def calc_and_format_embodied_costs(self):
#calculate and format embodied supply costs
embodied_costs_list = [Output.clean_df(x) for x in self.demand.outputs.demand_embodied_energy_costs]
cost_unit = cfg.getParam('currency_year') + " " + cfg.getParam('currency_name')
for embodied_costs in embodied_costs_list: embodied_costs.columns = [cost_unit.upper()]
embodied_costs_list = [util.add_to_df_index(x, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["DOMESTIC","SUPPLY"]) for x in embodied_costs_list]
return embodied_costs_list
def calc_and_format_export_energy(self):
if self.supply.export_energy is None:
return None
export_energy = GeoMapper.geo_map(self.supply.export_energy.copy(), GeoMapper.supply_primary_geography, GeoMapper.combined_outputs_geography, 'total')
export_energy = Output.clean_df(export_energy)
util.replace_index_name(export_energy, 'FINAL_ENERGY','SUPPLY_NODE_EXPORT')
export_energy = util.add_to_df_index(export_energy, names=['EXPORT/DOMESTIC', "ENERGY ACCOUNTING"], keys=["EXPORT", "EMBODIED"])
for x in cfg.output_combined_levels:
if x not in export_energy.index.names:
export_energy = util.add_and_set_index(export_energy,[x],["N/A"])
return export_energy
def calc_and_format_direct_demand_costs(self):
#calculte and format direct demand costs
if self.demand.outputs.d_levelized_costs is None:
return None
direct_costs = GeoMapper.geo_map(self.demand.outputs.d_levelized_costs.copy(), GeoMapper.demand_primary_geography, GeoMapper.combined_outputs_geography, 'total')
direct_costs = direct_costs[direct_costs.index.get_level_values('year').isin(cfg.combined_years_subset)]
levels_to_keep = [x for x in cfg.output_combined_levels if x in direct_costs.index.names]
direct_costs = direct_costs.groupby(level=levels_to_keep).sum()
direct_costs = Output.clean_df(direct_costs)
direct_costs = util.add_to_df_index(direct_costs, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["DOMESTIC","DEMAND"])
return direct_costs
def calc_and_format_export_costs(self):
#calculate and format export costs
if self.supply.export_costs is None:
return None
export_costs = GeoMapper.geo_map(self.supply.export_costs.copy(), GeoMapper.supply_primary_geography, GeoMapper.combined_outputs_geography, 'total')
export_costs = Output.clean_df(export_costs)
util.replace_index_name(export_costs, 'FINAL_ENERGY', 'SUPPLY_NODE_EXPORT')
export_costs = util.add_to_df_index(export_costs, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["EXPORT", "SUPPLY"])
cost_unit = cfg.getParam('currency_year') + " " + cfg.getParam('currency_name')
export_costs.columns = [cost_unit.upper()]
return export_costs
def calc_and_format_direct_demand_emissions(self):
#calculte and format direct demand emissions
direct_emissions_list = [Output.clean_df(x) for x in self.demand.outputs.demand_direct_emissions]
direct_emissions_list = [util.add_to_df_index(x, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["DOMESTIC", "DEMAND"]) for x in direct_emissions_list]
if GeoMapper.combined_outputs_geography + '_supply' in cfg.output_combined_levels:
keys = direct_emissions_list[0].index.get_level_values(GeoMapper.combined_outputs_geography.upper()).values
names = GeoMapper.combined_outputs_geography.upper() + '_SUPPLY'
for x in direct_emissions_list:
x[names] = keys
direct_emissions_list = [x.set_index(names, append=True, inplace=True) for x in direct_emissions_list]
return direct_emissions_list
def calc_and_format_export_emissions(self):
#calculate and format export emissions
if self.supply.export_emissions is None:
return None
export_emissions = GeoMapper.geo_map(self.supply.export_emissions.copy(), GeoMapper.supply_primary_geography, GeoMapper.combined_outputs_geography, 'total')
if 'supply_geography' not in cfg.output_combined_levels:
util.remove_df_levels(export_emissions, GeoMapper.supply_primary_geography +'_supply')
export_emissions = Output.clean_df(export_emissions)
util.replace_index_name(export_emissions, 'FINAL_ENERGY','SUPPLY_NODE_EXPORT')
index_names = export_emissions.index.names
export_emissions = export_emissions.reset_index()
export_emissions['FINAL_ENERGY'] = 'export ' + export_emissions['FINAL_ENERGY']
export_emissions = export_emissions.set_index(index_names).sort_index()
export_emissions = util.add_to_df_index(export_emissions, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["EXPORT", "SUPPLY"])
return export_emissions
def calc_and_format_direct_demand_energy(self):
demand_energy = GeoMapper.geo_map(self.demand.outputs.d_energy.copy(), GeoMapper.demand_primary_geography, GeoMapper.combined_outputs_geography, 'total')
demand_energy = Output.clean_df(demand_energy)
demand_energy = demand_energy[demand_energy.index.get_level_values('YEAR')>=cfg.getParamAsInt('current_year')]
demand_energy = util.add_to_df_index(demand_energy, names=['EXPORT/DOMESTIC', "ENERGY ACCOUNTING"], keys=['DOMESTIC','FINAL'])
return demand_energy
def calc_and_format_embodied_supply_energy(self):
embodied_energy_list = [Output.clean_df(x) for x in self.demand.outputs.demand_embodied_energy]
embodied_energy_list = [x[x['VALUE']!=0] for x in embodied_energy_list]
embodied_energy_list = [util.add_to_df_index(x, names=['EXPORT/DOMESTIC', "ENERGY ACCOUNTING"], keys=['DOMESTIC','EMBODIED']) for x in embodied_energy_list]
return embodied_energy_list
def calc_and_format_embodied_supply_emissions(self):
# calculate and format embodied supply emissions
embodied_emissions_list = [Output.clean_df(x) for x in self.demand.outputs.demand_embodied_emissions]
embodied_emissions_list = [util.add_to_df_index(x, names=['EXPORT/DOMESTIC', "SUPPLY/DEMAND"], keys=["DOMESTIC", "SUPPLY"]) for x in embodied_emissions_list]
return embodied_emissions_list
