166849.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,73001.164,0.977,30,0.036,0,0,0,0,0,0.405127913,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_7,OffShoreWind_Class3_Moderate_fixed_1,7,155,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,10070.0,-1,0,0,0,0,0,1730000.0,157895.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,64047.233,0.977,30,0.036,0,0,0,0,0,0.345421404,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_8,OffShoreWind_Class3_Moderate_fixed_1,8,156,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20680.0,-1,0,0,0,0,0,1730000.0,167576.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,73728.515,0.977,30,0.036,0,0,0,0,0,0.392506152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_1_9,OffShoreWind_Class3_Moderate_fixed_1,9,157,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,16746.0,-1,0,0,0,0,0,1730000.0,156072.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,62224.897,0.977,30,0.036,0,0,0,0,0,0.369584978,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_0,OffShoreWind_Class3_Moderate_fixed_0,0,158,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,13077.5,-1,0,0,0,0,0,1730000.0,145004.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,51156.858,0.977,30,0.036,0,0,0,0,0,0.371246308,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_1,OffShoreWind_Class3_Moderate_fixed_0,1,159,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9995.0,-1,0,0,0,0,0,1730000.0,158104.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,64256.422,0.977,30,0.036,0,0,0,0,0,0.415583521,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_4,OffShoreWind_Class3_Moderate_fixed_0,4,160,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,22842.5,-1,0,0,0,0,0,1730000.0,140443.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,46595.365,0.977,30,0.036,0,0,0,0,0,0.357092798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_5,OffShoreWind_Class3_Moderate_fixed_0,5,161,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,895.0,-1,0,0,0,0,0,1730000.0,157772.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,63924.883,0.977,30,0.036,0,0,0,0,0,0.377708793,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_10,OffShoreWind_Class3_Moderate_fixed_0,10,162,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20865.0,-1,0,0,0,0,0,1730000.0,142961.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,49113.588,0.977,30,0.036,0,0,0,0,0,0.351203203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_11,OffShoreWind_Class3_Moderate_fixed_0,11,163,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,4480.0,-1,0,0,0,0,0,1730000.0,166128.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,72280.844,0.977,30,0.036,0,0,0,0,0,0.416367918,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_18,OffShoreWind_Class3_Moderate_fixed_0,18,164,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23652.0,-1,0,0,0,0,0,1730000.0,166849.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,73001.164,0.977,30,0.036,0,0,0,0,0,0.405127913,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_19,OffShoreWind_Class3_Moderate_fixed_0,19,165,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,10070.0,-1,0,0,0,0,0,1730000.0,157895.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,64047.233,0.977,30,0.036,0,0,0,0,0,0.345421404,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_28,OffShoreWind_Class3_Moderate_fixed_0,28,166,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20680.0,-1,0,0,0,0,0,1730000.0,167576.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,73728.515,0.977,30,0.036,0,0,0,0,0,0.392506152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class3_moderate_fixed_0_29,OffShoreWind_Class3_Moderate_fixed_0,29,167,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,16746.0,-1,0,0,0,0,0,1730000.0,156072.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,62224.897,0.977,30,0.036,0,0,0,0,0,0.369584978,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_0,OffShoreWind_Class12_Moderate_floating_1,0,168,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,13077.5,-1,0,0,0,0,0,2770000.0,200994.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51156.858,0.977,30,0.036,0,0,0,0,0,0.371246308,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_1,OffShoreWind_Class12_Moderate_floating_1,1,169,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9995.0,-1,0,0,0,0,0,2770000.0,214094.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,64256.422,0.977,30,0.036,0,0,0,0,0,0.415583521,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_6,OffShoreWind_Class12_Moderate_floating_1,6,170,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,22842.5,-1,0,0,0,0,0,2770000.0,196433.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,46595.365,0.977,30,0.036,0,0,0,0,0,0.357092798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_7,OffShoreWind_Class12_Moderate_floating_1,7,171,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,895.0,-1,0,0,0,0,0,2770000.0,213762.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,63924.883,0.977,30,0.036,0,0,0,0,0,0.377708793,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_18,OffShoreWind_Class12_Moderate_floating_1,18,172,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20865.0,-1,0,0,0,0,0,2770000.0,198951.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,49113.588,0.977,30,0.036,0,0,0,0,0,0.351203203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_19,OffShoreWind_Class12_Moderate_floating_1,19,173,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,4480.0,-1,0,0,0,0,0,2770000.0,222118.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72280.844,0.977,30,0.036,0,0,0,0,0,0.416367918,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_38,OffShoreWind_Class12_Moderate_floating_1,38,174,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23652.0,-1,0,0,0,0,0,2770000.0,222839.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,73001.164,0.977,30,0.036,0,0,0,0,0,0.405127913,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_39,OffShoreWind_Class12_Moderate_floating_1,39,175,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,10070.0,-1,0,0,0,0,0,2770000.0,213885.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,64047.233,0.977,30,0.036,0,0,0,0,0,0.345421404,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_68,OffShoreWind_Class12_Moderate_floating_1,68,176,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20680.0,-1,0,0,0,0,0,2770000.0,223566.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,73728.515,0.977,30,0.036,0,0,0,0,0,0.392506152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_1_69,OffShoreWind_Class12_Moderate_floating_1,69,177,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,16746.0,-1,0,0,0,0,0,2770000.0,212062.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,62224.897,0.977,30,0.036,0,0,0,0,0,0.369584978,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_0,OffShoreWind_Class12_Moderate_floating_0,0,178,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,13077.5,-1,0,0,0,0,0,2770000.0,200994.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51156.858,0.977,30,0.036,0,0,0,0,0,0.371246308,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_1,OffShoreWind_Class12_Moderate_floating_0,1,179,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9995.0,-1,0,0,0,0,0,2770000.0,214094.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,64256.422,0.977,30,0.036,0,0,0,0,0,0.415583521,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_8,OffShoreWind_Class12_Moderate_floating_0,8,180,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,22842.5,-1,0,0,0,0,0,2770000.0,196433.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,46595.365,0.977,30,0.036,0,0,0,0,0,0.357092798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_9,OffShoreWind_Class12_Moderate_floating_0,9,181,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,895.0,-1,0,0,0,0,0,2770000.0,213762.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,63924.883,0.977,30,0.036,0,0,0,0,0,0.377708793,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_28,OffShoreWind_Class12_Moderate_floating_0,28,182,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20865.0,-1,0,0,0,0,0,2770000.0,198951.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,49113.588,0.977,30,0.036,0,0,0,0,0,0.351203203,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_29,OffShoreWind_Class12_Moderate_floating_0,29,183,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,4480.0,-1,0,0,0,0,0,2770000.0,222118.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72280.844,0.977,30,0.036,0,0,0,0,0,0.416367918,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_68,OffShoreWind_Class12_Moderate_floating_0,68,184,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,23652.0,-1,0,0,0,0,0,2770000.0,222839.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,73001.164,0.977,30,0.036,0,0,0,0,0,0.405127913,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_69,OffShoreWind_Class12_Moderate_floating_0,69,185,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,10070.0,-1,0,0,0,0,0,2770000.0,213885.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,64047.233,0.977,30,0.036,0,0,0,0,0,0.345421404,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_138,OffShoreWind_Class12_Moderate_floating_0,138,186,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,20680.0,-1,0,0,0,0,0,2770000.0,223566.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,73728.515,0.977,30,0.036,0,0,0,0,0,0.392506152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -TRE,TRE_offshorewind_class12_moderate_floating_0_139,OffShoreWind_Class12_Moderate_floating_0,139,187,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,16746.0,-1,0,0,0,0,0,2770000.0,212062.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,62224.897,0.977,30,0.036,0,0,0,0,0,0.369584978,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 -WECC,WECC_naturalgas_ccavgcf_moderate_0,NaturalGas_CCAvgCF_Moderate,0,188,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,880383.916,59543.0,28000,0.0,0,0,2.0,0.0,0,0,106,2.0,6.36,0.0,0.0,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,1.26,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_naturalgas_ctavgcf_moderate_0,NaturalGas_CTAvgCF_Moderate,0,189,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,45587.0,21000,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.138,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_battery_moderate_0,Battery_*_Moderate,0,190,3,0,0,0,0,1,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,238220.323,20202.0,5955,141861.827,12030,3546,0.15,0.15,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,1.042,15,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -WECC,WECC_naturalgas_ccccsavgcf_conservative_0,NaturalGas_CCCCSAvgCF_Conservative,0,191,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,2120000.0,119927.0,67000,0.0,0,0,6.0,0.0,0,0,106,0.0,7.16,0.0,0.0,mountain_naturalgas,0.6,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.9,27,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,1.054,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_advnuclear_atb_moderate_0,AdvNuclear_ATB_Moderate,0,192,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,500.0,0,-1.0,-1,0,0,0,0,0,6590000.0,450000.0,0,0.0,0,0,2.84,0.0,0,0,285,0.0,10.44,0.0,0.0,mountain_uranium,0.5,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,1.19,40,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 -WECC,WECC_storage_metalair_advanced_0,Storage_MetalAir_Advanced,0,193,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,-1,-1.0,-1,0,-1,-1,0,0,0.0,0.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,1.042,25,0.026,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_landbasedwind_class1_moderate_0,LandbasedWind_Class1_Moderate_,0,194,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,20294.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,20294.121,1.657,30,0.03,0,0,0,0,0,0.42223382,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_landbasedwind_class1_moderate_1,LandbasedWind_Class1_Moderate_,1,195,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,19872.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,19872.298,1.657,30,0.03,0,0,0,0,0,0.511292398,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 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-WECC,WECC_landbasedwind_class1_moderate_8,LandbasedWind_Class1_Moderate_,8,202,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,38235.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,38235.186,1.657,30,0.03,0,0,0,0,0,0.225780696,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_landbasedwind_class1_moderate_9,LandbasedWind_Class1_Moderate_,9,203,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,879445.731,274991.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,274991.331,1.657,30,0.03,0,0,0,0,0,0.472337902,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_0,UtilityPV_Class1_Moderate_,0,204,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,10320.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,10320.26,1.059,30,0.026,0,0,0,0,0,0.29553619,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_1,UtilityPV_Class1_Moderate_,1,205,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,6016.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,6015.782,1.059,30,0.026,0,0,0,0,0,0.271998376,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_2,UtilityPV_Class1_Moderate_,2,206,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,19411.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,19411.252,1.059,30,0.026,0,0,0,0,0,0.290274531,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_3,UtilityPV_Class1_Moderate_,3,207,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,3992.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,3991.741,1.059,30,0.026,0,0,0,0,0,0.23989968,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_4,UtilityPV_Class1_Moderate_,4,208,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,25714.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,25713.501,1.059,30,0.026,0,0,0,0,0,0.286481887,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_5,UtilityPV_Class1_Moderate_,5,209,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,8052.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,8051.656,1.059,30,0.026,0,0,0,0,0,0.229081407,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 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-WECC,WECC_utilitypv_class1_moderate_8,UtilityPV_Class1_Moderate_,8,212,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,105939.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,105939.452,1.059,30,0.026,0,0,0,0,0,0.278691798,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 -WECC,WECC_utilitypv_class1_moderate_9,UtilityPV_Class1_Moderate_,9,213,3,0,0,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,-1.0,-1,0,0,0,0,0,630556.245,28290.0,0,0.0,0,0,0.15,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,28289.909,1.059,30,0.026,0,0,0,0,0,0.222730413,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,1 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-WECC,WECC_offshorewind_class3_moderate_fixed_1_2,OffShoreWind_Class3_Moderate_fixed_1,2,216,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,39553.5,-1,0,0,0,0,0,1730000.0,177553.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,81464.449,1.0,30,0.036,0,0,0,0,0,0.499437243,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_3,OffShoreWind_Class3_Moderate_fixed_1,3,217,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18780.0,-1,0,0,0,0,0,1730000.0,162737.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,66648.117,1.0,30,0.036,0,0,0,0,0,0.412348032,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_4,OffShoreWind_Class3_Moderate_fixed_1,4,218,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,19994.0,-1,0,0,0,0,0,1730000.0,174072.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,77983.329,1.0,30,0.036,0,0,0,0,0,0.458608687,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_5,OffShoreWind_Class3_Moderate_fixed_1,5,219,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,36016.0,-1,0,0,0,0,0,1730000.0,175097.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,79008.616,1.0,30,0.036,0,0,0,0,0,0.473246485,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_6,OffShoreWind_Class3_Moderate_fixed_1,6,220,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,53762.0,-1,0,0,0,0,0,1730000.0,174641.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,78552.631,1.0,30,0.036,0,0,0,0,0,0.42923066,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_7,OffShoreWind_Class3_Moderate_fixed_1,7,221,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,1544.0,-1,0,0,0,0,0,1730000.0,151442.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,55353.297,1.0,30,0.036,0,0,0,0,0,0.336571634,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_8,OffShoreWind_Class3_Moderate_fixed_1,8,222,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,44128.0,-1,0,0,0,0,0,1730000.0,176829.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,80740.015,1.0,30,0.036,0,0,0,0,0,0.404276967,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_1_9,OffShoreWind_Class3_Moderate_fixed_1,9,223,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9122.0,-1,0,0,0,0,0,1730000.0,151351.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,55262.315,1.0,30,0.036,0,0,0,0,0,0.298123151,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_0,OffShoreWind_Class3_Moderate_fixed_0,0,224,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,26916.5,-1,0,0,0,0,0,1730000.0,174794.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,78705.752,1.0,30,0.036,0,0,0,0,0,0.485625327,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_1,OffShoreWind_Class3_Moderate_fixed_0,1,225,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,29943.3,-1,0,0,0,0,0,1730000.0,179346.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,83257.787,1.0,30,0.036,0,0,0,0,0,0.543219388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_4,OffShoreWind_Class3_Moderate_fixed_0,4,226,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,39553.5,-1,0,0,0,0,0,1730000.0,177553.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,81464.449,1.0,30,0.036,0,0,0,0,0,0.499437243,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_5,OffShoreWind_Class3_Moderate_fixed_0,5,227,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18780.0,-1,0,0,0,0,0,1730000.0,162737.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,66648.117,1.0,30,0.036,0,0,0,0,0,0.412348032,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_10,OffShoreWind_Class3_Moderate_fixed_0,10,228,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,19994.0,-1,0,0,0,0,0,1730000.0,174072.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,77983.329,1.0,30,0.036,0,0,0,0,0,0.458608687,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_11,OffShoreWind_Class3_Moderate_fixed_0,11,229,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,36016.0,-1,0,0,0,0,0,1730000.0,175097.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,79008.616,1.0,30,0.036,0,0,0,0,0,0.473246485,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_18,OffShoreWind_Class3_Moderate_fixed_0,18,230,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,53762.0,-1,0,0,0,0,0,1730000.0,174641.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,78552.631,1.0,30,0.036,0,0,0,0,0,0.42923066,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_19,OffShoreWind_Class3_Moderate_fixed_0,19,231,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,1544.0,-1,0,0,0,0,0,1730000.0,151442.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,55353.297,1.0,30,0.036,0,0,0,0,0,0.336571634,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_28,OffShoreWind_Class3_Moderate_fixed_0,28,232,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,44128.0,-1,0,0,0,0,0,1730000.0,176829.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,80740.015,1.0,30,0.036,0,0,0,0,0,0.404276967,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class3_moderate_fixed_0_29,OffShoreWind_Class3_Moderate_fixed_0,29,233,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9122.0,-1,0,0,0,0,0,1730000.0,151351.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,55262.315,1.0,30,0.036,0,0,0,0,0,0.298123151,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_0,OffShoreWind_Class12_Moderate_floating_1,0,234,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,26916.5,-1,0,0,0,0,0,2770000.0,232121.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,78705.752,1.0,30,0.036,0,0,0,0,0,0.485625327,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_1,OffShoreWind_Class12_Moderate_floating_1,1,235,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,29943.3,-1,0,0,0,0,0,2770000.0,236673.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,83257.787,1.0,30,0.036,0,0,0,0,0,0.543219388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_6,OffShoreWind_Class12_Moderate_floating_1,6,236,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,39553.5,-1,0,0,0,0,0,2770000.0,234880.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,81464.449,1.0,30,0.036,0,0,0,0,0,0.499437243,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_7,OffShoreWind_Class12_Moderate_floating_1,7,237,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18780.0,-1,0,0,0,0,0,2770000.0,220064.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,66648.117,1.0,30,0.036,0,0,0,0,0,0.412348032,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_18,OffShoreWind_Class12_Moderate_floating_1,18,238,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,19994.0,-1,0,0,0,0,0,2770000.0,231399.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,77983.329,1.0,30,0.036,0,0,0,0,0,0.458608687,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_19,OffShoreWind_Class12_Moderate_floating_1,19,239,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,36016.0,-1,0,0,0,0,0,2770000.0,232424.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,79008.616,1.0,30,0.036,0,0,0,0,0,0.473246485,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_38,OffShoreWind_Class12_Moderate_floating_1,38,240,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,53762.0,-1,0,0,0,0,0,2770000.0,231968.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,78552.631,1.0,30,0.036,0,0,0,0,0,0.42923066,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_39,OffShoreWind_Class12_Moderate_floating_1,39,241,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,1544.0,-1,0,0,0,0,0,2770000.0,208769.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,55353.297,1.0,30,0.036,0,0,0,0,0,0.336571634,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_68,OffShoreWind_Class12_Moderate_floating_1,68,242,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,44128.0,-1,0,0,0,0,0,2770000.0,234156.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,80740.015,1.0,30,0.036,0,0,0,0,0,0.404276967,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_1_69,OffShoreWind_Class12_Moderate_floating_1,69,243,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9122.0,-1,0,0,0,0,0,2770000.0,208678.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,55262.315,1.0,30,0.036,0,0,0,0,0,0.298123151,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_0,OffShoreWind_Class12_Moderate_floating_0,0,244,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,26916.5,-1,0,0,0,0,0,2770000.0,232121.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,78705.752,1.0,30,0.036,0,0,0,0,0,0.485625327,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_1,OffShoreWind_Class12_Moderate_floating_0,1,245,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,29943.3,-1,0,0,0,0,0,2770000.0,236673.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,83257.787,1.0,30,0.036,0,0,0,0,0,0.543219388,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_8,OffShoreWind_Class12_Moderate_floating_0,8,246,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,39553.5,-1,0,0,0,0,0,2770000.0,234880.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,81464.449,1.0,30,0.036,0,0,0,0,0,0.499437243,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_9,OffShoreWind_Class12_Moderate_floating_0,9,247,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,18780.0,-1,0,0,0,0,0,2770000.0,220064.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,66648.117,1.0,30,0.036,0,0,0,0,0,0.412348032,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_28,OffShoreWind_Class12_Moderate_floating_0,28,248,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,19994.0,-1,0,0,0,0,0,2770000.0,231399.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,77983.329,1.0,30,0.036,0,0,0,0,0,0.458608687,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_29,OffShoreWind_Class12_Moderate_floating_0,29,249,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,36016.0,-1,0,0,0,0,0,2770000.0,232424.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,79008.616,1.0,30,0.036,0,0,0,0,0,0.473246485,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_68,OffShoreWind_Class12_Moderate_floating_0,68,250,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,53762.0,-1,0,0,0,0,0,2770000.0,231968.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,78552.631,1.0,30,0.036,0,0,0,0,0,0.42923066,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_69,OffShoreWind_Class12_Moderate_floating_0,69,251,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,1544.0,-1,0,0,0,0,0,2770000.0,208769.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,55353.297,1.0,30,0.036,0,0,0,0,0,0.336571634,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_138,OffShoreWind_Class12_Moderate_floating_0,138,252,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,44128.0,-1,0,0,0,0,0,2770000.0,234156.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,80740.015,1.0,30,0.036,0,0,0,0,0,0.404276967,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_offshorewind_class12_moderate_floating_0_139,OffShoreWind_Class12_Moderate_floating_0,139,253,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1.0,0,9122.0,-1,0,0,0,0,0,2770000.0,208678.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,55262.315,1.0,30,0.036,0,0,0,0,0,0.298123151,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 -WECC,WECC_trans_light_duty_1,trans_light_duty,1,254,3,0,0,0,0,0,1,0,0,0.0,0,0,0.0,88930.5,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,5,0,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.304267582,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -EIC,EIC_trans_light_duty_1,trans_light_duty,1,255,1,0,0,0,0,0,1,0,0,0.95,0,0,0.0,227552.1,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,5,0,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.29105489,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_trans_light_duty_1,trans_light_duty,1,256,2,0,0,0,0,0,1,0,0,0.0,0,0,0.0,34387.8,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,5,0,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.253653324,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -WECC,WECC_comm_water_heat_1,comm_water_heat,1,257,3,0,0,0,0,0,1,0,0,0.0,0,0,0.0,1130.3,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.575245441,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -EIC,EIC_comm_water_heat_1,comm_water_heat,1,258,1,0,0,0,0,0,1,0,0,0.95,0,0,0.0,2922.1,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.545242595,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_comm_water_heat_1,comm_water_heat,1,259,2,0,0,0,0,0,1,0,0,0.0,0,0,0.0,368.7,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.48278806,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -WECC,WECC_res_water_heat_1,res_water_heat,1,260,3,0,0,0,0,0,1,0,0,0.0,0,0,0.0,2578.7,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.341639384,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -EIC,EIC_res_water_heat_1,res_water_heat,1,261,1,0,0,0,0,0,1,0,0,0.95,0,0,0.0,8238.2,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.358667559,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_res_water_heat_1,res_water_heat,1,262,2,0,0,0,0,0,1,0,0,0.0,0,0,0.0,1049.5,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,2,2,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.350966509,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -WECC,WECC_comm_space_heat_cool_1,comm_space_heat_cool,1,263,3,0,0,0,0,0,1,0,0,0.0,0,0,0.0,7483.3,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.172929324,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -EIC,EIC_comm_space_heat_cool_1,comm_space_heat_cool,1,264,1,0,0,0,0,0,1,0,0,0.95,0,0,0.0,41624.8,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.155632777,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_comm_space_heat_cool_1,comm_space_heat_cool,1,265,2,0,0,0,0,0,1,0,0,0.0,0,0,0.0,6978.6,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.09675803,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -WECC,WECC_res_space_heat_cool_1,res_space_heat_cool,1,266,3,0,0,0,0,0,1,0,0,0.0,0,0,0.0,12467.5,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.244983674,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 -EIC,EIC_res_space_heat_cool_1,res_space_heat_cool,1,267,1,0,0,0,0,0,1,0,0,0.95,0,0,0.0,47457.0,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.208288887,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_res_space_heat_cool_1,res_space_heat_cool,1,268,2,0,0,0,0,0,1,0,0,0.0,0,0,0.0,7585.9,0,0,0.0,-1,0.0,0,0.0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,1,1,1,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.190117881,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 -EIC,EIC_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,269,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.128,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 -TRE,TRE_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,270,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.882,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 -WECC,WECC_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,271,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.138,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 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+EIC,EIC_batteries_1,Batteries,1,1,1,0,0,0,0,1,0,0,0,0.95,0,0,1424.4,712.2,0,42,712.194,0,0,16.96,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.041,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_biomass_1,Biomass,1,2,1,0,0,0,1,0,0,0,0,0.93,0,0,0.0,1722.5,0,1351,6256.481,0,0,1.27,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,7.32,0.0,0,0,172,0.0,17.03,1.056,3.066,biomass,0.308,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_conventional_hydroelectric_1,Conventional Hydroelectric,1,3,1,0,0,0,0,0,0,1,0,0.8,0,0,0.0,24200.8,0,748,24200.792,0,0,32.35,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.273,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.344661608,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_conventional_steam_coal_1,Conventional Steam Coal,1,4,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,12806.9,0,72,12806.928,0,1,177.87,0,0.0,0,0,0,0,0,0,0.0,0.0,78258,0.0,0,0,1.88,0.0,0,0,124,16.5,13.34,2.921,4.478,east_north_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_conventional_steam_coal_2,Conventional Steam Coal,2,5,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,109345.4,0,187,109345.445,0,1,584.74,0,0.0,0,0,0,0,0,0,0.0,0.0,64567,0.0,0,0,1.88,0.0,0,0,124,16.5,10.89,1.402,1.167,east_north_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_hydroelectric_pumped_storage_1,Hydroelectric Pumped Storage,1,6,1,0,0,0,0,1,0,0,0,0.95,0,0,275638.0,17783.1,0,104,17783.064,0,0,170.99,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.524,0,0.866,0.866,0,1,20,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,7,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,27155.3,0,166,27155.276,0,1,163.59,0,0.0,0,0,0,0,0,0,0.0,0.0,16322,0.0,0,0,4.53,0.0,0,0,92,2.0,9.24,2.047,2.71,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,8,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,169897.4,0,266,169897.392,0,1,638.71,0,0.0,0,0,0,0,0,0,0.0,0.0,11042,0.0,0,0,3.58,0.0,0,0,92,2.0,7.34,0.657,0.613,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,9,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,98926.5,0,988,98926.464,0,1,100.13,0,0.0,0,0,0,0,0,0,0.0,0.0,10031,0.0,0,0,5.28,0.0,0,0,119,3.5,12.03,2.186,2.031,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,10,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,10412.9,0,333,10412.91,0,1,31.27,0,0.0,0,0,0,0,0,0,0.0,0.0,13557,0.0,0,0,5.28,0.0,0,0,119,3.5,14.66,4.035,4.747,east_north_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,11,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,2578.5,0,581,2578.478,0,1,4.44,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,5.29,0.0,0,0,38,0.0,10.29,1.183,3.689,east_north_central_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,12,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,39625.2,0,195,39625.17,0,1,203.21,0,0.0,0,0,0,0,0,0,0.0,0.0,35537,0.0,0,0,1.06,0.0,0,0,87,13.7,12.8,2.36,4.946,east_north_central_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_nuclear_1,Nuclear,1,13,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,82406.6,0,80,82406.56,0,1,1030.08,0,0.0,0,0,0,0,0,0,0.0,0.0,214812,0.0,0,0,2.84,0.0,0,0,248,0.0,10.45,0.0,0.006,east_north_central_uranium,0.5,0,1.0,1.0,0,0,0,0.041666667,0.083333333,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshore_wind_turbine_1,Offshore Wind Turbine,1,14,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,29.3,0,1,29.3,0,1,29.3,0,0.0,0,0,0,0,0,0,0.0,0.0,111496,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_onshore_wind_turbine_1,Onshore Wind Turbine,1,15,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,47407.4,0,710,47407.41,0,1,66.77,0,0.0,0,0,0,0,0,0,0.0,0.0,43000,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.296887743,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_petroleum_liquids_1,Petroleum Liquids,1,16,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,23196.2,0,2328,23196.192,0,1,9.96,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,7.97,0.0,0,0,38,0.0,15.5,3.607,4.446,east_north_central_distillate,0.18,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_small_hydroelectric_1,Small Hydroelectric,1,17,1,0,0,0,1,0,0,0,0,0.8,0,0,0.0,1672.2,0,1579,3633.279,0,0,1.06,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.273,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.344661608,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_solar_photovoltaic_1,Solar Photovoltaic,1,18,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,8533.9,0,1435,8533.945,0,1,5.95,0,0.0,0,0,0,0,0,0,0.0,0.0,22623,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.199617603,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +TRE,TRE_batteries_1,Batteries,1,19,2,0,0,0,0,1,0,0,0,0.0,0,0,721.4,360.7,0,8,360.704,0,0,45.09,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.001,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0.0,0 +TRE,TRE_biomass_1,Biomass,1,20,2,0,0,0,1,0,0,0,0,0.0,0,0,0.0,44.5,0,30,162.9,0,0,1.48,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,6.51,0.0,0,0,172,0.0,15.15,0.636,1.888,biomass,0.591,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_conventional_hydroelectric_1,Conventional Hydroelectric,1,21,2,0,0,0,0,0,0,1,0,0.0,0,0,0.0,477.0,0,19,476.995,0,0,25.1,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.094297837,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 +TRE,TRE_conventional_steam_coal_1,Conventional Steam Coal,1,22,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,5063.6,0,7,5063.597,0,1,723.37,0,0.0,0,0,0,0,0,0,0.0,0.0,60405,0.0,0,0,1.88,0.0,0,0,124,16.5,10.33,0.655,0.422,west_south_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_conventional_steam_coal_2,Conventional Steam Coal,2,23,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,3713.0,0,7,3713.003,0,1,530.43,0,0.0,0,0,0,0,0,0,0.0,0.0,68432,0.0,0,0,1.88,0.0,0,0,124,16.5,12.13,1.016,0.74,west_south_central_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,24,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,30139.1,0,52,30139.096,0,1,579.6,0,0.0,0,0,0,0,0,0,0.0,0.0,10912,0.0,0,0,3.59,0.0,0,0,92,2.0,7.72,0.514,0.965,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,25,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,6317.6,0,20,6317.6,0,1,315.88,0,0.0,0,0,0,0,0,0,0.0,0.0,15698,0.0,0,0,4.36,0.0,0,0,92,2.0,9.8,2.241,2.318,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,26,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2924.0,0,36,2923.992,0,1,81.22,0,0.0,0,0,0,0,0,0,0.0,0.0,10001,0.0,0,0,5.28,0.0,0,0,119,3.5,14.08,0.577,1.146,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,27,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2826.9,0,56,2826.88,0,1,50.48,0,0.0,0,0,0,0,0,0,0.0,0.0,11926,0.0,0,0,5.28,0.0,0,0,119,3.5,11.11,1.398,1.008,west_south_central_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,28,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,502.7,0,47,502.712,0,1,10.7,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,4.72,0.0,0,0,38,0.0,9.18,0.648,0.328,west_south_central_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,29,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,8249.5,0,35,8249.5,0,1,235.7,0,0.0,0,0,0,0,0,0,0.0,0.0,34182,0.0,0,0,1.06,0.0,0,0,87,13.7,13.24,2.888,3.381,west_south_central_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_nuclear_1,Nuclear,1,30,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,5120.0,0,4,5120.0,0,1,1280.0,0,0.0,0,0,0,0,0,0,0.0,0.0,193275,0.0,0,0,2.84,0.0,0,0,248,0.0,10.45,0.0,0.0,west_south_central_uranium,0.5,0,1.0,1.0,0,0,0,0.041666667,0.083333333,0,0,0,0,0,0.0,0,0.25,0.25,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_onshore_wind_turbine_1,Onshore Wind Turbine,1,31,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,21683.1,0,133,21683.123,0,1,163.03,0,0.0,0,0,0,0,0,0,0.0,0.0,43000,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.32023413,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 +TRE,TRE_petroleum_liquids_1,Petroleum Liquids,1,32,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,23.7,0,16,23.696,0,1,1.48,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,6.38,0.0,0,0,38,0.0,12.4,0.0,4.068,west_south_central_distillate,0.18,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +TRE,TRE_small_hydroelectric_1,Small Hydroelectric,1,33,2,0,0,0,1,0,0,0,0,0.0,0,0,0.0,11.2,0,15,54.795,0,0,0.75,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.094297837,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 +TRE,TRE_solar_photovoltaic_1,Solar Photovoltaic,1,34,2,1,0,1,0,0,0,0,0,0.0,0,0,0.0,1821.5,0,28,1821.512,0,1,65.05,0,0.0,0,0,0,0,0,0,0.0,0.0,22623,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.223940321,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0.0,0 +WECC,WECC_batteries_1,Batteries,1,35,3,0,0,0,0,1,0,0,0,0.0,0,0,3611.0,1357.5,0,48,1357.488,0,0,28.28,0,0.0,0,0,0,0,0,0,0.0,0.0,6235,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.02,0,0.92,0.92,0,1,10,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 +WECC,WECC_biomass_1,Biomass,1,36,3,0,0,0,1,0,0,0,0,0.0,0,0,0.0,551.0,0,274,1535.496,0,0,2.01,0,0.0,0,0,0,0,0,0,0.0,0.0,150850,0.0,0,0,7.14,0.0,0,0,172,0.0,16.63,2.779,3.894,biomass,0.362,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_conventional_hydroelectric_1,Conventional Hydroelectric,1,37,3,0,0,0,0,0,0,1,0,0.0,0,0,0.0,46528.0,0,640,46528.0,0,0,72.7,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.214,0,1.0,1.0,1,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.438570496,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.8,0 +WECC,WECC_conventional_steam_coal_1,Conventional Steam Coal,1,38,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,11415.2,0,23,11415.199,0,1,496.31,0,0.0,0,0,0,0,0,0,0.0,0.0,64165,0.0,0,0,1.88,0.0,0,0,124,16.5,10.63,0.447,0.29,mountain_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_conventional_steam_coal_2,Conventional Steam Coal,2,39,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2074.5,0,16,2074.496,0,1,129.66,0,0.0,0,0,0,0,0,0,0.0,0.0,77721,0.0,0,0,1.88,0.0,0,0,124,16.5,12.2,1.109,0.961,mountain_coal,0.5,0,1.0,1.0,0,0,0,0.095,0.19,0,0,0,0,0,0.0,0,0.57,0.57,24,24,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_geothermal_1,Geothermal,1,40,3,1,0,1,0,0,0,0,0,0.0,0,0,0.0,1752.4,0,146,2752.246,0,0,12.0,0,0.0,0,0,0,0,0,0,0.0,0.0,209101,0.0,0,0,0.0,0.0,0,0,0,0.0,10.34,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_hydroelectric_pumped_storage_1,Hydroelectric Pumped Storage,1,41,3,0,0,0,0,1,0,0,0,0.0,0,0,70790.0,4567.1,0,45,4567.095,0,0,101.49,0,0.0,0,0,0,0,0,0,0.0,0.0,47048,0.0,0,0,0.15,0.15,0,0,0,0.0,10.34,0.0,0.0,None,0.175,0,0.866,0.866,0,1,20,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.95,0 +WECC,WECC_natural_gas_fired_combined_cycle_1,Natural Gas Fired Combined Cycle,1,42,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,37593.3,0,79,37593.335,0,1,475.86,0,0.0,0,0,0,0,0,0,0.0,0.0,10399,0.0,0,0,3.6,0.0,0,0,92,2.0,7.78,0.722,1.232,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_natural_gas_fired_combined_cycle_2,Natural Gas Fired Combined Cycle,2,43,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,12502.4,0,79,12502.382,0,1,158.26,0,0.0,0,0,0,0,0,0,0.0,0.0,16492,0.0,0,0,4.55,0.0,0,0,92,2.0,8.51,2.587,2.585,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_natural_gas_fired_combustion_turbine_1,Natural Gas Fired Combustion Turbine,1,44,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,15252.7,0,213,15252.717,0,1,71.61,0,0.0,0,0,0,0,0,0,0.0,0.0,10479,0.0,0,0,5.28,0.0,0,0,119,3.5,11.06,1.753,1.288,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_natural_gas_fired_combustion_turbine_2,Natural Gas Fired Combustion Turbine,2,45,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,6281.6,0,225,6281.55,0,1,27.92,0,0.0,0,0,0,0,0,0,0.0,0.0,13486,0.0,0,0,5.28,0.0,0,0,119,3.5,12.78,4.552,3.282,mountain_naturalgas,0.3,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_natural_gas_internal_combustion_engine_1,Natural Gas Internal Combustion Engine,1,46,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,1282.7,0,197,1282.667,0,1,6.51,0,0.0,0,0,0,0,0,0,0.0,0.0,21000,0.0,0,0,4.88,0.0,0,0,38,0.0,9.49,1.759,1.665,mountain_naturalgas,0.18,0,1.0,1.0,0,0,0,0.106666667,0.213333333,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 +WECC,WECC_natural_gas_steam_turbine_1,Natural Gas Steam Turbine,1,47,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,2669.5,0,28,2669.492,0,1,95.34,0,0.0,0,0,0,0,0,0,0.0,0.0,51303,0.0,0,0,1.06,0.0,0,0,87,13.7,12.4,4.616,3.843,mountain_naturalgas,0.5,0,1.0,1.0,0,0,0,0.63,1.26,0,0,0,0,0,0.0,0,0.64,0.64,6,6,0,0,0,0,0,0,0,0.0,0.0,0,0.0,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 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+EIC,EIC_offshorewind_class3_moderate_fixed_0_0,OffShoreWind_Class3_Moderate_fixed_0,0,92,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,65762.8,-1,0,0,0,0,0,1730000.0,147250.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_1,OffShoreWind_Class3_Moderate_fixed_0,1,93,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,14399.2,-1,0,0,0,0,0,1730000.0,157328.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_4,OffShoreWind_Class3_Moderate_fixed_0,4,94,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,34280.8,-1,0,0,0,0,0,1730000.0,153961.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_5,OffShoreWind_Class3_Moderate_fixed_0,5,95,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,101840.5,-1,0,0,0,0,0,1730000.0,168852.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_10,OffShoreWind_Class3_Moderate_fixed_0,10,96,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,118605.0,-1,0,0,0,0,0,1730000.0,164784.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_11,OffShoreWind_Class3_Moderate_fixed_0,11,97,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,18875.6,-1,0,0,0,0,0,1730000.0,146792.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_18,OffShoreWind_Class3_Moderate_fixed_0,18,98,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,79943.7,-1,0,0,0,0,0,1730000.0,144977.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_19,OffShoreWind_Class3_Moderate_fixed_0,19,99,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,23454.7,-1,0,0,0,0,0,1730000.0,347411.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_28,OffShoreWind_Class3_Moderate_fixed_0,28,100,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,59461.7,-1,0,0,0,0,0,1730000.0,393568.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class3_moderate_fixed_0_29,OffShoreWind_Class3_Moderate_fixed_0,29,101,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,73503.9,-1,0,0,0,0,0,1730000.0,155384.0,78449,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,0.0,0.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,0.0,0.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_0,OffShoreWind_Class12_Moderate_floating_1,0,102,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,65762.8,-1,0,0,0,0,0,2770000.0,204577.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_1,OffShoreWind_Class12_Moderate_floating_1,1,103,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,14399.2,-1,0,0,0,0,0,2770000.0,214655.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_6,OffShoreWind_Class12_Moderate_floating_1,6,104,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,34280.8,-1,0,0,0,0,0,2770000.0,211288.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_7,OffShoreWind_Class12_Moderate_floating_1,7,105,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,101840.5,-1,0,0,0,0,0,2770000.0,226179.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_18,OffShoreWind_Class12_Moderate_floating_1,18,106,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,118605.0,-1,0,0,0,0,0,2770000.0,222111.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_19,OffShoreWind_Class12_Moderate_floating_1,19,107,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,18875.6,-1,0,0,0,0,0,2770000.0,204119.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_38,OffShoreWind_Class12_Moderate_floating_1,38,108,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,79943.7,-1,0,0,0,0,0,2770000.0,202304.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,48888.699,1.0,30,0.036,0,0,0,0,0,0.291283697,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_39,OffShoreWind_Class12_Moderate_floating_1,39,109,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,23454.7,-1,0,0,0,0,0,2770000.0,404738.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,251322.456,1.0,30,0.036,0,0,0,0,0,0.440021217,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_68,OffShoreWind_Class12_Moderate_floating_1,68,110,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,59461.7,-1,0,0,0,0,0,2770000.0,450895.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,297479.514,1.0,30,0.036,0,0,0,0,0,0.434866041,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_1_69,OffShoreWind_Class12_Moderate_floating_1,69,111,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,73503.9,-1,0,0,0,0,0,2770000.0,212711.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,59295.695,1.0,30,0.036,0,0,0,0,0,0.288762152,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_0,OffShoreWind_Class12_Moderate_floating_0,0,112,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,65762.8,-1,0,0,0,0,0,2770000.0,204577.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,51161.657,1.0,30,0.036,0,0,0,0,0,0.453892708,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_1,OffShoreWind_Class12_Moderate_floating_0,1,113,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,14399.2,-1,0,0,0,0,0,2770000.0,214655.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,61239.476,1.0,30,0.036,0,0,0,0,0,0.495629996,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_8,OffShoreWind_Class12_Moderate_floating_0,8,114,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,34280.8,-1,0,0,0,0,0,2770000.0,211288.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,57872.369,1.0,30,0.036,0,0,0,0,0,0.451629132,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_9,OffShoreWind_Class12_Moderate_floating_0,9,115,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,101840.5,-1,0,0,0,0,0,2770000.0,226179.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,72763.911,1.0,30,0.036,0,0,0,0,0,0.495775014,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_28,OffShoreWind_Class12_Moderate_floating_0,28,116,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,118605.0,-1,0,0,0,0,0,2770000.0,222111.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,68695.909,1.0,30,0.036,0,0,0,0,0,0.466509044,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +EIC,EIC_offshorewind_class12_moderate_floating_0_29,OffShoreWind_Class12_Moderate_floating_0,29,117,1,1,0,1,0,0,0,0,0,0.8,0,0,0.0,0.0,0,0,0.0,1,1,1.0,0,18875.6,-1,0,0,0,0,0,2770000.0,204119.0,68827,0.0,0,0,0.0,0.0,0,0,0,0.0,0.0,0.0,0.0,None,0.0,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,1.0,1.0,0,0,0,0,0,0,0,0,0,50703.558,1.0,30,0.036,0,0,0,0,0,0.354788363,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 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+EIC,EIC_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,269,1,0,1,0,0,0,0,0,0,0.93,0,0,0.0,0.0,0,0,0.0,1,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.128,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.0,0 +TRE,TRE_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,270,2,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,0.882,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0.0,0 +WECC,WECC_naturalgas_ctavgcf_moderate_0_zerocarbon,NaturalGas_CTAvgCF_Moderate_zerocarbon,0,271,3,0,1,0,0,0,0,0,0,0.0,0,0,0.0,0.0,0,0,0.0,1,1,100.0,0,-1.0,-1,0,0,0,0,0,746250.365,61000.0,0,0.0,0,0,5.0,0.0,0,0,137,3.5,9.72,0.0,0.0,zerocarbon_fuel,0.3,0,1.0,1.0,0,0,0,0.0,0.0,0,0,0,0,0,0.0,0,3.78,3.78,1,1,0,0,0,0,0,0,0,0.0,1.138,30,0.033,0,0,0,0,0,0.0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0,0.93,0 diff --git a/docs/src/data_documentation.md b/docs/src/data_documentation.md index a987a4b1dc..3754482288 100644 --- a/docs/src/data_documentation.md +++ b/docs/src/data_documentation.md @@ -274,10 +274,12 @@ This file contains cost and performance parameters for various generators and ot |Resource | This column contains **unique** names of resources available to the model. Resources can include generators, storage, and flexible or time shiftable demand.| |Zone | Integer representing zone number where the resource is located. | |**Technology type flags**| -|New\_Build | {-1, 0, 1}, Flag for resource (storage, generation) eligibility for capacity expansion.| -||New\_Build = 1: eligible for capacity expansion and retirement. | -||New\_Build = 0: not eligible for capacity expansion, eligible for retirement.| -||New\_Build = -1: not eligible for capacity expansion or retirement.| +|New\_Build | { 0, 1}, Flag for resource (storage, generation) eligibility for capacity expansion.| +||New\_Build = 1: eligible for capacity expansion. | +||New\_Build = 0: not eligible for capacity expansion.| +|Can\_Retire | {0, 1}, Flag for resource (storage, generation) eligibility for retirement.| +||Can\_Retire = 1: eligible for retirement. | +||Can\_Retire = 0: not eligible for retirement.| |THERM | {0, 1, 2}, Flag to indicate membership in set of thermal resources (e.g. nuclear, combined heat and power, natural gas combined cycle, coal power plant)| ||THERM = 0: Not part of set (default) | ||THERM = 1: If the power plant relies on thermal energy input and subject unit commitment constraints/decisions if `UCommit >= 1` (e.g. cycling decisions/costs/constraints). | diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 7eb33ee9c4..91e7d2e2ec 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -104,20 +104,40 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RSV"] = gen_in[(gen_in[!,:Rsv_Max].>0),:R_ID] end + buildable = resources_which_can_be_built(gen_in) + retirable = resources_which_can_be_retired(gen_in) + if deprecated_newbuild_canretire_interface(gen_in) + deprecated_newbuild_canretire_interface_warning() + else + validate_newbuild_entries(gen_in) + end + # Set of all resources eligible for new capacity - inputs_gen["NEW_CAP"] = intersect(gen_in[gen_in.New_Build.==1,:R_ID], gen_in[gen_in.Max_Cap_MW.!=0,:R_ID]) + inputs_gen["NEW_CAP"] = intersect(buildable, gen_in[gen_in.Max_Cap_MW.!=0,:R_ID]) # Set of all resources eligible for capacity retirements - inputs_gen["RET_CAP"] = intersect(gen_in[gen_in.New_Build.!=-1,:R_ID], gen_in[gen_in.Existing_Cap_MW.>=0,:R_ID]) - - # Set of all storage resources eligible for new energy capacity - inputs_gen["NEW_CAP_ENERGY"] = intersect(gen_in[gen_in.New_Build.==1,:R_ID], gen_in[gen_in.Max_Cap_MWh.!=0,:R_ID], inputs_gen["STOR_ALL"]) - # Set of all storage resources eligible for energy capacity retirements - inputs_gen["RET_CAP_ENERGY"] = intersect(gen_in[gen_in.New_Build.!=-1,:R_ID], gen_in[gen_in.Existing_Cap_MWh.>=0,:R_ID], inputs_gen["STOR_ALL"]) + inputs_gen["RET_CAP"] = intersect(retirable, gen_in[gen_in.Existing_Cap_MW.>=0,:R_ID]) - # Set of asymmetric charge/discharge storage resources eligible for new charge capacity - inputs_gen["NEW_CAP_CHARGE"] = intersect(gen_in[gen_in.New_Build.==1,:R_ID], gen_in[gen_in.Max_Charge_Cap_MW.!=0,:R_ID], inputs_gen["STOR_ASYMMETRIC"]) - # Set of asymmetric charge/discharge storage resources eligible for charge capacity retirements - inputs_gen["RET_CAP_CHARGE"] = intersect(gen_in[gen_in.New_Build.!=-1,:R_ID], gen_in[gen_in.Existing_Charge_Cap_MW.>=0,:R_ID], inputs_gen["STOR_ASYMMETRIC"]) + new_cap_energy = Set{Int64}() + ret_cap_energy = Set{Int64}() + if !isempty(inputs_gen["STOR_ALL"]) + # Set of all storage resources eligible for new energy capacity + new_cap_energy = intersect(buildable, gen_in[gen_in.Max_Cap_MWh.!=0,:R_ID], inputs_gen["STOR_ALL"]) + # Set of all storage resources eligible for energy capacity retirements + ret_cap_energy = intersect(retirable, gen_in[gen_in.Existing_Cap_MWh.>=0,:R_ID], inputs_gen["STOR_ALL"]) + end + inputs_gen["NEW_CAP_ENERGY"] = new_cap_energy + inputs_gen["RET_CAP_ENERGY"] = ret_cap_energy + + new_cap_charge = Set{Int64}() + ret_cap_charge = Set{Int64}() + if !isempty(inputs_gen["STOR_ASYMMETRIC"]) + # Set of asymmetric charge/discharge storage resources eligible for new charge capacity + new_cap_charge = intersect(buildable, gen_in[gen_in.Max_Charge_Cap_MW.!=0,:R_ID], inputs_gen["STOR_ASYMMETRIC"]) + # Set of asymmetric charge/discharge storage resources eligible for charge capacity retirements + ret_cap_charge = intersect(buildable, gen_in[gen_in.Existing_Charge_Cap_MW.>=0,:R_ID], inputs_gen["STOR_ASYMMETRIC"]) + end + inputs_gen["NEW_CAP_CHARGE"] = new_cap_charge + inputs_gen["RET_CAP_CHARGE"] = ret_cap_charge # Names of resources inputs_gen["RESOURCES"] = gen_in[!,:Resource] @@ -412,8 +432,8 @@ function load_vre_stor_data!(inputs_gen::Dict, setup::Dict, path::AbstractString ## Defining all sets # New build and retirement resources - new_build_resources = dfGen[dfGen.New_Build.==1,:R_ID] - retirement_resources = dfGen[dfGen.New_Build.!=-1,:R_ID] + buildable = resources_which_can_be_built(dfGen) + retirable = resources_which_can_be_retired(dfGen) # Solar PV Resources inputs_gen["VS_SOLAR"] = vre_stor_in[(vre_stor_in.SOLAR.!=0),:R_ID] @@ -428,38 +448,38 @@ function load_vre_stor_data!(inputs_gen::Dict, setup::Dict, path::AbstractString split_storage_resources!(vre_stor_in, inputs_gen, setup) # Set of all VRE-STOR resources eligible for new solar capacity - inputs_gen["NEW_CAP_SOLAR"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.SOLAR.!=0,:R_ID], vre_stor_in[vre_stor_in.Max_Cap_Solar_MW.!=0,:R_ID]) + inputs_gen["NEW_CAP_SOLAR"] = intersect(buildable, vre_stor_in[vre_stor_in.SOLAR.!=0,:R_ID], vre_stor_in[vre_stor_in.Max_Cap_Solar_MW.!=0,:R_ID]) # Set of all VRE_STOR resources eligible for solar capacity retirements - inputs_gen["RET_CAP_SOLAR"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.SOLAR.!=0,:R_ID], vre_stor_in[vre_stor_in.Existing_Cap_Solar_MW.>=0,:R_ID]) + inputs_gen["RET_CAP_SOLAR"] = intersect(retirable, vre_stor_in[vre_stor_in.SOLAR.!=0,:R_ID], vre_stor_in[vre_stor_in.Existing_Cap_Solar_MW.>=0,:R_ID]) # Set of all VRE-STOR resources eligible for new wind capacity - inputs_gen["NEW_CAP_WIND"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.WIND.!=0,:R_ID], vre_stor_in[vre_stor_in.Max_Cap_Wind_MW.!=0,:R_ID]) + inputs_gen["NEW_CAP_WIND"] = intersect(buildable, vre_stor_in[vre_stor_in.WIND.!=0,:R_ID], vre_stor_in[vre_stor_in.Max_Cap_Wind_MW.!=0,:R_ID]) # Set of all VRE_STOR resources eligible for wind capacity retirements - inputs_gen["RET_CAP_WIND"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.WIND.!=0,:R_ID], vre_stor_in[vre_stor_in.Existing_Cap_Wind_MW.>=0,:R_ID]) + inputs_gen["RET_CAP_WIND"] = intersect(retirable, vre_stor_in[vre_stor_in.WIND.!=0,:R_ID], vre_stor_in[vre_stor_in.Existing_Cap_Wind_MW.>=0,:R_ID]) # Set of all VRE-STOR resources eligible for new inverter capacity - inputs_gen["NEW_CAP_DC"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.Max_Cap_Inverter_MW.!=0,:R_ID], inputs_gen["VS_DC"]) + inputs_gen["NEW_CAP_DC"] = intersect(buildable, vre_stor_in[vre_stor_in.Max_Cap_Inverter_MW.!=0,:R_ID], inputs_gen["VS_DC"]) # Set of all VRE_STOR resources eligible for inverter capacity retirements - inputs_gen["RET_CAP_DC"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.Existing_Cap_Inverter_MW.>=0,:R_ID], inputs_gen["VS_DC"]) + inputs_gen["RET_CAP_DC"] = intersect(retirable, vre_stor_in[vre_stor_in.Existing_Cap_Inverter_MW.>=0,:R_ID], inputs_gen["VS_DC"]) # Set of all storage resources eligible for new energy capacity - inputs_gen["NEW_CAP_STOR"] = intersect(new_build_resources, dfGen[dfGen.Max_Cap_MWh.!=0,:R_ID], inputs_gen["VS_STOR"]) + inputs_gen["NEW_CAP_STOR"] = intersect(buildable, dfGen[dfGen.Max_Cap_MWh.!=0,:R_ID], inputs_gen["VS_STOR"]) # Set of all storage resources eligible for energy capacity retirements - inputs_gen["RET_CAP_STOR"] = intersect(retirement_resources, dfGen[dfGen.Existing_Cap_MWh.>=0,:R_ID], inputs_gen["VS_STOR"]) + inputs_gen["RET_CAP_STOR"] = intersect(retirable, dfGen[dfGen.Existing_Cap_MWh.>=0,:R_ID], inputs_gen["VS_STOR"]) if !isempty(inputs_gen["VS_ASYM"]) # Set of asymmetric charge DC storage resources eligible for new charge capacity - inputs_gen["NEW_CAP_CHARGE_DC"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.Max_Cap_Charge_DC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_DC_CHARGE"]) + inputs_gen["NEW_CAP_CHARGE_DC"] = intersect(buildable, vre_stor_in[vre_stor_in.Max_Cap_Charge_DC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_DC_CHARGE"]) # Set of asymmetric charge DC storage resources eligible for charge capacity retirements - inputs_gen["RET_CAP_CHARGE_DC"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.Existing_Cap_Charge_DC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_DC_CHARGE"]) + inputs_gen["RET_CAP_CHARGE_DC"] = intersect(retirable, vre_stor_in[vre_stor_in.Existing_Cap_Charge_DC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_DC_CHARGE"]) # Set of asymmetric discharge DC storage resources eligible for new discharge capacity - inputs_gen["NEW_CAP_DISCHARGE_DC"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.Max_Cap_Discharge_DC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_DC_DISCHARGE"]) + inputs_gen["NEW_CAP_DISCHARGE_DC"] = intersect(buildable, vre_stor_in[vre_stor_in.Max_Cap_Discharge_DC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_DC_DISCHARGE"]) # Set of asymmetric discharge DC storage resources eligible for discharge capacity retirements - inputs_gen["RET_CAP_DISCHARGE_DC"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.Existing_Cap_Discharge_DC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_DC_DISCHARGE"]) + inputs_gen["RET_CAP_DISCHARGE_DC"] = intersect(retirable, vre_stor_in[vre_stor_in.Existing_Cap_Discharge_DC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_DC_DISCHARGE"]) # Set of asymmetric charge AC storage resources eligible for new charge capacity - inputs_gen["NEW_CAP_CHARGE_AC"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.Max_Cap_Charge_AC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_AC_CHARGE"]) + inputs_gen["NEW_CAP_CHARGE_AC"] = intersect(buildable, vre_stor_in[vre_stor_in.Max_Cap_Charge_AC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_AC_CHARGE"]) # Set of asymmetric charge AC storage resources eligible for charge capacity retirements - inputs_gen["RET_CAP_CHARGE_AC"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.Existing_Cap_Charge_AC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_AC_CHARGE"]) + inputs_gen["RET_CAP_CHARGE_AC"] = intersect(retirable, vre_stor_in[vre_stor_in.Existing_Cap_Charge_AC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_AC_CHARGE"]) # Set of asymmetric discharge AC storage resources eligible for new discharge capacity - inputs_gen["NEW_CAP_DISCHARGE_AC"] = intersect(new_build_resources, vre_stor_in[vre_stor_in.Max_Cap_Discharge_AC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_AC_DISCHARGE"]) + inputs_gen["NEW_CAP_DISCHARGE_AC"] = intersect(buildable, vre_stor_in[vre_stor_in.Max_Cap_Discharge_AC_MW.!=0,:R_ID], inputs_gen["VS_ASYM_AC_DISCHARGE"]) # Set of asymmetric discharge AC storage resources eligible for discharge capacity retirements - inputs_gen["RET_CAP_DISCHARGE_AC"] = intersect(retirement_resources, vre_stor_in[vre_stor_in.Existing_Cap_Discharge_AC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_AC_DISCHARGE"]) + inputs_gen["RET_CAP_DISCHARGE_AC"] = intersect(retirable, vre_stor_in[vre_stor_in.Existing_Cap_Discharge_AC_MW.>=0,:R_ID], inputs_gen["VS_ASYM_AC_DISCHARGE"]) end # Names for systemwide resources @@ -544,7 +564,6 @@ function load_vre_stor_data!(inputs_gen::Dict, setup::Dict, path::AbstractString summarize_errors(error_strings) end - function process_piecewisefuelusage!(inputs::Dict, scale_factor) gen_in = inputs["dfGen"] inputs["PWFU_Num_Segments"] = 0 @@ -645,4 +664,46 @@ function validate_piecewisefuelusage(heat_rate_mat, load_point_mat) """ error("Invalid inputs detected for piecewise fuel usage") end -end \ No newline at end of file +end + +function deprecated_newbuild_canretire_interface(df::DataFrame)::Bool + return string(:Can_Retire) ∉ names(df) +end + +function validate_newbuild_entries(df::DataFrame) + if any(df.New_Build .== -1) + @error " +One or more resources has New_Build = -1, but the Can_Retire column is present, +indicating that the updated interface should be used. +When using the updated New_Build/Can_Retire interface, only {0, 1} are valid. +Entries which previously had New_Build = -1 +(indicating resources which cannot be built nor retired) +should be updated to New_Build = 0, Can_Retire = 0." + error("Invalid New_Build inputs in resource data.") + end +end + + +function deprecated_newbuild_canretire_interface_warning() + @warn " +The generators input file does not have a 'Can_Retire' column. +While for now, New_Build entries of {1, 0, -1} are still supported, +this format is being deprecated. +Now and going forward, New_Build and Can_Retire should be separate columns, +each with values {0, 1}. +Please see the documentation for additional details." +end + +function resources_which_can_be_retired(df::DataFrame)::Set{Int64} + if deprecated_newbuild_canretire_interface(df) + retirable = df.New_Build .!= -1 + else + retirable = df.Can_Retire .== 1 + end + return Set(findall(retirable)) +end + +function resources_which_can_be_built(df::DataFrame)::Set{Int64} + buildable = df.New_Build .== 1 + return Set(findall(buildable)) +end diff --git a/src/multi_stage/configure_multi_stage_inputs.jl b/src/multi_stage/configure_multi_stage_inputs.jl index f2774b1c4c..c113c04331 100644 --- a/src/multi_stage/configure_multi_stage_inputs.jl +++ b/src/multi_stage/configure_multi_stage_inputs.jl @@ -115,23 +115,24 @@ function configure_multi_stage_inputs(inputs_d::Dict, settings_d::Dict, NetworkE end end + retirable = resources_which_can_be_retired(dfGen) + # Set of all resources eligible for capacity retirements - can_retire_resources = dfGen[dfGen.New_Build.!=-1,:R_ID] - inputs_d["RET_CAP"] = intersect(can_retire_resources) + inputs_d["RET_CAP"] = retirable # Set of all storage resources eligible for energy capacity retirements - inputs_d["RET_CAP_ENERGY"] = intersect(can_retire_resources, inputs_d["STOR_ALL"]) + inputs_d["RET_CAP_ENERGY"] = intersect(retirable, inputs_d["STOR_ALL"]) # Set of asymmetric charge/discharge storage resources eligible for charge capacity retirements - inputs_d["RET_CAP_CHARGE"] = intersect(can_retire_resources, inputs_d["STOR_ASYMMETRIC"]) + inputs_d["RET_CAP_CHARGE"] = intersect(retirable, inputs_d["STOR_ASYMMETRIC"]) # Set of all co-located resources' components eligible for capacity retirements if !isempty(inputs_d["VRE_STOR"]) - inputs_d["RET_CAP_DC"] = intersect(can_retire_resources, inputs_d["VS_DC"]) - inputs_d["RET_CAP_SOLAR"] = intersect(can_retire_resources, inputs_d["VS_SOLAR"]) - inputs_d["RET_CAP_WIND"] = intersect(can_retire_resources, inputs_d["VS_WIND"]) - inputs_d["RET_CAP_STOR"] = intersect(can_retire_resources, inputs_d["VS_STOR"]) - inputs_d["RET_CAP_DISCHARGE_DC"] = intersect(can_retire_resources, inputs_d["VS_ASYM_DC_DISCHARGE"]) - inputs_d["RET_CAP_CHARGE_DC"] = intersect(can_retire_resources, inputs_d["VS_ASYM_DC_CHARGE"]) - inputs_d["RET_CAP_DISCHARGE_AC"] = intersect(can_retire_resources, inputs_d["VS_ASYM_AC_DISCHARGE"]) - inputs_d["RET_CAP_CHARGE_AC"] = intersect(can_retire_resources, inputs_d["VS_ASYM_AC_CHARGE"]) + inputs_d["RET_CAP_DC"] = intersect(retirable, inputs_d["VS_DC"]) + inputs_d["RET_CAP_SOLAR"] = intersect(retirable, inputs_d["VS_SOLAR"]) + inputs_d["RET_CAP_WIND"] = intersect(retirable, inputs_d["VS_WIND"]) + inputs_d["RET_CAP_STOR"] = intersect(retirable, inputs_d["VS_STOR"]) + inputs_d["RET_CAP_DISCHARGE_DC"] = intersect(retirable, inputs_d["VS_ASYM_DC_DISCHARGE"]) + inputs_d["RET_CAP_CHARGE_DC"] = intersect(retirable, inputs_d["VS_ASYM_DC_CHARGE"]) + inputs_d["RET_CAP_DISCHARGE_AC"] = intersect(retirable, inputs_d["VS_ASYM_AC_DISCHARGE"]) + inputs_d["RET_CAP_CHARGE_AC"] = intersect(retirable, inputs_d["VS_ASYM_AC_CHARGE"]) end # Transmission From 6e5d76caa8ef20de112fc2a6c7aaba43775d07e7 Mon Sep 17 00:00:00 2001 From: Filippo Pecci Date: Tue, 24 Oct 2023 18:31:36 -0400 Subject: [PATCH 27/55] Endogenous retirements bugfix Fixed computation of cumulative minimum retirements in multistage code. Previously, minimum capacity retirement parameters were not added up and this resulted in the minimum retirement constraints enforcing wrong lower bounds (#542) --- CHANGELOG.md | 1 + src/case_runners/case_runner.jl | 2 + src/multi_stage/endogenous_retirement.jl | 91 ++++++++++++++++-------- 3 files changed, 65 insertions(+), 29 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1a17d42a91..a36a453fe0 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -31,6 +31,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 - Fix name of Fixed_OM_Cost_Charge_per_MWyr when reading from Generators_data in multistage code. (#533) Previously there was a typo in this in the multistage code that led to a silent bug, which affects outputs, for anyone running non-myopic multistage GenX with asymmetric storage. +- Fix computation of cumulative minimum capacity retirements in multistage GenX (#514) ### Changed - Use add_to_expression! instead of the += and -= operators for memory performance improvements (#498). diff --git a/src/case_runners/case_runner.jl b/src/case_runners/case_runner.jl index 3388bf34fb..a1ecc05a29 100644 --- a/src/case_runners/case_runner.jl +++ b/src/case_runners/case_runner.jl @@ -130,6 +130,8 @@ function run_genx_case_multistage!(case::AbstractString, mysetup::Dict) inputs_dict[t] = load_inputs(mysetup, inpath_sub) inputs_dict[t] = configure_multi_stage_inputs(inputs_dict[t],mysetup["MultiStageSettingsDict"],mysetup["NetworkExpansion"]) + compute_cumulative_min_retirements!(inputs_dict,t) + # Step 2) Generate model model_dict[t] = generate_model(mysetup, inputs_dict[t], OPTIMIZER) end diff --git a/src/multi_stage/endogenous_retirement.jl b/src/multi_stage/endogenous_retirement.jl index c329b61fa1..fa165a9df1 100644 --- a/src/multi_stage/endogenous_retirement.jl +++ b/src/multi_stage/endogenous_retirement.jl @@ -22,6 +22,47 @@ function get_retirement_stage(cur_stage::Int, lifetime::Int, stage_lens::Array{I return Int(ret_stage) end +function update_cumulative_min_ret!(inputs_d::Dict,t::Int,Resource_Set::String,dfGen_Name::String,RetCap::Symbol) + + CumRetCap = Symbol("Cum_"*String(RetCap)); + + if !isempty(inputs_d[1][Resource_Set]) + if t==1 + inputs_d[t][dfGen_Name][!,CumRetCap] = inputs_d[t][dfGen_Name][!,RetCap]; + else + inputs_d[t][dfGen_Name][!,CumRetCap] = inputs_d[t-1][dfGen_Name][!,CumRetCap] + inputs_d[t][dfGen_Name][!,RetCap]; + end + end + +end + + +function compute_cumulative_min_retirements!(inputs_d::Dict,t::Int) + + mytab =[("G","dfGen",:Min_Retired_Cap_MW), + ("STOR_ALL","dfGen",:Min_Retired_Energy_Cap_MW), + ("STOR_ASYMMETRIC","dfGen",:Min_Retired_Charge_Cap_MW)]; + + if !isempty(inputs_d[1]["VRE_STOR"]) + append!(mytab,[("VS_DC","dfVRE_STOR",:Min_Retired_Cap_Inverter_MW), + ("VS_SOLAR","dfVRE_STOR",:Min_Retired_Cap_Solar_MW), + ("VS_WIND","dfVRE_STOR",:Min_Retired_Cap_Wind_MW), + ("VS_STOR","dfGen",:Min_Retired_Energy_Cap_MW), + ("VS_ASYM_DC_DISCHARGE","dfVRE_STOR",:Min_Retired_Cap_Discharge_DC_MW), + ("VS_ASYM_DC_CHARGE","dfVRE_STOR",:Min_Retired_Cap_Charge_DC_MW), + ("VS_ASYM_AC_DISCHARGE","dfVRE_STOR",:Min_Retired_Cap_Discharge_AC_MW), + ("VS_ASYM_AC_CHARGE","dfVRE_STOR",:Min_Retired_Cap_Charge_AC_MW)]) + + end + + for (Resource_Set,dfGen_Name,RetCap) in mytab + update_cumulative_min_ret!(inputs_d,t,Resource_Set,dfGen_Name,RetCap) + end + + +end + + function endogenous_retirement!(EP::Model, inputs::Dict, setup::Dict) multi_stage_settings = setup["MultiStageSettingsDict"] @@ -112,9 +153,9 @@ function endogenous_retirement_discharge!(EP::Model, inputs::Dict, num_stages::I @expression(EP, eNewCapTrack[y in RET_CAP], sum(EP[:vCAPTRACK][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) @expression(EP, eMinRetCapTrack[y in RET_CAP], if y in COMMIT - sum((dfGen[!,Symbol("Min_Retired_Cap_MW")][y]/dfGen[!,:Cap_Size][y]) for p=1:cur_stage) + dfGen[y,:Cum_Min_Retired_Cap_MW]/dfGen[y,:Cap_Size] else - sum((dfGen[!,Symbol("Min_Retired_Cap_MW")][y]) for p=1:cur_stage) + dfGen[y,:Cum_Min_Retired_Cap_MW] end ) @@ -166,7 +207,7 @@ function endogenous_retirement_charge!(EP::Model, inputs::Dict, num_stages::Int, # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackCharge[y in RET_CAP_CHARGE], sum(EP[:vRETCAPTRACKCHARGE][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackCharge[y in RET_CAP_CHARGE], sum(EP[:vCAPTRACKCHARGE][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackCharge[y in RET_CAP_CHARGE], sum((dfGen[!,Symbol("Min_Retired_Charge_Cap_MW")][y]) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackCharge[y in RET_CAP_CHARGE], dfGen[y,:Cum_Min_Retired_Charge_Cap_MW]) ### Constratints ### @@ -215,7 +256,7 @@ function endogenous_retirement_energy!(EP::Model, inputs::Dict, num_stages::Int, # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackEnergy[y in RET_CAP_ENERGY], sum(EP[:vRETCAPTRACKENERGY][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackEnergy[y in RET_CAP_ENERGY], sum(EP[:vCAPTRACKENERGY][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackEnergy[y in RET_CAP_ENERGY], sum((dfGen[!,Symbol("Min_Retired_Energy_Cap_MW")][y]) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackEnergy[y in RET_CAP_ENERGY], dfGen[y,:Cum_Min_Retired_Energy_Cap_MW]) ### Constratints ### @@ -238,11 +279,11 @@ function endogenous_retirement_vre_stor_dc!(EP::Model, inputs::Dict, num_stages: dfGen = inputs["dfGen"] + dfVRE_STOR = inputs["dfVRE_STOR"]; + NEW_CAP_DC = inputs["NEW_CAP_DC"] # Set of all resources eligible for new capacity RET_CAP_DC = inputs["RET_CAP_DC"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -264,7 +305,7 @@ function endogenous_retirement_vre_stor_dc!(EP::Model, inputs::Dict, num_stages: # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackDC[y in RET_CAP_DC], sum(EP[:vRETCAPTRACKDC][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackDC[y in RET_CAP_DC], sum(EP[:vCAPTRACKDC][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackDC[y in RET_CAP_DC], sum((by_rid(y,Symbol("Min_Retired_Cap_Inverter_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackDC[y in RET_CAP_DC], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Inverter_MW]) ### Constraints ### @@ -286,12 +327,11 @@ function endogenous_retirement_vre_stor_solar!(EP::Model, inputs::Dict, num_stag println("Endogenous Retirement (VRE-Storage Solar) Module") dfGen = inputs["dfGen"] + dfVRE_STOR = inputs["dfVRE_STOR"]; NEW_CAP_SOLAR = inputs["NEW_CAP_SOLAR"] # Set of all resources eligible for new capacity RET_CAP_SOLAR = inputs["RET_CAP_SOLAR"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -313,7 +353,7 @@ function endogenous_retirement_vre_stor_solar!(EP::Model, inputs::Dict, num_stag # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackSolar[y in RET_CAP_SOLAR], sum(EP[:vRETCAPTRACKSOLAR][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackSolar[y in RET_CAP_SOLAR], sum(EP[:vCAPTRACKSOLAR][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackSolar[y in RET_CAP_SOLAR], sum((by_rid(y,Symbol("Min_Retired_Cap_Solar_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackSolar[y in RET_CAP_SOLAR], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Solar_MW]) ### Constraints ### @@ -335,12 +375,11 @@ function endogenous_retirement_vre_stor_wind!(EP::Model, inputs::Dict, num_stage println("Endogenous Retirement (VRE-Storage Wind) Module") dfGen = inputs["dfGen"] + dfVRE_STOR = inputs["dfVRE_STOR"]; NEW_CAP_WIND = inputs["NEW_CAP_WIND"] # Set of all resources eligible for new capacity RET_CAP_WIND = inputs["RET_CAP_WIND"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -362,7 +401,7 @@ function endogenous_retirement_vre_stor_wind!(EP::Model, inputs::Dict, num_stage # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackWind[y in RET_CAP_WIND], sum(EP[:vRETCAPTRACKWIND][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackWind[y in RET_CAP_WIND], sum(EP[:vCAPTRACKWIND][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackWind[y in RET_CAP_WIND], sum((by_rid(y,Symbol("Min_Retired_Cap_Wind_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackWind[y in RET_CAP_WIND], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Wind_MW]) ### Constraints ### @@ -409,7 +448,7 @@ function endogenous_retirement_vre_stor_stor!(EP::Model, inputs::Dict, num_stage # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackEnergy_VS[y in RET_CAP_STOR], sum(EP[:vRETCAPTRACKENERGY_VS][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackEnergy_VS[y in RET_CAP_STOR], sum(EP[:vCAPTRACKENERGY_VS][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackEnergy_VS[y in RET_CAP_STOR], sum((dfGen[!,Symbol("Min_Retired_Energy_Cap_MW")][y]) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackEnergy_VS[y in RET_CAP_STOR], dfGen[y,:Cum_Min_Retired_Energy_Cap_MW]) ### Constratints ### @@ -432,11 +471,11 @@ function endogenous_retirement_vre_stor_discharge_dc!(EP::Model, inputs::Dict, n dfGen = inputs["dfGen"] + dfVRE_STOR = inputs["dfVRE_STOR"] + NEW_CAP_DISCHARGE_DC = inputs["NEW_CAP_DISCHARGE_DC"] # Set of all resources eligible for new capacity RET_CAP_DISCHARGE_DC = inputs["RET_CAP_DISCHARGE_DC"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -458,7 +497,7 @@ function endogenous_retirement_vre_stor_discharge_dc!(EP::Model, inputs::Dict, n # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackDischargeDC[y in RET_CAP_DISCHARGE_DC], sum(EP[:vRETCAPTRACKDISCHARGEDC][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackDischargeDC[y in RET_CAP_DISCHARGE_DC], sum(EP[:vCAPTRACKDISCHARGEDC][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackDischargeDC[y in RET_CAP_DISCHARGE_DC], sum((by_rid(y,Symbol("Min_Retired_Cap_Discharge_DC_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackDischargeDC[y in RET_CAP_DISCHARGE_DC], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Discharge_DC_MW]) ### Constraints ### @@ -480,12 +519,10 @@ function endogenous_retirement_vre_stor_charge_dc!(EP::Model, inputs::Dict, num_ println("Endogenous Retirement (VRE-Storage Charge DC) Module") dfGen = inputs["dfGen"] - + dfVRE_STOR = inputs["dfVRE_STOR"]; NEW_CAP_CHARGE_DC = inputs["NEW_CAP_CHARGE_DC"] # Set of all resources eligible for new capacity RET_CAP_CHARGE_DC = inputs["RET_CAP_CHARGE_DC"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -507,7 +544,7 @@ function endogenous_retirement_vre_stor_charge_dc!(EP::Model, inputs::Dict, num_ # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackChargeDC[y in RET_CAP_CHARGE_DC], sum(EP[:vRETCAPTRACKCHARGEDC][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackChargeDC[y in RET_CAP_CHARGE_DC], sum(EP[:vCAPTRACKCHARGEDC][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackChargeDC[y in RET_CAP_CHARGE_DC], sum((by_rid(y,Symbol("Min_Retired_Cap_Charge_DC_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackChargeDC[y in RET_CAP_CHARGE_DC], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Charge_DC_MW]) ### Constraints ### @@ -529,12 +566,10 @@ function endogenous_retirement_vre_stor_discharge_ac!(EP::Model, inputs::Dict, n println("Endogenous Retirement (VRE-Storage Discharge AC) Module") dfGen = inputs["dfGen"] - + dfVRE_STOR = inputs["dfVRE_STOR"]; NEW_CAP_DISCHARGE_AC = inputs["NEW_CAP_DISCHARGE_AC"] # Set of all resources eligible for new capacity RET_CAP_DISCHARGE_AC = inputs["RET_CAP_DISCHARGE_AC"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -556,7 +591,7 @@ function endogenous_retirement_vre_stor_discharge_ac!(EP::Model, inputs::Dict, n # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackDischargeAC[y in RET_CAP_DISCHARGE_AC], sum(EP[:vRETCAPTRACKDISCHARGEAC][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackDischargeAC[y in RET_CAP_DISCHARGE_AC], sum(EP[:vCAPTRACKDISCHARGEAC][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackDischargeAC[y in RET_CAP_DISCHARGE_AC], sum((by_rid(y,Symbol("Min_Retired_Cap_Discharge_AC_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackDischargeAC[y in RET_CAP_DISCHARGE_AC], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Discharge_AC_MW]) ### Constraints ### @@ -578,12 +613,10 @@ function endogenous_retirement_vre_stor_charge_ac!(EP::Model, inputs::Dict, num_ println("Endogenous Retirement (VRE-Storage Charge AC) Module") dfGen = inputs["dfGen"] - + dfVRE_STOR = inputs["dfVRE_STOR"] NEW_CAP_CHARGE_AC = inputs["NEW_CAP_CHARGE_AC"] # Set of all resources eligible for new capacity RET_CAP_CHARGE_AC = inputs["RET_CAP_CHARGE_AC"] # Set of all resources eligible for capacity retirements - by_rid(rid, sym) = by_rid_df(rid, sym, inputs["dfVRE_STOR"]) - ### Variables ### # Keep track of all new and retired capacity from all stages @@ -605,7 +638,7 @@ function endogenous_retirement_vre_stor_charge_ac!(EP::Model, inputs::Dict, num_ # Construct and add the endogenous retirement constraint expressions @expression(EP, eRetCapTrackChargeAC[y in RET_CAP_CHARGE_AC], sum(EP[:vRETCAPTRACKCHARGEAC][y,p] for p=1:cur_stage)) @expression(EP, eNewCapTrackChargeAC[y in RET_CAP_CHARGE_AC], sum(EP[:vCAPTRACKCHARGEAC][y,p] for p=1:get_retirement_stage(cur_stage, dfGen[!,:Lifetime][y], stage_lens))) - @expression(EP, eMinRetCapTrackChargeAC[y in RET_CAP_CHARGE_AC], sum((by_rid(y,Symbol("Min_Retired_Cap_Charge_AC_MW"))) for p=1:cur_stage)) + @expression(EP, eMinRetCapTrackChargeAC[y in RET_CAP_CHARGE_AC], dfVRE_STOR[y,:Cum_Min_Retired_Cap_Charge_AC_MW]) ### Constraints ### From 82e5cd4eb8adeeef754ac77da7edfabce3d29ce1 Mon Sep 17 00:00:00 2001 From: Luca Bonaldo <39280783+lbonaldo@users.noreply.github.com> Date: Fri, 27 Oct 2023 19:12:51 -0400 Subject: [PATCH 28/55] [Fix] eELOSSByZone expr: access before initialization (#568) --- CHANGELOG.md | 1 + src/model/generate_model.jl | 4 +++- src/model/resources/storage/storage_all.jl | 7 +++---- src/model/resources/vre_stor/vre_stor.jl | 6 +----- 4 files changed, 8 insertions(+), 10 deletions(-) diff --git a/CHANGELOG.md b/CHANGELOG.md index a36a453fe0..83710c9a69 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -32,6 +32,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 Previously there was a typo in this in the multistage code that led to a silent bug, which affects outputs, for anyone running non-myopic multistage GenX with asymmetric storage. - Fix computation of cumulative minimum capacity retirements in multistage GenX (#514) +- Fix access of eELOSSByZone expr before initialization (#541) ### Changed - Use add_to_expression! instead of the += and -= operators for memory performance improvements (#498). diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index 7b8517137c..5375ff3edf 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -95,6 +95,9 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt create_empty_expression!(EP, :eGenerationByZone, (Z, T)) + # Energy losses related to technologies + create_empty_expression!(EP, :eELOSSByZone, Z) + # Initialize Capacity Reserve Margin Expression if setup["CapacityReserveMargin"] > 0 create_empty_expression!(EP, :eCapResMarBalance, (inputs["NCapacityReserveMargin"], T)) @@ -128,7 +131,6 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt co2!(EP, inputs) - if setup["Reserves"] > 0 reserves!(EP, inputs, setup) end diff --git a/src/model/resources/storage/storage_all.jl b/src/model/resources/storage/storage_all.jl index 4f5fd7424f..c9d69da1d1 100644 --- a/src/model/resources/storage/storage_all.jl +++ b/src/model/resources/storage/storage_all.jl @@ -128,10 +128,9 @@ function storage_all!(EP::Model, inputs::Dict, setup::Dict) end end - #From CO2 Policy module - @expression(EP, eELOSSByZone[z=1:Z], - sum(EP[:eELOSS][y] for y in intersect(STOR_ALL, dfGen[dfGen[!,:Zone].==z,:R_ID])) - ) + # From CO2 Policy module + expr = @expression(EP, [z=1:Z], sum(EP[:eELOSS][y] for y in intersect(STOR_ALL, dfGen[dfGen[!,:Zone].==z,:R_ID]))) + add_similar_to_expression!(EP[:eELOSSByZone], expr) # Capacity Reserve Margin policy if CapacityReserveMargin > 0 diff --git a/src/model/resources/vre_stor/vre_stor.jl b/src/model/resources/vre_stor/vre_stor.jl index b3842571cf..6ddeca045b 100644 --- a/src/model/resources/vre_stor/vre_stor.jl +++ b/src/model/resources/vre_stor/vre_stor.jl @@ -1166,11 +1166,7 @@ function stor_vre_stor!(EP::Model, inputs::Dict, setup::Dict) # From CO2 Policy module @expression(EP, eELOSSByZone_VRE_STOR[z=1:Z], sum(EP[:eELOSS_VRE_STOR][y] for y in intersect(dfVRE_STOR[(dfVRE_STOR[!,:Zone].==z),:R_ID],STOR))) - if !isempty(inputs["STOR_ALL"]) - EP[:eELOSSByZone] += eELOSSByZone_VRE_STOR - else - @expression(EP, eELOSSByZone[z=1:Z], eELOSSByZone_VRE_STOR[z]) - end + add_similar_to_expression!(EP[:eELOSSByZone], eELOSSByZone_VRE_STOR) ### CONSTRAINTS ### From e43e3b00ca59928b21738077ca4c8044463cc932 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 8 Nov 2023 15:26:59 -0500 Subject: [PATCH 29/55] Removed unused capacity factor setting 1. remove the setting on capacity factor from settings file; 2. enable writing capacity retrofit only when there is retrofit resources; 3. update README.md for the new example case Add documentation for multi fuels 1. add the description of new variables in data_documentation.md remove functions to write retrofit capacity Update write_net_revenue.jl include the cost or credits associated with CO2 sequestration to the write_net_revenue.jl --- .../ThreeZones_Multi_Fuel/README.md | 6 +- docs/src/data_documentation.md | 17 ++++ src/model/generate_model.jl | 4 - src/write_outputs/write_capacity_retrofit.jl | 91 ------------------- src/write_outputs/write_net_revenue.jl | 11 ++- src/write_outputs/write_outputs.jl | 1 - 6 files changed, 30 insertions(+), 100 deletions(-) delete mode 100644 src/write_outputs/write_capacity_retrofit.jl diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md index 7ff8b89be5..44b11f213d 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md +++ b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md @@ -1,10 +1,10 @@ -# Small New England: Three Zones +# Small New England: Three Zones with Multiple Fuels -**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. +**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. Natural gas resources can co-fire hydrogen. To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/ThreeZones`: -`cd("Example_Systems/SmallNewEngland/ThreeZones")` +`cd("Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel")` Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver Gurobi (`Solver: Gurobi`), time domain reduced input data (`TimeDomainReduction: 1`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. A rate-based carbon cap of 50 gCO2 per kWh is specified in the `CO2_cap.csv` input file. diff --git a/docs/src/data_documentation.md b/docs/src/data_documentation.md index 3754482288..0728cbebd1 100644 --- a/docs/src/data_documentation.md +++ b/docs/src/data_documentation.md @@ -313,6 +313,10 @@ This file contains cost and performance parameters for various generators and ot |VRE_STOR | {0, 1}, Flag to indicate membership in set of co-located variable renewable energy resources (onshore wind and utility-scale solar PV) and storage resources (either short- or long-duration energy storage with symmetric or asymmetric charging or discharging capabilities).| ||VRE_STOR = 0: Not part of set (default) | ||VRE_STOR = 1: Co-located VRE and storage (VRE-STOR) resources. | +|MULTI_FUELS | {0, 1}, Flag to indicate membership in set of thermal resources that can burn multiple fuels at the same time (e.g., natural gas combined cycle cofiring with hydrogen, coal power plant cofiring with natural gas.| +||MULTI_FUELS = 0: Not part of set (default) | +||VMULTI_FUELS = 1: Resources that can use fuel blending. | + |**Existing technology capacity**| |Existing\_Cap\_MW |The existing capacity of a power plant in MW. Note that for co-located VRE-STOR resources, this capacity represents the existing AC grid connection capacity in MW. | |Existing\_Cap\_MWh |The existing capacity of storage in MWh where `STOR = 1` or `STOR = 2`. Note that for co-located VRE-STOR resources, this capacity represents the existing capacity of storage in MWh. | @@ -336,6 +340,19 @@ This file contains cost and performance parameters for various generators and ot |**Technical performance parameters**| |Heat\_Rate\_MMBTU\_per\_MWh |Heat rate of a generator or MMBtu of fuel consumed per MWh of electricity generated for export (net of on-site consumption). The heat rate is the inverse of the efficiency: a lower heat rate is better. Should be consistent with fuel prices in terms of reporting on higher heating value (HHV) or lower heating value (LHV) basis. | |Fuel |Fuel needed for a generator. The names should match with the ones in the `Fuels_data.csv`. | +|Num\_Fuels |Number of fuels that a multi-fuel generator (MULTI_FUELS = 1) can use at the same time. The length of ['Fuel1', 'Fuel2', ...] should be equal to 'Num\_Fuels'. Each fuel will requires its corresponding heat rate, min cofire level, and max cofire level. | +|Fuel1 |Frist fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | +|Fuel2 |Second fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | +|Heat1\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel1. | +|Heat2\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel2. | +|Fuel1\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel1\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel1\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel1\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel2\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel2\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel2\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel2\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | |Self\_Disch |[0,1], The power loss of storage technologies per hour (fraction loss per hour)- only applies to storage techs. Note that for co-located VRE-STOR resources, this value applies to the storage component of each resource.| |Min\_Power |[0,1], The minimum generation level for a unit as a fraction of total capacity. This value cannot be higher than the smallest time-dependent CF value for a resource in `Generators_variability.csv`. Applies to thermal plants, and reservoir hydro resource (`HYDRO = 1`).| |Ramp\_Up\_Percentage |[0,1], Maximum increase in power output from between two periods (typically hours), reported as a fraction of nameplate capacity. Applies to thermal plants, and reservoir hydro resource (`HYDRO = 1`).| diff --git a/src/model/generate_model.jl b/src/model/generate_model.jl index 5375ff3edf..0aae54d1a7 100644 --- a/src/model/generate_model.jl +++ b/src/model/generate_model.jl @@ -218,10 +218,6 @@ function generate_model(setup::Dict,inputs::Dict,OPTIMIZER::MOI.OptimizerWithAtt maximum_capacity_requirement!(EP, inputs, setup) end - if setup["CapacityFactor"] == 1 - capacity_factor_requirement!(EP, inputs, setup) - end - ## Define the objective function @objective(EP,Min,EP[:eObj]) diff --git a/src/write_outputs/write_capacity_retrofit.jl b/src/write_outputs/write_capacity_retrofit.jl deleted file mode 100644 index d662128878..0000000000 --- a/src/write_outputs/write_capacity_retrofit.jl +++ /dev/null @@ -1,91 +0,0 @@ -@doc raw""" - write_capacity_retrofit(path::AbstractString, inputs::Dict, setup::Dict, EP::Model)) - -Function for writing retrofited technologies -""" -function write_capacity_retrofit(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) - # Capacity decisions - dfGen = inputs["dfGen"] - RETRO_SOURCE_IDS = inputs["RETROFIT_SOURCE_IDS"] # Source technologies by ID for each retrofit [1:G] - RETRO_EFFICIENCY = inputs["RETROFIT_EFFICIENCIES"] - NUM_RETRO_SOURCES = inputs["NUM_RETROFIT_SOURCES"] - - # MultiStage = setup["MultiStage"] - - # capdischarge = zeros(size(inputs["RESOURCES"])) - # for i in inputs["NEW_CAP"] - # if i in inputs["COMMIT"] - # capdischarge[i] = value(EP[:vCAP][i])*dfGen[!,:Cap_Size][i] - # else - # capdischarge[i] = value(EP[:vCAP][i]) - # end - # end - - # retcapdischarge = zeros(size(inputs["RESOURCES"])) - # for i in inputs["RET_CAP"] - # if i in inputs["COMMIT"] - # retcapdischarge[i] = first(value.(EP[:vRETCAP][i]))*dfGen[!,:Cap_Size][i] - # else - # retcapdischarge[i] = first(value.(EP[:vRETCAP][i])) - # end - # end - - # capcharge = zeros(size(inputs["RESOURCES"])) - # retcapcharge = zeros(size(inputs["RESOURCES"])) - # existingcapcharge = zeros(size(inputs["RESOURCES"])) - # for i in inputs["STOR_ASYMMETRIC"] - # if i in inputs["NEW_CAP_CHARGE"] - # capcharge[i] = value(EP[:vCAPCHARGE][i]) - # end - # if i in inputs["RET_CAP_CHARGE"] - # retcapcharge[i] = value(EP[:vRETCAPCHARGE][i]) - # end - # existingcapcharge[i] = MultiStage == 1 ? value(EP[:vEXISTINGCAPCHARGE][i]) : dfGen[!,:Existing_Charge_Cap_MW][i] - # end - - # capenergy = zeros(size(inputs["RESOURCES"])) - # retcapenergy = zeros(size(inputs["RESOURCES"])) - # existingcapenergy = zeros(size(inputs["RESOURCES"])) - # for i in inputs["STOR_ALL"] - # if i in inputs["NEW_CAP_ENERGY"] - # capenergy[i] = value(EP[:vCAPENERGY][i]) - # end - # if i in inputs["RET_CAP_ENERGY"] - # retcapenergy[i] = value(EP[:vRETCAPENERGY][i]) - # end - # existingcapenergy[i] = MultiStage == 1 ? value(EP[:vEXISTINGCAPENERGY][i]) : dfGen[!,:Existing_Cap_MWh][i] - # end - - # RETRO_SOURCE_IDS[r][i] in RET_CAP ? RETRO_EFFICIENCY[r][i] : 0 for i in 1:NUM_RETRO_SOURCES[r]; init=0 - - RETROFIT_SOURCE = []; - RETROFIT_DEST = []; - RETROFIT_CAP = []; - ORIG_CAP = []; - RETRO_EFF = []; - - for (i,j) in keys(EP[:vRETROFIT].data) - push!(RETROFIT_SOURCE, inputs["RESOURCES"][i]) - push!(RETROFIT_DEST, inputs["RESOURCES"][j]) - push!(RETROFIT_CAP, value(EP[:vRETROFIT].data[i,j])) - push!(ORIG_CAP, dfGen[!,:Existing_Cap_MW][i]) - push!(RETRO_EFF, RETRO_EFFICIENCY[j][findfirst(item -> item == i, RETRO_SOURCE_IDS[j])]) - end - - - dfCapRetro = DataFrame( - RetrofitResource = RETROFIT_SOURCE, - OriginalCapacity = ORIG_CAP, - RetrofitDestination = RETROFIT_DEST, - RetrofitedCapacity = RETROFIT_CAP, - OperationalRetrofitedCapacity = RETROFIT_CAP .* RETRO_EFF - ) - if setup["ParameterScale"] ==1 - dfCapRetro.OriginalCapacity = dfCapRetro.OriginalCapacity * ModelScalingFactor - dfCapRetro.RetrofitedCapacity = dfCapRetro.RetrofitedCapacity * ModelScalingFactor - dfCapRetro.OperationalRetrofitedCapacity = dfCapRetro.OperationalRetrofitedCapacity * ModelScalingFactor - end - - CSV.write(joinpath(path, "capacity_retrofit.csv"), dfCapRetro) - return dfCapRetro -end \ No newline at end of file diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index fd1d473c45..a2b9b846e7 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -115,6 +115,15 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: dfNetRevenue.Charge_cost = dfChargingcost[1:G,:AnnualSum] # Unit is confirmed to be US$ end + # Add CO2 releated sequestration cost or credit (e.g. 45 Q) to the dataframe + dfNetRevenue.CO2SequestrationCost = zeros(nrow(dfNetRevenue)) + if any(dfGen.CO2_Capture_Fraction .!= 0) + dfNetRevenue.CO2SequestrationCost .= value.(EP[:ePlantCCO2Sequestration]) + end + if setup["ParameterScale"] == 1 + dfNetRevenue.CO2SequestrationCost *= ModelScalingFactor^2 # converting Million US$ to US$ + end + # Add energy and subsidy revenue to the dataframe dfNetRevenue.EnergyRevenue = zeros(nrow(dfNetRevenue)) dfNetRevenue.SubsidyRevenue = zeros(nrow(dfNetRevenue)) @@ -169,7 +178,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: end dfNetRevenue.Revenue = dfNetRevenue.EnergyRevenue .+ dfNetRevenue.SubsidyRevenue .+ dfNetRevenue.ReserveMarginRevenue .+ dfNetRevenue.ESRRevenue .+ dfNetRevenue.RegSubsidyRevenue - dfNetRevenue.Cost = dfNetRevenue.Inv_cost_MW .+ dfNetRevenue.Inv_cost_MWh .+ dfNetRevenue.Fixed_OM_cost_MW .+ dfNetRevenue.Fixed_OM_cost_MWh .+ dfNetRevenue.Var_OM_cost_out .+ dfNetRevenue.Var_OM_cost_in .+ dfNetRevenue.Fuel_cost .+ dfNetRevenue.Charge_cost .+ dfNetRevenue.EmissionsCost .+ dfNetRevenue.StartCost + dfNetRevenue.Cost = dfNetRevenue.Inv_cost_MW .+ dfNetRevenue.Inv_cost_MWh .+ dfNetRevenue.Fixed_OM_cost_MW .+ dfNetRevenue.Fixed_OM_cost_MWh .+ dfNetRevenue.Var_OM_cost_out .+ dfNetRevenue.Var_OM_cost_in .+ dfNetRevenue.Fuel_cost .+ dfNetRevenue.Charge_cost .+ dfNetRevenue.EmissionsCost .+ dfNetRevenue.StartCost +dfNetRevenue.CO2SequestrationCost dfNetRevenue.Profit = dfNetRevenue.Revenue .- dfNetRevenue.Cost CSV.write(joinpath(path, "NetRevenue.csv"), dfNetRevenue) diff --git a/src/write_outputs/write_outputs.jl b/src/write_outputs/write_outputs.jl index 5b4fc4e15e..32abd1b6f0 100644 --- a/src/write_outputs/write_outputs.jl +++ b/src/write_outputs/write_outputs.jl @@ -46,7 +46,6 @@ function write_outputs(EP::Model, path::AbstractString, setup::Dict, inputs::Dic println("Time elapsed for writing costs is") println(elapsed_time_costs) dfCap = write_capacity(path, inputs, setup, EP) - dfCapRetro = write_capacity_retrofit(path, inputs, setup, EP) dfPower = write_power(path, inputs, setup, EP) dfCharge = write_charge(path, inputs, setup, EP) dfCapacityfactor = write_capacityfactor(path, inputs, setup, EP) From 7c80cc75610b1fd9d57a1163ba4e99df6009c82c Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 27 Nov 2023 15:18:12 -0500 Subject: [PATCH 30/55] Clean GenX.jl after merge --- src/GenX.jl | 10 ---------- 1 file changed, 10 deletions(-) diff --git a/src/GenX.jl b/src/GenX.jl index 5e03591ea2..7bd75fb736 100644 --- a/src/GenX.jl +++ b/src/GenX.jl @@ -36,16 +36,6 @@ using Combinatorics using Random using RecursiveArrayTools using Statistics -<<<<<<< HEAD -# using SparseArrays -# Uncomment if Gurobi or CPLEX active license and installations are there and the user intends to use either of them -#using CPLEX -using Gurobi -#using CPLEX -#using MOI -#using SCIP -======= ->>>>>>> origin/develop using HiGHS # Global scaling factor used when ParameterScale is on to shift values from MW to GW From 39faec5c615305fd63d323c949b6e3cfd5372410 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 27 Nov 2023 18:56:35 -0500 Subject: [PATCH 31/55] Update the example case for multi-fuels 1. Replace the threeZone_multiFules example case with a more simplified example case, which only has 24 hours and one zone. 2. Edit README.MD for the example case --- .../OneZone_MultiFuels/CO2_cap.csv | 2 + .../Capacity_reserve_margin.csv | 2 + .../OneZone_MultiFuels/Demand_data.csv | 25 + .../Energy_share_requirement.csv | 2 + .../OneZone_MultiFuels/Fuels_data.csv | 26 + .../OneZone_MultiFuels/Generators_data.csv | 5 + .../Generators_variability.csv | 25 + .../Maximum_capacity_requirement.csv | 4 + .../Minimum_capacity_requirement.csv | 4 + .../OneZone_MultiFuels/README.md | 15 + .../OneZone_MultiFuels/Reserves.csv | 2 + .../Run.jl | 0 .../Settings/cbc_settings.yml | 0 .../Settings/clp_settings.yml | 0 .../Settings/cplex_settings.yml | 0 .../Settings/genx_settings.yml | 15 +- .../Settings/gurobi_settings.yml | 4 +- .../Settings/highs_settings.yml | 4 +- .../Settings/scip_settings.yml | 0 .../time_domain_reduction_settings.yml | 18 +- .../ThreeZones_Multi_Fuel/CO2_cap.csv | 4 - .../Capacity_reserve_margin.csv | 4 - .../Energy_share_requirement.csv | 4 - .../ThreeZones_Multi_Fuel/Fuels_data.csv | 8762 ----------------- .../ThreeZones_Multi_Fuel/Generators_data.csv | 11 - .../Generators_variability.csv | 8761 ---------------- .../ThreeZones_Multi_Fuel/Load_data.csv | 8761 ---------------- .../Minimum_capacity_requirement.csv | 4 - .../ThreeZones_Multi_Fuel/Network.csv | 4 - .../ThreeZones_Multi_Fuel/README.md | 15 - .../ThreeZones_Multi_Fuel/Reserves.csv | 2 - 31 files changed, 132 insertions(+), 26353 deletions(-) create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/CO2_cap.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Capacity_reserve_margin.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Energy_share_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Fuels_data.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_data.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_variability.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Maximum_capacity_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Minimum_capacity_requirement.csv create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/README.md create mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Reserves.csv rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Run.jl (100%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/cbc_settings.yml (100%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/clp_settings.yml (100%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/cplex_settings.yml (100%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/genx_settings.yml (66%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/gurobi_settings.yml (83%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/highs_settings.yml (77%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/scip_settings.yml (100%) rename Example_Systems/SmallNewEngland/{ThreeZones_Multi_Fuel => OneZone_MultiFuels}/Settings/time_domain_reduction_settings.yml (90%) delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_variability.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Load_data.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md delete mode 100644 Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/CO2_cap.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/CO2_cap.csv new file mode 100644 index 0000000000..1b5869ce2e --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/CO2_cap.csv @@ -0,0 +1,2 @@ +,Network_zones,CO_2_Cap_Zone_1,CO_2_Max_tons_MWh_1,CO_2_Max_Mtons_1 +NE,z1,1,0.05,0.018 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Capacity_reserve_margin.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Capacity_reserve_margin.csv new file mode 100644 index 0000000000..1cda938c80 --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Capacity_reserve_margin.csv @@ -0,0 +1,2 @@ +,Network_zones,CapRes_1 +NE,z1,0.156 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv new file mode 100644 index 0000000000..026bdc238c --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv @@ -0,0 +1,25 @@ +Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Demand_MW_z1 +50000,1,1,1,1,24,24,1,11162 +,,,,,,,2,10556 +,,,,,,,3,10105 +,,,,,,,4,9878 +,,,,,,,5,9843 +,,,,,,,6,10017 +,,,,,,,7,10390 +,,,,,,,8,10727 +,,,,,,,9,11298 +,,,,,,,10,11859 +,,,,,,,11,12196 +,,,,,,,12,12321 +,,,,,,,13,12381 +,,,,,,,14,12270 +,,,,,,,15,12149 +,,,,,,,16,12219 +,,,,,,,17,13410 +,,,,,,,18,14539 +,,,,,,,19,14454 +,,,,,,,20,14012 +,,,,,,,21,13494 +,,,,,,,22,12772 +,,,,,,,23,11877 +,,,,,,,24,10874 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Energy_share_requirement.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Energy_share_requirement.csv new file mode 100644 index 0000000000..50c97b4b39 --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Energy_share_requirement.csv @@ -0,0 +1,2 @@ +,Network_zones,ESR_1,ESR_2 +NE,z1,0.259,0.348 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Fuels_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Fuels_data.csv new file mode 100644 index 0000000000..c3ed423cea --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Fuels_data.csv @@ -0,0 +1,26 @@ +Time_Index,NG,None,H2 +0,0.05306,0,0 +1,5.28,0,16 +2,5.28,0,16 +3,5.28,0,16 +4,5.28,0,16 +5,5.28,0,16 +6,5.28,0,16 +7,5.28,0,16 +8,5.28,0,16 +9,5.28,0,16 +10,5.28,0,16 +11,5.28,0,16 +12,5.28,0,16 +13,5.28,0,16 +14,5.28,0,16 +15,5.28,0,16 +16,5.28,0,16 +17,5.28,0,16 +18,5.28,0,16 +19,5.28,0,16 +20,5.28,0,16 +21,5.28,0,16 +22,5.28,0,16 +23,5.28,0,16 +24,5.28,0,16 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_data.csv new file mode 100644 index 0000000000..f1ffe73b73 --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_data.csv @@ -0,0 +1,5 @@ +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,MULTI_FUELS,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,2,NG,7.43,0,1,0,1,H2,7.43,0.05,1,0.05,1 +solar_pv,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,1,None,0,0,0,0,0,None,0,0,0,0,1 +onshore_wind,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,1,None,0,0,0,0,1,None,0,0,0,0,1 +battery,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0,1,None,0,0,0,0,0,None,0,0,0,0,1 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_variability.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_variability.csv new file mode 100644 index 0000000000..4e5561db1e --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Generators_variability.csv @@ -0,0 +1,25 @@ +Time_Index,natural_gas_combined_cycle,solar_pv,onshore_wind,battery +1,1,0,0.889717042,1 +2,1,0,0.877715468,1 +3,1,0,0.903424203,1 +4,1,0,0.895153165,1 +5,1,0,0.757258117,1 +6,1,0,0.630928695,1 +7,1,0,0.557177782,1 +8,1,0,0.6072492,1 +9,1,0.1779,0.423417866,1 +10,1,0.429,0.007470775,1 +11,1,0.5748,0.002535942,1 +12,1,0.6484,0.002153709,1 +13,1,0.6208,0.00445132,1 +14,1,0.596,0.007711587,1 +15,1,0.5013,0.100848213,1 +16,1,0.3311,0.201802149,1 +17,1,0.0642,0.141933054,1 +18,1,0,0.567022562,1 +19,1,0,0.946024895,1 +20,1,0,0.923394203,1 +21,1,0,0.953386247,1 +22,1,0,0.929205418,1 +23,1,0,0.849528909,1 +24,1,0,0.665570974,1 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Maximum_capacity_requirement.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Maximum_capacity_requirement.csv new file mode 100644 index 0000000000..ddf55ebace --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Maximum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MaxCapReqConstraint,ConstraintDescription,Max_MW +1,PV,50000 +2,Wind,100000 +3,Batteries,60000 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Minimum_capacity_requirement.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Minimum_capacity_requirement.csv new file mode 100644 index 0000000000..8593a5abcc --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Minimum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MinCapReqConstraint,ConstraintDescription,Min_MW +1,PV,5000 +2,Wind,10000 +3,Batteries,6000 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/README.md b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/README.md new file mode 100644 index 0000000000..7b35c38cf1 --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/README.md @@ -0,0 +1,15 @@ +# Small New England: One Zone with resources that can use multiple fuels + +**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/OneZone_MultiFules** is one of our most basic models, a 24-hour example with hourly resolution containing only one zone representing New England. The model includes only natural gas (cofiring with H2), solar PV, wind, and lithium-ion battery storage with no initial capacity. + +To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/OneZone_MultiFuels`: + +`cd("Example_Systems/SmallNewEngland/OneZone_MultiFuels")` + +Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver HiGHS (`Solver: HiGHS`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. + +Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: + +`include("Run.jl")` + +Once the model has completed, results will write to the `Results` directory. diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Reserves.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Reserves.csv new file mode 100644 index 0000000000..b495df0dea --- /dev/null +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Reserves.csv @@ -0,0 +1,2 @@ +Reg_Req_Percent_Demand,Reg_Req_Percent_VRE,Rsv_Req_Percent_Demand,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW +0.01,0.0032,0.033,0.0795,1000,0,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Run.jl similarity index 100% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Run.jl rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Run.jl diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml similarity index 100% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cbc_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml similarity index 100% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/clp_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cplex_settings.yml similarity index 100% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/cplex_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cplex_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/genx_settings.yml similarity index 66% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/genx_settings.yml index 31e98be1f7..c4f7e8fbfc 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/genx_settings.yml +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/genx_settings.yml @@ -1,23 +1,20 @@ OverwriteResults: 0 # Overwrite existing results in output folder or create a new one; 0 = create new folder; 1 = overwrite existing results PrintModel: 0 # Write the model formulation as an output; 0 = active; 1 = not active -NetworkExpansion: 1 # Transmission network expansionl; 0 = not active; 1 = active systemwide +NetworkExpansion: 0 # Transmission network expansionl; 0 = not active; 1 = active systemwide Trans_Loss_Segments: 1 # Number of segments used in piecewise linear approximation of transmission losses; 1 = linear, >2 = piecewise quadratic Reserves: 0 # Regulation (primary) and operating (secondary) reserves; 0 = not active, 1 = active systemwide -EnergyShareRequirement: 0 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide -CapacityReserveMargin: 0 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide -CO2Cap: 2 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = load + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint +EnergyShareRequirement: 1 # Minimum qualifying renewables penetration; 0 = not active; 1 = active systemwide +CapacityReserveMargin: 1 # Number of capacity reserve margin constraints; 0 = not active; 1 = active systemwide +CO2Cap: 0 # CO2 emissions cap; 0 = not active (no CO2 emission limit); 1 = mass-based emission limit constraint; 2 = demand + rate-based emission limit constraint; 3 = generation + rate-based emission limit constraint StorageLosses: 1 # Energy Share Requirement and CO2 constraints account for energy lost; 0 = not active (DO NOT account for energy lost); 1 = active systemwide (DO account for energy lost) MinCapReq: 1 # Activate minimum technology carveout constraints; 0 = not active; 1 = active -MaxCapReq: 0 # Activate maximum technology carveout constraints; 0 = not active; 1 = active -Solver: HiGHS # Available solvers: Gurobi, CPLEX, CLP, SCIP +MaxCapReq: 1 # Activate maximum technology carveout constraints; 0 = not active; 1 = active ParameterScale: 1 # Turn on parameter scaling wherein load, capacity and power variables are defined in GW rather than MW. 0 = not active; 1 = active systemwide WriteShadowPrices: 1 # Write shadow prices of LP or relaxed MILP; 0 = not active; 1 = active UCommit: 2 # Unit committment of thermal power plants; 0 = not active; 1 = active using integer clestering; 2 = active using linearized clustering -OperationWrapping: 1 # Sets temporal resolution of the model; 0 = single period to represent the full year, with first-last time step linked; 1 = multiple representative periods TimeDomainReductionFolder: "TDR_Results" # Directory name where results from time domain reduction will be saved. If results already exist here, these will be used without running time domain reduction script again. -TimeDomainReduction: 1 # Time domain reduce (i.e. cluster) inputs based on Load_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) +TimeDomainReduction: 0 # Time domain reduce (i.e. cluster) inputs based on Demand_data.csv, Generators_variability.csv, and Fuels_data.csv; 0 = not active (use input data as provided); 0 = active (cluster input data, or use data that has already been clustered) ModelingToGenerateAlternatives: 0 # Modeling to generate alternatives; 0 = not active; 1 = active. Note: produces a single solution as output ModelingtoGenerateAlternativeSlack: 0.1 # Slack value as a fraction of least-cost objective in budget constraint used for evaluating alternative model solutions; positive float value ModelingToGenerateAlternativeIterations: 3 # Number of MGA iterations with maximization and minimization objective -MultiStage: 0 # Multi-stage modeling; 0 if single-stage; 1 if multi-stage. MethodofMorris: 0 #Flag for turning on the Method of Morris analysis diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/gurobi_settings.yml similarity index 83% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/gurobi_settings.yml index fd4d9b8a83..0aa53a56d3 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/gurobi_settings.yml +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/gurobi_settings.yml @@ -4,12 +4,12 @@ Feasib_Tol: 1.0e-05 # Constraint (primal) feasibility tolerances. Optimal_Tol: 1e-5 # Dual feasibility tolerances. TimeLimit: 110000 # Limits total time solver. Pre_Solve: 1 # Controls presolve level. -Method: 4 # Algorithm used to solve continuous models (including MIP root relaxation). +Method: 2 # Algorithm used to solve continuous models (including MIP root relaxation). #Gurobi-specific solver settings MIPGap: 1e-3 # Relative (p.u. of optimal) mixed integer optimality tolerance for MIP problems (ignored otherwise). BarConvTol: 1.0e-08 # Barrier convergence tolerance (determines when barrier terminates). NumericFocus: 0 # Numerical precision emphasis. -Crossover: -1 # Barrier crossver strategy. +Crossover: 0 # Barrier crossver strategy. PreDual: 0 # Decides whether presolve should pass the primal or dual linear programming problem to the LP optimization algorithm. AggFill: 10 # Allowed fill during presolve aggregation. diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/highs_settings.yml similarity index 77% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/highs_settings.yml index e4f1ad0245..e244a0b4cf 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/highs_settings.yml +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/highs_settings.yml @@ -4,7 +4,9 @@ Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advan Optimal_Tol: 1.0e-05 # Dual feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] Pre_Solve: choose # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] -Method: ipm #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] +Method: choose #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] + +#highs-specific solver settings # run the crossover routine for ipx # [type: string, advanced: "on", range: {"off", "on"}, default: "off"] diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml similarity index 100% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/scip_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml similarity index 90% rename from Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml rename to Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml index a1db56f2be..537b80d797 100644 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Settings/time_domain_reduction_settings.yml +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml @@ -63,10 +63,10 @@ Threshold: 0.05 # The number of times to repeat each kmeans/kmedoids clustering at the same setting. nReps: 100 - # - LoadWeight - # Default 1, this is an optional multiplier on load columns in order to prioritize - # better fits for load profiles over resource capacity factor profiles. -LoadWeight: 1 + # - DemandWeight + # Default 1, this is an optional multiplier on demand columns in order to prioritize + # better fits for demand profiles over resource capacity factor profiles. +DemandWeight: 1 # - WeightTotal # Default 8760, the sum to which the relative weights of representative periods will be scaled. @@ -82,8 +82,8 @@ ClusterFuelPrices: 1 # - UseExtremePeriods # Either 'yes' or 'no', this designates whether or not to include - # outliers (by performance or load/resource extreme) as their own representative periods. - # This setting automatically includes the periods with maximum load, minimum solar cf and + # outliers (by performance or demand/resource extreme) as their own representative periods. + # This setting automatically includes the periods with maximum demand, minimum solar cf and # minimum wind cf as extreme periods. UseExtremePeriods: 1 @@ -94,17 +94,17 @@ UseExtremePeriods: 1 # stage separately MultiStageConcatenate: 0 -# STILL IN DEVELOPMENT - Currently just uses integral max load, integral min PV and wind. +# STILL IN DEVELOPMENT - Currently just uses integral max demand, integral min PV and wind. # - ExtremePeriods # Use this to define which periods to be included among the final representative periods # as "Extreme Periods". -# Select by profile type: load ("Load"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). +# Select by profile type: demand ("Demand"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). # Select whether to examine these profiles by zone ("Zone") or across the whole system ("System"). # Select whether to look for absolute max/min at the timestep level ("Absolute") # or max/min sum across the period ("Integral"). # Select whether you want the maximum ("Max") or minimum ("Min") (of the prior type) for each profile type. ExtremePeriods: - Load: + Demand: Zone: Absolute: Max: 0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv deleted file mode 100644 index fbd59924ee..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/CO2_cap.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,CO_2_Cap_Zone_1,CO_2_Cap_Zone_2,CO_2_Cap_Zone_3,CO_2_Max_tons_MWh_1,CO_2_Max_tons_MWh_2,CO_2_Max_tons_MWh_3,CO_2_Max_Mtons_1,CO_2_Max_Mtons_2,CO_2_Max_Mtons_3 -MA,z1,1,0,0,0.05,0,0,0.018,0,0 -CT,z2,0,1,0,0,0.05,0,0,0.025,0 -ME,z3,0,0,1,0,0,0.05,0,0,0.025 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv deleted file mode 100644 index 55077ad095..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Capacity_reserve_margin.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,CapRes_1 -MA,z1,0.156 -CT,z2,0.156 -ME,z3,0.156 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv deleted file mode 100644 index 3d49badae7..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Energy_share_requirement.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,ESR_1,ESR_2 -MA,z1,0.259,0.348 -CT,z2,0.44,0.44 -ME,z3,0.776,0.776 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv deleted file mode 100644 index 86e4cbe2d5..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Fuels_data.csv +++ /dev/null @@ -1,8762 +0,0 @@ -Time_Index,CT_NG,ME_NG,MA_NG,CT_H2,ME_H2,MA_H2,None -0,0.05306,0.05306,0.05306,0,0,0,0 -1,5.45,5.45,5.28,15,15,15,0 -2,5.45,5.45,5.28,15,15,15,0 -3,5.45,5.45,5.28,15,15,15,0 -4,5.45,5.45,5.28,15,15,15,0 -5,5.45,5.45,5.28,15,15,15,0 -6,5.45,5.45,5.28,15,15,15,0 -7,5.45,5.45,5.28,15,15,15,0 -8,5.45,5.45,5.28,15,15,15,0 -9,5.45,5.45,5.28,15,15,15,0 -10,5.45,5.45,5.28,15,15,15,0 -11,5.45,5.45,5.28,15,15,15,0 -12,5.45,5.45,5.28,15,15,15,0 -13,5.45,5.45,5.28,15,15,15,0 -14,5.45,5.45,5.28,15,15,15,0 -15,5.45,5.45,5.28,15,15,15,0 -16,5.45,5.45,5.28,15,15,15,0 -17,5.45,5.45,5.28,15,15,15,0 -18,5.45,5.45,5.28,15,15,15,0 -19,5.45,5.45,5.28,15,15,15,0 -20,5.45,5.45,5.28,15,15,15,0 -21,5.45,5.45,5.28,15,15,15,0 -22,5.45,5.45,5.28,15,15,15,0 -23,5.45,5.45,5.28,15,15,15,0 -24,5.45,5.45,5.28,15,15,15,0 -25,5.45,5.45,5.28,15,15,15,0 -26,5.45,5.45,5.28,15,15,15,0 -27,5.45,5.45,5.28,15,15,15,0 -28,5.45,5.45,5.28,15,15,15,0 -29,5.45,5.45,5.28,15,15,15,0 -30,5.45,5.45,5.28,15,15,15,0 -31,5.45,5.45,5.28,15,15,15,0 -32,5.45,5.45,5.28,15,15,15,0 -33,5.45,5.45,5.28,15,15,15,0 -34,5.45,5.45,5.28,15,15,15,0 -35,5.45,5.45,5.28,15,15,15,0 -36,5.45,5.45,5.28,15,15,15,0 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-8749,3.78,3.78,4.28,15,15,15,0 -8750,3.78,3.78,4.28,15,15,15,0 -8751,3.78,3.78,4.28,15,15,15,0 -8752,3.78,3.78,4.28,15,15,15,0 -8753,3.78,3.78,4.28,15,15,15,0 -8754,3.78,3.78,4.28,15,15,15,0 -8755,3.78,3.78,4.28,15,15,15,0 -8756,3.78,3.78,4.28,15,15,15,0 -8757,3.78,3.78,4.28,15,15,15,0 -8758,3.78,3.78,4.28,15,15,15,0 -8759,3.78,3.78,4.28,15,15,15,0 -8760,3.78,3.78,4.28,15,15,15,0 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv deleted file mode 100644 index 7f337f8d35..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_data.csv +++ /dev/null @@ -1,11 +0,0 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,MULTI_FUELS,Num_Fuels,Num_VRE_Bins,New_Build,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster -MA_natural_gas_combined_cycle,1,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,MA_NG,MA_NG,7.43,0,1,1,1,MA_H2,8,0,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,MA,1 -MA_solar_pv,1,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,MA,1 -CT_natural_gas_combined_cycle,2,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,9698,0,0,3.57,0,7.12,CT_NG,CT_NG,7.12,0,1,1,1,CT_H2,8,0,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.338,0,1,1,0,0,0,0,1,0.133332722,0.266665444,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,CT,1 -CT_onshore_wind,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,CT,1 -CT_solar_pv,2,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,solar_photovoltaic,0.8,1,1,CT,1 -ME_natural_gas_combined_cycle,3,1,0,0,0,0,0,0,1,2,0,1,0,0,0,-1,-1,-1,0,0,0,65400,0,0,16291,0,0,4.5,0,12.62,ME_NG,ME_NG,12.62,0,1,1,1,ME_H2,13,0.125,0.125,0,1,250,91,2,6,6,0.64,0.64,0,0.474,0,1,1,0,0,0,0,1,0.033333333,0.066666667,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,ME,1 -ME_onshore_wind,3,0,0,0,0,0,1,0,0,1,1,1,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,0,0,1,onshore_wind_turbine,0.8,1,1,ME,1 -MA_battery,1,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,MA,0 -CT_battery,2,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,CT,0 -ME_battery,3,0,0,1,0,0,0,0,0,1,0,1,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,None,0,0,0,0,0,None,0,0,0,0,1,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,battery_mid,0.95,0,0,ME,0 \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_variability.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_variability.csv deleted file mode 100644 index 32860a8860..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Generators_variability.csv +++ /dev/null @@ -1,8761 +0,0 @@ -Time_Index,MA_natural_gas_combined_cycle,MA_solar_pv,CT_natural_gas_combined_cycle,CT_onshore_wind,CT_solar_pv,ME_natural_gas_combined_cycle,ME_onshore_wind,MA_battery,CT_battery,ME_battery -1,1,0,1,0.569944978,0,1,0.920104027,1,1,1 -2,1,0,1,0.623258889,0,1,0.882233679,1,1,1 -3,1,0,1,0.694188416,0,1,0.89507395,1,1,1 -4,1,0,1,0.647399664,0,1,0.87304908,1,1,1 -5,1,0,1,0.381773531,0,1,0.831012249,1,1,1 -6,1,0,1,0.244582877,0,1,0.776541591,1,1,1 -7,1,0,1,0.293396771,0,1,0.704862773,1,1,1 -8,1,0,1,0.37860319,0,1,0.64796108,1,1,1 -9,1,0.1779,1,0.329338044,0.2003,1,0.526324749,1,1,1 -10,1,0.429,1,1.52E-05,0.4221,1,0.079201177,1,1,1 -11,1,0.5748,1,4.55E-05,0.5774,1,0.02501085,1,1,1 -12,1,0.6484,1,0.00057204,0.6504,1,0.006543793,1,1,1 -13,1,0.6208,1,0.086801805,0.6166,1,0.012104483,1,1,1 -14,1,0.596,1,0.341097623,0.6205,1,0.018969901,1,1,1 -15,1,0.5013,1,0.326572925,0.513,1,0.034807973,1,1,1 -16,1,0.3311,1,0.38522929,0.3369,1,0.089363858,1,1,1 -17,1,0.0642,1,0.25948137,0.1068,1,0.198931903,1,1,1 -18,1,0,1,0.818314612,0,1,0.486049294,1,1,1 -19,1,0,1,0.947374165,0,1,0.695741773,1,1,1 -20,1,0,1,0.884191096,0,1,0.893018901,1,1,1 -21,1,0,1,0.863175511,0,1,0.884643197,1,1,1 -22,1,0,1,0.935150564,0,1,0.961134374,1,1,1 -23,1,0,1,0.973402262,0,1,0.955752611,1,1,1 -24,1,0,1,0.746089995,0,1,0.952378809,1,1,1 -25,1,0,1,0.433065981,0,1,0.905306697,1,1,1 -26,1,0,1,0.503579199,0,1,0.868118405,1,1,1 -27,1,0,1,0.820716262,0,1,0.810200989,1,1,1 -28,1,0,1,0.861984015,0,1,0.878156662,1,1,1 -29,1,0,1,0.635637224,0,1,0.943921924,1,1,1 -30,1,0,1,0.684829473,0,1,0.907720923,1,1,1 -31,1,0,1,0.745589137,0,1,0.828339458,1,1,1 -32,1,0,1,0.27747938,0,1,0.849667013,1,1,1 -33,1,0.16,1,0.655076563,0.1615,1,0.907849193,1,1,1 -34,1,0.3418,1,0.843971074,0.4263,1,0.964260221,1,1,1 -35,1,0.4952,1,0.989659667,0.57,1,0.942756534,1,1,1 -36,1,0.5654,1,0.995543838,0.6482,1,0.85308063,1,1,1 -37,1,0.5713,1,1,0.6314,1,0.791825891,1,1,1 -38,1,0.5414,1,1,0.5409,1,0.882102609,1,1,1 -39,1,0.4677,1,0.998463929,0.4277,1,0.888284206,1,1,1 -40,1,0.3193,1,0.957467973,0.3402,1,0.899303496,1,1,1 -41,1,0.1003,1,0.884891868,0.1301,1,0.918197513,1,1,1 -42,1,0,1,0.697858751,0,1,0.785050571,1,1,1 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-8751,1,0.3834,1,0.29992196,0.3739,1,0.82728827,1,1,1 -8752,1,0.2594,1,0.255118966,0.2229,1,0.724734783,1,1,1 -8753,1,0.078,1,0.505675673,0.0795,1,0.785910606,1,1,1 -8754,1,0,1,0.899923265,0,1,0.833322525,1,1,1 -8755,1,0,1,0.988318086,0,1,0.7449314,1,1,1 -8756,1,0,1,0.305529714,0,1,0.566415668,1,1,1 -8757,1,0,1,0.445487559,0,1,0.595831871,1,1,1 -8758,1,0,1,0.304045409,0,1,0.735717297,1,1,1 -8759,1,0,1,0.617810786,0,1,0.773955822,1,1,1 -8760,1,0,1,0.652051687,0,1,0.908408403,1,1,1 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Load_data.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Load_data.csv deleted file mode 100644 index cbb4f36bc8..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Load_data.csv +++ /dev/null @@ -1,8761 +0,0 @@ -Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,$/MWh,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Load_MW_z1,Load_MW_z2,Load_MW_z3 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-,,,,,,,,36,9650,2755,1316 -,,,,,,,,37,9635,2751,1313 -,,,,,,,,38,9572,2734,1305 -,,,,,,,,39,9542,2725,1301 -,,,,,,,,40,9687,2766,1321 -,,,,,,,,41,10596,3026,1444 -,,,,,,,,42,11515,3289,1570 -,,,,,,,,43,11414,3260,1556 -,,,,,,,,44,11138,3181,1519 -,,,,,,,,45,10688,3052,1457 -,,,,,,,,46,9979,2850,1360 -,,,,,,,,47,9100,2599,1241 -,,,,,,,,48,8304,2372,1132 -,,,,,,,,49,7776,2221,1060 -,,,,,,,,50,7513,2145,1024 -,,,,,,,,51,7386,2109,1007 -,,,,,,,,52,7401,2114,1009 -,,,,,,,,53,7667,2189,1045 -,,,,,,,,54,8455,2414,1152 -,,,,,,,,55,9848,2812,1343 -,,,,,,,,56,10629,3035,1449 -,,,,,,,,57,10761,3073,1467 -,,,,,,,,58,10835,3094,1477 -,,,,,,,,59,10932,3122,1490 -,,,,,,,,60,10950,3127,1493 -,,,,,,,,61,10905,3115,1487 -,,,,,,,,62,10890,3111,1484 -,,,,,,,,63,10849,3098,1479 -,,,,,,,,64,10999,3141,1499 -,,,,,,,,65,11858,3386,1616 -,,,,,,,,66,12796,3654,1745 -,,,,,,,,67,12821,3661,1748 -,,,,,,,,68,12605,3600,1719 -,,,,,,,,69,12195,3483,1663 -,,,,,,,,70,11476,3277,1565 -,,,,,,,,71,10515,3003,1434 -,,,,,,,,72,9674,2763,1319 -,,,,,,,,73,9151,2614,1247 -,,,,,,,,74,8876,2535,1210 -,,,,,,,,75,8736,2495,1191 -,,,,,,,,76,8752,2499,1193 -,,,,,,,,77,8990,2568,1226 -,,,,,,,,78,9733,2780,1327 -,,,,,,,,79,11084,3166,1511 -,,,,,,,,80,11820,3376,1611 -,,,,,,,,81,11834,3380,1614 -,,,,,,,,82,11803,3371,1609 -,,,,,,,,83,11777,3363,1605 -,,,,,,,,84,11661,3330,1590 -,,,,,,,,85,11494,3283,1567 -,,,,,,,,86,11395,3255,1554 -,,,,,,,,87,11306,3229,1541 -,,,,,,,,88,11423,3262,1557 -,,,,,,,,89,12221,3491,1666 -,,,,,,,,90,12871,3676,1755 -,,,,,,,,91,12772,3647,1741 -,,,,,,,,92,12474,3562,1701 -,,,,,,,,93,11997,3426,1635 -,,,,,,,,94,11207,3201,1528 -,,,,,,,,95,10201,2914,1391 -,,,,,,,,96,9270,2648,1264 -,,,,,,,,97,8676,2478,1182 -,,,,,,,,98,8358,2387,1140 -,,,,,,,,99,8198,2341,1117 -,,,,,,,,100,8168,2333,1114 -,,,,,,,,101,8378,2393,1142 -,,,,,,,,102,9065,2589,1236 -,,,,,,,,103,10371,2962,1414 -,,,,,,,,104,11136,3181,1518 -,,,,,,,,105,11217,3204,1530 -,,,,,,,,106,11267,3218,1536 -,,,,,,,,107,11216,3203,1530 -,,,,,,,,108,11059,3159,1508 -,,,,,,,,109,10923,3119,1489 -,,,,,,,,110,10869,3104,1482 -,,,,,,,,111,10783,3080,1470 -,,,,,,,,112,10853,3100,1479 -,,,,,,,,113,11542,3296,1574 -,,,,,,,,114,12297,3512,1676 -,,,,,,,,115,12252,3499,1671 -,,,,,,,,116,11974,3420,1632 -,,,,,,,,117,11527,3292,1571 -,,,,,,,,118,10788,3081,1471 -,,,,,,,,119,9795,2797,1335 -,,,,,,,,120,8937,2553,1218 -,,,,,,,,121,8376,2392,1141 -,,,,,,,,122,8071,2305,1100 -,,,,,,,,123,7915,2260,1079 -,,,,,,,,124,7876,2249,1074 -,,,,,,,,125,8068,2304,1100 -,,,,,,,,126,8750,2499,1193 -,,,,,,,,127,10032,2865,1368 -,,,,,,,,128,10800,3085,1473 -,,,,,,,,129,10890,3110,1484 -,,,,,,,,130,10901,3113,1486 -,,,,,,,,131,10853,3100,1479 -,,,,,,,,132,10692,3053,1458 -,,,,,,,,133,10515,3003,1434 -,,,,,,,,134,10423,2976,1421 -,,,,,,,,135,10278,2935,1401 -,,,,,,,,136,10327,2950,1408 -,,,,,,,,137,10930,3121,1490 -,,,,,,,,138,11507,3286,1569 -,,,,,,,,139,11322,3234,1544 -,,,,,,,,140,10996,3140,1499 -,,,,,,,,141,10561,3016,1440 -,,,,,,,,142,9994,2855,1363 -,,,,,,,,143,9224,2635,1257 -,,,,,,,,144,8432,2408,1150 -,,,,,,,,145,7819,2234,1066 -,,,,,,,,146,7480,2136,1020 -,,,,,,,,147,7296,2083,994 -,,,,,,,,148,7221,2063,984 -,,,,,,,,149,7293,2083,994 -,,,,,,,,150,7571,2162,1032 -,,,,,,,,151,8073,2305,1100 -,,,,,,,,152,8602,2456,1172 -,,,,,,,,153,9143,2611,1247 -,,,,,,,,154,9471,2704,1291 -,,,,,,,,155,9563,2731,1303 -,,,,,,,,156,9486,2709,1293 -,,,,,,,,157,9312,2659,1269 -,,,,,,,,158,9115,2603,1242 -,,,,,,,,159,8976,2564,1224 -,,,,,,,,160,9072,2591,1236 -,,,,,,,,161,9736,2780,1328 -,,,,,,,,162,10403,2970,1418 -,,,,,,,,163,10280,2936,1402 -,,,,,,,,164,9950,2842,1357 -,,,,,,,,165,9638,2752,1314 -,,,,,,,,166,9187,2624,1252 -,,,,,,,,167,8597,2455,1172 -,,,,,,,,168,7948,2270,1084 -,,,,,,,,169,7404,2114,1010 -,,,,,,,,170,7089,2024,966 -,,,,,,,,171,6902,1971,941 -,,,,,,,,172,6852,1957,934 -,,,,,,,,173,6904,1972,941 -,,,,,,,,174,7105,2029,969 -,,,,,,,,175,7494,2140,1021 -,,,,,,,,176,7901,2256,1077 -,,,,,,,,177,8468,2418,1154 -,,,,,,,,178,8906,2544,1214 -,,,,,,,,179,9183,2623,1252 -,,,,,,,,180,9356,2672,1276 -,,,,,,,,181,9386,2680,1280 -,,,,,,,,182,9334,2665,1272 -,,,,,,,,183,9301,2656,1268 -,,,,,,,,184,9431,2694,1286 -,,,,,,,,185,10240,2925,1396 -,,,,,,,,186,11081,3165,1511 -,,,,,,,,187,11064,3160,1509 -,,,,,,,,188,10779,3078,1469 -,,,,,,,,189,10405,2971,1418 -,,,,,,,,190,9791,2796,1335 -,,,,,,,,191,8983,2565,1225 -,,,,,,,,192,8276,2364,1128 -,,,,,,,,193,7813,2231,1065 -,,,,,,,,194,7590,2168,1035 -,,,,,,,,195,7507,2144,1024 -,,,,,,,,196,7536,2152,1027 -,,,,,,,,197,7808,2230,1065 -,,,,,,,,198,8592,2454,1171 -,,,,,,,,199,10003,2857,1363 -,,,,,,,,200,10818,3090,1475 -,,,,,,,,201,10898,3112,1486 -,,,,,,,,202,10909,3115,1487 -,,,,,,,,203,10903,3114,1487 -,,,,,,,,204,10810,3087,1474 -,,,,,,,,205,10627,3035,1449 -,,,,,,,,206,10513,3002,1434 -,,,,,,,,207,10366,2960,1414 -,,,,,,,,208,10401,2970,1418 -,,,,,,,,209,11101,3170,1514 -,,,,,,,,210,12044,3440,1642 -,,,,,,,,211,12015,3431,1638 -,,,,,,,,212,11693,3339,1594 -,,,,,,,,213,11225,3205,1530 -,,,,,,,,214,10453,2985,1425 -,,,,,,,,215,9470,2704,1291 -,,,,,,,,216,8600,2456,1172 -,,,,,,,,217,8029,2293,1095 -,,,,,,,,218,7745,2212,1055 -,,,,,,,,219,7589,2167,1035 -,,,,,,,,220,7578,2164,1033 -,,,,,,,,221,7797,2227,1063 -,,,,,,,,222,8521,2434,1161 -,,,,,,,,223,9893,2825,1349 -,,,,,,,,224,10626,3035,1449 -,,,,,,,,225,10665,3046,1454 -,,,,,,,,226,10719,3061,1461 -,,,,,,,,227,10723,3062,1462 -,,,,,,,,228,10619,3033,1448 -,,,,,,,,229,10444,2983,1424 -,,,,,,,,230,10355,2957,1412 -,,,,,,,,231,10262,2930,1399 -,,,,,,,,232,10332,2950,1408 -,,,,,,,,233,11008,3144,1501 -,,,,,,,,234,11778,3363,1605 -,,,,,,,,235,11691,3339,1594 -,,,,,,,,236,11401,3256,1555 -,,,,,,,,237,10973,3134,1496 -,,,,,,,,238,10250,2927,1398 -,,,,,,,,239,9297,2655,1267 -,,,,,,,,240,8468,2418,1154 -,,,,,,,,241,7942,2269,1083 -,,,,,,,,242,7679,2193,1047 -,,,,,,,,243,7558,2158,1030 -,,,,,,,,244,7592,2168,1035 -,,,,,,,,245,7830,2236,1067 -,,,,,,,,246,8613,2459,1174 -,,,,,,,,247,9991,2854,1363 -,,,,,,,,248,10722,3062,1462 -,,,,,,,,249,10723,3062,1462 -,,,,,,,,250,10659,3044,1453 -,,,,,,,,251,10621,3033,1448 -,,,,,,,,252,10536,3009,1436 -,,,,,,,,253,10388,2966,1416 -,,,,,,,,254,10328,2950,1408 -,,,,,,,,255,10230,2921,1394 -,,,,,,,,256,10299,2941,1404 -,,,,,,,,257,10965,3131,1495 -,,,,,,,,258,11781,3365,1606 -,,,,,,,,259,11737,3352,1600 -,,,,,,,,260,11448,3270,1560 -,,,,,,,,261,11009,3144,1501 -,,,,,,,,262,10255,2929,1398 -,,,,,,,,263,9275,2649,1265 -,,,,,,,,264,8412,2402,1146 -,,,,,,,,265,7842,2239,1069 -,,,,,,,,266,7529,2150,1026 -,,,,,,,,267,7381,2108,1006 -,,,,,,,,268,7378,2107,1005 -,,,,,,,,269,7607,2172,1037 -,,,,,,,,270,8322,2376,1135 -,,,,,,,,271,9608,2744,1310 -,,,,,,,,272,10497,2998,1431 -,,,,,,,,273,10744,3068,1464 -,,,,,,,,274,10919,3119,1489 -,,,,,,,,275,11073,3162,1509 -,,,,,,,,276,11112,3173,1515 -,,,,,,,,277,11068,3161,1509 -,,,,,,,,278,11019,3147,1502 -,,,,,,,,279,10873,3105,1482 -,,,,,,,,280,10847,3098,1479 -,,,,,,,,281,11364,3246,1550 -,,,,,,,,282,11951,3413,1630 -,,,,,,,,283,11830,3378,1613 -,,,,,,,,284,11479,3278,1565 -,,,,,,,,285,10997,3140,1499 -,,,,,,,,286,10224,2920,1393 -,,,,,,,,287,9251,2642,1261 -,,,,,,,,288,8405,2400,1146 -,,,,,,,,289,7811,2231,1065 -,,,,,,,,290,7513,2145,1024 -,,,,,,,,291,7371,2105,1004 -,,,,,,,,292,7344,2098,1001 -,,,,,,,,293,7542,2154,1028 -,,,,,,,,294,8217,2347,1120 -,,,,,,,,295,9501,2713,1295 -,,,,,,,,296,10340,2953,1409 -,,,,,,,,297,10503,3000,1432 -,,,,,,,,298,10548,3012,1438 -,,,,,,,,299,10562,3016,1440 -,,,,,,,,300,10516,3003,1434 -,,,,,,,,301,10420,2976,1421 -,,,,,,,,302,10378,2964,1415 -,,,,,,,,303,10339,2953,1409 -,,,,,,,,304,10489,2995,1430 -,,,,,,,,305,11141,3182,1519 -,,,,,,,,306,11795,3369,1608 -,,,,,,,,307,11688,3338,1594 -,,,,,,,,308,11389,3253,1553 -,,,,,,,,309,11010,3145,1501 -,,,,,,,,310,10445,2983,1424 -,,,,,,,,311,9687,2766,1321 -,,,,,,,,312,8931,2550,1217 -,,,,,,,,313,8341,2382,1137 -,,,,,,,,314,7996,2284,1090 -,,,,,,,,315,7802,2229,1064 -,,,,,,,,316,7742,2211,1055 -,,,,,,,,317,7823,2234,1066 -,,,,,,,,318,8097,2313,1104 -,,,,,,,,319,8611,2459,1174 -,,,,,,,,320,9128,2607,1244 -,,,,,,,,321,9713,2774,1324 -,,,,,,,,322,10173,2905,1387 -,,,,,,,,323,10367,2960,1414 -,,,,,,,,324,10302,2942,1404 -,,,,,,,,325,10138,2895,1383 -,,,,,,,,326,9948,2841,1356 -,,,,,,,,327,9858,2815,1344 -,,,,,,,,328,9938,2838,1355 -,,,,,,,,329,10586,3023,1444 -,,,,,,,,330,11470,3276,1564 -,,,,,,,,331,11467,3275,1564 -,,,,,,,,332,11210,3201,1529 -,,,,,,,,333,10857,3101,1480 -,,,,,,,,334,10427,2978,1422 -,,,,,,,,335,9916,2832,1352 -,,,,,,,,336,9321,2662,1271 -,,,,,,,,337,8761,2502,1195 -,,,,,,,,338,8426,2406,1149 -,,,,,,,,339,8290,2368,1130 -,,,,,,,,340,8274,2363,1128 -,,,,,,,,341,8367,2389,1140 -,,,,,,,,342,8600,2456,1172 -,,,,,,,,343,9002,2571,1227 -,,,,,,,,344,9436,2694,1287 -,,,,,,,,345,10049,2870,1370 -,,,,,,,,346,10510,3001,1433 -,,,,,,,,347,10762,3073,1467 -,,,,,,,,348,10846,3097,1479 -,,,,,,,,349,10837,3095,1478 -,,,,,,,,350,10727,3064,1463 -,,,,,,,,351,10661,3045,1454 -,,,,,,,,352,10747,3069,1465 -,,,,,,,,353,11443,3268,1560 -,,,,,,,,354,12353,3528,1684 -,,,,,,,,355,12368,3532,1686 -,,,,,,,,356,12024,3434,1640 -,,,,,,,,357,11680,3336,1592 -,,,,,,,,358,11098,3170,1513 -,,,,,,,,359,10403,2971,1418 -,,,,,,,,360,9707,2772,1323 -,,,,,,,,361,9218,2633,1257 -,,,,,,,,362,8963,2559,1222 -,,,,,,,,363,8860,2530,1208 -,,,,,,,,364,8864,2532,1208 -,,,,,,,,365,9069,2590,1236 -,,,,,,,,366,9604,2743,1309 -,,,,,,,,367,10488,2995,1430 -,,,,,,,,368,11139,3181,1519 -,,,,,,,,369,11587,3309,1580 -,,,,,,,,370,11837,3381,1614 -,,,,,,,,371,11933,3408,1627 -,,,,,,,,372,11838,3381,1614 -,,,,,,,,373,11648,3326,1588 -,,,,,,,,374,11515,3289,1570 -,,,,,,,,375,11370,3247,1550 -,,,,,,,,376,11392,3254,1553 -,,,,,,,,377,11972,3419,1632 -,,,,,,,,378,12745,3640,1737 -,,,,,,,,379,12604,3600,1718 -,,,,,,,,380,12223,3491,1666 -,,,,,,,,381,11668,3332,1590 -,,,,,,,,382,10868,3104,1482 -,,,,,,,,383,9911,2830,1351 -,,,,,,,,384,9028,2579,1231 -,,,,,,,,385,8422,2405,1148 -,,,,,,,,386,8080,2308,1101 -,,,,,,,,387,7926,2264,1080 -,,,,,,,,388,7885,2252,1075 -,,,,,,,,389,8084,2309,1102 -,,,,,,,,390,8771,2504,1196 -,,,,,,,,391,10017,2861,1366 -,,,,,,,,392,10748,3070,1465 -,,,,,,,,393,10856,3101,1480 -,,,,,,,,394,10861,3101,1480 -,,,,,,,,395,10853,3100,1479 -,,,,,,,,396,10811,3087,1474 -,,,,,,,,397,10754,3071,1466 -,,,,,,,,398,10741,3068,1464 -,,,,,,,,399,10705,3057,1459 -,,,,,,,,400,10808,3086,1474 -,,,,,,,,401,11408,3258,1555 -,,,,,,,,402,11990,3424,1635 -,,,,,,,,403,11823,3376,1612 -,,,,,,,,404,11467,3275,1563 -,,,,,,,,405,10936,3124,1491 -,,,,,,,,406,10145,2897,1383 -,,,,,,,,407,9158,2615,1248 -,,,,,,,,408,8270,2362,1127 -,,,,,,,,409,7673,2191,1046 -,,,,,,,,410,7368,2104,1004 -,,,,,,,,411,7210,2059,983 -,,,,,,,,412,7192,2054,980 -,,,,,,,,413,7428,2121,1013 -,,,,,,,,414,8195,2340,1117 -,,,,,,,,415,9601,2742,1309 -,,,,,,,,416,10337,2952,1409 -,,,,,,,,417,10414,2974,1419 -,,,,,,,,418,10477,2992,1428 -,,,,,,,,419,10558,3015,1439 -,,,,,,,,420,10563,3017,1440 -,,,,,,,,421,10514,3003,1434 -,,,,,,,,422,10502,3000,1432 -,,,,,,,,423,10452,2985,1425 -,,,,,,,,424,10540,3010,1437 -,,,,,,,,425,11167,3189,1523 -,,,,,,,,426,12222,3491,1666 -,,,,,,,,427,12311,3516,1679 -,,,,,,,,428,12097,3455,1649 -,,,,,,,,429,11681,3336,1592 -,,,,,,,,430,10975,3135,1496 -,,,,,,,,431,10076,2878,1373 -,,,,,,,,432,9249,2641,1261 -,,,,,,,,433,8734,2494,1191 -,,,,,,,,434,8488,2424,1157 -,,,,,,,,435,8386,2395,1143 -,,,,,,,,436,8405,2400,1146 -,,,,,,,,437,8672,2476,1182 -,,,,,,,,438,9446,2698,1288 -,,,,,,,,439,10860,3101,1480 -,,,,,,,,440,11601,3313,1581 -,,,,,,,,441,11633,3322,1586 -,,,,,,,,442,11574,3306,1578 -,,,,,,,,443,11511,3287,1570 -,,,,,,,,444,11368,3246,1550 -,,,,,,,,445,11190,3196,1525 -,,,,,,,,446,11078,3164,1510 -,,,,,,,,447,10946,3126,1493 -,,,,,,,,448,11021,3148,1503 -,,,,,,,,449,11577,3306,1579 -,,,,,,,,450,12352,3528,1684 -,,,,,,,,451,12330,3521,1681 -,,,,,,,,452,12117,3461,1652 -,,,,,,,,453,11631,3322,1585 -,,,,,,,,454,10865,3103,1481 -,,,,,,,,455,9900,2827,1350 -,,,,,,,,456,9025,2578,1231 -,,,,,,,,457,8434,2409,1150 -,,,,,,,,458,8100,2314,1105 -,,,,,,,,459,7947,2269,1083 -,,,,,,,,460,7913,2260,1079 -,,,,,,,,461,8152,2329,1111 -,,,,,,,,462,8866,2532,1209 -,,,,,,,,463,10188,2910,1389 -,,,,,,,,464,10891,3111,1484 -,,,,,,,,465,10970,3133,1495 -,,,,,,,,466,11002,3142,1500 -,,,,,,,,467,11033,3151,1504 -,,,,,,,,468,10988,3138,1498 -,,,,,,,,469,10865,3103,1481 -,,,,,,,,470,10786,3081,1470 -,,,,,,,,471,10656,3043,1453 -,,,,,,,,472,10674,3049,1455 -,,,,,,,,473,11148,3184,1520 -,,,,,,,,474,12025,3435,1640 -,,,,,,,,475,11980,3421,1633 -,,,,,,,,476,11686,3337,1593 -,,,,,,,,477,11305,3229,1541 -,,,,,,,,478,10761,3073,1467 -,,,,,,,,479,10019,2861,1366 -,,,,,,,,480,9243,2639,1260 -,,,,,,,,481,8690,2482,1185 -,,,,,,,,482,8380,2393,1142 -,,,,,,,,483,8190,2339,1116 -,,,,,,,,484,8116,2318,1106 -,,,,,,,,485,8185,2338,1116 -,,,,,,,,486,8450,2414,1152 -,,,,,,,,487,8973,2563,1223 -,,,,,,,,488,9596,2740,1308 -,,,,,,,,489,10290,2939,1403 -,,,,,,,,490,10895,3111,1485 -,,,,,,,,491,11267,3218,1536 -,,,,,,,,492,11426,3263,1558 -,,,,,,,,493,11425,3263,1558 -,,,,,,,,494,11280,3221,1538 -,,,,,,,,495,11096,3169,1513 -,,,,,,,,496,11018,3146,1502 -,,,,,,,,497,11439,3266,1560 -,,,,,,,,498,12161,3473,1658 -,,,,,,,,499,12036,3437,1641 -,,,,,,,,500,11619,3318,1584 -,,,,,,,,501,11190,3195,1525 -,,,,,,,,502,10634,3037,1449 -,,,,,,,,503,9951,2842,1357 -,,,,,,,,504,9283,2651,1266 -,,,,,,,,505,8761,2502,1195 -,,,,,,,,506,8474,2420,1156 -,,,,,,,,507,8336,2380,1136 -,,,,,,,,508,8275,2364,1128 -,,,,,,,,509,8330,2379,1136 -,,,,,,,,510,8557,2444,1166 -,,,,,,,,511,8959,2559,1222 -,,,,,,,,512,9399,2684,1282 -,,,,,,,,513,9982,2850,1361 -,,,,,,,,514,10341,2953,1410 -,,,,,,,,515,10483,2994,1429 -,,,,,,,,516,10481,2993,1428 -,,,,,,,,517,10418,2975,1420 -,,,,,,,,518,10339,2953,1409 -,,,,,,,,519,10308,2944,1405 -,,,,,,,,520,10326,2949,1408 -,,,,,,,,521,10808,3086,1474 -,,,,,,,,522,11527,3292,1571 -,,,,,,,,523,11531,3293,1572 -,,,,,,,,524,11320,3233,1544 -,,,,,,,,525,10905,3115,1487 -,,,,,,,,526,10222,2920,1393 -,,,,,,,,527,9458,2701,1289 -,,,,,,,,528,8683,2479,1184 -,,,,,,,,529,8126,2321,1108 -,,,,,,,,530,7842,2239,1069 -,,,,,,,,531,7727,2207,1054 -,,,,,,,,532,7733,2209,1055 -,,,,,,,,533,7973,2277,1087 -,,,,,,,,534,8704,2485,1186 -,,,,,,,,535,10034,2865,1368 -,,,,,,,,536,10781,3079,1469 -,,,,,,,,537,10942,3126,1492 -,,,,,,,,538,11033,3151,1504 -,,,,,,,,539,11119,3176,1516 -,,,,,,,,540,11103,3170,1514 -,,,,,,,,541,10996,3140,1499 -,,,,,,,,542,10921,3119,1489 -,,,,,,,,543,10803,3085,1473 -,,,,,,,,544,10808,3086,1474 -,,,,,,,,545,11301,3227,1540 -,,,,,,,,546,12019,3432,1639 -,,,,,,,,547,11919,3404,1625 -,,,,,,,,548,11541,3296,1574 -,,,,,,,,549,10997,3140,1499 -,,,,,,,,550,10197,2912,1390 -,,,,,,,,551,9194,2625,1253 -,,,,,,,,552,8285,2366,1130 -,,,,,,,,553,7707,2201,1050 -,,,,,,,,554,7341,2097,1000 -,,,,,,,,555,7162,2045,976 -,,,,,,,,556,7116,2032,970 -,,,,,,,,557,7319,2090,998 -,,,,,,,,558,7994,2283,1090 -,,,,,,,,559,9337,2666,1273 -,,,,,,,,560,10078,2878,1374 -,,,,,,,,561,10153,2900,1384 -,,,,,,,,562,10111,2888,1378 -,,,,,,,,563,10123,2891,1380 -,,,,,,,,564,10081,2879,1374 -,,,,,,,,565,9965,2846,1358 -,,,,,,,,566,9889,2825,1348 -,,,,,,,,567,9783,2794,1333 -,,,,,,,,568,9791,2796,1335 -,,,,,,,,569,10281,2936,1402 -,,,,,,,,570,11182,3194,1525 -,,,,,,,,571,11192,3196,1526 -,,,,,,,,572,10926,3120,1489 -,,,,,,,,573,10493,2997,1430 -,,,,,,,,574,9776,2792,1332 -,,,,,,,,575,8880,2536,1211 -,,,,,,,,576,8042,2297,1096 -,,,,,,,,577,7503,2143,1023 -,,,,,,,,578,7232,2065,986 -,,,,,,,,579,7111,2031,969 -,,,,,,,,580,7117,2033,970 -,,,,,,,,581,7346,2098,1001 -,,,,,,,,582,8087,2309,1102 -,,,,,,,,583,9490,2710,1294 -,,,,,,,,584,10273,2934,1401 -,,,,,,,,585,10338,2952,1409 -,,,,,,,,586,10396,2969,1418 -,,,,,,,,587,10443,2982,1424 -,,,,,,,,588,10416,2975,1420 -,,,,,,,,589,10312,2945,1406 -,,,,,,,,590,10256,2929,1398 -,,,,,,,,591,10138,2895,1383 -,,,,,,,,592,10122,2891,1380 -,,,,,,,,593,10578,3021,1442 -,,,,,,,,594,11573,3306,1578 -,,,,,,,,595,11640,3325,1587 -,,,,,,,,596,11375,3249,1551 -,,,,,,,,597,10958,3130,1494 -,,,,,,,,598,10211,2916,1392 -,,,,,,,,599,9243,2639,1260 -,,,,,,,,600,8385,2394,1143 -,,,,,,,,601,7825,2235,1067 -,,,,,,,,602,7539,2153,1028 -,,,,,,,,603,7404,2114,1010 -,,,,,,,,604,7398,2113,1009 -,,,,,,,,605,7632,2180,1040 -,,,,,,,,606,8343,2383,1137 -,,,,,,,,607,9737,2780,1328 -,,,,,,,,608,10482,2994,1429 -,,,,,,,,609,10532,3008,1436 -,,,,,,,,610,10500,2999,1432 -,,,,,,,,611,10474,2991,1428 -,,,,,,,,612,10405,2972,1418 -,,,,,,,,613,10322,2948,1407 -,,,,,,,,614,10314,2945,1406 -,,,,,,,,615,10285,2937,1402 -,,,,,,,,616,10364,2960,1413 -,,,,,,,,617,10868,3104,1482 -,,,,,,,,618,11660,3330,1590 -,,,,,,,,619,11630,3321,1585 -,,,,,,,,620,11361,3245,1549 -,,,,,,,,621,10911,3116,1488 -,,,,,,,,622,10191,2910,1389 -,,,,,,,,623,9244,2640,1260 -,,,,,,,,624,8396,2398,1145 -,,,,,,,,625,7822,2234,1066 -,,,,,,,,626,7494,2140,1021 -,,,,,,,,627,7343,2097,1001 -,,,,,,,,628,7289,2082,994 -,,,,,,,,629,7482,2137,1020 -,,,,,,,,630,8142,2325,1110 -,,,,,,,,631,9388,2681,1280 -,,,,,,,,632,10233,2922,1395 -,,,,,,,,633,10494,2997,1431 -,,,,,,,,634,10665,3046,1454 -,,,,,,,,635,10780,3079,1469 -,,,,,,,,636,10817,3089,1474 -,,,,,,,,637,10743,3068,1464 -,,,,,,,,638,10657,3044,1453 -,,,,,,,,639,10516,3003,1434 -,,,,,,,,640,10468,2990,1427 -,,,,,,,,641,10788,3081,1471 -,,,,,,,,642,11254,3214,1535 -,,,,,,,,643,11088,3167,1512 -,,,,,,,,644,10715,3060,1461 -,,,,,,,,645,10312,2945,1406 -,,,,,,,,646,9767,2790,1332 -,,,,,,,,647,9041,2582,1232 -,,,,,,,,648,8305,2372,1132 -,,,,,,,,649,7713,2203,1051 -,,,,,,,,650,7356,2101,1003 -,,,,,,,,651,7174,2048,978 -,,,,,,,,652,7106,2029,969 -,,,,,,,,653,7170,2048,978 -,,,,,,,,654,7470,2134,1019 -,,,,,,,,655,7989,2282,1089 -,,,,,,,,656,8543,2439,1165 -,,,,,,,,657,9129,2607,1245 -,,,,,,,,658,9504,2715,1296 -,,,,,,,,659,9671,2762,1318 -,,,,,,,,660,9578,2735,1306 -,,,,,,,,661,9397,2684,1281 -,,,,,,,,662,9152,2614,1247 -,,,,,,,,663,9002,2571,1227 -,,,,,,,,664,9005,2572,1227 -,,,,,,,,665,9435,2694,1287 -,,,,,,,,666,10341,2953,1410 -,,,,,,,,667,10416,2975,1420 -,,,,,,,,668,10112,2888,1378 -,,,,,,,,669,9802,2800,1337 -,,,,,,,,670,9331,2665,1272 -,,,,,,,,671,8730,2493,1190 -,,,,,,,,672,8088,2310,1103 -,,,,,,,,673,7567,2161,1031 -,,,,,,,,674,7254,2072,989 -,,,,,,,,675,7088,2024,966 -,,,,,,,,676,7034,2008,959 -,,,,,,,,677,7101,2028,968 -,,,,,,,,678,7312,2089,997 -,,,,,,,,679,7699,2199,1050 -,,,,,,,,680,8090,2310,1103 -,,,,,,,,681,8673,2477,1182 -,,,,,,,,682,9069,2590,1236 -,,,,,,,,683,9285,2652,1266 -,,,,,,,,684,9361,2674,1276 -,,,,,,,,685,9332,2665,1272 -,,,,,,,,686,9237,2638,1259 -,,,,,,,,687,9137,2610,1246 -,,,,,,,,688,9177,2621,1251 -,,,,,,,,689,9706,2772,1323 -,,,,,,,,690,10782,3079,1470 -,,,,,,,,691,10950,3127,1493 -,,,,,,,,692,10691,3053,1458 -,,,,,,,,693,10288,2938,1403 -,,,,,,,,694,9638,2753,1314 -,,,,,,,,695,8849,2527,1206 -,,,,,,,,696,8115,2318,1106 -,,,,,,,,697,7619,2176,1039 -,,,,,,,,698,7374,2106,1005 -,,,,,,,,699,7278,2079,992 -,,,,,,,,700,7307,2087,996 -,,,,,,,,701,7571,2162,1032 -,,,,,,,,702,8318,2375,1134 -,,,,,,,,703,9726,2778,1326 -,,,,,,,,704,10481,2993,1428 -,,,,,,,,705,10580,3021,1443 -,,,,,,,,706,10670,3047,1454 -,,,,,,,,707,10661,3045,1454 -,,,,,,,,708,10615,3031,1447 -,,,,,,,,709,10532,3008,1436 -,,,,,,,,710,10454,2985,1425 -,,,,,,,,711,10343,2954,1410 -,,,,,,,,712,10379,2965,1415 -,,,,,,,,713,10817,3089,1474 -,,,,,,,,714,11845,3383,1615 -,,,,,,,,715,11974,3420,1633 -,,,,,,,,716,11692,3339,1594 -,,,,,,,,717,11253,3214,1535 -,,,,,,,,718,10485,2995,1429 -,,,,,,,,719,9509,2715,1297 -,,,,,,,,720,8633,2465,1176 -,,,,,,,,721,8084,2309,1102 -,,,,,,,,722,7784,2224,1061 -,,,,,,,,723,7640,2182,1041 -,,,,,,,,724,7626,2178,1040 -,,,,,,,,725,7846,2241,1070 -,,,,,,,,726,8557,2444,1166 -,,,,,,,,727,9910,2830,1351 -,,,,,,,,728,10659,3044,1454 -,,,,,,,,729,10732,3065,1463 -,,,,,,,,730,10721,3061,1462 -,,,,,,,,731,10670,3047,1454 -,,,,,,,,732,10547,3012,1438 -,,,,,,,,733,10366,2960,1414 -,,,,,,,,734,10220,2919,1393 -,,,,,,,,735,10048,2870,1370 -,,,,,,,,736,9990,2853,1362 -,,,,,,,,737,10334,2951,1408 -,,,,,,,,738,11293,3226,1540 -,,,,,,,,739,11423,3262,1557 -,,,,,,,,740,11148,3184,1520 -,,,,,,,,741,10694,3054,1458 -,,,,,,,,742,9971,2848,1359 -,,,,,,,,743,9016,2574,1229 -,,,,,,,,744,8164,2332,1113 -,,,,,,,,745,7617,2175,1038 -,,,,,,,,746,7315,2089,997 -,,,,,,,,747,7170,2048,977 -,,,,,,,,748,7170,2048,978 -,,,,,,,,749,7373,2105,1005 -,,,,,,,,750,8095,2312,1104 -,,,,,,,,751,9447,2698,1288 -,,,,,,,,752,10228,2921,1394 -,,,,,,,,753,10305,2943,1405 -,,,,,,,,754,10312,2945,1406 -,,,,,,,,755,10304,2943,1405 -,,,,,,,,756,10283,2937,1402 -,,,,,,,,757,10177,2906,1388 -,,,,,,,,758,10079,2879,1374 -,,,,,,,,759,9877,2820,1347 -,,,,,,,,760,9792,2796,1335 -,,,,,,,,761,10075,2877,1373 -,,,,,,,,762,10970,3133,1495 -,,,,,,,,763,11092,3168,1512 -,,,,,,,,764,10820,3090,1475 -,,,,,,,,765,10384,2965,1416 -,,,,,,,,766,9678,2764,1319 -,,,,,,,,767,8738,2495,1191 -,,,,,,,,768,7904,2258,1077 -,,,,,,,,769,7365,2103,1004 -,,,,,,,,770,7087,2024,966 -,,,,,,,,771,6960,1988,949 -,,,,,,,,772,6971,1991,950 -,,,,,,,,773,7203,2057,982 -,,,,,,,,774,7953,2271,1084 -,,,,,,,,775,9355,2672,1275 -,,,,,,,,776,10098,2884,1377 -,,,,,,,,777,10236,2923,1395 -,,,,,,,,778,10329,2950,1408 -,,,,,,,,779,10429,2979,1422 -,,,,,,,,780,10452,2985,1425 -,,,,,,,,781,10410,2973,1419 -,,,,,,,,782,10392,2968,1417 -,,,,,,,,783,10359,2958,1412 -,,,,,,,,784,10453,2985,1425 -,,,,,,,,785,10905,3115,1487 -,,,,,,,,786,11580,3307,1579 -,,,,,,,,787,11613,3316,1583 -,,,,,,,,788,11346,3241,1547 -,,,,,,,,789,10934,3123,1491 -,,,,,,,,790,10226,2920,1394 -,,,,,,,,791,9304,2657,1268 -,,,,,,,,792,8477,2421,1156 -,,,,,,,,793,7935,2266,1082 -,,,,,,,,794,7646,2184,1042 -,,,,,,,,795,7543,2154,1028 -,,,,,,,,796,7558,2158,1030 -,,,,,,,,797,7791,2225,1062 -,,,,,,,,798,8547,2440,1165 -,,,,,,,,799,9940,2839,1355 -,,,,,,,,800,10626,3035,1449 -,,,,,,,,801,10710,3059,1460 -,,,,,,,,802,10685,3051,1457 -,,,,,,,,803,10660,3045,1454 -,,,,,,,,804,10557,3015,1439 -,,,,,,,,805,10365,2960,1413 -,,,,,,,,806,10235,2923,1395 -,,,,,,,,807,10076,2878,1373 -,,,,,,,,808,10023,2863,1367 -,,,,,,,,809,10322,2948,1407 -,,,,,,,,810,11148,3184,1519 -,,,,,,,,811,11260,3216,1535 -,,,,,,,,812,10982,3136,1497 -,,,,,,,,813,10613,3030,1447 -,,,,,,,,814,10061,2873,1372 -,,,,,,,,815,9309,2659,1269 -,,,,,,,,816,8499,2427,1159 -,,,,,,,,817,7901,2256,1077 -,,,,,,,,818,7570,2162,1032 -,,,,,,,,819,7387,2109,1007 -,,,,,,,,820,7316,2089,997 -,,,,,,,,821,7371,2105,1004 -,,,,,,,,822,7638,2181,1041 -,,,,,,,,823,8163,2331,1113 -,,,,,,,,824,8703,2485,1186 -,,,,,,,,825,9272,2648,1264 -,,,,,,,,826,9619,2747,1312 -,,,,,,,,827,9738,2781,1328 -,,,,,,,,828,9663,2760,1318 -,,,,,,,,829,9503,2714,1296 -,,,,,,,,830,9303,2657,1268 -,,,,,,,,831,9178,2621,1252 -,,,,,,,,832,9189,2625,1252 -,,,,,,,,833,9551,2728,1302 -,,,,,,,,834,10473,2991,1428 -,,,,,,,,835,10674,3048,1455 -,,,,,,,,836,10427,2978,1422 -,,,,,,,,837,10133,2894,1382 -,,,,,,,,838,9685,2766,1320 -,,,,,,,,839,9087,2595,1239 -,,,,,,,,840,8459,2416,1153 -,,,,,,,,841,7956,2272,1085 -,,,,,,,,842,7671,2191,1045 -,,,,,,,,843,7538,2153,1028 -,,,,,,,,844,7501,2142,1023 -,,,,,,,,845,7559,2158,1030 -,,,,,,,,846,7779,2222,1060 -,,,,,,,,847,8146,2326,1110 -,,,,,,,,848,8595,2454,1171 -,,,,,,,,849,9189,2625,1252 -,,,,,,,,850,9570,2733,1305 -,,,,,,,,851,9729,2778,1326 -,,,,,,,,852,9782,2794,1333 -,,,,,,,,853,9742,2782,1328 -,,,,,,,,854,9604,2743,1309 -,,,,,,,,855,9506,2715,1296 -,,,,,,,,856,9559,2730,1303 -,,,,,,,,857,9975,2849,1360 -,,,,,,,,858,10870,3104,1482 -,,,,,,,,859,10727,3063,1463 -,,,,,,,,860,10204,2915,1391 -,,,,,,,,861,9940,2839,1355 -,,,,,,,,862,9511,2716,1297 -,,,,,,,,863,9184,2623,1252 -,,,,,,,,864,8431,2408,1149 -,,,,,,,,865,7866,2246,1072 -,,,,,,,,866,7599,2170,1036 -,,,,,,,,867,7502,2143,1023 -,,,,,,,,868,7529,2150,1026 -,,,,,,,,869,7768,2219,1059 -,,,,,,,,870,8497,2427,1158 -,,,,,,,,871,9827,2806,1340 -,,,,,,,,872,10489,2995,1430 -,,,,,,,,873,10582,3022,1443 -,,,,,,,,874,10526,3006,1435 -,,,,,,,,875,10498,2998,1431 -,,,,,,,,876,10405,2971,1418 -,,,,,,,,877,10220,2919,1393 -,,,,,,,,878,10077,2878,1374 -,,,,,,,,879,9898,2827,1349 -,,,,,,,,880,9825,2805,1339 -,,,,,,,,881,10130,2893,1381 -,,,,,,,,882,11094,3168,1513 -,,,,,,,,883,11372,3248,1550 -,,,,,,,,884,11090,3167,1512 -,,,,,,,,885,10602,3028,1445 -,,,,,,,,886,9842,2811,1342 -,,,,,,,,887,8928,2549,1217 -,,,,,,,,888,8095,2312,1104 -,,,,,,,,889,7570,2162,1032 -,,,,,,,,890,7296,2083,994 -,,,,,,,,891,7187,2053,979 -,,,,,,,,892,7201,2056,982 -,,,,,,,,893,7441,2125,1014 -,,,,,,,,894,8197,2341,1117 -,,,,,,,,895,9544,2725,1301 -,,,,,,,,896,10218,2918,1393 -,,,,,,,,897,10289,2939,1403 -,,,,,,,,898,10297,2940,1403 -,,,,,,,,899,10306,2944,1405 -,,,,,,,,900,10273,2934,1400 -,,,,,,,,901,10169,2904,1386 -,,,,,,,,902,10091,2882,1376 -,,,,,,,,903,9965,2846,1358 -,,,,,,,,904,9973,2848,1359 -,,,,,,,,905,10317,2946,1407 -,,,,,,,,906,11227,3206,1530 -,,,,,,,,907,11454,3271,1561 -,,,,,,,,908,11223,3205,1530 -,,,,,,,,909,10814,3088,1474 -,,,,,,,,910,10112,2888,1378 -,,,,,,,,911,9190,2625,1253 -,,,,,,,,912,8397,2398,1145 -,,,,,,,,913,7897,2255,1076 -,,,,,,,,914,7658,2187,1044 -,,,,,,,,915,7580,2164,1033 -,,,,,,,,916,7627,2179,1040 -,,,,,,,,917,7884,2252,1075 -,,,,,,,,918,8679,2479,1183 -,,,,,,,,919,10080,2879,1374 -,,,,,,,,920,10760,3073,1467 -,,,,,,,,921,10844,3096,1479 -,,,,,,,,922,10789,3081,1471 -,,,,,,,,923,10722,3062,1462 -,,,,,,,,924,10601,3028,1445 -,,,,,,,,925,10436,2980,1423 -,,,,,,,,926,10348,2955,1411 -,,,,,,,,927,10257,2930,1398 -,,,,,,,,928,10355,2957,1412 -,,,,,,,,929,10783,3080,1470 -,,,,,,,,930,11617,3318,1584 -,,,,,,,,931,11749,3356,1602 -,,,,,,,,932,11456,3271,1562 -,,,,,,,,933,11004,3143,1500 -,,,,,,,,934,10258,2930,1398 -,,,,,,,,935,9264,2646,1263 -,,,,,,,,936,8424,2406,1148 -,,,,,,,,937,7872,2249,1073 -,,,,,,,,938,7595,2169,1035 -,,,,,,,,939,7465,2132,1018 -,,,,,,,,940,7474,2134,1019 -,,,,,,,,941,7725,2206,1053 -,,,,,,,,942,8508,2429,1160 -,,,,,,,,943,9893,2825,1349 -,,,,,,,,944,10531,3008,1436 -,,,,,,,,945,10533,3008,1436 -,,,,,,,,946,10448,2984,1424 -,,,,,,,,947,10389,2967,1416 -,,,,,,,,948,10273,2934,1401 -,,,,,,,,949,10107,2886,1378 -,,,,,,,,950,10000,2856,1363 -,,,,,,,,951,9842,2810,1342 -,,,,,,,,952,9815,2803,1338 -,,,,,,,,953,10105,2886,1378 -,,,,,,,,954,11015,3146,1502 -,,,,,,,,955,11357,3244,1549 -,,,,,,,,956,11150,3185,1520 -,,,,,,,,957,10778,3078,1469 -,,,,,,,,958,10113,2888,1378 -,,,,,,,,959,9187,2624,1252 -,,,,,,,,960,8383,2394,1143 -,,,,,,,,961,7882,2251,1075 -,,,,,,,,962,7621,2177,1039 -,,,,,,,,963,7510,2145,1024 -,,,,,,,,964,7532,2151,1027 -,,,,,,,,965,7775,2220,1060 -,,,,,,,,966,8506,2429,1160 -,,,,,,,,967,9834,2809,1341 -,,,,,,,,968,10504,3000,1432 -,,,,,,,,969,10505,3000,1432 -,,,,,,,,970,10390,2967,1417 -,,,,,,,,971,10310,2945,1405 -,,,,,,,,972,10177,2906,1388 -,,,,,,,,973,9970,2848,1359 -,,,,,,,,974,9853,2814,1343 -,,,,,,,,975,9719,2775,1325 -,,,,,,,,976,9674,2763,1319 -,,,,,,,,977,9959,2845,1358 -,,,,,,,,978,10755,3071,1466 -,,,,,,,,979,10886,3109,1484 -,,,,,,,,980,10576,3020,1442 -,,,,,,,,981,10178,2907,1388 -,,,,,,,,982,9627,2749,1312 -,,,,,,,,983,8895,2540,1212 -,,,,,,,,984,8162,2331,1113 -,,,,,,,,985,7613,2174,1038 -,,,,,,,,986,7306,2086,996 -,,,,,,,,987,7122,2034,971 -,,,,,,,,988,7055,2015,962 -,,,,,,,,989,7132,2037,972 -,,,,,,,,990,7415,2118,1011 -,,,,,,,,991,7941,2268,1083 -,,,,,,,,992,8520,2433,1161 -,,,,,,,,993,9199,2627,1254 -,,,,,,,,994,9723,2777,1326 -,,,,,,,,995,9970,2848,1359 -,,,,,,,,996,10006,2858,1364 -,,,,,,,,997,9914,2831,1352 -,,,,,,,,998,9771,2790,1332 -,,,,,,,,999,9628,2749,1312 -,,,,,,,,1000,9559,2730,1303 -,,,,,,,,1001,9852,2814,1343 -,,,,,,,,1002,10586,3023,1444 -,,,,,,,,1003,10731,3065,1463 -,,,,,,,,1004,10422,2976,1421 -,,,,,,,,1005,10081,2880,1374 -,,,,,,,,1006,9629,2750,1312 -,,,,,,,,1007,9059,2587,1235 -,,,,,,,,1008,8468,2419,1155 -,,,,,,,,1009,8033,2294,1095 -,,,,,,,,1010,7793,2226,1062 -,,,,,,,,1011,7711,2203,1051 -,,,,,,,,1012,7718,2204,1052 -,,,,,,,,1013,7822,2234,1066 -,,,,,,,,1014,8062,2303,1099 -,,,,,,,,1015,8451,2414,1152 -,,,,,,,,1016,8882,2537,1211 -,,,,,,,,1017,9489,2710,1293 -,,,,,,,,1018,9926,2835,1353 -,,,,,,,,1019,10142,2896,1383 -,,,,,,,,1020,10189,2910,1389 -,,,,,,,,1021,10146,2898,1383 -,,,,,,,,1022,10036,2866,1368 -,,,,,,,,1023,9926,2835,1353 -,,,,,,,,1024,9981,2850,1361 -,,,,,,,,1025,10404,2971,1418 -,,,,,,,,1026,11369,3247,1550 -,,,,,,,,1027,11758,3358,1603 -,,,,,,,,1028,11556,3301,1575 -,,,,,,,,1029,11152,3185,1520 -,,,,,,,,1030,10484,2994,1429 -,,,,,,,,1031,9722,2776,1325 -,,,,,,,,1032,8998,2569,1226 -,,,,,,,,1033,8505,2429,1160 -,,,,,,,,1034,8265,2360,1126 -,,,,,,,,1035,8168,2333,1114 -,,,,,,,,1036,8189,2339,1116 -,,,,,,,,1037,8428,2407,1149 -,,,,,,,,1038,9147,2612,1247 -,,,,,,,,1039,10459,2987,1426 -,,,,,,,,1040,11099,3170,1514 -,,,,,,,,1041,11148,3184,1520 -,,,,,,,,1042,11081,3165,1510 -,,,,,,,,1043,11015,3146,1502 -,,,,,,,,1044,10917,3118,1489 -,,,,,,,,1045,10710,3059,1460 -,,,,,,,,1046,10549,3013,1439 -,,,,,,,,1047,10359,2958,1412 -,,,,,,,,1048,10290,2939,1403 -,,,,,,,,1049,10536,3009,1436 -,,,,,,,,1050,11403,3256,1555 -,,,,,,,,1051,11764,3360,1604 -,,,,,,,,1052,11544,3296,1574 -,,,,,,,,1053,11133,3180,1518 -,,,,,,,,1054,10421,2976,1421 -,,,,,,,,1055,9484,2709,1293 -,,,,,,,,1056,8634,2465,1177 -,,,,,,,,1057,8090,2310,1103 -,,,,,,,,1058,7811,2231,1065 -,,,,,,,,1059,7709,2202,1051 -,,,,,,,,1060,7707,2201,1050 -,,,,,,,,1061,7943,2269,1083 -,,,,,,,,1062,8680,2479,1183 -,,,,,,,,1063,10023,2863,1367 -,,,,,,,,1064,10659,3044,1454 -,,,,,,,,1065,10701,3056,1459 -,,,,,,,,1066,10668,3046,1454 -,,,,,,,,1067,10648,3041,1452 -,,,,,,,,1068,10556,3015,1439 -,,,,,,,,1069,10434,2980,1423 -,,,,,,,,1070,10341,2953,1410 -,,,,,,,,1071,10225,2920,1394 -,,,,,,,,1072,10169,2904,1386 -,,,,,,,,1073,10383,2965,1415 -,,,,,,,,1074,11184,3194,1525 -,,,,,,,,1075,11488,3281,1566 -,,,,,,,,1076,11197,3198,1526 -,,,,,,,,1077,10762,3073,1467 -,,,,,,,,1078,10056,2872,1371 -,,,,,,,,1079,9134,2609,1245 -,,,,,,,,1080,8318,2375,1134 -,,,,,,,,1081,7763,2217,1058 -,,,,,,,,1082,7466,2132,1018 -,,,,,,,,1083,7322,2091,998 -,,,,,,,,1084,7307,2087,996 -,,,,,,,,1085,7510,2144,1024 -,,,,,,,,1086,8252,2357,1125 -,,,,,,,,1087,9581,2736,1306 -,,,,,,,,1088,10291,2939,1403 -,,,,,,,,1089,10431,2979,1422 -,,,,,,,,1090,10465,2989,1427 -,,,,,,,,1091,10495,2997,1431 -,,,,,,,,1092,10449,2984,1424 -,,,,,,,,1093,10324,2949,1408 -,,,,,,,,1094,10266,2932,1399 -,,,,,,,,1095,10149,2899,1383 -,,,,,,,,1096,10110,2887,1378 -,,,,,,,,1097,10359,2959,1413 -,,,,,,,,1098,11099,3170,1513 -,,,,,,,,1099,11355,3243,1548 -,,,,,,,,1100,11088,3167,1512 -,,,,,,,,1101,10636,3037,1450 -,,,,,,,,1102,9927,2835,1353 -,,,,,,,,1103,8993,2569,1226 -,,,,,,,,1104,8142,2325,1110 -,,,,,,,,1105,7625,2178,1040 -,,,,,,,,1106,7352,2099,1002 -,,,,,,,,1107,7247,2069,988 -,,,,,,,,1108,7297,2084,994 -,,,,,,,,1109,7532,2151,1027 -,,,,,,,,1110,8314,2374,1133 -,,,,,,,,1111,9641,2754,1314 -,,,,,,,,1112,10287,2938,1403 -,,,,,,,,1113,10370,2961,1414 -,,,,,,,,1114,10385,2966,1416 -,,,,,,,,1115,10365,2960,1413 -,,,,,,,,1116,10310,2945,1405 -,,,,,,,,1117,10247,2926,1397 -,,,,,,,,1118,10244,2925,1397 -,,,,,,,,1119,10168,2904,1386 -,,,,,,,,1120,10204,2915,1391 -,,,,,,,,1121,10572,3020,1441 -,,,,,,,,1122,11259,3216,1535 -,,,,,,,,1123,11406,3257,1555 -,,,,,,,,1124,11121,3176,1516 -,,,,,,,,1125,10679,3050,1456 -,,,,,,,,1126,9966,2846,1358 -,,,,,,,,1127,9025,2578,1231 -,,,,,,,,1128,8187,2338,1116 -,,,,,,,,1129,7611,2174,1038 -,,,,,,,,1130,7284,2080,993 -,,,,,,,,1131,7110,2031,969 -,,,,,,,,1132,7082,2023,965 -,,,,,,,,1133,7266,2075,990 -,,,,,,,,1134,7941,2268,1083 -,,,,,,,,1135,9190,2625,1253 -,,,,,,,,1136,9935,2837,1354 -,,,,,,,,1137,10145,2897,1383 -,,,,,,,,1138,10199,2913,1390 -,,,,,,,,1139,10213,2917,1393 -,,,,,,,,1140,10135,2895,1382 -,,,,,,,,1141,9964,2845,1358 -,,,,,,,,1142,9842,2811,1342 -,,,,,,,,1143,9677,2764,1319 -,,,,,,,,1144,9588,2739,1308 -,,,,,,,,1145,9757,2786,1330 -,,,,,,,,1146,10423,2976,1421 -,,,,,,,,1147,10732,3065,1463 -,,,,,,,,1148,10465,2989,1427 -,,,,,,,,1149,10112,2888,1378 -,,,,,,,,1150,9608,2744,1310 -,,,,,,,,1151,8902,2543,1214 -,,,,,,,,1152,8169,2333,1114 -,,,,,,,,1153,7626,2178,1040 -,,,,,,,,1154,7319,2090,998 -,,,,,,,,1155,7175,2049,978 -,,,,,,,,1156,7115,2032,969 -,,,,,,,,1157,7188,2053,980 -,,,,,,,,1158,7493,2140,1021 -,,,,,,,,1159,7971,2277,1086 -,,,,,,,,1160,8487,2424,1157 -,,,,,,,,1161,9054,2586,1234 -,,,,,,,,1162,9378,2679,1278 -,,,,,,,,1163,9475,2706,1292 -,,,,,,,,1164,9397,2684,1281 -,,,,,,,,1165,9213,2631,1256 -,,,,,,,,1166,8987,2567,1225 -,,,,,,,,1167,8846,2526,1206 -,,,,,,,,1168,8855,2529,1207 -,,,,,,,,1169,9156,2614,1248 -,,,,,,,,1170,9899,2827,1349 -,,,,,,,,1171,10203,2914,1391 -,,,,,,,,1172,9935,2838,1354 -,,,,,,,,1173,9625,2749,1312 -,,,,,,,,1174,9180,2622,1252 -,,,,,,,,1175,8581,2451,1170 -,,,,,,,,1176,7971,2277,1086 -,,,,,,,,1177,7490,2138,1021 -,,,,,,,,1178,7210,2059,983 -,,,,,,,,1179,7059,2016,962 -,,,,,,,,1180,7011,2003,956 -,,,,,,,,1181,7070,2019,964 -,,,,,,,,1182,7293,2083,994 -,,,,,,,,1183,7609,2173,1037 -,,,,,,,,1184,8012,2288,1092 -,,,,,,,,1185,8538,2439,1164 -,,,,,,,,1186,8900,2542,1213 -,,,,,,,,1187,9034,2580,1232 -,,,,,,,,1188,9054,2585,1234 -,,,,,,,,1189,8953,2557,1221 -,,,,,,,,1190,8781,2508,1197 -,,,,,,,,1191,8625,2463,1176 -,,,,,,,,1192,8611,2459,1174 -,,,,,,,,1193,8917,2547,1216 -,,,,,,,,1194,9775,2791,1332 -,,,,,,,,1195,10295,2940,1403 -,,,,,,,,1196,10076,2878,1373 -,,,,,,,,1197,9756,2786,1330 -,,,,,,,,1198,9251,2642,1261 -,,,,,,,,1199,8620,2462,1175 -,,,,,,,,1200,8004,2286,1091 -,,,,,,,,1201,7591,2168,1035 -,,,,,,,,1202,7349,2099,1002 -,,,,,,,,1203,7210,2059,983 -,,,,,,,,1204,7233,2066,986 -,,,,,,,,1205,7428,2121,1013 -,,,,,,,,1206,7961,2274,1085 -,,,,,,,,1207,8744,2497,1192 -,,,,,,,,1208,9347,2670,1274 -,,,,,,,,1209,9828,2807,1340 -,,,,,,,,1210,10129,2893,1381 -,,,,,,,,1211,10263,2931,1399 -,,,,,,,,1212,10228,2921,1394 -,,,,,,,,1213,10062,2874,1372 -,,,,,,,,1214,9882,2822,1348 -,,,,,,,,1215,9738,2781,1328 -,,,,,,,,1216,9696,2769,1322 -,,,,,,,,1217,9990,2853,1362 -,,,,,,,,1218,10862,3102,1481 -,,,,,,,,1219,11318,3232,1543 -,,,,,,,,1220,11040,3153,1505 -,,,,,,,,1221,10615,3031,1447 -,,,,,,,,1222,9962,2845,1358 -,,,,,,,,1223,9128,2607,1244 -,,,,,,,,1224,8372,2391,1141 -,,,,,,,,1225,7888,2253,1075 -,,,,,,,,1226,7640,2182,1041 -,,,,,,,,1227,7545,2154,1029 -,,,,,,,,1228,7585,2166,1034 -,,,,,,,,1229,7831,2236,1068 -,,,,,,,,1230,8541,2439,1165 -,,,,,,,,1231,9651,2756,1316 -,,,,,,,,1232,10291,2939,1403 -,,,,,,,,1233,10491,2996,1430 -,,,,,,,,1234,10481,2993,1428 -,,,,,,,,1235,10455,2986,1425 -,,,,,,,,1236,10351,2956,1411 -,,,,,,,,1237,10191,2910,1389 -,,,,,,,,1238,10110,2888,1378 -,,,,,,,,1239,10039,2867,1368 -,,,,,,,,1240,10042,2868,1369 -,,,,,,,,1241,10338,2952,1409 -,,,,,,,,1242,11123,3176,1516 -,,,,,,,,1243,11418,3260,1557 -,,,,,,,,1244,11097,3169,1513 -,,,,,,,,1245,10601,3027,1445 -,,,,,,,,1246,9885,2823,1348 -,,,,,,,,1247,8968,2561,1222 -,,,,,,,,1248,8153,2329,1111 -,,,,,,,,1249,7599,2170,1036 -,,,,,,,,1250,7284,2080,993 -,,,,,,,,1251,7147,2041,974 -,,,,,,,,1252,7125,2035,971 -,,,,,,,,1253,7333,2094,999 -,,,,,,,,1254,7991,2282,1090 -,,,,,,,,1255,9047,2584,1233 -,,,,,,,,1256,9732,2780,1327 -,,,,,,,,1257,9950,2842,1357 -,,,,,,,,1258,9972,2848,1359 -,,,,,,,,1259,10004,2857,1364 -,,,,,,,,1260,9950,2842,1357 -,,,,,,,,1261,9807,2801,1337 -,,,,,,,,1262,9709,2773,1323 -,,,,,,,,1263,9560,2730,1303 -,,,,,,,,1264,9469,2704,1291 -,,,,,,,,1265,9656,2758,1317 -,,,,,,,,1266,10381,2965,1415 -,,,,,,,,1267,10819,3090,1475 -,,,,,,,,1268,10562,3016,1440 -,,,,,,,,1269,10151,2900,1384 -,,,,,,,,1270,9508,2715,1296 -,,,,,,,,1271,8638,2467,1177 -,,,,,,,,1272,7846,2241,1070 -,,,,,,,,1273,7303,2086,995 -,,,,,,,,1274,6999,1999,954 -,,,,,,,,1275,6838,1953,932 -,,,,,,,,1276,6820,1948,929 -,,,,,,,,1277,7001,1999,954 -,,,,,,,,1278,7652,2185,1043 -,,,,,,,,1279,8744,2497,1192 -,,,,,,,,1280,9451,2699,1288 -,,,,,,,,1281,9760,2787,1331 -,,,,,,,,1282,9924,2835,1353 -,,,,,,,,1283,9981,2850,1361 -,,,,,,,,1284,9974,2849,1360 -,,,,,,,,1285,9877,2820,1347 -,,,,,,,,1286,9772,2790,1332 -,,,,,,,,1287,9652,2756,1316 -,,,,,,,,1288,9540,2725,1301 -,,,,,,,,1289,9671,2762,1318 -,,,,,,,,1290,10355,2957,1412 -,,,,,,,,1291,10836,3095,1477 -,,,,,,,,1292,10620,3033,1448 -,,,,,,,,1293,10217,2918,1393 -,,,,,,,,1294,9588,2738,1307 -,,,,,,,,1295,8742,2497,1191 -,,,,,,,,1296,7977,2279,1087 -,,,,,,,,1297,7457,2129,1016 -,,,,,,,,1298,7157,2044,975 -,,,,,,,,1299,7019,2004,957 -,,,,,,,,1300,7027,2007,958 -,,,,,,,,1301,7231,2065,985 -,,,,,,,,1302,7861,2245,1071 -,,,,,,,,1303,8911,2545,1215 -,,,,,,,,1304,9703,2771,1322 -,,,,,,,,1305,10187,2910,1388 -,,,,,,,,1306,10441,2982,1424 -,,,,,,,,1307,10613,3031,1447 -,,,,,,,,1308,10669,3047,1454 -,,,,,,,,1309,10604,3028,1445 -,,,,,,,,1310,10565,3017,1440 -,,,,,,,,1311,10490,2995,1430 -,,,,,,,,1312,10443,2983,1424 -,,,,,,,,1313,10639,3039,1450 -,,,,,,,,1314,11072,3162,1509 -,,,,,,,,1315,11096,3169,1513 -,,,,,,,,1316,10745,3069,1465 -,,,,,,,,1317,10289,2939,1403 -,,,,,,,,1318,9690,2767,1321 -,,,,,,,,1319,8930,2550,1217 -,,,,,,,,1320,8178,2335,1115 -,,,,,,,,1321,7621,2177,1039 -,,,,,,,,1322,7287,2081,994 -,,,,,,,,1323,7110,2030,969 -,,,,,,,,1324,7044,2012,960 -,,,,,,,,1325,7131,2037,972 -,,,,,,,,1326,7410,2116,1010 -,,,,,,,,1327,7828,2235,1067 -,,,,,,,,1328,8316,2374,1134 -,,,,,,,,1329,8903,2543,1214 -,,,,,,,,1330,9358,2672,1276 -,,,,,,,,1331,9582,2736,1307 -,,,,,,,,1332,9587,2738,1307 -,,,,,,,,1333,9485,2709,1293 -,,,,,,,,1334,9318,2661,1270 -,,,,,,,,1335,9195,2626,1253 -,,,,,,,,1336,9175,2620,1251 -,,,,,,,,1337,9422,2690,1284 -,,,,,,,,1338,10096,2884,1377 -,,,,,,,,1339,10560,3015,1439 -,,,,,,,,1340,10326,2949,1408 -,,,,,,,,1341,9995,2855,1363 -,,,,,,,,1342,9553,2728,1302 -,,,,,,,,1343,8922,2549,1216 -,,,,,,,,1344,8318,2375,1134 -,,,,,,,,1345,7861,2245,1071 -,,,,,,,,1346,7565,2160,1031 -,,,,,,,,1347,7413,2117,1010 -,,,,,,,,1348,7380,2108,1006 -,,,,,,,,1349,7441,2125,1014 -,,,,,,,,1350,7665,2189,1045 -,,,,,,,,1351,7947,2269,1083 -,,,,,,,,1352,8333,2379,1136 -,,,,,,,,1353,8885,2538,1212 -,,,,,,,,1354,9239,2639,1259 -,,,,,,,,1355,9411,2688,1283 -,,,,,,,,1356,9462,2702,1290 -,,,,,,,,1357,9411,2688,1283 -,,,,,,,,1358,9235,2637,1259 -,,,,,,,,1359,9050,2584,1234 -,,,,,,,,1360,9032,2580,1232 -,,,,,,,,1361,9325,2663,1272 -,,,,,,,,1362,10098,2884,1377 -,,,,,,,,1363,10815,3089,1474 -,,,,,,,,1364,10621,3033,1448 -,,,,,,,,1365,10226,2920,1394 -,,,,,,,,1366,9618,2747,1311 -,,,,,,,,1367,8863,2531,1208 -,,,,,,,,1368,8192,2339,1116 -,,,,,,,,1369,7755,2214,1057 -,,,,,,,,1370,7537,2153,1027 -,,,,,,,,1371,7463,2131,1017 -,,,,,,,,1372,7507,2144,1024 -,,,,,,,,1373,7785,2224,1061 -,,,,,,,,1374,8561,2445,1167 -,,,,,,,,1375,9775,2791,1332 -,,,,,,,,1376,10421,2976,1421 -,,,,,,,,1377,10491,2996,1430 -,,,,,,,,1378,10455,2985,1425 -,,,,,,,,1379,10410,2973,1419 -,,,,,,,,1380,10322,2948,1407 -,,,,,,,,1381,10206,2915,1392 -,,,,,,,,1382,10120,2890,1379 -,,,,,,,,1383,9988,2853,1362 -,,,,,,,,1384,9982,2850,1361 -,,,,,,,,1385,10280,2936,1402 -,,,,,,,,1386,10958,3130,1494 -,,,,,,,,1387,11328,3235,1545 -,,,,,,,,1388,11037,3152,1504 -,,,,,,,,1389,10526,3006,1435 -,,,,,,,,1390,9789,2795,1334 -,,,,,,,,1391,8873,2535,1210 -,,,,,,,,1392,8044,2297,1096 -,,,,,,,,1393,7520,2148,1025 -,,,,,,,,1394,7231,2065,985 -,,,,,,,,1395,7107,2029,969 -,,,,,,,,1396,7106,2029,969 -,,,,,,,,1397,7335,2095,999 -,,,,,,,,1398,8093,2311,1103 -,,,,,,,,1399,9290,2653,1267 -,,,,,,,,1400,9931,2836,1354 -,,,,,,,,1401,10061,2874,1372 -,,,,,,,,1402,10102,2885,1378 -,,,,,,,,1403,10091,2882,1376 -,,,,,,,,1404,10018,2861,1366 -,,,,,,,,1405,9875,2820,1346 -,,,,,,,,1406,9788,2795,1334 -,,,,,,,,1407,9659,2759,1317 -,,,,,,,,1408,9603,2742,1309 -,,,,,,,,1409,9803,2800,1337 -,,,,,,,,1410,10518,3004,1434 -,,,,,,,,1411,11166,3189,1522 -,,,,,,,,1412,11523,3291,1571 -,,,,,,,,1413,10998,3141,1499 -,,,,,,,,1414,10215,2917,1393 -,,,,,,,,1415,9261,2645,1262 -,,,,,,,,1416,8427,2407,1149 -,,,,,,,,1417,7875,2249,1074 -,,,,,,,,1418,7605,2172,1036 -,,,,,,,,1419,7467,2133,1018 -,,,,,,,,1420,7469,2133,1018 -,,,,,,,,1421,7673,2191,1046 -,,,,,,,,1422,8349,2384,1138 -,,,,,,,,1423,9493,2711,1294 -,,,,,,,,1424,10224,2920,1394 -,,,,,,,,1425,10547,3012,1438 -,,,,,,,,1426,10752,3070,1466 -,,,,,,,,1427,10930,3121,1490 -,,,,,,,,1428,10989,3139,1499 -,,,,,,,,1429,10958,3130,1494 -,,,,,,,,1430,10901,3113,1486 -,,,,,,,,1431,10816,3089,1474 -,,,,,,,,1432,10785,3081,1470 -,,,,,,,,1433,10991,3139,1499 -,,,,,,,,1434,11525,3291,1571 -,,,,,,,,1435,11867,3389,1618 -,,,,,,,,1436,11605,3314,1582 -,,,,,,,,1437,11147,3183,1519 -,,,,,,,,1438,10416,2975,1420 -,,,,,,,,1439,9477,2706,1292 -,,,,,,,,1440,8641,2468,1178 -,,,,,,,,1441,8120,2319,1107 -,,,,,,,,1442,7834,2238,1068 -,,,,,,,,1443,7683,2194,1047 -,,,,,,,,1444,7693,2197,1049 -,,,,,,,,1445,7904,2257,1077 -,,,,,,,,1446,8636,2466,1177 -,,,,,,,,1447,9807,2800,1337 -,,,,,,,,1448,10509,3001,1433 -,,,,,,,,1449,10720,3061,1461 -,,,,,,,,1450,10776,3077,1469 -,,,,,,,,1451,10815,3088,1474 -,,,,,,,,1452,10751,3070,1466 -,,,,,,,,1453,10634,3037,1449 -,,,,,,,,1454,10572,3019,1441 -,,,,,,,,1455,10448,2984,1424 -,,,,,,,,1456,10397,2969,1418 -,,,,,,,,1457,10593,3025,1444 -,,,,,,,,1458,11080,3165,1510 -,,,,,,,,1459,11311,3231,1542 -,,,,,,,,1460,11017,3146,1502 -,,,,,,,,1461,10603,3028,1445 -,,,,,,,,1462,10035,2866,1368 -,,,,,,,,1463,9282,2651,1266 -,,,,,,,,1464,8517,2432,1161 -,,,,,,,,1465,7982,2279,1088 -,,,,,,,,1466,7654,2186,1044 -,,,,,,,,1467,7449,2127,1015 -,,,,,,,,1468,7341,2096,1000 -,,,,,,,,1469,7371,2105,1004 -,,,,,,,,1470,7615,2174,1038 -,,,,,,,,1471,8056,2301,1098 -,,,,,,,,1472,8598,2455,1172 -,,,,,,,,1473,9260,2645,1262 -,,,,,,,,1474,9749,2784,1329 -,,,,,,,,1475,9971,2848,1359 -,,,,,,,,1476,10017,2860,1366 -,,,,,,,,1477,9869,2819,1346 -,,,,,,,,1478,9583,2737,1307 -,,,,,,,,1479,9292,2654,1267 -,,,,,,,,1480,9102,2600,1241 -,,,,,,,,1481,9139,2610,1246 -,,,,,,,,1482,9614,2745,1311 -,,,,,,,,1483,10222,2920,1393 -,,,,,,,,1484,9995,2855,1363 -,,,,,,,,1485,9682,2765,1320 -,,,,,,,,1486,9202,2628,1254 -,,,,,,,,1487,8602,2457,1172 -,,,,,,,,1488,7977,2279,1087 -,,,,,,,,1489,7477,2135,1020 -,,,,,,,,1490,7172,2048,978 -,,,,,,,,1491,7002,2000,954 -,,,,,,,,1492,6932,1980,945 -,,,,,,,,1493,6985,1995,952 -,,,,,,,,1494,7176,2049,979 -,,,,,,,,1495,7482,2137,1020 -,,,,,,,,1496,7921,2262,1080 -,,,,,,,,1497,8559,2444,1166 -,,,,,,,,1498,9060,2588,1235 -,,,,,,,,1499,9283,2651,1266 -,,,,,,,,1500,9368,2675,1277 -,,,,,,,,1501,9349,2670,1274 -,,,,,,,,1502,9206,2629,1255 -,,,,,,,,1503,9116,2604,1242 -,,,,,,,,1504,9118,2604,1243 -,,,,,,,,1505,9343,2668,1273 -,,,,,,,,1506,9973,2849,1360 -,,,,,,,,1507,10663,3045,1454 -,,,,,,,,1508,10496,2998,1431 -,,,,,,,,1509,10096,2884,1377 -,,,,,,,,1510,9457,2700,1289 -,,,,,,,,1511,8678,2478,1183 -,,,,,,,,1512,7993,2283,1090 -,,,,,,,,1513,7552,2157,1030 -,,,,,,,,1514,7351,2099,1002 -,,,,,,,,1515,7282,2079,993 -,,,,,,,,1516,7335,2095,999 -,,,,,,,,1517,7619,2176,1039 -,,,,,,,,1518,8415,2403,1147 -,,,,,,,,1519,9632,2750,1313 -,,,,,,,,1520,10309,2944,1405 -,,,,,,,,1521,10445,2983,1424 -,,,,,,,,1522,10471,2991,1428 -,,,,,,,,1523,10485,2995,1429 -,,,,,,,,1524,10418,2975,1420 -,,,,,,,,1525,10262,2930,1399 -,,,,,,,,1526,10148,2898,1383 -,,,,,,,,1527,9977,2850,1360 -,,,,,,,,1528,9935,2838,1354 -,,,,,,,,1529,10160,2902,1385 -,,,,,,,,1530,10845,3097,1479 -,,,,,,,,1531,11615,3317,1584 -,,,,,,,,1532,11459,3272,1562 -,,,,,,,,1533,11049,3156,1506 -,,,,,,,,1534,10356,2958,1412 -,,,,,,,,1535,9442,2696,1288 -,,,,,,,,1536,8657,2472,1180 -,,,,,,,,1537,8163,2331,1113 -,,,,,,,,1538,7945,2269,1083 -,,,,,,,,1539,7862,2245,1072 -,,,,,,,,1540,7898,2256,1077 -,,,,,,,,1541,8165,2332,1113 -,,,,,,,,1542,8944,2555,1219 -,,,,,,,,1543,10130,2893,1381 -,,,,,,,,1544,10759,3072,1467 -,,,,,,,,1545,10816,3089,1474 -,,,,,,,,1546,10701,3056,1459 -,,,,,,,,1547,10651,3042,1452 -,,,,,,,,1548,10567,3018,1440 -,,,,,,,,1549,10376,2963,1414 -,,,,,,,,1550,10256,2929,1398 -,,,,,,,,1551,10085,2880,1375 -,,,,,,,,1552,9956,2844,1358 -,,,,,,,,1553,10142,2896,1383 -,,,,,,,,1554,10717,3060,1461 -,,,,,,,,1555,11461,3273,1563 -,,,,,,,,1556,11348,3241,1547 -,,,,,,,,1557,10960,3130,1494 -,,,,,,,,1558,10247,2926,1397 -,,,,,,,,1559,9288,2653,1267 -,,,,,,,,1560,8437,2409,1150 -,,,,,,,,1561,7910,2259,1078 -,,,,,,,,1562,7642,2183,1042 -,,,,,,,,1563,7501,2142,1023 -,,,,,,,,1564,7505,2144,1023 -,,,,,,,,1565,7716,2203,1052 -,,,,,,,,1566,8468,2419,1155 -,,,,,,,,1567,9601,2742,1309 -,,,,,,,,1568,10166,2903,1386 -,,,,,,,,1569,10185,2909,1388 -,,,,,,,,1570,10116,2890,1379 -,,,,,,,,1571,10057,2872,1371 -,,,,,,,,1572,9938,2838,1355 -,,,,,,,,1573,9791,2796,1335 -,,,,,,,,1574,9707,2772,1323 -,,,,,,,,1575,9530,2722,1299 -,,,,,,,,1576,9443,2697,1288 -,,,,,,,,1577,9574,2734,1305 -,,,,,,,,1578,10109,2887,1378 -,,,,,,,,1579,10805,3085,1473 -,,,,,,,,1580,10641,3039,1451 -,,,,,,,,1581,10230,2921,1394 -,,,,,,,,1582,9517,2718,1298 -,,,,,,,,1583,8590,2453,1171 -,,,,,,,,1584,7740,2211,1055 -,,,,,,,,1585,7227,2064,985 -,,,,,,,,1586,6947,1984,947 -,,,,,,,,1587,6804,1943,928 -,,,,,,,,1588,6773,1934,923 -,,,,,,,,1589,6978,1993,951 -,,,,,,,,1590,7694,2198,1049 -,,,,,,,,1591,8773,2505,1196 -,,,,,,,,1592,9442,2696,1288 -,,,,,,,,1593,9590,2739,1308 -,,,,,,,,1594,9641,2754,1314 -,,,,,,,,1595,9676,2764,1319 -,,,,,,,,1596,9667,2760,1318 -,,,,,,,,1597,9575,2735,1305 -,,,,,,,,1598,9532,2722,1299 -,,,,,,,,1599,9424,2691,1285 -,,,,,,,,1600,9358,2673,1276 -,,,,,,,,1601,9474,2705,1292 -,,,,,,,,1602,9975,2849,1360 -,,,,,,,,1603,10518,3004,1434 -,,,,,,,,1604,10324,2949,1408 -,,,,,,,,1605,9890,2825,1348 -,,,,,,,,1606,9189,2625,1252 -,,,,,,,,1607,8258,2359,1126 -,,,,,,,,1608,7447,2127,1015 -,,,,,,,,1609,6919,1976,944 -,,,,,,,,1610,6646,1898,906 -,,,,,,,,1611,6507,1858,887 -,,,,,,,,1612,6480,1850,883 -,,,,,,,,1613,6689,1910,912 -,,,,,,,,1614,7403,2114,1010 -,,,,,,,,1615,8626,2464,1176 -,,,,,,,,1616,9443,2697,1288 -,,,,,,,,1617,9704,2771,1322 -,,,,,,,,1618,9797,2798,1336 -,,,,,,,,1619,9842,2810,1342 -,,,,,,,,1620,9789,2795,1334 -,,,,,,,,1621,9649,2755,1316 -,,,,,,,,1622,9561,2730,1303 -,,,,,,,,1623,9425,2692,1285 -,,,,,,,,1624,9376,2678,1278 -,,,,,,,,1625,9491,2710,1294 -,,,,,,,,1626,9892,2825,1348 -,,,,,,,,1627,10483,2994,1429 -,,,,,,,,1628,10305,2943,1405 -,,,,,,,,1629,9964,2846,1358 -,,,,,,,,1630,9454,2700,1289 -,,,,,,,,1631,8738,2495,1191 -,,,,,,,,1632,8006,2287,1091 -,,,,,,,,1633,7498,2141,1022 -,,,,,,,,1634,7239,2068,987 -,,,,,,,,1635,7111,2031,969 -,,,,,,,,1636,7083,2023,965 -,,,,,,,,1637,7185,2052,979 -,,,,,,,,1638,7485,2138,1020 -,,,,,,,,1639,7906,2258,1078 -,,,,,,,,1640,8530,2436,1163 -,,,,,,,,1641,9122,2605,1243 -,,,,,,,,1642,9490,2710,1294 -,,,,,,,,1643,9569,2733,1304 -,,,,,,,,1644,9497,2712,1295 -,,,,,,,,1645,9328,2664,1272 -,,,,,,,,1646,9121,2604,1243 -,,,,,,,,1647,8940,2553,1219 -,,,,,,,,1648,8871,2534,1210 -,,,,,,,,1649,9010,2573,1228 -,,,,,,,,1650,9451,2700,1288 -,,,,,,,,1651,10147,2898,1383 -,,,,,,,,1652,10013,2860,1365 -,,,,,,,,1653,9737,2780,1328 -,,,,,,,,1654,9287,2652,1266 -,,,,,,,,1655,8667,2475,1181 -,,,,,,,,1656,8057,2301,1098 -,,,,,,,,1657,7591,2168,1035 -,,,,,,,,1658,7452,2128,1015 -,,,,,,,,1659,7312,2089,997 -,,,,,,,,1660,7169,2048,977 -,,,,,,,,1661,7138,2038,973 -,,,,,,,,1662,7249,2070,988 -,,,,,,,,1663,7512,2145,1024 -,,,,,,,,1664,7809,2230,1065 -,,,,,,,,1665,8257,2358,1126 -,,,,,,,,1666,8664,2474,1181 -,,,,,,,,1667,8875,2535,1210 -,,,,,,,,1668,8929,2550,1217 -,,,,,,,,1669,8867,2532,1209 -,,,,,,,,1670,8689,2481,1185 -,,,,,,,,1671,8473,2419,1155 -,,,,,,,,1672,8338,2381,1136 -,,,,,,,,1673,8375,2392,1141 -,,,,,,,,1674,8619,2461,1175 -,,,,,,,,1675,9041,2582,1232 -,,,,,,,,1676,9793,2796,1335 -,,,,,,,,1677,9641,2754,1314 -,,,,,,,,1678,9055,2586,1235 -,,,,,,,,1679,8301,2371,1131 -,,,,,,,,1680,7513,2145,1024 -,,,,,,,,1681,7018,2004,957 -,,,,,,,,1682,6730,1922,918 -,,,,,,,,1683,6622,1891,903 -,,,,,,,,1684,6637,1896,904 -,,,,,,,,1685,6834,1952,932 -,,,,,,,,1686,7545,2154,1029 -,,,,,,,,1687,8884,2537,1212 -,,,,,,,,1688,9660,2759,1317 -,,,,,,,,1689,9765,2789,1331 -,,,,,,,,1690,9727,2778,1326 -,,,,,,,,1691,9760,2787,1331 -,,,,,,,,1692,9738,2781,1328 -,,,,,,,,1693,9638,2752,1314 -,,,,,,,,1694,9575,2735,1305 -,,,,,,,,1695,9428,2693,1285 -,,,,,,,,1696,9292,2654,1267 -,,,,,,,,1697,9255,2644,1262 -,,,,,,,,1698,9377,2678,1278 -,,,,,,,,1699,9691,2768,1321 -,,,,,,,,1700,10200,2913,1391 -,,,,,,,,1701,9895,2826,1349 -,,,,,,,,1702,9179,2621,1252 -,,,,,,,,1703,8257,2358,1126 -,,,,,,,,1704,7404,2114,1010 -,,,,,,,,1705,6824,1948,930 -,,,,,,,,1706,6491,1853,885 -,,,,,,,,1707,6333,1808,863 -,,,,,,,,1708,6295,1798,858 -,,,,,,,,1709,6462,1845,881 -,,,,,,,,1710,7094,2026,967 -,,,,,,,,1711,8389,2396,1144 -,,,,,,,,1712,9259,2645,1262 -,,,,,,,,1713,9497,2712,1295 -,,,,,,,,1714,9587,2738,1307 -,,,,,,,,1715,9652,2756,1316 -,,,,,,,,1716,9664,2760,1318 -,,,,,,,,1717,9610,2745,1310 -,,,,,,,,1718,9593,2740,1308 -,,,,,,,,1719,9495,2712,1294 -,,,,,,,,1720,9400,2684,1282 -,,,,,,,,1721,9407,2687,1282 -,,,,,,,,1722,9511,2716,1297 -,,,,,,,,1723,9660,2759,1317 -,,,,,,,,1724,10128,2892,1381 -,,,,,,,,1725,9850,2813,1343 -,,,,,,,,1726,9147,2612,1247 -,,,,,,,,1727,8199,2341,1118 -,,,,,,,,1728,7325,2092,999 -,,,,,,,,1729,6740,1925,919 -,,,,,,,,1730,6425,1834,876 -,,,,,,,,1731,6264,1789,853 -,,,,,,,,1732,6257,1787,853 -,,,,,,,,1733,6405,1829,873 -,,,,,,,,1734,7053,2014,961 -,,,,,,,,1735,8360,2388,1140 -,,,,,,,,1736,9166,2618,1250 -,,,,,,,,1737,9354,2671,1275 -,,,,,,,,1738,9463,2703,1290 -,,,,,,,,1739,9550,2727,1302 -,,,,,,,,1740,9566,2732,1304 -,,,,,,,,1741,9480,2707,1292 -,,,,,,,,1742,9460,2701,1290 -,,,,,,,,1743,9358,2673,1276 -,,,,,,,,1744,9286,2652,1266 -,,,,,,,,1745,9356,2672,1276 -,,,,,,,,1746,9577,2735,1306 -,,,,,,,,1747,9809,2801,1338 -,,,,,,,,1748,10169,2904,1386 -,,,,,,,,1749,9908,2830,1351 -,,,,,,,,1750,9251,2642,1261 -,,,,,,,,1751,8331,2379,1136 -,,,,,,,,1752,7488,2138,1020 -,,,,,,,,1753,6946,1983,947 -,,,,,,,,1754,6646,1898,906 -,,,,,,,,1755,6500,1856,886 -,,,,,,,,1756,6489,1853,884 -,,,,,,,,1757,6670,1905,909 -,,,,,,,,1758,7351,2099,1002 -,,,,,,,,1759,8696,2484,1186 -,,,,,,,,1760,9549,2727,1302 -,,,,,,,,1761,9746,2783,1328 -,,,,,,,,1762,9834,2809,1341 -,,,,,,,,1763,9913,2831,1352 -,,,,,,,,1764,9869,2819,1346 -,,,,,,,,1765,9747,2784,1328 -,,,,,,,,1766,9662,2760,1318 -,,,,,,,,1767,9484,2709,1293 -,,,,,,,,1768,9390,2682,1280 -,,,,,,,,1769,9456,2700,1289 -,,,,,,,,1770,9694,2769,1322 -,,,,,,,,1771,10014,2860,1365 -,,,,,,,,1772,10428,2978,1422 -,,,,,,,,1773,10162,2902,1385 -,,,,,,,,1774,9552,2728,1302 -,,,,,,,,1775,8643,2468,1178 -,,,,,,,,1776,7788,2224,1062 -,,,,,,,,1777,7214,2060,984 -,,,,,,,,1778,6893,1968,939 -,,,,,,,,1779,6755,1929,921 -,,,,,,,,1780,6719,1919,916 -,,,,,,,,1781,6890,1968,939 -,,,,,,,,1782,7542,2154,1028 -,,,,,,,,1783,8822,2519,1202 -,,,,,,,,1784,9614,2745,1311 -,,,,,,,,1785,9858,2815,1344 -,,,,,,,,1786,9984,2851,1361 -,,,,,,,,1787,10096,2884,1377 -,,,,,,,,1788,10114,2889,1378 -,,,,,,,,1789,10041,2868,1369 -,,,,,,,,1790,10001,2856,1363 -,,,,,,,,1791,9878,2821,1347 -,,,,,,,,1792,9780,2793,1333 -,,,,,,,,1793,9754,2785,1330 -,,,,,,,,1794,9785,2795,1334 -,,,,,,,,1795,9873,2820,1346 -,,,,,,,,1796,10116,2889,1379 -,,,,,,,,1797,9842,2811,1342 -,,,,,,,,1798,9332,2665,1272 -,,,,,,,,1799,8603,2457,1173 -,,,,,,,,1800,7817,2233,1065 -,,,,,,,,1801,7210,2059,983 -,,,,,,,,1802,6839,1953,932 -,,,,,,,,1803,6646,1898,906 -,,,,,,,,1804,6556,1872,893 -,,,,,,,,1805,6599,1884,899 -,,,,,,,,1806,6830,1951,931 -,,,,,,,,1807,7298,2084,994 -,,,,,,,,1808,7834,2238,1068 -,,,,,,,,1809,8497,2427,1158 -,,,,,,,,1810,8943,2555,1219 -,,,,,,,,1811,9150,2613,1247 -,,,,,,,,1812,9123,2605,1244 -,,,,,,,,1813,8959,2559,1222 -,,,,,,,,1814,8750,2499,1192 -,,,,,,,,1815,8534,2437,1163 -,,,,,,,,1816,8354,2385,1139 -,,,,,,,,1817,8315,2374,1134 -,,,,,,,,1818,8349,2384,1138 -,,,,,,,,1819,8508,2429,1160 -,,,,,,,,1820,9060,2588,1235 -,,,,,,,,1821,8990,2568,1226 -,,,,,,,,1822,8609,2459,1173 -,,,,,,,,1823,8053,2300,1098 -,,,,,,,,1824,7430,2122,1013 -,,,,,,,,1825,6925,1978,944 -,,,,,,,,1826,6616,1889,902 -,,,,,,,,1827,6456,1843,880 -,,,,,,,,1828,6374,1820,868 -,,,,,,,,1829,6394,1826,872 -,,,,,,,,1830,6556,1872,893 -,,,,,,,,1831,6877,1964,938 -,,,,,,,,1832,7248,2070,988 -,,,,,,,,1833,7809,2230,1065 -,,,,,,,,1834,8267,2361,1127 -,,,,,,,,1835,8461,2416,1153 -,,,,,,,,1836,8497,2426,1158 -,,,,,,,,1837,8407,2401,1146 -,,,,,,,,1838,8247,2355,1124 -,,,,,,,,1839,8109,2316,1106 -,,,,,,,,1840,8033,2294,1095 -,,,,,,,,1841,8138,2324,1110 -,,,,,,,,1842,8344,2383,1137 -,,,,,,,,1843,8614,2460,1174 -,,,,,,,,1844,9319,2661,1271 -,,,,,,,,1845,9193,2625,1253 -,,,,,,,,1846,8559,2444,1166 -,,,,,,,,1847,7747,2213,1056 -,,,,,,,,1848,7009,2002,955 -,,,,,,,,1849,6488,1853,884 -,,,,,,,,1850,6220,1776,848 -,,,,,,,,1851,6097,1741,831 -,,,,,,,,1852,6095,1741,831 -,,,,,,,,1853,6305,1801,859 -,,,,,,,,1854,7009,2002,955 -,,,,,,,,1855,8321,2376,1135 -,,,,,,,,1856,9087,2595,1239 -,,,,,,,,1857,9303,2657,1268 -,,,,,,,,1858,9426,2692,1285 -,,,,,,,,1859,9581,2736,1306 -,,,,,,,,1860,9660,2759,1317 -,,,,,,,,1861,9664,2760,1318 -,,,,,,,,1862,9701,2770,1322 -,,,,,,,,1863,9625,2749,1312 -,,,,,,,,1864,9513,2717,1297 -,,,,,,,,1865,9440,2696,1287 -,,,,,,,,1866,9438,2695,1287 -,,,,,,,,1867,9510,2716,1297 -,,,,,,,,1868,10034,2865,1368 -,,,,,,,,1869,9803,2800,1337 -,,,,,,,,1870,9053,2585,1234 -,,,,,,,,1871,8084,2309,1102 -,,,,,,,,1872,7222,2063,984 -,,,,,,,,1873,6657,1901,908 -,,,,,,,,1874,6364,1818,868 -,,,,,,,,1875,6229,1779,849 -,,,,,,,,1876,6188,1767,843 -,,,,,,,,1877,6383,1823,870 -,,,,,,,,1878,7038,2010,959 -,,,,,,,,1879,8316,2375,1134 -,,,,,,,,1880,9058,2587,1235 -,,,,,,,,1881,9240,2639,1260 -,,,,,,,,1882,9335,2666,1272 -,,,,,,,,1883,9468,2704,1291 -,,,,,,,,1884,9552,2728,1302 -,,,,,,,,1885,9590,2739,1308 -,,,,,,,,1886,9666,2760,1318 -,,,,,,,,1887,9640,2753,1314 -,,,,,,,,1888,9594,2740,1308 -,,,,,,,,1889,9588,2738,1307 -,,,,,,,,1890,9612,2745,1310 -,,,,,,,,1891,9624,2749,1312 -,,,,,,,,1892,10133,2894,1382 -,,,,,,,,1893,9966,2846,1358 -,,,,,,,,1894,9241,2639,1260 -,,,,,,,,1895,8240,2353,1123 -,,,,,,,,1896,7373,2105,1005 -,,,,,,,,1897,6779,1936,924 -,,,,,,,,1898,6465,1846,881 -,,,,,,,,1899,6283,1794,857 -,,,,,,,,1900,6237,1781,850 -,,,,,,,,1901,6399,1828,873 -,,,,,,,,1902,7020,2005,957 -,,,,,,,,1903,8288,2367,1130 -,,,,,,,,1904,9036,2580,1232 -,,,,,,,,1905,9330,2665,1272 -,,,,,,,,1906,9512,2716,1297 -,,,,,,,,1907,9710,2773,1323 -,,,,,,,,1908,9832,2808,1341 -,,,,,,,,1909,9865,2817,1345 -,,,,,,,,1910,9921,2834,1353 -,,,,,,,,1911,9892,2825,1348 -,,,,,,,,1912,9842,2811,1342 -,,,,,,,,1913,9817,2804,1338 -,,,,,,,,1914,9815,2803,1338 -,,,,,,,,1915,9778,2793,1333 -,,,,,,,,1916,10245,2925,1397 -,,,,,,,,1917,10070,2876,1373 -,,,,,,,,1918,9360,2673,1276 -,,,,,,,,1919,8382,2394,1142 -,,,,,,,,1920,7475,2134,1019 -,,,,,,,,1921,6924,1978,944 -,,,,,,,,1922,6561,1873,894 -,,,,,,,,1923,6379,1822,869 -,,,,,,,,1924,6315,1803,861 -,,,,,,,,1925,6456,1843,880 -,,,,,,,,1926,7061,2017,963 -,,,,,,,,1927,8316,2375,1134 -,,,,,,,,1928,9067,2590,1236 -,,,,,,,,1929,9369,2675,1277 -,,,,,,,,1930,9601,2742,1309 -,,,,,,,,1931,9838,2810,1341 -,,,,,,,,1932,9967,2846,1359 -,,,,,,,,1933,10001,2856,1363 -,,,,,,,,1934,10114,2889,1379 -,,,,,,,,1935,10112,2888,1378 -,,,,,,,,1936,10096,2883,1377 -,,,,,,,,1937,10079,2879,1374 -,,,,,,,,1938,10039,2867,1368 -,,,,,,,,1939,9934,2837,1354 -,,,,,,,,1940,10363,2960,1413 -,,,,,,,,1941,10219,2919,1393 -,,,,,,,,1942,9523,2720,1298 -,,,,,,,,1943,8513,2431,1161 -,,,,,,,,1944,7619,2176,1039 -,,,,,,,,1945,7042,2011,960 -,,,,,,,,1946,6684,1908,911 -,,,,,,,,1947,6461,1845,881 -,,,,,,,,1948,6390,1825,871 -,,,,,,,,1949,6527,1863,889 -,,,,,,,,1950,7096,2027,967 -,,,,,,,,1951,8282,2365,1129 -,,,,,,,,1952,9039,2582,1232 -,,,,,,,,1953,9336,2666,1272 -,,,,,,,,1954,9530,2722,1299 -,,,,,,,,1955,9699,2770,1322 -,,,,,,,,1956,9746,2783,1328 -,,,,,,,,1957,9669,2761,1318 -,,,,,,,,1958,9692,2768,1321 -,,,,,,,,1959,9603,2743,1309 -,,,,,,,,1960,9488,2710,1293 -,,,,,,,,1961,9425,2691,1285 -,,,,,,,,1962,9321,2662,1271 -,,,,,,,,1963,9137,2610,1246 -,,,,,,,,1964,9519,2719,1298 -,,,,,,,,1965,9343,2669,1274 -,,,,,,,,1966,8803,2514,1200 -,,,,,,,,1967,8073,2305,1100 -,,,,,,,,1968,7301,2085,995 -,,,,,,,,1969,6716,1918,915 -,,,,,,,,1970,6351,1813,866 -,,,,,,,,1971,6143,1754,838 -,,,,,,,,1972,6033,1723,823 -,,,,,,,,1973,6043,1726,823 -,,,,,,,,1974,6246,1783,851 -,,,,,,,,1975,6660,1902,908 -,,,,,,,,1976,7157,2044,975 -,,,,,,,,1977,7838,2239,1069 -,,,,,,,,1978,8325,2378,1135 -,,,,,,,,1979,8539,2439,1164 -,,,,,,,,1980,8579,2450,1170 -,,,,,,,,1981,8483,2423,1156 -,,,,,,,,1982,8313,2374,1133 -,,,,,,,,1983,8175,2334,1115 -,,,,,,,,1984,8109,2316,1106 -,,,,,,,,1985,8166,2332,1113 -,,,,,,,,1986,8373,2391,1141 -,,,,,,,,1987,8583,2451,1170 -,,,,,,,,1988,8925,2549,1216 -,,,,,,,,1989,8761,2502,1195 -,,,,,,,,1990,8313,2374,1133 -,,,,,,,,1991,7709,2202,1051 -,,,,,,,,1992,7087,2023,966 -,,,,,,,,1993,6571,1877,896 -,,,,,,,,1994,6231,1779,849 -,,,,,,,,1995,6059,1730,826 -,,,,,,,,1996,5975,1706,814 -,,,,,,,,1997,5989,1711,817 -,,,,,,,,1998,6126,1749,835 -,,,,,,,,1999,6447,1841,878 -,,,,,,,,2000,6881,1965,938 -,,,,,,,,2001,7568,2161,1031 -,,,,,,,,2002,8160,2330,1112 -,,,,,,,,2003,8530,2436,1163 -,,,,,,,,2004,8748,2498,1192 -,,,,,,,,2005,8822,2519,1202 -,,,,,,,,2006,8734,2494,1191 -,,,,,,,,2007,8636,2466,1177 -,,,,,,,,2008,8569,2447,1168 -,,,,,,,,2009,8690,2482,1185 -,,,,,,,,2010,8933,2551,1218 -,,,,,,,,2011,9135,2609,1246 -,,,,,,,,2012,9515,2717,1298 -,,,,,,,,2013,9322,2662,1271 -,,,,,,,,2014,8673,2477,1182 -,,,,,,,,2015,7890,2254,1075 -,,,,,,,,2016,7164,2046,977 -,,,,,,,,2017,6656,1901,908 -,,,,,,,,2018,6385,1823,870 -,,,,,,,,2019,6273,1791,855 -,,,,,,,,2020,6282,1794,856 -,,,,,,,,2021,6506,1858,887 -,,,,,,,,2022,7224,2063,984 -,,,,,,,,2023,8559,2444,1166 -,,,,,,,,2024,9339,2667,1273 -,,,,,,,,2025,9607,2744,1310 -,,,,,,,,2026,9718,2775,1325 -,,,,,,,,2027,9773,2791,1332 -,,,,,,,,2028,9729,2779,1327 -,,,,,,,,2029,9628,2749,1312 -,,,,,,,,2030,9570,2733,1305 -,,,,,,,,2031,9429,2693,1286 -,,,,,,,,2032,9357,2672,1276 -,,,,,,,,2033,9428,2693,1285 -,,,,,,,,2034,9682,2765,1320 -,,,,,,,,2035,9938,2839,1355 -,,,,,,,,2036,10557,3015,1439 -,,,,,,,,2037,10473,2991,1428 -,,,,,,,,2038,9846,2812,1343 -,,,,,,,,2039,8933,2551,1218 -,,,,,,,,2040,8120,2319,1107 -,,,,,,,,2041,7602,2171,1036 -,,,,,,,,2042,7349,2099,1002 -,,,,,,,,2043,7243,2068,987 -,,,,,,,,2044,7256,2072,989 -,,,,,,,,2045,7490,2138,1021 -,,,,,,,,2046,8214,2346,1120 -,,,,,,,,2047,9521,2719,1298 -,,,,,,,,2048,10239,2925,1396 -,,,,,,,,2049,10321,2947,1407 -,,,,,,,,2050,10295,2940,1403 -,,,,,,,,2051,10266,2932,1399 -,,,,,,,,2052,10198,2912,1390 -,,,,,,,,2053,10051,2870,1370 -,,,,,,,,2054,9907,2830,1351 -,,,,,,,,2055,9697,2770,1322 -,,,,,,,,2056,9556,2729,1302 -,,,,,,,,2057,9541,2725,1301 -,,,,,,,,2058,9675,2763,1319 -,,,,,,,,2059,9821,2805,1339 -,,,,,,,,2060,10416,2975,1420 -,,,,,,,,2061,10368,2961,1414 -,,,,,,,,2062,9734,2780,1327 -,,,,,,,,2063,8802,2514,1200 -,,,,,,,,2064,7950,2270,1084 -,,,,,,,,2065,7419,2119,1011 -,,,,,,,,2066,7123,2034,971 -,,,,,,,,2067,6985,1995,952 -,,,,,,,,2068,6940,1982,946 -,,,,,,,,2069,7129,2036,972 -,,,,,,,,2070,7814,2232,1065 -,,,,,,,,2071,9102,2600,1241 -,,,,,,,,2072,9850,2813,1343 -,,,,,,,,2073,9991,2854,1362 -,,,,,,,,2074,10009,2859,1364 -,,,,,,,,2075,10071,2876,1373 -,,,,,,,,2076,10080,2879,1374 -,,,,,,,,2077,10032,2865,1368 -,,,,,,,,2078,10005,2857,1364 -,,,,,,,,2079,9815,2803,1338 -,,,,,,,,2080,9654,2757,1316 -,,,,,,,,2081,9677,2764,1319 -,,,,,,,,2082,9788,2795,1334 -,,,,,,,,2083,9896,2826,1349 -,,,,,,,,2084,10272,2934,1400 -,,,,,,,,2085,10092,2882,1376 -,,,,,,,,2086,9415,2689,1283 -,,,,,,,,2087,8440,2410,1151 -,,,,,,,,2088,7582,2165,1034 -,,,,,,,,2089,7018,2004,957 -,,,,,,,,2090,6727,1921,917 -,,,,,,,,2091,6581,1879,897 -,,,,,,,,2092,6556,1873,893 -,,,,,,,,2093,6753,1928,920 -,,,,,,,,2094,7428,2121,1013 -,,,,,,,,2095,8721,2491,1189 -,,,,,,,,2096,9477,2706,1292 -,,,,,,,,2097,9692,2768,1321 -,,,,,,,,2098,9838,2810,1341 -,,,,,,,,2099,9951,2842,1357 -,,,,,,,,2100,9968,2847,1359 -,,,,,,,,2101,9901,2828,1350 -,,,,,,,,2102,9852,2814,1343 -,,,,,,,,2103,9696,2769,1322 -,,,,,,,,2104,9638,2752,1314 -,,,,,,,,2105,9714,2775,1324 -,,,,,,,,2106,9890,2825,1348 -,,,,,,,,2107,10066,2875,1373 -,,,,,,,,2108,10410,2973,1419 -,,,,,,,,2109,10215,2917,1393 -,,,,,,,,2110,9560,2730,1303 -,,,,,,,,2111,8612,2459,1174 -,,,,,,,,2112,7785,2224,1061 -,,,,,,,,2113,7249,2070,988 -,,,,,,,,2114,6963,1989,949 -,,,,,,,,2115,6836,1953,932 -,,,,,,,,2116,6812,1945,929 -,,,,,,,,2117,7022,2005,957 -,,,,,,,,2118,7705,2201,1050 -,,,,,,,,2119,8921,2548,1216 -,,,,,,,,2120,9618,2747,1311 -,,,,,,,,2121,9746,2783,1328 -,,,,,,,,2122,9767,2790,1332 -,,,,,,,,2123,9788,2795,1334 -,,,,,,,,2124,9713,2774,1324 -,,,,,,,,2125,9546,2726,1302 -,,,,,,,,2126,9444,2697,1288 -,,,,,,,,2127,9255,2643,1262 -,,,,,,,,2128,9082,2594,1238 -,,,,,,,,2129,9013,2574,1229 -,,,,,,,,2130,9007,2572,1228 -,,,,,,,,2131,9062,2588,1236 -,,,,,,,,2132,9564,2731,1304 -,,,,,,,,2133,9562,2730,1303 -,,,,,,,,2134,9127,2607,1244 -,,,,,,,,2135,8436,2409,1150 -,,,,,,,,2136,7681,2193,1047 -,,,,,,,,2137,7087,2024,966 -,,,,,,,,2138,6762,1931,922 -,,,,,,,,2139,6596,1883,899 -,,,,,,,,2140,6546,1869,892 -,,,,,,,,2141,6599,1885,899 -,,,,,,,,2142,6846,1955,934 -,,,,,,,,2143,7298,2084,994 -,,,,,,,,2144,7929,2264,1081 -,,,,,,,,2145,8648,2469,1179 -,,,,,,,,2146,9085,2594,1238 -,,,,,,,,2147,9334,2665,1272 -,,,,,,,,2148,9377,2678,1278 -,,,,,,,,2149,9296,2655,1267 -,,,,,,,,2150,9083,2594,1238 -,,,,,,,,2151,8884,2537,1212 -,,,,,,,,2152,8759,2502,1194 -,,,,,,,,2153,8773,2505,1196 -,,,,,,,,2154,8886,2538,1212 -,,,,,,,,2155,8981,2564,1224 -,,,,,,,,2156,9364,2675,1277 -,,,,,,,,2157,9322,2662,1271 -,,,,,,,,2158,8950,2556,1220 -,,,,,,,,2159,8389,2396,1144 -,,,,,,,,2160,7741,2211,1055 -,,,,,,,,2161,7224,2063,984 -,,,,,,,,2162,6903,1971,941 -,,,,,,,,2163,6749,1928,920 -,,,,,,,,2164,6689,1910,912 -,,,,,,,,2165,6718,1918,916 -,,,,,,,,2166,6906,1973,941 -,,,,,,,,2167,7185,2052,979 -,,,,,,,,2168,7596,2169,1035 -,,,,,,,,2169,8115,2318,1106 -,,,,,,,,2170,8450,2414,1152 -,,,,,,,,2171,8577,2449,1169 -,,,,,,,,2172,8599,2455,1172 -,,,,,,,,2173,8594,2454,1171 -,,,,,,,,2174,8540,2439,1164 -,,,,,,,,2175,8484,2423,1156 -,,,,,,,,2176,8534,2437,1163 -,,,,,,,,2177,8782,2508,1197 -,,,,,,,,2178,9153,2614,1248 -,,,,,,,,2179,9422,2691,1284 -,,,,,,,,2180,9736,2780,1328 -,,,,,,,,2181,9489,2710,1293 -,,,,,,,,2182,8872,2534,1210 -,,,,,,,,2183,8082,2308,1101 -,,,,,,,,2184,7355,2100,1003 -,,,,,,,,2185,6876,1963,937 -,,,,,,,,2186,6614,1889,902 -,,,,,,,,2187,6517,1861,888 -,,,,,,,,2188,6532,1865,890 -,,,,,,,,2189,6766,1933,922 -,,,,,,,,2190,7523,2148,1025 -,,,,,,,,2191,8816,2518,1202 -,,,,,,,,2192,9589,2739,1308 -,,,,,,,,2193,9819,2805,1338 -,,,,,,,,2194,9916,2832,1352 -,,,,,,,,2195,9965,2846,1358 -,,,,,,,,2196,9892,2825,1348 -,,,,,,,,2197,9751,2785,1329 -,,,,,,,,2198,9647,2755,1315 -,,,,,,,,2199,9471,2704,1291 -,,,,,,,,2200,9332,2665,1272 -,,,,,,,,2201,9325,2663,1272 -,,,,,,,,2202,9458,2701,1289 -,,,,,,,,2203,9557,2730,1302 -,,,,,,,,2204,10085,2880,1375 -,,,,,,,,2205,10129,2893,1381 -,,,,,,,,2206,9521,2719,1298 -,,,,,,,,2207,8599,2455,1172 -,,,,,,,,2208,7736,2209,1055 -,,,,,,,,2209,7203,2057,982 -,,,,,,,,2210,6932,1979,945 -,,,,,,,,2211,6819,1948,929 -,,,,,,,,2212,6832,1951,931 -,,,,,,,,2213,7077,2021,964 -,,,,,,,,2214,7830,2236,1067 -,,,,,,,,2215,9084,2594,1238 -,,,,,,,,2216,9768,2790,1332 -,,,,,,,,2217,9830,2807,1340 -,,,,,,,,2218,9815,2803,1338 -,,,,,,,,2219,9799,2798,1336 -,,,,,,,,2220,9714,2774,1324 -,,,,,,,,2221,9585,2737,1307 -,,,,,,,,2222,9479,2707,1292 -,,,,,,,,2223,9337,2666,1273 -,,,,,,,,2224,9240,2639,1260 -,,,,,,,,2225,9233,2637,1259 -,,,,,,,,2226,9323,2662,1271 -,,,,,,,,2227,9414,2689,1283 -,,,,,,,,2228,9937,2838,1355 -,,,,,,,,2229,9994,2855,1363 -,,,,,,,,2230,9333,2665,1272 -,,,,,,,,2231,8389,2396,1144 -,,,,,,,,2232,7527,2149,1026 -,,,,,,,,2233,6960,1988,949 -,,,,,,,,2234,6679,1908,910 -,,,,,,,,2235,6534,1866,891 -,,,,,,,,2236,6513,1860,888 -,,,,,,,,2237,6704,1914,913 -,,,,,,,,2238,7411,2117,1010 -,,,,,,,,2239,8627,2464,1176 -,,,,,,,,2240,9314,2660,1270 -,,,,,,,,2241,9432,2694,1286 -,,,,,,,,2242,9460,2702,1290 -,,,,,,,,2243,9522,2720,1298 -,,,,,,,,2244,9523,2720,1298 -,,,,,,,,2245,9440,2696,1287 -,,,,,,,,2246,9418,2690,1284 -,,,,,,,,2247,9338,2667,1273 -,,,,,,,,2248,9238,2639,1259 -,,,,,,,,2249,9239,2639,1260 -,,,,,,,,2250,9325,2663,1272 -,,,,,,,,2251,9410,2687,1282 -,,,,,,,,2252,9863,2817,1345 -,,,,,,,,2253,9842,2810,1342 -,,,,,,,,2254,9200,2627,1254 -,,,,,,,,2255,8287,2366,1130 -,,,,,,,,2256,7424,2120,1012 -,,,,,,,,2257,6905,1972,941 -,,,,,,,,2258,6630,1893,903 -,,,,,,,,2259,6508,1858,887 -,,,,,,,,2260,6509,1858,887 -,,,,,,,,2261,6735,1923,919 -,,,,,,,,2262,7448,2127,1015 -,,,,,,,,2263,8697,2484,1186 -,,,,,,,,2264,9414,2689,1283 -,,,,,,,,2265,9560,2730,1303 -,,,,,,,,2266,9634,2751,1313 -,,,,,,,,2267,9685,2766,1320 -,,,,,,,,2268,9653,2757,1316 -,,,,,,,,2269,9554,2729,1302 -,,,,,,,,2270,9489,2710,1293 -,,,,,,,,2271,9323,2663,1271 -,,,,,,,,2272,9189,2625,1252 -,,,,,,,,2273,9160,2616,1249 -,,,,,,,,2274,9222,2634,1257 -,,,,,,,,2275,9281,2650,1265 -,,,,,,,,2276,9725,2777,1326 -,,,,,,,,2277,9827,2806,1340 -,,,,,,,,2278,9316,2660,1270 -,,,,,,,,2279,8468,2419,1155 -,,,,,,,,2280,7652,2185,1043 -,,,,,,,,2281,7106,2029,969 -,,,,,,,,2282,6821,1948,929 -,,,,,,,,2283,6690,1911,912 -,,,,,,,,2284,6683,1908,911 -,,,,,,,,2285,6860,1959,935 -,,,,,,,,2286,7437,2124,1014 -,,,,,,,,2287,8328,2379,1136 -,,,,,,,,2288,9012,2574,1229 -,,,,,,,,2289,9323,2663,1271 -,,,,,,,,2290,9474,2705,1292 -,,,,,,,,2291,9513,2717,1297 -,,,,,,,,2292,9423,2691,1285 -,,,,,,,,2293,9274,2649,1264 -,,,,,,,,2294,9140,2610,1246 -,,,,,,,,2295,8946,2555,1220 -,,,,,,,,2296,8784,2509,1197 -,,,,,,,,2297,8758,2501,1194 -,,,,,,,,2298,8814,2517,1202 -,,,,,,,,2299,8848,2527,1206 -,,,,,,,,2300,9241,2639,1260 -,,,,,,,,2301,9343,2668,1273 -,,,,,,,,2302,8918,2547,1216 -,,,,,,,,2303,8249,2356,1125 -,,,,,,,,2304,7548,2155,1029 -,,,,,,,,2305,7024,2006,958 -,,,,,,,,2306,6720,1919,916 -,,,,,,,,2307,6566,1875,895 -,,,,,,,,2308,6515,1860,888 -,,,,,,,,2309,6596,1884,899 -,,,,,,,,2310,6865,1960,936 -,,,,,,,,2311,7252,2071,989 -,,,,,,,,2312,7851,2243,1070 -,,,,,,,,2313,8444,2411,1151 -,,,,,,,,2314,8754,2500,1193 -,,,,,,,,2315,8824,2520,1203 -,,,,,,,,2316,8769,2504,1196 -,,,,,,,,2317,8634,2466,1177 -,,,,,,,,2318,8461,2416,1153 -,,,,,,,,2319,8302,2371,1131 -,,,,,,,,2320,8272,2363,1128 -,,,,,,,,2321,8425,2406,1149 -,,,,,,,,2322,8648,2469,1179 -,,,,,,,,2323,8817,2518,1202 -,,,,,,,,2324,9170,2619,1250 -,,,,,,,,2325,9161,2616,1249 -,,,,,,,,2326,8740,2496,1191 -,,,,,,,,2327,8107,2315,1106 -,,,,,,,,2328,7414,2117,1010 -,,,,,,,,2329,6845,1955,933 -,,,,,,,,2330,6515,1861,888 -,,,,,,,,2331,6319,1804,861 -,,,,,,,,2332,6247,1784,852 -,,,,,,,,2333,6279,1793,856 -,,,,,,,,2334,6458,1844,880 -,,,,,,,,2335,6766,1933,922 -,,,,,,,,2336,7333,2094,999 -,,,,,,,,2337,7978,2279,1088 -,,,,,,,,2338,8380,2394,1142 -,,,,,,,,2339,8520,2433,1161 -,,,,,,,,2340,8601,2456,1172 -,,,,,,,,2341,8527,2435,1162 -,,,,,,,,2342,8221,2348,1120 -,,,,,,,,2343,7912,2259,1079 -,,,,,,,,2344,7740,2210,1055 -,,,,,,,,2345,7701,2199,1050 -,,,,,,,,2346,7789,2224,1062 -,,,,,,,,2347,8001,2285,1090 -,,,,,,,,2348,8614,2460,1174 -,,,,,,,,2349,8920,2548,1216 -,,,,,,,,2350,8439,2409,1151 -,,,,,,,,2351,7707,2201,1050 -,,,,,,,,2352,7031,2008,959 -,,,,,,,,2353,6579,1879,897 -,,,,,,,,2354,6359,1816,867 -,,,,,,,,2355,6277,1793,856 -,,,,,,,,2356,6282,1794,856 -,,,,,,,,2357,6511,1859,888 -,,,,,,,,2358,7238,2067,987 -,,,,,,,,2359,8426,2406,1149 -,,,,,,,,2360,9225,2635,1257 -,,,,,,,,2361,9508,2715,1297 -,,,,,,,,2362,9628,2749,1312 -,,,,,,,,2363,9735,2780,1328 -,,,,,,,,2364,9736,2780,1328 -,,,,,,,,2365,9657,2758,1317 -,,,,,,,,2366,9585,2737,1307 -,,,,,,,,2367,9429,2693,1286 -,,,,,,,,2368,9322,2662,1271 -,,,,,,,,2369,9323,2663,1271 -,,,,,,,,2370,9432,2694,1286 -,,,,,,,,2371,9526,2720,1298 -,,,,,,,,2372,9928,2835,1353 -,,,,,,,,2373,9944,2840,1356 -,,,,,,,,2374,9255,2643,1262 -,,,,,,,,2375,8312,2374,1133 -,,,,,,,,2376,7435,2124,1014 -,,,,,,,,2377,6909,1973,942 -,,,,,,,,2378,6643,1898,906 -,,,,,,,,2379,6523,1863,889 -,,,,,,,,2380,6513,1860,888 -,,,,,,,,2381,6737,1924,919 -,,,,,,,,2382,7437,2124,1014 -,,,,,,,,2383,8592,2454,1171 -,,,,,,,,2384,9316,2660,1270 -,,,,,,,,2385,9460,2702,1290 -,,,,,,,,2386,9521,2719,1298 -,,,,,,,,2387,9583,2737,1307 -,,,,,,,,2388,9561,2730,1303 -,,,,,,,,2389,9503,2714,1296 -,,,,,,,,2390,9480,2707,1292 -,,,,,,,,2391,9352,2670,1275 -,,,,,,,,2392,9242,2639,1260 -,,,,,,,,2393,9257,2644,1262 -,,,,,,,,2394,9331,2665,1272 -,,,,,,,,2395,9395,2683,1281 -,,,,,,,,2396,9811,2802,1338 -,,,,,,,,2397,9848,2813,1343 -,,,,,,,,2398,9175,2620,1251 -,,,,,,,,2399,8230,2350,1122 -,,,,,,,,2400,7377,2107,1005 -,,,,,,,,2401,6850,1957,934 -,,,,,,,,2402,6579,1878,897 -,,,,,,,,2403,6458,1844,880 -,,,,,,,,2404,6458,1844,880 -,,,,,,,,2405,6673,1906,909 -,,,,,,,,2406,7373,2105,1005 -,,,,,,,,2407,8541,2439,1165 -,,,,,,,,2408,9323,2663,1271 -,,,,,,,,2409,9519,2719,1298 -,,,,,,,,2410,9553,2728,1302 -,,,,,,,,2411,9598,2741,1308 -,,,,,,,,2412,9572,2734,1305 -,,,,,,,,2413,9477,2706,1292 -,,,,,,,,2414,9433,2694,1286 -,,,,,,,,2415,9322,2662,1271 -,,,,,,,,2416,9225,2635,1257 -,,,,,,,,2417,9248,2641,1261 -,,,,,,,,2418,9347,2670,1274 -,,,,,,,,2419,9442,2696,1288 -,,,,,,,,2420,9864,2817,1345 -,,,,,,,,2421,9863,2817,1345 -,,,,,,,,2422,9208,2629,1256 -,,,,,,,,2423,8287,2367,1130 -,,,,,,,,2424,7446,2126,1015 -,,,,,,,,2425,6898,1970,940 -,,,,,,,,2426,6610,1888,901 -,,,,,,,,2427,6479,1850,883 -,,,,,,,,2428,6475,1849,883 -,,,,,,,,2429,6676,1907,910 -,,,,,,,,2430,7384,2109,1006 -,,,,,,,,2431,8535,2438,1163 -,,,,,,,,2432,9278,2649,1265 -,,,,,,,,2433,9466,2704,1291 -,,,,,,,,2434,9522,2720,1298 -,,,,,,,,2435,9555,2729,1302 -,,,,,,,,2436,9563,2731,1303 -,,,,,,,,2437,9526,2720,1298 -,,,,,,,,2438,9515,2717,1298 -,,,,,,,,2439,9401,2684,1282 -,,,,,,,,2440,9313,2659,1270 -,,,,,,,,2441,9341,2668,1273 -,,,,,,,,2442,9451,2699,1288 -,,,,,,,,2443,9480,2707,1292 -,,,,,,,,2444,9823,2805,1339 -,,,,,,,,2445,9873,2820,1346 -,,,,,,,,2446,9273,2648,1264 -,,,,,,,,2447,8381,2394,1142 -,,,,,,,,2448,7528,2149,1026 -,,,,,,,,2449,6991,1997,953 -,,,,,,,,2450,6724,1920,917 -,,,,,,,,2451,6596,1883,899 -,,,,,,,,2452,6596,1884,899 -,,,,,,,,2453,6801,1943,927 -,,,,,,,,2454,7481,2136,1020 -,,,,,,,,2455,8587,2452,1171 -,,,,,,,,2456,9306,2658,1268 -,,,,,,,,2457,9447,2698,1288 -,,,,,,,,2458,9497,2712,1295 -,,,,,,,,2459,9541,2725,1301 -,,,,,,,,2460,9480,2707,1292 -,,,,,,,,2461,9372,2676,1277 -,,,,,,,,2462,9309,2659,1269 -,,,,,,,,2463,9166,2618,1250 -,,,,,,,,2464,9001,2571,1227 -,,,,,,,,2465,8930,2550,1217 -,,,,,,,,2466,8879,2536,1211 -,,,,,,,,2467,8805,2514,1201 -,,,,,,,,2468,9104,2600,1242 -,,,,,,,,2469,9280,2650,1265 -,,,,,,,,2470,8797,2513,1199 -,,,,,,,,2471,8077,2307,1101 -,,,,,,,,2472,7300,2085,995 -,,,,,,,,2473,6755,1929,921 -,,,,,,,,2474,6437,1838,878 -,,,,,,,,2475,6256,1787,853 -,,,,,,,,2476,6218,1776,848 -,,,,,,,,2477,6288,1796,857 -,,,,,,,,2478,6558,1873,894 -,,,,,,,,2479,6904,1972,941 -,,,,,,,,2480,7527,2149,1026 -,,,,,,,,2481,8079,2307,1101 -,,,,,,,,2482,8418,2404,1147 -,,,,,,,,2483,8551,2442,1166 -,,,,,,,,2484,8516,2432,1161 -,,,,,,,,2485,8391,2396,1144 -,,,,,,,,2486,8236,2352,1123 -,,,,,,,,2487,8100,2314,1105 -,,,,,,,,2488,8053,2300,1098 -,,,,,,,,2489,8086,2309,1102 -,,,,,,,,2490,8187,2338,1116 -,,,,,,,,2491,8236,2352,1123 -,,,,,,,,2492,8553,2443,1166 -,,,,,,,,2493,8701,2484,1186 -,,,,,,,,2494,8272,2363,1128 -,,,,,,,,2495,7634,2180,1040 -,,,,,,,,2496,6991,1997,953 -,,,,,,,,2497,6480,1850,883 -,,,,,,,,2498,6158,1758,839 -,,,,,,,,2499,5969,1705,813 -,,,,,,,,2500,5896,1683,803 -,,,,,,,,2501,5909,1688,805 -,,,,,,,,2502,6047,1727,824 -,,,,,,,,2503,6242,1783,851 -,,,,,,,,2504,6709,1916,914 -,,,,,,,,2505,7350,2099,1002 -,,,,,,,,2506,7840,2239,1069 -,,,,,,,,2507,8098,2313,1104 -,,,,,,,,2508,8243,2354,1124 -,,,,,,,,2509,8274,2363,1128 -,,,,,,,,2510,8213,2345,1120 -,,,,,,,,2511,8162,2331,1113 -,,,,,,,,2512,8179,2336,1115 -,,,,,,,,2513,8311,2374,1133 -,,,,,,,,2514,8505,2429,1160 -,,,,,,,,2515,8581,2450,1170 -,,,,,,,,2516,8893,2539,1212 -,,,,,,,,2517,9031,2580,1232 -,,,,,,,,2518,8517,2432,1161 -,,,,,,,,2519,7798,2227,1063 -,,,,,,,,2520,7111,2031,969 -,,,,,,,,2521,6608,1888,901 -,,,,,,,,2522,6319,1804,861 -,,,,,,,,2523,6171,1763,841 -,,,,,,,,2524,6140,1753,837 -,,,,,,,,2525,6304,1800,859 -,,,,,,,,2526,6864,1960,936 -,,,,,,,,2527,7669,2190,1045 -,,,,,,,,2528,8552,2442,1166 -,,,,,,,,2529,9208,2629,1255 -,,,,,,,,2530,9678,2764,1319 -,,,,,,,,2531,10054,2871,1371 -,,,,,,,,2532,10306,2943,1405 -,,,,,,,,2533,10463,2988,1427 -,,,,,,,,2534,10571,3019,1441 -,,,,,,,,2535,10601,3028,1445 -,,,,,,,,2536,10595,3025,1444 -,,,,,,,,2537,10578,3021,1442 -,,,,,,,,2538,10493,2996,1430 -,,,,,,,,2539,10297,2940,1403 -,,,,,,,,2540,10362,2960,1413 -,,,,,,,,2541,10475,2991,1428 -,,,,,,,,2542,9742,2782,1328 -,,,,,,,,2543,8736,2495,1191 -,,,,,,,,2544,7797,2227,1063 -,,,,,,,,2545,7146,2041,974 -,,,,,,,,2546,6771,1933,923 -,,,,,,,,2547,6542,1868,892 -,,,,,,,,2548,6446,1841,878 -,,,,,,,,2549,6587,1881,898 -,,,,,,,,2550,7134,2038,973 -,,,,,,,,2551,7988,2281,1089 -,,,,,,,,2552,8934,2552,1218 -,,,,,,,,2553,9489,2710,1293 -,,,,,,,,2554,9825,2806,1339 -,,,,,,,,2555,10073,2877,1373 -,,,,,,,,2556,10198,2913,1390 -,,,,,,,,2557,10251,2928,1398 -,,,,,,,,2558,10355,2957,1412 -,,,,,,,,2559,10366,2960,1414 -,,,,,,,,2560,10344,2955,1410 -,,,,,,,,2561,10320,2947,1407 -,,,,,,,,2562,10229,2921,1394 -,,,,,,,,2563,9971,2848,1359 -,,,,,,,,2564,10006,2858,1364 -,,,,,,,,2565,10099,2884,1377 -,,,,,,,,2566,9367,2675,1277 -,,,,,,,,2567,8375,2392,1141 -,,,,,,,,2568,7490,2139,1021 -,,,,,,,,2569,6852,1957,934 -,,,,,,,,2570,6487,1853,884 -,,,,,,,,2571,6289,1796,858 -,,,,,,,,2572,6208,1773,846 -,,,,,,,,2573,6345,1812,865 -,,,,,,,,2574,6882,1966,938 -,,,,,,,,2575,7683,2194,1047 -,,,,,,,,2576,8510,2430,1160 -,,,,,,,,2577,8923,2549,1216 -,,,,,,,,2578,9152,2614,1247 -,,,,,,,,2579,9329,2665,1272 -,,,,,,,,2580,9411,2688,1283 -,,,,,,,,2581,9385,2680,1279 -,,,,,,,,2582,9389,2681,1280 -,,,,,,,,2583,9300,2656,1268 -,,,,,,,,2584,9163,2617,1249 -,,,,,,,,2585,9136,2610,1246 -,,,,,,,,2586,9176,2620,1251 -,,,,,,,,2587,9180,2622,1252 -,,,,,,,,2588,9428,2693,1285 -,,,,,,,,2589,9490,2710,1294 -,,,,,,,,2590,8880,2536,1211 -,,,,,,,,2591,8025,2292,1094 -,,,,,,,,2592,7210,2059,983 -,,,,,,,,2593,6671,1905,909 -,,,,,,,,2594,6372,1819,868 -,,,,,,,,2595,6204,1772,846 -,,,,,,,,2596,6173,1763,842 -,,,,,,,,2597,6352,1814,866 -,,,,,,,,2598,6918,1976,943 -,,,,,,,,2599,7804,2229,1064 -,,,,,,,,2600,8620,2462,1175 -,,,,,,,,2601,8997,2569,1226 -,,,,,,,,2602,9231,2636,1258 -,,,,,,,,2603,9413,2689,1283 -,,,,,,,,2604,9495,2711,1294 -,,,,,,,,2605,9478,2707,1292 -,,,,,,,,2606,9481,2708,1292 -,,,,,,,,2607,9413,2689,1283 -,,,,,,,,2608,9334,2666,1272 -,,,,,,,,2609,9320,2662,1271 -,,,,,,,,2610,9286,2652,1266 -,,,,,,,,2611,9175,2620,1251 -,,,,,,,,2612,9350,2670,1275 -,,,,,,,,2613,9569,2733,1304 -,,,,,,,,2614,8983,2565,1225 -,,,,,,,,2615,8108,2315,1106 -,,,,,,,,2616,7267,2075,990 -,,,,,,,,2617,6718,1918,916 -,,,,,,,,2618,6418,1833,875 -,,,,,,,,2619,6266,1789,854 -,,,,,,,,2620,6202,1771,845 -,,,,,,,,2621,6357,1816,867 -,,,,,,,,2622,6865,1961,936 -,,,,,,,,2623,7671,2191,1045 -,,,,,,,,2624,8476,2420,1156 -,,,,,,,,2625,8954,2557,1221 -,,,,,,,,2626,9292,2654,1267 -,,,,,,,,2627,9542,2725,1301 -,,,,,,,,2628,9660,2759,1317 -,,,,,,,,2629,9654,2757,1316 -,,,,,,,,2630,9664,2760,1318 -,,,,,,,,2631,9581,2736,1306 -,,,,,,,,2632,9465,2703,1290 -,,,,,,,,2633,9382,2680,1279 -,,,,,,,,2634,9251,2642,1261 -,,,,,,,,2635,9025,2578,1231 -,,,,,,,,2636,9124,2606,1244 -,,,,,,,,2637,9270,2648,1264 -,,,,,,,,2638,8744,2497,1192 -,,,,,,,,2639,8003,2285,1091 -,,,,,,,,2640,7237,2067,986 -,,,,,,,,2641,6672,1905,909 -,,,,,,,,2642,6341,1811,864 -,,,,,,,,2643,6150,1757,838 -,,,,,,,,2644,6065,1732,827 -,,,,,,,,2645,6112,1746,833 -,,,,,,,,2646,6317,1804,861 -,,,,,,,,2647,6622,1891,903 -,,,,,,,,2648,7218,2061,984 -,,,,,,,,2649,7883,2251,1075 -,,,,,,,,2650,8360,2388,1140 -,,,,,,,,2651,8615,2460,1175 -,,,,,,,,2652,8701,2484,1186 -,,,,,,,,2653,8697,2484,1186 -,,,,,,,,2654,8640,2467,1178 -,,,,,,,,2655,8583,2451,1170 -,,,,,,,,2656,8570,2448,1168 -,,,,,,,,2657,8630,2464,1176 -,,,,,,,,2658,8717,2490,1188 -,,,,,,,,2659,8680,2479,1183 -,,,,,,,,2660,8838,2525,1205 -,,,,,,,,2661,9013,2574,1229 -,,,,,,,,2662,8561,2445,1167 -,,,,,,,,2663,7906,2258,1078 -,,,,,,,,2664,7234,2066,986 -,,,,,,,,2665,6682,1908,911 -,,,,,,,,2666,6348,1813,865 -,,,,,,,,2667,6133,1752,836 -,,,,,,,,2668,6022,1720,821 -,,,,,,,,2669,6017,1718,820 -,,,,,,,,2670,6125,1749,835 -,,,,,,,,2671,6275,1792,855 -,,,,,,,,2672,6726,1921,917 -,,,,,,,,2673,7349,2099,1002 -,,,,,,,,2674,7889,2253,1075 -,,,,,,,,2675,8223,2349,1120 -,,,,,,,,2676,8446,2412,1151 -,,,,,,,,2677,8560,2444,1167 -,,,,,,,,2678,8565,2446,1167 -,,,,,,,,2679,8530,2436,1163 -,,,,,,,,2680,8569,2447,1168 -,,,,,,,,2681,8750,2499,1193 -,,,,,,,,2682,8957,2558,1221 -,,,,,,,,2683,9117,2604,1243 -,,,,,,,,2684,9243,2639,1260 -,,,,,,,,2685,9100,2599,1241 -,,,,,,,,2686,8489,2424,1157 -,,,,,,,,2687,7756,2215,1057 -,,,,,,,,2688,7072,2019,964 -,,,,,,,,2689,6626,1893,903 -,,,,,,,,2690,6392,1825,871 -,,,,,,,,2691,6286,1795,857 -,,,,,,,,2692,6264,1789,853 -,,,,,,,,2693,6445,1840,878 -,,,,,,,,2694,7127,2035,971 -,,,,,,,,2695,8305,2372,1132 -,,,,,,,,2696,9197,2626,1254 -,,,,,,,,2697,9568,2733,1304 -,,,,,,,,2698,9755,2786,1330 -,,,,,,,,2699,9891,2825,1348 -,,,,,,,,2700,9947,2841,1356 -,,,,,,,,2701,9884,2823,1348 -,,,,,,,,2702,9840,2810,1342 -,,,,,,,,2703,9705,2771,1323 -,,,,,,,,2704,9597,2740,1308 -,,,,,,,,2705,9638,2753,1314 -,,,,,,,,2706,9752,2785,1329 -,,,,,,,,2707,9732,2780,1327 -,,,,,,,,2708,9838,2810,1341 -,,,,,,,,2709,9811,2802,1338 -,,,,,,,,2710,9119,2604,1243 -,,,,,,,,2711,8183,2337,1116 -,,,,,,,,2712,7329,2093,999 -,,,,,,,,2713,6780,1936,924 -,,,,,,,,2714,6519,1862,888 -,,,,,,,,2715,6377,1821,869 -,,,,,,,,2716,6350,1813,866 -,,,,,,,,2717,6542,1868,892 -,,,,,,,,2718,7181,2051,979 -,,,,,,,,2719,8243,2354,1124 -,,,,,,,,2720,9045,2583,1233 -,,,,,,,,2721,9303,2657,1268 -,,,,,,,,2722,9450,2699,1288 -,,,,,,,,2723,9554,2729,1302 -,,,,,,,,2724,9546,2726,1302 -,,,,,,,,2725,9473,2705,1292 -,,,,,,,,2726,9439,2695,1287 -,,,,,,,,2727,9335,2666,1272 -,,,,,,,,2728,9235,2638,1259 -,,,,,,,,2729,9250,2642,1261 -,,,,,,,,2730,9308,2658,1269 -,,,,,,,,2731,9325,2663,1272 -,,,,,,,,2732,9589,2739,1308 -,,,,,,,,2733,9834,2809,1341 -,,,,,,,,2734,9223,2634,1257 -,,,,,,,,2735,8266,2360,1127 -,,,,,,,,2736,7403,2114,1010 -,,,,,,,,2737,6846,1955,934 -,,,,,,,,2738,6563,1874,894 -,,,,,,,,2739,6434,1838,877 -,,,,,,,,2740,6396,1827,872 -,,,,,,,,2741,6607,1887,901 -,,,,,,,,2742,7258,2073,989 -,,,,,,,,2743,8321,2376,1135 -,,,,,,,,2744,9055,2586,1235 -,,,,,,,,2745,9248,2641,1261 -,,,,,,,,2746,9365,2675,1277 -,,,,,,,,2747,9445,2697,1288 -,,,,,,,,2748,9476,2706,1292 -,,,,,,,,2749,9431,2693,1286 -,,,,,,,,2750,9411,2688,1283 -,,,,,,,,2751,9284,2651,1266 -,,,,,,,,2752,9200,2627,1254 -,,,,,,,,2753,9217,2632,1257 -,,,,,,,,2754,9275,2649,1265 -,,,,,,,,2755,9314,2659,1270 -,,,,,,,,2756,9529,2721,1299 -,,,,,,,,2757,9704,2771,1322 -,,,,,,,,2758,9135,2609,1246 -,,,,,,,,2759,8240,2354,1123 -,,,,,,,,2760,7404,2114,1010 -,,,,,,,,2761,6841,1953,933 -,,,,,,,,2762,6546,1869,893 -,,,,,,,,2763,6427,1835,876 -,,,,,,,,2764,6427,1835,876 -,,,,,,,,2765,6632,1894,904 -,,,,,,,,2766,7306,2087,996 -,,,,,,,,2767,8374,2392,1141 -,,,,,,,,2768,9114,2603,1242 -,,,,,,,,2769,9313,2659,1270 -,,,,,,,,2770,9396,2684,1281 -,,,,,,,,2771,9470,2704,1291 -,,,,,,,,2772,9511,2716,1297 -,,,,,,,,2773,9475,2706,1292 -,,,,,,,,2774,9481,2708,1292 -,,,,,,,,2775,9380,2679,1279 -,,,,,,,,2776,9301,2656,1268 -,,,,,,,,2777,9388,2681,1280 -,,,,,,,,2778,9586,2738,1307 -,,,,,,,,2779,9647,2755,1315 -,,,,,,,,2780,9786,2795,1334 -,,,,,,,,2781,9784,2794,1334 -,,,,,,,,2782,9146,2612,1247 -,,,,,,,,2783,8222,2348,1120 -,,,,,,,,2784,7374,2106,1005 -,,,,,,,,2785,6808,1944,928 -,,,,,,,,2786,6500,1856,886 -,,,,,,,,2787,6337,1810,863 -,,,,,,,,2788,6299,1798,858 -,,,,,,,,2789,6456,1843,880 -,,,,,,,,2790,7064,2018,963 -,,,,,,,,2791,8119,2319,1106 -,,,,,,,,2792,8944,2555,1219 -,,,,,,,,2793,9257,2644,1262 -,,,,,,,,2794,9407,2687,1282 -,,,,,,,,2795,9502,2714,1296 -,,,,,,,,2796,9483,2708,1292 -,,,,,,,,2797,9385,2680,1279 -,,,,,,,,2798,9325,2663,1272 -,,,,,,,,2799,9177,2621,1251 -,,,,,,,,2800,9030,2579,1231 -,,,,,,,,2801,8992,2568,1226 -,,,,,,,,2802,8973,2563,1223 -,,,,,,,,2803,8944,2555,1219 -,,,,,,,,2804,9191,2625,1253 -,,,,,,,,2805,9489,2710,1293 -,,,,,,,,2806,9078,2593,1237 -,,,,,,,,2807,8354,2386,1139 -,,,,,,,,2808,7594,2169,1035 -,,,,,,,,2809,7027,2007,958 -,,,,,,,,2810,6707,1915,914 -,,,,,,,,2811,6558,1873,894 -,,,,,,,,2812,6503,1857,886 -,,,,,,,,2813,6590,1883,899 -,,,,,,,,2814,6823,1948,930 -,,,,,,,,2815,7156,2044,975 -,,,,,,,,2816,7814,2232,1065 -,,,,,,,,2817,8360,2388,1140 -,,,,,,,,2818,8647,2469,1179 -,,,,,,,,2819,8695,2483,1186 -,,,,,,,,2820,8627,2464,1176 -,,,,,,,,2821,8476,2420,1156 -,,,,,,,,2822,8298,2369,1131 -,,,,,,,,2823,8138,2324,1110 -,,,,,,,,2824,8042,2297,1096 -,,,,,,,,2825,8087,2309,1102 -,,,,,,,,2826,8203,2343,1118 -,,,,,,,,2827,8278,2364,1129 -,,,,,,,,2828,8497,2427,1158 -,,,,,,,,2829,8824,2520,1203 -,,,,,,,,2830,8473,2419,1155 -,,,,,,,,2831,7862,2245,1072 -,,,,,,,,2832,7216,2061,984 -,,,,,,,,2833,6678,1908,910 -,,,,,,,,2834,6379,1822,869 -,,,,,,,,2835,6231,1779,849 -,,,,,,,,2836,6183,1766,843 -,,,,,,,,2837,6226,1778,848 -,,,,,,,,2838,6358,1816,867 -,,,,,,,,2839,6566,1875,895 -,,,,,,,,2840,7057,2015,962 -,,,,,,,,2841,7611,2174,1037 -,,,,,,,,2842,8009,2287,1092 -,,,,,,,,2843,8176,2335,1115 -,,,,,,,,2844,8248,2355,1125 -,,,,,,,,2845,8210,2344,1119 -,,,,,,,,2846,8101,2314,1105 -,,,,,,,,2847,7983,2280,1088 -,,,,,,,,2848,7964,2274,1085 -,,,,,,,,2849,8083,2309,1102 -,,,,,,,,2850,8309,2373,1133 -,,,,,,,,2851,8451,2414,1152 -,,,,,,,,2852,8721,2491,1189 -,,,,,,,,2853,9116,2604,1242 -,,,,,,,,2854,8590,2453,1171 -,,,,,,,,2855,7786,2224,1061 -,,,,,,,,2856,7052,2014,961 -,,,,,,,,2857,6583,1880,898 -,,,,,,,,2858,6346,1813,865 -,,,,,,,,2859,6259,1788,853 -,,,,,,,,2860,6291,1797,858 -,,,,,,,,2861,6536,1867,891 -,,,,,,,,2862,7230,2065,985 -,,,,,,,,2863,8393,2397,1144 -,,,,,,,,2864,9173,2620,1251 -,,,,,,,,2865,9327,2664,1272 -,,,,,,,,2866,9413,2689,1283 -,,,,,,,,2867,9479,2707,1292 -,,,,,,,,2868,9472,2705,1292 -,,,,,,,,2869,9405,2686,1282 -,,,,,,,,2870,9386,2680,1280 -,,,,,,,,2871,9285,2651,1266 -,,,,,,,,2872,9188,2625,1252 -,,,,,,,,2873,9181,2622,1252 -,,,,,,,,2874,9244,2640,1260 -,,,,,,,,2875,9319,2661,1271 -,,,,,,,,2876,9578,2735,1306 -,,,,,,,,2877,9769,2790,1332 -,,,,,,,,2878,9077,2592,1237 -,,,,,,,,2879,8118,2319,1106 -,,,,,,,,2880,7258,2073,989 -,,,,,,,,2881,6709,1916,914 -,,,,,,,,2882,6451,1843,879 -,,,,,,,,2883,6313,1803,860 -,,,,,,,,2884,6280,1793,856 -,,,,,,,,2885,6440,1839,878 -,,,,,,,,2886,7103,2028,968 -,,,,,,,,2887,8260,2359,1126 -,,,,,,,,2888,9180,2622,1252 -,,,,,,,,2889,9544,2725,1301 -,,,,,,,,2890,9773,2791,1332 -,,,,,,,,2891,9907,2830,1351 -,,,,,,,,2892,10041,2868,1369 -,,,,,,,,2893,10019,2861,1366 -,,,,,,,,2894,9939,2839,1355 -,,,,,,,,2895,9828,2807,1340 -,,,,,,,,2896,9744,2783,1328 -,,,,,,,,2897,9809,2801,1338 -,,,,,,,,2898,9948,2841,1356 -,,,,,,,,2899,9948,2841,1356 -,,,,,,,,2900,10011,2859,1365 -,,,,,,,,2901,10004,2857,1364 -,,,,,,,,2902,9333,2665,1272 -,,,,,,,,2903,8343,2383,1137 -,,,,,,,,2904,7472,2134,1019 -,,,,,,,,2905,6901,1971,941 -,,,,,,,,2906,6596,1884,899 -,,,,,,,,2907,6443,1840,878 -,,,,,,,,2908,6407,1830,873 -,,,,,,,,2909,6579,1878,897 -,,,,,,,,2910,7221,2063,984 -,,,,,,,,2911,8370,2390,1141 -,,,,,,,,2912,9232,2636,1258 -,,,,,,,,2913,9484,2709,1292 -,,,,,,,,2914,9630,2750,1312 -,,,,,,,,2915,9749,2784,1329 -,,,,,,,,2916,9754,2785,1330 -,,,,,,,,2917,9685,2765,1320 -,,,,,,,,2918,9652,2756,1316 -,,,,,,,,2919,9539,2725,1301 -,,,,,,,,2920,9443,2697,1288 -,,,,,,,,2921,9476,2706,1292 -,,,,,,,,2922,9590,2739,1308 -,,,,,,,,2923,9674,2763,1319 -,,,,,,,,2924,9848,2812,1343 -,,,,,,,,2925,9917,2832,1352 -,,,,,,,,2926,9286,2652,1266 -,,,,,,,,2927,8311,2374,1133 -,,,,,,,,2928,7439,2124,1014 -,,,,,,,,2929,6861,1959,935 -,,,,,,,,2930,6565,1874,895 -,,,,,,,,2931,6405,1829,873 -,,,,,,,,2932,6366,1818,868 -,,,,,,,,2933,6544,1869,892 -,,,,,,,,2934,7180,2051,979 -,,,,,,,,2935,8344,2383,1137 -,,,,,,,,2936,9230,2636,1258 -,,,,,,,,2937,9513,2717,1297 -,,,,,,,,2938,9662,2760,1318 -,,,,,,,,2939,9776,2792,1332 -,,,,,,,,2940,9809,2801,1338 -,,,,,,,,2941,9733,2780,1327 -,,,,,,,,2942,9711,2773,1324 -,,,,,,,,2943,9570,2733,1305 -,,,,,,,,2944,9474,2705,1292 -,,,,,,,,2945,9521,2719,1298 -,,,,,,,,2946,9626,2749,1312 -,,,,,,,,2947,9664,2760,1318 -,,,,,,,,2948,9815,2803,1338 -,,,,,,,,2949,9884,2823,1348 -,,,,,,,,2950,9262,2645,1262 -,,,,,,,,2951,8295,2369,1130 -,,,,,,,,2952,7414,2117,1010 -,,,,,,,,2953,6838,1953,932 -,,,,,,,,2954,6519,1862,888 -,,,,,,,,2955,6355,1815,866 -,,,,,,,,2956,6311,1803,860 -,,,,,,,,2957,6470,1848,882 -,,,,,,,,2958,7079,2022,965 -,,,,,,,,2959,8216,2346,1120 -,,,,,,,,2960,9099,2599,1241 -,,,,,,,,2961,9462,2702,1290 -,,,,,,,,2962,9642,2754,1314 -,,,,,,,,2963,9815,2803,1338 -,,,,,,,,2964,9838,2810,1341 -,,,,,,,,2965,9781,2793,1333 -,,,,,,,,2966,9747,2784,1328 -,,,,,,,,2967,9601,2742,1309 -,,,,,,,,2968,9472,2705,1292 -,,,,,,,,2969,9462,2702,1290 -,,,,,,,,2970,9435,2694,1287 -,,,,,,,,2971,9349,2670,1274 -,,,,,,,,2972,9360,2673,1276 -,,,,,,,,2973,9471,2704,1291 -,,,,,,,,2974,8998,2569,1226 -,,,,,,,,2975,8240,2354,1123 -,,,,,,,,2976,7445,2126,1014 -,,,,,,,,2977,6810,1945,929 -,,,,,,,,2978,6460,1844,880 -,,,,,,,,2979,6244,1783,851 -,,,,,,,,2980,6146,1755,838 -,,,,,,,,2981,6178,1764,842 -,,,,,,,,2982,6377,1821,869 -,,,,,,,,2983,6749,1928,920 -,,,,,,,,2984,7402,2114,1009 -,,,,,,,,2985,8089,2310,1103 -,,,,,,,,2986,8534,2437,1163 -,,,,,,,,2987,8730,2494,1190 -,,,,,,,,2988,8769,2504,1196 -,,,,,,,,2989,8682,2479,1184 -,,,,,,,,2990,8539,2439,1164 -,,,,,,,,2991,8400,2399,1146 -,,,,,,,,2992,8305,2372,1132 -,,,,,,,,2993,8298,2369,1131 -,,,,,,,,2994,8349,2384,1138 -,,,,,,,,2995,8331,2379,1136 -,,,,,,,,2996,8426,2406,1149 -,,,,,,,,2997,8744,2497,1192 -,,,,,,,,2998,8420,2404,1148 -,,,,,,,,2999,7804,2229,1064 -,,,,,,,,3000,7145,2040,974 -,,,,,,,,3001,6616,1889,902 -,,,,,,,,3002,6285,1795,857 -,,,,,,,,3003,6090,1739,830 -,,,,,,,,3004,5995,1712,817 -,,,,,,,,3005,5996,1713,817 -,,,,,,,,3006,6081,1737,829 -,,,,,,,,3007,6265,1789,854 -,,,,,,,,3008,6773,1934,923 -,,,,,,,,3009,7392,2111,1008 -,,,,,,,,3010,7861,2245,1071 -,,,,,,,,3011,8108,2315,1106 -,,,,,,,,3012,8206,2344,1119 -,,,,,,,,3013,8208,2344,1119 -,,,,,,,,3014,8126,2321,1108 -,,,,,,,,3015,8015,2289,1093 -,,,,,,,,3016,7992,2283,1090 -,,,,,,,,3017,8112,2317,1106 -,,,,,,,,3018,8327,2378,1136 -,,,,,,,,3019,8459,2416,1153 -,,,,,,,,3020,8642,2468,1178 -,,,,,,,,3021,9067,2590,1236 -,,,,,,,,3022,8566,2446,1168 -,,,,,,,,3023,7760,2216,1058 -,,,,,,,,3024,7002,1999,954 -,,,,,,,,3025,6463,1846,881 -,,,,,,,,3026,6193,1768,844 -,,,,,,,,3027,6076,1735,828 -,,,,,,,,3028,6057,1730,826 -,,,,,,,,3029,6268,1790,854 -,,,,,,,,3030,6857,1958,934 -,,,,,,,,3031,7994,2283,1090 -,,,,,,,,3032,8871,2534,1210 -,,,,,,,,3033,9169,2619,1250 -,,,,,,,,3034,9360,2673,1276 -,,,,,,,,3035,9545,2726,1302 -,,,,,,,,3036,9628,2749,1312 -,,,,,,,,3037,9623,2748,1312 -,,,,,,,,3038,9645,2755,1315 -,,,,,,,,3039,9563,2731,1303 -,,,,,,,,3040,9453,2700,1288 -,,,,,,,,3041,9409,2687,1282 -,,,,,,,,3042,9370,2676,1277 -,,,,,,,,3043,9301,2656,1268 -,,,,,,,,3044,9451,2699,1288 -,,,,,,,,3045,9724,2777,1326 -,,,,,,,,3046,9095,2597,1240 -,,,,,,,,3047,8107,2315,1106 -,,,,,,,,3048,7211,2059,983 -,,,,,,,,3049,6643,1897,905 -,,,,,,,,3050,6345,1812,865 -,,,,,,,,3051,6185,1767,843 -,,,,,,,,3052,6141,1754,837 -,,,,,,,,3053,6317,1804,861 -,,,,,,,,3054,6914,1974,943 -,,,,,,,,3055,8053,2300,1098 -,,,,,,,,3056,8980,2564,1224 -,,,,,,,,3057,9314,2659,1270 -,,,,,,,,3058,9508,2715,1296 -,,,,,,,,3059,9683,2765,1320 -,,,,,,,,3060,9738,2781,1328 -,,,,,,,,3061,9681,2765,1320 -,,,,,,,,3062,9696,2769,1322 -,,,,,,,,3063,9605,2743,1309 -,,,,,,,,3064,9555,2729,1302 -,,,,,,,,3065,9662,2760,1318 -,,,,,,,,3066,9823,2805,1339 -,,,,,,,,3067,9815,2803,1338 -,,,,,,,,3068,9866,2818,1345 -,,,,,,,,3069,9832,2808,1341 -,,,,,,,,3070,9155,2614,1248 -,,,,,,,,3071,8208,2344,1119 -,,,,,,,,3072,7342,2097,1001 -,,,,,,,,3073,6759,1930,921 -,,,,,,,,3074,6459,1844,880 -,,,,,,,,3075,6300,1799,858 -,,,,,,,,3076,6254,1786,853 -,,,,,,,,3077,6423,1834,875 -,,,,,,,,3078,7054,2014,962 -,,,,,,,,3079,8227,2349,1121 -,,,,,,,,3080,9197,2626,1254 -,,,,,,,,3081,9553,2728,1302 -,,,,,,,,3082,9767,2790,1332 -,,,,,,,,3083,9941,2840,1355 -,,,,,,,,3084,10013,2860,1365 -,,,,,,,,3085,9977,2850,1360 -,,,,,,,,3086,9971,2848,1359 -,,,,,,,,3087,9859,2815,1344 -,,,,,,,,3088,9795,2797,1335 -,,,,,,,,3089,9864,2817,1345 -,,,,,,,,3090,9949,2841,1357 -,,,,,,,,3091,9895,2826,1349 -,,,,,,,,3092,9935,2837,1354 -,,,,,,,,3093,9918,2832,1353 -,,,,,,,,3094,9279,2649,1265 -,,,,,,,,3095,8308,2373,1132 -,,,,,,,,3096,7433,2123,1013 -,,,,,,,,3097,6852,1957,934 -,,,,,,,,3098,6533,1866,890 -,,,,,,,,3099,6369,1818,868 -,,,,,,,,3100,6332,1808,863 -,,,,,,,,3101,6475,1849,883 -,,,,,,,,3102,7053,2014,961 -,,,,,,,,3103,8181,2336,1116 -,,,,,,,,3104,9105,2600,1242 -,,,,,,,,3105,9438,2695,1287 -,,,,,,,,3106,9602,2742,1309 -,,,,,,,,3107,9739,2781,1328 -,,,,,,,,3108,9786,2795,1334 -,,,,,,,,3109,9746,2783,1328 -,,,,,,,,3110,9718,2775,1325 -,,,,,,,,3111,9597,2740,1308 -,,,,,,,,3112,9482,2708,1292 -,,,,,,,,3113,9449,2699,1288 -,,,,,,,,3114,9431,2693,1286 -,,,,,,,,3115,9339,2667,1273 -,,,,,,,,3116,9383,2680,1279 -,,,,,,,,3117,9656,2757,1317 -,,,,,,,,3118,9166,2618,1250 -,,,,,,,,3119,8267,2361,1127 -,,,,,,,,3120,7366,2103,1004 -,,,,,,,,3121,6777,1935,923 -,,,,,,,,3122,6460,1844,880 -,,,,,,,,3123,6288,1796,857 -,,,,,,,,3124,6247,1784,852 -,,,,,,,,3125,6428,1836,876 -,,,,,,,,3126,6949,1984,947 -,,,,,,,,3127,8068,2304,1100 -,,,,,,,,3128,8906,2544,1214 -,,,,,,,,3129,9184,2623,1252 -,,,,,,,,3130,9349,2670,1274 -,,,,,,,,3131,9469,2704,1291 -,,,,,,,,3132,9517,2718,1298 -,,,,,,,,3133,9455,2700,1289 -,,,,,,,,3134,9411,2688,1283 -,,,,,,,,3135,9288,2653,1267 -,,,,,,,,3136,9165,2618,1249 -,,,,,,,,3137,9100,2599,1241 -,,,,,,,,3138,9024,2577,1230 -,,,,,,,,3139,8896,2540,1213 -,,,,,,,,3140,8876,2535,1210 -,,,,,,,,3141,9179,2621,1252 -,,,,,,,,3142,8858,2529,1207 -,,,,,,,,3143,8135,2323,1109 -,,,,,,,,3144,7328,2093,999 -,,,,,,,,3145,6724,1920,917 -,,,,,,,,3146,6374,1820,868 -,,,,,,,,3147,6179,1764,843 -,,,,,,,,3148,6108,1744,833 -,,,,,,,,3149,6138,1753,837 -,,,,,,,,3150,6272,1791,855 -,,,,,,,,3151,6667,1904,909 -,,,,,,,,3152,7333,2094,999 -,,,,,,,,3153,7984,2280,1089 -,,,,,,,,3154,8376,2392,1142 -,,,,,,,,3155,8512,2431,1161 -,,,,,,,,3156,8531,2436,1163 -,,,,,,,,3157,8461,2416,1153 -,,,,,,,,3158,8371,2390,1141 -,,,,,,,,3159,8296,2369,1131 -,,,,,,,,3160,8312,2374,1133 -,,,,,,,,3161,8397,2398,1145 -,,,,,,,,3162,8500,2428,1159 -,,,,,,,,3163,8517,2433,1161 -,,,,,,,,3164,8548,2441,1166 -,,,,,,,,3165,8877,2535,1210 -,,,,,,,,3166,8591,2454,1171 -,,,,,,,,3167,7944,2269,1083 -,,,,,,,,3168,7218,2061,984 -,,,,,,,,3169,6647,1898,906 -,,,,,,,,3170,6259,1788,853 -,,,,,,,,3171,6038,1724,823 -,,,,,,,,3172,5917,1690,807 -,,,,,,,,3173,5900,1685,804 -,,,,,,,,3174,5910,1688,806 -,,,,,,,,3175,6141,1753,837 -,,,,,,,,3176,6723,1920,917 -,,,,,,,,3177,7442,2125,1014 -,,,,,,,,3178,7980,2279,1088 -,,,,,,,,3179,8269,2362,1127 -,,,,,,,,3180,8423,2405,1148 -,,,,,,,,3181,8495,2426,1158 -,,,,,,,,3182,8479,2421,1156 -,,,,,,,,3183,8462,2417,1154 -,,,,,,,,3184,8499,2427,1159 -,,,,,,,,3185,8600,2456,1172 -,,,,,,,,3186,8723,2491,1189 -,,,,,,,,3187,8754,2500,1193 -,,,,,,,,3188,8899,2542,1213 -,,,,,,,,3189,9308,2658,1269 -,,,,,,,,3190,8922,2548,1216 -,,,,,,,,3191,8106,2315,1105 -,,,,,,,,3192,7299,2084,995 -,,,,,,,,3193,6722,1920,916 -,,,,,,,,3194,6422,1834,875 -,,,,,,,,3195,6253,1786,853 -,,,,,,,,3196,6207,1773,846 -,,,,,,,,3197,6397,1827,872 -,,,,,,,,3198,6964,1989,949 -,,,,,,,,3199,8084,2309,1102 -,,,,,,,,3200,9038,2581,1232 -,,,,,,,,3201,9453,2700,1288 -,,,,,,,,3202,9742,2782,1328 -,,,,,,,,3203,9996,2855,1363 -,,,,,,,,3204,10147,2898,1383 -,,,,,,,,3205,10197,2912,1390 -,,,,,,,,3206,10193,2911,1389 -,,,,,,,,3207,10112,2888,1378 -,,,,,,,,3208,10019,2861,1366 -,,,,,,,,3209,10014,2860,1365 -,,,,,,,,3210,10042,2868,1369 -,,,,,,,,3211,9969,2847,1359 -,,,,,,,,3212,9968,2847,1359 -,,,,,,,,3213,10030,2865,1368 -,,,,,,,,3214,9396,2683,1281 -,,,,,,,,3215,8420,2404,1148 -,,,,,,,,3216,7506,2144,1023 -,,,,,,,,3217,6913,1974,943 -,,,,,,,,3218,6585,1881,898 -,,,,,,,,3219,6405,1829,873 -,,,,,,,,3220,6361,1817,867 -,,,,,,,,3221,6521,1863,888 -,,,,,,,,3222,7087,2024,966 -,,,,,,,,3223,8206,2344,1119 -,,,,,,,,3224,9149,2613,1247 -,,,,,,,,3225,9570,2733,1305 -,,,,,,,,3226,9840,2810,1342 -,,,,,,,,3227,10085,2880,1375 -,,,,,,,,3228,10191,2910,1389 -,,,,,,,,3229,10199,2913,1390 -,,,,,,,,3230,10192,2910,1389 -,,,,,,,,3231,10065,2875,1373 -,,,,,,,,3232,9970,2848,1359 -,,,,,,,,3233,10007,2858,1364 -,,,,,,,,3234,10087,2880,1375 -,,,,,,,,3235,10050,2870,1370 -,,,,,,,,3236,10059,2873,1372 -,,,,,,,,3237,10046,2870,1370 -,,,,,,,,3238,9401,2684,1282 -,,,,,,,,3239,8436,2409,1150 -,,,,,,,,3240,7545,2154,1029 -,,,,,,,,3241,6966,1989,949 -,,,,,,,,3242,6639,1896,905 -,,,,,,,,3243,6469,1848,882 -,,,,,,,,3244,6417,1833,874 -,,,,,,,,3245,6577,1878,897 -,,,,,,,,3246,7183,2052,979 -,,,,,,,,3247,8342,2383,1137 -,,,,,,,,3248,9307,2658,1269 -,,,,,,,,3249,9736,2780,1328 -,,,,,,,,3250,9991,2854,1362 -,,,,,,,,3251,10189,2910,1389 -,,,,,,,,3252,10281,2936,1402 -,,,,,,,,3253,10273,2934,1401 -,,,,,,,,3254,10299,2941,1404 -,,,,,,,,3255,10290,2939,1403 -,,,,,,,,3256,10290,2939,1403 -,,,,,,,,3257,10321,2947,1407 -,,,,,,,,3258,10304,2943,1405 -,,,,,,,,3259,10166,2903,1386 -,,,,,,,,3260,10103,2885,1378 -,,,,,,,,3261,10329,2950,1408 -,,,,,,,,3262,9769,2790,1332 -,,,,,,,,3263,8752,2499,1193 -,,,,,,,,3264,7763,2217,1058 -,,,,,,,,3265,7107,2029,969 -,,,,,,,,3266,6731,1923,918 -,,,,,,,,3267,6517,1862,888 -,,,,,,,,3268,6422,1834,875 -,,,,,,,,3269,6530,1865,890 -,,,,,,,,3270,6991,1997,953 -,,,,,,,,3271,8081,2308,1101 -,,,,,,,,3272,8950,2556,1220 -,,,,,,,,3273,9308,2659,1269 -,,,,,,,,3274,9523,2720,1298 -,,,,,,,,3275,9711,2773,1324 -,,,,,,,,3276,9803,2800,1337 -,,,,,,,,3277,9803,2800,1337 -,,,,,,,,3278,9856,2815,1343 -,,,,,,,,3279,9815,2803,1338 -,,,,,,,,3280,9777,2792,1332 -,,,,,,,,3281,9764,2788,1331 -,,,,,,,,3282,9705,2771,1323 -,,,,,,,,3283,9544,2725,1301 -,,,,,,,,3284,9491,2710,1294 -,,,,,,,,3285,9784,2794,1333 -,,,,,,,,3286,9346,2669,1274 -,,,,,,,,3287,8373,2391,1141 -,,,,,,,,3288,7445,2126,1014 -,,,,,,,,3289,6823,1948,930 -,,,,,,,,3290,6458,1844,880 -,,,,,,,,3291,6273,1792,855 -,,,,,,,,3292,6210,1773,847 -,,,,,,,,3293,6366,1818,868 -,,,,,,,,3294,6839,1953,933 -,,,,,,,,3295,7937,2267,1082 -,,,,,,,,3296,8856,2529,1207 -,,,,,,,,3297,9259,2645,1262 -,,,,,,,,3298,9511,2716,1297 -,,,,,,,,3299,9709,2773,1323 -,,,,,,,,3300,9799,2798,1336 -,,,,,,,,3301,9788,2795,1334 -,,,,,,,,3302,9809,2801,1338 -,,,,,,,,3303,9735,2780,1327 -,,,,,,,,3304,9659,2759,1317 -,,,,,,,,3305,9582,2736,1307 -,,,,,,,,3306,9438,2695,1287 -,,,,,,,,3307,9215,2632,1257 -,,,,,,,,3308,9085,2594,1238 -,,,,,,,,3309,9319,2661,1271 -,,,,,,,,3310,9005,2572,1227 -,,,,,,,,3311,8232,2351,1122 -,,,,,,,,3312,7388,2109,1007 -,,,,,,,,3313,6759,1930,921 -,,,,,,,,3314,6396,1827,872 -,,,,,,,,3315,6180,1765,843 -,,,,,,,,3316,6066,1733,827 -,,,,,,,,3317,6104,1743,832 -,,,,,,,,3318,6184,1766,843 -,,,,,,,,3319,6602,1886,900 -,,,,,,,,3320,7307,2087,996 -,,,,,,,,3321,8035,2294,1095 -,,,,,,,,3322,8490,2424,1157 -,,,,,,,,3323,8717,2490,1188 -,,,,,,,,3324,8825,2520,1203 -,,,,,,,,3325,8821,2519,1202 -,,,,,,,,3326,8766,2504,1195 -,,,,,,,,3327,8740,2496,1191 -,,,,,,,,3328,8784,2509,1197 -,,,,,,,,3329,8882,2537,1211 -,,,,,,,,3330,8968,2561,1222 -,,,,,,,,3331,8918,2547,1216 -,,,,,,,,3332,8804,2514,1201 -,,,,,,,,3333,9029,2579,1231 -,,,,,,,,3334,8785,2509,1198 -,,,,,,,,3335,8100,2314,1105 -,,,,,,,,3336,7349,2099,1002 -,,,,,,,,3337,6750,1928,920 -,,,,,,,,3338,6363,1817,868 -,,,,,,,,3339,6119,1748,834 -,,,,,,,,3340,6015,1718,820 -,,,,,,,,3341,6006,1715,818 -,,,,,,,,3342,5990,1711,817 -,,,,,,,,3343,6238,1782,850 -,,,,,,,,3344,6845,1955,933 -,,,,,,,,3345,7587,2167,1035 -,,,,,,,,3346,8173,2334,1114 -,,,,,,,,3347,8532,2437,1163 -,,,,,,,,3348,8769,2504,1196 -,,,,,,,,3349,8891,2539,1212 -,,,,,,,,3350,8908,2545,1215 -,,,,,,,,3351,8925,2549,1216 -,,,,,,,,3352,8985,2566,1225 -,,,,,,,,3353,9106,2600,1242 -,,,,,,,,3354,9227,2635,1258 -,,,,,,,,3355,9221,2634,1257 -,,,,,,,,3356,9174,2620,1251 -,,,,,,,,3357,9466,2704,1291 -,,,,,,,,3358,9057,2587,1235 -,,,,,,,,3359,8153,2329,1111 -,,,,,,,,3360,7303,2085,995 -,,,,,,,,3361,6694,1912,913 -,,,,,,,,3362,6399,1828,873 -,,,,,,,,3363,6240,1782,850 -,,,,,,,,3364,6200,1771,845 -,,,,,,,,3365,6366,1818,868 -,,,,,,,,3366,6872,1963,937 -,,,,,,,,3367,8001,2285,1090 -,,,,,,,,3368,9001,2571,1227 -,,,,,,,,3369,9471,2705,1291 -,,,,,,,,3370,9792,2796,1335 -,,,,,,,,3371,10059,2873,1372 -,,,,,,,,3372,10214,2917,1393 -,,,,,,,,3373,10248,2927,1397 -,,,,,,,,3374,10315,2946,1406 -,,,,,,,,3375,10255,2929,1398 -,,,,,,,,3376,10171,2905,1387 -,,,,,,,,3377,10191,2910,1389 -,,,,,,,,3378,10207,2915,1392 -,,,,,,,,3379,10140,2896,1383 -,,,,,,,,3380,10104,2885,1378 -,,,,,,,,3381,10137,2895,1382 -,,,,,,,,3382,9507,2715,1296 -,,,,,,,,3383,8510,2430,1160 -,,,,,,,,3384,7615,2174,1038 -,,,,,,,,3385,7024,2006,958 -,,,,,,,,3386,6698,1913,913 -,,,,,,,,3387,6542,1868,892 -,,,,,,,,3388,6481,1851,883 -,,,,,,,,3389,6651,1899,907 -,,,,,,,,3390,7211,2059,983 -,,,,,,,,3391,8362,2389,1140 -,,,,,,,,3392,9310,2659,1269 -,,,,,,,,3393,9704,2771,1322 -,,,,,,,,3394,9969,2847,1359 -,,,,,,,,3395,10224,2920,1394 -,,,,,,,,3396,10341,2954,1410 -,,,,,,,,3397,10334,2951,1408 -,,,,,,,,3398,10342,2954,1410 -,,,,,,,,3399,10263,2931,1399 -,,,,,,,,3400,10196,2912,1390 -,,,,,,,,3401,10200,2913,1391 -,,,,,,,,3402,10227,2921,1394 -,,,,,,,,3403,10118,2890,1379 -,,,,,,,,3404,10046,2869,1369 -,,,,,,,,3405,10098,2884,1377 -,,,,,,,,3406,9550,2727,1302 -,,,,,,,,3407,8607,2458,1173 -,,,,,,,,3408,7700,2199,1050 -,,,,,,,,3409,7051,2013,961 -,,,,,,,,3410,6731,1923,918 -,,,,,,,,3411,6563,1874,894 -,,,,,,,,3412,6506,1858,887 -,,,,,,,,3413,6677,1907,910 -,,,,,,,,3414,7190,2054,980 -,,,,,,,,3415,8364,2389,1140 -,,,,,,,,3416,9356,2672,1276 -,,,,,,,,3417,9819,2805,1338 -,,,,,,,,3418,10125,2892,1380 -,,,,,,,,3419,10401,2970,1418 -,,,,,,,,3420,10581,3022,1443 -,,,,,,,,3421,10669,3047,1454 -,,,,,,,,3422,10785,3080,1470 -,,,,,,,,3423,10772,3076,1469 -,,,,,,,,3424,10697,3055,1459 -,,,,,,,,3425,10712,3060,1460 -,,,,,,,,3426,10691,3053,1458 -,,,,,,,,3427,10533,3008,1436 -,,,,,,,,3428,10411,2973,1419 -,,,,,,,,3429,10591,3025,1444 -,,,,,,,,3430,10147,2898,1383 -,,,,,,,,3431,9096,2598,1240 -,,,,,,,,3432,8074,2306,1100 -,,,,,,,,3433,7372,2105,1004 -,,,,,,,,3434,6949,1984,947 -,,,,,,,,3435,6713,1917,915 -,,,,,,,,3436,6616,1889,902 -,,,,,,,,3437,6759,1930,921 -,,,,,,,,3438,7270,2076,991 -,,,,,,,,3439,8474,2420,1156 -,,,,,,,,3440,9495,2711,1294 -,,,,,,,,3441,10001,2856,1363 -,,,,,,,,3442,10378,2964,1415 -,,,,,,,,3443,10689,3053,1457 -,,,,,,,,3444,10871,3105,1482 -,,,,,,,,3445,10926,3120,1489 -,,,,,,,,3446,10973,3134,1496 -,,,,,,,,3447,10944,3126,1492 -,,,,,,,,3448,10845,3097,1479 -,,,,,,,,3449,10795,3083,1472 -,,,,,,,,3450,10641,3039,1451 -,,,,,,,,3451,10416,2975,1420 -,,,,,,,,3452,10299,2941,1404 -,,,,,,,,3453,10479,2993,1428 -,,,,,,,,3454,10041,2868,1369 -,,,,,,,,3455,8999,2570,1226 -,,,,,,,,3456,7974,2277,1087 -,,,,,,,,3457,7304,2086,995 -,,,,,,,,3458,6936,1981,945 -,,,,,,,,3459,6716,1918,915 -,,,,,,,,3460,6647,1898,906 -,,,,,,,,3461,6788,1938,925 -,,,,,,,,3462,7289,2082,994 -,,,,,,,,3463,8375,2392,1141 -,,,,,,,,3464,9319,2661,1271 -,,,,,,,,3465,9781,2794,1333 -,,,,,,,,3466,10066,2875,1373 -,,,,,,,,3467,10279,2935,1402 -,,,,,,,,3468,10423,2977,1421 -,,,,,,,,3469,10446,2984,1424 -,,,,,,,,3470,10486,2995,1429 -,,,,,,,,3471,10432,2980,1422 -,,,,,,,,3472,10381,2965,1415 -,,,,,,,,3473,10378,2964,1415 -,,,,,,,,3474,10294,2940,1403 -,,,,,,,,3475,10108,2887,1378 -,,,,,,,,3476,9951,2842,1357 -,,,,,,,,3477,10083,2880,1374 -,,,,,,,,3478,9794,2797,1335 -,,,,,,,,3479,9012,2574,1228 -,,,,,,,,3480,8128,2321,1108 -,,,,,,,,3481,7456,2129,1016 -,,,,,,,,3482,7049,2013,961 -,,,,,,,,3483,6801,1943,927 -,,,,,,,,3484,6676,1907,910 -,,,,,,,,3485,6691,1911,912 -,,,,,,,,3486,6792,1939,926 -,,,,,,,,3487,7180,2051,979 -,,,,,,,,3488,7914,2260,1079 -,,,,,,,,3489,8779,2507,1196 -,,,,,,,,3490,9485,2709,1293 -,,,,,,,,3491,9971,2848,1359 -,,,,,,,,3492,10284,2937,1402 -,,,,,,,,3493,10471,2991,1428 -,,,,,,,,3494,10531,3007,1436 -,,,,,,,,3495,10571,3019,1441 -,,,,,,,,3496,10571,3019,1441 -,,,,,,,,3497,10646,3040,1451 -,,,,,,,,3498,10646,3040,1451 -,,,,,,,,3499,10497,2998,1431 -,,,,,,,,3500,10301,2942,1404 -,,,,,,,,3501,10400,2970,1418 -,,,,,,,,3502,10106,2886,1378 -,,,,,,,,3503,9277,2649,1265 -,,,,,,,,3504,8384,2394,1143 -,,,,,,,,3505,7640,2182,1041 -,,,,,,,,3506,7162,2045,976 -,,,,,,,,3507,6841,1953,933 -,,,,,,,,3508,6647,1898,906 -,,,,,,,,3509,6558,1873,894 -,,,,,,,,3510,6457,1844,880 -,,,,,,,,3511,6684,1909,911 -,,,,,,,,3512,7266,2075,990 -,,,,,,,,3513,7995,2284,1090 -,,,,,,,,3514,8642,2468,1178 -,,,,,,,,3515,9058,2587,1235 -,,,,,,,,3516,9340,2668,1273 -,,,,,,,,3517,9508,2715,1296 -,,,,,,,,3518,9535,2723,1300 -,,,,,,,,3519,9555,2729,1302 -,,,,,,,,3520,9605,2743,1309 -,,,,,,,,3521,9696,2769,1322 -,,,,,,,,3522,9737,2780,1328 -,,,,,,,,3523,9580,2736,1306 -,,,,,,,,3524,9398,2684,1281 -,,,,,,,,3525,9576,2735,1306 -,,,,,,,,3526,9380,2679,1278 -,,,,,,,,3527,8732,2494,1191 -,,,,,,,,3528,7970,2276,1086 -,,,,,,,,3529,7359,2102,1003 -,,,,,,,,3530,6956,1987,949 -,,,,,,,,3531,6729,1922,918 -,,,,,,,,3532,6618,1890,902 -,,,,,,,,3533,6632,1894,904 -,,,,,,,,3534,6695,1913,913 -,,,,,,,,3535,7002,2000,954 -,,,,,,,,3536,7631,2179,1040 -,,,,,,,,3537,8477,2421,1156 -,,,,,,,,3538,9180,2622,1252 -,,,,,,,,3539,9716,2775,1324 -,,,,,,,,3540,10115,2889,1379 -,,,,,,,,3541,10401,2970,1418 -,,,,,,,,3542,10505,3000,1432 -,,,,,,,,3543,10576,3020,1442 -,,,,,,,,3544,10656,3044,1453 -,,,,,,,,3545,10802,3085,1473 -,,,,,,,,3546,10909,3115,1487 -,,,,,,,,3547,10786,3081,1470 -,,,,,,,,3548,10652,3042,1452 -,,,,,,,,3549,10797,3084,1472 -,,,,,,,,3550,10315,2946,1406 -,,,,,,,,3551,9266,2646,1263 -,,,,,,,,3552,8261,2359,1126 -,,,,,,,,3553,7600,2170,1036 -,,,,,,,,3554,7198,2056,981 -,,,,,,,,3555,6976,1993,951 -,,,,,,,,3556,6917,1976,943 -,,,,,,,,3557,7060,2017,963 -,,,,,,,,3558,7604,2172,1036 -,,,,,,,,3559,8800,2514,1200 -,,,,,,,,3560,9891,2825,1348 -,,,,,,,,3561,10532,3008,1436 -,,,,,,,,3562,11048,3156,1506 -,,,,,,,,3563,11540,3296,1573 -,,,,,,,,3564,11957,3416,1631 -,,,,,,,,3565,12257,3501,1671 -,,,,,,,,3566,12520,3576,1707 -,,,,,,,,3567,12620,3605,1721 -,,,,,,,,3568,12744,3640,1737 -,,,,,,,,3569,12834,3666,1750 -,,,,,,,,3570,12738,3638,1737 -,,,,,,,,3571,12394,3540,1690 -,,,,,,,,3572,12135,3466,1655 -,,,,,,,,3573,11976,3421,1633 -,,,,,,,,3574,11116,3175,1515 -,,,,,,,,3575,9944,2840,1356 -,,,,,,,,3576,8893,2539,1212 -,,,,,,,,3577,8156,2329,1112 -,,,,,,,,3578,7716,2203,1052 -,,,,,,,,3579,7463,2132,1017 -,,,,,,,,3580,7362,2103,1004 -,,,,,,,,3581,7505,2144,1023 -,,,,,,,,3582,8024,2292,1094 -,,,,,,,,3583,9215,2632,1257 -,,,,,,,,3584,10240,2925,1396 -,,,,,,,,3585,10716,3060,1461 -,,,,,,,,3586,11033,3151,1504 -,,,,,,,,3587,11295,3226,1540 -,,,,,,,,3588,11454,3271,1561 -,,,,,,,,3589,11503,3286,1569 -,,,,,,,,3590,11591,3311,1580 -,,,,,,,,3591,11557,3301,1575 -,,,,,,,,3592,11529,3293,1572 -,,,,,,,,3593,11560,3301,1576 -,,,,,,,,3594,11492,3282,1567 -,,,,,,,,3595,11251,3213,1534 -,,,,,,,,3596,11073,3163,1509 -,,,,,,,,3597,11205,3201,1528 -,,,,,,,,3598,10734,3065,1464 -,,,,,,,,3599,9649,2755,1315 -,,,,,,,,3600,8591,2454,1171 -,,,,,,,,3601,7817,2233,1065 -,,,,,,,,3602,7373,2105,1005 -,,,,,,,,3603,7110,2030,969 -,,,,,,,,3604,6996,1998,954 -,,,,,,,,3605,7113,2032,969 -,,,,,,,,3606,7580,2165,1033 -,,,,,,,,3607,8736,2495,1191 -,,,,,,,,3608,9803,2800,1337 -,,,,,,,,3609,10321,2948,1407 -,,,,,,,,3610,10750,3070,1465 -,,,,,,,,3611,11125,3177,1517 -,,,,,,,,3612,11377,3249,1551 -,,,,,,,,3613,11517,3289,1570 -,,,,,,,,3614,11701,3341,1595 -,,,,,,,,3615,11761,3359,1604 -,,,,,,,,3616,11805,3371,1610 -,,,,,,,,3617,11807,3371,1610 -,,,,,,,,3618,11640,3325,1587 -,,,,,,,,3619,11293,3226,1540 -,,,,,,,,3620,10940,3125,1491 -,,,,,,,,3621,10965,3131,1495 -,,,,,,,,3622,10562,3016,1440 -,,,,,,,,3623,9450,2699,1288 -,,,,,,,,3624,8349,2384,1138 -,,,,,,,,3625,7591,2168,1035 -,,,,,,,,3626,7130,2036,972 -,,,,,,,,3627,6873,1963,937 -,,,,,,,,3628,6774,1934,923 -,,,,,,,,3629,6856,1958,934 -,,,,,,,,3630,7239,2068,987 -,,,,,,,,3631,8344,2383,1137 -,,,,,,,,3632,9331,2665,1272 -,,,,,,,,3633,9813,2802,1338 -,,,,,,,,3634,10131,2893,1381 -,,,,,,,,3635,10394,2969,1417 -,,,,,,,,3636,10522,3005,1434 -,,,,,,,,3637,10541,3010,1437 -,,,,,,,,3638,10597,3026,1444 -,,,,,,,,3639,10555,3015,1439 -,,,,,,,,3640,10441,2982,1424 -,,,,,,,,3641,10286,2937,1403 -,,,,,,,,3642,10012,2860,1365 -,,,,,,,,3643,9690,2767,1321 -,,,,,,,,3644,9533,2723,1300 -,,,,,,,,3645,9671,2762,1318 -,,,,,,,,3646,9359,2673,1276 -,,,,,,,,3647,8571,2448,1168 -,,,,,,,,3648,7726,2207,1053 -,,,,,,,,3649,7068,2018,964 -,,,,,,,,3650,6678,1908,910 -,,,,,,,,3651,6456,1843,880 -,,,,,,,,3652,6364,1818,868 -,,,,,,,,3653,6390,1825,871 -,,,,,,,,3654,6530,1865,890 -,,,,,,,,3655,6870,1962,936 -,,,,,,,,3656,7500,2142,1022 -,,,,,,,,3657,8261,2359,1126 -,,,,,,,,3658,8860,2530,1208 -,,,,,,,,3659,9253,2643,1262 -,,,,,,,,3660,9411,2688,1283 -,,,,,,,,3661,9399,2684,1282 -,,,,,,,,3662,9292,2654,1267 -,,,,,,,,3663,9179,2621,1252 -,,,,,,,,3664,9120,2604,1243 -,,,,,,,,3665,9180,2622,1252 -,,,,,,,,3666,9267,2646,1263 -,,,,,,,,3667,9233,2637,1259 -,,,,,,,,3668,9164,2617,1249 -,,,,,,,,3669,9198,2627,1254 -,,,,,,,,3670,8891,2539,1212 -,,,,,,,,3671,8260,2359,1126 -,,,,,,,,3672,7551,2156,1030 -,,,,,,,,3673,6977,1993,951 -,,,,,,,,3674,6581,1879,897 -,,,,,,,,3675,6344,1812,865 -,,,,,,,,3676,6213,1774,847 -,,,,,,,,3677,6189,1768,843 -,,,,,,,,3678,6178,1764,842 -,,,,,,,,3679,6407,1830,873 -,,,,,,,,3680,6953,1986,948 -,,,,,,,,3681,7685,2195,1048 -,,,,,,,,3682,8261,2359,1126 -,,,,,,,,3683,8622,2462,1176 -,,,,,,,,3684,8855,2529,1207 -,,,,,,,,3685,8946,2555,1220 -,,,,,,,,3686,8908,2545,1215 -,,,,,,,,3687,8866,2532,1209 -,,,,,,,,3688,8847,2527,1206 -,,,,,,,,3689,8923,2549,1216 -,,,,,,,,3690,9032,2580,1232 -,,,,,,,,3691,9107,2601,1242 -,,,,,,,,3692,9131,2608,1245 -,,,,,,,,3693,9239,2639,1260 -,,,,,,,,3694,8853,2529,1206 -,,,,,,,,3695,8083,2309,1102 -,,,,,,,,3696,7306,2087,996 -,,,,,,,,3697,6746,1927,919 -,,,,,,,,3698,6421,1833,875 -,,,,,,,,3699,6255,1787,853 -,,,,,,,,3700,6227,1778,848 -,,,,,,,,3701,6396,1827,872 -,,,,,,,,3702,6927,1979,944 -,,,,,,,,3703,8049,2299,1097 -,,,,,,,,3704,9007,2573,1228 -,,,,,,,,3705,9428,2693,1285 -,,,,,,,,3706,9693,2768,1322 -,,,,,,,,3707,9911,2830,1351 -,,,,,,,,3708,9980,2850,1361 -,,,,,,,,3709,9959,2845,1358 -,,,,,,,,3710,9926,2835,1353 -,,,,,,,,3711,9821,2805,1338 -,,,,,,,,3712,9755,2786,1330 -,,,,,,,,3713,9811,2802,1338 -,,,,,,,,3714,9911,2830,1351 -,,,,,,,,3715,9827,2806,1340 -,,,,,,,,3716,9711,2773,1324 -,,,,,,,,3717,9731,2779,1327 -,,,,,,,,3718,9244,2640,1260 -,,,,,,,,3719,8303,2371,1132 -,,,,,,,,3720,7418,2119,1011 -,,,,,,,,3721,6844,1954,933 -,,,,,,,,3722,6534,1866,891 -,,,,,,,,3723,6378,1822,869 -,,,,,,,,3724,6333,1808,863 -,,,,,,,,3725,6488,1853,884 -,,,,,,,,3726,6987,1995,953 -,,,,,,,,3727,8113,2317,1106 -,,,,,,,,3728,9049,2584,1234 -,,,,,,,,3729,9424,2691,1285 -,,,,,,,,3730,9630,2750,1312 -,,,,,,,,3731,9800,2799,1336 -,,,,,,,,3732,9889,2825,1348 -,,,,,,,,3733,9869,2819,1346 -,,,,,,,,3734,9871,2819,1346 -,,,,,,,,3735,9766,2789,1332 -,,,,,,,,3736,9705,2772,1323 -,,,,,,,,3737,9733,2780,1327 -,,,,,,,,3738,9753,2785,1329 -,,,,,,,,3739,9648,2755,1315 -,,,,,,,,3740,9616,2746,1311 -,,,,,,,,3741,9718,2775,1325 -,,,,,,,,3742,9355,2671,1275 -,,,,,,,,3743,8421,2404,1148 -,,,,,,,,3744,7534,2151,1027 -,,,,,,,,3745,6889,1968,939 -,,,,,,,,3746,6548,1870,893 -,,,,,,,,3747,6385,1823,870 -,,,,,,,,3748,6319,1804,861 -,,,,,,,,3749,6487,1853,884 -,,,,,,,,3750,6964,1989,949 -,,,,,,,,3751,8085,2309,1102 -,,,,,,,,3752,9023,2577,1230 -,,,,,,,,3753,9407,2687,1282 -,,,,,,,,3754,9631,2750,1313 -,,,,,,,,3755,9846,2812,1343 -,,,,,,,,3756,9951,2842,1357 -,,,,,,,,3757,9975,2849,1360 -,,,,,,,,3758,10011,2859,1365 -,,,,,,,,3759,9938,2839,1355 -,,,,,,,,3760,9877,2820,1347 -,,,,,,,,3761,9875,2820,1346 -,,,,,,,,3762,9838,2810,1341 -,,,,,,,,3763,9666,2760,1318 -,,,,,,,,3764,9588,2739,1308 -,,,,,,,,3765,9776,2792,1332 -,,,,,,,,3766,9437,2695,1287 -,,,,,,,,3767,8459,2415,1153 -,,,,,,,,3768,7534,2151,1027 -,,,,,,,,3769,6931,1979,944 -,,,,,,,,3770,6579,1878,897 -,,,,,,,,3771,6401,1828,873 -,,,,,,,,3772,6353,1814,866 -,,,,,,,,3773,6509,1859,888 -,,,,,,,,3774,6989,1996,953 -,,,,,,,,3775,8097,2313,1104 -,,,,,,,,3776,8997,2569,1226 -,,,,,,,,3777,9416,2690,1284 -,,,,,,,,3778,9764,2789,1331 -,,,,,,,,3779,10059,2873,1372 -,,,,,,,,3780,10252,2928,1398 -,,,,,,,,3781,10275,2935,1401 -,,,,,,,,3782,10343,2954,1410 -,,,,,,,,3783,10274,2935,1401 -,,,,,,,,3784,10226,2920,1394 -,,,,,,,,3785,10198,2913,1390 -,,,,,,,,3786,10114,2889,1379 -,,,,,,,,3787,9906,2829,1351 -,,,,,,,,3788,9797,2798,1336 -,,,,,,,,3789,9960,2845,1358 -,,,,,,,,3790,9627,2749,1312 -,,,,,,,,3791,8675,2477,1182 -,,,,,,,,3792,7722,2205,1053 -,,,,,,,,3793,7059,2016,962 -,,,,,,,,3794,6713,1917,915 -,,,,,,,,3795,6507,1858,887 -,,,,,,,,3796,6415,1832,874 -,,,,,,,,3797,6563,1874,894 -,,,,,,,,3798,7002,2000,954 -,,,,,,,,3799,8092,2311,1103 -,,,,,,,,3800,9077,2593,1237 -,,,,,,,,3801,9583,2737,1307 -,,,,,,,,3802,9973,2849,1360 -,,,,,,,,3803,10328,2950,1408 -,,,,,,,,3804,10548,3012,1438 -,,,,,,,,3805,10634,3037,1449 -,,,,,,,,3806,10768,3075,1468 -,,,,,,,,3807,10765,3075,1468 -,,,,,,,,3808,10683,3051,1456 -,,,,,,,,3809,10612,3030,1447 -,,,,,,,,3810,10425,2977,1421 -,,,,,,,,3811,10117,2890,1379 -,,,,,,,,3812,9920,2833,1353 -,,,,,,,,3813,10006,2858,1364 -,,,,,,,,3814,9724,2777,1326 -,,,,,,,,3815,8901,2542,1213 -,,,,,,,,3816,8015,2289,1093 -,,,,,,,,3817,7335,2094,999 -,,,,,,,,3818,6895,1969,940 -,,,,,,,,3819,6651,1899,907 -,,,,,,,,3820,6488,1853,884 -,,,,,,,,3821,6458,1844,880 -,,,,,,,,3822,6490,1853,884 -,,,,,,,,3823,6934,1980,945 -,,,,,,,,3824,7688,2196,1048 -,,,,,,,,3825,8479,2421,1156 -,,,,,,,,3826,8989,2567,1226 -,,,,,,,,3827,9274,2649,1264 -,,,,,,,,3828,9392,2682,1281 -,,,,,,,,3829,9400,2684,1282 -,,,,,,,,3830,9334,2665,1272 -,,,,,,,,3831,9274,2649,1264 -,,,,,,,,3832,9287,2652,1266 -,,,,,,,,3833,9386,2680,1280 -,,,,,,,,3834,9457,2701,1289 -,,,,,,,,3835,9390,2682,1280 -,,,,,,,,3836,9284,2651,1266 -,,,,,,,,3837,9418,2690,1284 -,,,,,,,,3838,9336,2666,1272 -,,,,,,,,3839,8687,2481,1184 -,,,,,,,,3840,7911,2259,1079 -,,,,,,,,3841,7236,2066,986 -,,,,,,,,3842,6813,1946,929 -,,,,,,,,3843,6550,1871,893 -,,,,,,,,3844,6399,1828,873 -,,,,,,,,3845,6329,1808,863 -,,,,,,,,3846,6265,1789,854 -,,,,,,,,3847,6550,1871,893 -,,,,,,,,3848,7214,2060,984 -,,,,,,,,3849,8035,2295,1095 -,,,,,,,,3850,8723,2492,1189 -,,,,,,,,3851,9191,2625,1253 -,,,,,,,,3852,9500,2713,1295 -,,,,,,,,3853,9687,2766,1321 -,,,,,,,,3854,9738,2781,1328 -,,,,,,,,3855,9772,2791,1332 -,,,,,,,,3856,9840,2810,1342 -,,,,,,,,3857,9972,2849,1359 -,,,,,,,,3858,10065,2875,1372 -,,,,,,,,3859,10001,2856,1363 -,,,,,,,,3860,9860,2816,1344 -,,,,,,,,3861,9938,2839,1355 -,,,,,,,,3862,9712,2774,1324 -,,,,,,,,3863,8783,2509,1197 -,,,,,,,,3864,7852,2243,1070 -,,,,,,,,3865,7198,2056,981 -,,,,,,,,3866,6820,1948,929 -,,,,,,,,3867,6632,1894,904 -,,,,,,,,3868,6575,1878,896 -,,,,,,,,3869,6721,1920,916 -,,,,,,,,3870,7203,2058,982 -,,,,,,,,3871,8348,2384,1138 -,,,,,,,,3872,9379,2679,1278 -,,,,,,,,3873,9934,2837,1354 -,,,,,,,,3874,10322,2948,1407 -,,,,,,,,3875,10623,3034,1449 -,,,,,,,,3876,10809,3087,1474 -,,,,,,,,3877,10911,3116,1488 -,,,,,,,,3878,11010,3145,1501 -,,,,,,,,3879,11011,3146,1501 -,,,,,,,,3880,11018,3147,1502 -,,,,,,,,3881,11030,3150,1504 -,,,,,,,,3882,10934,3123,1490 -,,,,,,,,3883,10633,3037,1449 -,,,,,,,,3884,10388,2967,1416 -,,,,,,,,3885,10438,2981,1423 -,,,,,,,,3886,10048,2870,1370 -,,,,,,,,3887,9000,2570,1227 -,,,,,,,,3888,7991,2282,1090 -,,,,,,,,3889,7338,2096,1000 -,,,,,,,,3890,6938,1982,946 -,,,,,,,,3891,6751,1928,920 -,,,,,,,,3892,6676,1907,910 -,,,,,,,,3893,6840,1953,933 -,,,,,,,,3894,7300,2085,995 -,,,,,,,,3895,8454,2414,1152 -,,,,,,,,3896,9469,2704,1291 -,,,,,,,,3897,10006,2858,1364 -,,,,,,,,3898,10341,2954,1410 -,,,,,,,,3899,10626,3035,1449 -,,,,,,,,3900,10780,3079,1469 -,,,,,,,,3901,10849,3099,1479 -,,,,,,,,3902,10977,3135,1496 -,,,,,,,,3903,10950,3127,1493 -,,,,,,,,3904,10892,3111,1484 -,,,,,,,,3905,10868,3104,1482 -,,,,,,,,3906,10767,3075,1468 -,,,,,,,,3907,10550,3013,1439 -,,,,,,,,3908,10414,2974,1419 -,,,,,,,,3909,10478,2992,1428 -,,,,,,,,3910,10018,2861,1366 -,,,,,,,,3911,9029,2579,1231 -,,,,,,,,3912,8087,2309,1102 -,,,,,,,,3913,7458,2130,1017 -,,,,,,,,3914,7101,2028,968 -,,,,,,,,3915,6908,1973,942 -,,,,,,,,3916,6846,1955,934 -,,,,,,,,3917,6982,1994,952 -,,,,,,,,3918,7519,2148,1025 -,,,,,,,,3919,8623,2463,1176 -,,,,,,,,3920,9656,2758,1317 -,,,,,,,,3921,10143,2897,1383 -,,,,,,,,3922,10421,2976,1421 -,,,,,,,,3923,10636,3037,1450 -,,,,,,,,3924,10732,3065,1463 -,,,,,,,,3925,10718,3061,1461 -,,,,,,,,3926,10740,3067,1464 -,,,,,,,,3927,10659,3044,1453 -,,,,,,,,3928,10578,3021,1442 -,,,,,,,,3929,10599,3027,1445 -,,,,,,,,3930,10591,3025,1444 -,,,,,,,,3931,10430,2979,1422 -,,,,,,,,3932,10270,2933,1400 -,,,,,,,,3933,10290,2939,1403 -,,,,,,,,3934,9974,2849,1360 -,,,,,,,,3935,9019,2576,1230 -,,,,,,,,3936,8058,2301,1099 -,,,,,,,,3937,7392,2111,1008 -,,,,,,,,3938,7004,2000,954 -,,,,,,,,3939,6762,1931,922 -,,,,,,,,3940,6687,1910,912 -,,,,,,,,3941,6814,1946,929 -,,,,,,,,3942,7291,2082,994 -,,,,,,,,3943,8384,2394,1143 -,,,,,,,,3944,9394,2683,1281 -,,,,,,,,3945,9918,2833,1353 -,,,,,,,,3946,10222,2920,1393 -,,,,,,,,3947,10468,2990,1427 -,,,,,,,,3948,10574,3020,1442 -,,,,,,,,3949,10612,3030,1447 -,,,,,,,,3950,10694,3055,1458 -,,,,,,,,3951,10721,3062,1462 -,,,,,,,,3952,10732,3065,1463 -,,,,,,,,3953,10747,3070,1465 -,,,,,,,,3954,10667,3046,1454 -,,,,,,,,3955,10417,2975,1420 -,,,,,,,,3956,10180,2907,1388 -,,,,,,,,3957,10206,2915,1391 -,,,,,,,,3958,9991,2854,1363 -,,,,,,,,3959,9018,2575,1230 -,,,,,,,,3960,8021,2291,1094 -,,,,,,,,3961,7319,2090,998 -,,,,,,,,3962,6879,1965,938 -,,,,,,,,3963,6647,1898,906 -,,,,,,,,3964,6563,1874,894 -,,,,,,,,3965,6672,1906,909 -,,,,,,,,3966,7054,2014,962 -,,,,,,,,3967,8116,2318,1106 -,,,,,,,,3968,9143,2611,1247 -,,,,,,,,3969,9767,2790,1332 -,,,,,,,,3970,10176,2906,1388 -,,,,,,,,3971,10484,2994,1429 -,,,,,,,,3972,10631,3036,1449 -,,,,,,,,3973,10675,3049,1455 -,,,,,,,,3974,10762,3074,1467 -,,,,,,,,3975,10762,3074,1467 -,,,,,,,,3976,10736,3066,1464 -,,,,,,,,3977,10711,3059,1460 -,,,,,,,,3978,10555,3015,1439 -,,,,,,,,3979,10228,2921,1394 -,,,,,,,,3980,9917,2833,1352 -,,,,,,,,3981,9863,2817,1345 -,,,,,,,,3982,9680,2765,1320 -,,,,,,,,3983,8855,2529,1207 -,,,,,,,,3984,7943,2269,1083 -,,,,,,,,3985,7231,2065,985 -,,,,,,,,3986,6801,1943,927 -,,,,,,,,3987,6561,1873,894 -,,,,,,,,3988,6427,1835,876 -,,,,,,,,3989,6395,1826,872 -,,,,,,,,3990,6403,1828,873 -,,,,,,,,3991,6845,1955,933 -,,,,,,,,3992,7613,2174,1038 -,,,,,,,,3993,8435,2409,1150 -,,,,,,,,3994,8994,2569,1226 -,,,,,,,,3995,9294,2655,1267 -,,,,,,,,3996,9403,2685,1282 -,,,,,,,,3997,9401,2685,1282 -,,,,,,,,3998,9316,2661,1270 -,,,,,,,,3999,9239,2639,1259 -,,,,,,,,4000,9219,2633,1257 -,,,,,,,,4001,9248,2641,1261 -,,,,,,,,4002,9270,2648,1264 -,,,,,,,,4003,9157,2615,1248 -,,,,,,,,4004,8985,2566,1225 -,,,,,,,,4005,9051,2585,1234 -,,,,,,,,4006,8952,2557,1221 -,,,,,,,,4007,8316,2375,1134 -,,,,,,,,4008,7540,2154,1028 -,,,,,,,,4009,6932,1980,945 -,,,,,,,,4010,6550,1871,893 -,,,,,,,,4011,6322,1806,862 -,,,,,,,,4012,6188,1768,843 -,,,,,,,,4013,6161,1759,840 -,,,,,,,,4014,6112,1745,833 -,,,,,,,,4015,6346,1813,865 -,,,,,,,,4016,6917,1976,943 -,,,,,,,,4017,7644,2183,1042 -,,,,,,,,4018,8199,2342,1118 -,,,,,,,,4019,8539,2439,1164 -,,,,,,,,4020,8734,2494,1191 -,,,,,,,,4021,8816,2518,1202 -,,,,,,,,4022,8771,2505,1196 -,,,,,,,,4023,8744,2497,1192 -,,,,,,,,4024,8771,2505,1196 -,,,,,,,,4025,8874,2535,1210 -,,,,,,,,4026,8982,2565,1225 -,,,,,,,,4027,8959,2559,1222 -,,,,,,,,4028,8888,2539,1212 -,,,,,,,,4029,9068,2590,1236 -,,,,,,,,4030,8955,2558,1221 -,,,,,,,,4031,8181,2337,1116 -,,,,,,,,4032,7353,2100,1002 -,,,,,,,,4033,6781,1937,924 -,,,,,,,,4034,6447,1841,878 -,,,,,,,,4035,6309,1802,860 -,,,,,,,,4036,6281,1793,856 -,,,,,,,,4037,6458,1844,880 -,,,,,,,,4038,6936,1981,945 -,,,,,,,,4039,7938,2268,1082 -,,,,,,,,4040,8944,2555,1219 -,,,,,,,,4041,9535,2723,1300 -,,,,,,,,4042,9918,2833,1353 -,,,,,,,,4043,10227,2921,1394 -,,,,,,,,4044,10389,2967,1416 -,,,,,,,,4045,10420,2976,1420 -,,,,,,,,4046,10564,3017,1440 -,,,,,,,,4047,10518,3004,1434 -,,,,,,,,4048,10494,2997,1431 -,,,,,,,,4049,10511,3002,1433 -,,,,,,,,4050,10450,2985,1424 -,,,,,,,,4051,10237,2924,1396 -,,,,,,,,4052,10031,2865,1368 -,,,,,,,,4053,10062,2874,1372 -,,,,,,,,4054,9773,2791,1332 -,,,,,,,,4055,8783,2509,1197 -,,,,,,,,4056,7825,2235,1067 -,,,,,,,,4057,7187,2053,979 -,,,,,,,,4058,6801,1943,927 -,,,,,,,,4059,6599,1885,899 -,,,,,,,,4060,6519,1862,888 -,,,,,,,,4061,6669,1905,909 -,,,,,,,,4062,7105,2029,969 -,,,,,,,,4063,8139,2324,1110 -,,,,,,,,4064,9184,2623,1252 -,,,,,,,,4065,9779,2793,1333 -,,,,,,,,4066,10148,2899,1383 -,,,,,,,,4067,10460,2987,1426 -,,,,,,,,4068,10675,3049,1455 -,,,,,,,,4069,10776,3078,1469 -,,,,,,,,4070,10911,3116,1488 -,,,,,,,,4071,10927,3121,1489 -,,,,,,,,4072,10887,3110,1484 -,,,,,,,,4073,10890,3111,1484 -,,,,,,,,4074,10859,3101,1480 -,,,,,,,,4075,10695,3055,1458 -,,,,,,,,4076,10568,3019,1441 -,,,,,,,,4077,10705,3057,1459 -,,,,,,,,4078,10488,2995,1430 -,,,,,,,,4079,9545,2726,1302 -,,,,,,,,4080,8551,2442,1166 -,,,,,,,,4081,7846,2241,1070 -,,,,,,,,4082,7428,2121,1013 -,,,,,,,,4083,7207,2058,983 -,,,,,,,,4084,7114,2032,969 -,,,,,,,,4085,7251,2071,989 -,,,,,,,,4086,7711,2203,1051 -,,,,,,,,4087,8877,2535,1210 -,,,,,,,,4088,10242,2925,1396 -,,,,,,,,4089,11330,3236,1545 -,,,,,,,,4090,12323,3520,1680 -,,,,,,,,4091,13271,3791,1809 -,,,,,,,,4092,14018,4003,1911 -,,,,,,,,4093,14581,4164,1988 -,,,,,,,,4094,15093,4311,2058 -,,,,,,,,4095,15447,4412,2106 -,,,,,,,,4096,15707,4486,2141 -,,,,,,,,4097,15909,4543,2169 -,,,,,,,,4098,15926,4548,2171 -,,,,,,,,4099,15700,4484,2140 -,,,,,,,,4100,15359,4387,2095 -,,,,,,,,4101,15173,4333,2069 -,,,,,,,,4102,14767,4217,2014 -,,,,,,,,4103,13435,3837,1832 -,,,,,,,,4104,12086,3451,1648 -,,,,,,,,4105,11038,3152,1505 -,,,,,,,,4106,10383,2965,1416 -,,,,,,,,4107,9935,2837,1354 -,,,,,,,,4108,9639,2753,1314 -,,,,,,,,4109,9592,2740,1308 -,,,,,,,,4110,9882,2823,1348 -,,,,,,,,4111,11019,3147,1502 -,,,,,,,,4112,12382,3536,1688 -,,,,,,,,4113,13487,3852,1839 -,,,,,,,,4114,14407,4115,1964 -,,,,,,,,4115,15168,4332,2068 -,,,,,,,,4116,15709,4487,2142 -,,,,,,,,4117,16041,4581,2187 -,,,,,,,,4118,16310,4658,2224 -,,,,,,,,4119,16457,4700,2244 -,,,,,,,,4120,16537,4724,2255 -,,,,,,,,4121,16586,4737,2262 -,,,,,,,,4122,16450,4698,2243 -,,,,,,,,4123,16134,4608,2200 -,,,,,,,,4124,15666,4474,2136 -,,,,,,,,4125,15366,4388,2095 -,,,,,,,,4126,14862,4244,2026 -,,,,,,,,4127,13490,3852,1839 -,,,,,,,,4128,12104,3457,1651 -,,,,,,,,4129,11046,3155,1506 -,,,,,,,,4130,10349,2955,1411 -,,,,,,,,4131,9877,2820,1347 -,,,,,,,,4132,9574,2735,1305 -,,,,,,,,4133,9561,2730,1303 -,,,,,,,,4134,9840,2810,1342 -,,,,,,,,4135,10905,3115,1487 -,,,,,,,,4136,12240,3496,1669 -,,,,,,,,4137,13344,3812,1819 -,,,,,,,,4138,14270,4076,1946 -,,,,,,,,4139,15030,4293,2050 -,,,,,,,,4140,15635,4465,2132 -,,,,,,,,4141,16034,4579,2186 -,,,,,,,,4142,16264,4644,2217 -,,,,,,,,4143,16219,4632,2212 -,,,,,,,,4144,16005,4570,2182 -,,,,,,,,4145,15501,4427,2114 -,,,,,,,,4146,14835,4237,2023 -,,,,,,,,4147,14025,4005,1913 -,,,,,,,,4148,13368,3817,1823 -,,,,,,,,4149,13065,3731,1782 -,,,,,,,,4150,12573,3591,1714 -,,,,,,,,4151,11562,3301,1576 -,,,,,,,,4152,10467,2990,1427 -,,,,,,,,4153,9583,2737,1307 -,,,,,,,,4154,9032,2580,1232 -,,,,,,,,4155,8647,2469,1179 -,,,,,,,,4156,8409,2401,1146 -,,,,,,,,4157,8334,2380,1136 -,,,,,,,,4158,8374,2391,1141 -,,,,,,,,4159,8676,2478,1182 -,,,,,,,,4160,9269,2647,1263 -,,,,,,,,4161,10067,2875,1373 -,,,,,,,,4162,10795,3083,1472 -,,,,,,,,4163,11427,3264,1558 -,,,,,,,,4164,11895,3397,1621 -,,,,,,,,4165,12183,3479,1661 -,,,,,,,,4166,12315,3517,1679 -,,,,,,,,4167,12399,3541,1691 -,,,,,,,,4168,12431,3551,1695 -,,,,,,,,4169,12327,3521,1681 -,,,,,,,,4170,11944,3411,1628 -,,,,,,,,4171,11379,3250,1551 -,,,,,,,,4172,10878,3107,1483 -,,,,,,,,4173,10615,3031,1447 -,,,,,,,,4174,10364,2960,1413 -,,,,,,,,4175,9619,2747,1312 -,,,,,,,,4176,8754,2500,1193 -,,,,,,,,4177,8078,2307,1101 -,,,,,,,,4178,7582,2165,1034 -,,,,,,,,4179,7262,2074,990 -,,,,,,,,4180,7068,2018,964 -,,,,,,,,4181,6984,1994,952 -,,,,,,,,4182,6883,1966,939 -,,,,,,,,4183,7183,2052,979 -,,,,,,,,4184,7864,2246,1072 -,,,,,,,,4185,8707,2487,1187 -,,,,,,,,4186,9444,2697,1288 -,,,,,,,,4187,9974,2849,1360 -,,,,,,,,4188,10341,2953,1410 -,,,,,,,,4189,10575,3020,1442 -,,,,,,,,4190,10729,3064,1463 -,,,,,,,,4191,10897,3112,1485 -,,,,,,,,4192,11069,3161,1509 -,,,,,,,,4193,11223,3205,1530 -,,,,,,,,4194,11227,3206,1530 -,,,,,,,,4195,11113,3174,1515 -,,,,,,,,4196,10923,3120,1489 -,,,,,,,,4197,11002,3142,1500 -,,,,,,,,4198,10849,3098,1479 -,,,,,,,,4199,10002,2857,1363 -,,,,,,,,4200,9065,2589,1236 -,,,,,,,,4201,8352,2385,1139 -,,,,,,,,4202,7919,2262,1080 -,,,,,,,,4203,7673,2192,1046 -,,,,,,,,4204,7587,2167,1035 -,,,,,,,,4205,7718,2204,1052 -,,,,,,,,4206,8148,2327,1110 -,,,,,,,,4207,9128,2607,1244 -,,,,,,,,4208,10217,2918,1393 -,,,,,,,,4209,10843,3096,1479 -,,,,,,,,4210,11187,3195,1525 -,,,,,,,,4211,11436,3266,1559 -,,,,,,,,4212,11483,3280,1565 -,,,,,,,,4213,11439,3267,1560 -,,,,,,,,4214,11403,3256,1555 -,,,,,,,,4215,11357,3244,1549 -,,,,,,,,4216,11332,3236,1545 -,,,,,,,,4217,11262,3216,1535 -,,,,,,,,4218,11187,3195,1525 -,,,,,,,,4219,10953,3128,1494 -,,,,,,,,4220,10679,3050,1456 -,,,,,,,,4221,10633,3036,1449 -,,,,,,,,4222,10269,2933,1400 -,,,,,,,,4223,9294,2655,1267 -,,,,,,,,4224,8329,2379,1136 -,,,,,,,,4225,7646,2184,1042 -,,,,,,,,4226,7232,2065,986 -,,,,,,,,4227,7005,2001,955 -,,,,,,,,4228,6894,1968,939 -,,,,,,,,4229,6995,1998,954 -,,,,,,,,4230,7368,2104,1004 -,,,,,,,,4231,8274,2363,1128 -,,,,,,,,4232,9235,2638,1259 -,,,,,,,,4233,9836,2810,1341 -,,,,,,,,4234,10224,2920,1394 -,,,,,,,,4235,10593,3025,1444 -,,,,,,,,4236,10793,3082,1471 -,,,,,,,,4237,10888,3110,1484 -,,,,,,,,4238,10944,3126,1492 -,,,,,,,,4239,10911,3115,1488 -,,,,,,,,4240,10803,3085,1473 -,,,,,,,,4241,10747,3070,1465 -,,,,,,,,4242,10657,3044,1453 -,,,,,,,,4243,10418,2975,1420 -,,,,,,,,4244,10184,2909,1388 -,,,,,,,,4245,10186,2909,1388 -,,,,,,,,4246,9873,2820,1346 -,,,,,,,,4247,8975,2563,1223 -,,,,,,,,4248,8029,2293,1095 -,,,,,,,,4249,7389,2110,1007 -,,,,,,,,4250,6997,1998,954 -,,,,,,,,4251,6763,1932,922 -,,,,,,,,4252,6700,1913,913 -,,,,,,,,4253,6818,1948,929 -,,,,,,,,4254,7232,2065,986 -,,,,,,,,4255,8148,2327,1110 -,,,,,,,,4256,9146,2612,1247 -,,,,,,,,4257,9789,2795,1334 -,,,,,,,,4258,10237,2924,1396 -,,,,,,,,4259,10628,3035,1449 -,,,,,,,,4260,10871,3105,1482 -,,,,,,,,4261,11000,3141,1499 -,,,,,,,,4262,11160,3187,1521 -,,,,,,,,4263,11214,3203,1529 -,,,,,,,,4264,11200,3199,1527 -,,,,,,,,4265,11185,3195,1525 -,,,,,,,,4266,11101,3170,1514 -,,,,,,,,4267,10862,3102,1481 -,,,,,,,,4268,10631,3036,1449 -,,,,,,,,4269,10606,3029,1446 -,,,,,,,,4270,10358,2958,1412 -,,,,,,,,4271,9432,2694,1286 -,,,,,,,,4272,8464,2417,1154 -,,,,,,,,4273,7752,2214,1057 -,,,,,,,,4274,7322,2091,998 -,,,,,,,,4275,7071,2019,964 -,,,,,,,,4276,6940,1982,946 -,,,,,,,,4277,7046,2013,960 -,,,,,,,,4278,7442,2125,1014 -,,,,,,,,4279,8394,2397,1144 -,,,,,,,,4280,9528,2721,1299 -,,,,,,,,4281,10325,2949,1408 -,,,,,,,,4282,10903,3114,1486 -,,,,,,,,4283,11418,3261,1557 -,,,,,,,,4284,11788,3366,1607 -,,,,,,,,4285,12051,3442,1643 -,,,,,,,,4286,12276,3506,1674 -,,,,,,,,4287,12496,3569,1704 -,,,,,,,,4288,12642,3611,1724 -,,,,,,,,4289,12819,3661,1747 -,,,,,,,,4290,12837,3667,1750 -,,,,,,,,4291,12597,3598,1717 -,,,,,,,,4292,12217,3489,1666 -,,,,,,,,4293,12093,3454,1649 -,,,,,,,,4294,11798,3370,1609 -,,,,,,,,4295,10737,3066,1464 -,,,,,,,,4296,9594,2740,1308 -,,,,,,,,4297,8726,2492,1190 -,,,,,,,,4298,8191,2339,1116 -,,,,,,,,4299,7875,2249,1074 -,,,,,,,,4300,7731,2208,1054 -,,,,,,,,4301,7822,2234,1066 -,,,,,,,,4302,8244,2354,1124 -,,,,,,,,4303,9145,2612,1247 -,,,,,,,,4304,10242,2925,1396 -,,,,,,,,4305,10958,3130,1494 -,,,,,,,,4306,11454,3271,1561 -,,,,,,,,4307,11983,3422,1634 -,,,,,,,,4308,12567,3590,1713 -,,,,,,,,4309,13150,3757,1793 -,,,,,,,,4310,13780,3936,1878 -,,,,,,,,4311,14271,4076,1946 -,,,,,,,,4312,14556,4158,1984 -,,,,,,,,4313,14788,4223,2016 -,,,,,,,,4314,14793,4225,2017 -,,,,,,,,4315,14460,4130,1972 -,,,,,,,,4316,13907,3972,1896 -,,,,,,,,4317,13507,3857,1842 -,,,,,,,,4318,12974,3706,1769 -,,,,,,,,4319,11782,3365,1606 -,,,,,,,,4320,10484,2994,1429 -,,,,,,,,4321,9449,2699,1288 -,,,,,,,,4322,8734,2494,1191 -,,,,,,,,4323,8252,2357,1125 -,,,,,,,,4324,7954,2272,1085 -,,,,,,,,4325,7828,2236,1067 -,,,,,,,,4326,7773,2220,1060 -,,,,,,,,4327,8250,2356,1125 -,,,,,,,,4328,9193,2625,1253 -,,,,,,,,4329,10284,2937,1402 -,,,,,,,,4330,11234,3209,1531 -,,,,,,,,4331,11980,3421,1633 -,,,,,,,,4332,12465,3560,1700 -,,,,,,,,4333,12755,3643,1739 -,,,,,,,,4334,12978,3706,1769 -,,,,,,,,4335,13142,3753,1792 -,,,,,,,,4336,13309,3801,1814 -,,,,,,,,4337,13437,3837,1832 -,,,,,,,,4338,13395,3826,1827 -,,,,,,,,4339,13099,3741,1786 -,,,,,,,,4340,12678,3621,1728 -,,,,,,,,4341,12422,3548,1694 -,,,,,,,,4342,12181,3479,1661 -,,,,,,,,4343,11301,3227,1540 -,,,,,,,,4344,10288,2938,1403 -,,,,,,,,4345,9425,2692,1285 -,,,,,,,,4346,8816,2518,1202 -,,,,,,,,4347,8385,2394,1143 -,,,,,,,,4348,8120,2319,1107 -,,,,,,,,4349,7969,2276,1086 -,,,,,,,,4350,7837,2239,1069 -,,,,,,,,4351,8129,2322,1108 -,,,,,,,,4352,8925,2549,1216 -,,,,,,,,4353,9992,2854,1363 -,,,,,,,,4354,11030,3150,1504 -,,,,,,,,4355,11869,3390,1618 -,,,,,,,,4356,12531,3579,1708 -,,,,,,,,4357,12991,3711,1772 -,,,,,,,,4358,13300,3799,1813 -,,,,,,,,4359,13431,3836,1831 -,,,,,,,,4360,13247,3783,1806 -,,,,,,,,4361,13041,3724,1778 -,,,,,,,,4362,12984,3708,1770 -,,,,,,,,4363,12890,3682,1757 -,,,,,,,,4364,12577,3592,1715 -,,,,,,,,4365,12377,3535,1687 -,,,,,,,,4366,12050,3441,1643 -,,,,,,,,4367,11015,3146,1502 -,,,,,,,,4368,9882,2822,1348 -,,,,,,,,4369,9050,2584,1234 -,,,,,,,,4370,8509,2430,1160 -,,,,,,,,4371,8159,2330,1112 -,,,,,,,,4372,7989,2282,1089 -,,,,,,,,4373,8068,2304,1100 -,,,,,,,,4374,8373,2391,1141 -,,,,,,,,4375,9321,2662,1271 -,,,,,,,,4376,10505,3000,1432 -,,,,,,,,4377,11418,3261,1557 -,,,,,,,,4378,12157,3472,1657 -,,,,,,,,4379,12737,3637,1737 -,,,,,,,,4380,13103,3742,1787 -,,,,,,,,4381,13301,3799,1813 -,,,,,,,,4382,13483,3851,1838 -,,,,,,,,4383,13586,3880,1853 -,,,,,,,,4384,13541,3867,1846 -,,,,,,,,4385,13497,3855,1840 -,,,,,,,,4386,13407,3829,1828 -,,,,,,,,4387,13101,3742,1787 -,,,,,,,,4388,12636,3609,1723 -,,,,,,,,4389,12320,3519,1680 -,,,,,,,,4390,11919,3404,1625 -,,,,,,,,4391,10802,3085,1473 -,,,,,,,,4392,9621,2748,1312 -,,,,,,,,4393,8752,2499,1193 -,,,,,,,,4394,8236,2352,1123 -,,,,,,,,4395,7883,2252,1075 -,,,,,,,,4396,7706,2201,1050 -,,,,,,,,4397,7738,2210,1055 -,,,,,,,,4398,8018,2290,1093 -,,,,,,,,4399,8938,2553,1218 -,,,,,,,,4400,10104,2886,1378 -,,,,,,,,4401,10993,3140,1499 -,,,,,,,,4402,11703,3342,1595 -,,,,,,,,4403,12247,3498,1670 -,,,,,,,,4404,12607,3601,1719 -,,,,,,,,4405,12849,3670,1752 -,,,,,,,,4406,13087,3737,1784 -,,,,,,,,4407,13245,3783,1806 -,,,,,,,,4408,13351,3813,1820 -,,,,,,,,4409,13421,3833,1830 -,,,,,,,,4410,13286,3795,1812 -,,,,,,,,4411,12765,3646,1741 -,,,,,,,,4412,12157,3472,1657 -,,,,,,,,4413,11911,3402,1624 -,,,,,,,,4414,11467,3275,1563 -,,,,,,,,4415,10628,3035,1449 -,,,,,,,,4416,9710,2773,1323 -,,,,,,,,4417,8938,2553,1218 -,,,,,,,,4418,8408,2401,1146 -,,,,,,,,4419,8066,2304,1100 -,,,,,,,,4420,7908,2259,1078 -,,,,,,,,4421,7919,2262,1080 -,,,,,,,,4422,8014,2289,1093 -,,,,,,,,4423,8275,2364,1128 -,,,,,,,,4424,8748,2499,1192 -,,,,,,,,4425,9400,2684,1282 -,,,,,,,,4426,10215,2918,1393 -,,,,,,,,4427,11051,3156,1507 -,,,,,,,,4428,11725,3349,1599 -,,,,,,,,4429,12204,3486,1664 -,,,,,,,,4430,12441,3553,1696 -,,,,,,,,4431,12584,3594,1716 -,,,,,,,,4432,12728,3636,1736 -,,,,,,,,4433,12889,3682,1757 -,,,,,,,,4434,12969,3704,1768 -,,,,,,,,4435,12743,3639,1737 -,,,,,,,,4436,12352,3528,1684 -,,,,,,,,4437,12170,3476,1659 -,,,,,,,,4438,11847,3383,1615 -,,,,,,,,4439,11209,3201,1528 -,,,,,,,,4440,10320,2947,1407 -,,,,,,,,4441,9537,2724,1300 -,,,,,,,,4442,8992,2568,1226 -,,,,,,,,4443,8645,2469,1179 -,,,,,,,,4444,8447,2413,1151 -,,,,,,,,4445,8485,2424,1156 -,,,,,,,,4446,8762,2503,1195 -,,,,,,,,4447,9698,2770,1322 -,,,,,,,,4448,10926,3120,1489 -,,,,,,,,4449,11922,3406,1625 -,,,,,,,,4450,12677,3621,1728 -,,,,,,,,4451,13248,3784,1807 -,,,,,,,,4452,13601,3885,1854 -,,,,,,,,4453,13815,3946,1883 -,,,,,,,,4454,13997,3997,1908 -,,,,,,,,4455,14106,4029,1923 -,,,,,,,,4456,14116,4032,1924 -,,,,,,,,4457,14082,4022,1920 -,,,,,,,,4458,13973,3991,1905 -,,,,,,,,4459,13607,3887,1855 -,,,,,,,,4460,13109,3744,1787 -,,,,,,,,4461,12808,3658,1747 -,,,,,,,,4462,12398,3541,1691 -,,,,,,,,4463,11266,3218,1536 -,,,,,,,,4464,10065,2875,1373 -,,,,,,,,4465,9169,2619,1250 -,,,,,,,,4466,8589,2453,1171 -,,,,,,,,4467,8212,2345,1120 -,,,,,,,,4468,7998,2284,1090 -,,,,,,,,4469,8000,2285,1090 -,,,,,,,,4470,8253,2357,1125 -,,,,,,,,4471,9151,2614,1247 -,,,,,,,,4472,10350,2956,1411 -,,,,,,,,4473,11360,3245,1549 -,,,,,,,,4474,12210,3487,1665 -,,,,,,,,4475,12922,3691,1762 -,,,,,,,,4476,13412,3831,1828 -,,,,,,,,4477,13731,3922,1872 -,,,,,,,,4478,14067,4017,1918 -,,,,,,,,4479,14277,4078,1947 -,,,,,,,,4480,14445,4126,1969 -,,,,,,,,4481,14533,4151,1982 -,,,,,,,,4482,14484,4137,1975 -,,,,,,,,4483,14001,3999,1909 -,,,,,,,,4484,13451,3842,1834 -,,,,,,,,4485,13265,3788,1808 -,,,,,,,,4486,12859,3672,1753 -,,,,,,,,4487,11842,3382,1615 -,,,,,,,,4488,10741,3067,1464 -,,,,,,,,4489,9882,2823,1348 -,,,,,,,,4490,9304,2657,1268 -,,,,,,,,4491,8908,2545,1215 -,,,,,,,,4492,8660,2474,1181 -,,,,,,,,4493,8559,2444,1166 -,,,,,,,,4494,8545,2440,1165 -,,,,,,,,4495,8902,2543,1214 -,,,,,,,,4496,9753,2785,1329 -,,,,,,,,4497,10833,3094,1477 -,,,,,,,,4498,11752,3356,1602 -,,,,,,,,4499,12385,3537,1689 -,,,,,,,,4500,12826,3663,1749 -,,,,,,,,4501,13126,3749,1790 -,,,,,,,,4502,13123,3748,1789 -,,,,,,,,4503,12843,3668,1751 -,,,,,,,,4504,12578,3592,1715 -,,,,,,,,4505,12574,3592,1714 -,,,,,,,,4506,12650,3613,1725 -,,,,,,,,4507,12507,3572,1705 -,,,,,,,,4508,12168,3476,1659 -,,,,,,,,4509,11980,3421,1633 -,,,,,,,,4510,11765,3360,1604 -,,,,,,,,4511,10978,3136,1497 -,,,,,,,,4512,10039,2867,1368 -,,,,,,,,4513,9203,2629,1255 -,,,,,,,,4514,8628,2464,1176 -,,,,,,,,4515,8228,2350,1121 -,,,,,,,,4516,7972,2277,1087 -,,,,,,,,4517,7828,2236,1067 -,,,,,,,,4518,7689,2196,1048 -,,,,,,,,4519,7962,2274,1085 -,,,,,,,,4520,8713,2489,1187 -,,,,,,,,4521,9707,2772,1323 -,,,,,,,,4522,10637,3038,1450 -,,,,,,,,4523,11412,3260,1556 -,,,,,,,,4524,12034,3437,1641 -,,,,,,,,4525,12440,3553,1696 -,,,,,,,,4526,12659,3616,1726 -,,,,,,,,4527,12820,3661,1748 -,,,,,,,,4528,12973,3705,1768 -,,,,,,,,4529,13161,3759,1794 -,,,,,,,,4530,13267,3789,1809 -,,,,,,,,4531,13076,3735,1783 -,,,,,,,,4532,12679,3621,1729 -,,,,,,,,4533,12546,3583,1711 -,,,,,,,,4534,12247,3498,1670 -,,,,,,,,4535,11193,3196,1526 -,,,,,,,,4536,10013,2860,1365 -,,,,,,,,4537,9095,2598,1240 -,,,,,,,,4538,8478,2421,1156 -,,,,,,,,4539,8088,2310,1102 -,,,,,,,,4540,7868,2248,1073 -,,,,,,,,4541,7891,2254,1075 -,,,,,,,,4542,8175,2335,1115 -,,,,,,,,4543,9100,2600,1241 -,,,,,,,,4544,10217,2918,1393 -,,,,,,,,4545,10992,3140,1499 -,,,,,,,,4546,11610,3316,1583 -,,,,,,,,4547,12102,3456,1650 -,,,,,,,,4548,12431,3551,1695 -,,,,,,,,4549,12669,3618,1727 -,,,,,,,,4550,12924,3691,1762 -,,,,,,,,4551,13076,3734,1782 -,,,,,,,,4552,13168,3761,1795 -,,,,,,,,4553,13252,3785,1807 -,,,,,,,,4554,13203,3771,1800 -,,,,,,,,4555,12840,3667,1751 -,,,,,,,,4556,12348,3526,1684 -,,,,,,,,4557,12081,3451,1647 -,,,,,,,,4558,11651,3327,1589 -,,,,,,,,4559,10510,3001,1433 -,,,,,,,,4560,9347,2670,1274 -,,,,,,,,4561,8501,2428,1159 -,,,,,,,,4562,7970,2276,1086 -,,,,,,,,4563,7631,2179,1040 -,,,,,,,,4564,7474,2134,1019 -,,,,,,,,4565,7520,2148,1025 -,,,,,,,,4566,7802,2229,1064 -,,,,,,,,4567,8732,2494,1191 -,,,,,,,,4568,9842,2810,1342 -,,,,,,,,4569,10628,3035,1449 -,,,,,,,,4570,11238,3210,1532 -,,,,,,,,4571,11769,3361,1605 -,,,,,,,,4572,12123,3462,1653 -,,,,,,,,4573,12376,3535,1687 -,,,,,,,,4574,12678,3621,1728 -,,,,,,,,4575,12913,3688,1761 -,,,,,,,,4576,13087,3737,1784 -,,,,,,,,4577,13199,3770,1800 -,,,,,,,,4578,13138,3752,1792 -,,,,,,,,4579,12816,3660,1747 -,,,,,,,,4580,12346,3526,1683 -,,,,,,,,4581,12145,3469,1656 -,,,,,,,,4582,11809,3372,1610 -,,,,,,,,4583,10701,3056,1459 -,,,,,,,,4584,9574,2735,1305 -,,,,,,,,4585,8744,2497,1192 -,,,,,,,,4586,8218,2347,1120 -,,,,,,,,4587,7898,2256,1077 -,,,,,,,,4588,7751,2214,1057 -,,,,,,,,4589,7813,2232,1065 -,,,,,,,,4590,8142,2325,1110 -,,,,,,,,4591,9078,2593,1237 -,,,,,,,,4592,10220,2919,1393 -,,,,,,,,4593,11085,3166,1511 -,,,,,,,,4594,11766,3361,1604 -,,,,,,,,4595,12371,3533,1686 -,,,,,,,,4596,12858,3672,1753 -,,,,,,,,4597,13188,3767,1798 -,,,,,,,,4598,13460,3844,1835 -,,,,,,,,4599,13601,3885,1854 -,,,,,,,,4600,13700,3913,1868 -,,,,,,,,4601,13818,3947,1884 -,,,,,,,,4602,13788,3937,1880 -,,,,,,,,4603,13449,3841,1833 -,,,,,,,,4604,12938,3695,1764 -,,,,,,,,4605,12688,3624,1730 -,,,,,,,,4606,12330,3521,1681 -,,,,,,,,4607,11198,3198,1527 -,,,,,,,,4608,10008,2859,1364 -,,,,,,,,4609,9141,2610,1247 -,,,,,,,,4610,8576,2449,1169 -,,,,,,,,4611,8198,2341,1117 -,,,,,,,,4612,8001,2285,1090 -,,,,,,,,4613,8042,2297,1096 -,,,,,,,,4614,8371,2391,1141 -,,,,,,,,4615,9362,2674,1277 -,,,,,,,,4616,10537,3010,1437 -,,,,,,,,4617,11452,3271,1561 -,,,,,,,,4618,12216,3489,1666 -,,,,,,,,4619,12969,3704,1768 -,,,,,,,,4620,13559,3872,1848 -,,,,,,,,4621,13872,3962,1892 -,,,,,,,,4622,14215,4060,1938 -,,,,,,,,4623,14448,4127,1970 -,,,,,,,,4624,14597,4169,1990 -,,,,,,,,4625,14703,4199,2004 -,,,,,,,,4626,14582,4165,1988 -,,,,,,,,4627,14172,4048,1932 -,,,,,,,,4628,13549,3870,1848 -,,,,,,,,4629,13253,3785,1807 -,,,,,,,,4630,12788,3652,1743 -,,,,,,,,4631,11597,3312,1581 -,,,,,,,,4632,10373,2962,1414 -,,,,,,,,4633,9427,2692,1285 -,,,,,,,,4634,8822,2519,1202 -,,,,,,,,4635,8450,2414,1152 -,,,,,,,,4636,8247,2355,1124 -,,,,,,,,4637,8287,2367,1130 -,,,,,,,,4638,8622,2462,1176 -,,,,,,,,4639,9550,2728,1302 -,,,,,,,,4640,10773,3076,1469 -,,,,,,,,4641,11761,3359,1604 -,,,,,,,,4642,12622,3605,1721 -,,,,,,,,4643,13390,3824,1826 -,,,,,,,,4644,13998,3997,1908 -,,,,,,,,4645,14440,4124,1969 -,,,,,,,,4646,14798,4227,2018 -,,,,,,,,4647,14926,4263,2035 -,,,,,,,,4648,14903,4257,2032 -,,,,,,,,4649,14806,4228,2019 -,,,,,,,,4650,14474,4134,1974 -,,,,,,,,4651,13881,3964,1893 -,,,,,,,,4652,13305,3800,1814 -,,,,,,,,4653,13088,3737,1784 -,,,,,,,,4654,12673,3619,1728 -,,,,,,,,4655,11619,3318,1584 -,,,,,,,,4656,10509,3001,1433 -,,,,,,,,4657,9642,2754,1314 -,,,,,,,,4658,9092,2597,1240 -,,,,,,,,4659,8730,2494,1190 -,,,,,,,,4660,8516,2432,1161 -,,,,,,,,4661,8455,2414,1152 -,,,,,,,,4662,8556,2444,1166 -,,,,,,,,4663,8908,2545,1215 -,,,,,,,,4664,9608,2744,1310 -,,,,,,,,4665,10551,3014,1439 -,,,,,,,,4666,11397,3255,1554 -,,,,,,,,4667,12026,3435,1640 -,,,,,,,,4668,12540,3581,1710 -,,,,,,,,4669,12936,3694,1763 -,,,,,,,,4670,13261,3787,1808 -,,,,,,,,4671,13576,3877,1851 -,,,,,,,,4672,13826,3948,1885 -,,,,,,,,4673,13992,3996,1908 -,,,,,,,,4674,14009,4001,1910 -,,,,,,,,4675,13742,3924,1873 -,,,,,,,,4676,13255,3786,1807 -,,,,,,,,4677,13031,3722,1777 -,,,,,,,,4678,12715,3631,1733 -,,,,,,,,4679,11760,3358,1603 -,,,,,,,,4680,10691,3053,1458 -,,,,,,,,4681,9803,2800,1337 -,,,,,,,,4682,9177,2621,1251 -,,,,,,,,4683,8748,2499,1192 -,,,,,,,,4684,8466,2418,1154 -,,,,,,,,4685,8307,2373,1132 -,,,,,,,,4686,8184,2337,1116 -,,,,,,,,4687,8417,2404,1147 -,,,,,,,,4688,9201,2628,1254 -,,,,,,,,4689,10284,2937,1402 -,,,,,,,,4690,11340,3239,1546 -,,,,,,,,4691,12274,3506,1674 -,,,,,,,,4692,13028,3721,1777 -,,,,,,,,4693,13460,3844,1835 -,,,,,,,,4694,13543,3867,1847 -,,,,,,,,4695,13550,3870,1848 -,,,,,,,,4696,13570,3876,1850 -,,,,,,,,4697,13596,3883,1853 -,,,,,,,,4698,13588,3881,1853 -,,,,,,,,4699,13368,3818,1823 -,,,,,,,,4700,13176,3763,1797 -,,,,,,,,4701,13220,3776,1803 -,,,,,,,,4702,12743,3639,1737 -,,,,,,,,4703,11746,3355,1601 -,,,,,,,,4704,10712,3059,1460 -,,,,,,,,4705,9966,2846,1358 -,,,,,,,,4706,9488,2710,1293 -,,,,,,,,4707,9182,2622,1252 -,,,,,,,,4708,9021,2576,1230 -,,,,,,,,4709,9083,2594,1238 -,,,,,,,,4710,9497,2712,1295 -,,,,,,,,4711,10491,2996,1430 -,,,,,,,,4712,11808,3372,1610 -,,,,,,,,4713,12831,3665,1749 -,,,,,,,,4714,13653,3899,1862 -,,,,,,,,4715,14376,4106,1960 -,,,,,,,,4716,14958,4272,2040 -,,,,,,,,4717,15407,4400,2100 -,,,,,,,,4718,15793,4511,2153 -,,,,,,,,4719,15875,4534,2165 -,,,,,,,,4720,15907,4543,2169 -,,,,,,,,4721,15877,4534,2165 -,,,,,,,,4722,15759,4501,2149 -,,,,,,,,4723,15392,4396,2099 -,,,,,,,,4724,14909,4258,2033 -,,,,,,,,4725,14720,4204,2007 -,,,,,,,,4726,14135,4037,1927 -,,,,,,,,4727,12785,3651,1743 -,,,,,,,,4728,11449,3270,1561 -,,,,,,,,4729,10503,3000,1432 -,,,,,,,,4730,9889,2825,1348 -,,,,,,,,4731,9493,2711,1294 -,,,,,,,,4732,9245,2640,1261 -,,,,,,,,4733,9268,2647,1263 -,,,,,,,,4734,9643,2754,1315 -,,,,,,,,4735,10684,3051,1457 -,,,,,,,,4736,12036,3437,1641 -,,,,,,,,4737,13120,3747,1789 -,,,,,,,,4738,14080,4021,1919 -,,,,,,,,4739,14910,4258,2033 -,,,,,,,,4740,15478,4421,2110 -,,,,,,,,4741,15870,4533,2164 -,,,,,,,,4742,16225,4633,2212 -,,,,,,,,4743,16448,4698,2242 -,,,,,,,,4744,16617,4746,2266 -,,,,,,,,4745,16717,4774,2279 -,,,,,,,,4746,16579,4735,2261 -,,,,,,,,4747,16199,4626,2209 -,,,,,,,,4748,15701,4484,2140 -,,,,,,,,4749,15416,4403,2102 -,,,,,,,,4750,14854,4243,2025 -,,,,,,,,4751,13581,3878,1852 -,,,,,,,,4752,12317,3518,1679 -,,,,,,,,4753,11428,3264,1558 -,,,,,,,,4754,10876,3106,1483 -,,,,,,,,4755,10527,3006,1435 -,,,,,,,,4756,10316,2946,1407 -,,,,,,,,4757,10305,2943,1405 -,,,,,,,,4758,10666,3046,1454 -,,,,,,,,4759,11610,3316,1583 -,,,,,,,,4760,12998,3712,1772 -,,,,,,,,4761,13972,3990,1905 -,,,,,,,,4762,14756,4214,2012 -,,,,,,,,4763,15564,4445,2122 -,,,,,,,,4764,16180,4621,2206 -,,,,,,,,4765,16567,4732,2259 -,,,,,,,,4766,16579,4735,2261 -,,,,,,,,4767,16191,4624,2207 -,,,,,,,,4768,15434,4408,2105 -,,,,,,,,4769,14862,4244,2026 -,,,,,,,,4770,14616,4174,1993 -,,,,,,,,4771,14244,4068,1942 -,,,,,,,,4772,13888,3967,1893 -,,,,,,,,4773,13782,3937,1879 -,,,,,,,,4774,13334,3808,1818 -,,,,,,,,4775,12202,3485,1664 -,,,,,,,,4776,11020,3147,1503 -,,,,,,,,4777,10113,2888,1378 -,,,,,,,,4778,9460,2702,1290 -,,,,,,,,4779,9045,2583,1233 -,,,,,,,,4780,8791,2511,1198 -,,,,,,,,4781,8777,2506,1196 -,,,,,,,,4782,9086,2595,1239 -,,,,,,,,4783,9840,2810,1342 -,,,,,,,,4784,10757,3072,1467 -,,,,,,,,4785,11290,3225,1540 -,,,,,,,,4786,11661,3331,1590 -,,,,,,,,4787,12023,3434,1639 -,,,,,,,,4788,12273,3506,1673 -,,,,,,,,4789,12425,3549,1694 -,,,,,,,,4790,12644,3611,1724 -,,,,,,,,4791,12722,3633,1735 -,,,,,,,,4792,12820,3661,1748 -,,,,,,,,4793,12921,3690,1762 -,,,,,,,,4794,12885,3680,1757 -,,,,,,,,4795,12514,3574,1707 -,,,,,,,,4796,12068,3446,1645 -,,,,,,,,4797,11994,3426,1635 -,,,,,,,,4798,11578,3306,1579 -,,,,,,,,4799,10569,3018,1441 -,,,,,,,,4800,9506,2715,1296 -,,,,,,,,4801,8709,2488,1187 -,,,,,,,,4802,8246,2355,1124 -,,,,,,,,4803,7952,2271,1084 -,,,,,,,,4804,7819,2233,1066 -,,,,,,,,4805,7898,2256,1077 -,,,,,,,,4806,8298,2369,1131 -,,,,,,,,4807,9095,2598,1240 -,,,,,,,,4808,10038,2867,1368 -,,,,,,,,4809,10658,3044,1453 -,,,,,,,,4810,10981,3136,1497 -,,,,,,,,4811,11194,3197,1526 -,,,,,,,,4812,11231,3207,1531 -,,,,,,,,4813,11176,3192,1524 -,,,,,,,,4814,11164,3189,1522 -,,,,,,,,4815,11055,3157,1507 -,,,,,,,,4816,10895,3111,1485 -,,,,,,,,4817,10808,3086,1474 -,,,,,,,,4818,10694,3054,1458 -,,,,,,,,4819,10434,2980,1423 -,,,,,,,,4820,10219,2919,1393 -,,,,,,,,4821,10306,2944,1405 -,,,,,,,,4822,10050,2870,1370 -,,,,,,,,4823,9270,2648,1264 -,,,,,,,,4824,8395,2398,1145 -,,,,,,,,4825,7709,2202,1051 -,,,,,,,,4826,7263,2074,990 -,,,,,,,,4827,6990,1996,953 -,,,,,,,,4828,6839,1953,933 -,,,,,,,,4829,6817,1947,929 -,,,,,,,,4830,6868,1962,936 -,,,,,,,,4831,7216,2061,984 -,,,,,,,,4832,7939,2268,1082 -,,,,,,,,4833,8804,2514,1200 -,,,,,,,,4834,9461,2702,1290 -,,,,,,,,4835,9878,2821,1347 -,,,,,,,,4836,10121,2890,1380 -,,,,,,,,4837,10244,2925,1397 -,,,,,,,,4838,10305,2943,1405 -,,,,,,,,4839,10361,2960,1413 -,,,,,,,,4840,10448,2984,1424 -,,,,,,,,4841,10582,3022,1443 -,,,,,,,,4842,10647,3040,1452 -,,,,,,,,4843,10513,3002,1434 -,,,,,,,,4844,10187,2910,1389 -,,,,,,,,4845,10152,2900,1384 -,,,,,,,,4846,9931,2836,1354 -,,,,,,,,4847,9213,2631,1256 -,,,,,,,,4848,8419,2404,1147 -,,,,,,,,4849,7742,2211,1055 -,,,,,,,,4850,7307,2087,996 -,,,,,,,,4851,7033,2008,959 -,,,,,,,,4852,6863,1960,935 -,,,,,,,,4853,6795,1941,926 -,,,,,,,,4854,6728,1922,917 -,,,,,,,,4855,6934,1980,945 -,,,,,,,,4856,7554,2158,1030 -,,,,,,,,4857,8403,2400,1146 -,,,,,,,,4858,9173,2620,1251 -,,,,,,,,4859,9807,2800,1337 -,,,,,,,,4860,10319,2947,1407 -,,,,,,,,4861,10683,3051,1456 -,,,,,,,,4862,10892,3111,1485 -,,,,,,,,4863,11086,3166,1511 -,,,,,,,,4864,11282,3222,1538 -,,,,,,,,4865,11542,3296,1574 -,,,,,,,,4866,11705,3343,1595 -,,,,,,,,4867,11579,3307,1579 -,,,,,,,,4868,11269,3219,1536 -,,,,,,,,4869,11276,3221,1537 -,,,,,,,,4870,10993,3140,1499 -,,,,,,,,4871,10136,2895,1382 -,,,,,,,,4872,9204,2629,1255 -,,,,,,,,4873,8503,2429,1159 -,,,,,,,,4874,8049,2299,1097 -,,,,,,,,4875,7789,2224,1062 -,,,,,,,,4876,7698,2199,1050 -,,,,,,,,4877,7855,2244,1070 -,,,,,,,,4878,8355,2386,1139 -,,,,,,,,4879,9252,2643,1262 -,,,,,,,,4880,10317,2946,1407 -,,,,,,,,4881,11097,3170,1513 -,,,,,,,,4882,11679,3336,1592 -,,,,,,,,4883,12225,3492,1666 -,,,,,,,,4884,12661,3616,1727 -,,,,,,,,4885,12965,3703,1767 -,,,,,,,,4886,13402,3828,1827 -,,,,,,,,4887,13743,3925,1873 -,,,,,,,,4888,13994,3997,1908 -,,,,,,,,4889,14146,4040,1929 -,,,,,,,,4890,14089,4024,1921 -,,,,,,,,4891,13759,3930,1876 -,,,,,,,,4892,13411,3830,1828 -,,,,,,,,4893,13436,3837,1832 -,,,,,,,,4894,12935,3694,1763 -,,,,,,,,4895,11812,3373,1611 -,,,,,,,,4896,10659,3044,1453 -,,,,,,,,4897,9823,2805,1339 -,,,,,,,,4898,9304,2657,1268 -,,,,,,,,4899,8976,2564,1224 -,,,,,,,,4900,8828,2521,1203 -,,,,,,,,4901,8898,2541,1213 -,,,,,,,,4902,9294,2655,1267 -,,,,,,,,4903,10147,2898,1383 -,,,,,,,,4904,11312,3231,1542 -,,,,,,,,4905,12317,3518,1679 -,,,,,,,,4906,13142,3754,1792 -,,,,,,,,4907,13876,3963,1892 -,,,,,,,,4908,14352,4099,1957 -,,,,,,,,4909,14766,4217,2014 -,,,,,,,,4910,15124,4319,2062 -,,,,,,,,4911,15260,4358,2080 -,,,,,,,,4912,15127,4320,2062 -,,,,,,,,4913,14868,4247,2027 -,,,,,,,,4914,14538,4152,1982 -,,,,,,,,4915,14018,4003,1911 -,,,,,,,,4916,13486,3852,1839 -,,,,,,,,4917,13252,3785,1807 -,,,,,,,,4918,12536,3581,1709 -,,,,,,,,4919,11223,3205,1530 -,,,,,,,,4920,9950,2842,1357 -,,,,,,,,4921,8983,2565,1225 -,,,,,,,,4922,8359,2387,1140 -,,,,,,,,4923,7973,2277,1087 -,,,,,,,,4924,7747,2213,1056 -,,,,,,,,4925,7777,2221,1060 -,,,,,,,,4926,8117,2319,1106 -,,,,,,,,4927,8937,2553,1218 -,,,,,,,,4928,9991,2854,1362 -,,,,,,,,4929,10734,3065,1464 -,,,,,,,,4930,11242,3211,1533 -,,,,,,,,4931,11641,3325,1587 -,,,,,,,,4932,11899,3398,1622 -,,,,,,,,4933,12074,3449,1646 -,,,,,,,,4934,12324,3520,1681 -,,,,,,,,4935,12535,3580,1709 -,,,,,,,,4936,12728,3635,1735 -,,,,,,,,4937,12896,3683,1758 -,,,,,,,,4938,12889,3681,1757 -,,,,,,,,4939,12544,3582,1711 -,,,,,,,,4940,12095,3455,1649 -,,,,,,,,4941,12113,3460,1651 -,,,,,,,,4942,11651,3327,1589 -,,,,,,,,4943,10594,3025,1444 -,,,,,,,,4944,9510,2716,1297 -,,,,,,,,4945,8759,2502,1194 -,,,,,,,,4946,8264,2360,1126 -,,,,,,,,4947,7967,2275,1086 -,,,,,,,,4948,7849,2242,1070 -,,,,,,,,4949,7954,2272,1085 -,,,,,,,,4950,8455,2415,1152 -,,,,,,,,4951,9376,2678,1278 -,,,,,,,,4952,10378,2964,1415 -,,,,,,,,4953,11047,3156,1506 -,,,,,,,,4954,11506,3286,1569 -,,,,,,,,4955,11849,3384,1615 -,,,,,,,,4956,12046,3441,1642 -,,,,,,,,4957,12214,3489,1666 -,,,,,,,,4958,12573,3592,1714 -,,,,,,,,4959,12889,3682,1757 -,,,,,,,,4960,13180,3765,1797 -,,,,,,,,4961,13473,3848,1837 -,,,,,,,,4962,13632,3893,1858 -,,,,,,,,4963,13487,3852,1839 -,,,,,,,,4964,13286,3795,1812 -,,,,,,,,4965,13151,3756,1793 -,,,,,,,,4966,12499,3570,1704 -,,,,,,,,4967,11417,3260,1556 -,,,,,,,,4968,10339,2953,1409 -,,,,,,,,4969,9548,2727,1302 -,,,,,,,,4970,9013,2574,1229 -,,,,,,,,4971,8661,2474,1181 -,,,,,,,,4972,8485,2424,1156 -,,,,,,,,4973,8561,2445,1167 -,,,,,,,,4974,9043,2583,1233 -,,,,,,,,4975,9888,2825,1348 -,,,,,,,,4976,10867,3104,1481 -,,,,,,,,4977,11565,3303,1577 -,,,,,,,,4978,12137,3466,1655 -,,,,,,,,4979,12638,3610,1723 -,,,,,,,,4980,13000,3713,1772 -,,,,,,,,4981,13226,3777,1803 -,,,,,,,,4982,13377,3821,1824 -,,,,,,,,4983,13376,3821,1823 -,,,,,,,,4984,13308,3801,1814 -,,,,,,,,4985,13228,3778,1803 -,,,,,,,,4986,13113,3746,1788 -,,,,,,,,4987,12794,3654,1744 -,,,,,,,,4988,12404,3543,1691 -,,,,,,,,4989,12263,3502,1672 -,,,,,,,,4990,11882,3394,1620 -,,,,,,,,4991,10973,3134,1496 -,,,,,,,,4992,9977,2850,1360 -,,,,,,,,4993,9158,2615,1248 -,,,,,,,,4994,8580,2450,1170 -,,,,,,,,4995,8199,2342,1118 -,,,,,,,,4996,7968,2276,1086 -,,,,,,,,4997,7916,2261,1079 -,,,,,,,,4998,7986,2281,1089 -,,,,,,,,4999,8292,2369,1130 -,,,,,,,,5000,9026,2578,1231 -,,,,,,,,5001,9953,2843,1357 -,,,,,,,,5002,10782,3080,1470 -,,,,,,,,5003,11373,3248,1550 -,,,,,,,,5004,11686,3337,1593 -,,,,,,,,5005,11806,3371,1610 -,,,,,,,,5006,11814,3374,1611 -,,,,,,,,5007,11721,3347,1598 -,,,,,,,,5008,11451,3271,1561 -,,,,,,,,5009,11217,3204,1530 -,,,,,,,,5010,11106,3172,1515 -,,,,,,,,5011,10936,3123,1491 -,,,,,,,,5012,10791,3081,1471 -,,,,,,,,5013,10794,3083,1472 -,,,,,,,,5014,10410,2973,1419 -,,,,,,,,5015,9728,2778,1326 -,,,,,,,,5016,8964,2560,1222 -,,,,,,,,5017,8300,2370,1131 -,,,,,,,,5018,7867,2247,1072 -,,,,,,,,5019,7584,2166,1034 -,,,,,,,,5020,7420,2119,1011 -,,,,,,,,5021,7381,2108,1006 -,,,,,,,,5022,7439,2124,1014 -,,,,,,,,5023,7568,2161,1031 -,,,,,,,,5024,8060,2302,1099 -,,,,,,,,5025,8761,2502,1195 -,,,,,,,,5026,9390,2682,1280 -,,,,,,,,5027,9825,2806,1339 -,,,,,,,,5028,10151,2899,1384 -,,,,,,,,5029,10348,2955,1411 -,,,,,,,,5030,10372,2962,1414 -,,,,,,,,5031,10339,2953,1409 -,,,,,,,,5032,10290,2939,1403 -,,,,,,,,5033,10390,2968,1417 -,,,,,,,,5034,10534,3009,1436 -,,,,,,,,5035,10475,2991,1428 -,,,,,,,,5036,10325,2949,1408 -,,,,,,,,5037,10438,2981,1423 -,,,,,,,,5038,10130,2893,1381 -,,,,,,,,5039,9363,2675,1277 -,,,,,,,,5040,8531,2436,1163 -,,,,,,,,5041,7873,2249,1073 -,,,,,,,,5042,7464,2132,1017 -,,,,,,,,5043,7232,2065,986 -,,,,,,,,5044,7138,2038,973 -,,,,,,,,5045,7286,2081,993 -,,,,,,,,5046,7725,2207,1053 -,,,,,,,,5047,8581,2451,1170 -,,,,,,,,5048,9682,2765,1320 -,,,,,,,,5049,10527,3006,1435 -,,,,,,,,5050,11156,3186,1521 -,,,,,,,,5051,11706,3343,1596 -,,,,,,,,5052,12107,3458,1651 -,,,,,,,,5053,12409,3544,1691 -,,,,,,,,5054,12741,3639,1737 -,,,,,,,,5055,12957,3701,1767 -,,,,,,,,5056,13076,3735,1783 -,,,,,,,,5057,13178,3764,1797 -,,,,,,,,5058,13105,3742,1787 -,,,,,,,,5059,12754,3642,1739 -,,,,,,,,5060,12278,3506,1674 -,,,,,,,,5061,12165,3475,1659 -,,,,,,,,5062,11609,3316,1583 -,,,,,,,,5063,10468,2990,1427 -,,,,,,,,5064,9345,2669,1274 -,,,,,,,,5065,8529,2436,1163 -,,,,,,,,5066,8022,2291,1094 -,,,,,,,,5067,7722,2205,1053 -,,,,,,,,5068,7572,2163,1032 -,,,,,,,,5069,7662,2189,1045 -,,,,,,,,5070,8086,2309,1102 -,,,,,,,,5071,8924,2549,1216 -,,,,,,,,5072,9968,2847,1359 -,,,,,,,,5073,10714,3060,1460 -,,,,,,,,5074,11246,3212,1534 -,,,,,,,,5075,11707,3344,1596 -,,,,,,,,5076,11990,3425,1635 -,,,,,,,,5077,12154,3471,1657 -,,,,,,,,5078,12338,3524,1682 -,,,,,,,,5079,12340,3525,1682 -,,,,,,,,5080,12210,3487,1665 -,,,,,,,,5081,12083,3451,1647 -,,,,,,,,5082,11950,3413,1629 -,,,,,,,,5083,11731,3351,1600 -,,,,,,,,5084,11567,3304,1577 -,,,,,,,,5085,11642,3325,1587 -,,,,,,,,5086,11121,3176,1516 -,,,,,,,,5087,10149,2899,1383 -,,,,,,,,5088,9201,2628,1254 -,,,,,,,,5089,8486,2424,1156 -,,,,,,,,5090,8036,2295,1095 -,,,,,,,,5091,7762,2217,1058 -,,,,,,,,5092,7648,2184,1043 -,,,,,,,,5093,7767,2219,1059 -,,,,,,,,5094,8252,2357,1125 -,,,,,,,,5095,9124,2606,1244 -,,,,,,,,5096,10202,2914,1391 -,,,,,,,,5097,11001,3142,1500 -,,,,,,,,5098,11664,3331,1590 -,,,,,,,,5099,12249,3499,1670 -,,,,,,,,5100,12679,3621,1728 -,,,,,,,,5101,13002,3713,1772 -,,,,,,,,5102,13287,3795,1812 -,,,,,,,,5103,13384,3822,1825 -,,,,,,,,5104,13258,3787,1807 -,,,,,,,,5105,13148,3756,1793 -,,,,,,,,5106,12990,3710,1771 -,,,,,,,,5107,12693,3625,1731 -,,,,,,,,5108,12415,3546,1693 -,,,,,,,,5109,12435,3551,1696 -,,,,,,,,5110,11945,3411,1629 -,,,,,,,,5111,10873,3105,1482 -,,,,,,,,5112,9809,2801,1338 -,,,,,,,,5113,9046,2584,1233 -,,,,,,,,5114,8557,2444,1166 -,,,,,,,,5115,8247,2355,1124 -,,,,,,,,5116,8143,2325,1110 -,,,,,,,,5117,8247,2355,1124 -,,,,,,,,5118,8732,2494,1191 -,,,,,,,,5119,9618,2747,1311 -,,,,,,,,5120,10744,3069,1464 -,,,,,,,,5121,11659,3330,1590 -,,,,,,,,5122,12476,3563,1701 -,,,,,,,,5123,13248,3784,1807 -,,,,,,,,5124,13850,3956,1888 -,,,,,,,,5125,14264,4074,1945 -,,,,,,,,5126,14667,4189,1999 -,,,,,,,,5127,14912,4259,2033 -,,,,,,,,5128,15064,4303,2054 -,,,,,,,,5129,15137,4323,2064 -,,,,,,,,5130,15065,4303,2054 -,,,,,,,,5131,14727,4206,2008 -,,,,,,,,5132,14260,4072,1944 -,,,,,,,,5133,14146,4040,1929 -,,,,,,,,5134,13542,3867,1847 -,,,,,,,,5135,12298,3512,1676 -,,,,,,,,5136,11092,3168,1512 -,,,,,,,,5137,10127,2892,1381 -,,,,,,,,5138,9512,2716,1297 -,,,,,,,,5139,9087,2595,1239 -,,,,,,,,5140,8869,2533,1209 -,,,,,,,,5141,8912,2545,1215 -,,,,,,,,5142,9341,2668,1273 -,,,,,,,,5143,10202,2914,1391 -,,,,,,,,5144,11330,3236,1545 -,,,,,,,,5145,12349,3527,1684 -,,,,,,,,5146,13260,3787,1808 -,,,,,,,,5147,14141,4039,1929 -,,,,,,,,5148,14796,4226,2017 -,,,,,,,,5149,15246,4354,2079 -,,,,,,,,5150,15635,4466,2132 -,,,,,,,,5151,15895,4540,2167 -,,,,,,,,5152,15988,4566,2180 -,,,,,,,,5153,15980,4563,2179 -,,,,,,,,5154,15768,4503,2150 -,,,,,,,,5155,15259,4358,2080 -,,,,,,,,5156,14744,4211,2010 -,,,,,,,,5157,14623,4176,1994 -,,,,,,,,5158,14068,4017,1918 -,,,,,,,,5159,12939,3695,1764 -,,,,,,,,5160,11753,3356,1602 -,,,,,,,,5161,10709,3058,1460 -,,,,,,,,5162,10050,2870,1370 -,,,,,,,,5163,9566,2732,1304 -,,,,,,,,5164,9257,2644,1262 -,,,,,,,,5165,9121,2605,1243 -,,,,,,,,5166,9160,2616,1249 -,,,,,,,,5167,9476,2706,1292 -,,,,,,,,5168,10334,2951,1408 -,,,,,,,,5169,11458,3272,1562 -,,,,,,,,5170,12492,3568,1703 -,,,,,,,,5171,13398,3827,1827 -,,,,,,,,5172,14068,4017,1918 -,,,,,,,,5173,14484,4137,1974 -,,,,,,,,5174,14729,4207,2009 -,,,,,,,,5175,14868,4247,2027 -,,,,,,,,5176,14882,4250,2029 -,,,,,,,,5177,14754,4213,2012 -,,,,,,,,5178,14477,4135,1974 -,,,,,,,,5179,13989,3995,1908 -,,,,,,,,5180,13512,3859,1843 -,,,,,,,,5181,13453,3842,1834 -,,,,,,,,5182,12956,3700,1767 -,,,,,,,,5183,12051,3441,1643 -,,,,,,,,5184,11074,3163,1509 -,,,,,,,,5185,10275,2935,1401 -,,,,,,,,5186,9702,2771,1322 -,,,,,,,,5187,9332,2665,1272 -,,,,,,,,5188,9095,2598,1240 -,,,,,,,,5189,9011,2574,1228 -,,,,,,,,5190,9042,2583,1232 -,,,,,,,,5191,9233,2637,1259 -,,,,,,,,5192,9911,2831,1351 -,,,,,,,,5193,10890,3111,1484 -,,,,,,,,5194,11930,3407,1626 -,,,,,,,,5195,12790,3653,1744 -,,,,,,,,5196,13493,3854,1840 -,,,,,,,,5197,14017,4003,1911 -,,,,,,,,5198,14261,4073,1944 -,,,,,,,,5199,14332,4093,1954 -,,,,,,,,5200,14338,4095,1955 -,,,,,,,,5201,14244,4068,1942 -,,,,,,,,5202,13952,3985,1902 -,,,,,,,,5203,13664,3902,1863 -,,,,,,,,5204,13451,3842,1834 -,,,,,,,,5205,13376,3820,1823 -,,,,,,,,5206,12834,3665,1750 -,,,,,,,,5207,11899,3398,1622 -,,,,,,,,5208,10905,3115,1487 -,,,,,,,,5209,10097,2884,1377 -,,,,,,,,5210,9596,2740,1308 -,,,,,,,,5211,9296,2655,1267 -,,,,,,,,5212,9149,2613,1247 -,,,,,,,,5213,9264,2646,1263 -,,,,,,,,5214,9738,2781,1328 -,,,,,,,,5215,10574,3020,1442 -,,,,,,,,5216,11733,3351,1600 -,,,,,,,,5217,12655,3614,1726 -,,,,,,,,5218,13304,3800,1814 -,,,,,,,,5219,13680,3907,1865 -,,,,,,,,5220,13970,3990,1904 -,,,,,,,,5221,14152,4042,1929 -,,,,,,,,5222,14325,4092,1954 -,,,,,,,,5223,14394,4111,1963 -,,,,,,,,5224,14423,4119,1967 -,,,,,,,,5225,14360,4102,1958 -,,,,,,,,5226,14119,4032,1925 -,,,,,,,,5227,13579,3878,1852 -,,,,,,,,5228,13008,3715,1773 -,,,,,,,,5229,12860,3672,1753 -,,,,,,,,5230,12148,3469,1656 -,,,,,,,,5231,10890,3110,1484 -,,,,,,,,5232,9729,2778,1326 -,,,,,,,,5233,8841,2525,1206 -,,,,,,,,5234,8290,2368,1130 -,,,,,,,,5235,7940,2268,1082 -,,,,,,,,5236,7780,2222,1060 -,,,,,,,,5237,7842,2240,1069 -,,,,,,,,5238,8243,2354,1124 -,,,,,,,,5239,9050,2584,1234 -,,,,,,,,5240,10120,2890,1380 -,,,,,,,,5241,10886,3109,1484 -,,,,,,,,5242,11513,3288,1570 -,,,,,,,,5243,12082,3451,1647 -,,,,,,,,5244,12519,3576,1707 -,,,,,,,,5245,12823,3662,1748 -,,,,,,,,5246,13148,3755,1793 -,,,,,,,,5247,13329,3807,1817 -,,,,,,,,5248,13448,3841,1833 -,,,,,,,,5249,13506,3857,1842 -,,,,,,,,5250,13365,3817,1823 -,,,,,,,,5251,12977,3706,1769 -,,,,,,,,5252,12581,3593,1716 -,,,,,,,,5253,12628,3606,1721 -,,,,,,,,5254,12040,3439,1641 -,,,,,,,,5255,10917,3118,1489 -,,,,,,,,5256,9815,2803,1338 -,,,,,,,,5257,8987,2567,1225 -,,,,,,,,5258,8439,2410,1151 -,,,,,,,,5259,8082,2308,1101 -,,,,,,,,5260,7904,2258,1077 -,,,,,,,,5261,7989,2282,1089 -,,,,,,,,5262,8431,2408,1150 -,,,,,,,,5263,9267,2647,1263 -,,,,,,,,5264,10384,2965,1416 -,,,,,,,,5265,11330,3236,1545 -,,,,,,,,5266,12128,3464,1654 -,,,,,,,,5267,12897,3683,1758 -,,,,,,,,5268,13475,3848,1837 -,,,,,,,,5269,13885,3966,1893 -,,,,,,,,5270,14265,4074,1945 -,,,,,,,,5271,14470,4132,1973 -,,,,,,,,5272,14565,4160,1986 -,,,,,,,,5273,14527,4149,1981 -,,,,,,,,5274,14322,4091,1953 -,,,,,,,,5275,13926,3977,1898 -,,,,,,,,5276,13589,3881,1853 -,,,,,,,,5277,13634,3894,1859 -,,,,,,,,5278,12975,3706,1769 -,,,,,,,,5279,11796,3369,1608 -,,,,,,,,5280,10595,3026,1444 -,,,,,,,,5281,9672,2762,1318 -,,,,,,,,5282,9147,2613,1247 -,,,,,,,,5283,8794,2512,1199 -,,,,,,,,5284,8631,2465,1176 -,,,,,,,,5285,8713,2489,1188 -,,,,,,,,5286,9214,2632,1256 -,,,,,,,,5287,10065,2875,1372 -,,,,,,,,5288,11176,3192,1524 -,,,,,,,,5289,12139,3467,1655 -,,,,,,,,5290,13013,3716,1774 -,,,,,,,,5291,13854,3957,1889 -,,,,,,,,5292,14496,4140,1976 -,,,,,,,,5293,14926,4262,2035 -,,,,,,,,5294,15280,4364,2084 -,,,,,,,,5295,15412,4402,2101 -,,,,,,,,5296,15428,4407,2104 -,,,,,,,,5297,15336,4379,2091 -,,,,,,,,5298,15060,4301,2053 -,,,,,,,,5299,14544,4153,1983 -,,,,,,,,5300,14187,4052,1934 -,,,,,,,,5301,14168,4046,1932 -,,,,,,,,5302,13459,3844,1835 -,,,,,,,,5303,12278,3506,1674 -,,,,,,,,5304,11108,3172,1515 -,,,,,,,,5305,10240,2925,1396 -,,,,,,,,5306,9706,2772,1323 -,,,,,,,,5307,9356,2672,1276 -,,,,,,,,5308,9200,2628,1254 -,,,,,,,,5309,9282,2651,1266 -,,,,,,,,5310,9783,2794,1333 -,,,,,,,,5311,10645,3040,1451 -,,,,,,,,5312,11749,3356,1602 -,,,,,,,,5313,12660,3616,1726 -,,,,,,,,5314,13396,3826,1827 -,,,,,,,,5315,13980,3992,1906 -,,,,,,,,5316,14370,4104,1959 -,,,,,,,,5317,14459,4129,1971 -,,,,,,,,5318,14379,4107,1960 -,,,,,,,,5319,14083,4022,1920 -,,,,,,,,5320,13676,3906,1865 -,,,,,,,,5321,13431,3836,1832 -,,,,,,,,5322,13155,3757,1793 -,,,,,,,,5323,12789,3652,1744 -,,,,,,,,5324,12523,3576,1707 -,,,,,,,,5325,12521,3576,1707 -,,,,,,,,5326,12052,3442,1643 -,,,,,,,,5327,11210,3201,1529 -,,,,,,,,5328,10273,2934,1401 -,,,,,,,,5329,9510,2715,1297 -,,,,,,,,5330,9001,2571,1227 -,,,,,,,,5331,8664,2474,1181 -,,,,,,,,5332,8475,2420,1156 -,,,,,,,,5333,8417,2404,1147 -,,,,,,,,5334,8517,2432,1161 -,,,,,,,,5335,8800,2514,1200 -,,,,,,,,5336,9531,2722,1299 -,,,,,,,,5337,10434,2980,1423 -,,,,,,,,5338,11266,3217,1536 -,,,,,,,,5339,11964,3416,1631 -,,,,,,,,5340,12382,3536,1688 -,,,,,,,,5341,12626,3606,1721 -,,,,,,,,5342,12774,3648,1741 -,,,,,,,,5343,12855,3671,1752 -,,,,,,,,5344,12918,3689,1762 -,,,,,,,,5345,12970,3704,1768 -,,,,,,,,5346,12947,3697,1765 -,,,,,,,,5347,12741,3639,1737 -,,,,,,,,5348,12530,3579,1708 -,,,,,,,,5349,12605,3600,1718 -,,,,,,,,5350,12141,3467,1656 -,,,,,,,,5351,11342,3239,1546 -,,,,,,,,5352,10448,2984,1424 -,,,,,,,,5353,9687,2766,1321 -,,,,,,,,5354,9169,2619,1250 -,,,,,,,,5355,8803,2514,1200 -,,,,,,,,5356,8602,2456,1172 -,,,,,,,,5357,8528,2435,1162 -,,,,,,,,5358,8596,2454,1171 -,,,,,,,,5359,8740,2496,1191 -,,,,,,,,5360,9186,2624,1252 -,,,,,,,,5361,9951,2842,1357 -,,,,,,,,5362,10741,3067,1464 -,,,,,,,,5363,11425,3263,1558 -,,,,,,,,5364,11959,3415,1631 -,,,,,,,,5365,12364,3531,1686 -,,,,,,,,5366,12618,3604,1721 -,,,,,,,,5367,12858,3672,1753 -,,,,,,,,5368,13072,3733,1782 -,,,,,,,,5369,13228,3778,1803 -,,,,,,,,5370,13260,3787,1808 -,,,,,,,,5371,13057,3728,1780 -,,,,,,,,5372,12766,3646,1741 -,,,,,,,,5373,12822,3661,1748 -,,,,,,,,5374,12217,3489,1666 -,,,,,,,,5375,11179,3192,1525 -,,,,,,,,5376,10117,2890,1379 -,,,,,,,,5377,9301,2656,1268 -,,,,,,,,5378,8763,2503,1195 -,,,,,,,,5379,8423,2405,1148 -,,,,,,,,5380,8247,2355,1124 -,,,,,,,,5381,8316,2375,1134 -,,,,,,,,5382,8758,2501,1194 -,,,,,,,,5383,9515,2718,1298 -,,,,,,,,5384,10599,3027,1445 -,,,,,,,,5385,11508,3286,1569 -,,,,,,,,5386,12270,3504,1673 -,,,,,,,,5387,12933,3693,1763 -,,,,,,,,5388,13400,3827,1827 -,,,,,,,,5389,13702,3913,1868 -,,,,,,,,5390,13977,3992,1906 -,,,,,,,,5391,14161,4044,1931 -,,,,,,,,5392,14240,4067,1942 -,,,,,,,,5393,14309,4087,1951 -,,,,,,,,5394,14209,4057,1937 -,,,,,,,,5395,13768,3932,1878 -,,,,,,,,5396,13349,3812,1820 -,,,,,,,,5397,13305,3800,1814 -,,,,,,,,5398,12499,3570,1704 -,,,,,,,,5399,11273,3220,1537 -,,,,,,,,5400,10098,2884,1377 -,,,,,,,,5401,9228,2635,1258 -,,,,,,,,5402,8653,2471,1180 -,,,,,,,,5403,8280,2364,1129 -,,,,,,,,5404,8098,2313,1104 -,,,,,,,,5405,8157,2329,1112 -,,,,,,,,5406,8628,2464,1176 -,,,,,,,,5407,9412,2688,1283 -,,,,,,,,5408,10495,2997,1431 -,,,,,,,,5409,11344,3240,1547 -,,,,,,,,5410,12073,3448,1646 -,,,,,,,,5411,12680,3621,1729 -,,,,,,,,5412,13090,3738,1785 -,,,,,,,,5413,13324,3806,1817 -,,,,,,,,5414,13491,3853,1839 -,,,,,,,,5415,13537,3866,1846 -,,,,,,,,5416,13487,3852,1839 -,,,,,,,,5417,13460,3844,1835 -,,,,,,,,5418,13310,3802,1815 -,,,,,,,,5419,12983,3707,1770 -,,,,,,,,5420,12775,3648,1741 -,,,,,,,,5421,12873,3677,1755 -,,,,,,,,5422,12195,3483,1663 -,,,,,,,,5423,11095,3169,1513 -,,,,,,,,5424,10017,2861,1366 -,,,,,,,,5425,9264,2645,1263 -,,,,,,,,5426,8769,2504,1196 -,,,,,,,,5427,8464,2417,1154 -,,,,,,,,5428,8336,2381,1136 -,,,,,,,,5429,8434,2409,1150 -,,,,,,,,5430,8961,2559,1222 -,,,,,,,,5431,9857,2815,1344 -,,,,,,,,5432,10746,3069,1465 -,,,,,,,,5433,11306,3229,1541 -,,,,,,,,5434,11716,3346,1597 -,,,,,,,,5435,12249,3498,1670 -,,,,,,,,5436,12779,3650,1742 -,,,,,,,,5437,13177,3763,1797 -,,,,,,,,5438,13545,3868,1847 -,,,,,,,,5439,13728,3921,1872 -,,,,,,,,5440,13802,3942,1882 -,,,,,,,,5441,13741,3924,1873 -,,,,,,,,5442,13524,3862,1844 -,,,,,,,,5443,13168,3761,1796 -,,,,,,,,5444,13022,3719,1776 -,,,,,,,,5445,12984,3707,1770 -,,,,,,,,5446,12263,3502,1672 -,,,,,,,,5447,11138,3181,1519 -,,,,,,,,5448,10030,2865,1368 -,,,,,,,,5449,9170,2619,1250 -,,,,,,,,5450,8622,2462,1176 -,,,,,,,,5451,8290,2368,1130 -,,,,,,,,5452,8144,2326,1110 -,,,,,,,,5453,8212,2345,1120 -,,,,,,,,5454,8709,2488,1187 -,,,,,,,,5455,9555,2729,1302 -,,,,,,,,5456,10478,2992,1428 -,,,,,,,,5457,11231,3208,1531 -,,,,,,,,5458,11915,3403,1625 -,,,,,,,,5459,12542,3582,1710 -,,,,,,,,5460,13007,3715,1773 -,,,,,,,,5461,13307,3801,1814 -,,,,,,,,5462,13570,3876,1850 -,,,,,,,,5463,13718,3917,1870 -,,,,,,,,5464,13779,3935,1878 -,,,,,,,,5465,13802,3942,1882 -,,,,,,,,5466,13658,3901,1863 -,,,,,,,,5467,13204,3771,1800 -,,,,,,,,5468,12794,3654,1744 -,,,,,,,,5469,12758,3643,1739 -,,,,,,,,5470,12019,3432,1639 -,,,,,,,,5471,10886,3109,1484 -,,,,,,,,5472,9742,2782,1328 -,,,,,,,,5473,8905,2544,1214 -,,,,,,,,5474,8347,2384,1138 -,,,,,,,,5475,7998,2284,1090 -,,,,,,,,5476,7822,2234,1066 -,,,,,,,,5477,7877,2250,1074 -,,,,,,,,5478,8298,2370,1131 -,,,,,,,,5479,9032,2580,1232 -,,,,,,,,5480,10023,2863,1367 -,,,,,,,,5481,10930,3121,1490 -,,,,,,,,5482,11698,3341,1595 -,,,,,,,,5483,12415,3546,1692 -,,,,,,,,5484,12962,3702,1767 -,,,,,,,,5485,13411,3831,1828 -,,,,,,,,5486,13832,3950,1886 -,,,,,,,,5487,14093,4025,1921 -,,,,,,,,5488,14180,4050,1933 -,,,,,,,,5489,14170,4047,1932 -,,,,,,,,5490,13925,3977,1898 -,,,,,,,,5491,13400,3827,1827 -,,,,,,,,5492,13094,3739,1785 -,,,,,,,,5493,13026,3720,1776 -,,,,,,,,5494,12323,3520,1681 -,,,,,,,,5495,11265,3217,1536 -,,,,,,,,5496,10211,2916,1392 -,,,,,,,,5497,9341,2668,1273 -,,,,,,,,5498,8754,2500,1193 -,,,,,,,,5499,8361,2388,1140 -,,,,,,,,5500,8106,2314,1105 -,,,,,,,,5501,8011,2288,1092 -,,,,,,,,5502,8106,2315,1105 -,,,,,,,,5503,8309,2373,1133 -,,,,,,,,5504,8809,2516,1201 -,,,,,,,,5505,9466,2704,1291 -,,,,,,,,5506,9985,2852,1361 -,,,,,,,,5507,10317,2946,1407 -,,,,,,,,5508,10518,3004,1434 -,,,,,,,,5509,10550,3013,1439 -,,,,,,,,5510,10520,3005,1434 -,,,,,,,,5511,10480,2993,1428 -,,,,,,,,5512,10443,2982,1424 -,,,,,,,,5513,10474,2991,1428 -,,,,,,,,5514,10471,2991,1428 -,,,,,,,,5515,10335,2951,1409 -,,,,,,,,5516,10196,2912,1390 -,,,,,,,,5517,10317,2946,1407 -,,,,,,,,5518,9840,2810,1342 -,,,,,,,,5519,9106,2600,1242 -,,,,,,,,5520,8307,2373,1132 -,,,,,,,,5521,7659,2188,1045 -,,,,,,,,5522,7206,2058,982 -,,,,,,,,5523,6894,1969,939 -,,,,,,,,5524,6733,1923,918 -,,,,,,,,5525,6663,1903,909 -,,,,,,,,5526,6708,1916,914 -,,,,,,,,5527,6779,1936,924 -,,,,,,,,5528,7275,2078,992 -,,,,,,,,5529,8022,2291,1094 -,,,,,,,,5530,8686,2480,1184 -,,,,,,,,5531,9142,2611,1247 -,,,,,,,,5532,9418,2690,1284 -,,,,,,,,5533,9574,2734,1305 -,,,,,,,,5534,9588,2738,1307 -,,,,,,,,5535,9596,2740,1308 -,,,,,,,,5536,9651,2756,1316 -,,,,,,,,5537,9811,2802,1338 -,,,,,,,,5538,9928,2835,1353 -,,,,,,,,5539,9906,2829,1351 -,,,,,,,,5540,9953,2843,1357 -,,,,,,,,5541,10173,2905,1387 -,,,,,,,,5542,9682,2765,1320 -,,,,,,,,5543,8890,2539,1212 -,,,,,,,,5544,8121,2319,1107 -,,,,,,,,5545,7551,2156,1030 -,,,,,,,,5546,7196,2055,981 -,,,,,,,,5547,6987,1995,953 -,,,,,,,,5548,6915,1975,943 -,,,,,,,,5549,7055,2015,962 -,,,,,,,,5550,7532,2151,1027 -,,,,,,,,5551,8326,2378,1135 -,,,,,,,,5552,9238,2639,1259 -,,,,,,,,5553,9968,2847,1359 -,,,,,,,,5554,10584,3023,1443 -,,,,,,,,5555,11101,3170,1514 -,,,,,,,,5556,11465,3274,1563 -,,,,,,,,5557,11684,3337,1593 -,,,,,,,,5558,11845,3383,1615 -,,,,,,,,5559,11878,3392,1620 -,,,,,,,,5560,11856,3386,1616 -,,,,,,,,5561,11874,3391,1619 -,,,,,,,,5562,11835,3380,1614 -,,,,,,,,5563,11522,3291,1571 -,,,,,,,,5564,11361,3245,1549 -,,,,,,,,5565,11462,3273,1563 -,,,,,,,,5566,10755,3071,1466 -,,,,,,,,5567,9727,2778,1326 -,,,,,,,,5568,8750,2499,1193 -,,,,,,,,5569,8051,2299,1098 -,,,,,,,,5570,7659,2188,1044 -,,,,,,,,5571,7406,2115,1010 -,,,,,,,,5572,7306,2086,996 -,,,,,,,,5573,7445,2126,1014 -,,,,,,,,5574,7989,2282,1089 -,,,,,,,,5575,8862,2531,1208 -,,,,,,,,5576,9775,2792,1332 -,,,,,,,,5577,10469,2990,1428 -,,,,,,,,5578,11051,3156,1507 -,,,,,,,,5579,11567,3303,1577 -,,,,,,,,5580,11911,3401,1624 -,,,,,,,,5581,12144,3468,1656 -,,,,,,,,5582,12378,3536,1688 -,,,,,,,,5583,12505,3571,1705 -,,,,,,,,5584,12545,3583,1711 -,,,,,,,,5585,12547,3583,1711 -,,,,,,,,5586,12342,3525,1683 -,,,,,,,,5587,11929,3406,1626 -,,,,,,,,5588,11695,3340,1595 -,,,,,,,,5589,11749,3356,1602 -,,,,,,,,5590,11022,3148,1503 -,,,,,,,,5591,9937,2838,1355 -,,,,,,,,5592,8909,2545,1215 -,,,,,,,,5593,8173,2334,1114 -,,,,,,,,5594,7720,2204,1052 -,,,,,,,,5595,7431,2122,1013 -,,,,,,,,5596,7280,2079,993 -,,,,,,,,5597,7365,2103,1004 -,,,,,,,,5598,7847,2241,1070 -,,,,,,,,5599,8598,2455,1172 -,,,,,,,,5600,9591,2740,1308 -,,,,,,,,5601,10349,2955,1411 -,,,,,,,,5602,10998,3141,1499 -,,,,,,,,5603,11566,3303,1577 -,,,,,,,,5604,11972,3419,1632 -,,,,,,,,5605,12218,3490,1666 -,,,,,,,,5606,12483,3565,1701 -,,,,,,,,5607,12644,3612,1724 -,,,,,,,,5608,12688,3624,1730 -,,,,,,,,5609,12716,3631,1734 -,,,,,,,,5610,12561,3587,1712 -,,,,,,,,5611,12173,3476,1660 -,,,,,,,,5612,11900,3399,1622 -,,,,,,,,5613,11963,3416,1631 -,,,,,,,,5614,11249,3213,1534 -,,,,,,,,5615,10154,2900,1384 -,,,,,,,,5616,9124,2606,1244 -,,,,,,,,5617,8372,2391,1141 -,,,,,,,,5618,7903,2257,1077 -,,,,,,,,5619,7589,2167,1035 -,,,,,,,,5620,7467,2133,1018 -,,,,,,,,5621,7548,2155,1029 -,,,,,,,,5622,8066,2304,1100 -,,,,,,,,5623,8853,2529,1206 -,,,,,,,,5624,9886,2824,1348 -,,,,,,,,5625,10738,3067,1464 -,,,,,,,,5626,11425,3263,1558 -,,,,,,,,5627,12013,3431,1638 -,,,,,,,,5628,12485,3566,1702 -,,,,,,,,5629,12852,3671,1752 -,,,,,,,,5630,13219,3776,1803 -,,,,,,,,5631,13393,3825,1826 -,,,,,,,,5632,13476,3849,1837 -,,,,,,,,5633,13499,3856,1841 -,,,,,,,,5634,13344,3811,1819 -,,,,,,,,5635,12938,3695,1764 -,,,,,,,,5636,12645,3612,1724 -,,,,,,,,5637,12667,3617,1727 -,,,,,,,,5638,11923,3405,1625 -,,,,,,,,5639,10795,3083,1472 -,,,,,,,,5640,9707,2772,1323 -,,,,,,,,5641,8924,2549,1216 -,,,,,,,,5642,8391,2396,1144 -,,,,,,,,5643,8047,2298,1097 -,,,,,,,,5644,7863,2246,1072 -,,,,,,,,5645,7926,2264,1080 -,,,,,,,,5646,8389,2396,1144 -,,,,,,,,5647,9131,2608,1245 -,,,,,,,,5648,10105,2886,1378 -,,,,,,,,5649,10944,3126,1492 -,,,,,,,,5650,11657,3329,1590 -,,,,,,,,5651,12300,3513,1677 -,,,,,,,,5652,12775,3648,1741 -,,,,,,,,5653,13085,3737,1784 -,,,,,,,,5654,13387,3823,1825 -,,,,,,,,5655,13514,3860,1843 -,,,,,,,,5656,13481,3851,1838 -,,,,,,,,5657,13421,3833,1830 -,,,,,,,,5658,13153,3757,1793 -,,,,,,,,5659,12657,3615,1726 -,,,,,,,,5660,12393,3540,1690 -,,,,,,,,5661,12326,3521,1681 -,,,,,,,,5662,11637,3323,1586 -,,,,,,,,5663,10661,3045,1454 -,,,,,,,,5664,9649,2755,1315 -,,,,,,,,5665,8831,2522,1204 -,,,,,,,,5666,8319,2376,1134 -,,,,,,,,5667,7971,2277,1086 -,,,,,,,,5668,7771,2219,1060 -,,,,,,,,5669,7740,2210,1055 -,,,,,,,,5670,7903,2257,1077 -,,,,,,,,5671,8195,2340,1117 -,,,,,,,,5672,8851,2528,1206 -,,,,,,,,5673,9711,2773,1324 -,,,,,,,,5674,10476,2992,1428 -,,,,,,,,5675,11040,3153,1505 -,,,,,,,,5676,11402,3256,1555 -,,,,,,,,5677,11628,3321,1585 -,,,,,,,,5678,11767,3361,1604 -,,,,,,,,5679,11836,3381,1614 -,,,,,,,,5680,11812,3373,1611 -,,,,,,,,5681,11747,3355,1601 -,,,,,,,,5682,11578,3306,1579 -,,,,,,,,5683,11236,3209,1532 -,,,,,,,,5684,11082,3166,1511 -,,,,,,,,5685,11053,3157,1507 -,,,,,,,,5686,10498,2998,1431 -,,,,,,,,5687,9703,2771,1322 -,,,,,,,,5688,8853,2529,1206 -,,,,,,,,5689,8179,2336,1115 -,,,,,,,,5690,7700,2199,1050 -,,,,,,,,5691,7398,2113,1009 -,,,,,,,,5692,7203,2057,982 -,,,,,,,,5693,7142,2039,974 -,,,,,,,,5694,7214,2060,984 -,,,,,,,,5695,7301,2085,995 -,,,,,,,,5696,7843,2240,1070 -,,,,,,,,5697,8673,2477,1182 -,,,,,,,,5698,9447,2698,1288 -,,,,,,,,5699,10041,2868,1369 -,,,,,,,,5700,10502,3000,1432 -,,,,,,,,5701,10865,3103,1481 -,,,,,,,,5702,11064,3160,1509 -,,,,,,,,5703,11245,3212,1533 -,,,,,,,,5704,11428,3264,1558 -,,,,,,,,5705,11611,3316,1583 -,,,,,,,,5706,11704,3342,1595 -,,,,,,,,5707,11491,3281,1566 -,,,,,,,,5708,11357,3244,1549 -,,,,,,,,5709,11389,3253,1553 -,,,,,,,,5710,10685,3051,1457 -,,,,,,,,5711,9703,2771,1322 -,,,,,,,,5712,8820,2519,1202 -,,,,,,,,5713,8120,2319,1107 -,,,,,,,,5714,7697,2199,1050 -,,,,,,,,5715,7446,2127,1015 -,,,,,,,,5716,7334,2094,999 -,,,,,,,,5717,7461,2131,1017 -,,,,,,,,5718,8007,2287,1091 -,,,,,,,,5719,8846,2527,1206 -,,,,,,,,5720,9844,2811,1342 -,,,,,,,,5721,10678,3050,1456 -,,,,,,,,5722,11367,3246,1550 -,,,,,,,,5723,11966,3417,1631 -,,,,,,,,5724,12465,3560,1700 -,,,,,,,,5725,12840,3667,1751 -,,,,,,,,5726,13232,3779,1804 -,,,,,,,,5727,13424,3834,1830 -,,,,,,,,5728,13450,3842,1834 -,,,,,,,,5729,13416,3832,1829 -,,,,,,,,5730,13242,3782,1806 -,,,,,,,,5731,12911,3687,1760 -,,,,,,,,5732,12922,3691,1762 -,,,,,,,,5733,12906,3686,1760 -,,,,,,,,5734,12173,3476,1660 -,,,,,,,,5735,11104,3171,1514 -,,,,,,,,5736,10108,2887,1378 -,,,,,,,,5737,9408,2687,1282 -,,,,,,,,5738,8963,2559,1222 -,,,,,,,,5739,8697,2484,1186 -,,,,,,,,5740,8595,2454,1171 -,,,,,,,,5741,8748,2499,1192 -,,,,,,,,5742,9399,2684,1282 -,,,,,,,,5743,10515,3003,1434 -,,,,,,,,5744,11457,3272,1562 -,,,,,,,,5745,11999,3427,1636 -,,,,,,,,5746,12342,3525,1682 -,,,,,,,,5747,12680,3621,1729 -,,,,,,,,5748,13070,3733,1782 -,,,,,,,,5749,13404,3828,1827 -,,,,,,,,5750,13783,3937,1879 -,,,,,,,,5751,14024,4005,1912 -,,,,,,,,5752,14106,4028,1923 -,,,,,,,,5753,14132,4036,1927 -,,,,,,,,5754,13934,3979,1900 -,,,,,,,,5755,13389,3824,1826 -,,,,,,,,5756,13155,3757,1793 -,,,,,,,,5757,12985,3708,1771 -,,,,,,,,5758,12030,3436,1641 -,,,,,,,,5759,10758,3072,1467 -,,,,,,,,5760,9594,2740,1308 -,,,,,,,,5761,8689,2481,1185 -,,,,,,,,5762,8135,2324,1109 -,,,,,,,,5763,7751,2214,1056 -,,,,,,,,5764,7548,2155,1029 -,,,,,,,,5765,7569,2162,1032 -,,,,,,,,5766,8077,2307,1101 -,,,,,,,,5767,8928,2550,1217 -,,,,,,,,5768,9764,2789,1331 -,,,,,,,,5769,10284,2937,1402 -,,,,,,,,5770,10659,3044,1453 -,,,,,,,,5771,10971,3133,1496 -,,,,,,,,5772,11163,3188,1522 -,,,,,,,,5773,11293,3226,1540 -,,,,,,,,5774,11461,3273,1563 -,,,,,,,,5775,11563,3302,1576 -,,,,,,,,5776,11628,3321,1585 -,,,,,,,,5777,11704,3342,1595 -,,,,,,,,5778,11646,3326,1588 -,,,,,,,,5779,11319,3233,1543 -,,,,,,,,5780,11209,3201,1528 -,,,,,,,,5781,11142,3182,1519 -,,,,,,,,5782,10343,2954,1410 -,,,,,,,,5783,9262,2645,1262 -,,,,,,,,5784,8261,2359,1126 -,,,,,,,,5785,7589,2168,1035 -,,,,,,,,5786,7177,2049,979 -,,,,,,,,5787,6931,1979,944 -,,,,,,,,5788,6834,1952,932 -,,,,,,,,5789,6949,1984,947 -,,,,,,,,5790,7507,2144,1023 -,,,,,,,,5791,8437,2409,1151 -,,,,,,,,5792,9308,2659,1269 -,,,,,,,,5793,9933,2837,1354 -,,,,,,,,5794,10443,2983,1424 -,,,,,,,,5795,10894,3111,1485 -,,,,,,,,5796,11181,3194,1525 -,,,,,,,,5797,11371,3247,1550 -,,,,,,,,5798,11619,3318,1584 -,,,,,,,,5799,11758,3358,1603 -,,,,,,,,5800,11851,3385,1615 -,,,,,,,,5801,11920,3405,1625 -,,,,,,,,5802,11794,3368,1608 -,,,,,,,,5803,11447,3269,1560 -,,,,,,,,5804,11463,3274,1563 -,,,,,,,,5805,11445,3269,1560 -,,,,,,,,5806,10697,3055,1459 -,,,,,,,,5807,9656,2758,1317 -,,,,,,,,5808,8719,2490,1188 -,,,,,,,,5809,8020,2290,1093 -,,,,,,,,5810,7558,2158,1030 -,,,,,,,,5811,7296,2083,994 -,,,,,,,,5812,7181,2051,979 -,,,,,,,,5813,7285,2081,993 -,,,,,,,,5814,7830,2236,1067 -,,,,,,,,5815,8688,2481,1184 -,,,,,,,,5816,9589,2739,1308 -,,,,,,,,5817,10348,2955,1411 -,,,,,,,,5818,10986,3138,1498 -,,,,,,,,5819,11555,3301,1575 -,,,,,,,,5820,12029,3436,1640 -,,,,,,,,5821,12365,3531,1686 -,,,,,,,,5822,12763,3646,1740 -,,,,,,,,5823,12988,3710,1771 -,,,,,,,,5824,13109,3744,1787 -,,,,,,,,5825,13134,3751,1791 -,,,,,,,,5826,13017,3717,1775 -,,,,,,,,5827,12609,3602,1719 -,,,,,,,,5828,12453,3556,1698 -,,,,,,,,5829,12353,3528,1684 -,,,,,,,,5830,11688,3338,1594 -,,,,,,,,5831,10787,3081,1470 -,,,,,,,,5832,9800,2799,1336 -,,,,,,,,5833,8900,2542,1213 -,,,,,,,,5834,8470,2419,1155 -,,,,,,,,5835,8173,2334,1114 -,,,,,,,,5836,7967,2275,1086 -,,,,,,,,5837,7870,2248,1073 -,,,,,,,,5838,7990,2282,1089 -,,,,,,,,5839,8198,2341,1117 -,,,,,,,,5840,8827,2521,1203 -,,,,,,,,5841,9760,2788,1331 -,,,,,,,,5842,10560,3016,1439 -,,,,,,,,5843,11105,3171,1514 -,,,,,,,,5844,11474,3277,1565 -,,,,,,,,5845,11661,3331,1590 -,,,,,,,,5846,11684,3337,1593 -,,,,,,,,5847,11646,3326,1588 -,,,,,,,,5848,11548,3298,1575 -,,,,,,,,5849,11476,3278,1565 -,,,,,,,,5850,11284,3223,1539 -,,,,,,,,5851,10909,3116,1488 -,,,,,,,,5852,10830,3093,1476 -,,,,,,,,5853,10726,3063,1462 -,,,,,,,,5854,10169,2905,1387 -,,,,,,,,5855,9406,2686,1282 -,,,,,,,,5856,8594,2454,1171 -,,,,,,,,5857,7934,2266,1081 -,,,,,,,,5858,7502,2143,1023 -,,,,,,,,5859,7216,2061,984 -,,,,,,,,5860,7063,2018,963 -,,,,,,,,5861,7000,1999,954 -,,,,,,,,5862,7071,2019,964 -,,,,,,,,5863,7168,2048,977 -,,,,,,,,5864,7634,2180,1040 -,,,,,,,,5865,8385,2394,1143 -,,,,,,,,5866,9027,2578,1231 -,,,,,,,,5867,9466,2704,1291 -,,,,,,,,5868,9769,2790,1332 -,,,,,,,,5869,10015,2860,1365 -,,,,,,,,5870,10116,2890,1379 -,,,,,,,,5871,10172,2905,1387 -,,,,,,,,5872,10191,2910,1389 -,,,,,,,,5873,10210,2916,1392 -,,,,,,,,5874,10225,2920,1394 -,,,,,,,,5875,10078,2879,1374 -,,,,,,,,5876,10127,2893,1381 -,,,,,,,,5877,10072,2877,1373 -,,,,,,,,5878,9582,2736,1307 -,,,,,,,,5879,8888,2539,1212 -,,,,,,,,5880,8142,2325,1110 -,,,,,,,,5881,7547,2155,1029 -,,,,,,,,5882,7150,2042,974 -,,,,,,,,5883,6905,1973,941 -,,,,,,,,5884,6784,1938,924 -,,,,,,,,5885,6794,1941,926 -,,,,,,,,5886,6988,1996,953 -,,,,,,,,5887,7209,2058,983 -,,,,,,,,5888,7658,2187,1044 -,,,,,,,,5889,8383,2394,1143 -,,,,,,,,5890,9091,2596,1239 -,,,,,,,,5891,9592,2740,1308 -,,,,,,,,5892,9917,2832,1352 -,,,,,,,,5893,10094,2883,1376 -,,,,,,,,5894,10204,2915,1391 -,,,,,,,,5895,10277,2935,1401 -,,,,,,,,5896,10346,2955,1410 -,,,,,,,,5897,10475,2991,1428 -,,,,,,,,5898,10566,3018,1440 -,,,,,,,,5899,10476,2992,1428 -,,,,,,,,5900,10695,3055,1458 -,,,,,,,,5901,10650,3041,1452 -,,,,,,,,5902,9894,2826,1349 -,,,,,,,,5903,8919,2548,1216 -,,,,,,,,5904,8067,2304,1100 -,,,,,,,,5905,7512,2145,1024 -,,,,,,,,5906,7187,2053,979 -,,,,,,,,5907,7036,2009,959 -,,,,,,,,5908,7009,2002,955 -,,,,,,,,5909,7187,2053,979 -,,,,,,,,5910,7883,2252,1075 -,,,,,,,,5911,9145,2612,1247 -,,,,,,,,5912,10061,2874,1372 -,,,,,,,,5913,10562,3016,1440 -,,,,,,,,5914,10966,3132,1495 -,,,,,,,,5915,11295,3226,1540 -,,,,,,,,5916,11462,3274,1563 -,,,,,,,,5917,11531,3294,1572 -,,,,,,,,5918,11610,3316,1583 -,,,,,,,,5919,11591,3311,1580 -,,,,,,,,5920,11637,3324,1586 -,,,,,,,,5921,11741,3353,1600 -,,,,,,,,5922,11872,3391,1619 -,,,,,,,,5923,11910,3401,1624 -,,,,,,,,5924,12123,3462,1653 -,,,,,,,,5925,11950,3413,1629 -,,,,,,,,5926,11234,3209,1531 -,,,,,,,,5927,10226,2920,1394 -,,,,,,,,5928,9316,2660,1270 -,,,,,,,,5929,8698,2484,1186 -,,,,,,,,5930,8348,2384,1138 -,,,,,,,,5931,8179,2336,1115 -,,,,,,,,5932,8142,2325,1110 -,,,,,,,,5933,8349,2384,1138 -,,,,,,,,5934,9085,2594,1238 -,,,,,,,,5935,10443,2983,1424 -,,,,,,,,5936,11421,3262,1557 -,,,,,,,,5937,11958,3415,1631 -,,,,,,,,5938,12381,3536,1688 -,,,,,,,,5939,12594,3597,1717 -,,,,,,,,5940,12653,3614,1725 -,,,,,,,,5941,12640,3610,1723 -,,,,,,,,5942,12733,3637,1736 -,,,,,,,,5943,12829,3664,1749 -,,,,,,,,5944,12874,3677,1755 -,,,,,,,,5945,12987,3709,1771 -,,,,,,,,5946,12971,3704,1768 -,,,,,,,,5947,12738,3638,1737 -,,,,,,,,5948,12792,3653,1744 -,,,,,,,,5949,12541,3581,1710 -,,,,,,,,5950,11639,3324,1587 -,,,,,,,,5951,10435,2980,1423 -,,,,,,,,5952,9353,2671,1275 -,,,,,,,,5953,8552,2442,1166 -,,,,,,,,5954,8057,2301,1098 -,,,,,,,,5955,7773,2220,1060 -,,,,,,,,5956,7652,2185,1043 -,,,,,,,,5957,7768,2219,1059 -,,,,,,,,5958,8389,2396,1144 -,,,,,,,,5959,9517,2718,1298 -,,,,,,,,5960,10359,2959,1412 -,,,,,,,,5961,10851,3099,1479 -,,,,,,,,5962,11262,3216,1535 -,,,,,,,,5963,11646,3326,1588 -,,,,,,,,5964,11875,3391,1619 -,,,,,,,,5965,11983,3422,1634 -,,,,,,,,5966,12241,3496,1669 -,,,,,,,,5967,12441,3553,1696 -,,,,,,,,5968,12539,3581,1710 -,,,,,,,,5969,12547,3584,1711 -,,,,,,,,5970,12386,3537,1689 -,,,,,,,,5971,12149,3470,1656 -,,,,,,,,5972,12379,3536,1688 -,,,,,,,,5973,12210,3487,1665 -,,,,,,,,5974,11389,3253,1553 -,,,,,,,,5975,10267,2932,1400 -,,,,,,,,5976,9241,2639,1260 -,,,,,,,,5977,8530,2436,1163 -,,,,,,,,5978,8091,2311,1103 -,,,,,,,,5979,7826,2235,1067 -,,,,,,,,5980,7696,2199,1050 -,,,,,,,,5981,7832,2237,1068 -,,,,,,,,5982,8472,2419,1155 -,,,,,,,,5983,9618,2747,1311 -,,,,,,,,5984,10499,2999,1431 -,,,,,,,,5985,11114,3174,1515 -,,,,,,,,5986,11695,3341,1595 -,,,,,,,,5987,12264,3503,1672 -,,,,,,,,5988,12797,3655,1745 -,,,,,,,,5989,13170,3761,1796 -,,,,,,,,5990,13503,3857,1841 -,,,,,,,,5991,13742,3925,1873 -,,,,,,,,5992,13848,3955,1888 -,,,,,,,,5993,13844,3954,1888 -,,,,,,,,5994,13545,3868,1847 -,,,,,,,,5995,13090,3738,1785 -,,,,,,,,5996,13095,3740,1786 -,,,,,,,,5997,12818,3661,1747 -,,,,,,,,5998,12044,3440,1642 -,,,,,,,,5999,11020,3147,1503 -,,,,,,,,6000,9981,2850,1361 -,,,,,,,,6001,9195,2626,1253 -,,,,,,,,6002,8670,2476,1182 -,,,,,,,,6003,8355,2386,1139 -,,,,,,,,6004,8180,2336,1116 -,,,,,,,,6005,8151,2328,1111 -,,,,,,,,6006,8389,2396,1144 -,,,,,,,,6007,8754,2500,1193 -,,,,,,,,6008,9371,2676,1277 -,,,,,,,,6009,10278,2935,1401 -,,,,,,,,6010,11036,3152,1504 -,,,,,,,,6011,11592,3311,1580 -,,,,,,,,6012,11897,3397,1622 -,,,,,,,,6013,12052,3442,1643 -,,,,,,,,6014,12081,3451,1647 -,,,,,,,,6015,12057,3443,1644 -,,,,,,,,6016,12023,3433,1639 -,,,,,,,,6017,12015,3431,1638 -,,,,,,,,6018,12007,3429,1637 -,,,,,,,,6019,12024,3434,1640 -,,,,,,,,6020,12093,3453,1649 -,,,,,,,,6021,11730,3350,1600 -,,,,,,,,6022,11030,3150,1504 -,,,,,,,,6023,10037,2866,1368 -,,,,,,,,6024,9011,2574,1228 -,,,,,,,,6025,8254,2357,1126 -,,,,,,,,6026,7746,2212,1056 -,,,,,,,,6027,7383,2109,1006 -,,,,,,,,6028,7171,2048,978 -,,,,,,,,6029,7078,2021,964 -,,,,,,,,6030,7146,2041,974 -,,,,,,,,6031,7318,2090,998 -,,,,,,,,6032,7673,2191,1046 -,,,,,,,,6033,8297,2369,1131 -,,,,,,,,6034,8843,2525,1206 -,,,,,,,,6035,9180,2622,1252 -,,,,,,,,6036,9402,2685,1282 -,,,,,,,,6037,9572,2734,1305 -,,,,,,,,6038,9583,2737,1307 -,,,,,,,,6039,9638,2752,1314 -,,,,,,,,6040,9729,2779,1327 -,,,,,,,,6041,9908,2830,1351 -,,,,,,,,6042,10054,2871,1371 -,,,,,,,,6043,10017,2861,1366 -,,,,,,,,6044,10275,2935,1401 -,,,,,,,,6045,10090,2881,1376 -,,,,,,,,6046,9364,2675,1277 -,,,,,,,,6047,8473,2419,1155 -,,,,,,,,6048,7662,2189,1045 -,,,,,,,,6049,7105,2029,969 -,,,,,,,,6050,6773,1934,923 -,,,,,,,,6051,6591,1883,899 -,,,,,,,,6052,6544,1869,892 -,,,,,,,,6053,6712,1917,915 -,,,,,,,,6054,7351,2099,1002 -,,,,,,,,6055,8428,2407,1149 -,,,,,,,,6056,9177,2621,1251 -,,,,,,,,6057,9611,2745,1310 -,,,,,,,,6058,9949,2842,1357 -,,,,,,,,6059,10231,2922,1395 -,,,,,,,,6060,10363,2960,1413 -,,,,,,,,6061,10354,2957,1412 -,,,,,,,,6062,10352,2956,1411 -,,,,,,,,6063,10256,2929,1398 -,,,,,,,,6064,10153,2900,1384 -,,,,,,,,6065,10137,2895,1382 -,,,,,,,,6066,10121,2890,1380 -,,,,,,,,6067,10033,2865,1368 -,,,,,,,,6068,10293,2940,1403 -,,,,,,,,6069,10027,2864,1367 -,,,,,,,,6070,9245,2640,1261 -,,,,,,,,6071,8259,2359,1126 -,,,,,,,,6072,7385,2109,1007 -,,,,,,,,6073,6833,1952,931 -,,,,,,,,6074,6505,1858,887 -,,,,,,,,6075,6326,1807,863 -,,,,,,,,6076,6285,1795,857 -,,,,,,,,6077,6447,1841,878 -,,,,,,,,6078,7087,2024,966 -,,,,,,,,6079,8159,2330,1112 -,,,,,,,,6080,8886,2538,1212 -,,,,,,,,6081,9243,2639,1260 -,,,,,,,,6082,9537,2724,1300 -,,,,,,,,6083,9788,2795,1334 -,,,,,,,,6084,9951,2842,1357 -,,,,,,,,6085,10028,2864,1367 -,,,,,,,,6086,10152,2900,1384 -,,,,,,,,6087,10168,2904,1386 -,,,,,,,,6088,10174,2906,1387 -,,,,,,,,6089,10216,2918,1393 -,,,,,,,,6090,10216,2918,1393 -,,,,,,,,6091,10112,2888,1378 -,,,,,,,,6092,10407,2972,1418 -,,,,,,,,6093,10156,2900,1384 -,,,,,,,,6094,9358,2673,1276 -,,,,,,,,6095,8353,2385,1139 -,,,,,,,,6096,7474,2134,1019 -,,,,,,,,6097,6884,1966,939 -,,,,,,,,6098,6554,1872,893 -,,,,,,,,6099,6386,1823,870 -,,,,,,,,6100,6338,1810,864 -,,,,,,,,6101,6488,1853,884 -,,,,,,,,6102,7116,2033,970 -,,,,,,,,6103,8236,2352,1123 -,,,,,,,,6104,8979,2564,1224 -,,,,,,,,6105,9336,2666,1272 -,,,,,,,,6106,9676,2764,1319 -,,,,,,,,6107,10036,2866,1368 -,,,,,,,,6108,10290,2939,1403 -,,,,,,,,6109,10425,2977,1421 -,,,,,,,,6110,10605,3029,1446 -,,,,,,,,6111,10656,3043,1453 -,,,,,,,,6112,10692,3054,1458 -,,,,,,,,6113,10735,3065,1464 -,,,,,,,,6114,10694,3054,1458 -,,,,,,,,6115,10534,3009,1436 -,,,,,,,,6116,10838,3095,1478 -,,,,,,,,6117,10562,3016,1440 -,,,,,,,,6118,9763,2788,1331 -,,,,,,,,6119,8754,2500,1193 -,,,,,,,,6120,7826,2235,1067 -,,,,,,,,6121,7215,2060,984 -,,,,,,,,6122,6861,1959,935 -,,,,,,,,6123,6677,1907,910 -,,,,,,,,6124,6607,1887,901 -,,,,,,,,6125,6751,1928,920 -,,,,,,,,6126,7369,2104,1004 -,,,,,,,,6127,8492,2425,1157 -,,,,,,,,6128,9257,2644,1262 -,,,,,,,,6129,9757,2786,1330 -,,,,,,,,6130,10184,2909,1388 -,,,,,,,,6131,10600,3027,1445 -,,,,,,,,6132,10917,3118,1489 -,,,,,,,,6133,11116,3175,1515 -,,,,,,,,6134,11355,3243,1548 -,,,,,,,,6135,11460,3273,1562 -,,,,,,,,6136,11536,3295,1573 -,,,,,,,,6137,11582,3308,1579 -,,,,,,,,6138,11458,3272,1562 -,,,,,,,,6139,11216,3203,1530 -,,,,,,,,6140,11466,3275,1563 -,,,,,,,,6141,11167,3190,1523 -,,,,,,,,6142,10329,2950,1408 -,,,,,,,,6143,9259,2645,1262 -,,,,,,,,6144,8286,2366,1130 -,,,,,,,,6145,7606,2172,1037 -,,,,,,,,6146,7205,2058,982 -,,,,,,,,6147,6969,1990,950 -,,,,,,,,6148,6882,1965,938 -,,,,,,,,6149,7002,2000,954 -,,,,,,,,6150,7605,2172,1036 -,,,,,,,,6151,8704,2486,1186 -,,,,,,,,6152,9477,2707,1292 -,,,,,,,,6153,10008,2859,1364 -,,,,,,,,6154,10485,2995,1429 -,,,,,,,,6155,10927,3120,1489 -,,,,,,,,6156,11260,3216,1535 -,,,,,,,,6157,11476,3277,1565 -,,,,,,,,6158,11715,3346,1597 -,,,,,,,,6159,11803,3371,1609 -,,,,,,,,6160,11789,3366,1607 -,,,,,,,,6161,11697,3341,1595 -,,,,,,,,6162,11374,3248,1550 -,,,,,,,,6163,11025,3149,1503 -,,,,,,,,6164,11167,3190,1523 -,,,,,,,,6165,10839,3095,1478 -,,,,,,,,6166,10183,2908,1388 -,,,,,,,,6167,9304,2657,1268 -,,,,,,,,6168,8418,2404,1147 -,,,,,,,,6169,7742,2211,1055 -,,,,,,,,6170,7327,2093,999 -,,,,,,,,6171,7086,2023,966 -,,,,,,,,6172,6954,1986,948 -,,,,,,,,6173,6956,1987,949 -,,,,,,,,6174,7174,2048,978 -,,,,,,,,6175,7518,2147,1025 -,,,,,,,,6176,8043,2297,1096 -,,,,,,,,6177,8721,2490,1189 -,,,,,,,,6178,9179,2621,1252 -,,,,,,,,6179,9396,2684,1281 -,,,,,,,,6180,9462,2702,1290 -,,,,,,,,6181,9456,2700,1289 -,,,,,,,,6182,9389,2681,1280 -,,,,,,,,6183,9310,2659,1269 -,,,,,,,,6184,9271,2648,1264 -,,,,,,,,6185,9292,2654,1267 -,,,,,,,,6186,9294,2655,1267 -,,,,,,,,6187,9244,2640,1260 -,,,,,,,,6188,9502,2714,1295 -,,,,,,,,6189,9270,2648,1264 -,,,,,,,,6190,8736,2494,1191 -,,,,,,,,6191,8058,2301,1099 -,,,,,,,,6192,7346,2098,1001 -,,,,,,,,6193,6803,1943,928 -,,,,,,,,6194,6456,1843,880 -,,,,,,,,6195,6238,1782,850 -,,,,,,,,6196,6116,1747,833 -,,,,,,,,6197,6107,1744,833 -,,,,,,,,6198,6236,1781,850 -,,,,,,,,6199,6434,1838,877 -,,,,,,,,6200,6883,1966,939 -,,,,,,,,6201,7581,2165,1034 -,,,,,,,,6202,8111,2317,1106 -,,,,,,,,6203,8427,2407,1149 -,,,,,,,,6204,8605,2457,1173 -,,,,,,,,6205,8728,2492,1190 -,,,,,,,,6206,8723,2491,1189 -,,,,,,,,6207,8721,2491,1189 -,,,,,,,,6208,8771,2504,1196 -,,,,,,,,6209,8918,2547,1216 -,,,,,,,,6210,9142,2611,1247 -,,,,,,,,6211,9235,2637,1259 -,,,,,,,,6212,9620,2747,1312 -,,,,,,,,6213,9322,2662,1271 -,,,,,,,,6214,8617,2461,1175 -,,,,,,,,6215,7793,2225,1062 -,,,,,,,,6216,7060,2016,963 -,,,,,,,,6217,6581,1879,897 -,,,,,,,,6218,6311,1803,860 -,,,,,,,,6219,6167,1761,841 -,,,,,,,,6220,6156,1758,839 -,,,,,,,,6221,6337,1810,863 -,,,,,,,,6222,6990,1997,953 -,,,,,,,,6223,8084,2309,1102 -,,,,,,,,6224,8823,2520,1203 -,,,,,,,,6225,9243,2639,1260 -,,,,,,,,6226,9578,2735,1306 -,,,,,,,,6227,9896,2826,1349 -,,,,,,,,6228,10088,2881,1375 -,,,,,,,,6229,10186,2910,1388 -,,,,,,,,6230,10324,2949,1408 -,,,,,,,,6231,10363,2960,1413 -,,,,,,,,6232,10374,2963,1414 -,,,,,,,,6233,10401,2970,1418 -,,,,,,,,6234,10419,2975,1420 -,,,,,,,,6235,10397,2970,1418 -,,,,,,,,6236,10738,3066,1464 -,,,,,,,,6237,10335,2951,1409 -,,,,,,,,6238,9517,2718,1298 -,,,,,,,,6239,8510,2430,1160 -,,,,,,,,6240,7628,2179,1040 -,,,,,,,,6241,7060,2017,963 -,,,,,,,,6242,6715,1918,915 -,,,,,,,,6243,6531,1865,890 -,,,,,,,,6244,6496,1855,885 -,,,,,,,,6245,6675,1907,910 -,,,,,,,,6246,7353,2100,1002 -,,,,,,,,6247,8559,2444,1166 -,,,,,,,,6248,9377,2678,1278 -,,,,,,,,6249,9834,2809,1341 -,,,,,,,,6250,10178,2907,1388 -,,,,,,,,6251,10492,2996,1430 -,,,,,,,,6252,10660,3045,1454 -,,,,,,,,6253,10721,3062,1462 -,,,,,,,,6254,10822,3091,1475 -,,,,,,,,6255,10789,3081,1471 -,,,,,,,,6256,10771,3076,1469 -,,,,,,,,6257,10897,3112,1485 -,,,,,,,,6258,11077,3164,1510 -,,,,,,,,6259,11211,3202,1529 -,,,,,,,,6260,11322,3234,1544 -,,,,,,,,6261,10907,3115,1487 -,,,,,,,,6262,10121,2890,1380 -,,,,,,,,6263,9136,2609,1246 -,,,,,,,,6264,8290,2368,1130 -,,,,,,,,6265,7701,2199,1050 -,,,,,,,,6266,7349,2099,1002 -,,,,,,,,6267,7136,2038,973 -,,,,,,,,6268,7048,2013,961 -,,,,,,,,6269,7146,2041,974 -,,,,,,,,6270,7725,2207,1053 -,,,,,,,,6271,8858,2530,1207 -,,,,,,,,6272,9564,2731,1304 -,,,,,,,,6273,9817,2804,1338 -,,,,,,,,6274,9991,2854,1363 -,,,,,,,,6275,10172,2905,1387 -,,,,,,,,6276,10290,2939,1403 -,,,,,,,,6277,10319,2947,1407 -,,,,,,,,6278,10390,2967,1417 -,,,,,,,,6279,10345,2955,1410 -,,,,,,,,6280,10288,2938,1403 -,,,,,,,,6281,10273,2934,1401 -,,,,,,,,6282,10190,2910,1389 -,,,,,,,,6283,10114,2889,1379 -,,,,,,,,6284,10460,2987,1426 -,,,,,,,,6285,10098,2884,1377 -,,,,,,,,6286,9324,2663,1271 -,,,,,,,,6287,8311,2374,1133 -,,,,,,,,6288,7446,2127,1015 -,,,,,,,,6289,6852,1957,934 -,,,,,,,,6290,6528,1864,890 -,,,,,,,,6291,6352,1813,866 -,,,,,,,,6292,6300,1799,858 -,,,,,,,,6293,6464,1846,881 -,,,,,,,,6294,7103,2028,969 -,,,,,,,,6295,8272,2363,1128 -,,,,,,,,6296,8961,2559,1222 -,,,,,,,,6297,9270,2647,1264 -,,,,,,,,6298,9497,2712,1295 -,,,,,,,,6299,9725,2777,1326 -,,,,,,,,6300,9828,2807,1340 -,,,,,,,,6301,9828,2807,1340 -,,,,,,,,6302,9897,2827,1349 -,,,,,,,,6303,9850,2813,1343 -,,,,,,,,6304,9775,2791,1332 -,,,,,,,,6305,9759,2787,1330 -,,,,,,,,6306,9755,2785,1330 -,,,,,,,,6307,9821,2805,1338 -,,,,,,,,6308,10216,2918,1393 -,,,,,,,,6309,9899,2827,1349 -,,,,,,,,6310,9176,2620,1251 -,,,,,,,,6311,8219,2347,1120 -,,,,,,,,6312,7353,2100,1002 -,,,,,,,,6313,6784,1938,924 -,,,,,,,,6314,6472,1848,882 -,,,,,,,,6315,6306,1801,859 -,,,,,,,,6316,6263,1788,853 -,,,,,,,,6317,6421,1833,875 -,,,,,,,,6318,7043,2012,960 -,,,,,,,,6319,8240,2354,1123 -,,,,,,,,6320,8962,2559,1222 -,,,,,,,,6321,9291,2654,1267 -,,,,,,,,6322,9519,2719,1298 -,,,,,,,,6323,9705,2772,1323 -,,,,,,,,6324,9764,2789,1331 -,,,,,,,,6325,9780,2793,1333 -,,,,,,,,6326,9797,2798,1336 -,,,,,,,,6327,9753,2785,1329 -,,,,,,,,6328,9693,2768,1322 -,,,,,,,,6329,9664,2760,1318 -,,,,,,,,6330,9594,2740,1308 -,,,,,,,,6331,9614,2745,1311 -,,,,,,,,6332,9900,2828,1350 -,,,,,,,,6333,9584,2737,1307 -,,,,,,,,6334,8975,2563,1223 -,,,,,,,,6335,8193,2339,1117 -,,,,,,,,6336,7395,2112,1008 -,,,,,,,,6337,6817,1947,929 -,,,,,,,,6338,6472,1848,882 -,,,,,,,,6339,6275,1792,855 -,,,,,,,,6340,6205,1772,846 -,,,,,,,,6341,6224,1778,848 -,,,,,,,,6342,6446,1841,878 -,,,,,,,,6343,6869,1962,936 -,,,,,,,,6344,7419,2119,1011 -,,,,,,,,6345,8119,2319,1107 -,,,,,,,,6346,8605,2458,1173 -,,,,,,,,6347,8856,2529,1207 -,,,,,,,,6348,8928,2550,1217 -,,,,,,,,6349,8926,2549,1217 -,,,,,,,,6350,8861,2531,1208 -,,,,,,,,6351,8833,2523,1204 -,,,,,,,,6352,8831,2522,1204 -,,,,,,,,6353,8917,2547,1216 -,,,,,,,,6354,9046,2584,1233 -,,,,,,,,6355,9261,2645,1262 -,,,,,,,,6356,9555,2729,1302 -,,,,,,,,6357,9280,2650,1265 -,,,,,,,,6358,8816,2518,1202 -,,,,,,,,6359,8170,2333,1114 -,,,,,,,,6360,7473,2134,1019 -,,,,,,,,6361,6985,1995,952 -,,,,,,,,6362,6616,1889,902 -,,,,,,,,6363,6403,1828,873 -,,,,,,,,6364,6295,1798,858 -,,,,,,,,6365,6265,1789,854 -,,,,,,,,6366,6390,1825,871 -,,,,,,,,6367,6614,1889,902 -,,,,,,,,6368,7001,1999,954 -,,,,,,,,6369,7656,2187,1044 -,,,,,,,,6370,8168,2333,1114 -,,,,,,,,6371,8466,2418,1154 -,,,,,,,,6372,8621,2462,1175 -,,,,,,,,6373,8680,2479,1183 -,,,,,,,,6374,8645,2469,1179 -,,,,,,,,6375,8623,2463,1176 -,,,,,,,,6376,8654,2471,1180 -,,,,,,,,6377,8782,2508,1197 -,,,,,,,,6378,9006,2572,1227 -,,,,,,,,6379,9215,2632,1257 -,,,,,,,,6380,9599,2741,1308 -,,,,,,,,6381,9233,2637,1259 -,,,,,,,,6382,8526,2435,1162 -,,,,,,,,6383,7755,2215,1057 -,,,,,,,,6384,7018,2004,957 -,,,,,,,,6385,6482,1851,883 -,,,,,,,,6386,6173,1763,842 -,,,,,,,,6387,6027,1721,822 -,,,,,,,,6388,6010,1716,819 -,,,,,,,,6389,6194,1769,844 -,,,,,,,,6390,6870,1962,936 -,,,,,,,,6391,8095,2312,1104 -,,,,,,,,6392,8847,2527,1206 -,,,,,,,,6393,9186,2624,1252 -,,,,,,,,6394,9431,2694,1286 -,,,,,,,,6395,9638,2753,1314 -,,,,,,,,6396,9755,2786,1330 -,,,,,,,,6397,9773,2791,1332 -,,,,,,,,6398,9809,2801,1338 -,,,,,,,,6399,9733,2780,1327 -,,,,,,,,6400,9658,2758,1317 -,,,,,,,,6401,9665,2760,1318 -,,,,,,,,6402,9762,2788,1331 -,,,,,,,,6403,9948,2841,1356 -,,,,,,,,6404,10290,2939,1403 -,,,,,,,,6405,9840,2810,1342 -,,,,,,,,6406,9050,2584,1234 -,,,,,,,,6407,8079,2307,1101 -,,,,,,,,6408,7235,2066,986 -,,,,,,,,6409,6687,1910,912 -,,,,,,,,6410,6397,1827,872 -,,,,,,,,6411,6238,1782,850 -,,,,,,,,6412,6213,1774,847 -,,,,,,,,6413,6384,1823,870 -,,,,,,,,6414,7054,2014,962 -,,,,,,,,6415,8306,2372,1132 -,,,,,,,,6416,9023,2577,1230 -,,,,,,,,6417,9284,2651,1266 -,,,,,,,,6418,9473,2705,1292 -,,,,,,,,6419,9685,2766,1320 -,,,,,,,,6420,9773,2791,1332 -,,,,,,,,6421,9791,2796,1335 -,,,,,,,,6422,9850,2813,1343 -,,,,,,,,6423,9823,2805,1339 -,,,,,,,,6424,9786,2795,1334 -,,,,,,,,6425,9834,2809,1341 -,,,,,,,,6426,9877,2821,1347 -,,,,,,,,6427,10061,2874,1372 -,,,,,,,,6428,10383,2965,1416 -,,,,,,,,6429,9939,2839,1355 -,,,,,,,,6430,9197,2626,1254 -,,,,,,,,6431,8227,2349,1121 -,,,,,,,,6432,7399,2113,1009 -,,,,,,,,6433,6841,1953,933 -,,,,,,,,6434,6540,1868,892 -,,,,,,,,6435,6390,1825,871 -,,,,,,,,6436,6355,1815,866 -,,,,,,,,6437,6550,1871,893 -,,,,,,,,6438,7208,2058,983 -,,,,,,,,6439,8429,2407,1149 -,,,,,,,,6440,9201,2628,1254 -,,,,,,,,6441,9612,2745,1310 -,,,,,,,,6442,9927,2835,1353 -,,,,,,,,6443,10206,2915,1391 -,,,,,,,,6444,10325,2949,1408 -,,,,,,,,6445,10347,2955,1411 -,,,,,,,,6446,10380,2965,1415 -,,,,,,,,6447,10316,2946,1407 -,,,,,,,,6448,10218,2919,1393 -,,,,,,,,6449,10280,2936,1402 -,,,,,,,,6450,10446,2983,1424 -,,,,,,,,6451,10670,3047,1454 -,,,,,,,,6452,10774,3077,1469 -,,,,,,,,6453,10328,2950,1408 -,,,,,,,,6454,9580,2736,1306 -,,,,,,,,6455,8611,2459,1174 -,,,,,,,,6456,7745,2212,1055 -,,,,,,,,6457,7157,2044,975 -,,,,,,,,6458,6828,1950,931 -,,,,,,,,6459,6623,1892,903 -,,,,,,,,6460,6565,1875,895 -,,,,,,,,6461,6716,1918,915 -,,,,,,,,6462,7404,2114,1010 -,,,,,,,,6463,8655,2472,1180 -,,,,,,,,6464,9363,2675,1277 -,,,,,,,,6465,9676,2763,1319 -,,,,,,,,6466,9885,2824,1348 -,,,,,,,,6467,10067,2875,1373 -,,,,,,,,6468,10162,2902,1385 -,,,,,,,,6469,10169,2905,1387 -,,,,,,,,6470,10193,2911,1389 -,,,,,,,,6471,10130,2893,1381 -,,,,,,,,6472,10056,2872,1371 -,,,,,,,,6473,10027,2864,1367 -,,,,,,,,6474,9979,2850,1361 -,,,,,,,,6475,10143,2897,1383 -,,,,,,,,6476,10425,2977,1421 -,,,,,,,,6477,10008,2858,1364 -,,,,,,,,6478,9269,2647,1263 -,,,,,,,,6479,8323,2377,1135 -,,,,,,,,6480,7457,2129,1016 -,,,,,,,,6481,6870,1962,937 -,,,,,,,,6482,6531,1865,890 -,,,,,,,,6483,6348,1813,865 -,,,,,,,,6484,6304,1800,859 -,,,,,,,,6485,6460,1845,880 -,,,,,,,,6486,7072,2020,964 -,,,,,,,,6487,8317,2375,1134 -,,,,,,,,6488,9111,2602,1242 -,,,,,,,,6489,9483,2709,1292 -,,,,,,,,6490,9702,2770,1322 -,,,,,,,,6491,9868,2819,1345 -,,,,,,,,6492,9943,2840,1356 -,,,,,,,,6493,9924,2835,1353 -,,,,,,,,6494,9925,2835,1353 -,,,,,,,,6495,9825,2806,1339 -,,,,,,,,6496,9772,2790,1332 -,,,,,,,,6497,9811,2802,1338 -,,,,,,,,6498,9906,2830,1351 -,,,,,,,,6499,10059,2873,1372 -,,,,,,,,6500,10014,2860,1365 -,,,,,,,,6501,9580,2736,1306 -,,,,,,,,6502,8999,2570,1226 -,,,,,,,,6503,8249,2356,1125 -,,,,,,,,6504,7472,2134,1019 -,,,,,,,,6505,6874,1963,937 -,,,,,,,,6506,6522,1863,889 -,,,,,,,,6507,6319,1804,861 -,,,,,,,,6508,6221,1777,848 -,,,,,,,,6509,6240,1782,851 -,,,,,,,,6510,6485,1852,883 -,,,,,,,,6511,6945,1983,947 -,,,,,,,,6512,7528,2150,1026 -,,,,,,,,6513,8221,2348,1120 -,,,,,,,,6514,8709,2487,1187 -,,,,,,,,6515,8956,2558,1221 -,,,,,,,,6516,9003,2571,1227 -,,,,,,,,6517,8944,2555,1219 -,,,,,,,,6518,8800,2514,1200 -,,,,,,,,6519,8686,2480,1184 -,,,,,,,,6520,8619,2461,1175 -,,,,,,,,6521,8700,2484,1186 -,,,,,,,,6522,8897,2541,1213 -,,,,,,,,6523,9191,2625,1253 -,,,,,,,,6524,9270,2648,1264 -,,,,,,,,6525,8960,2559,1222 -,,,,,,,,6526,8493,2425,1158 -,,,,,,,,6527,7869,2247,1073 -,,,,,,,,6528,7184,2052,979 -,,,,,,,,6529,6650,1899,907 -,,,,,,,,6530,6310,1802,860 -,,,,,,,,6531,6116,1747,833 -,,,,,,,,6532,6015,1718,820 -,,,,,,,,6533,6017,1718,820 -,,,,,,,,6534,6164,1760,840 -,,,,,,,,6535,6484,1852,883 -,,,,,,,,6536,6919,1976,944 -,,,,,,,,6537,7611,2174,1038 -,,,,,,,,6538,8217,2347,1120 -,,,,,,,,6539,8598,2455,1172 -,,,,,,,,6540,8807,2515,1201 -,,,,,,,,6541,8901,2542,1213 -,,,,,,,,6542,8810,2516,1202 -,,,,,,,,6543,8748,2498,1192 -,,,,,,,,6544,8693,2483,1185 -,,,,,,,,6545,8816,2518,1202 -,,,,,,,,6546,9005,2572,1227 -,,,,,,,,6547,9370,2676,1277 -,,,,,,,,6548,9588,2738,1308 -,,,,,,,,6549,9206,2629,1255 -,,,,,,,,6550,8514,2431,1161 -,,,,,,,,6551,7732,2209,1054 -,,,,,,,,6552,7004,2000,954 -,,,,,,,,6553,6483,1852,883 -,,,,,,,,6554,6200,1771,845 -,,,,,,,,6555,6081,1737,829 -,,,,,,,,6556,6059,1730,826 -,,,,,,,,6557,6262,1788,853 -,,,,,,,,6558,6965,1989,949 -,,,,,,,,6559,8239,2353,1123 -,,,,,,,,6560,8967,2561,1222 -,,,,,,,,6561,9263,2645,1262 -,,,,,,,,6562,9483,2708,1292 -,,,,,,,,6563,9682,2765,1320 -,,,,,,,,6564,9771,2790,1332 -,,,,,,,,6565,9779,2793,1333 -,,,,,,,,6566,9784,2795,1334 -,,,,,,,,6567,9722,2776,1325 -,,,,,,,,6568,9661,2759,1317 -,,,,,,,,6569,9691,2767,1321 -,,,,,,,,6570,9852,2814,1343 -,,,,,,,,6571,10221,2919,1393 -,,,,,,,,6572,10419,2975,1420 -,,,,,,,,6573,9967,2846,1359 -,,,,,,,,6574,9184,2623,1252 -,,,,,,,,6575,8212,2345,1120 -,,,,,,,,6576,7338,2096,1000 -,,,,,,,,6577,6757,1929,921 -,,,,,,,,6578,6447,1841,878 -,,,,,,,,6579,6292,1797,858 -,,,,,,,,6580,6262,1788,853 -,,,,,,,,6581,6442,1840,878 -,,,,,,,,6582,7086,2023,966 -,,,,,,,,6583,8373,2391,1141 -,,,,,,,,6584,9087,2595,1239 -,,,,,,,,6585,9391,2682,1280 -,,,,,,,,6586,9616,2746,1311 -,,,,,,,,6587,9844,2811,1342 -,,,,,,,,6588,9981,2850,1361 -,,,,,,,,6589,9998,2855,1363 -,,,,,,,,6590,10029,2865,1368 -,,,,,,,,6591,9955,2843,1358 -,,,,,,,,6592,9902,2828,1350 -,,,,,,,,6593,9965,2846,1358 -,,,,,,,,6594,10180,2907,1388 -,,,,,,,,6595,10513,3002,1434 -,,,,,,,,6596,10524,3005,1435 -,,,,,,,,6597,10055,2871,1371 -,,,,,,,,6598,9314,2660,1270 -,,,,,,,,6599,8351,2385,1138 -,,,,,,,,6600,7497,2141,1022 -,,,,,,,,6601,6914,1974,943 -,,,,,,,,6602,6605,1887,900 -,,,,,,,,6603,6463,1846,881 -,,,,,,,,6604,6437,1838,878 -,,,,,,,,6605,6610,1888,901 -,,,,,,,,6606,7272,2077,991 -,,,,,,,,6607,8580,2450,1170 -,,,,,,,,6608,9413,2688,1283 -,,,,,,,,6609,9709,2773,1323 -,,,,,,,,6610,9944,2840,1356 -,,,,,,,,6611,10152,2900,1384 -,,,,,,,,6612,10248,2927,1397 -,,,,,,,,6613,10226,2920,1394 -,,,,,,,,6614,10244,2925,1397 -,,,,,,,,6615,10178,2907,1388 -,,,,,,,,6616,10136,2895,1382 -,,,,,,,,6617,10202,2914,1391 -,,,,,,,,6618,10409,2973,1419 -,,,,,,,,6619,10739,3067,1464 -,,,,,,,,6620,10724,3063,1462 -,,,,,,,,6621,10321,2948,1407 -,,,,,,,,6622,9539,2725,1301 -,,,,,,,,6623,8633,2465,1176 -,,,,,,,,6624,7762,2217,1058 -,,,,,,,,6625,7119,2033,970 -,,,,,,,,6626,6770,1933,923 -,,,,,,,,6627,6596,1884,899 -,,,,,,,,6628,6550,1871,893 -,,,,,,,,6629,6707,1916,914 -,,,,,,,,6630,7365,2103,1004 -,,,,,,,,6631,8690,2482,1185 -,,,,,,,,6632,9534,2723,1300 -,,,,,,,,6633,9858,2815,1344 -,,,,,,,,6634,10090,2882,1376 -,,,,,,,,6635,10284,2937,1402 -,,,,,,,,6636,10372,2962,1414 -,,,,,,,,6637,10346,2955,1410 -,,,,,,,,6638,10327,2950,1408 -,,,,,,,,6639,10220,2919,1393 -,,,,,,,,6640,10143,2897,1383 -,,,,,,,,6641,10201,2914,1391 -,,,,,,,,6642,10396,2969,1418 -,,,,,,,,6643,10709,3058,1460 -,,,,,,,,6644,10670,3047,1454 -,,,,,,,,6645,10245,2926,1397 -,,,,,,,,6646,9538,2724,1300 -,,,,,,,,6647,8614,2459,1174 -,,,,,,,,6648,7718,2204,1052 -,,,,,,,,6649,7112,2031,969 -,,,,,,,,6650,6763,1932,922 -,,,,,,,,6651,6565,1875,895 -,,,,,,,,6652,6513,1860,888 -,,,,,,,,6653,6665,1903,909 -,,,,,,,,6654,7258,2073,989 -,,,,,,,,6655,8475,2420,1156 -,,,,,,,,6656,9224,2635,1257 -,,,,,,,,6657,9576,2735,1306 -,,,,,,,,6658,9892,2825,1348 -,,,,,,,,6659,10180,2908,1388 -,,,,,,,,6660,10334,2951,1408 -,,,,,,,,6661,10361,2959,1413 -,,,,,,,,6662,10405,2971,1418 -,,,,,,,,6663,10361,2959,1413 -,,,,,,,,6664,10294,2940,1403 -,,,,,,,,6665,10214,2917,1393 -,,,,,,,,6666,10085,2880,1375 -,,,,,,,,6667,10302,2942,1404 -,,,,,,,,6668,10387,2966,1416 -,,,,,,,,6669,9970,2847,1359 -,,,,,,,,6670,9376,2678,1278 -,,,,,,,,6671,8601,2456,1172 -,,,,,,,,6672,7793,2225,1062 -,,,,,,,,6673,7165,2046,977 -,,,,,,,,6674,6760,1931,922 -,,,,,,,,6675,6530,1865,890 -,,,,,,,,6676,6427,1835,876 -,,,,,,,,6677,6430,1837,877 -,,,,,,,,6678,6633,1894,904 -,,,,,,,,6679,7079,2022,965 -,,,,,,,,6680,7591,2168,1035 -,,,,,,,,6681,8309,2373,1133 -,,,,,,,,6682,8834,2523,1204 -,,,,,,,,6683,9125,2606,1244 -,,,,,,,,6684,9270,2648,1264 -,,,,,,,,6685,9282,2651,1266 -,,,,,,,,6686,9212,2631,1256 -,,,,,,,,6687,9149,2613,1247 -,,,,,,,,6688,9114,2603,1242 -,,,,,,,,6689,9193,2625,1253 -,,,,,,,,6690,9369,2675,1277 -,,,,,,,,6691,9554,2729,1302 -,,,,,,,,6692,9457,2700,1289 -,,,,,,,,6693,9063,2588,1236 -,,,,,,,,6694,8574,2449,1169 -,,,,,,,,6695,7900,2256,1077 -,,,,,,,,6696,7209,2058,983 -,,,,,,,,6697,6656,1901,908 -,,,,,,,,6698,6311,1803,860 -,,,,,,,,6699,6115,1746,833 -,,,,,,,,6700,6027,1721,822 -,,,,,,,,6701,6028,1722,822 -,,,,,,,,6702,6158,1758,839 -,,,,,,,,6703,6450,1842,879 -,,,,,,,,6704,6856,1958,934 -,,,,,,,,6705,7512,2145,1024 -,,,,,,,,6706,7980,2279,1088 -,,,,,,,,6707,8235,2352,1122 -,,,,,,,,6708,8363,2389,1140 -,,,,,,,,6709,8453,2414,1152 -,,,,,,,,6710,8448,2413,1151 -,,,,,,,,6711,8450,2413,1152 -,,,,,,,,6712,8488,2424,1157 -,,,,,,,,6713,8644,2469,1178 -,,,,,,,,6714,8863,2531,1208 -,,,,,,,,6715,9321,2662,1271 -,,,,,,,,6716,9296,2655,1267 -,,,,,,,,6717,8942,2554,1219 -,,,,,,,,6718,8377,2392,1142 -,,,,,,,,6719,7701,2199,1050 -,,,,,,,,6720,7033,2008,959 -,,,,,,,,6721,6528,1864,890 -,,,,,,,,6722,6230,1779,849 -,,,,,,,,6723,6090,1739,830 -,,,,,,,,6724,6072,1734,827 -,,,,,,,,6725,6225,1778,848 -,,,,,,,,6726,6689,1910,912 -,,,,,,,,6727,7495,2140,1022 -,,,,,,,,6728,8192,2339,1117 -,,,,,,,,6729,8756,2501,1194 -,,,,,,,,6730,9137,2610,1246 -,,,,,,,,6731,9358,2673,1276 -,,,,,,,,6732,9429,2693,1286 -,,,,,,,,6733,9370,2676,1277 -,,,,,,,,6734,9324,2663,1271 -,,,,,,,,6735,9261,2645,1262 -,,,,,,,,6736,9202,2628,1254 -,,,,,,,,6737,9323,2663,1271 -,,,,,,,,6738,9661,2760,1318 -,,,,,,,,6739,10218,2918,1393 -,,,,,,,,6740,10256,2929,1398 -,,,,,,,,6741,9802,2799,1336 -,,,,,,,,6742,9048,2584,1233 -,,,,,,,,6743,8118,2319,1106 -,,,,,,,,6744,7289,2082,994 -,,,,,,,,6745,6718,1918,916 -,,,,,,,,6746,6412,1831,874 -,,,,,,,,6747,6271,1791,855 -,,,,,,,,6748,6251,1785,852 -,,,,,,,,6749,6441,1839,878 -,,,,,,,,6750,7129,2036,972 -,,,,,,,,6751,8475,2420,1156 -,,,,,,,,6752,9271,2648,1264 -,,,,,,,,6753,9514,2717,1297 -,,,,,,,,6754,9664,2760,1318 -,,,,,,,,6755,9782,2794,1333 -,,,,,,,,6756,9832,2808,1340 -,,,,,,,,6757,9795,2797,1335 -,,,,,,,,6758,9784,2795,1334 -,,,,,,,,6759,9695,2769,1322 -,,,,,,,,6760,9635,2751,1313 -,,,,,,,,6761,9721,2776,1325 -,,,,,,,,6762,10006,2858,1364 -,,,,,,,,6763,10501,2999,1432 -,,,,,,,,6764,10482,2994,1429 -,,,,,,,,6765,10012,2860,1365 -,,,,,,,,6766,9232,2636,1258 -,,,,,,,,6767,8251,2356,1125 -,,,,,,,,6768,7381,2108,1006 -,,,,,,,,6769,6823,1948,930 -,,,,,,,,6770,6517,1861,888 -,,,,,,,,6771,6367,1818,868 -,,,,,,,,6772,6331,1808,863 -,,,,,,,,6773,6506,1858,887 -,,,,,,,,6774,7168,2048,977 -,,,,,,,,6775,8501,2428,1159 -,,,,,,,,6776,9336,2666,1272 -,,,,,,,,6777,9573,2734,1305 -,,,,,,,,6778,9726,2778,1326 -,,,,,,,,6779,9869,2819,1345 -,,,,,,,,6780,9935,2838,1354 -,,,,,,,,6781,9920,2833,1353 -,,,,,,,,6782,9921,2834,1353 -,,,,,,,,6783,9864,2817,1345 -,,,,,,,,6784,9830,2807,1340 -,,,,,,,,6785,9937,2838,1355 -,,,,,,,,6786,10163,2902,1386 -,,,,,,,,6787,10544,3011,1438 -,,,,,,,,6788,10513,3002,1434 -,,,,,,,,6789,10044,2869,1369 -,,,,,,,,6790,9283,2651,1266 -,,,,,,,,6791,8311,2374,1133 -,,,,,,,,6792,7430,2122,1013 -,,,,,,,,6793,6848,1956,934 -,,,,,,,,6794,6538,1867,891 -,,,,,,,,6795,6368,1818,868 -,,,,,,,,6796,6352,1814,866 -,,,,,,,,6797,6540,1868,892 -,,,,,,,,6798,7214,2060,984 -,,,,,,,,6799,8543,2440,1165 -,,,,,,,,6800,9247,2641,1261 -,,,,,,,,6801,9440,2696,1287 -,,,,,,,,6802,9530,2722,1299 -,,,,,,,,6803,9579,2735,1306 -,,,,,,,,6804,9570,2733,1305 -,,,,,,,,6805,9509,2715,1297 -,,,,,,,,6806,9486,2710,1293 -,,,,,,,,6807,9369,2675,1277 -,,,,,,,,6808,9297,2655,1267 -,,,,,,,,6809,9332,2665,1272 -,,,,,,,,6810,9543,2725,1301 -,,,,,,,,6811,10152,2900,1384 -,,,,,,,,6812,10323,2948,1408 -,,,,,,,,6813,9955,2843,1358 -,,,,,,,,6814,9241,2639,1260 -,,,,,,,,6815,8372,2391,1141 -,,,,,,,,6816,7532,2151,1027 -,,,,,,,,6817,6919,1976,944 -,,,,,,,,6818,6601,1885,900 -,,,,,,,,6819,6439,1839,878 -,,,,,,,,6820,6409,1830,873 -,,,,,,,,6821,6575,1878,896 -,,,,,,,,6822,7244,2069,988 -,,,,,,,,6823,8549,2441,1166 -,,,,,,,,6824,9279,2650,1265 -,,,,,,,,6825,9495,2711,1294 -,,,,,,,,6826,9685,2766,1320 -,,,,,,,,6827,9844,2811,1342 -,,,,,,,,6828,9877,2820,1347 -,,,,,,,,6829,9785,2795,1334 -,,,,,,,,6830,9703,2771,1322 -,,,,,,,,6831,9504,2715,1296 -,,,,,,,,6832,9356,2672,1276 -,,,,,,,,6833,9370,2676,1277 -,,,,,,,,6834,9575,2735,1305 -,,,,,,,,6835,10105,2886,1378 -,,,,,,,,6836,10165,2903,1386 -,,,,,,,,6837,9821,2805,1339 -,,,,,,,,6838,9297,2655,1267 -,,,,,,,,6839,8541,2439,1165 -,,,,,,,,6840,7776,2221,1060 -,,,,,,,,6841,7191,2054,980 -,,,,,,,,6842,6879,1965,938 -,,,,,,,,6843,6724,1920,917 -,,,,,,,,6844,6666,1903,909 -,,,,,,,,6845,6748,1927,920 -,,,,,,,,6846,7044,2012,960 -,,,,,,,,6847,7571,2162,1032 -,,,,,,,,6848,8141,2325,1110 -,,,,,,,,6849,8734,2494,1191 -,,,,,,,,6850,9001,2571,1227 -,,,,,,,,6851,9039,2582,1232 -,,,,,,,,6852,8917,2546,1216 -,,,,,,,,6853,8728,2493,1190 -,,,,,,,,6854,8523,2434,1162 -,,,,,,,,6855,8361,2388,1140 -,,,,,,,,6856,8316,2375,1134 -,,,,,,,,6857,8454,2414,1152 -,,,,,,,,6858,8810,2516,1202 -,,,,,,,,6859,9471,2704,1291 -,,,,,,,,6860,9488,2710,1293 -,,,,,,,,6861,9205,2629,1255 -,,,,,,,,6862,8742,2497,1191 -,,,,,,,,6863,8115,2318,1106 -,,,,,,,,6864,7452,2128,1016 -,,,,,,,,6865,6914,1974,943 -,,,,,,,,6866,6548,1870,893 -,,,,,,,,6867,6368,1818,868 -,,,,,,,,6868,6271,1791,855 -,,,,,,,,6869,6272,1791,855 -,,,,,,,,6870,6432,1837,877 -,,,,,,,,6871,6777,1936,923 -,,,,,,,,6872,7254,2072,989 -,,,,,,,,6873,7927,2264,1080 -,,,,,,,,6874,8483,2423,1156 -,,,,,,,,6875,8799,2513,1200 -,,,,,,,,6876,8974,2563,1223 -,,,,,,,,6877,9012,2574,1229 -,,,,,,,,6878,8904,2543,1214 -,,,,,,,,6879,8763,2503,1195 -,,,,,,,,6880,8696,2484,1186 -,,,,,,,,6881,8809,2516,1201 -,,,,,,,,6882,9089,2596,1239 -,,,,,,,,6883,9668,2761,1318 -,,,,,,,,6884,9709,2773,1323 -,,,,,,,,6885,9332,2665,1272 -,,,,,,,,6886,8614,2459,1174 -,,,,,,,,6887,7822,2234,1066 -,,,,,,,,6888,7108,2030,969 -,,,,,,,,6889,6609,1888,901 -,,,,,,,,6890,6360,1816,867 -,,,,,,,,6891,6251,1785,852 -,,,,,,,,6892,6247,1784,852 -,,,,,,,,6893,6447,1841,878 -,,,,,,,,6894,7148,2042,974 -,,,,,,,,6895,8479,2421,1156 -,,,,,,,,6896,9252,2642,1262 -,,,,,,,,6897,9501,2714,1295 -,,,,,,,,6898,9791,2796,1335 -,,,,,,,,6899,9989,2853,1362 -,,,,,,,,6900,10073,2877,1373 -,,,,,,,,6901,10059,2873,1372 -,,,,,,,,6902,10071,2876,1373 -,,,,,,,,6903,9979,2850,1360 -,,,,,,,,6904,9909,2830,1351 -,,,,,,,,6905,9971,2848,1359 -,,,,,,,,6906,10271,2934,1400 -,,,,,,,,6907,10775,3077,1469 -,,,,,,,,6908,10623,3034,1449 -,,,,,,,,6909,10107,2886,1378 -,,,,,,,,6910,9318,2661,1270 -,,,,,,,,6911,8351,2385,1138 -,,,,,,,,6912,7509,2144,1024 -,,,,,,,,6913,6933,1980,945 -,,,,,,,,6914,6601,1885,900 -,,,,,,,,6915,6414,1832,874 -,,,,,,,,6916,6340,1810,864 -,,,,,,,,6917,6463,1846,881 -,,,,,,,,6918,7074,2020,964 -,,,,,,,,6919,8360,2388,1140 -,,,,,,,,6920,9155,2614,1248 -,,,,,,,,6921,9305,2658,1268 -,,,,,,,,6922,9414,2689,1283 -,,,,,,,,6923,9547,2726,1302 -,,,,,,,,6924,9579,2735,1306 -,,,,,,,,6925,9511,2716,1297 -,,,,,,,,6926,9483,2708,1292 -,,,,,,,,6927,9361,2674,1277 -,,,,,,,,6928,9284,2651,1266 -,,,,,,,,6929,9371,2676,1277 -,,,,,,,,6930,9662,2760,1318 -,,,,,,,,6931,10331,2950,1408 -,,,,,,,,6932,10346,2955,1410 -,,,,,,,,6933,9935,2837,1354 -,,,,,,,,6934,9175,2620,1251 -,,,,,,,,6935,8327,2378,1136 -,,,,,,,,6936,7525,2149,1026 -,,,,,,,,6937,6909,1973,942 -,,,,,,,,6938,6616,1889,902 -,,,,,,,,6939,6489,1853,884 -,,,,,,,,6940,6478,1850,883 -,,,,,,,,6941,6687,1910,912 -,,,,,,,,6942,7393,2112,1008 -,,,,,,,,6943,8775,2506,1196 -,,,,,,,,6944,9497,2712,1295 -,,,,,,,,6945,9625,2749,1312 -,,,,,,,,6946,9630,2750,1312 -,,,,,,,,6947,9656,2758,1317 -,,,,,,,,6948,9617,2746,1311 -,,,,,,,,6949,9548,2727,1302 -,,,,,,,,6950,9525,2720,1298 -,,,,,,,,6951,9429,2693,1286 -,,,,,,,,6952,9358,2672,1276 -,,,,,,,,6953,9396,2684,1281 -,,,,,,,,6954,9674,2763,1319 -,,,,,,,,6955,10346,2955,1410 -,,,,,,,,6956,10339,2953,1409 -,,,,,,,,6957,9933,2837,1354 -,,,,,,,,6958,9213,2631,1256 -,,,,,,,,6959,8227,2349,1121 -,,,,,,,,6960,7412,2117,1010 -,,,,,,,,6961,6859,1958,935 -,,,,,,,,6962,6568,1876,895 -,,,,,,,,6963,6443,1840,878 -,,,,,,,,6964,6412,1831,874 -,,,,,,,,6965,6613,1888,902 -,,,,,,,,6966,7306,2087,996 -,,,,,,,,6967,8690,2482,1185 -,,,,,,,,6968,9437,2695,1287 -,,,,,,,,6969,9564,2731,1304 -,,,,,,,,6970,9616,2746,1311 -,,,,,,,,6971,9682,2765,1320 -,,,,,,,,6972,9234,2637,1259 -,,,,,,,,6973,9414,2689,1283 -,,,,,,,,6974,9407,2686,1282 -,,,,,,,,6975,9652,2756,1316 -,,,,,,,,6976,9064,2589,1236 -,,,,,,,,6977,9471,2704,1291 -,,,,,,,,6978,9694,2769,1322 -,,,,,,,,6979,10310,2945,1405 -,,,,,,,,6980,10305,2943,1405 -,,,,,,,,6981,9887,2824,1348 -,,,,,,,,6982,9182,2622,1252 -,,,,,,,,6983,8257,2358,1126 -,,,,,,,,6984,7406,2115,1010 -,,,,,,,,6985,6826,1949,930 -,,,,,,,,6986,6511,1859,888 -,,,,,,,,6987,6362,1817,867 -,,,,,,,,6988,6328,1807,863 -,,,,,,,,6989,6498,1856,886 -,,,,,,,,6990,7137,2038,973 -,,,,,,,,6991,8435,2409,1150 -,,,,,,,,6992,9309,2659,1269 -,,,,,,,,6993,9616,2746,1311 -,,,,,,,,6994,9834,2809,1341 -,,,,,,,,6995,10014,2860,1365 -,,,,,,,,6996,10062,2874,1372 -,,,,,,,,6997,10008,2858,1364 -,,,,,,,,6998,9997,2855,1363 -,,,,,,,,6999,9912,2831,1352 -,,,,,,,,7000,9856,2815,1343 -,,,,,,,,7001,9933,2837,1354 -,,,,,,,,7002,10180,2907,1388 -,,,,,,,,7003,10417,2975,1420 -,,,,,,,,7004,10163,2902,1386 -,,,,,,,,7005,9758,2787,1330 -,,,,,,,,7006,9185,2623,1252 -,,,,,,,,7007,8418,2404,1147 -,,,,,,,,7008,7613,2174,1038 -,,,,,,,,7009,7009,2002,955 -,,,,,,,,7010,6662,1903,909 -,,,,,,,,7011,6459,1844,880 -,,,,,,,,7012,6370,1819,868 -,,,,,,,,7013,6396,1827,872 -,,,,,,,,7014,6609,1888,901 -,,,,,,,,7015,7102,2028,968 -,,,,,,,,7016,7683,2194,1047 -,,,,,,,,7017,8347,2384,1138 -,,,,,,,,7018,8861,2530,1208 -,,,,,,,,7019,9116,2604,1243 -,,,,,,,,7020,9184,2623,1252 -,,,,,,,,7021,9113,2602,1242 -,,,,,,,,7022,8963,2559,1222 -,,,,,,,,7023,8783,2509,1197 -,,,,,,,,7024,8671,2476,1182 -,,,,,,,,7025,8696,2484,1186 -,,,,,,,,7026,8882,2537,1211 -,,,,,,,,7027,9420,2690,1284 -,,,,,,,,7028,9299,2655,1267 -,,,,,,,,7029,8961,2559,1222 -,,,,,,,,7030,8474,2420,1156 -,,,,,,,,7031,7835,2238,1068 -,,,,,,,,7032,7168,2047,977 -,,,,,,,,7033,6619,1890,903 -,,,,,,,,7034,6264,1788,853 -,,,,,,,,7035,6074,1735,827 -,,,,,,,,7036,5972,1706,814 -,,,,,,,,7037,5979,1708,815 -,,,,,,,,7038,6124,1749,835 -,,,,,,,,7039,6467,1847,882 -,,,,,,,,7040,6865,1960,936 -,,,,,,,,7041,7490,2139,1021 -,,,,,,,,7042,7979,2279,1088 -,,,,,,,,7043,8216,2346,1120 -,,,,,,,,7044,8342,2382,1137 -,,,,,,,,7045,8387,2395,1143 -,,,,,,,,7046,8333,2379,1136 -,,,,,,,,7047,8291,2368,1130 -,,,,,,,,7048,8314,2374,1133 -,,,,,,,,7049,8518,2433,1161 -,,,,,,,,7050,8915,2546,1216 -,,,,,,,,7051,9605,2743,1309 -,,,,,,,,7052,9438,2695,1287 -,,,,,,,,7053,9109,2601,1242 -,,,,,,,,7054,8429,2407,1149 -,,,,,,,,7055,7631,2179,1040 -,,,,,,,,7056,6913,1974,943 -,,,,,,,,7057,6413,1831,874 -,,,,,,,,7058,6160,1759,839 -,,,,,,,,7059,6057,1730,826 -,,,,,,,,7060,6063,1732,827 -,,,,,,,,7061,6264,1789,853 -,,,,,,,,7062,6969,1990,950 -,,,,,,,,7063,8336,2380,1136 -,,,,,,,,7064,9080,2594,1238 -,,,,,,,,7065,9266,2646,1263 -,,,,,,,,7066,9442,2696,1288 -,,,,,,,,7067,9596,2740,1308 -,,,,,,,,7068,9652,2756,1316 -,,,,,,,,7069,9608,2744,1310 -,,,,,,,,7070,9596,2740,1308 -,,,,,,,,7071,9499,2713,1295 -,,,,,,,,7072,9425,2692,1285 -,,,,,,,,7073,9486,2710,1293 -,,,,,,,,7074,9786,2795,1334 -,,,,,,,,7075,10450,2985,1424 -,,,,,,,,7076,10337,2952,1409 -,,,,,,,,7077,9823,2805,1339 -,,,,,,,,7078,9061,2588,1235 -,,,,,,,,7079,8155,2329,1111 -,,,,,,,,7080,7324,2092,999 -,,,,,,,,7081,6715,1918,915 -,,,,,,,,7082,6397,1827,872 -,,,,,,,,7083,6239,1782,850 -,,,,,,,,7084,6222,1777,848 -,,,,,,,,7085,6384,1823,870 -,,,,,,,,7086,7096,2027,967 -,,,,,,,,7087,8464,2417,1154 -,,,,,,,,7088,9188,2625,1252 -,,,,,,,,7089,9333,2665,1272 -,,,,,,,,7090,9428,2693,1285 -,,,,,,,,7091,9535,2723,1300 -,,,,,,,,7092,9581,2736,1306 -,,,,,,,,7093,9551,2728,1302 -,,,,,,,,7094,9564,2731,1304 -,,,,,,,,7095,9473,2705,1292 -,,,,,,,,7096,9411,2688,1283 -,,,,,,,,7097,9500,2714,1295 -,,,,,,,,7098,9880,2822,1347 -,,,,,,,,7099,10506,3000,1432 -,,,,,,,,7100,10330,2950,1408 -,,,,,,,,7101,9846,2812,1343 -,,,,,,,,7102,9109,2601,1242 -,,,,,,,,7103,8148,2327,1110 -,,,,,,,,7104,7310,2088,996 -,,,,,,,,7105,6766,1933,923 -,,,,,,,,7106,6471,1848,882 -,,,,,,,,7107,6318,1804,861 -,,,,,,,,7108,6281,1793,856 -,,,,,,,,7109,6460,1845,880 -,,,,,,,,7110,7134,2038,973 -,,,,,,,,7111,8524,2434,1162 -,,,,,,,,7112,9310,2659,1269 -,,,,,,,,7113,9468,2704,1291 -,,,,,,,,7114,9576,2735,1306 -,,,,,,,,7115,9653,2757,1316 -,,,,,,,,7116,9661,2759,1317 -,,,,,,,,7117,9627,2749,1312 -,,,,,,,,7118,9607,2744,1310 -,,,,,,,,7119,9503,2714,1296 -,,,,,,,,7120,9431,2694,1286 -,,,,,,,,7121,9538,2724,1300 -,,,,,,,,7122,9943,2840,1356 -,,,,,,,,7123,10492,2996,1430 -,,,,,,,,7124,10331,2950,1408 -,,,,,,,,7125,9879,2821,1347 -,,,,,,,,7126,9173,2620,1251 -,,,,,,,,7127,8195,2340,1117 -,,,,,,,,7128,7368,2104,1004 -,,,,,,,,7129,6806,1943,928 -,,,,,,,,7130,6511,1859,888 -,,,,,,,,7131,6370,1819,868 -,,,,,,,,7132,6352,1814,866 -,,,,,,,,7133,6528,1864,890 -,,,,,,,,7134,7225,2063,985 -,,,,,,,,7135,8600,2456,1172 -,,,,,,,,7136,9328,2665,1272 -,,,,,,,,7137,9431,2694,1286 -,,,,,,,,7138,9530,2721,1299 -,,,,,,,,7139,9618,2746,1311 -,,,,,,,,7140,9627,2749,1312 -,,,,,,,,7141,9564,2731,1304 -,,,,,,,,7142,9540,2725,1301 -,,,,,,,,7143,9430,2693,1286 -,,,,,,,,7144,9350,2670,1275 -,,,,,,,,7145,9411,2688,1283 -,,,,,,,,7146,9752,2785,1329 -,,,,,,,,7147,10385,2965,1416 -,,,,,,,,7148,10276,2935,1401 -,,,,,,,,7149,9867,2818,1345 -,,,,,,,,7150,9179,2621,1252 -,,,,,,,,7151,8248,2355,1125 -,,,,,,,,7152,7401,2114,1009 -,,,,,,,,7153,6835,1952,932 -,,,,,,,,7154,6513,1860,888 -,,,,,,,,7155,6361,1817,867 -,,,,,,,,7156,6338,1810,864 -,,,,,,,,7157,6503,1857,886 -,,,,,,,,7158,7168,2047,977 -,,,,,,,,7159,8481,2422,1156 -,,,,,,,,7160,9241,2639,1260 -,,,,,,,,7161,9414,2689,1283 -,,,,,,,,7162,9566,2732,1304 -,,,,,,,,7163,9676,2763,1319 -,,,,,,,,7164,9685,2765,1320 -,,,,,,,,7165,9607,2744,1310 -,,,,,,,,7166,9553,2728,1302 -,,,,,,,,7167,9443,2697,1288 -,,,,,,,,7168,9344,2669,1274 -,,,,,,,,7169,9334,2665,1272 -,,,,,,,,7170,9565,2732,1304 -,,,,,,,,7171,10029,2865,1368 -,,,,,,,,7172,9811,2802,1338 -,,,,,,,,7173,9424,2691,1285 -,,,,,,,,7174,8864,2532,1208 -,,,,,,,,7175,8111,2316,1106 -,,,,,,,,7176,7336,2095,1000 -,,,,,,,,7177,6759,1930,921 -,,,,,,,,7178,6417,1833,875 -,,,,,,,,7179,6229,1779,849 -,,,,,,,,7180,6139,1753,837 -,,,,,,,,7181,6177,1764,842 -,,,,,,,,7182,6432,1837,877 -,,,,,,,,7183,6962,1989,949 -,,,,,,,,7184,7531,2150,1026 -,,,,,,,,7185,8163,2331,1113 -,,,,,,,,7186,8594,2454,1171 -,,,,,,,,7187,8787,2509,1198 -,,,,,,,,7188,8790,2510,1198 -,,,,,,,,7189,8729,2493,1190 -,,,,,,,,7190,8608,2459,1173 -,,,,,,,,7191,8475,2420,1156 -,,,,,,,,7192,8413,2403,1147 -,,,,,,,,7193,8502,2428,1159 -,,,,,,,,7194,8917,2547,1216 -,,,,,,,,7195,9479,2707,1292 -,,,,,,,,7196,9271,2648,1264 -,,,,,,,,7197,8926,2549,1216 -,,,,,,,,7198,8445,2412,1151 -,,,,,,,,7199,7838,2239,1069 -,,,,,,,,7200,7185,2052,979 -,,,,,,,,7201,6664,1903,909 -,,,,,,,,7202,6321,1805,862 -,,,,,,,,7203,6114,1746,833 -,,,,,,,,7204,6015,1718,820 -,,,,,,,,7205,6013,1718,819 -,,,,,,,,7206,6167,1761,841 -,,,,,,,,7207,6531,1865,890 -,,,,,,,,7208,7035,2009,959 -,,,,,,,,7209,7696,2199,1050 -,,,,,,,,7210,8286,2366,1130 -,,,,,,,,7211,8626,2464,1176 -,,,,,,,,7212,8831,2522,1204 -,,,,,,,,7213,8955,2558,1221 -,,,,,,,,7214,8937,2553,1218 -,,,,,,,,7215,8906,2544,1214 -,,,,,,,,7216,8922,2548,1216 -,,,,,,,,7217,9164,2617,1249 -,,,,,,,,7218,9690,2767,1321 -,,,,,,,,7219,10129,2893,1381 -,,,,,,,,7220,9903,2828,1350 -,,,,,,,,7221,9435,2694,1287 -,,,,,,,,7222,8793,2511,1199 -,,,,,,,,7223,8056,2301,1098 -,,,,,,,,7224,7343,2097,1001 -,,,,,,,,7225,6750,1928,920 -,,,,,,,,7226,6410,1831,873 -,,,,,,,,7227,6232,1780,849 -,,,,,,,,7228,6190,1768,843 -,,,,,,,,7229,6339,1810,864 -,,,,,,,,7230,6905,1972,941 -,,,,,,,,7231,7872,2249,1073 -,,,,,,,,7232,8655,2472,1180 -,,,,,,,,7233,9215,2632,1257 -,,,,,,,,7234,9691,2767,1321 -,,,,,,,,7235,9958,2844,1358 -,,,,,,,,7236,10027,2864,1367 -,,,,,,,,7237,9900,2828,1350 -,,,,,,,,7238,9694,2768,1322 -,,,,,,,,7239,9270,2647,1264 -,,,,,,,,7240,8829,2521,1204 -,,,,,,,,7241,8607,2458,1173 -,,,,,,,,7242,8629,2464,1176 -,,,,,,,,7243,8384,2394,1143 -,,,,,,,,7244,7789,2224,1062 -,,,,,,,,7245,7274,2078,992 -,,,,,,,,7246,6786,1938,925 -,,,,,,,,7247,6243,1783,851 -,,,,,,,,7248,5745,1641,783 -,,,,,,,,7249,5396,1541,736 -,,,,,,,,7250,5207,1487,710 -,,,,,,,,7251,5105,1457,696 -,,,,,,,,7252,5098,1456,695 -,,,,,,,,7253,5246,1498,715 -,,,,,,,,7254,5692,1626,776 -,,,,,,,,7255,6529,1864,890 -,,,,,,,,7256,7244,2068,988 -,,,,,,,,7257,7692,2197,1049 -,,,,,,,,7258,8046,2298,1097 -,,,,,,,,7259,8334,2379,1136 -,,,,,,,,7260,8479,2421,1156 -,,,,,,,,7261,8558,2444,1166 -,,,,,,,,7262,8583,2451,1170 -,,,,,,,,7263,8515,2432,1161 -,,,,,,,,7264,8522,2434,1161 -,,,,,,,,7265,8707,2486,1187 -,,,,,,,,7266,9186,2624,1252 -,,,,,,,,7267,9486,2709,1293 -,,,,,,,,7268,9235,2637,1259 -,,,,,,,,7269,8834,2523,1205 -,,,,,,,,7270,8155,2329,1111 -,,,,,,,,7271,7406,2115,1010 -,,,,,,,,7272,6727,1921,917 -,,,,,,,,7273,6274,1792,855 -,,,,,,,,7274,6017,1718,820 -,,,,,,,,7275,5876,1678,801 -,,,,,,,,7276,5849,1670,797 -,,,,,,,,7277,6002,1714,818 -,,,,,,,,7278,6592,1883,899 -,,,,,,,,7279,7764,2218,1059 -,,,,,,,,7280,8532,2436,1163 -,,,,,,,,7281,8721,2490,1189 -,,,,,,,,7282,8900,2542,1213 -,,,,,,,,7283,9050,2584,1234 -,,,,,,,,7284,9105,2600,1242 -,,,,,,,,7285,9076,2592,1237 -,,,,,,,,7286,9058,2587,1235 -,,,,,,,,7287,8983,2565,1225 -,,,,,,,,7288,8949,2555,1220 -,,,,,,,,7289,9055,2586,1235 -,,,,,,,,7290,9309,2659,1269 -,,,,,,,,7291,9488,2710,1293 -,,,,,,,,7292,9292,2654,1267 -,,,,,,,,7293,9063,2589,1236 -,,,,,,,,7294,8543,2439,1165 -,,,,,,,,7295,7755,2214,1057 -,,,,,,,,7296,7018,2004,957 -,,,,,,,,7297,6536,1867,891 -,,,,,,,,7298,6281,1793,856 -,,,,,,,,7299,6141,1753,837 -,,,,,,,,7300,6110,1745,833 -,,,,,,,,7301,6288,1795,857 -,,,,,,,,7302,6921,1977,944 -,,,,,,,,7303,8159,2330,1112 -,,,,,,,,7304,8917,2547,1216 -,,,,,,,,7305,9048,2584,1233 -,,,,,,,,7306,9160,2616,1249 -,,,,,,,,7307,9242,2639,1260 -,,,,,,,,7308,9238,2638,1259 -,,,,,,,,7309,9182,2622,1252 -,,,,,,,,7310,9152,2614,1247 -,,,,,,,,7311,9066,2589,1236 -,,,,,,,,7312,9037,2581,1232 -,,,,,,,,7313,9198,2627,1254 -,,,,,,,,7314,9718,2775,1325 -,,,,,,,,7315,10165,2903,1386 -,,,,,,,,7316,9996,2855,1363 -,,,,,,,,7317,9595,2740,1308 -,,,,,,,,7318,8941,2553,1219 -,,,,,,,,7319,8071,2304,1100 -,,,,,,,,7320,7293,2083,994 -,,,,,,,,7321,6751,1928,920 -,,,,,,,,7322,6452,1843,879 -,,,,,,,,7323,6288,1796,857 -,,,,,,,,7324,6255,1786,853 -,,,,,,,,7325,6423,1834,875 -,,,,,,,,7326,7062,2017,963 -,,,,,,,,7327,8312,2374,1133 -,,,,,,,,7328,9124,2605,1244 -,,,,,,,,7329,9279,2649,1265 -,,,,,,,,7330,9383,2680,1279 -,,,,,,,,7331,9459,2701,1289 -,,,,,,,,7332,9385,2680,1279 -,,,,,,,,7333,9305,2657,1268 -,,,,,,,,7334,9291,2654,1267 -,,,,,,,,7335,9200,2627,1254 -,,,,,,,,7336,9147,2612,1247 -,,,,,,,,7337,9297,2655,1267 -,,,,,,,,7338,9724,2777,1326 -,,,,,,,,7339,10063,2874,1372 -,,,,,,,,7340,9823,2805,1339 -,,,,,,,,7341,9456,2700,1289 -,,,,,,,,7342,8934,2551,1218 -,,,,,,,,7343,8225,2349,1121 -,,,,,,,,7344,7491,2139,1021 -,,,,,,,,7345,6933,1980,945 -,,,,,,,,7346,6589,1882,899 -,,,,,,,,7347,6424,1834,876 -,,,,,,,,7348,6346,1813,865 -,,,,,,,,7349,6398,1827,872 -,,,,,,,,7350,6647,1898,906 -,,,,,,,,7351,7168,2047,977 -,,,,,,,,7352,7730,2208,1054 -,,,,,,,,7353,8280,2364,1129 -,,,,,,,,7354,8666,2474,1181 -,,,,,,,,7355,8792,2511,1199 -,,,,,,,,7356,8748,2498,1192 -,,,,,,,,7357,8634,2466,1177 -,,,,,,,,7358,8481,2422,1156 -,,,,,,,,7359,8362,2388,1140 -,,,,,,,,7360,8316,2374,1134 -,,,,,,,,7361,8517,2432,1161 -,,,,,,,,7362,9069,2590,1236 -,,,,,,,,7363,9568,2732,1304 -,,,,,,,,7364,9365,2675,1277 -,,,,,,,,7365,9078,2593,1237 -,,,,,,,,7366,8656,2472,1180 -,,,,,,,,7367,8089,2310,1103 -,,,,,,,,7368,7494,2140,1021 -,,,,,,,,7369,6949,1984,947 -,,,,,,,,7370,6507,1858,887 -,,,,,,,,7371,6314,1803,861 -,,,,,,,,7372,6304,1800,859 -,,,,,,,,7373,6414,1832,874 -,,,,,,,,7374,6687,1910,912 -,,,,,,,,7375,7075,2020,964 -,,,,,,,,7376,7640,2182,1041 -,,,,,,,,7377,8202,2342,1118 -,,,,,,,,7378,8477,2420,1156 -,,,,,,,,7379,8510,2430,1160 -,,,,,,,,7380,8481,2422,1156 -,,,,,,,,7381,8428,2407,1149 -,,,,,,,,7382,8366,2389,1140 -,,,,,,,,7383,8342,2383,1137 -,,,,,,,,7384,8492,2425,1157 -,,,,,,,,7385,9285,2651,1266 -,,,,,,,,7386,9997,2855,1363 -,,,,,,,,7387,10020,2861,1366 -,,,,,,,,7388,9713,2774,1324 -,,,,,,,,7389,9387,2680,1280 -,,,,,,,,7390,8555,2443,1166 -,,,,,,,,7391,7755,2215,1057 -,,,,,,,,7392,7082,2023,965 -,,,,,,,,7393,6782,1937,924 -,,,,,,,,7394,6581,1879,897 -,,,,,,,,7395,6505,1858,887 -,,,,,,,,7396,6550,1870,893 -,,,,,,,,7397,6827,1950,931 -,,,,,,,,7398,7644,2183,1042 -,,,,,,,,7399,8992,2568,1226 -,,,,,,,,7400,9716,2775,1324 -,,,,,,,,7401,9891,2825,1348 -,,,,,,,,7402,9973,2849,1360 -,,,,,,,,7403,9995,2855,1363 -,,,,,,,,7404,9959,2845,1358 -,,,,,,,,7405,9875,2820,1346 -,,,,,,,,7406,9805,2800,1337 -,,,,,,,,7407,9639,2753,1314 -,,,,,,,,7408,9717,2775,1325 -,,,,,,,,7409,10430,2979,1422 -,,,,,,,,7410,11293,3225,1540 -,,,,,,,,7411,11238,3210,1532 -,,,,,,,,7412,10930,3121,1490 -,,,,,,,,7413,10459,2987,1426 -,,,,,,,,7414,9726,2778,1326 -,,,,,,,,7415,8839,2525,1205 -,,,,,,,,7416,8038,2295,1095 -,,,,,,,,7417,7549,2156,1029 -,,,,,,,,7418,7310,2088,996 -,,,,,,,,7419,7228,2064,985 -,,,,,,,,7420,7262,2073,989 -,,,,,,,,7421,7519,2148,1025 -,,,,,,,,7422,8322,2376,1135 -,,,,,,,,7423,9464,2703,1290 -,,,,,,,,7424,10030,2865,1368 -,,,,,,,,7425,10132,2894,1382 -,,,,,,,,7426,10119,2890,1379 -,,,,,,,,7427,10087,2880,1375 -,,,,,,,,7428,10024,2863,1367 -,,,,,,,,7429,9907,2830,1351 -,,,,,,,,7430,9827,2806,1340 -,,,,,,,,7431,9742,2782,1328 -,,,,,,,,7432,9772,2790,1332 -,,,,,,,,7433,10374,2962,1414 -,,,,,,,,7434,11315,3231,1543 -,,,,,,,,7435,11326,3235,1545 -,,,,,,,,7436,11104,3171,1514 -,,,,,,,,7437,10657,3044,1453 -,,,,,,,,7438,9960,2845,1358 -,,,,,,,,7439,9088,2595,1239 -,,,,,,,,7440,8337,2381,1136 -,,,,,,,,7441,7946,2269,1083 -,,,,,,,,7442,7624,2177,1040 -,,,,,,,,7443,7412,2117,1010 -,,,,,,,,7444,7356,2101,1003 -,,,,,,,,7445,7642,2183,1042 -,,,,,,,,7446,8347,2384,1138 -,,,,,,,,7447,9626,2749,1312 -,,,,,,,,7448,10229,2921,1394 -,,,,,,,,7449,10463,2988,1427 -,,,,,,,,7450,10599,3027,1445 -,,,,,,,,7451,10700,3056,1459 -,,,,,,,,7452,10783,3080,1470 -,,,,,,,,7453,10782,3079,1470 -,,,,,,,,7454,10826,3091,1476 -,,,,,,,,7455,10864,3102,1481 -,,,,,,,,7456,11085,3166,1511 -,,,,,,,,7457,11609,3316,1583 -,,,,,,,,7458,12138,3466,1655 -,,,,,,,,7459,12100,3456,1650 -,,,,,,,,7460,11631,3321,1585 -,,,,,,,,7461,11198,3198,1527 -,,,,,,,,7462,10309,2944,1405 -,,,,,,,,7463,9301,2656,1268 -,,,,,,,,7464,8475,2420,1156 -,,,,,,,,7465,7891,2254,1075 -,,,,,,,,7466,7615,2175,1038 -,,,,,,,,7467,7474,2134,1019 -,,,,,,,,7468,7476,2134,1019 -,,,,,,,,7469,7696,2198,1050 -,,,,,,,,7470,8417,2404,1147 -,,,,,,,,7471,9576,2735,1306 -,,,,,,,,7472,10279,2935,1402 -,,,,,,,,7473,10586,3023,1444 -,,,,,,,,7474,10680,3050,1456 -,,,,,,,,7475,10774,3076,1469 -,,,,,,,,7476,10792,3082,1471 -,,,,,,,,7477,10698,3056,1459 -,,,,,,,,7478,10668,3046,1454 -,,,,,,,,7479,10575,3020,1442 -,,,,,,,,7480,10644,3040,1451 -,,,,,,,,7481,11210,3201,1529 -,,,,,,,,7482,11693,3340,1595 -,,,,,,,,7483,11538,3295,1573 -,,,,,,,,7484,11233,3208,1531 -,,,,,,,,7485,10756,3072,1466 -,,,,,,,,7486,9959,2844,1358 -,,,,,,,,7487,9011,2574,1228 -,,,,,,,,7488,8151,2328,1111 -,,,,,,,,7489,7636,2181,1041 -,,,,,,,,7490,7348,2099,1002 -,,,,,,,,7491,7194,2054,980 -,,,,,,,,7492,7183,2052,979 -,,,,,,,,7493,7412,2117,1010 -,,,,,,,,7494,8141,2325,1110 -,,,,,,,,7495,9330,2665,1272 -,,,,,,,,7496,9913,2831,1352 -,,,,,,,,7497,10016,2860,1366 -,,,,,,,,7498,10005,2857,1364 -,,,,,,,,7499,9988,2852,1362 -,,,,,,,,7500,9898,2827,1349 -,,,,,,,,7501,9723,2777,1326 -,,,,,,,,7502,9632,2750,1313 -,,,,,,,,7503,9524,2720,1298 -,,,,,,,,7504,9521,2719,1298 -,,,,,,,,7505,10054,2871,1371 -,,,,,,,,7506,10754,3071,1466 -,,,,,,,,7507,10612,3030,1447 -,,,,,,,,7508,10274,2935,1401 -,,,,,,,,7509,9885,2823,1348 -,,,,,,,,7510,9325,2663,1272 -,,,,,,,,7511,8600,2456,1172 -,,,,,,,,7512,7873,2249,1073 -,,,,,,,,7513,7311,2088,997 -,,,,,,,,7514,7015,2003,956 -,,,,,,,,7515,6844,1954,933 -,,,,,,,,7516,6783,1938,924 -,,,,,,,,7517,6872,1963,937 -,,,,,,,,7518,7168,2047,977 -,,,,,,,,7519,7632,2179,1040 -,,,,,,,,7520,8181,2336,1116 -,,,,,,,,7521,8726,2492,1190 -,,,,,,,,7522,8978,2564,1224 -,,,,,,,,7523,8996,2569,1226 -,,,,,,,,7524,8889,2539,1212 -,,,,,,,,7525,8728,2492,1190 -,,,,,,,,7526,8559,2444,1166 -,,,,,,,,7527,8459,2416,1153 -,,,,,,,,7528,8528,2435,1162 -,,,,,,,,7529,9199,2627,1254 -,,,,,,,,7530,9937,2838,1355 -,,,,,,,,7531,9805,2800,1337 -,,,,,,,,7532,9518,2718,1298 -,,,,,,,,7533,9193,2625,1253 -,,,,,,,,7534,8738,2495,1191 -,,,,,,,,7535,8149,2327,1110 -,,,,,,,,7536,7520,2148,1025 -,,,,,,,,7537,7043,2011,960 -,,,,,,,,7538,6729,1922,917 -,,,,,,,,7539,6554,1872,893 -,,,,,,,,7540,6477,1849,883 -,,,,,,,,7541,6517,1861,888 -,,,,,,,,7542,6693,1912,913 -,,,,,,,,7543,7009,2002,955 -,,,,,,,,7544,7476,2134,1019 -,,,,,,,,7545,8079,2307,1101 -,,,,,,,,7546,8429,2407,1149 -,,,,,,,,7547,8559,2444,1166 -,,,,,,,,7548,8593,2454,1171 -,,,,,,,,7549,8576,2449,1169 -,,,,,,,,7550,8462,2417,1154 -,,,,,,,,7551,8364,2389,1140 -,,,,,,,,7552,8398,2399,1145 -,,,,,,,,7553,9091,2596,1239 -,,,,,,,,7554,9896,2826,1349 -,,,,,,,,7555,9771,2790,1332 -,,,,,,,,7556,9445,2697,1288 -,,,,,,,,7557,9037,2581,1232 -,,,,,,,,7558,8453,2414,1152 -,,,,,,,,7559,7767,2219,1059 -,,,,,,,,7560,7130,2036,972 -,,,,,,,,7561,6683,1908,911 -,,,,,,,,7562,6430,1836,877 -,,,,,,,,7563,6310,1802,860 -,,,,,,,,7564,6315,1803,861 -,,,,,,,,7565,6511,1859,888 -,,,,,,,,7566,7110,2030,969 -,,,,,,,,7567,8009,2288,1092 -,,,,,,,,7568,8719,2490,1189 -,,,,,,,,7569,9184,2623,1252 -,,,,,,,,7570,9447,2698,1288 -,,,,,,,,7571,9603,2742,1309 -,,,,,,,,7572,9638,2753,1314 -,,,,,,,,7573,9594,2740,1308 -,,,,,,,,7574,9550,2727,1302 -,,,,,,,,7575,9478,2707,1292 -,,,,,,,,7576,9487,2710,1293 -,,,,,,,,7577,10163,2903,1386 -,,,,,,,,7578,10878,3106,1483 -,,,,,,,,7579,10702,3056,1459 -,,,,,,,,7580,10322,2948,1407 -,,,,,,,,7581,9805,2800,1337 -,,,,,,,,7582,9036,2580,1232 -,,,,,,,,7583,8126,2321,1108 -,,,,,,,,7584,7360,2102,1004 -,,,,,,,,7585,6825,1949,930 -,,,,,,,,7586,6525,1863,889 -,,,,,,,,7587,6366,1818,868 -,,,,,,,,7588,6353,1814,866 -,,,,,,,,7589,6544,1868,892 -,,,,,,,,7590,7251,2071,989 -,,,,,,,,7591,8516,2432,1161 -,,,,,,,,7592,9268,2647,1263 -,,,,,,,,7593,9477,2706,1292 -,,,,,,,,7594,9630,2750,1312 -,,,,,,,,7595,9780,2793,1333 -,,,,,,,,7596,9832,2808,1340 -,,,,,,,,7597,9815,2803,1338 -,,,,,,,,7598,9821,2805,1339 -,,,,,,,,7599,9773,2791,1332 -,,,,,,,,7600,9871,2819,1346 -,,,,,,,,7601,10449,2985,1424 -,,,,,,,,7602,11079,3165,1510 -,,,,,,,,7603,10981,3136,1497 -,,,,,,,,7604,10679,3050,1456 -,,,,,,,,7605,10229,2921,1394 -,,,,,,,,7606,9529,2721,1299 -,,,,,,,,7607,8609,2459,1174 -,,,,,,,,7608,7809,2230,1065 -,,,,,,,,7609,7299,2084,995 -,,,,,,,,7610,7024,2006,958 -,,,,,,,,7611,6910,1973,942 -,,,,,,,,7612,6923,1977,944 -,,,,,,,,7613,7172,2048,978 -,,,,,,,,7614,7956,2272,1085 -,,,,,,,,7615,9281,2650,1265 -,,,,,,,,7616,9915,2832,1352 -,,,,,,,,7617,9989,2853,1362 -,,,,,,,,7618,9955,2843,1358 -,,,,,,,,7619,9932,2836,1354 -,,,,,,,,7620,9850,2813,1343 -,,,,,,,,7621,9737,2780,1328 -,,,,,,,,7622,9660,2759,1317 -,,,,,,,,7623,9608,2744,1310 -,,,,,,,,7624,9711,2774,1324 -,,,,,,,,7625,10407,2972,1418 -,,,,,,,,7626,11254,3214,1535 -,,,,,,,,7627,11216,3203,1530 -,,,,,,,,7628,10959,3130,1494 -,,,,,,,,7629,10560,3016,1439 -,,,,,,,,7630,9865,2817,1345 -,,,,,,,,7631,8966,2560,1222 -,,,,,,,,7632,8145,2326,1110 -,,,,,,,,7633,7604,2172,1036 -,,,,,,,,7634,7334,2094,999 -,,,,,,,,7635,7209,2058,983 -,,,,,,,,7636,7240,2068,987 -,,,,,,,,7637,7477,2135,1020 -,,,,,,,,7638,8217,2347,1120 -,,,,,,,,7639,9528,2721,1299 -,,,,,,,,7640,10187,2910,1388 -,,,,,,,,7641,10291,2939,1403 -,,,,,,,,7642,10298,2941,1404 -,,,,,,,,7643,10272,2934,1400 -,,,,,,,,7644,10173,2905,1387 -,,,,,,,,7645,10035,2866,1368 -,,,,,,,,7646,9986,2852,1362 -,,,,,,,,7647,9905,2829,1350 -,,,,,,,,7648,10024,2863,1367 -,,,,,,,,7649,10758,3072,1467 -,,,,,,,,7650,11410,3259,1555 -,,,,,,,,7651,11345,3240,1547 -,,,,,,,,7652,11079,3164,1510 -,,,,,,,,7653,10654,3042,1453 -,,,,,,,,7654,9940,2839,1355 -,,,,,,,,7655,9032,2580,1232 -,,,,,,,,7656,8197,2341,1117 -,,,,,,,,7657,7669,2190,1045 -,,,,,,,,7658,7389,2110,1007 -,,,,,,,,7659,7243,2068,987 -,,,,,,,,7660,7254,2072,989 -,,,,,,,,7661,7472,2134,1019 -,,,,,,,,7662,8199,2341,1118 -,,,,,,,,7663,9450,2699,1288 -,,,,,,,,7664,10097,2884,1377 -,,,,,,,,7665,10220,2919,1393 -,,,,,,,,7666,10189,2910,1389 -,,,,,,,,7667,10148,2898,1383 -,,,,,,,,7668,10022,2862,1367 -,,,,,,,,7669,9891,2825,1348 -,,,,,,,,7670,9840,2810,1342 -,,,,,,,,7671,9760,2787,1331 -,,,,,,,,7672,9800,2799,1336 -,,,,,,,,7673,10442,2982,1424 -,,,,,,,,7674,11013,3146,1501 -,,,,,,,,7675,10864,3102,1481 -,,,,,,,,7676,10550,3013,1439 -,,,,,,,,7677,10198,2912,1390 -,,,,,,,,7678,9661,2760,1318 -,,,,,,,,7679,8967,2561,1222 -,,,,,,,,7680,8226,2349,1121 -,,,,,,,,7681,7654,2186,1044 -,,,,,,,,7682,7337,2095,1000 -,,,,,,,,7683,7190,2054,980 -,,,,,,,,7684,7152,2043,975 -,,,,,,,,7685,7232,2065,986 -,,,,,,,,7686,7545,2154,1029 -,,,,,,,,7687,8047,2299,1097 -,,,,,,,,7688,8588,2453,1171 -,,,,,,,,7689,9077,2592,1237 -,,,,,,,,7690,9312,2659,1269 -,,,,,,,,7691,9299,2656,1267 -,,,,,,,,7692,9181,2622,1252 -,,,,,,,,7693,9000,2570,1227 -,,,,,,,,7694,8811,2516,1202 -,,,,,,,,7695,8691,2482,1185 -,,,,,,,,7696,8794,2512,1199 -,,,,,,,,7697,9530,2721,1299 -,,,,,,,,7698,10269,2933,1400 -,,,,,,,,7699,10163,2902,1386 -,,,,,,,,7700,9887,2824,1348 -,,,,,,,,7701,9591,2739,1308 -,,,,,,,,7702,9155,2614,1248 -,,,,,,,,7703,8609,2459,1173 -,,,,,,,,7704,7998,2284,1090 -,,,,,,,,7705,7508,2144,1024 -,,,,,,,,7706,7225,2063,985 -,,,,,,,,7707,7088,2024,966 -,,,,,,,,7708,7040,2010,959 -,,,,,,,,7709,7101,2028,968 -,,,,,,,,7710,7334,2094,999 -,,,,,,,,7711,7705,2200,1050 -,,,,,,,,7712,8157,2329,1112 -,,,,,,,,7713,8671,2476,1182 -,,,,,,,,7714,8939,2553,1219 -,,,,,,,,7715,9005,2572,1227 -,,,,,,,,7716,8996,2569,1226 -,,,,,,,,7717,8922,2548,1216 -,,,,,,,,7718,8825,2520,1203 -,,,,,,,,7719,8781,2508,1197 -,,,,,,,,7720,8986,2566,1225 -,,,,,,,,7721,9858,2815,1344 -,,,,,,,,7722,10631,3036,1449 -,,,,,,,,7723,10584,3022,1443 -,,,,,,,,7724,10304,2943,1405 -,,,,,,,,7725,9937,2838,1355 -,,,,,,,,7726,9289,2653,1267 -,,,,,,,,7727,8529,2436,1163 -,,,,,,,,7728,7851,2242,1070 -,,,,,,,,7729,7406,2115,1010 -,,,,,,,,7730,7185,2052,979 -,,,,,,,,7731,7112,2031,969 -,,,,,,,,7732,7156,2044,975 -,,,,,,,,7733,7427,2121,1012 -,,,,,,,,7734,8204,2343,1119 -,,,,,,,,7735,9547,2726,1302 -,,,,,,,,7736,10229,2921,1394 -,,,,,,,,7737,10337,2952,1409 -,,,,,,,,7738,10290,2939,1403 -,,,,,,,,7739,10241,2925,1396 -,,,,,,,,7740,10140,2896,1383 -,,,,,,,,7741,9979,2850,1361 -,,,,,,,,7742,9891,2825,1348 -,,,,,,,,7743,9786,2795,1334 -,,,,,,,,7744,9860,2816,1344 -,,,,,,,,7745,10604,3029,1446 -,,,,,,,,7746,11377,3249,1551 -,,,,,,,,7747,11330,3236,1545 -,,,,,,,,7748,11072,3162,1509 -,,,,,,,,7749,10657,3044,1453 -,,,,,,,,7750,9929,2836,1353 -,,,,,,,,7751,9027,2578,1231 -,,,,,,,,7752,8183,2337,1116 -,,,,,,,,7753,7642,2183,1042 -,,,,,,,,7754,7364,2103,1004 -,,,,,,,,7755,7269,2076,991 -,,,,,,,,7756,7291,2082,994 -,,,,,,,,7757,7540,2153,1028 -,,,,,,,,7758,8324,2377,1135 -,,,,,,,,7759,9601,2742,1309 -,,,,,,,,7760,10207,2915,1392 -,,,,,,,,7761,10284,2937,1402 -,,,,,,,,7762,10220,2919,1393 -,,,,,,,,7763,10142,2896,1383 -,,,,,,,,7764,10032,2865,1368 -,,,,,,,,7765,9913,2831,1352 -,,,,,,,,7766,9838,2810,1342 -,,,,,,,,7767,9742,2782,1328 -,,,,,,,,7768,9819,2805,1338 -,,,,,,,,7769,10588,3024,1444 -,,,,,,,,7770,11242,3211,1533 -,,,,,,,,7771,11189,3195,1525 -,,,,,,,,7772,10925,3120,1489 -,,,,,,,,7773,10511,3002,1433 -,,,,,,,,7774,9860,2816,1344 -,,,,,,,,7775,8946,2555,1220 -,,,,,,,,7776,8094,2312,1103 -,,,,,,,,7777,7521,2148,1025 -,,,,,,,,7778,7214,2060,984 -,,,,,,,,7779,7066,2018,963 -,,,,,,,,7780,7049,2013,961 -,,,,,,,,7781,7264,2074,990 -,,,,,,,,7782,7949,2270,1084 -,,,,,,,,7783,9109,2601,1242 -,,,,,,,,7784,9815,2803,1338 -,,,,,,,,7785,10063,2874,1372 -,,,,,,,,7786,10162,2902,1385 -,,,,,,,,7787,10173,2905,1387 -,,,,,,,,7788,10100,2885,1377 -,,,,,,,,7789,9938,2839,1355 -,,,,,,,,7790,9864,2817,1345 -,,,,,,,,7791,9766,2789,1332 -,,,,,,,,7792,9736,2780,1328 -,,,,,,,,7793,10391,2967,1417 -,,,,,,,,7794,11042,3154,1505 -,,,,,,,,7795,10895,3111,1485 -,,,,,,,,7796,10584,3023,1443 -,,,,,,,,7797,10163,2903,1386 -,,,,,,,,7798,9558,2730,1303 -,,,,,,,,7799,8771,2504,1196 -,,,,,,,,7800,7955,2272,1085 -,,,,,,,,7801,7340,2096,1000 -,,,,,,,,7802,6984,1994,952 -,,,,,,,,7803,6782,1937,924 -,,,,,,,,7804,6711,1917,915 -,,,,,,,,7805,6782,1937,924 -,,,,,,,,7806,7105,2029,969 -,,,,,,,,7807,7588,2167,1035 -,,,,,,,,7808,8179,2335,1115 -,,,,,,,,7809,8835,2523,1205 -,,,,,,,,7810,9267,2646,1263 -,,,,,,,,7811,9453,2700,1288 -,,,,,,,,7812,9451,2699,1288 -,,,,,,,,7813,9125,2606,1244 -,,,,,,,,7814,8598,2455,1172 -,,,,,,,,7815,8129,2322,1108 -,,,,,,,,7816,7891,2254,1075 -,,,,,,,,7817,8192,2339,1116 -,,,,,,,,7818,8543,2439,1165 -,,,,,,,,7819,8548,2441,1166 -,,,,,,,,7820,8532,2436,1163 -,,,,,,,,7821,8492,2425,1157 -,,,,,,,,7822,8261,2359,1126 -,,,,,,,,7823,7903,2257,1077 -,,,,,,,,7824,7410,2116,1010 -,,,,,,,,7825,6969,1990,950 -,,,,,,,,7826,6729,1922,918 -,,,,,,,,7827,6640,1897,905 -,,,,,,,,7828,6630,1893,903 -,,,,,,,,7829,6787,1938,925 -,,,,,,,,7830,7187,2053,979 -,,,,,,,,7831,7711,2203,1051 -,,,,,,,,7832,8157,2329,1112 -,,,,,,,,7833,8591,2454,1171 -,,,,,,,,7834,8851,2528,1206 -,,,,,,,,7835,8933,2551,1218 -,,,,,,,,7836,8892,2539,1212 -,,,,,,,,7837,8760,2502,1194 -,,,,,,,,7838,8615,2460,1175 -,,,,,,,,7839,8537,2438,1164 -,,,,,,,,7840,8629,2464,1176 -,,,,,,,,7841,9420,2690,1284 -,,,,,,,,7842,10016,2860,1366 -,,,,,,,,7843,9855,2815,1343 -,,,,,,,,7844,9547,2726,1302 -,,,,,,,,7845,9193,2625,1253 -,,,,,,,,7846,8719,2490,1189 -,,,,,,,,7847,8094,2312,1103 -,,,,,,,,7848,7402,2114,1009 -,,,,,,,,7849,6872,1963,937 -,,,,,,,,7850,6544,1869,892 -,,,,,,,,7851,6377,1821,869 -,,,,,,,,7852,6310,1802,860 -,,,,,,,,7853,6372,1820,868 -,,,,,,,,7854,6634,1894,904 -,,,,,,,,7855,7101,2028,968 -,,,,,,,,7856,7634,2180,1040 -,,,,,,,,7857,8324,2377,1135 -,,,,,,,,7858,8796,2512,1199 -,,,,,,,,7859,8958,2559,1222 -,,,,,,,,7860,8986,2566,1225 -,,,,,,,,7861,8943,2554,1219 -,,,,,,,,7862,8836,2524,1205 -,,,,,,,,7863,8804,2514,1201 -,,,,,,,,7864,8959,2559,1222 -,,,,,,,,7865,9774,2791,1332 -,,,,,,,,7866,10390,2967,1417 -,,,,,,,,7867,10306,2944,1405 -,,,,,,,,7868,10063,2874,1372 -,,,,,,,,7869,9784,2795,1334 -,,,,,,,,7870,9359,2673,1276 -,,,,,,,,7871,8754,2500,1193 -,,,,,,,,7872,8104,2314,1105 -,,,,,,,,7873,7580,2164,1033 -,,,,,,,,7874,7256,2073,989 -,,,,,,,,7875,7093,2026,967 -,,,,,,,,7876,7037,2009,959 -,,,,,,,,7877,7101,2028,968 -,,,,,,,,7878,7309,2088,996 -,,,,,,,,7879,7638,2181,1041 -,,,,,,,,7880,8042,2297,1096 -,,,,,,,,7881,8689,2481,1185 -,,,,,,,,7882,9169,2619,1250 -,,,,,,,,7883,9458,2701,1289 -,,,,,,,,7884,9602,2742,1309 -,,,,,,,,7885,9614,2745,1311 -,,,,,,,,7886,9515,2717,1298 -,,,,,,,,7887,9508,2715,1297 -,,,,,,,,7888,9698,2770,1322 -,,,,,,,,7889,10569,3019,1441 -,,,,,,,,7890,11230,3207,1531 -,,,,,,,,7891,11144,3183,1519 -,,,,,,,,7892,10846,3097,1479 -,,,,,,,,7893,10479,2993,1428 -,,,,,,,,7894,9701,2770,1322 -,,,,,,,,7895,8857,2529,1207 -,,,,,,,,7896,8097,2312,1104 -,,,,,,,,7897,7591,2168,1035 -,,,,,,,,7898,7327,2093,999 -,,,,,,,,7899,7218,2061,984 -,,,,,,,,7900,7223,2063,984 -,,,,,,,,7901,7490,2138,1021 -,,,,,,,,7902,8250,2356,1125 -,,,,,,,,7903,9590,2739,1308 -,,,,,,,,7904,10268,2932,1400 -,,,,,,,,7905,10326,2949,1408 -,,,,,,,,7906,10344,2954,1410 -,,,,,,,,7907,10330,2950,1408 -,,,,,,,,7908,10270,2933,1400 -,,,,,,,,7909,10187,2910,1388 -,,,,,,,,7910,10113,2888,1378 -,,,,,,,,7911,10009,2859,1364 -,,,,,,,,7912,10116,2890,1379 -,,,,,,,,7913,10950,3127,1493 -,,,,,,,,7914,11774,3362,1605 -,,,,,,,,7915,11759,3358,1603 -,,,,,,,,7916,11508,3286,1569 -,,,,,,,,7917,11055,3157,1507 -,,,,,,,,7918,10308,2944,1405 -,,,,,,,,7919,9326,2664,1272 -,,,,,,,,7920,8445,2412,1151 -,,,,,,,,7921,7899,2256,1077 -,,,,,,,,7922,7613,2174,1038 -,,,,,,,,7923,7477,2135,1020 -,,,,,,,,7924,7470,2134,1018 -,,,,,,,,7925,7699,2199,1050 -,,,,,,,,7926,8428,2407,1149 -,,,,,,,,7927,9761,2787,1331 -,,,,,,,,7928,10471,2991,1428 -,,,,,,,,7929,10643,3040,1451 -,,,,,,,,7930,10719,3061,1461 -,,,,,,,,7931,10802,3085,1473 -,,,,,,,,7932,10835,3095,1477 -,,,,,,,,7933,10820,3090,1475 -,,,,,,,,7934,10811,3087,1474 -,,,,,,,,7935,10750,3070,1465 -,,,,,,,,7936,10888,3110,1484 -,,,,,,,,7937,11635,3323,1586 -,,,,,,,,7938,12129,3464,1654 -,,,,,,,,7939,12036,3437,1641 -,,,,,,,,7940,11714,3346,1597 -,,,,,,,,7941,11207,3201,1528 -,,,,,,,,7942,10396,2969,1418 -,,,,,,,,7943,9383,2680,1279 -,,,,,,,,7944,8476,2420,1156 -,,,,,,,,7945,7885,2252,1075 -,,,,,,,,7946,7571,2162,1032 -,,,,,,,,7947,7443,2125,1014 -,,,,,,,,7948,7441,2125,1014 -,,,,,,,,7949,7675,2192,1046 -,,,,,,,,7950,8416,2404,1147 -,,,,,,,,7951,9770,2790,1332 -,,,,,,,,7952,10485,2995,1429 -,,,,,,,,7953,10564,3017,1440 -,,,,,,,,7954,10582,3022,1443 -,,,,,,,,7955,10613,3030,1447 -,,,,,,,,7956,10530,3007,1435 -,,,,,,,,7957,10401,2970,1418 -,,,,,,,,7958,10370,2961,1414 -,,,,,,,,7959,10343,2954,1410 -,,,,,,,,7960,10495,2997,1431 -,,,,,,,,7961,11316,3231,1543 -,,,,,,,,7962,11972,3420,1632 -,,,,,,,,7963,11906,3400,1623 -,,,,,,,,7964,11643,3325,1587 -,,,,,,,,7965,11225,3205,1530 -,,,,,,,,7966,10509,3001,1433 -,,,,,,,,7967,9533,2722,1300 -,,,,,,,,7968,8640,2468,1178 -,,,,,,,,7969,8064,2303,1100 -,,,,,,,,7970,7777,2221,1060 -,,,,,,,,7971,7656,2187,1044 -,,,,,,,,7972,7656,2187,1044 -,,,,,,,,7973,7876,2249,1074 -,,,,,,,,7974,8638,2467,1177 -,,,,,,,,7975,10000,2856,1363 -,,,,,,,,7976,10639,3038,1450 -,,,,,,,,7977,10637,3038,1450 -,,,,,,,,7978,10562,3016,1440 -,,,,,,,,7979,10524,3005,1435 -,,,,,,,,7980,10445,2983,1424 -,,,,,,,,7981,10288,2938,1403 -,,,,,,,,7982,10236,2923,1395 -,,,,,,,,7983,10145,2897,1383 -,,,,,,,,7984,10265,2931,1399 -,,,,,,,,7985,11055,3157,1507 -,,,,,,,,7986,11768,3361,1605 -,,,,,,,,7987,11814,3374,1611 -,,,,,,,,7988,11582,3308,1579 -,,,,,,,,7989,11129,3179,1517 -,,,,,,,,7990,10395,2969,1417 -,,,,,,,,7991,9403,2685,1282 -,,,,,,,,7992,8491,2424,1157 -,,,,,,,,7993,7901,2257,1077 -,,,,,,,,7994,7603,2171,1036 -,,,,,,,,7995,7457,2129,1016 -,,,,,,,,7996,7466,2132,1018 -,,,,,,,,7997,7706,2201,1050 -,,,,,,,,7998,8471,2419,1155 -,,,,,,,,7999,9807,2800,1337 -,,,,,,,,8000,10487,2995,1429 -,,,,,,,,8001,10654,3043,1453 -,,,,,,,,8002,10702,3056,1459 -,,,,,,,,8003,10664,3046,1454 -,,,,,,,,8004,10581,3022,1443 -,,,,,,,,8005,10479,2993,1428 -,,,,,,,,8006,10449,2985,1424 -,,,,,,,,8007,10415,2975,1420 -,,,,,,,,8008,10576,3020,1442 -,,,,,,,,8009,11391,3253,1553 -,,,,,,,,8010,11822,3376,1611 -,,,,,,,,8011,11637,3323,1586 -,,,,,,,,8012,11339,3238,1546 -,,,,,,,,8013,10964,3131,1494 -,,,,,,,,8014,10392,2968,1417 -,,,,,,,,8015,9588,2738,1308 -,,,,,,,,8016,8754,2500,1193 -,,,,,,,,8017,8122,2319,1107 -,,,,,,,,8018,7753,2214,1057 -,,,,,,,,8019,7577,2164,1033 -,,,,,,,,8020,7518,2147,1025 -,,,,,,,,8021,7587,2167,1035 -,,,,,,,,8022,7872,2248,1073 -,,,,,,,,8023,8448,2413,1151 -,,,,,,,,8024,9091,2596,1239 -,,,,,,,,8025,9795,2797,1335 -,,,,,,,,8026,10257,2930,1398 -,,,,,,,,8027,10471,2991,1428 -,,,,,,,,8028,10496,2997,1431 -,,,,,,,,8029,10450,2985,1424 -,,,,,,,,8030,10350,2955,1411 -,,,,,,,,8031,10280,2936,1402 -,,,,,,,,8032,10408,2972,1419 -,,,,,,,,8033,11104,3171,1514 -,,,,,,,,8034,11406,3257,1555 -,,,,,,,,8035,11218,3204,1530 -,,,,,,,,8036,10853,3100,1479 -,,,,,,,,8037,10480,2993,1428 -,,,,,,,,8038,9965,2846,1358 -,,,,,,,,8039,9253,2643,1262 -,,,,,,,,8040,8473,2419,1155 -,,,,,,,,8041,7866,2246,1072 -,,,,,,,,8042,7485,2138,1020 -,,,,,,,,8043,7259,2073,989 -,,,,,,,,8044,7155,2044,975 -,,,,,,,,8045,7164,2046,977 -,,,,,,,,8046,7338,2095,1000 -,,,,,,,,8047,7708,2201,1050 -,,,,,,,,8048,8182,2337,1116 -,,,,,,,,8049,8826,2520,1203 -,,,,,,,,8050,9296,2655,1267 -,,,,,,,,8051,9508,2715,1297 -,,,,,,,,8052,9577,2735,1306 -,,,,,,,,8053,9583,2737,1307 -,,,,,,,,8054,9478,2707,1292 -,,,,,,,,8055,9384,2680,1279 -,,,,,,,,8056,9519,2719,1298 -,,,,,,,,8057,10454,2985,1425 -,,,,,,,,8058,11026,3149,1504 -,,,,,,,,8059,10901,3113,1486 -,,,,,,,,8060,10594,3025,1444 -,,,,,,,,8061,10134,2894,1382 -,,,,,,,,8062,9398,2684,1281 -,,,,,,,,8063,8490,2424,1157 -,,,,,,,,8064,7652,2185,1043 -,,,,,,,,8065,7095,2026,967 -,,,,,,,,8066,6796,1941,926 -,,,,,,,,8067,6642,1897,905 -,,,,,,,,8068,6656,1901,908 -,,,,,,,,8069,6908,1973,942 -,,,,,,,,8070,7675,2192,1046 -,,,,,,,,8071,9041,2582,1232 -,,,,,,,,8072,9692,2768,1322 -,,,,,,,,8073,9776,2792,1332 -,,,,,,,,8074,9819,2804,1338 -,,,,,,,,8075,9854,2815,1343 -,,,,,,,,8076,9809,2801,1338 -,,,,,,,,8077,9738,2781,1328 -,,,,,,,,8078,9686,2766,1321 -,,,,,,,,8079,9608,2744,1310 -,,,,,,,,8080,9689,2767,1321 -,,,,,,,,8081,10558,3015,1439 -,,,,,,,,8082,11379,3250,1551 -,,,,,,,,8083,11336,3237,1545 -,,,,,,,,8084,11070,3161,1509 -,,,,,,,,8085,10629,3035,1449 -,,,,,,,,8086,9895,2826,1349 -,,,,,,,,8087,8908,2545,1215 -,,,,,,,,8088,8018,2289,1093 -,,,,,,,,8089,7411,2116,1010 -,,,,,,,,8090,7115,2032,969 -,,,,,,,,8091,6998,1998,954 -,,,,,,,,8092,6986,1995,952 -,,,,,,,,8093,7230,2065,985 -,,,,,,,,8094,7992,2282,1090 -,,,,,,,,8095,9338,2666,1273 -,,,,,,,,8096,10070,2875,1373 -,,,,,,,,8097,10228,2921,1394 -,,,,,,,,8098,10312,2945,1406 -,,,,,,,,8099,10370,2961,1414 -,,,,,,,,8100,10367,2960,1414 -,,,,,,,,8101,10310,2945,1405 -,,,,,,,,8102,10261,2930,1399 -,,,,,,,,8103,10170,2905,1387 -,,,,,,,,8104,10262,2930,1399 -,,,,,,,,8105,11054,3157,1507 -,,,,,,,,8106,11595,3311,1580 -,,,,,,,,8107,11480,3279,1565 -,,,,,,,,8108,11132,3180,1518 -,,,,,,,,8109,10641,3039,1451 -,,,,,,,,8110,9863,2817,1345 -,,,,,,,,8111,8784,2509,1197 -,,,,,,,,8112,7825,2235,1067 -,,,,,,,,8113,7218,2061,984 -,,,,,,,,8114,6879,1964,938 -,,,,,,,,8115,6676,1907,910 -,,,,,,,,8116,6629,1893,903 -,,,,,,,,8117,6823,1948,930 -,,,,,,,,8118,7530,2150,1026 -,,,,,,,,8119,8866,2532,1209 -,,,,,,,,8120,9563,2731,1303 -,,,,,,,,8121,9674,2763,1319 -,,,,,,,,8122,9709,2773,1323 -,,,,,,,,8123,9749,2785,1329 -,,,,,,,,8124,9744,2783,1328 -,,,,,,,,8125,9708,2772,1323 -,,,,,,,,8126,9729,2779,1327 -,,,,,,,,8127,9712,2774,1324 -,,,,,,,,8128,9875,2820,1346 -,,,,,,,,8129,10821,3091,1475 -,,,,,,,,8130,11582,3308,1579 -,,,,,,,,8131,11583,3308,1579 -,,,,,,,,8132,11361,3245,1549 -,,,,,,,,8133,10976,3135,1496 -,,,,,,,,8134,10257,2930,1398 -,,,,,,,,8135,9281,2650,1265 -,,,,,,,,8136,8375,2392,1141 -,,,,,,,,8137,7823,2234,1066 -,,,,,,,,8138,7553,2157,1030 -,,,,,,,,8139,7437,2124,1014 -,,,,,,,,8140,7448,2127,1015 -,,,,,,,,8141,7720,2204,1052 -,,,,,,,,8142,8532,2436,1163 -,,,,,,,,8143,9931,2836,1354 -,,,,,,,,8144,10594,3025,1444 -,,,,,,,,8145,10631,3036,1449 -,,,,,,,,8146,10599,3027,1445 -,,,,,,,,8147,10549,3013,1439 -,,,,,,,,8148,10421,2976,1421 -,,,,,,,,8149,10276,2935,1401 -,,,,,,,,8150,10196,2912,1390 -,,,,,,,,8151,10123,2891,1380 -,,,,,,,,8152,10262,2930,1399 -,,,,,,,,8153,11259,3216,1535 -,,,,,,,,8154,12028,3436,1640 -,,,,,,,,8155,12032,3436,1641 -,,,,,,,,8156,11830,3378,1613 -,,,,,,,,8157,11449,3270,1561 -,,,,,,,,8158,10755,3071,1466 -,,,,,,,,8159,9753,2785,1329 -,,,,,,,,8160,8798,2513,1200 -,,,,,,,,8161,8191,2339,1116 -,,,,,,,,8162,7885,2252,1075 -,,,,,,,,8163,7728,2207,1054 -,,,,,,,,8164,7715,2203,1052 -,,,,,,,,8165,7937,2267,1082 -,,,,,,,,8166,8663,2474,1181 -,,,,,,,,8167,9990,2853,1362 -,,,,,,,,8168,10688,3052,1457 -,,,,,,,,8169,10802,3085,1473 -,,,,,,,,8170,10781,3079,1469 -,,,,,,,,8171,10752,3070,1466 -,,,,,,,,8172,10625,3035,1449 -,,,,,,,,8173,10465,2989,1427 -,,,,,,,,8174,10431,2979,1422 -,,,,,,,,8175,10378,2964,1415 -,,,,,,,,8176,10490,2995,1430 -,,,,,,,,8177,11272,3219,1537 -,,,,,,,,8178,11588,3310,1580 -,,,,,,,,8179,11383,3250,1552 -,,,,,,,,8180,11015,3146,1502 -,,,,,,,,8181,10590,3025,1444 -,,,,,,,,8182,10003,2857,1363 -,,,,,,,,8183,9166,2618,1250 -,,,,,,,,8184,8258,2359,1126 -,,,,,,,,8185,7590,2168,1035 -,,,,,,,,8186,7200,2056,981 -,,,,,,,,8187,6973,1992,950 -,,,,,,,,8188,6894,1969,939 -,,,,,,,,8189,6947,1984,947 -,,,,,,,,8190,7223,2063,984 -,,,,,,,,8191,7754,2214,1057 -,,,,,,,,8192,8397,2398,1145 -,,,,,,,,8193,9103,2600,1241 -,,,,,,,,8194,9578,2735,1306 -,,,,,,,,8195,9807,2800,1337 -,,,,,,,,8196,9821,2805,1339 -,,,,,,,,8197,9718,2775,1325 -,,,,,,,,8198,9577,2735,1306 -,,,,,,,,8199,9513,2717,1297 -,,,,,,,,8200,9627,2749,1312 -,,,,,,,,8201,10365,2960,1413 -,,,,,,,,8202,10760,3073,1467 -,,,,,,,,8203,10561,3016,1440 -,,,,,,,,8204,10215,2917,1393 -,,,,,,,,8205,9868,2819,1345 -,,,,,,,,8206,9384,2680,1279 -,,,,,,,,8207,8713,2489,1188 -,,,,,,,,8208,7936,2266,1082 -,,,,,,,,8209,7326,2092,999 -,,,,,,,,8210,6934,1980,945 -,,,,,,,,8211,6727,1922,917 -,,,,,,,,8212,6636,1895,904 -,,,,,,,,8213,6689,1910,912 -,,,,,,,,8214,6884,1966,939 -,,,,,,,,8215,7281,2079,993 -,,,,,,,,8216,7698,2199,1050 -,,,,,,,,8217,8329,2379,1136 -,,,,,,,,8218,8814,2517,1202 -,,,,,,,,8219,9069,2590,1236 -,,,,,,,,8220,9208,2629,1255 -,,,,,,,,8221,9258,2644,1262 -,,,,,,,,8222,9208,2629,1255 -,,,,,,,,8223,9157,2615,1248 -,,,,,,,,8224,9403,2685,1282 -,,,,,,,,8225,10502,2999,1432 -,,,,,,,,8226,11126,3178,1517 -,,,,,,,,8227,11064,3160,1509 -,,,,,,,,8228,10807,3086,1474 -,,,,,,,,8229,10387,2966,1416 -,,,,,,,,8230,9693,2768,1322 -,,,,,,,,8231,8769,2504,1196 -,,,,,,,,8232,7894,2254,1076 -,,,,,,,,8233,7318,2090,998 -,,,,,,,,8234,7026,2007,958 -,,,,,,,,8235,6896,1969,940 -,,,,,,,,8236,6881,1965,938 -,,,,,,,,8237,7124,2034,971 -,,,,,,,,8238,7859,2244,1071 -,,,,,,,,8239,9185,2623,1252 -,,,,,,,,8240,10055,2872,1371 -,,,,,,,,8241,10253,2928,1398 -,,,,,,,,8242,10390,2967,1417 -,,,,,,,,8243,10500,2999,1432 -,,,,,,,,8244,10516,3003,1434 -,,,,,,,,8245,10487,2995,1429 -,,,,,,,,8246,10473,2991,1428 -,,,,,,,,8247,10385,2966,1416 -,,,,,,,,8248,10549,3013,1439 -,,,,,,,,8249,11329,3236,1545 -,,,,,,,,8250,11796,3369,1608 -,,,,,,,,8251,11652,3328,1589 -,,,,,,,,8252,11302,3228,1541 -,,,,,,,,8253,10798,3084,1472 -,,,,,,,,8254,9997,2855,1363 -,,,,,,,,8255,9002,2571,1227 -,,,,,,,,8256,8009,2287,1092 -,,,,,,,,8257,7298,2084,994 -,,,,,,,,8258,6918,1976,943 -,,,,,,,,8259,6727,1921,917 -,,,,,,,,8260,6693,1912,913 -,,,,,,,,8261,6882,1965,938 -,,,,,,,,8262,7636,2181,1041 -,,,,,,,,8263,9017,2575,1229 -,,,,,,,,8264,9834,2809,1341 -,,,,,,,,8265,10010,2859,1365 -,,,,,,,,8266,10059,2873,1372 -,,,,,,,,8267,10057,2872,1371 -,,,,,,,,8268,10028,2864,1367 -,,,,,,,,8269,9935,2838,1354 -,,,,,,,,8270,9917,2832,1352 -,,,,,,,,8271,9880,2822,1347 -,,,,,,,,8272,10054,2871,1371 -,,,,,,,,8273,11028,3150,1504 -,,,,,,,,8274,11804,3371,1610 -,,,,,,,,8275,11798,3370,1609 -,,,,,,,,8276,11573,3306,1578 -,,,,,,,,8277,11174,3191,1524 -,,,,,,,,8278,10458,2986,1426 -,,,,,,,,8279,9424,2691,1285 -,,,,,,,,8280,8462,2417,1154 -,,,,,,,,8281,7859,2244,1071 -,,,,,,,,8282,7568,2161,1031 -,,,,,,,,8283,7438,2124,1014 -,,,,,,,,8284,7448,2127,1015 -,,,,,,,,8285,7712,2203,1051 -,,,,,,,,8286,8497,2426,1158 -,,,,,,,,8287,9905,2829,1350 -,,,,,,,,8288,10639,3038,1450 -,,,,,,,,8289,10681,3050,1456 -,,,,,,,,8290,10637,3038,1450 -,,,,,,,,8291,10586,3023,1444 -,,,,,,,,8292,10513,3002,1434 -,,,,,,,,8293,10385,2966,1416 -,,,,,,,,8294,10350,2955,1411 -,,,,,,,,8295,10273,2934,1400 -,,,,,,,,8296,10460,2987,1426 -,,,,,,,,8297,11452,3271,1561 -,,,,,,,,8298,12182,3479,1661 -,,,,,,,,8299,12133,3466,1655 -,,,,,,,,8300,11913,3402,1624 -,,,,,,,,8301,11507,3286,1569 -,,,,,,,,8302,10813,3088,1474 -,,,,,,,,8303,9780,2793,1333 -,,,,,,,,8304,8789,2510,1198 -,,,,,,,,8305,8123,2320,1107 -,,,,,,,,8306,7784,2223,1061 -,,,,,,,,8307,7644,2183,1042 -,,,,,,,,8308,7658,2187,1044 -,,,,,,,,8309,7891,2254,1075 -,,,,,,,,8310,8660,2473,1181 -,,,,,,,,8311,10048,2870,1370 -,,,,,,,,8312,10751,3070,1465 -,,,,,,,,8313,10787,3081,1470 -,,,,,,,,8314,10638,3038,1450 -,,,,,,,,8315,10499,2999,1431 -,,,,,,,,8316,10356,2957,1412 -,,,,,,,,8317,10201,2914,1391 -,,,,,,,,8318,10134,2895,1382 -,,,,,,,,8319,10061,2874,1372 -,,,,,,,,8320,10198,2912,1390 -,,,,,,,,8321,11142,3182,1519 -,,,,,,,,8322,12007,3429,1637 -,,,,,,,,8323,12019,3432,1639 -,,,,,,,,8324,11831,3379,1613 -,,,,,,,,8325,11463,3274,1563 -,,,,,,,,8326,10789,3081,1471 -,,,,,,,,8327,9777,2792,1332 -,,,,,,,,8328,8798,2513,1200 -,,,,,,,,8329,8150,2328,1111 -,,,,,,,,8330,7835,2238,1068 -,,,,,,,,8331,7694,2198,1049 -,,,,,,,,8332,7694,2198,1049 -,,,,,,,,8333,7926,2264,1080 -,,,,,,,,8334,8683,2479,1184 -,,,,,,,,8335,10038,2867,1368 -,,,,,,,,8336,10745,3069,1464 -,,,,,,,,8337,10774,3077,1469 -,,,,,,,,8338,10651,3042,1452 -,,,,,,,,8339,10540,3010,1437 -,,,,,,,,8340,10390,2967,1417 -,,,,,,,,8341,10184,2909,1388 -,,,,,,,,8342,10044,2869,1369 -,,,,,,,,8343,9969,2847,1359 -,,,,,,,,8344,10081,2879,1374 -,,,,,,,,8345,10996,3140,1499 -,,,,,,,,8346,11644,3326,1587 -,,,,,,,,8347,11501,3285,1568 -,,,,,,,,8348,11220,3205,1530 -,,,,,,,,8349,10866,3103,1481 -,,,,,,,,8350,10350,2956,1411 -,,,,,,,,8351,9535,2723,1300 -,,,,,,,,8352,8636,2466,1177 -,,,,,,,,8353,7956,2272,1085 -,,,,,,,,8354,7558,2158,1030 -,,,,,,,,8355,7385,2109,1007 -,,,,,,,,8356,7329,2093,999 -,,,,,,,,8357,7415,2118,1010 -,,,,,,,,8358,7730,2208,1054 -,,,,,,,,8359,8328,2379,1136 -,,,,,,,,8360,8937,2552,1218 -,,,,,,,,8361,9519,2719,1298 -,,,,,,,,8362,9813,2802,1338 -,,,,,,,,8363,9860,2816,1344 -,,,,,,,,8364,9753,2785,1329 -,,,,,,,,8365,9559,2730,1303 -,,,,,,,,8366,9368,2675,1277 -,,,,,,,,8367,9294,2655,1267 -,,,,,,,,8368,9456,2700,1289 -,,,,,,,,8369,10489,2995,1430 -,,,,,,,,8370,11189,3195,1525 -,,,,,,,,8371,11102,3170,1514 -,,,,,,,,8372,10833,3094,1477 -,,,,,,,,8373,10562,3016,1440 -,,,,,,,,8374,10115,2889,1379 -,,,,,,,,8375,9450,2699,1288 -,,,,,,,,8376,8654,2471,1180 -,,,,,,,,8377,8002,2285,1090 -,,,,,,,,8378,7604,2172,1036 -,,,,,,,,8379,7391,2111,1008 -,,,,,,,,8380,7298,2084,994 -,,,,,,,,8381,7324,2091,999 -,,,,,,,,8382,7515,2146,1025 -,,,,,,,,8383,7925,2264,1080 -,,,,,,,,8384,8447,2412,1151 -,,,,,,,,8385,9200,2627,1254 -,,,,,,,,8386,9807,2800,1337 -,,,,,,,,8387,10133,2894,1382 -,,,,,,,,8388,10329,2950,1408 -,,,,,,,,8389,10480,2993,1428 -,,,,,,,,8390,10529,3007,1435 -,,,,,,,,8391,10546,3011,1438 -,,,,,,,,8392,10778,3078,1469 -,,,,,,,,8393,11574,3306,1578 -,,,,,,,,8394,11976,3420,1633 -,,,,,,,,8395,11878,3392,1620 -,,,,,,,,8396,11551,3299,1575 -,,,,,,,,8397,11111,3173,1515 -,,,,,,,,8398,10487,2995,1429 -,,,,,,,,8399,9573,2734,1305 -,,,,,,,,8400,8649,2470,1179 -,,,,,,,,8401,7970,2276,1086 -,,,,,,,,8402,7576,2164,1033 -,,,,,,,,8403,7430,2122,1013 -,,,,,,,,8404,7412,2117,1010 -,,,,,,,,8405,7658,2187,1044 -,,,,,,,,8406,8378,2393,1142 -,,,,,,,,8407,9688,2766,1321 -,,,,,,,,8408,10594,3025,1444 -,,,,,,,,8409,10868,3104,1482 -,,,,,,,,8410,10975,3135,1496 -,,,,,,,,8411,11084,3166,1511 -,,,,,,,,8412,11101,3170,1514 -,,,,,,,,8413,11032,3150,1504 -,,,,,,,,8414,10988,3138,1498 -,,,,,,,,8415,10911,3115,1488 -,,,,,,,,8416,11057,3158,1508 -,,,,,,,,8417,11885,3394,1621 -,,,,,,,,8418,12358,3530,1685 -,,,,,,,,8419,12236,3495,1668 -,,,,,,,,8420,11929,3406,1626 -,,,,,,,,8421,11458,3272,1562 -,,,,,,,,8422,10660,3045,1454 -,,,,,,,,8423,9581,2736,1306 -,,,,,,,,8424,8551,2442,1166 -,,,,,,,,8425,7846,2241,1070 -,,,,,,,,8426,7499,2142,1022 -,,,,,,,,8427,7307,2087,996 -,,,,,,,,8428,7270,2076,991 -,,,,,,,,8429,7457,2129,1016 -,,,,,,,,8430,8157,2329,1112 -,,,,,,,,8431,9462,2702,1290 -,,,,,,,,8432,10299,2941,1404 -,,,,,,,,8433,10434,2980,1423 -,,,,,,,,8434,10482,2994,1429 -,,,,,,,,8435,10545,3011,1438 -,,,,,,,,8436,10526,3006,1435 -,,,,,,,,8437,10414,2975,1420 -,,,,,,,,8438,10366,2960,1414 -,,,,,,,,8439,10287,2938,1403 -,,,,,,,,8440,10414,2974,1419 -,,,,,,,,8441,11220,3205,1530 -,,,,,,,,8442,11815,3374,1611 -,,,,,,,,8443,11739,3352,1600 -,,,,,,,,8444,11469,3276,1564 -,,,,,,,,8445,11037,3152,1504 -,,,,,,,,8446,10308,2944,1405 -,,,,,,,,8447,9289,2653,1267 -,,,,,,,,8448,8287,2367,1130 -,,,,,,,,8449,7571,2162,1032 -,,,,,,,,8450,7214,2060,984 -,,,,,,,,8451,7066,2018,963 -,,,,,,,,8452,7064,2018,963 -,,,,,,,,8453,7305,2086,996 -,,,,,,,,8454,8040,2296,1096 -,,,,,,,,8455,9396,2683,1281 -,,,,,,,,8456,10188,2910,1389 -,,,,,,,,8457,10302,2942,1404 -,,,,,,,,8458,10320,2947,1407 -,,,,,,,,8459,10324,2949,1408 -,,,,,,,,8460,10273,2934,1400 -,,,,,,,,8461,10179,2907,1388 -,,,,,,,,8462,10191,2910,1389 -,,,,,,,,8463,10181,2908,1388 -,,,,,,,,8464,10321,2948,1407 -,,,,,,,,8465,11211,3202,1529 -,,,,,,,,8466,11925,3406,1625 -,,,,,,,,8467,11886,3394,1621 -,,,,,,,,8468,11642,3325,1587 -,,,,,,,,8469,11261,3216,1535 -,,,,,,,,8470,10572,3020,1441 -,,,,,,,,8471,9554,2729,1302 -,,,,,,,,8472,8528,2435,1162 -,,,,,,,,8473,7849,2242,1070 -,,,,,,,,8474,7476,2135,1019 -,,,,,,,,8475,7318,2090,998 -,,,,,,,,8476,7319,2090,998 -,,,,,,,,8477,7565,2160,1031 -,,,,,,,,8478,8336,2380,1136 -,,,,,,,,8479,9713,2774,1324 -,,,,,,,,8480,10423,2977,1421 -,,,,,,,,8481,10524,3005,1434 -,,,,,,,,8482,10487,2995,1429 -,,,,,,,,8483,10425,2977,1421 -,,,,,,,,8484,10316,2946,1407 -,,,,,,,,8485,10163,2903,1386 -,,,,,,,,8486,10143,2897,1383 -,,,,,,,,8487,10178,2907,1388 -,,,,,,,,8488,10405,2971,1418 -,,,,,,,,8489,11272,3219,1537 -,,,,,,,,8490,11889,3396,1621 -,,,,,,,,8491,11819,3376,1611 -,,,,,,,,8492,11594,3311,1580 -,,,,,,,,8493,11266,3217,1536 -,,,,,,,,8494,10591,3025,1444 -,,,,,,,,8495,9576,2735,1306 -,,,,,,,,8496,8585,2452,1171 -,,,,,,,,8497,7884,2252,1075 -,,,,,,,,8498,7487,2138,1020 -,,,,,,,,8499,7295,2083,994 -,,,,,,,,8500,7292,2083,994 -,,,,,,,,8501,7473,2134,1019 -,,,,,,,,8502,8136,2324,1109 -,,,,,,,,8503,9371,2676,1277 -,,,,,,,,8504,10270,2933,1400 -,,,,,,,,8505,10570,3019,1441 -,,,,,,,,8506,10718,3061,1461 -,,,,,,,,8507,10774,3077,1469 -,,,,,,,,8508,10732,3065,1463 -,,,,,,,,8509,10536,3009,1436 -,,,,,,,,8510,10385,2966,1416 -,,,,,,,,8511,10180,2907,1388 -,,,,,,,,8512,10127,2892,1381 -,,,,,,,,8513,10860,3101,1480 -,,,,,,,,8514,11395,3255,1554 -,,,,,,,,8515,11216,3203,1530 -,,,,,,,,8516,10903,3114,1486 -,,,,,,,,8517,10530,3007,1435 -,,,,,,,,8518,10004,2857,1364 -,,,,,,,,8519,9233,2637,1259 -,,,,,,,,8520,8344,2383,1137 -,,,,,,,,8521,7689,2196,1048 -,,,,,,,,8522,7298,2084,994 -,,,,,,,,8523,7081,2023,965 -,,,,,,,,8524,7021,2005,957 -,,,,,,,,8525,7089,2024,966 -,,,,,,,,8526,7337,2095,1000 -,,,,,,,,8527,7883,2251,1075 -,,,,,,,,8528,8505,2429,1160 -,,,,,,,,8529,9213,2631,1256 -,,,,,,,,8530,9678,2764,1319 -,,,,,,,,8531,9830,2807,1340 -,,,,,,,,8532,9865,2818,1345 -,,,,,,,,8533,9798,2798,1336 -,,,,,,,,8534,9722,2776,1325 -,,,,,,,,8535,9709,2773,1323 -,,,,,,,,8536,9875,2820,1346 -,,,,,,,,8537,10741,3067,1464 -,,,,,,,,8538,11428,3264,1558 -,,,,,,,,8539,11394,3254,1554 -,,,,,,,,8540,11154,3185,1521 -,,,,,,,,8541,10865,3103,1481 -,,,,,,,,8542,10443,2982,1424 -,,,,,,,,8543,9751,2785,1329 -,,,,,,,,8544,8930,2550,1217 -,,,,,,,,8545,8253,2357,1125 -,,,,,,,,8546,7822,2234,1066 -,,,,,,,,8547,7593,2169,1035 -,,,,,,,,8548,7487,2138,1020 -,,,,,,,,8549,7505,2144,1023 -,,,,,,,,8550,7709,2202,1051 -,,,,,,,,8551,8124,2320,1107 -,,,,,,,,8552,8572,2448,1168 -,,,,,,,,8553,9157,2615,1248 -,,,,,,,,8554,9539,2725,1301 -,,,,,,,,8555,9669,2761,1318 -,,,,,,,,8556,9753,2785,1329 -,,,,,,,,8557,9784,2794,1333 -,,,,,,,,8558,9718,2775,1325 -,,,,,,,,8559,9642,2754,1314 -,,,,,,,,8560,9703,2771,1322 -,,,,,,,,8561,10576,3020,1442 -,,,,,,,,8562,11314,3231,1543 -,,,,,,,,8563,11306,3229,1541 -,,,,,,,,8564,11099,3170,1513 -,,,,,,,,8565,10825,3091,1476 -,,,,,,,,8566,10312,2945,1406 -,,,,,,,,8567,9579,2735,1306 -,,,,,,,,8568,8713,2488,1187 -,,,,,,,,8569,8020,2290,1093 -,,,,,,,,8570,7619,2176,1039 -,,,,,,,,8571,7413,2117,1010 -,,,,,,,,8572,7375,2106,1005 -,,,,,,,,8573,7538,2153,1028 -,,,,,,,,8574,7979,2279,1088 -,,,,,,,,8575,8667,2475,1181 -,,,,,,,,8576,9277,2649,1265 -,,,,,,,,8577,9817,2804,1338 -,,,,,,,,8578,10118,2890,1379 -,,,,,,,,8579,10220,2919,1393 -,,,,,,,,8580,10171,2905,1387 -,,,,,,,,8581,10007,2858,1364 -,,,,,,,,8582,9875,2820,1347 -,,,,,,,,8583,9850,2813,1343 -,,,,,,,,8584,9948,2841,1356 -,,,,,,,,8585,10723,3062,1462 -,,,,,,,,8586,11146,3183,1519 -,,,,,,,,8587,10708,3058,1459 -,,,,,,,,8588,10271,2933,1400 -,,,,,,,,8589,9990,2853,1362 -,,,,,,,,8590,9725,2777,1326 -,,,,,,,,8591,9288,2653,1267 -,,,,,,,,8592,8669,2475,1181 -,,,,,,,,8593,8029,2293,1095 -,,,,,,,,8594,7569,2161,1032 -,,,,,,,,8595,7305,2086,996 -,,,,,,,,8596,7231,2065,985 -,,,,,,,,8597,7282,2079,993 -,,,,,,,,8598,7516,2146,1025 -,,,,,,,,8599,7958,2273,1085 -,,,,,,,,8600,8528,2435,1162 -,,,,,,,,8601,9177,2621,1251 -,,,,,,,,8602,9638,2752,1314 -,,,,,,,,8603,9819,2805,1338 -,,,,,,,,8604,9894,2825,1349 -,,,,,,,,8605,9813,2802,1338 -,,,,,,,,8606,9566,2732,1304 -,,,,,,,,8607,9279,2650,1265 -,,,,,,,,8608,9187,2624,1252 -,,,,,,,,8609,9711,2773,1324 -,,,,,,,,8610,10149,2899,1383 -,,,,,,,,8611,10140,2896,1383 -,,,,,,,,8612,10092,2882,1376 -,,,,,,,,8613,9995,2855,1363 -,,,,,,,,8614,9683,2765,1320 -,,,,,,,,8615,9079,2593,1237 -,,,,,,,,8616,8398,2399,1145 -,,,,,,,,8617,7895,2254,1076 -,,,,,,,,8618,7621,2177,1039 -,,,,,,,,8619,7499,2142,1022 -,,,,,,,,8620,7536,2152,1027 -,,,,,,,,8621,7753,2214,1057 -,,,,,,,,8622,8313,2374,1133 -,,,,,,,,8623,9224,2635,1257 -,,,,,,,,8624,9924,2834,1353 -,,,,,,,,8625,10393,2968,1417 -,,,,,,,,8626,10688,3052,1457 -,,,,,,,,8627,10839,3095,1478 -,,,,,,,,8628,10889,3110,1484 -,,,,,,,,8629,10844,3097,1479 -,,,,,,,,8630,10818,3090,1474 -,,,,,,,,8631,10788,3081,1471 -,,,,,,,,8632,10950,3127,1493 -,,,,,,,,8633,11747,3355,1601 -,,,,,,,,8634,12226,3491,1667 -,,,,,,,,8635,12099,3456,1650 -,,,,,,,,8636,11776,3363,1605 -,,,,,,,,8637,11341,3239,1546 -,,,,,,,,8638,10649,3041,1452 -,,,,,,,,8639,9755,2785,1330 -,,,,,,,,8640,8853,2529,1207 -,,,,,,,,8641,8199,2342,1118 -,,,,,,,,8642,7839,2239,1069 -,,,,,,,,8643,7652,2185,1043 -,,,,,,,,8644,7536,2152,1027 -,,,,,,,,8645,7727,2207,1054 -,,,,,,,,8646,8230,2350,1122 -,,,,,,,,8647,9005,2572,1227 -,,,,,,,,8648,9737,2780,1328 -,,,,,,,,8649,10207,2915,1392 -,,,,,,,,8650,10635,3037,1450 -,,,,,,,,8651,10907,3115,1487 -,,,,,,,,8652,11027,3150,1504 -,,,,,,,,8653,10986,3138,1498 -,,,,,,,,8654,10917,3118,1489 -,,,,,,,,8655,10813,3088,1474 -,,,,,,,,8656,10889,3110,1484 -,,,,,,,,8657,11563,3302,1576 -,,,,,,,,8658,12134,3466,1655 -,,,,,,,,8659,11976,3421,1633 -,,,,,,,,8660,11623,3320,1585 -,,,,,,,,8661,11165,3189,1522 -,,,,,,,,8662,10481,2993,1428 -,,,,,,,,8663,9586,2738,1307 -,,,,,,,,8664,8734,2494,1191 -,,,,,,,,8665,8127,2321,1108 -,,,,,,,,8666,7810,2231,1065 -,,,,,,,,8667,7656,2186,1044 -,,,,,,,,8668,7640,2182,1041 -,,,,,,,,8669,7829,2236,1067 -,,,,,,,,8670,8375,2392,1141 -,,,,,,,,8671,9248,2641,1261 -,,,,,,,,8672,9903,2828,1350 -,,,,,,,,8673,10347,2955,1411 -,,,,,,,,8674,10599,3027,1445 -,,,,,,,,8675,10680,3050,1456 -,,,,,,,,8676,10613,3031,1447 -,,,,,,,,8677,10459,2987,1426 -,,,,,,,,8678,10329,2950,1408 -,,,,,,,,8679,10219,2919,1393 -,,,,,,,,8680,10248,2927,1397 -,,,,,,,,8681,11026,3149,1504 -,,,,,,,,8682,11797,3369,1608 -,,,,,,,,8683,11680,3336,1592 -,,,,,,,,8684,11362,3245,1549 -,,,,,,,,8685,10989,3139,1498 -,,,,,,,,8686,10419,2975,1420 -,,,,,,,,8687,9664,2760,1318 -,,,,,,,,8688,8844,2526,1206 -,,,,,,,,8689,8241,2354,1123 -,,,,,,,,8690,7880,2250,1075 -,,,,,,,,8691,7703,2200,1050 -,,,,,,,,8692,7615,2175,1038 -,,,,,,,,8693,7660,2188,1045 -,,,,,,,,8694,7917,2261,1080 -,,,,,,,,8695,8375,2392,1141 -,,,,,,,,8696,8885,2538,1212 -,,,,,,,,8697,9511,2716,1297 -,,,,,,,,8698,10005,2857,1364 -,,,,,,,,8699,10256,2929,1398 -,,,,,,,,8700,10299,2941,1404 -,,,,,,,,8701,10302,2942,1404 -,,,,,,,,8702,10277,2935,1401 -,,,,,,,,8703,10289,2939,1403 -,,,,,,,,8704,10490,2995,1430 -,,,,,,,,8705,11257,3215,1535 -,,,,,,,,8706,11770,3361,1605 -,,,,,,,,8707,11670,3333,1591 -,,,,,,,,8708,11311,3231,1542 -,,,,,,,,8709,10872,3105,1482 -,,,,,,,,8710,10303,2943,1404 -,,,,,,,,8711,9558,2730,1303 -,,,,,,,,8712,8787,2509,1198 -,,,,,,,,8713,8179,2336,1115 -,,,,,,,,8714,7788,2224,1062 -,,,,,,,,8715,7602,2171,1036 -,,,,,,,,8716,7520,2148,1025 -,,,,,,,,8717,7568,2161,1031 -,,,,,,,,8718,7783,2223,1061 -,,,,,,,,8719,8145,2326,1110 -,,,,,,,,8720,8515,2432,1161 -,,,,,,,,8721,9074,2591,1237 -,,,,,,,,8722,9555,2729,1302 -,,,,,,,,8723,9877,2820,1347 -,,,,,,,,8724,10082,2880,1374 -,,,,,,,,8725,10161,2902,1385 -,,,,,,,,8726,10085,2880,1375 -,,,,,,,,8727,10002,2856,1363 -,,,,,,,,8728,10086,2880,1375 -,,,,,,,,8729,10996,3140,1499 -,,,,,,,,8730,11817,3375,1611 -,,,,,,,,8731,11777,3363,1605 -,,,,,,,,8732,11486,3281,1566 -,,,,,,,,8733,11162,3188,1522 -,,,,,,,,8734,10603,3028,1445 -,,,,,,,,8735,9865,2818,1345 -,,,,,,,,8736,9090,2596,1239 -,,,,,,,,8737,8516,2432,1161 -,,,,,,,,8738,8194,2340,1117 -,,,,,,,,8739,8028,2293,1095 -,,,,,,,,8740,8002,2285,1090 -,,,,,,,,8741,8148,2327,1110 -,,,,,,,,8742,8589,2453,1171 -,,,,,,,,8743,9325,2663,1272 -,,,,,,,,8744,9904,2829,1350 -,,,,,,,,8745,10400,2970,1418 -,,,,,,,,8746,10771,3076,1469 -,,,,,,,,8747,10938,3124,1491 -,,,,,,,,8748,10907,3115,1487 -,,,,,,,,8749,10730,3064,1463 -,,,,,,,,8750,10550,3013,1439 -,,,,,,,,8751,10438,2981,1423 -,,,,,,,,8752,10469,2990,1427 -,,,,,,,,8753,11228,3206,1531 -,,,,,,,,8754,11908,3401,1624 -,,,,,,,,8755,11562,3302,1576 -,,,,,,,,8756,9923,3797,1339 -,,,,,,,,8757,9461,3621,1277 -,,,,,,,,8758,9018,3452,1217 -,,,,,,,,8759,8551,3281,1154 -,,,,,,,,8760,8089,3106,1092 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv deleted file mode 100644 index bd16edeeb3..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Minimum_capacity_requirement.csv +++ /dev/null @@ -1,4 +0,0 @@ -MinCapReqConstraint,ConstraintDescription,Min_MW -1,MA_PV,5000 -2,CT_Wind,10000 -3,All_Batteries,6000 diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv deleted file mode 100644 index 5cca655c66..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Network.csv +++ /dev/null @@ -1,4 +0,0 @@ -,Network_zones,Network_Lines,z1,z2,z3,Line_Max_Flow_MW,transmission_path_name,distance_mile,Line_Loss_Percentage,Line_Max_Reinforcement_MW,Line_Reinforcement_Cost_per_MWyr,DerateCapRes_1,CapRes_1,CapRes_Excl_1 -MA,z1,1,1,-1,0,2950,MA_to_CT,123.0584,0.012305837,2950,12060,0.95,0,0 -CT,z2,2,1,0,-1,2000,MA_to_ME,196.5385,0.019653847,2000,19261,0.95,0,0 -ME,z3,,,,,,,,,,,,, \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md deleted file mode 100644 index 44b11f213d..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/README.md +++ /dev/null @@ -1,15 +0,0 @@ -# Small New England: Three Zones with Multiple Fuels - -**SmallNewEngland** is set of a simplified versions of the more detailed example system RealSystemExample. It is condensed for easy comprehension and quick testing of different components of the GenX. **SmallNewEngland/ThreeZones**, a one-year example with hourly resolution, contains zones representing Massachusetts, Connecticut, and Maine. The ten represented resources include only natural gas, solar PV, wind, and lithium-ion battery storage. Natural gas resources can co-fire hydrogen. - -To run the model, first navigate to the example directory at `GenX/Example_Systems/SmallNewEngland/ThreeZones`: - -`cd("Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel")` - -Next, ensure that your settings in `GenX_settings.yml` are correct. The default settings use the solver Gurobi (`Solver: Gurobi`), time domain reduced input data (`TimeDomainReduction: 1`). Other optional policies include minimum capacity requirements, a capacity reserve margin, and more. A rate-based carbon cap of 50 gCO2 per kWh is specified in the `CO2_cap.csv` input file. - -Once the settings are confirmed, run the model with the `Run.jl` script in the example directory: - -`include("Run.jl")` - -Once the model has completed, results will write to the `Results` directory. \ No newline at end of file diff --git a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv b/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv deleted file mode 100644 index b96bce1284..0000000000 --- a/Example_Systems/SmallNewEngland/ThreeZones_Multi_Fuel/Reserves.csv +++ /dev/null @@ -1,2 +0,0 @@ -Reg_Req_Percent_Load,Reg_Req_Percent_VRE,Rsv_Req_Percent_Load,Rsv_Req_Percent_VRE,Unmet_Rsv_Penalty_Dollar_per_MW,Dynamic_Contingency,Static_Contingency_MW -0.01,0.0032,0.033,0.0795,1000,0,0 From 48945f18d8ace45aae592673c4fb13fd33c84a03 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 12:58:58 -0500 Subject: [PATCH 32/55] Removed unused files 1. removed used files; 2. removed extra space --- .../Settings/cbc_settings.yml | 11 -- .../Settings/clp_settings.yml | 14 -- .../Settings/scip_settings.yml | 5 - .../time_domain_reduction_settings.yml | 151 ------------------ Project.toml | 4 +- allInput_df.csv | 80 ---------- src/configure_solver/configure_highs.jl | 1 - src/model/core/discharge/discharge.jl | 3 +- src/write_outputs/write_costs.jl | 4 +- src/write_outputs/write_power.jl | 6 +- test_system/log.txt | 1 - 11 files changed, 5 insertions(+), 275 deletions(-) delete mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml delete mode 100644 Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml delete mode 100644 allInput_df.csv delete mode 100644 test_system/log.txt diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml deleted file mode 100644 index 92c6fa892f..0000000000 --- a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/cbc_settings.yml +++ /dev/null @@ -1,11 +0,0 @@ -# CBC Solver Parameters -# Common solver settings -TimeLimit: 110000 # Solution timeout limit. For example, set_optimizer_attribute(model, "seconds", 60.0). - -#CBC-specific solver settings -logLevel: 1 # Set to 1 to enable solution output. For example, set_optimizer_attribute(model, "logLevel", 1). -maxSolutions: -1 # Terminate after this many feasible solutions have been found. For example, set_optimizer_attribute(model, "maxSolutions", 1). -maxNodes: 2000 # Terminate after this many branch-and-bound nodes have been evaluated. For example, set_optimizer_attribute(model, "maxNodes", 1). -allowableGap: 1 # Terminate after optimality gap is less than this value (on an absolute scale). For example, set_optimizer_attribute(model, "allowableGap", 0.05). -ratioGap: 0.01 # Terminate after optimality gap is smaller than this relative fraction. For example, set_optimizer_attribute(model, "allowableGap", 0.05). -threads: 2 # Set the number of threads to use for parallel branch & bound. For example, set_optimizer_attribute(model, "threads", 2) diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml deleted file mode 100644 index c4c003d08e..0000000000 --- a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/clp_settings.yml +++ /dev/null @@ -1,14 +0,0 @@ -# Clp Solver parameters https://github.com/jump-dev/Clp.jl -# Common solver settings -Feasib_Tol: 1e-5 # Primal/Dual feasibility tolerance -TimeLimit: -1.0 # Terminate after this many seconds have passed. A negative value means no time limit -Pre_Solve: 0 # Set to 1 to disable presolve -Method: 5 # Solution method: dual simplex (0), primal simplex (1), sprint (2), barrier with crossover (3), barrier without crossover (4), automatic (5) - -#Clp-specific solver settings -DualObjectiveLimit: 1e308 # When using dual simplex (where the objective is monotonically changing), terminate when the objective exceeds this limit -MaximumIterations: 2147483647 # Terminate after performing this number of simplex iterations -LogLevel: 1 # Set to 1, 2, 3, or 4 for increasing output. Set to 0 to disable output -InfeasibleReturn: 0 # Set to 1 to return as soon as the problem is found to be infeasible (by default, an infeasibility proof is computed as well) -Scaling: 3 # 0 -off, 1 equilibrium, 2 geometric, 3 auto, 4 dynamic(later) -Perturbation: 100 # switch on perturbation (50), automatic (100), don't try perturbing (102) diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml deleted file mode 100644 index 2779d54826..0000000000 --- a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/scip_settings.yml +++ /dev/null @@ -1,5 +0,0 @@ -# SCIP Solver Parameters - -#SCIP-specific solver settings -Dispverblevel: 0 -limitsgap: 0.05 diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml deleted file mode 100644 index 537b80d797..0000000000 --- a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Settings/time_domain_reduction_settings.yml +++ /dev/null @@ -1,151 +0,0 @@ -##### -# -# TIME DOMAIN REDUCTION SETTINGS -# -# Set parameters here that organize how your full timeseries -# data will be divided into representative period clusters. -# Ensure that time_domain_reduction is set to 1 in GenX_settings.yml -# before running. Run within GenX or use PreCluster.jl to test and -# examine representative period output before proceeding. -# Specify your data input directory as inpath within Run_test.jl -# or PreCluster.jl. -# -##### - - # - TimestepsPerRepPeriod - # Typically 168 timesteps (e.g., hours) per period, this designates - # the length of each representative period. -TimestepsPerRepPeriod: 168 - - # - ClusterMethod - # Either 'kmeans' or 'kmedoids', this designates the method used to cluster - # periods and determine each point's representative period. -ClusterMethod: 'kmeans' - - # - ScalingMethod - # Either 'N' or 'S', this designates directs the module to normalize ([0,1]) - # or standardize (mean 0, variance 1) the input data. -ScalingMethod: "S" - - # - MaxPeriods - # The maximum number of periods - both clustered periods and extreme periods - - # that may be used to represent the input data. If IterativelyAddPeriods is on and the - # error threshold is never met, this will be the total number of periods. -MaxPeriods: 11 - - # - MinPeriods - # The minimum number of periods used to represent the input data. If using - # UseExtremePeriods, this must be at least the number of extreme periods requests. If - # IterativelyAddPeriods if off, this will be the total number of periods. -MinPeriods: 8 - - # - IterativelyAddPeriods - # Either 'yes' or 'no', this designates whether or not to add periods - # until the error threshold between input data and represented data is met or the maximum - # number of periods is reached. -IterativelyAddPeriods: 1 - - # - IterateMethod - # Either 'cluster' or 'extreme', this designates whether to add clusters to - # the kmeans/kmedoids method or to set aside the worst-fitting periods as a new extreme periods. - # The default option is 'cluster'. -IterateMethod: "cluster" - - # - Threshold - # Iterative period addition will end if the period farthest (Euclidean Distance) - # from its representative period is within this percentage of the total possible error (for normalization) - # or ~95% of the total possible error (for standardization). E.g., for a threshold of 0.01, - # every period must be within 1% of the spread of possible error before the clustering - # iterations will terminate (or until the max number of periods is reached). -Threshold: 0.05 - - # - nReps - # The number of times to repeat each kmeans/kmedoids clustering at the same setting. -nReps: 100 - - # - DemandWeight - # Default 1, this is an optional multiplier on demand columns in order to prioritize - # better fits for demand profiles over resource capacity factor profiles. -DemandWeight: 1 - - # - WeightTotal - # Default 8760, the sum to which the relative weights of representative periods will be scaled. -WeightTotal: 8760 - - # - ClusterFuelPrices - # Either 1 (yes) or 0 (no), this indicates whether or not to use the fuel price - # time series in Fuels_data.csv in the clustering process. If 0, this function will still write - # Fuels_data_clustered.csv with reshaped fuel prices based on the number and size of the - # representative weeks, assuming a constant time series of fuel prices with length equal to the - # number of timesteps in the raw input data. -ClusterFuelPrices: 1 - - # - UseExtremePeriods - # Either 'yes' or 'no', this designates whether or not to include - # outliers (by performance or demand/resource extreme) as their own representative periods. - # This setting automatically includes the periods with maximum demand, minimum solar cf and - # minimum wind cf as extreme periods. -UseExtremePeriods: 1 - - # - MultiStageConcatenate - # (Only considered if MultiStage = 1 in genx_settings.yml) - # If 1, this designates that the model should time domain reduce the input data - # of all model stages together. Else if 0, the model will time domain reduce each - # stage separately -MultiStageConcatenate: 0 - -# STILL IN DEVELOPMENT - Currently just uses integral max demand, integral min PV and wind. -# - ExtremePeriods -# Use this to define which periods to be included among the final representative periods -# as "Extreme Periods". -# Select by profile type: demand ("Demand"), solar PV capacity factors ("PV"), and wind capacity factors ("Wind"). -# Select whether to examine these profiles by zone ("Zone") or across the whole system ("System"). -# Select whether to look for absolute max/min at the timestep level ("Absolute") -# or max/min sum across the period ("Integral"). -# Select whether you want the maximum ("Max") or minimum ("Min") (of the prior type) for each profile type. -ExtremePeriods: - Demand: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 - System: - Absolute: - Max: 1 - Min: 0 - Integral: - Max: 0 - Min: 0 - PV: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 1 - System: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 - Wind: - Zone: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 1 - System: - Absolute: - Max: 0 - Min: 0 - Integral: - Max: 0 - Min: 0 diff --git a/Project.toml b/Project.toml index 77b6c1595c..05d0f888ff 100644 --- a/Project.toml +++ b/Project.toml @@ -11,7 +11,6 @@ DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7" -Gurobi = "2e9cd046-0924-5485-92f1-d5272153d98b" HiGHS = "87dc4568-4c63-4d18-b0c0-bb2238e4078b" JuMP = "4076af6c-e467-56ae-b986-b466b2749572" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" @@ -29,9 +28,8 @@ Combinatorics = "1.0.2" DataFrames = "1.3.4" DataStructures = "0.18.13" Distances = "0.10.7" -Gurobi = "0.11.3" HiGHS = "1.1.4" -JuMP = "1.1.0" +JuMP = "1.1.1" MathOptInterface = "1.6.1" RecursiveArrayTools = "2.31.2" Statistics = "1.4.0" diff --git a/allInput_df.csv b/allInput_df.csv deleted file mode 100644 index 2f91cbbb05..0000000000 --- a/allInput_df.csv +++ /dev/null @@ -1,80 +0,0 @@ -first,second -Z,1 -LOSS_LINES,[1] -RET_CAP_CHARGE,[16] -pC_D_Curtail,[50000.0] -dfGen,"17×79 DataFrame - Row │ Resource Zone THERM MUST_RUN STOR FLEX HYDRO VRE Num_VRE_Bins LDS RETRO Num_RETRO_Sources New_Build Existing_Cap_MW Existing_Cap_MWh Existing_Charge_Cap_MW Max_Cap_MW Max_Cap_MWh Max_Charge_Cap_MW Min_Cap_MW Min_Cap_MWh Min_Charge_Cap_MW Inv_Cost_per_MWyr Inv_Cost_per_MWhyr Inv_Cost_Charge_per_MWyr Fixed_OM_Cost_per_MWyr Fixed_OM_Cost_per_MWhyr Fixed_OM_Cost_Charge_per_MWyr Var_OM_Cost_per_MWh Var_OM_Cost_per_MWh_In Heat_Rate_MMBTU_per_MWh Fuel Cap_Size Start_Cost_per_MW Start_Fuel_MMBTU_per_MW Up_Time Down_Time Ramp_Up_Percentage Ramp_Dn_Percentage Hydro_Energy_to_Power_Ratio Min_Power Self_Disch Eff_Up Eff_Down Min_Duration Max_Duration Max_Flexible_Demand_Advance Max_Flexible_Demand_Delay Flexible_Demand_Energy_Eff Reg_Max Rsv_Max Reg_Cost Rsv_Cost MinCapTag_1 MinCapTag_2 MinCapTag_3 MGA Resource_Type CapRes_1 ESR_1 ESR_2 region cluster WACC Capital_Recovery_Period Lifetime Min_Retired_Cap_MW Min_Retired_Energy_Cap_MW Min_Retired_Charge_Cap_MW Retro1_Source Retro1_Efficiency Retro1_Inv_Cost_per_MWyr Retro2_Source Retro2_Efficiency Retro2_Inv_Cost_per_MWyr Heat_Rate2_MMBTU_per_MWh Fuel2 Min_Cofire_Level R_ID - │ String15 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Int64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 Float64 String7 Float64 Float64 Int64 Int64 Int64 Float64 Float64 Int64 Float64 Int64 Float64 Float64 Int64 Int64 Int64 Int64 Int64 Float64 Float64 Float64 Float64 Int64 Int64 Int64 Int64 String15 Float64 Int64 Int64 String3 Int64 Float64 Int64 Int64 Float64 Float64 Float64 String7 Float64 Int64 String7 Float64 Int64 Float64 String Float64 Int64 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- 1 │ NGCC_bf 1 1 0 0 0 0 0 0 0 0 0 0 3400.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 40000.0 0.0 0.0 12000.0 0.0 0.0 3.0 0.0 7.3 ng 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 1 - 2 │ NGCC_gf 1 1 0 0 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 40000.0 0.0 0.0 12000.0 0.0 0.0 3.0 0.0 7.3 ng 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 2 - 3 │ NGCT_bf 1 1 0 0 0 0 0 0 0 0 0 0 8200.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 30000.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 14.3 ng 100.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCT 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 3 - 4 │ NGCT_gf 1 1 0 0 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 30000.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 14.3 ng 100.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCT 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 4 - 5 │ NGST 1 1 0 0 0 0 0 0 0 0 0 0 1060.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 11000.0 0.0 0.0 4.0 0.0 12.1 ng 500.0 90.0 1 6 1 0.64 0.64 0 0.2 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGST 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 5 - 6 │ Coal 1 1 0 0 0 0 0 0 0 0 0 0 14700.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 30000.0 0.0 0.0 5.0 0.0 10.4 coal 500.0 150.0 10 6 6 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Coal 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 6 - 7 │ Nuclear 1 1 1 0 0 0 0 0 0 0 0 0 2360.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 100000.0 0.0 0.0 2.0 0.0 7.43 uranium 1000.0 0.0 0 0 0 0.64 0.64 0 0.0 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Nuclear 0.93 0 0 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 7 - 8 │ Biomass 1 1 0 0 0 0 0 0 0 0 0 -1 20.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 100000.0 0.0 0.0 5.0 0.0 13.0 biomass 100.0 90.0 2 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Biomass 0.93 0 0 MO 1 0.04 30 30 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 8 - 9 │ SolarPV 1 0 0 0 0 0 1 1 0 0 0 1 40.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 36000.0 0.0 0.0 10000.0 0.0 0.0 0.0 0.0 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 1 0 0 1 SolarPV 0.8 1 1 MO 1 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 9 - 10 │ Wind 1 0 0 0 0 0 1 1 0 0 0 1 5720.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 60000.0 0.0 0.0 40000.0 0.0 0.0 0.1 0.0 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 0 1 0 1 Wind 0.8 1 1 MO 1 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 10 - 11 │ Hydro 1 0 0 0 0 1 0 0 0 0 0 -1 480.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 18000.0 0.0 0.0 0.1 0.0 0.0 None 1600.0 0.0 0 0 0 1.0 1.0 0 0.0 0 1.0 1.0 0 0 0 0 1 0.0 0.0 0.0 0.0 0 1 0 1 Hydro 0.8 1 1 MO 1 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 11 - 12 │ PHS 1 0 0 1 0 0 0 0 1 0 0 0 480.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 15000.0 5000.0 0.0 0.1 0.1 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.9 0.9 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 PHS 0.95 0 0 MO 0 0.04 40 40 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 12 - 13 │ Li-ion 1 0 0 1 0 0 0 0 0 0 0 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 20000.0 25000.0 0.0 5000.0 6000.0 0.0 0.15 0.15 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.9 0.9 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 Li-ion 0.95 0 0 MO 0 0.04 20 20 0.0 0.0 0.0 None 0.0 -1 None 0.0 -1 0.0 None 0.0 13 - 14 │ Retro_NGCC_CCS 1 1 0 0 0 0 0 0 0 1 2 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 60000.0 0.0 0.0 16000.0 0.0 0.0 3.0 0.0 7.3 ng_ccs 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 NGCC_CCS 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 NGCC_bf 0.85 60000 NGCC_gf 0.9 55000 0.0 None 0.0 14 - 15 │ Retro_NGCC_H2 1 1 0 0 0 0 0 0 0 1 2 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 3.0 0.0 7.3 h2 200.0 70.0 1 6 2 0.64 0.64 0 0.4 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Hydrogen 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 NGCC_bf 0.85 0 NGCC_gf 0.9 0 0.0 None 0.0 15 - 16 │ Retro_Coal_TES 1 0 0 2 0 0 0 0 0 1 1 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 200.0 220.0 260.0 10.0 0.0 0.1 0.1 0.0 None 1.0 0.0 0 0 0 1.0 1.0 0 0.0 0 0.995 0.55 1 10 0 0 1 0.0 0.0 0.0 0.0 0 0 1 0 TES 0.95 0 0 MO 0 0.04 20 20 0.0 0.0 0.0 Coal 0.85 33300 None 0.0 -1 0.0 None 0.0 16 - 17 │ Retro_Coal_SMR 1 1 1 0 0 0 0 0 0 1 1 1 0.0 0.0 0.0 -1.0 -1.0 -1.0 0.0 0.0 0.0 0.0 0.0 0.0 6200.0 0.0 0.0 0.75 0.0 7.43 uranium 200.0 0.0 0 0 0 0.64 0.64 0 0.0 0 1.0 1.0 0 0 0 0 1 0.25 0.5 0.0 0.0 0 0 0 1 Nuclear 0.93 0 0 MO 1 0.04 20 20 0.0 0.0 0.0 Coal 0.85 195000 None 0.0 -1 0.0 None 0.0 17" -pTrans_Max_Possible,[2950.0] -pNet_Map,[1.0;;] -omega,"[1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 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3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6; 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 3.6 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-HYDRO_RES_KNOWN_CAP,Int64[] -STOR_ASYMMETRIC,[16] -T,1848 -fuel_costs,"Dict{AbstractString, Array{Float64}}(""None"" => [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 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-NUM_RETROFIT_SOURCES,"[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 1, 1]" -STOR_SHORT_DURATION,"[13, 16]" -pTrans_Max,[2950.0] -NEW_CAP_ENERGY,"[13, 16]" -fuels,"[""ng"", ""coal"", ""biomass"", ""uranium"", ""ng_ccs"", ""h2"", ""None""]" -SEG,1 -G,17 -NEW_CAP_CHARGE,[16] -pTrans_Loss_Coef,[0.012305837] -START_SUBPERIODS,1:1848:1 -RETROFIT_SOURCE_IDS,"Vector[Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], Any[], [1, 2], [1, 2], [6], [6]]" diff --git a/src/configure_solver/configure_highs.jl b/src/configure_solver/configure_highs.jl index f785116c15..a8d7166bfe 100644 --- a/src/configure_solver/configure_highs.jl +++ b/src/configure_solver/configure_highs.jl @@ -398,7 +398,6 @@ function configure_highs(solver_settings_path::String, optimizer::Any) "cost_scale_factor" => 0, "allowed_matrix_scale_factor" => 20, "allowed_cost_scale_factor" => 0, - # "simplex_dualise_strategy" => -1, "simplex_permute_strategy" => -1, "max_dual_simplex_cleanup_level" => 1, "max_dual_simplex_phase1_cleanup_level" => 2, diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index 51896612a0..99fcde7b88 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -18,11 +18,10 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps Z = inputs["Z"] # Number of zones - ### Variables ### # Energy injected into the grid by resource "y" at hour "t" - @variable(EP, vP[y=1:G,t=1:T] >=0); # MW + @variable(EP, vP[y=1:G,t=1:T] >=0); # Variable costs of "generation" for resource "y" during hour "t" = variable O&M @expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]*vP[y,t]))) diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index d6192e4fca..68db82ae73 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -10,7 +10,6 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) Z = inputs["Z"] # Number of zones T = inputs["T"] # Number of time steps (hours) VRE_STOR = inputs["VRE_STOR"] - ELECTROLYZER = inputs["ELECTROLYZER"] cost_list = ["cTotal", "cFix", "cVar", "cFuel" ,"cNSE", "cStart", "cUnmetRsv", "cNetworkExp", "cUnmetPolicyPenalty", "cCO2"] @@ -22,7 +21,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) end dfCost = DataFrame(Costs = cost_list) - cVar = value(EP[:eTotalCVarOut]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) + cVar = value(EP[:eTotalCVarOut])+ (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCVarIn]) : 0.0) + (!isempty(inputs["FLEX"]) ? value(EP[:eTotalCVarFlexIn]) : 0.0) cFix = value(EP[:eTotalCFix]) + (!isempty(inputs["STOR_ALL"]) ? value(EP[:eTotalCFixEnergy]) : 0.0) + (!isempty(inputs["STOR_ASYMMETRIC"]) ? value(EP[:eTotalCFixCharge]) : 0.0) cFuel = value.(EP[:eTotalCFuelOut]) @@ -241,6 +240,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) if !isempty(ELECTROLYZERS_ZONE) push!(temp_cost_list,tempHydrogenValue) end + dfCost[!,Symbol("Zone$z")] = temp_cost_list end CSV.write(joinpath(path, "costs.csv"), dfCost) diff --git a/src/write_outputs/write_power.jl b/src/write_outputs/write_power.jl index d8bdc59d30..d1aa4e58af 100644 --- a/src/write_outputs/write_power.jl +++ b/src/write_outputs/write_power.jl @@ -9,9 +9,7 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) T = inputs["T"] # Number of time steps (hours) # Power injected by each resource in each time step - dfPower = DataFrame(Resource = inputs["RESOURCES"], - Zone = dfGen[!,:Zone], - AnnualSum = Array{Union{Missing,Float64}}(undef, G)) + dfPower = DataFrame(Resource = inputs["RESOURCES"], Zone = dfGen[!,:Zone], AnnualSum = Array{Union{Missing,Float64}}(undef, G)) power = value.(EP[:vP]) if setup["ParameterScale"] == 1 power *= ModelScalingFactor @@ -19,7 +17,6 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) dfPower.AnnualSum .= power * inputs["omega"] dfPower = hcat(dfPower, DataFrame(power, :auto)) - auxNew_Names=[Symbol("Resource");Symbol("Zone");Symbol("AnnualSum");[Symbol("t$t") for t in 1:T]] rename!(dfPower,auxNew_Names) @@ -29,6 +26,5 @@ function write_power(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) rename!(total,auxNew_Names) dfPower = vcat(dfPower, total) CSV.write(joinpath(path, "power.csv"), dftranspose(dfPower, false), writeheader=false) - return dfPower end diff --git a/test_system/log.txt b/test_system/log.txt deleted file mode 100644 index 641d62c57d..0000000000 --- a/test_system/log.txt +++ /dev/null @@ -1 +0,0 @@ -2023-08-11 15:41:26 [ INFO] powergenome:164 Reading settings file From 3d7df51ae0b8c64106f56bdd7566b60fd738eb96 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 13:04:13 -0500 Subject: [PATCH 33/55] Update Demand_data.csv change Sub_Weights to 8760 to better emulate a full year --- .../SmallNewEngland/OneZone_MultiFuels/Demand_data.csv | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv index 026bdc238c..25a46794b6 100644 --- a/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv +++ b/Example_Systems/SmallNewEngland/OneZone_MultiFuels/Demand_data.csv @@ -1,5 +1,5 @@ Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Demand_MW_z1 -50000,1,1,1,1,24,24,1,11162 +50000,1,1,1,1,24,8760,1,11162 ,,,,,,,2,10556 ,,,,,,,3,10105 ,,,,,,,4,9878 From 34a9d623c2fbbd00c3d62c907ff8ac9633e685dd Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 13:19:28 -0500 Subject: [PATCH 34/55] Update data_documentation.md Create a new section for required columns to use multi fuels in documentation --- docs/src/data_documentation.md | 42 +++++++++++++++++++++------------- 1 file changed, 26 insertions(+), 16 deletions(-) diff --git a/docs/src/data_documentation.md b/docs/src/data_documentation.md index a6f9556a46..5e452bc54d 100644 --- a/docs/src/data_documentation.md +++ b/docs/src/data_documentation.md @@ -312,9 +312,6 @@ This file contains cost and performance parameters for various generators and ot |VRE_STOR | {0, 1}, Flag to indicate membership in set of co-located variable renewable energy resources (onshore wind and utility-scale solar PV) and storage resources (either short- or long-duration energy storage with symmetric or asymmetric charging or discharging capabilities).| ||VRE_STOR = 0: Not part of set (default) | ||VRE_STOR = 1: Co-located VRE and storage (VRE-STOR) resources. | -|MULTI_FUELS | {0, 1}, Flag to indicate membership in set of thermal resources that can burn multiple fuels at the same time (e.g., natural gas combined cycle cofiring with hydrogen, coal power plant cofiring with natural gas.| -||MULTI_FUELS = 0: Not part of set (default) | -||VMULTI_FUELS = 1: Resources that can use fuel blending. | |**Existing technology capacity**| |Existing\_Cap\_MW |The existing capacity of a power plant in MW. Note that for co-located VRE-STOR resources, this capacity represents the existing AC grid connection capacity in MW. | @@ -339,19 +336,6 @@ This file contains cost and performance parameters for various generators and ot |**Technical performance parameters**| |Heat\_Rate\_MMBTU\_per\_MWh |Heat rate of a generator or MMBtu of fuel consumed per MWh of electricity generated for export (net of on-site consumption). The heat rate is the inverse of the efficiency: a lower heat rate is better. Should be consistent with fuel prices in terms of reporting on higher heating value (HHV) or lower heating value (LHV) basis. | |Fuel |Fuel needed for a generator. The names should match with the ones in the `Fuels_data.csv`. | -|Num\_Fuels |Number of fuels that a multi-fuel generator (MULTI_FUELS = 1) can use at the same time. The length of ['Fuel1', 'Fuel2', ...] should be equal to 'Num\_Fuels'. Each fuel will requires its corresponding heat rate, min cofire level, and max cofire level. | -|Fuel1 |Frist fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | -|Fuel2 |Second fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | -|Heat1\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel1. | -|Heat2\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel2. | -|Fuel1\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | -|Fuel1\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | -|Fuel1\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | -|Fuel1\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | -|Fuel2\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | -|Fuel2\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | -|Fuel2\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | -|Fuel2\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | |Self\_Disch |[0,1], The power loss of storage technologies per hour (fraction loss per hour)- only applies to storage techs. Note that for co-located VRE-STOR resources, this value applies to the storage component of each resource.| |Min\_Power |[0,1], The minimum generation level for a unit as a fraction of total capacity. This value cannot be higher than the smallest time-dependent CF value for a resource in `Generators_variability.csv`. Applies to thermal plants, and reservoir hydro resource (`HYDRO = 1`).| |Ramp\_Up\_Percentage |[0,1], Maximum increase in power output from between two periods (typically hours), reported as a fraction of nameplate capacity. Applies to thermal plants, and reservoir hydro resource (`HYDRO = 1`).| @@ -783,6 +767,32 @@ This file contains the time-series of capacity factors / availability of the win • Second column onwards: Resources are listed from the second column onward with headers matching each resource name in the `Generators_data.csv` and `Vre_and_stor_data.csv` files in any order. The availability for each resource at each time step is defined as a fraction of installed capacity and should be between 0 and 1. Note that for this reason, resource names specified in `Generators_data.csv` and `Vre_and_stor_data.csv` must be unique. +#### 2.2.12 Settings-specific columns in the Generators\_data.csv to use multi fuels + +This file contains additional setting and performance parameters for specifically thermal resources that use multiple fuels. +These variables must be explicitly listed in the `Generators_data.csv`. + +###### Table 17: Settings-specific columns in the Generators\_data.csv file to use multi fuels +|**Column Name** | **Description**| +| :------------ | :-----------| +|**Technology type flags**| +|MULTI_FUELS | {0, 1}, Flag to indicate membership in set of thermal resources that can burn multiple fuels at the same time (e.g., natural gas combined cycle cofiring with hydrogen, coal power plant cofiring with natural gas.| +||MULTI_FUELS = 0: Not part of set (default) | +||MULTI_FUELS = 1: Resources that can use fuel blending. | +|**Technical performance parameters**| +|Num\_Fuels |Number of fuels that a multi-fuel generator (MULTI_FUELS = 1) can use at the same time. The length of ['Fuel1', 'Fuel2', ...] should be equal to 'Num\_Fuels'. Each fuel will requires its corresponding heat rate, min cofire level, and max cofire level. | +|Fuel1 |Frist fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | +|Fuel2 |Second fuel needed for a mulit-fuel generator (MULTI_FUELS = 1). The names should match with the ones in the `Fuels_data.csv`. | +|Heat1\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel1. | +|Heat2\_Rate\_MMBTU\_per\_MWh |Heat rate of a multi-fuel generator (MULTI_FUELS = 1) for Fuel2. | +|Fuel1\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel1\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel1\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel1\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel1' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel2\_Min\_Cofire\_Level |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel2\_Min\_Cofire_Level\_Start |The minimum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | +|Fuel2\_Max\_Cofire\_Level |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the normal generation process. | +|Fuel2\_Max\_Cofire_Level\_Start |The maximum blendng level of 'Fuel2' in total heat inputs of a mulit-fuel generator (MULTI_FUELS = 1) during the start-up process. | ## 3 Outputs From eb157d1ce354de75e8f559c203b5995deeb18bab Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 13:32:53 -0500 Subject: [PATCH 35/55] Removed unused space, variables, and comments --- docs/src/data_documentation.md | 1 - src/load_inputs/load_generators_data.jl | 8 ++++---- src/model/policies/co2_cap.jl | 1 - 3 files changed, 4 insertions(+), 6 deletions(-) diff --git a/docs/src/data_documentation.md b/docs/src/data_documentation.md index 5e452bc54d..551b3dae1e 100644 --- a/docs/src/data_documentation.md +++ b/docs/src/data_documentation.md @@ -312,7 +312,6 @@ This file contains cost and performance parameters for various generators and ot |VRE_STOR | {0, 1}, Flag to indicate membership in set of co-located variable renewable energy resources (onshore wind and utility-scale solar PV) and storage resources (either short- or long-duration energy storage with symmetric or asymmetric charging or discharging capabilities).| ||VRE_STOR = 0: Not part of set (default) | ||VRE_STOR = 1: Co-located VRE and storage (VRE-STOR) resources. | - |**Existing technology capacity**| |Existing\_Cap\_MW |The existing capacity of a power plant in MW. Note that for co-located VRE-STOR resources, this capacity represents the existing AC grid connection capacity in MW. | |Existing\_Cap\_MWh |The existing capacity of storage in MWh where `STOR = 1` or `STOR = 2`. Note that for co-located VRE-STOR resources, this capacity represents the existing capacity of storage in MWh. | diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 91e7d2e2ec..909e6620f9 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -70,12 +70,12 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di inputs_gen["RETRO"] = gen_in[gen_in.RETRO.==1,:R_ID] # Disable Retrofit while it's under development - # if !(isempty(inputs_gen["RETRO"])) - # error("The Retrofits feature, which is activated by nonzero data in a 'RETRO' column in Generators_data.csv, is under development and is not ready for public use. Disable this message to enable this *experimental* feature.") - # end + if !(isempty(inputs_gen["RETRO"])) + error("The Retrofits feature, which is activated by nonzero data in a 'RETRO' column in Generators_data.csv, is under development and is not ready for public use. Disable this message to enable this *experimental* feature.") + end # Set of multi-fuel resources - if !("MULTI_FUELS" in names(gen_in)) + if "MULTI_FUELS" ∉ names(gen_in) gen_in[!, "MULTI_FUELS"] = zero(gen_in[!, "R_ID"]) end diff --git a/src/model/policies/co2_cap.jl b/src/model/policies/co2_cap.jl index cedbba3769..40a01455e5 100644 --- a/src/model/policies/co2_cap.jl +++ b/src/model/policies/co2_cap.jl @@ -74,7 +74,6 @@ function co2_cap!(EP::Model, inputs::Dict, setup::Dict) G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones - THERM_ALL = inputs["THERM_ALL"] ### Variable ### # if input files are present, add CO2 cap slack variables From 15ba0050edb4928dcbf11faef025115072ae43a6 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 13:59:38 -0500 Subject: [PATCH 36/55] undo changes to some files undo changes to files which are comment-only or whitespace-only --- src/model/core/discharge/discharge.jl | 4 ++++ src/write_outputs/write_costs.jl | 6 +++--- 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/src/model/core/discharge/discharge.jl b/src/model/core/discharge/discharge.jl index 99fcde7b88..977ea4f04c 100644 --- a/src/model/core/discharge/discharge.jl +++ b/src/model/core/discharge/discharge.jl @@ -23,6 +23,10 @@ function discharge!(EP::Model, inputs::Dict, setup::Dict) # Energy injected into the grid by resource "y" at hour "t" @variable(EP, vP[y=1:G,t=1:T] >=0); + ### Expressions ### + + ## Objective Function Expressions ## + # Variable costs of "generation" for resource "y" during hour "t" = variable O&M @expression(EP, eCVar_out[y=1:G,t=1:T], (inputs["omega"][t]*(dfGen[y,:Var_OM_Cost_per_MWh]*vP[y,t]))) # Sum individual resource contributions to variable discharging costs to get total variable discharging costs diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index 68db82ae73..d13d7903e4 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -75,7 +75,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) if haskey(inputs, "MinCapPriceCap") dfCost[9,2] += value(EP[:eTotalCMinCapSlack]) end - + if !isempty(VRE_STOR) dfCost[!,2][11] = value(EP[:eTotalCGrid]) * (setup["ParameterScale"] == 1 ? ModelScalingFactor^2 : 1) end @@ -115,7 +115,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCVar = sum(value.(EP[:eCVar_out][Y_ZONE,:])) tempCTotal += tempCVar - + tempCFuel = sum(value.(EP[:ePlantCFuelOut][Y_ZONE,:])) tempCTotal += tempCFuel @@ -240,7 +240,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) if !isempty(ELECTROLYZERS_ZONE) push!(temp_cost_list,tempHydrogenValue) end - + dfCost[!,Symbol("Zone$z")] = temp_cost_list end CSV.write(joinpath(path, "costs.csv"), dfCost) From c0c89b81624c01f83f9ebbd8d87acf464b7318ab Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 28 Nov 2023 15:05:20 -0500 Subject: [PATCH 37/55] Add a function to read data related to multi fuels in Generators_data.csv --- src/load_inputs/load_generators_data.jl | 64 +++++++++++++------------ 1 file changed, 33 insertions(+), 31 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 909e6620f9..2b9548d828 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -8,7 +8,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di filename = "Generators_data.csv" gen_in = load_dataframe(joinpath(path, filename)) - # Store DataFrame of generators/resources input data for use in model inputs_gen["dfGen"] = gen_in @@ -78,9 +77,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di if "MULTI_FUELS" ∉ names(gen_in) gen_in[!, "MULTI_FUELS"] = zero(gen_in[!, "R_ID"]) end - - inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] - inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] # Set of thermal generator resources if setup["UCommit"]>=1 @@ -226,10 +222,40 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end end - # Multi Fuels Information + load_vre_stor_data!(inputs_gen, setup, path) + load_multi_fuels_data!(inputs_gen, setup, path) + + # write zeros if col names are not in the gen_in dataframe + required_cols_for_co2 = ["Biomass", "CO2_Capture_Fraction", "CO2_Capture_Fraction_Startup", "CCS_Disposal_Cost_per_Metric_Ton"] + for col in required_cols_for_co2 + ensure_column!(gen_in, col, 0) + end + + # Scale CCS_Disposal_Cost_per_Metric_Ton for CCS units + gen_in.CCS_Disposal_Cost_per_Metric_Ton /= scale_factor - if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data + # get R_ID when fuel is not None + inputs_gen["HAS_FUEL"] = gen_in[(gen_in[!,:Fuel] .!= "None"),:R_ID] + + # Piecewise fuel usage option + if setup["UCommit"] > 0 + process_piecewisefuelusage!(inputs_gen, scale_factor) + end + println(filename * " Successfully Read!") +end + +@doc raw""" + load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractString) + +Function for reading input parameters related to multi fuels +""" +function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractString) + gen_in = inputs_gen["dfGen"] + inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] + inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] + + if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data inputs_gen["NUM_FUELS"] = gen_in[!,:Num_Fuels] # Number of fuels that this resource can use max_fuels = maximum(inputs_gen["NUM_FUELS"]) fuel_cols = [ Symbol(string("Fuel",i)) for i in 1:max_fuels ] @@ -261,32 +287,8 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end end end - - - - end - load_vre_stor_data!(inputs_gen, setup, path) - - - # write zeros if col names are not in the gen_in dataframe - required_cols_for_co2 = ["Biomass", "CO2_Capture_Fraction", "CO2_Capture_Fraction_Startup", "CCS_Disposal_Cost_per_Metric_Ton"] - for col in required_cols_for_co2 - ensure_column!(gen_in, col, 0) end - - # Scale CCS_Disposal_Cost_per_Metric_Ton for CCS units - gen_in.CCS_Disposal_Cost_per_Metric_Ton /= scale_factor - - # get R_ID when fuel is not None - inputs_gen["HAS_FUEL"] = gen_in[(gen_in[!,:Fuel] .!= "None"),:R_ID] - - # Piecewise fuel usage option - if setup["UCommit"] > 0 - process_piecewisefuelusage!(inputs_gen, scale_factor) - end - - println(filename * " Successfully Read!") -end +end @doc raw""" From 2a1616e705668f005db872baf9905edbc57f9c45 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 1 Dec 2023 10:17:08 -0500 Subject: [PATCH 38/55] Assign variables at the beginning functions --- src/load_inputs/load_generators_data.jl | 3 +- src/model/core/co2.jl | 18 +++-- src/model/core/fuel.jl | 84 ++++++++++++--------- src/write_outputs/write_fuel_consumption.jl | 15 ++-- 4 files changed, 68 insertions(+), 52 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 2b9548d828..e7ce15079f 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -8,6 +8,7 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di filename = "Generators_data.csv" gen_in = load_dataframe(joinpath(path, filename)) + # Store DataFrame of generators/resources input data for use in model inputs_gen["dfGen"] = gen_in @@ -23,7 +24,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # Add Resource IDs after reading to prevent user errors gen_in[!,:R_ID] = 1:G - scale_factor = setup["ParameterScale"] == 1 ? ModelScalingFactor : 1 ## Defining sets of generation and storage resources @@ -418,6 +418,7 @@ end Function for reading input parameters related to co-located VRE-storage resources """ function load_vre_stor_data!(inputs_gen::Dict, setup::Dict, path::AbstractString) + error_strings = String[] dfGen = inputs_gen["dfGen"] inputs_gen["VRE_STOR"] = "VRE_STOR" in names(dfGen) ? dfGen[dfGen.VRE_STOR.==1,:R_ID] : Int[] diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index e85292ef8b..421cc3d1e6 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -60,8 +60,10 @@ function co2!(EP::Model, inputs::Dict) Z = inputs["Z"] # Number of zones MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] - fuel_CO2 = inputs["fuel_CO2"] # CO2 content of fuel (t CO2/MMBTU or ktCO2/Billion BTU) + fuel_cols = inputs["FUEL_COLS"] + max_fuels = inputs["MAX_NUM_FUELS"] + omega = inputs["omega"] ### Expressions ### # CO2 emissions from power plants in "Generators_data.csv" # If all the CO2 capture fractions from Generators_data are zeros, the CO2 emissions from thermal generators are determined by fuel consumption times CO2 content per MMBTU @@ -71,7 +73,7 @@ function co2!(EP::Model, inputs::Dict) if y in SINGLE_FUEL ((1-dfGen[y, :Biomass]) *(EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) * fuel_CO2[dfGen[y,:Fuel]]) else - sum(((1-dfGen[y, :Biomass]) *(EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) * fuel_CO2[dfGen[y,inputs["FUEL_COLS"][i]]]) for i = 1:inputs["MAX_NUM_FUELS"]) + sum(((1-dfGen[y, :Biomass]) *(EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) * fuel_CO2[dfGen[y,fuel_cols[i]]]) for i = 1:max_fuels) end) else @info "Using the CO2 module to determine the CO2 emissions of CCS-equipped plants" @@ -84,8 +86,8 @@ function co2!(EP::Model, inputs::Dict) (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vStartFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]] else - sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ - sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) + sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels)+ + sum((1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction_Startup]) * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels) end) # CO2 captured from power plants in "Generators_data.csv" @@ -94,17 +96,17 @@ function co2!(EP::Model, inputs::Dict) dfGen[y, :CO2_Capture_Fraction] * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:eStartFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]] else - sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"])+ - sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, inputs["FUEL_COLS"][i]]] for i = 1:inputs["MAX_NUM_FUELS"]) + sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels)+ + sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels) end) @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], - sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] + sum(omega[t] * eEmissionsCaptureByPlant[y, t] for t in 1:T)) # add CO2 sequestration cost to objective function # when scale factor is on tCO2/MWh = > kt CO2/GWh @expression(EP, ePlantCCO2Sequestration[y=1:G], - sum(inputs["omega"][t] * eEmissionsCaptureByPlant[y, t] * + sum(omega[t] * eEmissionsCaptureByPlant[y, t] * dfGen[y, :CCS_Disposal_Cost_per_Metric_Ton] for t in 1:T)) @expression(EP, eZonalCCO2Sequestration[z=1:Z], diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index b715be79eb..53ef83606c 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -89,7 +89,17 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) HAS_FUEL = inputs["HAS_FUEL"] MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] + max_fuels = inputs["MAX_NUM_FUELS"] + fuel_cols = inputs["FUEL_COLS"] fuels = inputs["fuels"] + fuel_costs = inputs["fuel_costs"] + heat_rates = inputs["HEAT_RATES"] + min_cofire = inputs["MIN_COFIRE"] + max_cofire = inputs["MAX_COFIRE"] + min_cofire_start =inputs["MIN_COFIRE_START"] + max_cofire_start =inputs["MAX_COFIRE_START"] + omega = inputs["omega"] + NUM_FUEL = length(fuels) # create variable for fuel consumption for output @@ -100,8 +110,8 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for resources that use multi fuels # vMulFuels[y, f, t]: y - resource ID; f - fuel ID; t: time if !isempty(MULTI_FUELS) - @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) - @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:inputs["MAX_NUM_FUELS"], t = 1:T] >= 0) + @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) + @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) end @@ -121,23 +131,23 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if y in SINGLE_FUEL # for single fuel plants EP[:vFuel][y, t] else # for multi fuel plants - sum(EP[:vMulFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + sum(EP[:vMulFuels][y, i, t] for i in 1:max_fuels) end) @expression(EP, ePlantFuel_start[y in 1:G, t = 1:T], if y in SINGLE_FUEL # for single fuel plants EP[:vStartFuel][y, t] else # for multi fuel plants - sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + sum(EP[:vMulStartFuels][y, i, t] for i in 1:max_fuels) end) # for multi-fuel resources # annual fuel consumption by plant and fuel type if !isempty(MULTI_FUELS) - @expression(EP, ePlantFuelConsumptionYear_multi_generation[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:vMulFuels][y, i, t] for t in 1:T)) - @expression(EP, ePlantFuelConsumptionYear_multi_start[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:vMulStartFuels][y, i, t] for t in 1:T)) - @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], + @expression(EP, ePlantFuelConsumptionYear_multi_generation[y in MULTI_FUELS, i in 1:max_fuels], + sum(omega[t] * EP[:vMulFuels][y, i, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear_multi_start[y in MULTI_FUELS, i in 1:max_fuels], + sum(omega[t] * EP[:vMulStartFuels][y, i, t] for t in 1:T)) + @expression(EP, ePlantFuelConsumptionYear_multi[y in MULTI_FUELS, i in 1:max_fuels], EP[:ePlantFuelConsumptionYear_multi_generation][y, i] + EP[:ePlantFuelConsumptionYear_multi_start][y, i]) end # fuel_cost is in $/MMBTU (M$/billion BTU if scaled) @@ -148,25 +158,25 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for multi-fuel resources if !isempty(MULTI_FUELS) # time-series fuel consumption costs by plant and fuel type during startup - @expression(EP, eCFuelOut_multi_start[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:vMulStartFuels][y, i, t] + @expression(EP, eCFuelOut_multi_start[y in MULTI_FUELS , i in 1:max_fuels, t = 1:T], + fuel_costs[dfGen[y,fuel_cols[i]]][t] * EP[:vMulStartFuels][y, i, t] ) # annual plant level fuel cost by fuel type during generation - @expression(EP, ePlantCFuelOut_multi_start[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:eCFuelOut_multi_start][y, i, t] for t in 1:T)) + @expression(EP, ePlantCFuelOut_multi_start[y in MULTI_FUELS, i in 1:max_fuels], + sum(omega[t] * EP[:eCFuelOut_multi_start][y, i, t] for t in 1:T)) end @expression(EP, eCFuelStart[y = 1:G, t = 1:T], if y in SINGLE_FUEL - (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vStartFuel][y, t]) + (fuel_costs[dfGen[y,:Fuel]][t] * EP[:vStartFuel][y, t]) else - sum(EP[:eCFuelOut_multi_start][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + sum(EP[:eCFuelOut_multi_start][y, i, t] for i in 1:max_fuels) end) # plant level start-up fuel cost for output @expression(EP, ePlantCFuelStart[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuelStart][y, t] for t in 1:T)) + sum(omega[t] * EP[:eCFuelStart][y, t] for t in 1:T)) # zonal level total fuel cost for output @expression(EP, eZonalCFuelStart[z = 1:Z], sum(EP[:ePlantCFuelStart][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) @@ -175,24 +185,24 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for multi-fuel resources if !isempty(MULTI_FUELS) # time-series fuel consumption costs by plant and fuel type during generation - @expression(EP, eCFuelOut_multi[y in MULTI_FUELS , i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - inputs["fuel_costs"][dfGen[y,inputs["FUEL_COLS"][i]]][t] * EP[:vMulFuels][y,i,t] + @expression(EP, eCFuelOut_multi[y in MULTI_FUELS , i in 1:max_fuels, t = 1:T], + fuel_costs[dfGen[y,fuel_cols[i]]][t] * EP[:vMulFuels][y,i,t] ) # annual plant level fuel cost by fuel type during generation - @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"]], - sum(inputs["omega"][t] * EP[:eCFuelOut_multi][y, i, t] for t in 1:T)) + @expression(EP, ePlantCFuelOut_multi[y in MULTI_FUELS, i in 1:max_fuels], + sum(omega[t] * EP[:eCFuelOut_multi][y, i, t] for t in 1:T)) end @expression(EP, eCFuelOut[y = 1:G, t = 1:T], if y in SINGLE_FUEL - (inputs["fuel_costs"][dfGen[y,:Fuel]][t] * EP[:vFuel][y, t]) + (fuel_costs[dfGen[y,:Fuel]][t] * EP[:vFuel][y, t]) else - sum(EP[:eCFuelOut_multi][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) + sum(EP[:eCFuelOut_multi][y, i, t] for i in 1:max_fuels) end) # plant level start-up fuel cost for output @expression(EP, ePlantCFuelOut[y = 1:G], - sum(inputs["omega"][t] * EP[:eCFuelOut][y, t] for t in 1:T)) + sum(omega[t] * EP[:eCFuelOut][y, t] for t in 1:T)) # zonal level total fuel cost for output @expression(EP, eZonalCFuelOut[z = 1:Z], sum(EP[:ePlantCFuelOut][y] for y in dfGen[dfGen[!, :Zone].==z, :R_ID])) @@ -210,8 +220,8 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if !isempty(MULTI_FUELS) @expression(EP, eFuelConsumption_multi[f in 1:NUM_FUEL, t in 1:T], sum((EP[:vMulFuels][y, i, t] + EP[:vMulStartFuels][y, i, t]) #i: fuel id - for i in 1:inputs["MAX_NUM_FUELS"], - y in intersect(dfGen[dfGen[!,inputs["FUEL_COLS"][i]] .== string(inputs["fuels"][f]) ,:R_ID], MULTI_FUELS)) + for i in 1:max_fuels, + y in intersect(dfGen[dfGen[!,fuel_cols[i]] .== string(fuels[f]) ,:R_ID], MULTI_FUELS)) ) end @@ -227,7 +237,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) end) @expression(EP, eFuelConsumptionYear[f in 1:NUM_FUEL], - sum(inputs["omega"][t] * EP[:eFuelConsumption][f, t] for t in 1:T)) + sum(omega[t] * EP[:eFuelConsumption][f, t] for t in 1:T)) ### Constraint ### @@ -238,7 +248,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) if !isempty(MULTI_FUELS) @constraint(EP, cFuelCalculation_multi[y in intersect(MULTI_FUELS, setdiff(HAS_FUEL, THERM_COMMIT)), t = 1:T], - sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] == 0 + sum(EP[:vMulFuels][y, i, t]/heat_rates[i][y] for i in 1:max_fuels) - EP[:vP][y, t] == 0 ) end @@ -269,7 +279,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) EP[:vFuel][y, t] - EP[:vP][y, t] * dfGen[y, :Heat_Rate_MMBTU_per_MWh] == 0) if !isempty(MULTI_FUELS) @constraint(EP, FuelCalculationCommit_multi[y in intersect(setdiff(THERM_COMMIT,THERM_COMMIT_PWFU), MULTI_FUELS), t = 1:T], - sum(EP[:vMulFuels][y, i, t]/inputs["HEAT_RATES"][i][y] for i in 1:inputs["MAX_NUM_FUELS"]) - EP[:vP][y, t] .== 0 + sum(EP[:vMulFuels][y, i, t]/heat_rates[i][y] for i in 1:max_fuels) - EP[:vP][y, t] .== 0 ) end end @@ -280,7 +290,7 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) ) if !isempty(MULTI_FUELS) @constraint(EP, cStartFuel_multi[y in intersect(THERM_COMMIT, MULTI_FUELS), t = 1:T], - sum(EP[:vMulStartFuels][y, i, t] for i in 1:inputs["MAX_NUM_FUELS"]) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 + sum(EP[:vMulStartFuels][y, i, t] for i in 1:max_fuels) - (dfGen[y,:Cap_Size] * EP[:vSTART][y, t] * dfGen[y,:Start_Fuel_MMBTU_per_MW]) .== 0 ) end @@ -290,18 +300,18 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # fuel2/heat rate <= max_cofire_level * total power without retrofit if !isempty(MULTI_FUELS) # during power generation - @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulFuels][y, i, t] >= inputs["MIN_COFIRE"][i][y] * EP[:ePlantFuel_generation][y,t] + @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], + EP[:vMulFuels][y, i, t] >= min_cofire[i][y] * EP[:ePlantFuel_generation][y,t] ) - @constraint(EP, cMaxCofire[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulFuels][y, i, t] <= inputs["MAX_COFIRE"][i][y] * EP[:ePlantFuel_generation][y,t] + @constraint(EP, cMaxCofire[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], + EP[:vMulFuels][y, i, t] <= max_cofire[i][y] * EP[:ePlantFuel_generation][y,t] ) # startup - @constraint(EP, cMinCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulStartFuels][y, i, t] >= inputs["MIN_COFIRE_START"][i][y] * EP[:ePlantFuel_start][y,t] + @constraint(EP, cMinCofireStart[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], + EP[:vMulStartFuels][y, i, t] >= min_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] ) - @constraint(EP, cMaxCofireStart[y in MULTI_FUELS, i in 1:inputs["MAX_NUM_FUELS"], t = 1:T], - EP[:vMulStartFuels][y, i, t] <= inputs["MAX_COFIRE_START"][i][y] * EP[:ePlantFuel_start][y,t] + @constraint(EP, cMaxCofireStart[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], + EP[:vMulStartFuels][y, i, t] <= max_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] ) end diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index ea5909ab6b..3660b26ba8 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -15,6 +15,9 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: G = inputs["G"] HAS_FUEL = inputs["HAS_FUEL"] MULTI_FUELS = inputs["MULTI_FUELS"] + fuel_cols = inputs["FUEL_COLS"] + max_fuels = inputs["MAX_NUM_FUELS"] + # Fuel consumption cost by each resource, including start up fuel dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL], Fuel = dfGen[HAS_FUEL, :Fuel], @@ -24,7 +27,7 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: if !isempty(MULTI_FUELS) dfPlantFuel.Multi_Fuels = dfGen[HAS_FUEL, :MULTI_FUELS] - for i = 1:inputs["MAX_NUM_FUELS"] + for i = 1:max_fuels tempannualsum_fuel_heat_multi_generation = zeros(length(HAS_FUEL)) tempannualsum_fuel_heat_multi_start = zeros(length(HAS_FUEL)) tempannualsum_fuel_heat_multi_total = zeros(length(HAS_FUEL)) @@ -42,11 +45,11 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: tempannualsum_fuel_cost_multi *= ModelScalingFactor^2 end - dfPlantFuel[!, inputs["FUEL_COLS"][i]] = dfGen[HAS_FUEL, inputs["FUEL_COLS"][i]] - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Start"))] = tempannualsum_fuel_heat_multi_start - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total - dfPlantFuel[!, Symbol(string(inputs["FUEL_COLS"][i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi + dfPlantFuel[!, fuel_cols[i]] = dfGen[HAS_FUEL, fuel_cols[i]] + dfPlantFuel[!, Symbol(string(fuel_cols[i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation + dfPlantFuel[!, Symbol(string(fuel_cols[i],"_AnnualSum_Fuel_HeatInput_Start"))] = tempannualsum_fuel_heat_multi_start + dfPlantFuel[!, Symbol(string(fuel_cols[i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total + dfPlantFuel[!, Symbol(string(fuel_cols[i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end end From 8dd4affdce1182ea67e0ba425ced6532f0379caa Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 1 Dec 2023 10:46:43 -0500 Subject: [PATCH 39/55] Define variables for MULTI_FUELS only when MULTI_FUELS exists --- src/model/core/co2.jl | 7 +++++-- src/model/core/fuel.jl | 15 ++++++++------- 2 files changed, 13 insertions(+), 9 deletions(-) diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 421cc3d1e6..fb277004e9 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -61,9 +61,12 @@ function co2!(EP::Model, inputs::Dict) MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] fuel_CO2 = inputs["fuel_CO2"] # CO2 content of fuel (t CO2/MMBTU or ktCO2/Billion BTU) - fuel_cols = inputs["FUEL_COLS"] - max_fuels = inputs["MAX_NUM_FUELS"] omega = inputs["omega"] + if !isempty(MULTI_FUELS) + max_fuels = inputs["MAX_NUM_FUELS"] + fuel_cols = inputs["FUEL_COLS"] + end + ### Expressions ### # CO2 emissions from power plants in "Generators_data.csv" # If all the CO2 capture fractions from Generators_data are zeros, the CO2 emissions from thermal generators are determined by fuel consumption times CO2 content per MMBTU diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 53ef83606c..3081ef956c 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -89,15 +89,9 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) HAS_FUEL = inputs["HAS_FUEL"] MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] - max_fuels = inputs["MAX_NUM_FUELS"] - fuel_cols = inputs["FUEL_COLS"] + fuels = inputs["fuels"] fuel_costs = inputs["fuel_costs"] - heat_rates = inputs["HEAT_RATES"] - min_cofire = inputs["MIN_COFIRE"] - max_cofire = inputs["MAX_COFIRE"] - min_cofire_start =inputs["MIN_COFIRE_START"] - max_cofire_start =inputs["MAX_COFIRE_START"] omega = inputs["omega"] NUM_FUEL = length(fuels) @@ -110,6 +104,13 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # for resources that use multi fuels # vMulFuels[y, f, t]: y - resource ID; f - fuel ID; t: time if !isempty(MULTI_FUELS) + max_fuels = inputs["MAX_NUM_FUELS"] + fuel_cols = inputs["FUEL_COLS"] + heat_rates = inputs["HEAT_RATES"] + min_cofire = inputs["MIN_COFIRE"] + max_cofire = inputs["MAX_COFIRE"] + min_cofire_start =inputs["MIN_COFIRE_START"] + max_cofire_start =inputs["MAX_COFIRE_START"] @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) end From 77afe78932ecc22aed1503f6907127551bd4800e Mon Sep 17 00:00:00 2001 From: lbonaldo Date: Tue, 5 Dec 2023 09:37:26 -0500 Subject: [PATCH 40/55] Move if statement before fun call in load_generators_data --- src/load_inputs/load_generators_data.jl | 74 +++++++++++++------------ src/model/core/fuel.jl | 1 - 2 files changed, 38 insertions(+), 37 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index e7ce15079f..19b85e32a2 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -75,7 +75,7 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di # Set of multi-fuel resources if "MULTI_FUELS" ∉ names(gen_in) - gen_in[!, "MULTI_FUELS"] = zero(gen_in[!, "R_ID"]) + gen_in[!, "MULTI_FUELS"] = zeros(G) end # Set of thermal generator resources @@ -223,7 +223,14 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end load_vre_stor_data!(inputs_gen, setup, path) - load_multi_fuels_data!(inputs_gen, setup, path) + + # Single-fuel resources + inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] + # Multi-fuel resources + inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] + if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data + load_multi_fuels_data!(inputs_gen, setup, path) + end # write zeros if col names are not in the gen_in dataframe required_cols_for_co2 = ["Biomass", "CO2_Capture_Fraction", "CO2_Capture_Fraction_Startup", "CCS_Disposal_Cost_per_Metric_Ton"] @@ -252,44 +259,39 @@ Function for reading input parameters related to multi fuels """ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractString) gen_in = inputs_gen["dfGen"] - inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] - inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] - if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data - inputs_gen["NUM_FUELS"] = gen_in[!,:Num_Fuels] # Number of fuels that this resource can use - max_fuels = maximum(inputs_gen["NUM_FUELS"]) - fuel_cols = [ Symbol(string("Fuel",i)) for i in 1:max_fuels ] - heat_rate_cols = [ Symbol(string("Heat_Rate",i, "_MMBTU_per_MWh")) for i in 1:max_fuels ] - max_cofire_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level")) for i in 1:max_fuels ] - min_cofire_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level")) for i in 1:max_fuels ] - max_cofire_start_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level_Start")) for i in 1:max_fuels ] - min_cofire_start_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level_Start")) for i in 1:max_fuels ] - fuel_types = [ gen_in[!,f] for f in fuel_cols ] - heat_rates = [ gen_in[!,f] for f in heat_rate_cols ] - max_cofire = [ gen_in[!,f] for f in max_cofire_cols ] - min_cofire = [ gen_in[!,f] for f in min_cofire_cols ] - max_cofire_start = [ gen_in[!,f] for f in max_cofire_start_cols ] - min_cofire_start = [ gen_in[!,f] for f in min_cofire_start_cols ] - inputs_gen["HEAT_RATES"] = heat_rates - inputs_gen["MAX_COFIRE"] = max_cofire - inputs_gen["MIN_COFIRE"] = min_cofire - inputs_gen["MAX_COFIRE_START"] = max_cofire_start - inputs_gen["MIN_COFIRE_START"] = min_cofire_start - inputs_gen["FUEL_TYPES"] = fuel_types - inputs_gen["FUEL_COLS"] = fuel_cols - inputs_gen["MAX_NUM_FUELS"] = max_fuels - - # check whether non-zero heat rates are used for resources that only use a single fuel - for i in 1:max_fuels - for hr in heat_rates[i][inputs_gen["SINGLE_FUEL"]] - if hr > 0 - error("Heat rates for multi fuels must be zero when only one fuel is used") - end + inputs_gen["NUM_FUELS"] = gen_in[!,:Num_Fuels] # Number of fuels that this resource can use + max_fuels = maximum(inputs_gen["NUM_FUELS"]) + fuel_cols = [ Symbol(string("Fuel",i)) for i in 1:max_fuels ] + heat_rate_cols = [ Symbol(string("Heat_Rate",i, "_MMBTU_per_MWh")) for i in 1:max_fuels ] + max_cofire_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level")) for i in 1:max_fuels ] + min_cofire_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level")) for i in 1:max_fuels ] + max_cofire_start_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level_Start")) for i in 1:max_fuels ] + min_cofire_start_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level_Start")) for i in 1:max_fuels ] + fuel_types = [ gen_in[!,f] for f in fuel_cols ] + heat_rates = [ gen_in[!,f] for f in heat_rate_cols ] + max_cofire = [ gen_in[!,f] for f in max_cofire_cols ] + min_cofire = [ gen_in[!,f] for f in min_cofire_cols ] + max_cofire_start = [ gen_in[!,f] for f in max_cofire_start_cols ] + min_cofire_start = [ gen_in[!,f] for f in min_cofire_start_cols ] + inputs_gen["HEAT_RATES"] = heat_rates + inputs_gen["MAX_COFIRE"] = max_cofire + inputs_gen["MIN_COFIRE"] = min_cofire + inputs_gen["MAX_COFIRE_START"] = max_cofire_start + inputs_gen["MIN_COFIRE_START"] = min_cofire_start + inputs_gen["FUEL_TYPES"] = fuel_types + inputs_gen["FUEL_COLS"] = fuel_cols + inputs_gen["MAX_NUM_FUELS"] = max_fuels + + # check whether non-zero heat rates are used for resources that only use a single fuel + for i in 1:max_fuels + for hr in heat_rates[i][inputs_gen["SINGLE_FUEL"]] + if hr > 0 + error("Heat rates for multi fuels must be zero when only one fuel is used") end end end -end - +end @doc raw""" check_vre_stor_validity(df::DataFrame, setup::Dict) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 3081ef956c..bbad3735a6 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -115,7 +115,6 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) end - ### Expressions #### # Fuel consumed on start-up (MMBTU or kMMBTU (scaled)) # if unit commitment is modelled From 8f48fa4926c87e86da5a188889f3ddce941fd287 Mon Sep 17 00:00:00 2001 From: lbonaldo Date: Tue, 5 Dec 2023 09:56:57 -0500 Subject: [PATCH 41/55] Add multi_fuels test --- test/MultiFuels/CO2_cap.csv | 2 + test/MultiFuels/Capacity_reserve_margin.csv | 2 + test/MultiFuels/Demand_data.csv | 25 +++++++++ test/MultiFuels/Energy_share_requirement.csv | 2 + test/MultiFuels/Fuels_data.csv | 26 ++++++++++ test/MultiFuels/Generators_data.csv | 5 ++ test/MultiFuels/Generators_variability.csv | 25 +++++++++ .../Maximum_capacity_requirement.csv | 4 ++ .../Minimum_capacity_requirement.csv | 4 ++ test/MultiFuels/highs_settings.yml | 11 ++++ test/runtests.jl | 4 ++ test/test_multifuels.jl | 52 +++++++++++++++++++ 12 files changed, 162 insertions(+) create mode 100644 test/MultiFuels/CO2_cap.csv create mode 100644 test/MultiFuels/Capacity_reserve_margin.csv create mode 100644 test/MultiFuels/Demand_data.csv create mode 100644 test/MultiFuels/Energy_share_requirement.csv create mode 100644 test/MultiFuels/Fuels_data.csv create mode 100644 test/MultiFuels/Generators_data.csv create mode 100644 test/MultiFuels/Generators_variability.csv create mode 100644 test/MultiFuels/Maximum_capacity_requirement.csv create mode 100644 test/MultiFuels/Minimum_capacity_requirement.csv create mode 100644 test/MultiFuels/highs_settings.yml create mode 100644 test/test_multifuels.jl diff --git a/test/MultiFuels/CO2_cap.csv b/test/MultiFuels/CO2_cap.csv new file mode 100644 index 0000000000..1b5869ce2e --- /dev/null +++ b/test/MultiFuels/CO2_cap.csv @@ -0,0 +1,2 @@ +,Network_zones,CO_2_Cap_Zone_1,CO_2_Max_tons_MWh_1,CO_2_Max_Mtons_1 +NE,z1,1,0.05,0.018 diff --git a/test/MultiFuels/Capacity_reserve_margin.csv b/test/MultiFuels/Capacity_reserve_margin.csv new file mode 100644 index 0000000000..1cda938c80 --- /dev/null +++ b/test/MultiFuels/Capacity_reserve_margin.csv @@ -0,0 +1,2 @@ +,Network_zones,CapRes_1 +NE,z1,0.156 diff --git a/test/MultiFuels/Demand_data.csv b/test/MultiFuels/Demand_data.csv new file mode 100644 index 0000000000..25a46794b6 --- /dev/null +++ b/test/MultiFuels/Demand_data.csv @@ -0,0 +1,25 @@ +Voll,Demand_Segment,Cost_of_Demand_Curtailment_per_MW,Max_Demand_Curtailment,Rep_Periods,Timesteps_per_Rep_Period,Sub_Weights,Time_Index,Demand_MW_z1 +50000,1,1,1,1,24,8760,1,11162 +,,,,,,,2,10556 +,,,,,,,3,10105 +,,,,,,,4,9878 +,,,,,,,5,9843 +,,,,,,,6,10017 +,,,,,,,7,10390 +,,,,,,,8,10727 +,,,,,,,9,11298 +,,,,,,,10,11859 +,,,,,,,11,12196 +,,,,,,,12,12321 +,,,,,,,13,12381 +,,,,,,,14,12270 +,,,,,,,15,12149 +,,,,,,,16,12219 +,,,,,,,17,13410 +,,,,,,,18,14539 +,,,,,,,19,14454 +,,,,,,,20,14012 +,,,,,,,21,13494 +,,,,,,,22,12772 +,,,,,,,23,11877 +,,,,,,,24,10874 \ No newline at end of file diff --git a/test/MultiFuels/Energy_share_requirement.csv b/test/MultiFuels/Energy_share_requirement.csv new file mode 100644 index 0000000000..50c97b4b39 --- /dev/null +++ b/test/MultiFuels/Energy_share_requirement.csv @@ -0,0 +1,2 @@ +,Network_zones,ESR_1,ESR_2 +NE,z1,0.259,0.348 diff --git a/test/MultiFuels/Fuels_data.csv b/test/MultiFuels/Fuels_data.csv new file mode 100644 index 0000000000..c3ed423cea --- /dev/null +++ b/test/MultiFuels/Fuels_data.csv @@ -0,0 +1,26 @@ +Time_Index,NG,None,H2 +0,0.05306,0,0 +1,5.28,0,16 +2,5.28,0,16 +3,5.28,0,16 +4,5.28,0,16 +5,5.28,0,16 +6,5.28,0,16 +7,5.28,0,16 +8,5.28,0,16 +9,5.28,0,16 +10,5.28,0,16 +11,5.28,0,16 +12,5.28,0,16 +13,5.28,0,16 +14,5.28,0,16 +15,5.28,0,16 +16,5.28,0,16 +17,5.28,0,16 +18,5.28,0,16 +19,5.28,0,16 +20,5.28,0,16 +21,5.28,0,16 +22,5.28,0,16 +23,5.28,0,16 +24,5.28,0,16 \ No newline at end of file diff --git a/test/MultiFuels/Generators_data.csv b/test/MultiFuels/Generators_data.csv new file mode 100644 index 0000000000..f1ffe73b73 --- /dev/null +++ b/test/MultiFuels/Generators_data.csv @@ -0,0 +1,5 @@ +Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,MULTI_FUELS,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start +natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,2,NG,7.43,0,1,0,1,H2,7.43,0.05,1,0.05,1 +solar_pv,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,1,None,0,0,0,0,0,None,0,0,0,0,1 +onshore_wind,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,1,None,0,0,0,0,1,None,0,0,0,0,1 +battery,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0,1,None,0,0,0,0,0,None,0,0,0,0,1 \ No newline at end of file diff --git a/test/MultiFuels/Generators_variability.csv b/test/MultiFuels/Generators_variability.csv new file mode 100644 index 0000000000..4e5561db1e --- /dev/null +++ b/test/MultiFuels/Generators_variability.csv @@ -0,0 +1,25 @@ +Time_Index,natural_gas_combined_cycle,solar_pv,onshore_wind,battery +1,1,0,0.889717042,1 +2,1,0,0.877715468,1 +3,1,0,0.903424203,1 +4,1,0,0.895153165,1 +5,1,0,0.757258117,1 +6,1,0,0.630928695,1 +7,1,0,0.557177782,1 +8,1,0,0.6072492,1 +9,1,0.1779,0.423417866,1 +10,1,0.429,0.007470775,1 +11,1,0.5748,0.002535942,1 +12,1,0.6484,0.002153709,1 +13,1,0.6208,0.00445132,1 +14,1,0.596,0.007711587,1 +15,1,0.5013,0.100848213,1 +16,1,0.3311,0.201802149,1 +17,1,0.0642,0.141933054,1 +18,1,0,0.567022562,1 +19,1,0,0.946024895,1 +20,1,0,0.923394203,1 +21,1,0,0.953386247,1 +22,1,0,0.929205418,1 +23,1,0,0.849528909,1 +24,1,0,0.665570974,1 \ No newline at end of file diff --git a/test/MultiFuels/Maximum_capacity_requirement.csv b/test/MultiFuels/Maximum_capacity_requirement.csv new file mode 100644 index 0000000000..ddf55ebace --- /dev/null +++ b/test/MultiFuels/Maximum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MaxCapReqConstraint,ConstraintDescription,Max_MW +1,PV,50000 +2,Wind,100000 +3,Batteries,60000 diff --git a/test/MultiFuels/Minimum_capacity_requirement.csv b/test/MultiFuels/Minimum_capacity_requirement.csv new file mode 100644 index 0000000000..8593a5abcc --- /dev/null +++ b/test/MultiFuels/Minimum_capacity_requirement.csv @@ -0,0 +1,4 @@ +MinCapReqConstraint,ConstraintDescription,Min_MW +1,PV,5000 +2,Wind,10000 +3,Batteries,6000 diff --git a/test/MultiFuels/highs_settings.yml b/test/MultiFuels/highs_settings.yml new file mode 100644 index 0000000000..b9a24bf9a9 --- /dev/null +++ b/test/MultiFuels/highs_settings.yml @@ -0,0 +1,11 @@ +# HiGHS Solver Parameters +# Common solver settings +Feasib_Tol: 1.0e-05 # Primal feasibility tolerance # [type: double, advanced: false, range: [1e-10, inf], default: 1e-07] +TimeLimit: 1.0e23 # Time limit # [type: double, advanced: false, range: [0, inf], default: inf] +Pre_Solve: on # Presolve option: "off", "choose" or "on" # [type: string, advanced: false, default: "choose"] +Method: ipm #HiGHS-specific solver settings # Solver option: "simplex", "choose" or "ipm" # [type: string, advanced: false, default: "choose"] +ipm_optimality_tolerance: 1e-04 + +# run the crossover routine for ipx +# [type: string, advanced: "on", range: {"off", "on"}, default: "off"] +run_crossover: "on" diff --git a/test/runtests.jl b/test/runtests.jl index 8e2e89f1b3..2ae42a572d 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -42,4 +42,8 @@ end @testset "Multi Stage" begin include("test_multistage.jl") end + + @testset "Multi Fuels" begin + include("test_multifuels.jl") + end end diff --git a/test/test_multifuels.jl b/test/test_multifuels.jl new file mode 100644 index 0000000000..ad9f7e1129 --- /dev/null +++ b/test/test_multifuels.jl @@ -0,0 +1,52 @@ +module TestMultiFuels + +using Test + +include(joinpath(@__DIR__, "utilities.jl")) + +obj_true = 5494.7919354 +test_path = "MultiFuels" + +# Define test inputs +genx_setup = Dict( + "PrintModel" => 0, + "NetworkExpansion" => 0, + "Trans_Loss_Segments" => 1, + "Reserves" => 0, + "EnergyShareRequirement" => 1, + "CapacityReserveMargin" => 1, + "CO2Cap" => 0, + "StorageLosses" => 1, + "MinCapReq" => 1, + "MaxCapReq" => 1, + "ParameterScale" => 1, + "WriteShadowPrices" => 1, + "UCommit" => 2, + "TimeDomainReduction" => 0, + "TimeDomainReductionFolder" => "TDR_Results", + "MultiStage" => 0, + "ModelingToGenerateAlternatives" => 0, + "ModelingtoGenerateAlternativeSlack" => 0.1, + "ModelingToGenerateAlternativeIterations" => 3, + "MethodofMorris" => 0, + "EnableJuMPStringNames" => false, + "IncludeLossesInESR" => 0, +) + +# Run the case and get the objective value and tolerance +EP, _, _ = redirect_stdout(devnull) do + run_genx_case_testing(test_path, genx_setup) +end +obj_test = objective_value(EP) +optimal_tol_rel = get_attribute(EP, "ipm_optimality_tolerance") +optimal_tol = optimal_tol_rel * obj_test # Convert to absolute tolerance + +# Test the objective value +test_result = @test obj_test ≈ obj_true atol = optimal_tol + +# Round objective value and tolerance. Write to test log. +obj_test = round_from_tol!(obj_test, optimal_tol) +optimal_tol = round_from_tol!(optimal_tol, optimal_tol) +write_testlog(test_path, obj_test, optimal_tol, test_result) + +end # module TestMultiFuels \ No newline at end of file From 5b983bea9a21fb7bd45cf0d7a4f9239c2cf0605a Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 4 Jan 2024 05:07:55 -0500 Subject: [PATCH 42/55] 1. check the compatibility between multi-fuels and piesewise heat rates when reading generators_data.csv; 2. change i into f in load_generators_data.jl in "for i in 1:max_fuels" --- src/load_inputs/load_generators_data.jl | 22 ++++++++++++++-------- src/model/core/fuel.jl | 24 ++++++++++-------------- 2 files changed, 24 insertions(+), 22 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 19b85e32a2..79e4dfe825 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -262,12 +262,12 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr inputs_gen["NUM_FUELS"] = gen_in[!,:Num_Fuels] # Number of fuels that this resource can use max_fuels = maximum(inputs_gen["NUM_FUELS"]) - fuel_cols = [ Symbol(string("Fuel",i)) for i in 1:max_fuels ] - heat_rate_cols = [ Symbol(string("Heat_Rate",i, "_MMBTU_per_MWh")) for i in 1:max_fuels ] - max_cofire_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level")) for i in 1:max_fuels ] - min_cofire_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level")) for i in 1:max_fuels ] - max_cofire_start_cols = [ Symbol(string("Fuel",i, "_Max_Cofire_Level_Start")) for i in 1:max_fuels ] - min_cofire_start_cols = [ Symbol(string("Fuel",i, "_Min_Cofire_Level_Start")) for i in 1:max_fuels ] + fuel_cols = [ Symbol(string("Fuel",f)) for f in 1:max_fuels ] + heat_rate_cols = [ Symbol(string("Heat_Rate",f, "_MMBTU_per_MWh")) for f in 1:max_fuels ] + max_cofire_cols = [ Symbol(string("Fuel",f, "_Max_Cofire_Level")) for f in 1:max_fuels ] + min_cofire_cols = [ Symbol(string("Fuel",f, "_Min_Cofire_Level")) for f in 1:max_fuels ] + max_cofire_start_cols = [ Symbol(string("Fuel",f, "_Max_Cofire_Level_Start")) for f in 1:max_fuels ] + min_cofire_start_cols = [ Symbol(string("Fuel",f, "_Min_Cofire_Level_Start")) for f in 1:max_fuels ] fuel_types = [ gen_in[!,f] for f in fuel_cols ] heat_rates = [ gen_in[!,f] for f in heat_rate_cols ] max_cofire = [ gen_in[!,f] for f in max_cofire_cols ] @@ -284,13 +284,19 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr inputs_gen["MAX_NUM_FUELS"] = max_fuels # check whether non-zero heat rates are used for resources that only use a single fuel - for i in 1:max_fuels - for hr in heat_rates[i][inputs_gen["SINGLE_FUEL"]] + for f in 1:max_fuels + for hr in heat_rates[f][inputs_gen["SINGLE_FUEL"]] if hr > 0 error("Heat rates for multi fuels must be zero when only one fuel is used") end end end + # do not allow the multi-fuel option when piece-wise heat rates are used + THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] + # segemnt for piecewise fuel usage + if !isempty(THERM_COMMIT_PWFU) + error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") + end end @doc raw""" diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index bbad3735a6..cdc55954d7 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -258,20 +258,16 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) THERM_COMMIT_PWFU = inputs["THERM_COMMIT_PWFU"] # segemnt for piecewise fuel usage if !isempty(THERM_COMMIT_PWFU) - if isempty(MULTI_FUELS) - segs = 1:inputs["PWFU_Num_Segments"] - PWFU_data = inputs["PWFU_data"] - slope_cols = inputs["slope_cols"] - intercept_cols = inputs["intercept_cols"] - segment_intercept(y, seg) = PWFU_data[y, intercept_cols[seg]] - segment_slope(y, seg) = PWFU_data[y, slope_cols[seg]] - # constraint for piecewise fuel consumption - @constraint(EP, PiecewiseFuelUsage[y in THERM_COMMIT_PWFU, t = 1:T, seg in segs], - EP[:vFuel][y, t] >= (EP[:vP][y, t] * segment_slope(y, seg) + - EP[:vCOMMIT][y, t] * segment_intercept(y, seg))) - else - error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") - end + segs = 1:inputs["PWFU_Num_Segments"] + PWFU_data = inputs["PWFU_data"] + slope_cols = inputs["slope_cols"] + intercept_cols = inputs["intercept_cols"] + segment_intercept(y, seg) = PWFU_data[y, intercept_cols[seg]] + segment_slope(y, seg) = PWFU_data[y, slope_cols[seg]] + # constraint for piecewise fuel consumption + @constraint(EP, PiecewiseFuelUsage[y in THERM_COMMIT_PWFU, t = 1:T, seg in segs], + EP[:vFuel][y, t] >= (EP[:vP][y, t] * segment_slope(y, seg) + + EP[:vCOMMIT][y, t] * segment_intercept(y, seg))) end # constraint for fuel consumption at a constant heat rate From 4805818b5b45f70ec31d768605e8c3c624e114a0 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 4 Jan 2024 10:27:38 -0500 Subject: [PATCH 43/55] define THERM_COMMIT_PWFU in function load_multi_fuels_data --- src/load_inputs/load_generators_data.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index f483507951..433ad28dfb 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -292,7 +292,7 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr end end # do not allow the multi-fuel option when piece-wise heat rates are used - THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] + THERM_COMMIT_PWFU = intersect(gen_in[gen_in.THERM.==1,:R_ID], gen_in[gen_in.HAS_PWFU,:R_ID]) # segemnt for piecewise fuel usage if !isempty(THERM_COMMIT_PWFU) error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") From d518d990d5aa0dd0365b3fb1e647bc0cf856d3df Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 4 Jan 2024 10:47:06 -0500 Subject: [PATCH 44/55] use process_piecewisefuelusage so that THERM_COMMIT_PWFU can be used in function load_multi_fuels_data --- src/load_inputs/load_generators_data.jl | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 433ad28dfb..1c3743dcd7 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -292,7 +292,10 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr end end # do not allow the multi-fuel option when piece-wise heat rates are used - THERM_COMMIT_PWFU = intersect(gen_in[gen_in.THERM.==1,:R_ID], gen_in[gen_in.HAS_PWFU,:R_ID]) + if setup["UCommit"] > 0 + process_piecewisefuelusage!(inputs_gen, scale_factor) + end + THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] # segemnt for piecewise fuel usage if !isempty(THERM_COMMIT_PWFU) error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") From ab22570c24b97c78fb8a7f5f65444ba9abec7949 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 4 Jan 2024 11:05:00 -0500 Subject: [PATCH 45/55] check compatibility between piese wise heat rates and multi-fuels only when UCommit > 1 --- src/load_inputs/load_generators_data.jl | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index 1c3743dcd7..dc4e021028 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -294,12 +294,12 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr # do not allow the multi-fuel option when piece-wise heat rates are used if setup["UCommit"] > 0 process_piecewisefuelusage!(inputs_gen, scale_factor) + THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] + # segemnt for piecewise fuel usage + if !isempty(THERM_COMMIT_PWFU) + error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") + end end - THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] - # segemnt for piecewise fuel usage - if !isempty(THERM_COMMIT_PWFU) - error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") - end end @doc raw""" From 92ad0cf12b509176d7f517aa298875591f0dfff6 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Thu, 4 Jan 2024 12:55:44 -0500 Subject: [PATCH 46/55] check compatibility between piese wise heat rates and multi-fuels only when THERM_COMMIT_PWFU exists but is not empty --- src/load_inputs/load_generators_data.jl | 25 ++++++++++--------------- 1 file changed, 10 insertions(+), 15 deletions(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index dc4e021028..f7fcb5eec9 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -223,14 +223,6 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di end load_vre_stor_data!(inputs_gen, setup, path) - - # Single-fuel resources - inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] - # Multi-fuel resources - inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] - if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data - load_multi_fuels_data!(inputs_gen, setup, path) - end # write zeros if col names are not in the gen_in dataframe required_cols_for_co2 = ["Biomass", "CO2_Capture_Fraction", "CO2_Capture_Fraction_Startup", "CCS_Disposal_Cost_per_Metric_Ton"] @@ -249,6 +241,14 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di process_piecewisefuelusage!(inputs_gen, scale_factor) end + # Single-fuel resources + inputs_gen["SINGLE_FUEL"] = gen_in[gen_in.MULTI_FUELS.!=1,:R_ID] + # Multi-fuel resources + inputs_gen["MULTI_FUELS"] = gen_in[gen_in.MULTI_FUELS.==1,:R_ID] + if !isempty(inputs_gen["MULTI_FUELS"]) # If there are any resources using multi fuels, read relevant data + load_multi_fuels_data!(inputs_gen, setup, path) + end + println(filename * " Successfully Read!") end @@ -292,13 +292,8 @@ function load_multi_fuels_data!(inputs_gen::Dict, setup::Dict, path::AbstractStr end end # do not allow the multi-fuel option when piece-wise heat rates are used - if setup["UCommit"] > 0 - process_piecewisefuelusage!(inputs_gen, scale_factor) - THERM_COMMIT_PWFU = inputs_gen["THERM_COMMIT_PWFU"] - # segemnt for piecewise fuel usage - if !isempty(THERM_COMMIT_PWFU) - error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") - end + if haskey(inputs_gen, "THERM_COMMIT_PWFU") && !isempty(inputs_gen["THERM_COMMIT_PWFU"]) + error("Multi-fuel option is not available when piece-wise heat rates are used. Please remove multi fuels to avoid this error.") end end From 6bc4c5b9d649b1c37cd19f381f7b85fa4a5d6d05 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Tue, 16 Jan 2024 16:14:45 -0500 Subject: [PATCH 47/55] use variable "fuel_cols" when multi-fuel exists --- src/write_outputs/write_fuel_consumption.jl | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index 3660b26ba8..0a92b38ea6 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -15,8 +15,6 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: G = inputs["G"] HAS_FUEL = inputs["HAS_FUEL"] MULTI_FUELS = inputs["MULTI_FUELS"] - fuel_cols = inputs["FUEL_COLS"] - max_fuels = inputs["MAX_NUM_FUELS"] # Fuel consumption cost by each resource, including start up fuel dfPlantFuel = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL], @@ -26,6 +24,8 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: tempannualsum = value.(EP[:ePlantCFuelOut][HAS_FUEL]) + value.(EP[:ePlantCFuelStart][HAS_FUEL]) if !isempty(MULTI_FUELS) + fuel_cols = inputs["FUEL_COLS"] + max_fuels = inputs["MAX_NUM_FUELS"] dfPlantFuel.Multi_Fuels = dfGen[HAS_FUEL, :MULTI_FUELS] for i = 1:max_fuels tempannualsum_fuel_heat_multi_generation = zeros(length(HAS_FUEL)) @@ -64,7 +64,6 @@ end function write_fuel_consumption_ts(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) T = inputs["T"] # Number of time steps (hours) HAS_FUEL = inputs["HAS_FUEL"] - MULTI_FUELS = inputs["MULTI_FUELS"] # Fuel consumption by each resource per time step, unit is MMBTU dfPlantFuel_TS = DataFrame(Resource = inputs["RESOURCES"][HAS_FUEL]) From 8ec89b0796bf81ba6be68cbc4c2d024ebc3d0000 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 19 Jan 2024 08:58:11 -0500 Subject: [PATCH 48/55] reduce # of constraints to reduce memory use --- src/model/core/co2.jl | 17 +++++++++++------ src/model/core/fuel.jl | 37 ++++++++++++++++++++++--------------- 2 files changed, 33 insertions(+), 21 deletions(-) diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index fb277004e9..2ace2fe9d3 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -60,6 +60,9 @@ function co2!(EP::Model, inputs::Dict) Z = inputs["Z"] # Number of zones MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] + CCS = inputs["CCS"] + println(CCS) + println(length(G), length(CCS)) fuel_CO2 = inputs["fuel_CO2"] # CO2 content of fuel (t CO2/MMBTU or ktCO2/Billion BTU) omega = inputs["omega"] if !isempty(MULTI_FUELS) @@ -71,7 +74,7 @@ function co2!(EP::Model, inputs::Dict) # CO2 emissions from power plants in "Generators_data.csv" # If all the CO2 capture fractions from Generators_data are zeros, the CO2 emissions from thermal generators are determined by fuel consumption times CO2 content per MMBTU - if all(dfGen.CO2_Capture_Fraction .==0) + if isempty(CCS) @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], if y in SINGLE_FUEL ((1-dfGen[y, :Biomass]) *(EP[:vFuel][y, t] + EP[:vStartFuel][y, t]) * fuel_CO2[dfGen[y,:Fuel]]) @@ -82,8 +85,8 @@ function co2!(EP::Model, inputs::Dict) @info "Using the CO2 module to determine the CO2 emissions of CCS-equipped plants" # CO2_Capture_Fraction refers to the CO2 capture rate of CCS equiped power plants at a steady state # CO2_Capture_Fraction_Startup refers to the CO2 capture rate of CCS equiped power plants during startup events - + @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], if y in SINGLE_FUEL (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ @@ -94,7 +97,7 @@ function co2!(EP::Model, inputs::Dict) end) # CO2 captured from power plants in "Generators_data.csv" - @expression(EP, eEmissionsCaptureByPlant[y=1:G, t=1:T], + @expression(EP, eEmissionsCaptureByPlant[y in CCS, t=1:T], if y in SINGLE_FUEL dfGen[y, :CO2_Capture_Fraction] * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:eStartFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]] @@ -102,19 +105,21 @@ function co2!(EP::Model, inputs::Dict) sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels)+ sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels) end) + + println(length(eEmissionsCaptureByPlant)) - @expression(EP, eEmissionsCaptureByPlantYear[y=1:G], + @expression(EP, eEmissionsCaptureByPlantYear[y in CCS], sum(omega[t] * eEmissionsCaptureByPlant[y, t] for t in 1:T)) # add CO2 sequestration cost to objective function # when scale factor is on tCO2/MWh = > kt CO2/GWh - @expression(EP, ePlantCCO2Sequestration[y=1:G], + @expression(EP, ePlantCCO2Sequestration[y in CCS], sum(omega[t] * eEmissionsCaptureByPlant[y, t] * dfGen[y, :CCS_Disposal_Cost_per_Metric_Ton] for t in 1:T)) @expression(EP, eZonalCCO2Sequestration[z=1:Z], sum(ePlantCCO2Sequestration[y] - for y in dfGen[(dfGen[!, :Zone].==z), :R_ID])) + for y in intersect(dfGen[(dfGen[!, :Zone].==z), :R_ID], CCS))) @expression(EP, eTotaleCCO2Sequestration, sum(eZonalCCO2Sequestration[z] for z in 1:Z)) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index cdc55954d7..65d874f176 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -111,6 +111,11 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) max_cofire = inputs["MAX_COFIRE"] min_cofire_start =inputs["MIN_COFIRE_START"] max_cofire_start =inputs["MAX_COFIRE_START"] + COFIRE_MAX = [dfGen[dfGen[!, Symbol(string("Fuel",i, "_Max_Cofire_Level"))].< 1, :][!, :R_ID] for i in 1:max_fuels] + COFIRE_MAX_START = [dfGen[dfGen[!, Symbol(string("Fuel",i, "_Max_Cofire_Level_Start"))].< 1, :][!, :R_ID] for i in 1:max_fuels] + COFIRE_MIN = [dfGen[dfGen[!, Symbol(string("Fuel",i, "_Min_Cofire_Level"))].> 0, :][!, :R_ID] for i in 1:max_fuels] + COFIRE_MIN_START = [dfGen[dfGen[!, Symbol(string("Fuel",i, "_Min_Cofire_Level_Start"))].> 0, :][!, :R_ID] for i in 1:max_fuels] + @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) end @@ -295,21 +300,23 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) # fuel2/heat rate >= min_cofire_level * total power # fuel2/heat rate <= max_cofire_level * total power without retrofit if !isempty(MULTI_FUELS) - # during power generation - @constraint(EP, cMinCofire[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], - EP[:vMulFuels][y, i, t] >= min_cofire[i][y] * EP[:ePlantFuel_generation][y,t] - ) - @constraint(EP, cMaxCofire[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], - EP[:vMulFuels][y, i, t] <= max_cofire[i][y] * EP[:ePlantFuel_generation][y,t] - ) - # startup - @constraint(EP, cMinCofireStart[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], - EP[:vMulStartFuels][y, i, t] >= min_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] - ) - @constraint(EP, cMaxCofireStart[y in MULTI_FUELS, i in 1:max_fuels, t = 1:T], - EP[:vMulStartFuels][y, i, t] <= max_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] - ) - + for i in 1:max_fuels + # during power generation + # cofire constraints without the name due to the loop + @constraint(EP, [y in intersect(MULTI_FUELS, COFIRE_MIN[i]), t = 1:T], + EP[:vMulFuels][y, i, t] >= min_cofire[i][y] * EP[:ePlantFuel_generation][y,t] + ) + @constraint(EP, [y in intersect(MULTI_FUELS, COFIRE_MAX[i]), t = 1:T], + EP[:vMulFuels][y, i, t] <= max_cofire[i][y] * EP[:ePlantFuel_generation][y,t] + ) + # startup + @constraint(EP, [y in intersect(MULTI_FUELS, COFIRE_MIN_START[i]), t = 1:T], + EP[:vMulStartFuels][y, i, t] >= min_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] + ) + @constraint(EP, [y in intersect(MULTI_FUELS, COFIRE_MAX_START[i]), t = 1:T], + EP[:vMulStartFuels][y, i, t] <= max_cofire_start[i][y] * EP[:ePlantFuel_start][y,t] + ) + end end return EP From e8fc0cbe5c9501d3c5562433777704fd5436d59c Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 19 Jan 2024 09:08:17 -0500 Subject: [PATCH 49/55] remove used println() --- src/model/core/co2.jl | 7 ++----- 1 file changed, 2 insertions(+), 5 deletions(-) diff --git a/src/model/core/co2.jl b/src/model/core/co2.jl index 2ace2fe9d3..0a878161e0 100644 --- a/src/model/core/co2.jl +++ b/src/model/core/co2.jl @@ -61,8 +61,7 @@ function co2!(EP::Model, inputs::Dict) MULTI_FUELS = inputs["MULTI_FUELS"] SINGLE_FUEL = inputs["SINGLE_FUEL"] CCS = inputs["CCS"] - println(CCS) - println(length(G), length(CCS)) + fuel_CO2 = inputs["fuel_CO2"] # CO2 content of fuel (t CO2/MMBTU or ktCO2/Billion BTU) omega = inputs["omega"] if !isempty(MULTI_FUELS) @@ -86,7 +85,7 @@ function co2!(EP::Model, inputs::Dict) # CO2_Capture_Fraction refers to the CO2 capture rate of CCS equiped power plants at a steady state # CO2_Capture_Fraction_Startup refers to the CO2 capture rate of CCS equiped power plants during startup events - + @expression(EP, eEmissionsByPlant[y=1:G, t=1:T], if y in SINGLE_FUEL (1-dfGen[y, :Biomass] - dfGen[y, :CO2_Capture_Fraction]) * EP[:vFuel][y, t] * fuel_CO2[dfGen[y,:Fuel]]+ @@ -105,8 +104,6 @@ function co2!(EP::Model, inputs::Dict) sum(dfGen[y, :CO2_Capture_Fraction] * EP[:vMulFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels)+ sum(dfGen[y, :CO2_Capture_Fraction_Startup] * EP[:vMulStartFuels][y, i, t] * fuel_CO2[dfGen[y, fuel_cols[i]]] for i = 1:max_fuels) end) - - println(length(eEmissionsCaptureByPlant)) @expression(EP, eEmissionsCaptureByPlantYear[y in CCS], sum(omega[t] * eEmissionsCaptureByPlant[y, t] From 488d84923a5922a33bfaf7e9f162abd759bb1cde Mon Sep 17 00:00:00 2001 From: ql0320 Date: Fri, 19 Jan 2024 09:18:42 -0500 Subject: [PATCH 50/55] define CCS when loading input --- src/load_inputs/load_generators_data.jl | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/src/load_inputs/load_generators_data.jl b/src/load_inputs/load_generators_data.jl index f7fcb5eec9..ab7677db23 100644 --- a/src/load_inputs/load_generators_data.jl +++ b/src/load_inputs/load_generators_data.jl @@ -66,13 +66,20 @@ function load_generators_data!(setup::Dict, path::AbstractString, inputs_gen::Di if !("RETRO" in names(gen_in)) gen_in[!, "RETRO"] = zero(gen_in[!, "R_ID"]) end - + inputs_gen["RETRO"] = gen_in[gen_in.RETRO.==1,:R_ID] # Disable Retrofit while it's under development if !(isempty(inputs_gen["RETRO"])) error("The Retrofits feature, which is activated by nonzero data in a 'RETRO' column in Generators_data.csv, is under development and is not ready for public use. Disable this message to enable this *experimental* feature.") end + # Set of CCS resources (optional set): + if "CO2_Capture_Fraction" in names(gen_in) + inputs_gen["CCS"] = gen_in[gen_in.CO2_Capture_Fraction.>0,:R_ID] + else + inputs_gen["CCS"] = Vector() + end + # Set of multi-fuel resources if "MULTI_FUELS" ∉ names(gen_in) gen_in[!, "MULTI_FUELS"] = zeros(G) From 289558b8f261bd2774a3a714a64d51322fbdc9c8 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Wed, 24 Jan 2024 16:13:28 -0500 Subject: [PATCH 51/55] Modify write outputs scripts for CCS --- .../energy_share_requirement/write_esr_revenue.jl | 3 +-- src/write_outputs/write_co2.jl | 9 +++++---- src/write_outputs/write_costs.jl | 6 ++++-- src/write_outputs/write_net_revenue.jl | 6 ++++-- 4 files changed, 14 insertions(+), 10 deletions(-) diff --git a/src/write_outputs/energy_share_requirement/write_esr_revenue.jl b/src/write_outputs/energy_share_requirement/write_esr_revenue.jl index 9f74ed5baa..dd470dc315 100644 --- a/src/write_outputs/energy_share_requirement/write_esr_revenue.jl +++ b/src/write_outputs/energy_share_requirement/write_esr_revenue.jl @@ -61,5 +61,4 @@ function write_esr_revenue(path::AbstractString, inputs::Dict, setup::Dict, dfPo dfESRRev.Total = sum(eachcol(dfESRRev[:, 6:nESR + 5])) CSV.write(joinpath(path, "ESR_Revenue.csv"), dfESRRev) return dfESRRev -end - +end \ No newline at end of file diff --git a/src/write_outputs/write_co2.jl b/src/write_outputs/write_co2.jl index 3cbf100fd0..2e77621114 100644 --- a/src/write_outputs/write_co2.jl +++ b/src/write_outputs/write_co2.jl @@ -37,14 +37,15 @@ end function write_co2_capture_plant(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) dfGen = inputs["dfGen"] G = inputs["G"] # Number of resources (generators, storage, DR, and DERs) + CCS = inputs["CCS"] T = inputs["T"] # Number of time steps (hours) Z = inputs["Z"] # Number of zones - dfCapturedEmissions_plant = DataFrame(Resource=inputs["RESOURCES"], Zone=dfGen[!, :Zone], AnnualSum=zeros(G)) - if any(dfGen.CO2_Capture_Fraction .!= 0) + dfCapturedEmissions_plant = DataFrame(Resource=inputs["RESOURCES"][CCS], Zone=dfGen[CCS, :Zone], AnnualSum=zeros(length(CCS))) + if !isempty(CCS) # Captured CO2 emissions by plant - emissions_captured_plant = zeros(G, T) - emissions_captured_plant = (value.(EP[:eEmissionsCaptureByPlant])) + emissions_captured_plant = zeros(length(CCS), T) + emissions_captured_plant = (value.(EP[:eEmissionsCaptureByPlant]).data) if setup["ParameterScale"] == 1 emissions_captured_plant *= ModelScalingFactor end diff --git a/src/write_outputs/write_costs.jl b/src/write_outputs/write_costs.jl index d13d7903e4..b08575877f 100644 --- a/src/write_outputs/write_costs.jl +++ b/src/write_outputs/write_costs.jl @@ -108,6 +108,7 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) FLEX_ZONE = intersect(inputs["FLEX"], Y_ZONE) COMMIT_ZONE = intersect(inputs["COMMIT"], Y_ZONE) ELECTROLYZERS_ZONE = intersect(inputs["ELECTROLYZER"], Y_ZONE) + CCS_ZONE = intersect(inputs["CCS"], Y_ZONE) eCFix = sum(value.(EP[:eCFix][Y_ZONE])) tempCFix += eCFix @@ -218,8 +219,9 @@ function write_costs(path::AbstractString, inputs::Dict, setup::Dict, EP::Model) tempCNSE = sum(value.(EP[:eCNSE][:,:,z])) tempCTotal += tempCNSE - if any(dfGen.CO2_Capture_Fraction .!=0) - tempCCO2 = sum(value.(EP[:ePlantCCO2Sequestration][Y_ZONE,:])) + # if any(dfGen.CO2_Capture_Fraction .!=0) + if !isempty(CCS_ZONE) + tempCCO2 = sum(value.(EP[:ePlantCCO2Sequestration][CCS_ZONE])) tempCTotal += tempCCO2 end diff --git a/src/write_outputs/write_net_revenue.jl b/src/write_outputs/write_net_revenue.jl index 06574aaad4..f3accad497 100644 --- a/src/write_outputs/write_net_revenue.jl +++ b/src/write_outputs/write_net_revenue.jl @@ -12,6 +12,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: STOR_ALL = inputs["STOR_ALL"] VRE_STOR = inputs["VRE_STOR"] dfVRE_STOR = inputs["dfVRE_STOR"] + CCS = inputs["CCS"] if !isempty(VRE_STOR) VRE_STOR_LENGTH = size(inputs["VRE_STOR"])[1] SOLAR = inputs["VS_SOLAR"] @@ -124,7 +125,8 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: # Add CO2 releated sequestration cost or credit (e.g. 45 Q) to the dataframe dfNetRevenue.CO2SequestrationCost = zeros(nrow(dfNetRevenue)) if any(dfGen.CO2_Capture_Fraction .!= 0) - dfNetRevenue.CO2SequestrationCost .= value.(EP[:ePlantCCO2Sequestration]) + dfNetRevenue.CO2SequestrationCost = zeros(G) + dfNetRevenue[CCS, :CO2SequestrationCost] = value.(EP[:ePlantCCO2Sequestration]).data end if setup["ParameterScale"] == 1 dfNetRevenue.CO2SequestrationCost *= ModelScalingFactor^2 # converting Million US$ to US$ @@ -196,7 +198,7 @@ function write_net_revenue(path::AbstractString, inputs::Dict, setup::Dict, EP:: .+ dfNetRevenue.Charge_cost .+ dfNetRevenue.EmissionsCost .+ dfNetRevenue.StartCost - .+dfNetRevenue.CO2SequestrationCost) + .+ dfNetRevenue.CO2SequestrationCost) dfNetRevenue.Profit = dfNetRevenue.Revenue .- dfNetRevenue.Cost CSV.write(joinpath(path, "NetRevenue.csv"), dfNetRevenue) From c06660b5ff17c95af3513d82bbbd2c6ec26579e5 Mon Sep 17 00:00:00 2001 From: ql0320 Date: Mon, 19 Feb 2024 14:40:46 -0500 Subject: [PATCH 52/55] Add units to fuel outputs; fix bugs in fuel.jl --- src/model/core/fuel.jl | 8 ++++---- src/write_outputs/write_fuel_consumption.jl | 6 +++--- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 58137a9083..39931a750e 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -111,10 +111,10 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) min_cofire_start =inputs["MIN_COFIRE_START"] max_cofire_start =inputs["MAX_COFIRE_START"] - COFIRE_MAX = [findall(g -> max_cofire_cols(g, tag=1) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] - COFIRE_MAX_START = [findall(g -> max_cofire_start_cols(g, tag=1) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] - COFIRE_MIN = [findall(g -> min_cofire_cols(g, tag=1) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] - COFIRE_MIN_START = [findall(g -> min_cofire_start_cols(g, tag=1) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MAX = [findall(g -> max_cofire_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MAX_START = [findall(g -> max_cofire_start_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MIN = [findall(g -> min_cofire_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MIN_START = [findall(g -> min_cofire_start_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) diff --git a/src/write_outputs/write_fuel_consumption.jl b/src/write_outputs/write_fuel_consumption.jl index d66f934130..427e318a4c 100644 --- a/src/write_outputs/write_fuel_consumption.jl +++ b/src/write_outputs/write_fuel_consumption.jl @@ -46,9 +46,9 @@ function write_fuel_consumption_plant(path::AbstractString,inputs::Dict, setup:: end dfPlantFuel[!, fuel_cols_num[i]] = fuel_cols.(gen[HAS_FUEL], tag=i) - dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Generation"))] = tempannualsum_fuel_heat_multi_generation - dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Start"))] = tempannualsum_fuel_heat_multi_start - dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Total"))] = tempannualsum_fuel_heat_multi_total + dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Generation_MMBtu"))] = tempannualsum_fuel_heat_multi_generation + dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Start_MMBtu"))] = tempannualsum_fuel_heat_multi_start + dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_HeatInput_Total_MMBtu"))] = tempannualsum_fuel_heat_multi_total dfPlantFuel[!, Symbol(string(fuel_cols_num[i],"_AnnualSum_Fuel_Cost"))] = tempannualsum_fuel_cost_multi end end From 0f54cc55538b27acaf86c4a2d26b698bcbbe9a27 Mon Sep 17 00:00:00 2001 From: lbonaldo Date: Mon, 19 Feb 2024 19:04:18 -0500 Subject: [PATCH 53/55] Add tests and fix HAS_FUEL flag --- src/load_inputs/load_resources_data.jl | 8 +- src/model/core/fuel.jl | 4 +- src/model/resources/resources.jl | 6 +- .../Resources/Thermal.csv | 60 ++++----- .../generators_data.csv | 126 +++++++++--------- test/MultiFuels/Generators_data.csv | 5 - test/MultiFuels/Resources/thermal.csv | 4 +- test/MultiFuels/Resources/vre.csv | 6 +- test/test_load_resource_data.jl | 36 ++++- test/test_multifuels.jl | 12 -- 10 files changed, 137 insertions(+), 130 deletions(-) delete mode 100644 test/MultiFuels/Generators_data.csv diff --git a/src/load_inputs/load_resources_data.jl b/src/load_inputs/load_resources_data.jl index 4038ae24ad..05b9bc94f9 100644 --- a/src/load_inputs/load_resources_data.jl +++ b/src/load_inputs/load_resources_data.jl @@ -1071,7 +1071,11 @@ function add_resources_to_input_data!(inputs::Dict, setup::Dict, case_path::Abst # Fuel inputs["HAS_FUEL"] = ids_with_fuel(gen) - + if !isempty(inputs["MULTI_FUELS"]) + inputs["HAS_FUEL"] = union(inputs["HAS_FUEL"], inputs["MULTI_FUELS"]) + sort!(inputs["HAS_FUEL"]) + end + inputs["RESOURCES"] = gen return nothing end @@ -1167,8 +1171,6 @@ function load_multi_fuels_data!(inputs::Dict, gen::Vector{<:AbstractResource}, s inputs["FUEL_TYPES"] = fuel_types inputs["MAX_NUM_FUELS"] = max_fuels inputs["MAX_NUM_FUELS"] = max_fuels - - # check whether non-zero heat rates are used for resources that only use a single fuel for f in 1:max_fuels diff --git a/src/model/core/fuel.jl b/src/model/core/fuel.jl index 39931a750e..5299451bf8 100644 --- a/src/model/core/fuel.jl +++ b/src/model/core/fuel.jl @@ -113,8 +113,8 @@ function fuel!(EP::Model, inputs::Dict, setup::Dict) COFIRE_MAX = [findall(g -> max_cofire_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] COFIRE_MAX_START = [findall(g -> max_cofire_start_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] - COFIRE_MIN = [findall(g -> min_cofire_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] - COFIRE_MIN_START = [findall(g -> min_cofire_start_cols(g, tag=i) < 1, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MIN = [findall(g -> min_cofire_cols(g, tag=i) > 0, gen[MULTI_FUELS]) for i in 1:max_fuels] + COFIRE_MIN_START = [findall(g -> min_cofire_start_cols(g, tag=i) > 0, gen[MULTI_FUELS]) for i in 1:max_fuels] @variable(EP, vMulFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) @variable(EP, vMulStartFuels[y in MULTI_FUELS, i = 1:max_fuels, t = 1:T] >= 0) diff --git a/src/model/resources/resources.jl b/src/model/resources/resources.jl index af4f82943b..7d4f06a5d2 100644 --- a/src/model/resources/resources.jl +++ b/src/model/resources/resources.jl @@ -570,12 +570,12 @@ co2_capture_fraction_startup(r::AbstractResource) = get(r, :co2_capture_fraction ccs_disposal_cost_per_metric_ton(r::AbstractResource) = get(r, :ccs_disposal_cost_per_metric_ton, default_zero) biomass(r::AbstractResource) = get(r, :biomass, default_zero) multi_fuels(r::AbstractResource) = get(r, :multi_fuels, default_zero) -fuel_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag)), default_zero) +fuel_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag)), "None") num_fuels(r::AbstractResource) = get(r, :num_fuels, default_zero) heat_rate_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("heat_rate",tag, "_mmbtu_per_mwh")), default_zero) -max_cofire_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_max_cofire_level")), default_zero) +max_cofire_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_max_cofire_level")), 1) min_cofire_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_min_cofire_level")), default_zero) -max_cofire_start_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_max_cofire_level_start")), default_zero) +max_cofire_start_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_max_cofire_level_start")), 1) min_cofire_start_cols(r::AbstractResource; tag::Int64) = get(r, Symbol(string("fuel",tag, "_min_cofire_level_start")), default_zero) # Reservoir hydro and storage diff --git a/test/LoadResourceData/test_gen_non_colocated/Resources/Thermal.csv b/test/LoadResourceData/test_gen_non_colocated/Resources/Thermal.csv index 2a06d41360..c3b20ab40a 100644 --- a/test/LoadResourceData/test_gen_non_colocated/Resources/Thermal.csv +++ b/test/LoadResourceData/test_gen_non_colocated/Resources/Thermal.csv @@ -1,30 +1,30 @@ -Resource,Zone,Model,MGA,Resource_Type,Min_Power,Ramp_Up_Percentage,Ramp_Dn_Percentage,Existing_Cap_MW,Cap_Size,Min_Cap_MW,Max_Cap_MW,New_Build,Can_Retire,Fuel,Inv_Cost_Per_MWyr,Fixed_Om_Cost_Per_MWyr,Var_Om_Cost_Per_MWh,Up_Time,Down_Time,Start_Cost_Per_MW,Start_Fuel_Mmbtu_Per_MW,Heat_Rate_Mmbtu_Per_MWh,Reg_Cost,Rsv_Cost,Reg_Max,Rsv_Max,Region,Cluster,PWFU_Fuel_Usage_Zero_Load_MMBTU_per_h,PWFU_Heat_Rate_MMBTU_per_MWh_1,PWFU_Heat_Rate_MMBTU_per_MWh_2,PWFU_Load_Point_MW_1,PWFU_Load_Point_MW_2,CO2_Capture_Fraction,CO2_Capture_Fraction_Startup,CCS_Disposal_Cost_per_Metric_Ton,Biomass -NENGREST_biomass_1,1,1,1,biomass,0.45,1,1,106.062,3.21,0,0,0,0,None,0,122976,5.08,0,0,0,0,14.58,0,0,0.083333333,0.166666667,NENGREST,1,0,0,0,0,0,0,0,0,0 -NENGREST_natural_gas_fired_combined_cycle_1,1,1,1,natural_gas_fired_combined_cycle,0.468,0.64,0.64,7077.3,471.82,0,0,0,1,NENGREST_NG,0,10287,3.55,6,6,91,2,7.43,0,0,0.053333333,0.106666667,NENGREST,1,400,6,7.2,160,250,0.9,0.6,20,0 -NENGREST_natural_gas_fired_combined_cycle_2,1,1,1,natural_gas_fired_combined_cycle,0.507,0.64,0.64,2684.803,244.07,0,0,0,1,NENGREST_NG,0,16291,4.5,6,6,91,2,8.29,0,0,0.053333333,0.106666667,NENGREST,2,0,0,0,0,0,0,0,0,0 -NENGREST_natural_gas_fired_combustion_turbine_1,1,1,1,natural_gas_fired_combustion_turbine,0.456,3.78,3.78,302.701,43.24,0,0,0,1,NENGREST_NG,0,12080,4.6,1,1,118,3.5,10.13,0,0,0.315,0.63,NENGREST,1,0,0,0,0,0,0,0,0,0 -NENGREST_natural_gas_fired_combustion_turbine_2,1,1,1,natural_gas_fired_combustion_turbine,0.488,3.78,3.78,62.704,7.84,0,0,0,1,NENGREST_NG,0,13991,4.6,1,1,118,3.5,4.74,0,0,0.315,0.63,NENGREST,2,0,0,0,0,0,0,0,0,0 -NENGREST_natural_gas_steam_turbine_1,1,1,1,natural_gas_steam_turbine,0,0,0,0.6,0.6,0,0,0,1,NENGREST_NG,0,50678,1.04,0,0,86,13.7,0,0,0,0,0,NENGREST,1,0,0,0,0,0,0,0,0,0 -NENGREST_nuclear_1,1,1,1,nuclear,0.5,0.25,0.25,1242,1242,0,0,0,1,new_england_uranium,0,271818,2.32,24,24,245,0,10.46,0,0,0.020833333,0.041666667,NENGREST,1,0,0,0,0,0,0,0,0,0 -NENG_CT_biomass_1,2,1,1,biomass,0.348,1,1,27.248,3.41,0,0,0,0,Biomass,0,122976,5.37,0,0,0,0,15.33,0,0,0.083333333,0.166666667,NENG_CT,1,0,0,0,0,0,0.9,0.6,20,1 -NENG_CT_natural_gas_fired_combined_cycle_1,2,1,1,natural_gas_fired_combined_cycle,0.338,0.64,0.64,3488.704,436.09,0,0,0,1,NENG_CT_NG,0,9698,3.57,6,6,91,2,7.12,0,0,0.053333333,0.106666667,NENG_CT,1,0,0,0,0,0,0,0,0,0 -NENG_CT_natural_gas_fired_combined_cycle_2,2,1,1,natural_gas_fired_combined_cycle,0.466,0.64,0.64,35.2,17.6,0,0,0,1,NENG_CT_NG,0,16291,4.5,6,6,91,2,10.77,0,0,0.053333333,0.106666667,NENG_CT,2,0,0,0,0,0,0,0,0,0 -NENG_CT_natural_gas_fired_combustion_turbine_1,2,1,1,natural_gas_fired_combustion_turbine,0.124,3.78,3.78,434,54.25,0,0,0,1,NENG_CT_NG,0,10609,4.6,1,1,118,3.5,11.06,0,0,0.315,0.63,NENG_CT,1,0,0,0,0,0,0,0,0,0 -NENG_CT_natural_gas_fired_combustion_turbine_2,2,1,1,natural_gas_fired_combustion_turbine,0.476,3.78,3.78,124.9,24.98,0,0,0,1,NENG_CT_NG,0,13991,4.6,1,1,118,3.5,8.35,0,0,0.315,0.63,NENG_CT,2,0,0,0,0,0,0,0,0,0 -NENG_CT_nuclear_1,2,1,1,nuclear,0.5,0.25,0.25,2162.9,1081.45,0,0,0,1,new_england_uranium,0,190920,2.32,24,24,245,0,10.46,0,0,0.020833333,0.041666667,NENG_CT,1,0,0,0,0,0,0,0,0,0 -NENG_ME_biomass_1,3,1,1,biomass,0.404,1,1,24.95,2.5,0,0,0,0,None,0,122976,4.85,0,0,0,0,13.84,0,0,0.083333333,0.166666667,NENG_ME,1,0,0,0,0,0,0,0,0,0 -NENG_ME_natural_gas_fired_combined_cycle_1,3,1,1,natural_gas_fired_combined_cycle,0.474,0.64,0.64,274.5,137.25,0,0,0,1,NENG_ME_NG,0,16291,4.5,6,6,91,2,12.62,0,0,0.053333333,0.106666667,NENG_ME,1,0,0,0,0,0,0,0,0,0 -NENG_ME_natural_gas_fired_combined_cycle_2,3,1,1,natural_gas_fired_combined_cycle,0.386,0.64,0.64,1114.1,557.05,0,0,0,1,NENG_ME_NG,0,9668,3.57,6,6,91,2,7.65,0,0,0.053333333,0.106666667,NENG_ME,2,0,0,0,0,0,0,0,0,0 -NENG_ME_natural_gas_fired_combustion_turbine_1,3,1,1,natural_gas_fired_combustion_turbine,0.697,3.78,3.78,163.5,54.5,0,0,0,1,NENG_ME_NG,0,11540,4.6,1,1,118,3.5,4.75,0,0,0.315,0.63,NENG_ME,1,0,0,0,0,0,0,0,0,0 -NENGREST_naturalgas_ccccsavgcf_mid_0,1,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENGREST_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENGREST,0,0,0,0,0,0,0,0,0,0 -NENGREST_naturalgas_ccavgcf_mid_0,1,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENGREST_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENGREST,0,0,0,0,0,0,0,0,0,0 -NENGREST_naturalgas_ctavgcf_mid_0,1,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENGREST_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENGREST,0,0,0,0,0,0,0,0,0,0 -NENGREST_naturalgas_ccs100_mid_0,1,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENGREST_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENGREST,0,0,0,0,0,0,0,0,0,0 -NENG_CT_naturalgas_ccccsavgcf_mid_0,2,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_CT_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENG_CT,0,0,0,0,0,0,0,0,0,0 -NENG_CT_naturalgas_ccavgcf_mid_0,2,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENG_CT_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENG_CT,0,0,0,0,0,0,0,0,0,0 -NENG_CT_naturalgas_ctavgcf_mid_0,2,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENG_CT_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENG_CT,0,0,0,0,0,0,0,0,0,0 -NENG_CT_naturalgas_ccs100_mid_0,2,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_CT_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENG_CT,0,0,0,0,0,0,0,0,0,0 -NENG_ME_naturalgas_ccccsavgcf_mid_0,3,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_ME_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENG_ME,0,0,0,0,0,0,0,0,0,0 -NENG_ME_naturalgas_ccavgcf_mid_0,3,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENG_ME_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENG_ME,0,0,0,0,0,0,0,0,0,0 -NENG_ME_naturalgas_ctavgcf_mid_0,3,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENG_ME_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENG_ME,0,0,0,0,0,0,0,0,0,0 -NENG_ME_naturalgas_ccs100_mid_0,3,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_ME_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENG_ME,0,0,0,0,0,0,0,0,0,0 \ No newline at end of file +Resource,Zone,Model,MGA,Resource_Type,Min_Power,Ramp_Up_Percentage,Ramp_Dn_Percentage,Existing_Cap_MW,Cap_Size,Min_Cap_MW,Max_Cap_MW,New_Build,Can_Retire,Fuel,Inv_Cost_Per_MWyr,Fixed_Om_Cost_Per_MWyr,Var_Om_Cost_Per_MWh,Up_Time,Down_Time,Start_Cost_Per_MW,Start_Fuel_Mmbtu_Per_MW,Heat_Rate_Mmbtu_Per_MWh,Reg_Cost,Rsv_Cost,Reg_Max,Rsv_Max,Region,Cluster,CO2_Capture_Fraction,CO2_Capture_Fraction_Startup,CCS_Disposal_Cost_per_Metric_Ton,Biomass,MULTI_FUELS,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start +NENGREST_biomass_1,1,1,1,biomass,0.45,1,1,106.062,3.21,0,0,0,0,None,0,122976,5.08,0,0,0,0,14.58,0,0,0.083333333,0.166666667,NENGREST,1,0,0,-39,0,1,2,mountain_naturalgas,6.36,0,0,0.12,1,hydrogen,6.36,0,0.12,0,0.12 +NENGREST_natural_gas_fired_combined_cycle_1,1,1,1,natural_gas_fired_combined_cycle,0.468,0.64,0.64,7077.3,471.82,0,0,0,1,NENGREST_NG,0,10287,3.55,6,6,91,2,7.43,0,0,0.053333333,0.106666667,NENGREST,1,0,0,-39,0,1,2,mountain_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENGREST_natural_gas_fired_combined_cycle_2,1,1,1,natural_gas_fired_combined_cycle,0.507,0.64,0.64,2684.803,244.07,0,0,0,1,NENGREST_NG,0,16291,4.5,6,6,91,2,8.29,0,0,0.053333333,0.106666667,NENGREST,2,0.9,0.9,-28.936,0,1,2,pacific_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENGREST_natural_gas_fired_combustion_turbine_1,1,1,1,natural_gas_fired_combustion_turbine,0.456,3.78,3.78,302.701,43.24,0,0,0,1,NENGREST_NG,0,12080,4.6,1,1,118,3.5,10.13,0,0,0.315,0.63,NENGREST,1,0,0,-39,0,1,2,pacific_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENGREST_natural_gas_fired_combustion_turbine_2,1,1,1,natural_gas_fired_combustion_turbine,0.488,3.78,3.78,62.704,7.84,0,0,0,1,NENGREST_NG,0,13991,4.6,1,1,118,3.5,4.74,0,0,0.315,0.63,NENGREST,2,0,0,-39,0,1,2,pacific_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENGREST_natural_gas_steam_turbine_1,1,1,1,natural_gas_steam_turbine,0,0,0,0.6,0.6,0,0,0,1,NENGREST_NG,0,50678,1.04,0,0,86,13.7,0,0,0,0,0,NENGREST,1,0.9,0.9,-20.634,0,1,2,pacific_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENGREST_nuclear_1,1,1,1,nuclear,0.5,0.25,0.25,1242,1242,0,0,0,1,new_england_uranium,0,271818,2.32,24,24,245,0,10.46,0,0,0.020833333,0.041666667,NENGREST,1,0,0,-39,0,1,2,pacific_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_CT_biomass_1,2,1,1,biomass,0.348,1,1,27.248,3.41,0,0,0,0,Biomass,0,122976,5.37,0,0,0,0,15.33,0,0,0.083333333,0.166666667,NENG_CT,1,0,0,-39,1,1,2,pacific_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_CT_natural_gas_fired_combined_cycle_1,2,1,1,natural_gas_fired_combined_cycle,0.338,0.64,0.64,3488.704,436.09,0,0,0,1,NENG_CT_NG,0,9698,3.57,6,6,91,2,7.12,0,0,0.053333333,0.106666667,NENG_CT,1,0.9,0.9,-26.5,0,1,2,south_atlantic_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENG_CT_natural_gas_fired_combined_cycle_2,2,1,1,natural_gas_fired_combined_cycle,0.466,0.64,0.64,35.2,17.6,0,0,0,1,NENG_CT_NG,0,16291,4.5,6,6,91,2,10.77,0,0,0.053333333,0.106666667,NENG_CT,2,0,0,-39,0,1,2,south_atlantic_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_CT_natural_gas_fired_combustion_turbine_1,2,1,1,natural_gas_fired_combustion_turbine,0.124,3.78,3.78,434,54.25,0,0,0,1,NENG_CT_NG,0,10609,4.6,1,1,118,3.5,11.06,0,0,0.315,0.63,NENG_CT,1,0,0,-39,0,1,2,south_atlantic_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_CT_natural_gas_fired_combustion_turbine_2,2,1,1,natural_gas_fired_combustion_turbine,0.476,3.78,3.78,124.9,24.98,0,0,0,1,NENG_CT_NG,0,13991,4.6,1,1,118,3.5,8.35,0,0,0.315,0.63,NENG_CT,2,0,0,-39,0,1,2,new_england_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_CT_nuclear_1,2,1,1,nuclear,0.5,0.25,0.25,2162.9,1081.45,0,0,0,1,new_england_uranium,0,190920,2.32,24,24,245,0,10.46,0,0,0.020833333,0.041666667,NENG_CT,1,0,0,-39,0,1,2,new_england_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_ME_biomass_1,3,1,1,biomass,0.404,1,1,24.95,2.5,0,0,0,0,None,0,122976,4.85,0,0,0,0,13.84,0,0,0.083333333,0.166666667,NENG_ME,1,0.9,0.9,-24.632,0,1,2,east_north_central_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENG_ME_natural_gas_fired_combined_cycle_1,3,1,1,natural_gas_fired_combined_cycle,0.474,0.64,0.64,274.5,137.25,0,0,0,1,NENG_ME_NG,0,16291,4.5,6,6,91,2,12.62,0,0,0.053333333,0.106666667,NENG_ME,1,0,0,-39,0,0,1,east_north_central_coal,0,0,0,1,1,hydrogen,0,0,1,0,1 +NENG_ME_natural_gas_fired_combined_cycle_2,3,1,1,natural_gas_fired_combined_cycle,0.386,0.64,0.64,1114.1,557.05,0,0,0,1,NENG_ME_NG,0,9668,3.57,6,6,91,2,7.65,0,0,0.053333333,0.106666667,NENG_ME,2,0,0,-39,0,0,1,pacific_coal,0,0,0,1,1,hydrogen,0,0,1,0,1 +NENG_ME_natural_gas_fired_combustion_turbine_1,3,1,1,natural_gas_fired_combustion_turbine,0.697,3.78,3.78,163.5,54.5,0,0,0,1,NENG_ME_NG,0,11540,4.6,1,1,118,3.5,4.75,0,0,0.315,0.63,NENG_ME,1,0.9,0.9,-24.632,0,1,2,east_north_central_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENGREST_naturalgas_ccccsavgcf_mid_0,1,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENGREST_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENGREST,0,0,0,-39,0,1,2,east_north_central_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENGREST_naturalgas_ccavgcf_mid_0,1,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENGREST_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENGREST,0,0,0,-39,0,1,2,east_north_central_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENGREST_naturalgas_ctavgcf_mid_0,1,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENGREST_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENGREST,0,0.9,0.9,-26.989,0,1,2,west_south_central_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENGREST_naturalgas_ccs100_mid_0,1,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENGREST_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENGREST,0,0,0,-39,0,1,2,west_south_central_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_CT_naturalgas_ccccsavgcf_mid_0,2,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_CT_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENG_CT,0,0,0,-39,0,1,2,west_south_central_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_CT_naturalgas_ccavgcf_mid_0,2,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENG_CT_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENG_CT,0,0.9,0.9,-24.632,0,1,2,east_north_central_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENG_CT_naturalgas_ctavgcf_mid_0,2,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENG_CT_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENG_CT,0,0,0,-39,0,1,2,east_north_central_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_CT_naturalgas_ccs100_mid_0,2,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_CT_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENG_CT,0,0,0,-39,0,1,2,east_north_central_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_ME_naturalgas_ccccsavgcf_mid_0,3,1,1,naturalgas_ccccsavgcf_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_ME_NG_ccs90,229388,27483,5.82,6,6,103,0,7.52,0,0,0.053333333,0.106666667,NENG_ME,0,0.9,0.9,-18.389,0,1,2,pacific_naturalgas,7.16,0,0,1,1,hydrogen,7.16,0,0.12,0,0.12 +NENG_ME_naturalgas_ccavgcf_mid_0,3,1,1,naturalgas_ccavgcf_mid,0.2,0.64,0.64,0,500,0,-1,1,1,NENG_ME_NG,110025,12441,1.61,6,6,103,2,6.27,0,0,0.053333333,0.106666667,NENG_ME,0,0,0,-39,0,1,2,pacific_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 +NENG_ME_naturalgas_ctavgcf_mid_0,3,1,1,naturalgas_ctavgcf_mid,0.3,3.78,3.78,0,100,0,-1,1,1,NENG_ME_NG,81998,6960,4.49,1,1,134,3.5,9.9,0,0,0.315,0.63,NENG_ME,0,0,0,-39,0,1,2,pacific_naturalgas,9.72,0,0,1,1,hydrogen,9.72,0,0.12,0,0.12 +NENG_ME_naturalgas_ccs100_mid_0,3,1,1,naturalgas_ccs100_mid,0.6,0.64,0.64,0,500,0,-1,0,1,NENG_ME_NG_ccs100,239841,37153,6.26,6,6,103,0,7.89,0,0,0.053333333,0.106666667,NENG_ME,0,0,0,-39,0,1,2,middle_atlantic_naturalgas,6.36,0,0,1,1,hydrogen,6.36,0,0.12,0,0.12 \ No newline at end of file diff --git a/test/LoadResourceData/test_gen_non_colocated/generators_data.csv b/test/LoadResourceData/test_gen_non_colocated/generators_data.csv index 898ec34679..3d5f210cb5 100644 --- a/test/LoadResourceData/test_gen_non_colocated/generators_data.csv +++ b/test/LoadResourceData/test_gen_non_colocated/generators_data.csv @@ -1,63 +1,63 @@ -region,cluster,Resource,Resource_Type,MGA,R_ID,Zone,THERM,STOR,HYDRO,FLEX,MUST_RUN,VRE,ELECTROLYZER,Num_VRE_Bins,LDS,CapRes_1,ESR_1,ESR_2,Existing_Cap_MW,Existing_Charge_Cap_MW,Existing_Cap_MWh,New_Build,Can_Retire,Cap_Size,Min_Cap_MW,Max_Cap_MW,Min_Charge_Cap_MW,Max_Charge_Cap_MW,Min_Cap_MWh,Max_Cap_MWh,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Inv_Cost_per_MWhyr,Fixed_OM_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Heat_Rate_MMBTU_per_MWh,Fuel,Min_Power,Self_Disch,Eff_Up,Eff_Down,Hydro_Energy_to_Power_Ratio,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Ramp_Up_Percentage,Ramp_Dn_Percentage,Up_Time,Down_Time,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MinCapTag_1,MinCapTag_2,MinCapTag_3,Hydrogen_MWh_Per_Tonne,Electrolyzer_Min_kt,Hydrogen_Price_Per_Tonne,Qualified_Hydrogen_Supply,PWFU_Fuel_Usage_Zero_Load_MMBTU_per_h,PWFU_Heat_Rate_MMBTU_per_MWh_1,PWFU_Heat_Rate_MMBTU_per_MWh_2,PWFU_Load_Point_MW_1,PWFU_Load_Point_MW_2,CO2_Capture_Fraction,CO2_Capture_Fraction_Startup,CCS_Disposal_Cost_per_Metric_Ton,Biomass,WACC,Capital_Recovery_Period,Lifetime,Min_Retired_Cap_MW,Min_Retired_Energy_Cap_MW,Min_Retired_Charge_Cap_MW -NENGREST,1,NENGREST_conventional_hydroelectric_1,conventional_hydroelectric,1,2,1,0,0,1,0,0,0,0,0,1,0.8,0,1,662.983,0,0,0,0,11.24,0,0,0,-1,-1,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.117,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.039,20,20,0,0,0 -NENG_CT,1,NENG_CT_conventional_hydroelectric_1,conventional_hydroelectric,1,15,2,0,0,1,0,0,0,0,0,1,0.8,0,1,67.7,0,0,0,0,13.54,0,0,0,-1,-1,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.18,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.017,20,20,0,0,0 -NENG_ME,1,NENG_ME_conventional_hydroelectric_1,conventional_hydroelectric,1,26,3,0,0,1,0,0,0,0,0,1,0.8,0,1,327.81,0,0,0,0,7.8,0,0,0,-1,-1,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.402,0,1,1,1,0,0,0,0,1,0.083,0.083,0,0,0.006916667,0.013833333,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.024,20,20,0,0,0 -NENGREST,1,NENGREST_biomass_1,biomass,1,1,1,1,0,0,0,0,0,0,0,0,0.93,1,1,106.062,0,0,0,0,3.21,0,0,0,-1,-1,-1,0,122976,0,0,0,0,5.08,0,0,0,14.58,None,0.45,0,1,1,1,0,0,0,0,1,1,1,0,0,0.083333333,0.166666667,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.027,20,20,0,0,0 -NENGREST,1,NENGREST_natural_gas_fired_combined_cycle_1,natural_gas_fired_combined_cycle,1,4,1,1,0,0,0,0,0,0,0,0,0.93,0,0,7077.3,0,0,0,1,471.82,0,0,0,-1,-1,-1,0,10287,0,0,0,0,3.55,0,91,2,7.43,NENGREST_NG,0.468,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0,0,0,0,0,400,6,7.2,160,250,0.9,0.6,20,0,0.0195,20,20,0,0,0 -NENGREST,2,NENGREST_natural_gas_fired_combined_cycle_2,natural_gas_fired_combined_cycle,1,5,1,1,0,0,0,0,0,0,0,0,0.93,0,0,2684.803,0,0,0,1,244.07,0,0,0,-1,-1,-1,0,16291,0,0,0,0,4.5,0,91,2,8.29,NENGREST_NG,0.507,0,1,1,1,0,0,0,0,1,0.64,0.64,6,6,0.053333333,0.106666667,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0166,20,20,0,0,0 -NENGREST,1,NENGREST_natural_gas_fired_combustion_turbine_1,natural_gas_fired_combustion_turbine,1,6,1,1,0,0,0,0,0,0,0,0,0.93,0,0,302.701,0,0,0,1,43.24,0,0,0,-1,-1,-1,0,12080,0,0,0,0,4.6,0,118,3.5,10.13,NENGREST_NG,0.456,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0137,20,20,0,0,0 -NENGREST,2,NENGREST_natural_gas_fired_combustion_turbine_2,natural_gas_fired_combustion_turbine,1,7,1,1,0,0,0,0,0,0,0,0,0.93,0,0,62.704,0,0,0,1,7.84,0,0,0,-1,-1,-1,0,13991,0,0,0,0,4.6,0,118,3.5,4.74,NENGREST_NG,0.488,0,1,1,1,0,0,0,0,1,3.78,3.78,1,1,0.315,0.63,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0108,20,20,0,0,0 -NENGREST,1,NENGREST_natural_gas_steam_turbine_1,natural_gas_steam_turbine,1,8,1,1,0,0,0,0,0,0,0,0,0.93,0,0,0.6,0,0,0,1,0.6,0,0,0,-1,-1,-1,0,50678,0,0,0,0,1.04,0,86,13.7,0,NENGREST_NG,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0079,20,20,0,0,0 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\ No newline at end of file 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+NENG_ME,1,NENG_ME_small_hydroelectric_1,small_hydroelectric,1,31,3,0,0,0,0,1,0,0,0,0,0,1,1,195.266,0,0,0,0,1.1,0,0,0,-1,-1,-1,0,46475,0,0,0,0,0,0,0,0,9.12,None,0.192,0,1,1,1,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.0195,20,20,0,0,0,0,1,None,0,0,0,1,1,None,0,0,1,0,1 +NENG_ME,0,NENG_ME_electrolyzer,hydrogen_electrolyzer,0,62,1,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,1,1,1,-1,-1,0,-1,-1,-1,125000,15000,0,0,0,0,0,0,0,0,0,None,0,0,0,0,0,0,0,0,0,1,1,1,0,0,0,0,0,0,0,0,0,55,1000,1000,0,0,0,0,0,0,0,0,0,0,0.0195,20,20,0,0,0,0,1,None,0,0,0,1,1,None,0,0,1,0,1 \ No newline at end of file diff --git a/test/MultiFuels/Generators_data.csv b/test/MultiFuels/Generators_data.csv deleted file mode 100644 index f1ffe73b73..0000000000 --- a/test/MultiFuels/Generators_data.csv +++ /dev/null @@ -1,5 +0,0 @@ -Resource,Zone,THERM,MUST_RUN,STOR,FLEX,HYDRO,VRE,LDS,Num_VRE_Bins,MULTI_FUELS,New_Build,Can_Retire,Existing_Cap_MW,Existing_Cap_MWh,Existing_Charge_Cap_MW,Max_Cap_MW,Max_Cap_MWh,Max_Charge_Cap_MW,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Inv_Cost_per_MWhyr,Inv_Cost_Charge_per_MWyr,Fixed_OM_Cost_per_MWyr,Fixed_OM_Cost_per_MWhyr,Fixed_OM_Cost_Charge_per_MWyr,Var_OM_Cost_per_MWh,Var_OM_Cost_per_MWh_In,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Self_Disch,Eff_Up,Eff_Down,Min_Duration,Max_Duration,Max_Flexible_Demand_Advance,Max_Flexible_Demand_Delay,Flexible_Demand_Energy_Eff,Reg_Max,Rsv_Max,Reg_Cost,Rsv_Cost,MaxCapTag_1,MaxCapTag_2,MaxCapTag_3,MinCapTag_1,MinCapTag_2,MinCapTag_3,MGA,Resource_Type,CapRes_1,ESR_1,ESR_2,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start -natural_gas_combined_cycle,1,1,0,0,0,0,0,0,0,1,1,0,0,0,0,-1,-1,-1,0,0,0,65400,0,0,10287,0,0,3.55,0,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0,1,1,0,0,0,0,1,0.25,0.5,0,0,0,0,0,0,0,0,1,natural_gas_fired_combined_cycle,0.93,0,0,NE,1,2,NG,7.43,0,1,0,1,H2,7.43,0.05,1,0.05,1 -solar_pv,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,85300,0,0,18760,0,0,0,0,9.13,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,1,0,0,1,0,0,1,solar_photovoltaic,0.8,1,1,NE,1,1,None,0,0,0,0,0,None,0,0,0,0,1 -onshore_wind,1,0,0,0,0,0,1,0,1,0,1,0,0,0,0,-1,-1,-1,0,0,0,97200,0,0,43205,0,0,0.1,0,9.12,None,0,0,0,0,0,1,1,0,0,0,1,1,0,0,0,0,1,0,0,0,0,0,1,0,0,1,0,1,onshore_wind_turbine,0.8,1,1,NE,1,1,None,0,0,0,0,1,None,0,0,0,0,1 -battery,1,0,0,1,0,0,0,0,0,0,1,0,0,0,0,-1,-1,-1,0,0,0,19584,22494,0,4895,5622,0,0.15,0.15,0,None,0,0,0,0,0,1,1,0,0,0,0.92,0.92,1,10,0,0,1,0,0,0,0,0,0,1,0,0,1,0,battery_mid,0.95,0,0,NE,0,1,None,0,0,0,0,0,None,0,0,0,0,1 \ No newline at end of file diff --git a/test/MultiFuels/Resources/thermal.csv b/test/MultiFuels/Resources/thermal.csv index e5869bd4cc..909a368630 100644 --- a/test/MultiFuels/Resources/thermal.csv +++ b/test/MultiFuels/Resources/thermal.csv @@ -1,2 +1,2 @@ -Resource,Zone,Model,MULTI_FUELS,New_Build,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Hydro_Energy_to_Power_Ratio,Min_Power,Reg_Max,Rsv_Max,MGA,Resource_Type,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start,Existing_cap_mw -natural_gas_combined_cycle,1,1,1,1,0,0,0,65400,10287,3.55,7.43,NG,250,91,2,6,6,0.64,0.64,0,0.468,0.25,0.5,1,natural_gas_fired_combined_cycle,NE,1,2,NG,7.43,0,1,0,1,H2,7.43,0.05,1,0.05,1,0 \ No newline at end of file +Resource,Zone,Model,MULTI_FUELS,New_Build,Existing_cap_mw,Min_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,Fuel,Cap_Size,Start_Cost_per_MW,Start_Fuel_MMBTU_per_MW,Up_Time,Down_Time,Ramp_Up_Percentage,Ramp_Dn_Percentage,Min_Power,Reg_Max,Rsv_Max,MGA,Resource_Type,region,cluster,Num_Fuels,Fuel1,Heat_Rate1_MMBTU_per_MWh,Fuel1_Min_Cofire_Level,Fuel1_Max_Cofire_Level,Fuel1_Min_Cofire_Level_Start,Fuel1_Max_Cofire_Level_Start,Fuel2,Heat_Rate2_MMBTU_per_MWh,Fuel2_Min_Cofire_Level,Fuel2_Max_Cofire_Level,Fuel2_Min_Cofire_Level_Start,Fuel2_Max_Cofire_Level_Start +natural_gas_combined_cycle,1,1,1,1,0,0,65400,10287,3.55,7.43,NG,250,91,2,6,6,0.64,0.64,0.468,0.25,0.5,1,natural_gas_fired_combined_cycle,NE,1,2,NG,7.43,0,1,0,1,H2,7.43,0.05,1,0.05,1 \ No newline at end of file diff --git a/test/MultiFuels/Resources/vre.csv b/test/MultiFuels/Resources/vre.csv index e89acf33d1..72495af515 100644 --- a/test/MultiFuels/Resources/vre.csv +++ b/test/MultiFuels/Resources/vre.csv @@ -1,3 +1,3 @@ -Resource,Zone,Num_VRE_Bins,New_Build,Can_Retire,Min_Cap_MW,Min_Cap_MWh,Min_Charge_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,MGA,Resource_Type,region,cluster,existing_cap_mw -solar_pv,1,1,1,0,0,0,0,85300,18760,0,9.13,1,solar_photovoltaic,NE,1,0 -onshore_wind,1,1,1,0,0,0,0,97200,43205,0.1,9.12,1,onshore_wind_turbine,NE,1,0 \ No newline at end of file +Resource,Zone,Num_VRE_Bins,New_Build,Can_Retire,existing_cap_mw,Min_Cap_MW,Inv_Cost_per_MWyr,Fixed_OM_Cost_per_MWyr,Var_OM_Cost_per_MWh,Heat_Rate_MMBTU_per_MWh,MGA,Resource_Type,region,cluster +solar_pv,1,1,1,0,0,0,85300,18760,0,9.13,1,solar_photovoltaic,NE,1 +onshore_wind,1,1,1,0,0,0,97200,43205,0.1,9.12,1,onshore_wind_turbine,NE,1 \ No newline at end of file diff --git a/test/test_load_resource_data.jl b/test/test_load_resource_data.jl index e84a0cf900..891913bc37 100644 --- a/test/test_load_resource_data.jl +++ b/test/test_load_resource_data.jl @@ -90,7 +90,27 @@ function test_load_scaled_resources_data(gen, dfGen) @test GenX.co2_capture_fraction_startup.(gen) == dfGen.co2_capture_fraction_startup @test GenX.ccs_disposal_cost_per_metric_ton.(gen) == dfGen.ccs_disposal_cost_per_metric_ton @test GenX.biomass.(gen) == dfGen.biomass - + ## multi-fuel flags + @test GenX.ids_with_fuel(gen) == dfGen[(dfGen[!,:fuel] .!= "None"),:r_id] + @test GenX.ids_with_positive(gen, GenX.co2_capture_fraction) == dfGen[dfGen.co2_capture_fraction .>0,:r_id] + @test GenX.ids_with_singlefuel(gen) == dfGen[dfGen.multi_fuels.!=1,:r_id] + @test GenX.ids_with_multifuels(gen) == dfGen[dfGen.multi_fuels.==1,:r_id] + if !isempty(GenX.ids_with_multifuels(gen)) + MULTI_FUELS = GenX.ids_with_multifuels(gen) + max_fuels = maximum(GenX.num_fuels.(gen)) + for i in 1:max_fuels + @test findall(g -> GenX.max_cofire_cols(g, tag=i) < 1, gen[MULTI_FUELS]) == dfGen[dfGen[!, Symbol(string("fuel",i, "_max_cofire_level"))].< 1, :][!, :r_id] + @test findall(g -> GenX.max_cofire_start_cols(g, tag=i) < 1, gen[MULTI_FUELS]) == dfGen[dfGen[!, Symbol(string("fuel",i, "_max_cofire_level_start"))].< 1, :][!, :r_id] + @test findall(g -> GenX.min_cofire_cols(g, tag=i) > 0, gen[MULTI_FUELS]) == dfGen[dfGen[!, Symbol(string("fuel",i, "_min_cofire_level"))].> 0, :][!, :r_id] + @test findall(g -> GenX.min_cofire_start_cols(g, tag=i) > 0, gen[MULTI_FUELS]) == dfGen[dfGen[!, Symbol(string("fuel",i, "_min_cofire_level_start"))].> 0, :][!, :r_id] + @test GenX.fuel_cols.(gen, tag=i) == dfGen[!,Symbol(string("fuel",i))] + @test GenX.heat_rate_cols.(gen, tag=i) == dfGen[!,Symbol(string("heat_rate",i, "_mmbtu_per_mwh"))] + @test GenX.max_cofire_cols.(gen, tag=i) == dfGen[!,Symbol(string("fuel",i, "_max_cofire_level"))] + @test GenX.min_cofire_cols.(gen, tag=i) == dfGen[!,Symbol(string("fuel",i, "_min_cofire_level"))] + @test GenX.max_cofire_start_cols.(gen, tag=i) == dfGen[!,Symbol(string("fuel",i, "_max_cofire_level_start"))] + @test GenX.min_cofire_start_cols.(gen, tag=i) == dfGen[!,Symbol(string("fuel",i, "_min_cofire_level_start"))] + end + end @test GenX.ids_with_mga(gen) == dfGen[dfGen.mga .== 1, :r_id] @test GenX.region.(gen) == dfGen.region @@ -116,6 +136,7 @@ function test_add_modules_to_resources(gen, dfGen) end function test_inputs_keys(inputs, inputs_true) + @test inputs["G"] == inputs_true["G"] @test inputs["HYDRO_RES"] == inputs_true["HYDRO_RES"] @@ -145,13 +166,14 @@ function test_inputs_keys(inputs, inputs_true) @test Set(inputs["NEW_CAP"]) == inputs_true["NEW_CAP"] @test Set(inputs["NEW_CAP_ENERGY"]) == inputs_true["NEW_CAP_ENERGY"] @test Set(inputs["NEW_CAP_CHARGE"]) == inputs_true["NEW_CAP_CHARGE"] - @test string.(inputs["slope_cols"]) == lowercase.(string.(inputs_true["slope_cols"])) - @test string.(inputs["intercept_cols"]) == lowercase.(string.(inputs_true["intercept_cols"])) - @test inputs["PWFU_data"] == rename!(inputs_true["PWFU_data"], lowercase.(names(inputs_true["PWFU_data"]))) - @test inputs["PWFU_Num_Segments"] == inputs_true["PWFU_Num_Segments"] - @test inputs["THERM_COMMIT_PWFU"] == inputs_true["THERM_COMMIT_PWFU"] - @test inputs["HAS_FUEL"] == inputs_true["HAS_FUEL"] + if isempty(inputs["MULTI_FUELS"]) + @test string.(inputs["slope_cols"]) == lowercase.(string.(inputs_true["slope_cols"])) + @test string.(inputs["intercept_cols"]) == lowercase.(string.(inputs_true["intercept_cols"])) + @test inputs["PWFU_data"] == rename!(inputs_true["PWFU_data"], lowercase.(names(inputs_true["PWFU_data"]))) + @test inputs["PWFU_Num_Segments"] == inputs_true["PWFU_Num_Segments"] + @test inputs["THERM_COMMIT_PWFU"] == inputs_true["THERM_COMMIT_PWFU"] + end @test inputs["R_ZONES"] == inputs_true["R_ZONES"] @test inputs["RESOURCE_ZONES"] == inputs_true["RESOURCE_ZONES"] diff --git a/test/test_multifuels.jl b/test/test_multifuels.jl index ad9f7e1129..cb6f9b089f 100644 --- a/test/test_multifuels.jl +++ b/test/test_multifuels.jl @@ -9,10 +9,7 @@ test_path = "MultiFuels" # Define test inputs genx_setup = Dict( - "PrintModel" => 0, - "NetworkExpansion" => 0, "Trans_Loss_Segments" => 1, - "Reserves" => 0, "EnergyShareRequirement" => 1, "CapacityReserveMargin" => 1, "CO2Cap" => 0, @@ -22,15 +19,6 @@ genx_setup = Dict( "ParameterScale" => 1, "WriteShadowPrices" => 1, "UCommit" => 2, - "TimeDomainReduction" => 0, - "TimeDomainReductionFolder" => "TDR_Results", - "MultiStage" => 0, - "ModelingToGenerateAlternatives" => 0, - "ModelingtoGenerateAlternativeSlack" => 0.1, - "ModelingToGenerateAlternativeIterations" => 3, - "MethodofMorris" => 0, - "EnableJuMPStringNames" => false, - "IncludeLossesInESR" => 0, ) # Run the case and get the objective value and tolerance From 1b25178e5f5b08b9112aef1ef296b5aba97e68b5 Mon Sep 17 00:00:00 2001 From: lbonaldo Date: Mon, 19 Feb 2024 19:15:47 -0500 Subject: [PATCH 54/55] Fix resources filename --- test/MultiFuels/Resources/{storage.csv => Storage.csv} | 0 test/MultiFuels/Resources/{thermal.csv => Thermal.csv} | 0 test/MultiFuels/Resources/{vre.csv => Vre.csv} | 0 3 files changed, 0 insertions(+), 0 deletions(-) rename test/MultiFuels/Resources/{storage.csv => Storage.csv} (100%) rename test/MultiFuels/Resources/{thermal.csv => Thermal.csv} (100%) rename test/MultiFuels/Resources/{vre.csv => Vre.csv} (100%) diff --git a/test/MultiFuels/Resources/storage.csv b/test/MultiFuels/Resources/Storage.csv similarity index 100% rename from test/MultiFuels/Resources/storage.csv rename to test/MultiFuels/Resources/Storage.csv diff --git a/test/MultiFuels/Resources/thermal.csv b/test/MultiFuels/Resources/Thermal.csv similarity index 100% rename from test/MultiFuels/Resources/thermal.csv rename to test/MultiFuels/Resources/Thermal.csv diff --git a/test/MultiFuels/Resources/vre.csv b/test/MultiFuels/Resources/Vre.csv similarity index 100% rename from test/MultiFuels/Resources/vre.csv rename to test/MultiFuels/Resources/Vre.csv From 3ca43a4f6067165b1f67c72eea5d31b8564830c9 Mon Sep 17 00:00:00 2001 From: lbonaldo Date: Mon, 19 Feb 2024 19:21:19 -0500 Subject: [PATCH 55/55] Update CHANGELOG.md --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 40420f6461..ef375455f5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -13,6 +13,7 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 piecewise-linear approximation of heat rate curves. Adds a CO2 module that determines the CO2 emissions based on fuel consumption, CO2 capture fraction, and whether the feedstock is biomass. +- Enable thermal power plants to burn multiple fuels (#586) - Feature electrolysis basic (#525) Adds hydrogen electrolyzer model which enables the addition of hydrogen electrolyzer demands along with optional clean supply constraints.