Análisis Estadístico de Datos
Carlos Santa Maria
2023-11-02
EIA data
U.S. Energy Information Administration (EIA) es una organización que se encarga de recopilar, analizar y difundir información energética de manera independiente e imparcial para promover la formulación de políticas sólidas, mercados eficientes y la comprensión pública de la energía y su interacción con la economía y el medio ambiente.
Los datos que trabajaremos a continuación corresponden a la extracción de diferentes variables relacionadas con energías renovables y combustibles fósiles, las UE son 111 países de todos los continentes del mundo, seleccionados para fines académicos por ser aquellos países que presentan mayor cantidad de información de análisis.
Adicionalmente, se han incluido variables relacionadas al Producto interno Bruto de cada país para el año 2014 (GDP_USD y GDP_per_capita), así como la población de cada país a final de ese año.
El objetivo de este análisis es encontrar estructuras de correlación de tipo lineal entre variables de combustibles fósiles y energías renovables con el PIB de cada país, entendiendo que nuestras variables explicativas solamente son una parte del total del PIB.
Datos <- read.csv2("datos_taller_03.csv")
Datos<-as.data.frame(Datos)
columnas_a_convertir <- names(Datos)[-1]
Datos[columnas_a_convertir] <- lapply(Datos[columnas_a_convertir], as.numeric)
# Filtrar el dataframe Datos para excluir los países específicos
paises_excluidos <- c("UnitedStates", "China", "SaudiArabia", "Russia")
Datos_filtrados <- Datos[!Datos$Country %in% paises_excluidos, ]
str(Datos)## 'data.frame': 108 obs. of 61 variables:
## $ Country : chr "Albania" "Algeria" "Angola" "Argentina" ...
## $ GDP_USD : num 1.32e+10 2.14e+11 1.37e+11 5.26e+11 1.47e+12 ...
## $ Population : num 2889104 38923688 26941773 42669500 23475686 ...
## $ GDP_per_capita : num 4579 5493 5094 12335 62512 ...
## $ Bunker_fuel_consumption_TBPD : num 0.6 14 12 48 14 0 9.1 9.9 8.8 2.4 ...
## $ Bunker_residual_fuel_oil_consumption_TBPD : num 0 3.8 6.8 26 13 0 0 1.5 1.8 0 ...
## $ Crude_oil_including_lease_condensate_exports_TBPD : num 19 581 1632 49 224 ...
## $ Crude_oil_including_lease_condensate_imports_TBPD : num 0.9 6.4 0 9.5 441 152 0 211 27 450 ...
## $ Crude_oil_including_lease_condensate_production_TBPD : num 21 1420 1742 532 353 ...
## $ Crude_oil_including_lease_condensate_reserves_BB : num 0.2 12 9.1 2.8 1.4 0 7 0.1 0 0.2 ...
## $ Distillate_fuel_oil_consumption_TBPD : num 16 205 83 232 433 152 27 6 66 64 ...
## $ Distillate_fuel_oil_production_TBPD : num 1.8 184 11 173 213 81 60 81 7.4 169 ...
## $ Jet_fuel_consumption_TBPD : num 0.2 12 10 33 139 14 11 9 7 2.9 ...
## $ Jet_fuel_production_TBPD : num 0 43 8.5 29 82 13 15 63 0 7.3 ...
## $ Kerosene_consumption_TBPD : num 0 0 0.8 0.5 0.6 0 0.1 1 6.1 0 ...
## $ Kerosene_production_TBPD : num 0 0 1.5 0.3 0.1 0.4 0 0.5 4.9 0.3 ...
## $ Liquefied_petroleum_gases_.LPG._consumption_TBPD : num 3.9 63 7.2 56 61 3.4 5 2 0.6 6 ...
## $ Liquefied_petroleum_gases_.LPG._production_TBPD : num 0 26 1 39 16 2.2 6 1.9 0.4 19 ...
## $ Motor_gasoline_consumption_TBPD : num 2.8 97 25 122 320 38 32 17 3.9 27 ...
## $ Motor_gasoline_production_TBPD : num 0 70 0.6 123 241 43 29 18 1.4 92 ...
## $ Natural_gas_plant_liquids_production_TBPD : num 0 300 15 104 58 1 1 11 0.2 0 ...
## $ Other_liquids_production_TBPD : num 0 0 0 65 7 8.9 0 0 0 0.6 ...
## $ Other_refined_products_consumption_TBPD : num 5.4 35 9.8 221 148 41 22 21 2.9 54 ...
## $ Other_refined_products_production_TBPD : num 4.7 213 6.7 204 42 39 26 69 5.8 57 ...
## $ Petroleum_and_other_liquids_CO2_emissions_MMTCD : num 3.7 53 21 101 150 35 13 8.1 17 21 ...
## $ Petroleum_and_other_liquids_consumption_TBPD : num 28 416 159 764 1126 ...
## $ Petroleum_and_other_liquids_production_TBPD : num 21 1722 1756 713 442 ...
## $ Refined_petroleum_products_consumption_TBPD : num 28 416 159 764 1126 ...
## $ Refined_petroleum_products_production_TBPD : num 6.6 658 47 661 607 196 142 272 26 457 ...
## $ Refinery_processing_gain_TBPD : num 0 1.8 -0.7 12 23 3.7 5 2.9 0 2.1 ...
## $ Residual_fuel_oil_consumption_TBPD : num 0.1 4 23 99 23 9.4 2.2 2 24 15 ...
## $ Residual_fuel_oil_production_TBPD : num 0.1 120 17 93 12 17 5.6 39 5.8 113 ...
## $ Biomass_and_waste_electricity_installed_capacity_MK : num 0 0 0 0.2 0.8 2.1 0 0 0 0 ...
## $ Biomass_and_waste_electricity_net_generation_BKWH : num 0 0 0 1 3.5 5.1 0.2 0 0 0.2 ...
## $ Electricity_distribution_losses_BKWH : num 2.8 11 1.1 18 12 3.4 3.4 1.1 6.8 3.2 ...
## $ Electricity_exports_BKWH : num 0.2 0.9 0 0.2 0 17 0.5 0.2 0 4.5 ...
## $ Electricity_imports_BKWH : num 3.3 0.7 0 10 0 27 0.1 0.2 2.3 7.8 ...
## $ Electricity_installed_capacity_MK : num 1.8 16 1.8 38 68 24 7.4 7 9.4 10 ...
## $ Electricity_net_consumption_BKWH : num 5 49 8.1 123 229 64 20 25 48 33 ...
## $ Electricity_net_generation_BKWH : num 4.7 60 9.2 131 242 58 23 26 53 33 ...
## $ Electricity_net_imports_BKWH : num 3.1 -0.2 0 9.9 0 9.3 -0.4 0 2.3 3.3 ...
## $ Fossil_fuels_electricity_installed_capacity_MK : num 0.1 16 0.8 25 50 5.8 6.3 7 9.1 10 ...
## $ Fossil_fuels_electricity_net_generation_BKWH : num 0 60 4.2 92 205 11 22 26 52 32 ...
## $ Geothermal_electricity_installed_capacity_MK : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Geothermal_electricity_net_generation_BKWH : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Hydroelectric_pumped_storage_electricity_installed_capacity_MK: num 0 0 0 1 2.6 5.2 0 0 0 0 ...
## $ Hydroelectric_pumped_storage_electricity_net_generation_BKWH : num 0 0 0 -0.2 0 -1.7 0 0 0 0 ...
## $ Hydroelectricity_installed_capacity_MK : num 1.7 0.3 1 10 5.7 8.3 1.1 0 0.2 0 ...
## $ Hydroelectricity_net_generation_BKWH : num 4.7 0.3 5 32 18 39 1.3 0 0.6 0.1 ...
## $ Non.hydro_renewable_electricity_installed_capacity_MK : num 0 0 0 0.5 9.9 5 0 0 0.1 0 ...
## $ Non.hydro_renewable_electricity_net_generation_BKWH : num 0 0 0 1.6 18 9.5 0.2 0 0.2 0.2 ...
## $ Nuclear_electricity_installed_capacity_MK : num 0 0 0 1.6 0 0 0 0 0 0 ...
## $ Nuclear_electricity_net_generation_BKWH : num 0 0 0 5.3 0 0 0 0 0 0 ...
## $ Renewable_electricity_installed_capacity_MK : num 1.7 0.3 1 11 16 13 1.1 0 0.4 0 ...
## $ Renewable_electricity_net_generation_BKWH : num 4.7 0.3 5 34 36 49 1.5 0 0.8 0.3 ...
## $ Solar_electricity_installed_capacity_MK : num 0 0 0 0 5.3 0.8 0 0 0.1 0 ...
## $ Solar_electricity_net_generation_BKWH : num 0 0 0 0 4 0.7 0 0 0.2 0 ...
## $ Tide_and_wave_electricity_installed_capacity_MK : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Tide_and_wave_electricity_net_generation_BKWH : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Wind_electricity_installed_capacity_MK : num 0 0 0 0.2 3.8 2.1 0 0 0 0 ...
## $ Wind_electricity_net_generation_BKWH : num 0 0 0 0.6 10 3.7 0 0 0 0 ...Pregunta 1. \(w_1 = 10\)
Para tratar de explicar el total de PIB (GDP_USD) a través de las
variables en la base, ajuste un modelo de regresión con todas las
variables explicativas e interprete la salida del mismo con la ayuda de
la función summary().
variables_explicativas <- setdiff(names(Datos_filtrados), c("Country", "GDP_per_capita"))
modelo <- lm(GDP_USD ~ ., data = Datos_filtrados[, variables_explicativas])
summary(modelo)##
## Call:
## lm(formula = GDP_USD ~ ., data = Datos_filtrados[, variables_explicativas])
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.704e+11 -3.084e+10 -1.200e+09 3.878e+10 1.787e+11
##
## Coefficients: (1 not defined because of singularities)
## Estimate
## (Intercept) 1.875e+10
## Population 1.076e+03
## Bunker_fuel_consumption_TBPD -4.536e+09
## Bunker_residual_fuel_oil_consumption_TBPD 6.222e+09
## Crude_oil_including_lease_condensate_exports_TBPD -1.257e+08
## Crude_oil_including_lease_condensate_imports_TBPD -4.988e+07
## Crude_oil_including_lease_condensate_production_TBPD 6.969e+10
## Crude_oil_including_lease_condensate_reserves_BB -1.295e+08
## Distillate_fuel_oil_consumption_TBPD -3.916e+10
## Distillate_fuel_oil_production_TBPD 6.524e+09
## Jet_fuel_consumption_TBPD -3.027e+10
## Jet_fuel_production_TBPD 5.883e+09
## Kerosene_consumption_TBPD -3.482e+10
## Kerosene_production_TBPD 8.235e+09
## Liquefied_petroleum_gases_.LPG._consumption_TBPD -3.761e+10
## Liquefied_petroleum_gases_.LPG._production_TBPD 8.580e+09
## Motor_gasoline_consumption_TBPD -3.805e+10
## Motor_gasoline_production_TBPD 7.204e+09
## Natural_gas_plant_liquids_production_TBPD 6.932e+10
## Other_liquids_production_TBPD 7.049e+10
## Other_refined_products_consumption_TBPD -3.933e+10
## Other_refined_products_production_TBPD 8.512e+09
## Petroleum_and_other_liquids_CO2_emissions_MMTCD -8.337e+09
## Petroleum_and_other_liquids_consumption_TBPD 3.961e+10
## Petroleum_and_other_liquids_production_TBPD -6.959e+10
## Refined_petroleum_products_consumption_TBPD NA
## Refined_petroleum_products_production_TBPD -8.090e+09
## Refinery_processing_gain_TBPD 8.067e+10
## Residual_fuel_oil_consumption_TBPD -3.933e+10
## Residual_fuel_oil_production_TBPD 1.187e+10
## Biomass_and_waste_electricity_installed_capacity_MK 1.797e+11
## Biomass_and_waste_electricity_net_generation_BKWH 2.025e+11
## Electricity_distribution_losses_BKWH 1.036e+11
## Electricity_exports_BKWH -1.001e+11
## Electricity_imports_BKWH 1.015e+11
## Electricity_installed_capacity_MK 5.338e+10
## Electricity_net_consumption_BKWH 1.156e+11
## Electricity_net_generation_BKWH -1.006e+11
## Electricity_net_imports_BKWH -2.140e+11
## Fossil_fuels_electricity_installed_capacity_MK -4.334e+10
## Fossil_fuels_electricity_net_generation_BKWH -1.476e+10
## Geothermal_electricity_installed_capacity_MK 4.741e+11
## Geothermal_electricity_net_generation_BKWH 1.602e+11
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK -5.462e+10
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH -1.181e+11
## Hydroelectricity_installed_capacity_MK -4.274e+11
## Hydroelectricity_net_generation_BKWH 1.570e+10
## Non.hydro_renewable_electricity_installed_capacity_MK -5.926e+11
## Non.hydro_renewable_electricity_net_generation_BKWH -1.873e+11
## Nuclear_electricity_installed_capacity_MK -4.569e+10
## Nuclear_electricity_net_generation_BKWH -1.867e+10
## Renewable_electricity_installed_capacity_MK 3.364e+11
## Renewable_electricity_net_generation_BKWH -1.914e+10
## Solar_electricity_installed_capacity_MK 4.221e+11
## Solar_electricity_net_generation_BKWH 2.630e+10
## Tide_and_wave_electricity_installed_capacity_MK -7.864e+12
## Tide_and_wave_electricity_net_generation_BKWH 3.243e+12
## Wind_electricity_installed_capacity_MK 4.660e+11
## Wind_electricity_net_generation_BKWH 1.075e+11
## Std. Error
## (Intercept) 1.830e+10
## Population 5.260e+02
## Bunker_fuel_consumption_TBPD 1.898e+09
## Bunker_residual_fuel_oil_consumption_TBPD 2.486e+09
## Crude_oil_including_lease_condensate_exports_TBPD 2.310e+08
## Crude_oil_including_lease_condensate_imports_TBPD 2.548e+08
## Crude_oil_including_lease_condensate_production_TBPD 3.805e+10
## Crude_oil_including_lease_condensate_reserves_BB 6.927e+08
## Distillate_fuel_oil_consumption_TBPD 2.323e+10
## Distillate_fuel_oil_production_TBPD 2.135e+10
## Jet_fuel_consumption_TBPD 2.328e+10
## Jet_fuel_production_TBPD 2.149e+10
## Kerosene_consumption_TBPD 2.351e+10
## Kerosene_production_TBPD 2.131e+10
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 2.307e+10
## Liquefied_petroleum_gases_.LPG._production_TBPD 2.152e+10
## Motor_gasoline_consumption_TBPD 2.326e+10
## Motor_gasoline_production_TBPD 2.174e+10
## Natural_gas_plant_liquids_production_TBPD 3.817e+10
## Other_liquids_production_TBPD 3.823e+10
## Other_refined_products_consumption_TBPD 2.318e+10
## Other_refined_products_production_TBPD 2.177e+10
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 9.060e+09
## Petroleum_and_other_liquids_consumption_TBPD 2.295e+10
## Petroleum_and_other_liquids_production_TBPD 3.808e+10
## Refined_petroleum_products_consumption_TBPD NA
## Refined_petroleum_products_production_TBPD 2.142e+10
## Refinery_processing_gain_TBPD 4.522e+10
## Residual_fuel_oil_consumption_TBPD 2.336e+10
## Residual_fuel_oil_production_TBPD 2.118e+10
## Biomass_and_waste_electricity_installed_capacity_MK 2.370e+11
## Biomass_and_waste_electricity_net_generation_BKWH 1.548e+11
## Electricity_distribution_losses_BKWH 4.339e+10
## Electricity_exports_BKWH 1.411e+11
## Electricity_imports_BKWH 1.396e+11
## Electricity_installed_capacity_MK 6.344e+10
## Electricity_net_consumption_BKWH 4.229e+10
## Electricity_net_generation_BKWH 4.542e+10
## Electricity_net_imports_BKWH 1.535e+11
## Fossil_fuels_electricity_installed_capacity_MK 6.363e+10
## Fossil_fuels_electricity_net_generation_BKWH 3.939e+10
## Geothermal_electricity_installed_capacity_MK 3.256e+11
## Geothermal_electricity_net_generation_BKWH 1.391e+11
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 7.041e+10
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1.080e+11
## Hydroelectricity_installed_capacity_MK 1.706e+11
## Hydroelectricity_net_generation_BKWH 6.834e+10
## Non.hydro_renewable_electricity_installed_capacity_MK 2.292e+11
## Non.hydro_renewable_electricity_net_generation_BKWH 1.634e+11
## Nuclear_electricity_installed_capacity_MK 1.299e+11
## Nuclear_electricity_net_generation_BKWH 4.158e+10
## Renewable_electricity_installed_capacity_MK 1.563e+11
## Renewable_electricity_net_generation_BKWH 6.454e+10
## Solar_electricity_installed_capacity_MK 2.377e+11
## Solar_electricity_net_generation_BKWH 1.510e+11
## Tide_and_wave_electricity_installed_capacity_MK 2.171e+12
## Tide_and_wave_electricity_net_generation_BKWH 7.032e+11
## Wind_electricity_installed_capacity_MK 2.760e+11
## Wind_electricity_net_generation_BKWH 1.706e+11
## t value Pr(>|t|)
## (Intercept) 1.025 0.310749
## Population 2.045 0.046570
## Bunker_fuel_consumption_TBPD -2.390 0.021002
## Bunker_residual_fuel_oil_consumption_TBPD 2.503 0.015928
## Crude_oil_including_lease_condensate_exports_TBPD -0.544 0.589069
## Crude_oil_including_lease_condensate_imports_TBPD -0.196 0.845657
## Crude_oil_including_lease_condensate_production_TBPD 1.831 0.073523
## Crude_oil_including_lease_condensate_reserves_BB -0.187 0.852513
## Distillate_fuel_oil_consumption_TBPD -1.686 0.098652
## Distillate_fuel_oil_production_TBPD 0.306 0.761344
## Jet_fuel_consumption_TBPD -1.300 0.200049
## Jet_fuel_production_TBPD 0.274 0.785477
## Kerosene_consumption_TBPD -1.481 0.145441
## Kerosene_production_TBPD 0.387 0.700899
## Liquefied_petroleum_gases_.LPG._consumption_TBPD -1.630 0.109841
## Liquefied_petroleum_gases_.LPG._production_TBPD 0.399 0.691977
## Motor_gasoline_consumption_TBPD -1.636 0.108668
## Motor_gasoline_production_TBPD 0.331 0.741845
## Natural_gas_plant_liquids_production_TBPD 1.816 0.075916
## Other_liquids_production_TBPD 1.844 0.071660
## Other_refined_products_consumption_TBPD -1.697 0.096518
## Other_refined_products_production_TBPD 0.391 0.697548
## Petroleum_and_other_liquids_CO2_emissions_MMTCD -0.920 0.362246
## Petroleum_and_other_liquids_consumption_TBPD 1.726 0.091024
## Petroleum_and_other_liquids_production_TBPD -1.827 0.074140
## Refined_petroleum_products_consumption_TBPD NA NA
## Refined_petroleum_products_production_TBPD -0.378 0.707344
## Refinery_processing_gain_TBPD 1.784 0.081010
## Residual_fuel_oil_consumption_TBPD -1.684 0.098985
## Residual_fuel_oil_production_TBPD 0.561 0.577786
## Biomass_and_waste_electricity_installed_capacity_MK 0.758 0.452208
## Biomass_and_waste_electricity_net_generation_BKWH 1.308 0.197426
## Electricity_distribution_losses_BKWH 2.387 0.021144
## Electricity_exports_BKWH -0.709 0.481936
## Electricity_imports_BKWH 0.727 0.470770
## Electricity_installed_capacity_MK 0.841 0.404425
## Electricity_net_consumption_BKWH 2.734 0.008853
## Electricity_net_generation_BKWH -2.216 0.031701
## Electricity_net_imports_BKWH -1.394 0.169909
## Fossil_fuels_electricity_installed_capacity_MK -0.681 0.499223
## Fossil_fuels_electricity_net_generation_BKWH -0.375 0.709510
## Geothermal_electricity_installed_capacity_MK 1.456 0.152167
## Geothermal_electricity_net_generation_BKWH 1.152 0.255411
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK -0.776 0.441855
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH -1.094 0.279810
## Hydroelectricity_installed_capacity_MK -2.506 0.015817
## Hydroelectricity_net_generation_BKWH 0.230 0.819318
## Non.hydro_renewable_electricity_installed_capacity_MK -2.586 0.012946
## Non.hydro_renewable_electricity_net_generation_BKWH -1.146 0.257656
## Nuclear_electricity_installed_capacity_MK -0.352 0.726551
## Nuclear_electricity_net_generation_BKWH -0.449 0.655487
## Renewable_electricity_installed_capacity_MK 2.152 0.036696
## Renewable_electricity_net_generation_BKWH -0.297 0.768157
## Solar_electricity_installed_capacity_MK 1.776 0.082367
## Solar_electricity_net_generation_BKWH 0.174 0.862480
## Tide_and_wave_electricity_installed_capacity_MK -3.622 0.000727
## Tide_and_wave_electricity_net_generation_BKWH 4.612 3.19e-05
## Wind_electricity_installed_capacity_MK 1.688 0.098103
## Wind_electricity_net_generation_BKWH 0.630 0.531750
##
## (Intercept)
## Population *
## Bunker_fuel_consumption_TBPD *
## Bunker_residual_fuel_oil_consumption_TBPD *
## Crude_oil_including_lease_condensate_exports_TBPD
## Crude_oil_including_lease_condensate_imports_TBPD
## Crude_oil_including_lease_condensate_production_TBPD .
## Crude_oil_including_lease_condensate_reserves_BB
## Distillate_fuel_oil_consumption_TBPD .
## Distillate_fuel_oil_production_TBPD
## Jet_fuel_consumption_TBPD
## Jet_fuel_production_TBPD
## Kerosene_consumption_TBPD
## Kerosene_production_TBPD
## Liquefied_petroleum_gases_.LPG._consumption_TBPD
## Liquefied_petroleum_gases_.LPG._production_TBPD
## Motor_gasoline_consumption_TBPD
## Motor_gasoline_production_TBPD
## Natural_gas_plant_liquids_production_TBPD .
## Other_liquids_production_TBPD .
## Other_refined_products_consumption_TBPD .
## Other_refined_products_production_TBPD
## Petroleum_and_other_liquids_CO2_emissions_MMTCD
## Petroleum_and_other_liquids_consumption_TBPD .
## Petroleum_and_other_liquids_production_TBPD .
## Refined_petroleum_products_consumption_TBPD
## Refined_petroleum_products_production_TBPD
## Refinery_processing_gain_TBPD .
## Residual_fuel_oil_consumption_TBPD .
## Residual_fuel_oil_production_TBPD
## Biomass_and_waste_electricity_installed_capacity_MK
## Biomass_and_waste_electricity_net_generation_BKWH
## Electricity_distribution_losses_BKWH *
## Electricity_exports_BKWH
## Electricity_imports_BKWH
## Electricity_installed_capacity_MK
## Electricity_net_consumption_BKWH **
## Electricity_net_generation_BKWH *
## Electricity_net_imports_BKWH
## Fossil_fuels_electricity_installed_capacity_MK
## Fossil_fuels_electricity_net_generation_BKWH
## Geothermal_electricity_installed_capacity_MK
## Geothermal_electricity_net_generation_BKWH
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH
## Hydroelectricity_installed_capacity_MK *
## Hydroelectricity_net_generation_BKWH
## Non.hydro_renewable_electricity_installed_capacity_MK *
## Non.hydro_renewable_electricity_net_generation_BKWH
## Nuclear_electricity_installed_capacity_MK
## Nuclear_electricity_net_generation_BKWH
## Renewable_electricity_installed_capacity_MK *
## Renewable_electricity_net_generation_BKWH
## Solar_electricity_installed_capacity_MK .
## Solar_electricity_net_generation_BKWH
## Tide_and_wave_electricity_installed_capacity_MK ***
## Tide_and_wave_electricity_net_generation_BKWH ***
## Wind_electricity_installed_capacity_MK .
## Wind_electricity_net_generation_BKWH
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 8.101e+10 on 46 degrees of freedom
## Multiple R-squared: 0.9957, Adjusted R-squared: 0.9903
## F-statistic: 184.9 on 57 and 46 DF, p-value: < 2.2e-16El modelo resulta bastante ajustado, con un R-cuadrado ajustado de 0.9903, lo que sugiere que alrededor del 99.03% de la variabilidad en el PIB se explica por las variables independientes incluidas en el modelo. El p-valor general del modelo es muy bajo (p-valor: < 2.2e-16), lo que sugiere que al menos una de las variables explicativas está relacionada con el PIB.
Podemos interpretar lo siguiente a partir del primer resultado del modelo:
Population: Tiene una significancia moderada (p-valor: 0.046570). Un aumento en la población podría estar relacionado positivamente con el PIB.
Bunker_fuel_consumption_TBPD: Significancia moderada (p-valor: 0.021002). Una disminución en el consumo de combustible bunker podría tener una relación negativa con el PIB.
Tide_and_wave_electricity_installed_capacity_MK El coeficiente de -7.864e+12 indicaría que, manteniendo todas las demás variables constantes, un aumento de 1 unidad en la capacidad instalada de generación de electricidad a partir de las mareas y las olas, se asocia con una disminución estimada de $7.864 billones en el PIB. Esto sugiere que un aumento significativo en la capacidad instalada de generación de energía de mareas y olas está relacionado con una disminución en el PIB.
Tide_and_wave_electricity_net_generation_BKWH: El coeficiente de 3.243e+12 indicaría que un aumento de 1 unidad en la generación neta de electricidad a partir de mareas y olas (medido en miles de millones de kilovatios-hora, BKWH) se asocia con un aumento estimado de $3.243 billones en el PIB. Esto sugiere que un incremento en la generación neta de electricidad a partir de estas fuentes renovables está relacionado con un aumento en el PIB.
Pregunta 2. \(w_2 = 10\)
Analice el ANOVA del modelo para determinar si el modelo en conjunto, con todas sus variables, logran explicar en general el PIB.
anova_result <- anova(modelo)
anova_result## Analysis of Variance Table
##
## Response: GDP_USD
## Df Sum Sq
## Population 1 7.7154e+24
## Bunker_fuel_consumption_TBPD 1 8.1068e+23
## Bunker_residual_fuel_oil_consumption_TBPD 1 1.5581e+24
## Crude_oil_including_lease_condensate_exports_TBPD 1 6.9557e+23
## Crude_oil_including_lease_condensate_imports_TBPD 1 2.8276e+25
## Crude_oil_including_lease_condensate_production_TBPD 1 2.7019e+24
## Crude_oil_including_lease_condensate_reserves_BB 1 9.7554e+23
## Distillate_fuel_oil_consumption_TBPD 1 1.1875e+25
## Distillate_fuel_oil_production_TBPD 1 3.0579e+23
## Jet_fuel_consumption_TBPD 1 2.9596e+24
## Jet_fuel_production_TBPD 1 2.1703e+23
## Kerosene_consumption_TBPD 1 1.1309e+24
## Kerosene_production_TBPD 1 3.3080e+23
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 3.5384e+21
## Liquefied_petroleum_gases_.LPG._production_TBPD 1 1.0121e+19
## Motor_gasoline_consumption_TBPD 1 3.2555e+23
## Motor_gasoline_production_TBPD 1 1.7973e+22
## Natural_gas_plant_liquids_production_TBPD 1 1.2976e+22
## Other_liquids_production_TBPD 1 5.0813e+23
## Other_refined_products_consumption_TBPD 1 1.6835e+22
## Other_refined_products_production_TBPD 1 2.0900e+23
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 4.5215e+23
## Petroleum_and_other_liquids_consumption_TBPD 1 1.0625e+23
## Petroleum_and_other_liquids_production_TBPD 1 1.3979e+22
## Refined_petroleum_products_production_TBPD 1 7.7130e+21
## Refinery_processing_gain_TBPD 1 6.6219e+20
## Residual_fuel_oil_consumption_TBPD 1 2.5385e+22
## Residual_fuel_oil_production_TBPD 1 8.2094e+22
## Biomass_and_waste_electricity_installed_capacity_MK 1 9.2315e+23
## Biomass_and_waste_electricity_net_generation_BKWH 1 1.5778e+24
## Electricity_distribution_losses_BKWH 1 7.2743e+23
## Electricity_exports_BKWH 1 3.4720e+23
## Electricity_imports_BKWH 1 3.6419e+23
## Electricity_installed_capacity_MK 1 5.6883e+23
## Electricity_net_consumption_BKWH 1 2.0565e+23
## Electricity_net_generation_BKWH 1 5.7738e+22
## Electricity_net_imports_BKWH 1 2.8380e+22
## Fossil_fuels_electricity_installed_capacity_MK 1 4.8015e+21
## Fossil_fuels_electricity_net_generation_BKWH 1 1.2214e+24
## Geothermal_electricity_installed_capacity_MK 1 1.5019e+22
## Geothermal_electricity_net_generation_BKWH 1 1.2081e+21
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 9.6896e+21
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 2.2030e+23
## Hydroelectricity_installed_capacity_MK 1 4.7742e+23
## Hydroelectricity_net_generation_BKWH 1 2.6971e+23
## Non.hydro_renewable_electricity_installed_capacity_MK 1 1.0377e+22
## Non.hydro_renewable_electricity_net_generation_BKWH 1 2.8347e+23
## Nuclear_electricity_installed_capacity_MK 1 1.3066e+22
## Nuclear_electricity_net_generation_BKWH 1 5.9070e+20
## Renewable_electricity_installed_capacity_MK 1 1.9505e+22
## Renewable_electricity_net_generation_BKWH 1 1.1653e+22
## Solar_electricity_installed_capacity_MK 1 1.3705e+23
## Solar_electricity_net_generation_BKWH 1 5.8051e+21
## Tide_and_wave_electricity_installed_capacity_MK 1 4.5992e+22
## Tide_and_wave_electricity_net_generation_BKWH 1 2.2830e+23
## Wind_electricity_installed_capacity_MK 1 3.4794e+22
## Wind_electricity_net_generation_BKWH 1 2.6053e+21
## Residuals 46 3.0186e+23
## Mean Sq
## Population 7.7154e+24
## Bunker_fuel_consumption_TBPD 8.1068e+23
## Bunker_residual_fuel_oil_consumption_TBPD 1.5581e+24
## Crude_oil_including_lease_condensate_exports_TBPD 6.9557e+23
## Crude_oil_including_lease_condensate_imports_TBPD 2.8276e+25
## Crude_oil_including_lease_condensate_production_TBPD 2.7019e+24
## Crude_oil_including_lease_condensate_reserves_BB 9.7554e+23
## Distillate_fuel_oil_consumption_TBPD 1.1875e+25
## Distillate_fuel_oil_production_TBPD 3.0579e+23
## Jet_fuel_consumption_TBPD 2.9596e+24
## Jet_fuel_production_TBPD 2.1703e+23
## Kerosene_consumption_TBPD 1.1309e+24
## Kerosene_production_TBPD 3.3080e+23
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.5384e+21
## Liquefied_petroleum_gases_.LPG._production_TBPD 1.0121e+19
## Motor_gasoline_consumption_TBPD 3.2555e+23
## Motor_gasoline_production_TBPD 1.7973e+22
## Natural_gas_plant_liquids_production_TBPD 1.2976e+22
## Other_liquids_production_TBPD 5.0813e+23
## Other_refined_products_consumption_TBPD 1.6835e+22
## Other_refined_products_production_TBPD 2.0900e+23
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 4.5215e+23
## Petroleum_and_other_liquids_consumption_TBPD 1.0625e+23
## Petroleum_and_other_liquids_production_TBPD 1.3979e+22
## Refined_petroleum_products_production_TBPD 7.7130e+21
## Refinery_processing_gain_TBPD 6.6219e+20
## Residual_fuel_oil_consumption_TBPD 2.5385e+22
## Residual_fuel_oil_production_TBPD 8.2094e+22
## Biomass_and_waste_electricity_installed_capacity_MK 9.2315e+23
## Biomass_and_waste_electricity_net_generation_BKWH 1.5778e+24
## Electricity_distribution_losses_BKWH 7.2743e+23
## Electricity_exports_BKWH 3.4720e+23
## Electricity_imports_BKWH 3.6419e+23
## Electricity_installed_capacity_MK 5.6883e+23
## Electricity_net_consumption_BKWH 2.0565e+23
## Electricity_net_generation_BKWH 5.7738e+22
## Electricity_net_imports_BKWH 2.8380e+22
## Fossil_fuels_electricity_installed_capacity_MK 4.8015e+21
## Fossil_fuels_electricity_net_generation_BKWH 1.2214e+24
## Geothermal_electricity_installed_capacity_MK 1.5019e+22
## Geothermal_electricity_net_generation_BKWH 1.2081e+21
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 9.6896e+21
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 2.2030e+23
## Hydroelectricity_installed_capacity_MK 4.7742e+23
## Hydroelectricity_net_generation_BKWH 2.6971e+23
## Non.hydro_renewable_electricity_installed_capacity_MK 1.0377e+22
## Non.hydro_renewable_electricity_net_generation_BKWH 2.8347e+23
## Nuclear_electricity_installed_capacity_MK 1.3066e+22
## Nuclear_electricity_net_generation_BKWH 5.9070e+20
## Renewable_electricity_installed_capacity_MK 1.9505e+22
## Renewable_electricity_net_generation_BKWH 1.1653e+22
## Solar_electricity_installed_capacity_MK 1.3705e+23
## Solar_electricity_net_generation_BKWH 5.8051e+21
## Tide_and_wave_electricity_installed_capacity_MK 4.5992e+22
## Tide_and_wave_electricity_net_generation_BKWH 2.2830e+23
## Wind_electricity_installed_capacity_MK 3.4794e+22
## Wind_electricity_net_generation_BKWH 2.6053e+21
## Residuals 6.5622e+21
## F value
## Population 1175.7236
## Bunker_fuel_consumption_TBPD 123.5375
## Bunker_residual_fuel_oil_consumption_TBPD 237.4408
## Crude_oil_including_lease_condensate_exports_TBPD 105.9966
## Crude_oil_including_lease_condensate_imports_TBPD 4308.9654
## Crude_oil_including_lease_condensate_production_TBPD 411.7319
## Crude_oil_including_lease_condensate_reserves_BB 148.6593
## Distillate_fuel_oil_consumption_TBPD 1809.6383
## Distillate_fuel_oil_production_TBPD 46.5985
## Jet_fuel_consumption_TBPD 451.0066
## Jet_fuel_production_TBPD 33.0729
## Kerosene_consumption_TBPD 172.3388
## Kerosene_production_TBPD 50.4089
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 0.5392
## Liquefied_petroleum_gases_.LPG._production_TBPD 0.0015
## Motor_gasoline_consumption_TBPD 49.6093
## Motor_gasoline_production_TBPD 2.7389
## Natural_gas_plant_liquids_production_TBPD 1.9774
## Other_liquids_production_TBPD 77.4330
## Other_refined_products_consumption_TBPD 2.5654
## Other_refined_products_production_TBPD 31.8483
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 68.9024
## Petroleum_and_other_liquids_consumption_TBPD 16.1917
## Petroleum_and_other_liquids_production_TBPD 2.1302
## Refined_petroleum_products_production_TBPD 1.1754
## Refinery_processing_gain_TBPD 0.1009
## Residual_fuel_oil_consumption_TBPD 3.8683
## Residual_fuel_oil_production_TBPD 12.5101
## Biomass_and_waste_electricity_installed_capacity_MK 140.6760
## Biomass_and_waste_electricity_net_generation_BKWH 240.4318
## Electricity_distribution_losses_BKWH 110.8503
## Electricity_exports_BKWH 52.9086
## Electricity_imports_BKWH 55.4981
## Electricity_installed_capacity_MK 86.6826
## Electricity_net_consumption_BKWH 31.3377
## Electricity_net_generation_BKWH 8.7985
## Electricity_net_imports_BKWH 4.3247
## Fossil_fuels_electricity_installed_capacity_MK 0.7317
## Fossil_fuels_electricity_net_generation_BKWH 186.1296
## Geothermal_electricity_installed_capacity_MK 2.2887
## Geothermal_electricity_net_generation_BKWH 0.1841
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1.4766
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 33.5703
## Hydroelectricity_installed_capacity_MK 72.7522
## Hydroelectricity_net_generation_BKWH 41.1006
## Non.hydro_renewable_electricity_installed_capacity_MK 1.5813
## Non.hydro_renewable_electricity_net_generation_BKWH 43.1977
## Nuclear_electricity_installed_capacity_MK 1.9912
## Nuclear_electricity_net_generation_BKWH 0.0900
## Renewable_electricity_installed_capacity_MK 2.9723
## Renewable_electricity_net_generation_BKWH 1.7758
## Solar_electricity_installed_capacity_MK 20.8840
## Solar_electricity_net_generation_BKWH 0.8846
## Tide_and_wave_electricity_installed_capacity_MK 7.0087
## Tide_and_wave_electricity_net_generation_BKWH 34.7901
## Wind_electricity_installed_capacity_MK 5.3021
## Wind_electricity_net_generation_BKWH 0.3970
## Residuals
## Pr(>F)
## Population < 2.2e-16 ***
## Bunker_fuel_consumption_TBPD 1.270e-14 ***
## Bunker_residual_fuel_oil_consumption_TBPD < 2.2e-16 ***
## Crude_oil_including_lease_condensate_exports_TBPD 1.599e-13 ***
## Crude_oil_including_lease_condensate_imports_TBPD < 2.2e-16 ***
## Crude_oil_including_lease_condensate_production_TBPD < 2.2e-16 ***
## Crude_oil_including_lease_condensate_reserves_BB 5.177e-16 ***
## Distillate_fuel_oil_consumption_TBPD < 2.2e-16 ***
## Distillate_fuel_oil_production_TBPD 1.661e-08 ***
## Jet_fuel_consumption_TBPD < 2.2e-16 ***
## Jet_fuel_production_TBPD 6.831e-07 ***
## Kerosene_consumption_TBPD < 2.2e-16 ***
## Kerosene_production_TBPD 6.454e-09 ***
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 0.4664860
## Liquefied_petroleum_gases_.LPG._production_TBPD 0.9688436
## Motor_gasoline_consumption_TBPD 7.845e-09 ***
## Motor_gasoline_production_TBPD 0.1047393
## Natural_gas_plant_liquids_production_TBPD 0.1663794
## Other_liquids_production_TBPD 2.017e-11 ***
## Other_refined_products_consumption_TBPD 0.1160688
## Other_refined_products_production_TBPD 9.880e-07 ***
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 1.070e-10 ***
## Petroleum_and_other_liquids_consumption_TBPD 0.0002114 ***
## Petroleum_and_other_liquids_production_TBPD 0.1512192
## Refined_petroleum_products_production_TBPD 0.2839521
## Refinery_processing_gain_TBPD 0.7521788
## Residual_fuel_oil_consumption_TBPD 0.0552547 .
## Residual_fuel_oil_production_TBPD 0.0009368 ***
## Biomass_and_waste_electricity_installed_capacity_MK 1.365e-15 ***
## Biomass_and_waste_electricity_net_generation_BKWH < 2.2e-16 ***
## Electricity_distribution_losses_BKWH 7.712e-14 ***
## Electricity_exports_BKWH 3.544e-09 ***
## Electricity_imports_BKWH 1.936e-09 ***
## Electricity_installed_capacity_MK 3.755e-12 ***
## Electricity_net_consumption_BKWH 1.154e-06 ***
## Electricity_net_generation_BKWH 0.0047684 **
## Electricity_net_imports_BKWH 0.0431632 *
## Fossil_fuels_electricity_installed_capacity_MK 0.3967694
## Fossil_fuels_electricity_net_generation_BKWH < 2.2e-16 ***
## Geothermal_electricity_installed_capacity_MK 0.1371588
## Geothermal_electricity_net_generation_BKWH 0.6698746
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 0.2305123
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5.890e-07 ***
## Hydroelectricity_installed_capacity_MK 4.963e-11 ***
## Hydroelectricity_net_generation_BKWH 6.992e-08 ***
## Non.hydro_renewable_electricity_installed_capacity_MK 0.2149199
## Non.hydro_renewable_electricity_net_generation_BKWH 3.997e-08 ***
## Nuclear_electricity_installed_capacity_MK 0.1649478
## Nuclear_electricity_net_generation_BKWH 0.7655090
## Renewable_electricity_installed_capacity_MK 0.0914142 .
## Renewable_electricity_net_generation_BKWH 0.1892290
## Solar_electricity_installed_capacity_MK 3.663e-05 ***
## Solar_electricity_net_generation_BKWH 0.3518498
## Tide_and_wave_electricity_installed_capacity_MK 0.0110718 *
## Tide_and_wave_electricity_net_generation_BKWH 4.112e-07 ***
## Wind_electricity_installed_capacity_MK 0.0258740 *
## Wind_electricity_net_generation_BKWH 0.5317497
## Residuals
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Los valores significativos en la tabla ANOVA se pueden interpretar a partir del valor p (Pr(>F)). Las variables con valores de p bajos son las más relevantes para explicar las variaciones en el PIB. Las variables con valores de p altos podrían no ser relevantes para predecir el PIB y podrían ser consideradas para ser eliminadas del modelo.
Variables significativas: Population, Bunker_residual_fuel_oil_consumption_TBPD, Crude_oil_including_lease_condensate_imports_TBPD y Distillate_fuel_oil_consumption_TBPD entre otras, muestran valores de p muy bajos (<<0.05), lo que sugiere una fuerte relación con el PIB.
Variables menos significativas: Liquefied_petroleum_gases_.LPG._consumption_TBPD, Liquefied_petroleum_gases_.LPG._production_TBPD, Fossil_fuels_electricity_installed_capacity_MK y Geothermal_electricity_net_generation_BKWH tienen valores de p altos (>0.05), lo que sugiere que podrían no estar contribuyendo significativamente al modelo.
Pregunta 3. \(w_3 = 10\)
A través de los gráficos asociados al modelo, realice un diagnóstico del mismo verificando los supuestos del modelo de regresión lineal. ¿Cumple el modelo todos los supuestos?
# Gráfico de dispersión de residuos vs valores ajustados para verificar homocedasticidad
plot(modelo, which = 1)
# Gráfico Q-Q de los residuos para verificar normalidad
plot(modelo, which = 2)
# Gráfico de dispersión de residuos vs variables explicativas para verificar linealidad
plot(modelo, which = 3)
Se evidencia ausencia de homocedasticidad, hay una mayor dispersión en el extremo izquierdo del gráfico. De igual forma, no existe normalidad en los residuos por que existen puntos muy alejados a la diagonalen los extremos. Finalmente, no hay linealidad entre los residuos y las variables explicativas.Es decir, no se cumplen todos los supuestos del modelo.
Pregunta 4. \(w_4 = 10\)
Estime ahora un modelo de regresión lineal múltiple, pero esta vez
realice una transformación de logaritmo sobre la variable de respuesta
log(GDP_USD). ¿Qué pasa ahora con el modelo cuando
realizamos esta transformación? ¿Cambió el cumplimiento de los supuestos
del modelo con respecto al estimado en los pasos anteriores? ¿Con cuál
modelo se quedaría?
# Aplicar la transformación logarítmica a la variable de respuesta
Datos_filtrados$log_GDP_USD <- log(Datos_filtrados$GDP_USD)
# Estimar el modelo de regresión lineal múltiple con la variable transformada
modelo_log <- lm(Datos_filtrados$log_GDP_USD~ ., data = Datos_filtrados[, variables_explicativas])
summary(modelo_log)##
## Call:
## lm(formula = Datos_filtrados$log_GDP_USD ~ ., data = Datos_filtrados[,
## variables_explicativas])
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.51594 -0.26504 -0.01037 0.22497 1.74785
##
## Coefficients: (1 not defined because of singularities)
## Estimate
## (Intercept) 2.391e+01
## GDP_USD 3.040e-12
## Population 7.974e-09
## Bunker_fuel_consumption_TBPD 3.322e-02
## Bunker_residual_fuel_oil_consumption_TBPD -3.492e-02
## Crude_oil_including_lease_condensate_exports_TBPD -1.516e-03
## Crude_oil_including_lease_condensate_imports_TBPD 2.139e-03
## Crude_oil_including_lease_condensate_production_TBPD 1.845e-01
## Crude_oil_including_lease_condensate_reserves_BB 1.012e-02
## Distillate_fuel_oil_consumption_TBPD -1.769e-01
## Distillate_fuel_oil_production_TBPD -7.038e-03
## Jet_fuel_consumption_TBPD -1.898e-01
## Jet_fuel_production_TBPD -2.508e-02
## Kerosene_consumption_TBPD -2.060e-01
## Kerosene_production_TBPD -3.281e-02
## Liquefied_petroleum_gases_.LPG._consumption_TBPD -1.698e-01
## Liquefied_petroleum_gases_.LPG._production_TBPD -1.801e-02
## Motor_gasoline_consumption_TBPD -1.835e-01
## Motor_gasoline_production_TBPD -2.708e-02
## Natural_gas_plant_liquids_production_TBPD 1.773e-01
## Other_liquids_production_TBPD 1.776e-01
## Other_refined_products_consumption_TBPD -1.747e-01
## Other_refined_products_production_TBPD 2.866e-03
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 1.271e-01
## Petroleum_and_other_liquids_consumption_TBPD 1.598e-01
## Petroleum_and_other_liquids_production_TBPD -1.824e-01
## Refined_petroleum_products_consumption_TBPD NA
## Refined_petroleum_products_production_TBPD 4.619e-03
## Refinery_processing_gain_TBPD 4.100e-01
## Residual_fuel_oil_consumption_TBPD -1.822e-01
## Residual_fuel_oil_production_TBPD 1.296e-02
## Biomass_and_waste_electricity_installed_capacity_MK -3.029e+00
## Biomass_and_waste_electricity_net_generation_BKWH 2.187e-01
## Electricity_distribution_losses_BKWH 9.617e-03
## Electricity_exports_BKWH -1.824e+00
## Electricity_imports_BKWH 1.842e+00
## Electricity_installed_capacity_MK 6.223e-01
## Electricity_net_consumption_BKWH 9.323e-02
## Electricity_net_generation_BKWH 3.169e-01
## Electricity_net_imports_BKWH -1.949e+00
## Fossil_fuels_electricity_installed_capacity_MK -5.563e-01
## Fossil_fuels_electricity_net_generation_BKWH -4.085e-01
## Geothermal_electricity_installed_capacity_MK -2.878e+00
## Geothermal_electricity_net_generation_BKWH 1.917e-01
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK -9.076e-01
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH -1.959e+00
## Hydroelectricity_installed_capacity_MK -5.433e-01
## Hydroelectricity_net_generation_BKWH -4.069e-01
## Non.hydro_renewable_electricity_installed_capacity_MK 2.378e+00
## Non.hydro_renewable_electricity_net_generation_BKWH -5.921e-01
## Nuclear_electricity_installed_capacity_MK -2.234e+00
## Nuclear_electricity_net_generation_BKWH -1.760e-01
## Renewable_electricity_installed_capacity_MK -6.417e-02
## Renewable_electricity_net_generation_BKWH 6.458e-03
## Solar_electricity_installed_capacity_MK -2.911e+00
## Solar_electricity_net_generation_BKWH 3.067e-01
## Tide_and_wave_electricity_installed_capacity_MK -1.104e+01
## Tide_and_wave_electricity_net_generation_BKWH 1.746e+00
## Wind_electricity_installed_capacity_MK -5.261e+00
## Wind_electricity_net_generation_BKWH 1.131e+00
## Std. Error
## (Intercept) 1.538e-01
## GDP_USD 1.226e-12
## Population 4.567e-09
## Bunker_fuel_consumption_TBPD 1.673e-02
## Bunker_residual_fuel_oil_consumption_TBPD 2.203e-02
## Crude_oil_including_lease_condensate_exports_TBPD 1.927e-03
## Crude_oil_including_lease_condensate_imports_TBPD 2.119e-03
## Crude_oil_including_lease_condensate_production_TBPD 3.277e-01
## Crude_oil_including_lease_condensate_reserves_BB 5.761e-03
## Distillate_fuel_oil_consumption_TBPD 1.990e-01
## Distillate_fuel_oil_production_TBPD 1.777e-01
## Jet_fuel_consumption_TBPD 1.971e-01
## Jet_fuel_production_TBPD 1.788e-01
## Kerosene_consumption_TBPD 2.001e-01
## Kerosene_production_TBPD 1.774e-01
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 1.972e-01
## Liquefied_petroleum_gases_.LPG._production_TBPD 1.792e-01
## Motor_gasoline_consumption_TBPD 1.989e-01
## Motor_gasoline_production_TBPD 1.809e-01
## Natural_gas_plant_liquids_production_TBPD 3.285e-01
## Other_liquids_production_TBPD 3.294e-01
## Other_refined_products_consumption_TBPD 1.986e-01
## Other_refined_products_production_TBPD 1.812e-01
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 7.600e-02
## Petroleum_and_other_liquids_consumption_TBPD 1.968e-01
## Petroleum_and_other_liquids_production_TBPD 3.279e-01
## Refined_petroleum_products_consumption_TBPD NA
## Refined_petroleum_products_production_TBPD 1.783e-01
## Refinery_processing_gain_TBPD 3.887e-01
## Residual_fuel_oil_consumption_TBPD 2.001e-01
## Residual_fuel_oil_production_TBPD 1.767e-01
## Biomass_and_waste_electricity_installed_capacity_MK 1.982e+00
## Biomass_and_waste_electricity_net_generation_BKWH 1.311e+00
## Electricity_distribution_losses_BKWH 3.824e-01
## Electricity_exports_BKWH 1.180e+00
## Electricity_imports_BKWH 1.167e+00
## Electricity_installed_capacity_MK 5.314e-01
## Electricity_net_consumption_BKWH 3.791e-01
## Electricity_net_generation_BKWH 3.972e-01
## Electricity_net_imports_BKWH 1.302e+00
## Fossil_fuels_electricity_installed_capacity_MK 5.316e-01
## Fossil_fuels_electricity_net_generation_BKWH 3.279e-01
## Geothermal_electricity_installed_capacity_MK 2.769e+00
## Geothermal_electricity_net_generation_BKWH 1.173e+00
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5.891e-01
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 9.096e-01
## Hydroelectricity_installed_capacity_MK 1.512e+00
## Hydroelectricity_net_generation_BKWH 5.684e-01
## Non.hydro_renewable_electricity_installed_capacity_MK 2.039e+00
## Non.hydro_renewable_electricity_net_generation_BKWH 1.378e+00
## Nuclear_electricity_installed_capacity_MK 1.081e+00
## Nuclear_electricity_net_generation_BKWH 3.464e-01
## Renewable_electricity_installed_capacity_MK 1.363e+00
## Renewable_electricity_net_generation_BKWH 5.370e-01
## Solar_electricity_installed_capacity_MK 2.042e+00
## Solar_electricity_net_generation_BKWH 1.256e+00
## Tide_and_wave_electricity_installed_capacity_MK 2.046e+01
## Tide_and_wave_electricity_net_generation_BKWH 7.069e+00
## Wind_electricity_installed_capacity_MK 2.364e+00
## Wind_electricity_net_generation_BKWH 1.425e+00
## t value Pr(>|t|)
## (Intercept) 155.434 <2e-16
## GDP_USD 2.481 0.0169
## Population 1.746 0.0876
## Bunker_fuel_consumption_TBPD 1.986 0.0531
## Bunker_residual_fuel_oil_consumption_TBPD -1.586 0.1198
## Crude_oil_including_lease_condensate_exports_TBPD -0.787 0.4356
## Crude_oil_including_lease_condensate_imports_TBPD 1.010 0.3180
## Crude_oil_including_lease_condensate_production_TBPD 0.563 0.5761
## Crude_oil_including_lease_condensate_reserves_BB 1.757 0.0857
## Distillate_fuel_oil_consumption_TBPD -0.889 0.3788
## Distillate_fuel_oil_production_TBPD -0.040 0.9686
## Jet_fuel_consumption_TBPD -0.963 0.3408
## Jet_fuel_production_TBPD -0.140 0.8891
## Kerosene_consumption_TBPD -1.030 0.3087
## Kerosene_production_TBPD -0.185 0.8541
## Liquefied_petroleum_gases_.LPG._consumption_TBPD -0.861 0.3939
## Liquefied_petroleum_gases_.LPG._production_TBPD -0.100 0.9204
## Motor_gasoline_consumption_TBPD -0.923 0.3611
## Motor_gasoline_production_TBPD -0.150 0.8817
## Natural_gas_plant_liquids_production_TBPD 0.540 0.5921
## Other_liquids_production_TBPD 0.539 0.5923
## Other_refined_products_consumption_TBPD -0.879 0.3838
## Other_refined_products_production_TBPD 0.016 0.9875
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 1.672 0.1015
## Petroleum_and_other_liquids_consumption_TBPD 0.812 0.4212
## Petroleum_and_other_liquids_production_TBPD -0.556 0.5808
## Refined_petroleum_products_consumption_TBPD NA NA
## Refined_petroleum_products_production_TBPD 0.026 0.9794
## Refinery_processing_gain_TBPD 1.055 0.2972
## Residual_fuel_oil_consumption_TBPD -0.911 0.3674
## Residual_fuel_oil_production_TBPD 0.073 0.9419
## Biomass_and_waste_electricity_installed_capacity_MK -1.528 0.1335
## Biomass_and_waste_electricity_net_generation_BKWH 0.167 0.8682
## Electricity_distribution_losses_BKWH 0.025 0.9800
## Electricity_exports_BKWH -1.546 0.1290
## Electricity_imports_BKWH 1.578 0.1215
## Electricity_installed_capacity_MK 1.171 0.2478
## Electricity_net_consumption_BKWH 0.246 0.8068
## Electricity_net_generation_BKWH 0.798 0.4291
## Electricity_net_imports_BKWH -1.497 0.1415
## Fossil_fuels_electricity_installed_capacity_MK -1.046 0.3010
## Fossil_fuels_electricity_net_generation_BKWH -1.246 0.2193
## Geothermal_electricity_installed_capacity_MK -1.040 0.3041
## Geothermal_electricity_net_generation_BKWH 0.163 0.8709
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK -1.541 0.1304
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH -2.154 0.0367
## Hydroelectricity_installed_capacity_MK -0.359 0.7210
## Hydroelectricity_net_generation_BKWH -0.716 0.4778
## Non.hydro_renewable_electricity_installed_capacity_MK 1.166 0.2496
## Non.hydro_renewable_electricity_net_generation_BKWH -0.430 0.6694
## Nuclear_electricity_installed_capacity_MK -2.067 0.0445
## Nuclear_electricity_net_generation_BKWH -0.508 0.6139
## Renewable_electricity_installed_capacity_MK -0.047 0.9627
## Renewable_electricity_net_generation_BKWH 0.012 0.9905
## Solar_electricity_installed_capacity_MK -1.425 0.1609
## Solar_electricity_net_generation_BKWH 0.244 0.8081
## Tide_and_wave_electricity_installed_capacity_MK -0.540 0.5921
## Tide_and_wave_electricity_net_generation_BKWH 0.247 0.8061
## Wind_electricity_installed_capacity_MK -2.225 0.0311
## Wind_electricity_net_generation_BKWH 0.794 0.4314
##
## (Intercept) ***
## GDP_USD *
## Population .
## Bunker_fuel_consumption_TBPD .
## Bunker_residual_fuel_oil_consumption_TBPD
## Crude_oil_including_lease_condensate_exports_TBPD
## Crude_oil_including_lease_condensate_imports_TBPD
## Crude_oil_including_lease_condensate_production_TBPD
## Crude_oil_including_lease_condensate_reserves_BB .
## Distillate_fuel_oil_consumption_TBPD
## Distillate_fuel_oil_production_TBPD
## Jet_fuel_consumption_TBPD
## Jet_fuel_production_TBPD
## Kerosene_consumption_TBPD
## Kerosene_production_TBPD
## Liquefied_petroleum_gases_.LPG._consumption_TBPD
## Liquefied_petroleum_gases_.LPG._production_TBPD
## Motor_gasoline_consumption_TBPD
## Motor_gasoline_production_TBPD
## Natural_gas_plant_liquids_production_TBPD
## Other_liquids_production_TBPD
## Other_refined_products_consumption_TBPD
## Other_refined_products_production_TBPD
## Petroleum_and_other_liquids_CO2_emissions_MMTCD
## Petroleum_and_other_liquids_consumption_TBPD
## Petroleum_and_other_liquids_production_TBPD
## Refined_petroleum_products_consumption_TBPD
## Refined_petroleum_products_production_TBPD
## Refinery_processing_gain_TBPD
## Residual_fuel_oil_consumption_TBPD
## Residual_fuel_oil_production_TBPD
## Biomass_and_waste_electricity_installed_capacity_MK
## Biomass_and_waste_electricity_net_generation_BKWH
## Electricity_distribution_losses_BKWH
## Electricity_exports_BKWH
## Electricity_imports_BKWH
## Electricity_installed_capacity_MK
## Electricity_net_consumption_BKWH
## Electricity_net_generation_BKWH
## Electricity_net_imports_BKWH
## Fossil_fuels_electricity_installed_capacity_MK
## Fossil_fuels_electricity_net_generation_BKWH
## Geothermal_electricity_installed_capacity_MK
## Geothermal_electricity_net_generation_BKWH
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH *
## Hydroelectricity_installed_capacity_MK
## Hydroelectricity_net_generation_BKWH
## Non.hydro_renewable_electricity_installed_capacity_MK
## Non.hydro_renewable_electricity_net_generation_BKWH
## Nuclear_electricity_installed_capacity_MK *
## Nuclear_electricity_net_generation_BKWH
## Renewable_electricity_installed_capacity_MK
## Renewable_electricity_net_generation_BKWH
## Solar_electricity_installed_capacity_MK
## Solar_electricity_net_generation_BKWH
## Tide_and_wave_electricity_installed_capacity_MK
## Tide_and_wave_electricity_net_generation_BKWH
## Wind_electricity_installed_capacity_MK *
## Wind_electricity_net_generation_BKWH
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6734 on 45 degrees of freedom
## Multiple R-squared: 0.9135, Adjusted R-squared: 0.802
## F-statistic: 8.194 on 58 and 45 DF, p-value: 1.433e-11# Gráfico de dispersión de residuos vs valores ajustados para verificar homocedasticidad
plot(modelo_log, which = 1)
# Gráfico Q-Q de los residuos para verificar normalidad
plot(modelo_log, which = 2)
# Gráfico de dispersión de residuos vs variables explicativas para verificar linealidad
plot(modelo_log, which = 3)
En este caso el modelo si cumple 2 de los supuestos, en cuanto a normalidad en los residuales y la linealidad en la dispersion de residuos vs variables. Puesto no se observa de tendencia o estructura a lo largo de los valores de las variables explicativas vs residuales. Por otro lado, los residuos no se distancian de la diagonal. Sin embargo, no se evidencia homocedasticidad o varianza constante, hay una mayor dispersión en el extremo izquierdo.
Pregunta 5. \(w_5 = 10\)
Existen algoritmos de selección de variables como por ejemplo las
funciones en R stepAIC() o stepwise(). Ejecute
un procedimiento de selección de variables y verifique ahora las
propiedades del modelo parsimonioso.
“both”: Implica que stepAIC() evaluará tanto la adición como la eliminación de variables en el proceso de selección de variables, considerando qué variables mejorarán el modelo al ser agregadas y cuáles podrían perjudicar al ser eliminadas.
modelo_seleccionado <- stepAIC(modelo, direction = "both")## Start: AIC=5255.67
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_imports_TBPD +
## Crude_oil_including_lease_condensate_production_TBPD + Crude_oil_including_lease_condensate_reserves_BB +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_consumption_TBPD + Refined_petroleum_products_production_TBPD +
## Refinery_processing_gain_TBPD + Residual_fuel_oil_consumption_TBPD +
## Residual_fuel_oil_production_TBPD + Biomass_and_waste_electricity_installed_capacity_MK +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_exports_BKWH + Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Hydroelectricity_net_generation_BKWH +
## Non.hydro_renewable_electricity_installed_capacity_MK + Non.hydro_renewable_electricity_net_generation_BKWH +
## Nuclear_electricity_installed_capacity_MK + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Renewable_electricity_net_generation_BKWH +
## Solar_electricity_installed_capacity_MK + Solar_electricity_net_generation_BKWH +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
##
## Step: AIC=5255.67
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_imports_TBPD +
## Crude_oil_including_lease_condensate_production_TBPD + Crude_oil_including_lease_condensate_reserves_BB +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Hydroelectricity_net_generation_BKWH +
## Non.hydro_renewable_electricity_installed_capacity_MK + Non.hydro_renewable_electricity_net_generation_BKWH +
## Nuclear_electricity_installed_capacity_MK + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Renewable_electricity_net_generation_BKWH +
## Solar_electricity_installed_capacity_MK + Solar_electricity_net_generation_BKWH +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Solar_electricity_net_generation_BKWH 1 1.9911e+20
## - Crude_oil_including_lease_condensate_reserves_BB 1 2.2938e+20
## - Crude_oil_including_lease_condensate_imports_TBPD 1 2.5149e+20
## - Hydroelectricity_net_generation_BKWH 1 3.4634e+20
## - Jet_fuel_production_TBPD 1 4.9189e+20
## - Renewable_electricity_net_generation_BKWH 1 5.7703e+20
## - Distillate_fuel_oil_production_TBPD 1 6.1256e+20
## - Motor_gasoline_production_TBPD 1 7.2072e+20
## - Nuclear_electricity_installed_capacity_MK 1 8.1244e+20
## - Fossil_fuels_electricity_net_generation_BKWH 1 9.2198e+20
## - Refined_petroleum_products_production_TBPD 1 9.3646e+20
## - Kerosene_production_TBPD 1 9.8034e+20
## - Other_refined_products_production_TBPD 1 1.0036e+21
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 1.0430e+21
## - Nuclear_electricity_net_generation_BKWH 1 1.3234e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.9420e+21
## - Residual_fuel_oil_production_TBPD 1 2.0624e+21
## - Wind_electricity_net_generation_BKWH 1 2.6053e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.0442e+21
## - Electricity_exports_BKWH 1 3.2982e+21
## - Electricity_imports_BKWH 1 3.4705e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 3.7722e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 3.9493e+21
## - Electricity_installed_capacity_MK 1 4.6468e+21
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 5.5572e+21
## <none>
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 7.8486e+21
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 8.6207e+21
## - Geothermal_electricity_net_generation_BKWH 1 8.7037e+21
## - Jet_fuel_consumption_TBPD 1 1.1092e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.1224e+22
## - Electricity_net_imports_BKWH 1 1.2758e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3913e+22
## - Kerosene_consumption_TBPD 1 1.4392e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.7444e+22
## - Motor_gasoline_consumption_TBPD 1 1.7563e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.8606e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.8644e+22
## - Wind_electricity_installed_capacity_MK 1 1.8707e+22
## - Other_refined_products_consumption_TBPD 1 1.8891e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.9554e+22
## - Solar_electricity_installed_capacity_MK 1 2.0696e+22
## - Refinery_processing_gain_TBPD 1 2.0887e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.1638e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.1912e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.2010e+22
## - Other_liquids_production_TBPD 1 2.2309e+22
## - Population 1 2.7451e+22
## - Renewable_electricity_installed_capacity_MK 1 3.0385e+22
## - Electricity_net_generation_BKWH 1 3.2216e+22
## - Electricity_distribution_losses_BKWH 1 3.7396e+22
## - Bunker_fuel_consumption_TBPD 1 3.7484e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 4.1113e+22
## - Hydroelectricity_installed_capacity_MK 1 4.1206e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.3880e+22
## - Electricity_net_consumption_BKWH 1 4.9051e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 8.6085e+22
## - Tide_and_wave_electricity_net_generation_BKWH 1 1.3959e+23
## RSS
## - Solar_electricity_net_generation_BKWH 3.0206e+23
## - Crude_oil_including_lease_condensate_reserves_BB 3.0209e+23
## - Crude_oil_including_lease_condensate_imports_TBPD 3.0211e+23
## - Hydroelectricity_net_generation_BKWH 3.0221e+23
## - Jet_fuel_production_TBPD 3.0235e+23
## - Renewable_electricity_net_generation_BKWH 3.0244e+23
## - Distillate_fuel_oil_production_TBPD 3.0248e+23
## - Motor_gasoline_production_TBPD 3.0258e+23
## - Nuclear_electricity_installed_capacity_MK 3.0268e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.0278e+23
## - Refined_petroleum_products_production_TBPD 3.0280e+23
## - Kerosene_production_TBPD 3.0284e+23
## - Other_refined_products_production_TBPD 3.0287e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0291e+23
## - Nuclear_electricity_net_generation_BKWH 3.0319e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0380e+23
## - Residual_fuel_oil_production_TBPD 3.0393e+23
## - Wind_electricity_net_generation_BKWH 3.0447e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0491e+23
## - Electricity_exports_BKWH 3.0516e+23
## - Electricity_imports_BKWH 3.0533e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0563e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0581e+23
## - Electricity_installed_capacity_MK 3.0651e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0742e+23
## <none> 3.0186e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.0971e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.1048e+23
## - Geothermal_electricity_net_generation_BKWH 3.1057e+23
## - Jet_fuel_consumption_TBPD 3.1295e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.1309e+23
## - Electricity_net_imports_BKWH 3.1462e+23
## - Geothermal_electricity_installed_capacity_MK 3.1578e+23
## - Kerosene_consumption_TBPD 3.1625e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.1931e+23
## - Motor_gasoline_consumption_TBPD 3.1943e+23
## - Residual_fuel_oil_consumption_TBPD 3.2047e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2051e+23
## - Wind_electricity_installed_capacity_MK 3.2057e+23
## - Other_refined_products_consumption_TBPD 3.2075e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2142e+23
## - Solar_electricity_installed_capacity_MK 3.2256e+23
## - Refinery_processing_gain_TBPD 3.2275e+23
## - Natural_gas_plant_liquids_production_TBPD 3.2350e+23
## - Petroleum_and_other_liquids_production_TBPD 3.2378e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.2387e+23
## - Other_liquids_production_TBPD 3.2417e+23
## - Population 3.2931e+23
## - Renewable_electricity_installed_capacity_MK 3.3225e+23
## - Electricity_net_generation_BKWH 3.3408e+23
## - Electricity_distribution_losses_BKWH 3.3926e+23
## - Bunker_fuel_consumption_TBPD 3.3935e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.4298e+23
## - Hydroelectricity_installed_capacity_MK 3.4307e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.4574e+23
## - Electricity_net_consumption_BKWH 3.5091e+23
## - Tide_and_wave_electricity_installed_capacity_MK 3.8795e+23
## - Tide_and_wave_electricity_net_generation_BKWH 4.4146e+23
## AIC
## - Solar_electricity_net_generation_BKWH 5253.7
## - Crude_oil_including_lease_condensate_reserves_BB 5253.7
## - Crude_oil_including_lease_condensate_imports_TBPD 5253.8
## - Hydroelectricity_net_generation_BKWH 5253.8
## - Jet_fuel_production_TBPD 5253.8
## - Renewable_electricity_net_generation_BKWH 5253.9
## - Distillate_fuel_oil_production_TBPD 5253.9
## - Motor_gasoline_production_TBPD 5253.9
## - Nuclear_electricity_installed_capacity_MK 5253.9
## - Fossil_fuels_electricity_net_generation_BKWH 5254.0
## - Refined_petroleum_products_production_TBPD 5254.0
## - Kerosene_production_TBPD 5254.0
## - Other_refined_products_production_TBPD 5254.0
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5254.0
## - Nuclear_electricity_net_generation_BKWH 5254.1
## - Crude_oil_including_lease_condensate_exports_TBPD 5254.3
## - Residual_fuel_oil_production_TBPD 5254.4
## - Wind_electricity_net_generation_BKWH 5254.6
## - Fossil_fuels_electricity_installed_capacity_MK 5254.7
## - Electricity_exports_BKWH 5254.8
## - Electricity_imports_BKWH 5254.9
## - Biomass_and_waste_electricity_installed_capacity_MK 5255.0
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5255.0
## - Electricity_installed_capacity_MK 5255.3
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5255.6
## <none> 5255.7
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5256.3
## - Non.hydro_renewable_electricity_net_generation_BKWH 5256.6
## - Geothermal_electricity_net_generation_BKWH 5256.6
## - Jet_fuel_consumption_TBPD 5257.4
## - Biomass_and_waste_electricity_net_generation_BKWH 5257.5
## - Electricity_net_imports_BKWH 5258.0
## - Geothermal_electricity_installed_capacity_MK 5258.4
## - Kerosene_consumption_TBPD 5258.5
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5259.5
## - Motor_gasoline_consumption_TBPD 5259.5
## - Residual_fuel_oil_consumption_TBPD 5259.9
## - Distillate_fuel_oil_consumption_TBPD 5259.9
## - Wind_electricity_installed_capacity_MK 5259.9
## - Other_refined_products_consumption_TBPD 5260.0
## - Petroleum_and_other_liquids_consumption_TBPD 5260.2
## - Solar_electricity_installed_capacity_MK 5260.6
## - Refinery_processing_gain_TBPD 5260.6
## - Natural_gas_plant_liquids_production_TBPD 5260.9
## - Petroleum_and_other_liquids_production_TBPD 5261.0
## - Crude_oil_including_lease_condensate_production_TBPD 5261.0
## - Other_liquids_production_TBPD 5261.1
## - Population 5262.7
## - Renewable_electricity_installed_capacity_MK 5263.6
## - Electricity_net_generation_BKWH 5264.2
## - Electricity_distribution_losses_BKWH 5265.8
## - Bunker_fuel_consumption_TBPD 5265.8
## - Bunker_residual_fuel_oil_consumption_TBPD 5266.9
## - Hydroelectricity_installed_capacity_MK 5267.0
## - Non.hydro_renewable_electricity_installed_capacity_MK 5267.8
## - Electricity_net_consumption_BKWH 5269.3
## - Tide_and_wave_electricity_installed_capacity_MK 5279.8
## - Tide_and_wave_electricity_net_generation_BKWH 5293.2
##
## Step: AIC=5253.73
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_imports_TBPD +
## Crude_oil_including_lease_condensate_production_TBPD + Crude_oil_including_lease_condensate_reserves_BB +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Hydroelectricity_net_generation_BKWH +
## Non.hydro_renewable_electricity_installed_capacity_MK + Non.hydro_renewable_electricity_net_generation_BKWH +
## Nuclear_electricity_installed_capacity_MK + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Renewable_electricity_net_generation_BKWH +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Crude_oil_including_lease_condensate_reserves_BB 1 1.8490e+20
## - Crude_oil_including_lease_condensate_imports_TBPD 1 2.1029e+20
## - Hydroelectricity_net_generation_BKWH 1 3.2691e+20
## - Jet_fuel_production_TBPD 1 3.9699e+20
## - Distillate_fuel_oil_production_TBPD 1 5.0903e+20
## - Renewable_electricity_net_generation_BKWH 1 5.1554e+20
## - Motor_gasoline_production_TBPD 1 6.0759e+20
## - Refined_petroleum_products_production_TBPD 1 8.1653e+20
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.2682e+20
## - Nuclear_electricity_installed_capacity_MK 1 8.3508e+20
## - Kerosene_production_TBPD 1 8.5865e+20
## - Other_refined_products_production_TBPD 1 8.8107e+20
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 9.1926e+20
## - Nuclear_electricity_net_generation_BKWH 1 1.2185e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.7871e+21
## - Residual_fuel_oil_production_TBPD 1 1.9131e+21
## - Electricity_exports_BKWH 1 3.1158e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.2156e+21
## - Electricity_imports_BKWH 1 3.2900e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.0317e+21
## - Electricity_installed_capacity_MK 1 4.7794e+21
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 5.3625e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.5201e+21
## <none>
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 7.6891e+21
## - Wind_electricity_net_generation_BKWH 1 8.2343e+21
## - Jet_fuel_consumption_TBPD 1 1.0911e+22
## + Solar_electricity_net_generation_BKWH 1 1.9911e+20
## - Electricity_net_imports_BKWH 1 1.2945e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3740e+22
## - Kerosene_consumption_TBPD 1 1.4210e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.7255e+22
## - Motor_gasoline_consumption_TBPD 1 1.7372e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.8414e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.8449e+22
## - Other_refined_products_consumption_TBPD 1 1.8695e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.9356e+22
## - Wind_electricity_installed_capacity_MK 1 2.4476e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6236e+22
## - Solar_electricity_installed_capacity_MK 1 2.6313e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.6486e+22
## - Refinery_processing_gain_TBPD 1 2.6558e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.6575e+22
## - Other_liquids_production_TBPD 1 2.6930e+22
## - Population 1 2.7271e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 2.7557e+22
## - Geothermal_electricity_net_generation_BKWH 1 3.1294e+22
## - Electricity_net_generation_BKWH 1 3.3021e+22
## - Renewable_electricity_installed_capacity_MK 1 3.5324e+22
## - Electricity_distribution_losses_BKWH 1 3.7309e+22
## - Bunker_fuel_consumption_TBPD 1 4.2645e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 4.4902e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.5170e+22
## - Hydroelectricity_installed_capacity_MK 1 4.6927e+22
## - Electricity_net_consumption_BKWH 1 4.8977e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 8.0339e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0112e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 1.9437e+23
## RSS
## - Crude_oil_including_lease_condensate_reserves_BB 3.0225e+23
## - Crude_oil_including_lease_condensate_imports_TBPD 3.0227e+23
## - Hydroelectricity_net_generation_BKWH 3.0239e+23
## - Jet_fuel_production_TBPD 3.0246e+23
## - Distillate_fuel_oil_production_TBPD 3.0257e+23
## - Renewable_electricity_net_generation_BKWH 3.0258e+23
## - Motor_gasoline_production_TBPD 3.0267e+23
## - Refined_petroleum_products_production_TBPD 3.0288e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.0289e+23
## - Nuclear_electricity_installed_capacity_MK 3.0290e+23
## - Kerosene_production_TBPD 3.0292e+23
## - Other_refined_products_production_TBPD 3.0294e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0298e+23
## - Nuclear_electricity_net_generation_BKWH 3.0328e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0385e+23
## - Residual_fuel_oil_production_TBPD 3.0397e+23
## - Electricity_exports_BKWH 3.0518e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0528e+23
## - Electricity_imports_BKWH 3.0535e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0609e+23
## - Electricity_installed_capacity_MK 3.0684e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0742e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0758e+23
## <none> 3.0206e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.0975e+23
## - Wind_electricity_net_generation_BKWH 3.1030e+23
## - Jet_fuel_consumption_TBPD 3.1297e+23
## + Solar_electricity_net_generation_BKWH 3.0186e+23
## - Electricity_net_imports_BKWH 3.1501e+23
## - Geothermal_electricity_installed_capacity_MK 3.1580e+23
## - Kerosene_consumption_TBPD 3.1627e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.1932e+23
## - Motor_gasoline_consumption_TBPD 3.1943e+23
## - Residual_fuel_oil_consumption_TBPD 3.2048e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2051e+23
## - Other_refined_products_consumption_TBPD 3.2076e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2142e+23
## - Wind_electricity_installed_capacity_MK 3.2654e+23
## - Natural_gas_plant_liquids_production_TBPD 3.2830e+23
## - Solar_electricity_installed_capacity_MK 3.2838e+23
## - Petroleum_and_other_liquids_production_TBPD 3.2855e+23
## - Refinery_processing_gain_TBPD 3.2862e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.2864e+23
## - Other_liquids_production_TBPD 3.2899e+23
## - Population 3.2933e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.2962e+23
## - Geothermal_electricity_net_generation_BKWH 3.3336e+23
## - Electricity_net_generation_BKWH 3.3508e+23
## - Renewable_electricity_installed_capacity_MK 3.3739e+23
## - Electricity_distribution_losses_BKWH 3.3937e+23
## - Bunker_fuel_consumption_TBPD 3.4471e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.4696e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.4723e+23
## - Hydroelectricity_installed_capacity_MK 3.4899e+23
## - Electricity_net_consumption_BKWH 3.5104e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.8240e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0318e+23
## - Tide_and_wave_electricity_net_generation_BKWH 4.9643e+23
## AIC
## - Crude_oil_including_lease_condensate_reserves_BB 5251.8
## - Crude_oil_including_lease_condensate_imports_TBPD 5251.8
## - Hydroelectricity_net_generation_BKWH 5251.8
## - Jet_fuel_production_TBPD 5251.9
## - Distillate_fuel_oil_production_TBPD 5251.9
## - Renewable_electricity_net_generation_BKWH 5251.9
## - Motor_gasoline_production_TBPD 5251.9
## - Refined_petroleum_products_production_TBPD 5252.0
## - Fossil_fuels_electricity_net_generation_BKWH 5252.0
## - Nuclear_electricity_installed_capacity_MK 5252.0
## - Kerosene_production_TBPD 5252.0
## - Other_refined_products_production_TBPD 5252.0
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5252.1
## - Nuclear_electricity_net_generation_BKWH 5252.2
## - Crude_oil_including_lease_condensate_exports_TBPD 5252.3
## - Residual_fuel_oil_production_TBPD 5252.4
## - Electricity_exports_BKWH 5252.8
## - Fossil_fuels_electricity_installed_capacity_MK 5252.8
## - Electricity_imports_BKWH 5252.9
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5253.1
## - Electricity_installed_capacity_MK 5253.4
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5253.6
## - Biomass_and_waste_electricity_installed_capacity_MK 5253.6
## <none> 5253.7
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5254.3
## - Wind_electricity_net_generation_BKWH 5254.5
## - Jet_fuel_consumption_TBPD 5255.4
## + Solar_electricity_net_generation_BKWH 5255.7
## - Electricity_net_imports_BKWH 5256.1
## - Geothermal_electricity_installed_capacity_MK 5256.4
## - Kerosene_consumption_TBPD 5256.5
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5257.5
## - Motor_gasoline_consumption_TBPD 5257.6
## - Residual_fuel_oil_consumption_TBPD 5257.9
## - Distillate_fuel_oil_consumption_TBPD 5257.9
## - Other_refined_products_consumption_TBPD 5258.0
## - Petroleum_and_other_liquids_consumption_TBPD 5258.2
## - Wind_electricity_installed_capacity_MK 5259.8
## - Natural_gas_plant_liquids_production_TBPD 5260.4
## - Solar_electricity_installed_capacity_MK 5260.4
## - Petroleum_and_other_liquids_production_TBPD 5260.5
## - Refinery_processing_gain_TBPD 5260.5
## - Crude_oil_including_lease_condensate_production_TBPD 5260.5
## - Other_liquids_production_TBPD 5260.6
## - Population 5260.7
## - Non.hydro_renewable_electricity_net_generation_BKWH 5260.8
## - Geothermal_electricity_net_generation_BKWH 5262.0
## - Electricity_net_generation_BKWH 5262.5
## - Renewable_electricity_installed_capacity_MK 5263.2
## - Electricity_distribution_losses_BKWH 5263.8
## - Bunker_fuel_consumption_TBPD 5265.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5266.1
## - Non.hydro_renewable_electricity_installed_capacity_MK 5266.2
## - Hydroelectricity_installed_capacity_MK 5266.8
## - Electricity_net_consumption_BKWH 5267.4
## - Biomass_and_waste_electricity_net_generation_BKWH 5276.3
## - Tide_and_wave_electricity_installed_capacity_MK 5281.8
## - Tide_and_wave_electricity_net_generation_BKWH 5303.4
##
## Step: AIC=5251.8
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_imports_TBPD +
## Crude_oil_including_lease_condensate_production_TBPD + Distillate_fuel_oil_consumption_TBPD +
## Distillate_fuel_oil_production_TBPD + Jet_fuel_consumption_TBPD +
## Jet_fuel_production_TBPD + Kerosene_consumption_TBPD + Kerosene_production_TBPD +
## Liquefied_petroleum_gases_.LPG._consumption_TBPD + Liquefied_petroleum_gases_.LPG._production_TBPD +
## Motor_gasoline_consumption_TBPD + Motor_gasoline_production_TBPD +
## Natural_gas_plant_liquids_production_TBPD + Other_liquids_production_TBPD +
## Other_refined_products_consumption_TBPD + Other_refined_products_production_TBPD +
## Petroleum_and_other_liquids_CO2_emissions_MMTCD + Petroleum_and_other_liquids_consumption_TBPD +
## Petroleum_and_other_liquids_production_TBPD + Refined_petroleum_products_production_TBPD +
## Refinery_processing_gain_TBPD + Residual_fuel_oil_consumption_TBPD +
## Residual_fuel_oil_production_TBPD + Biomass_and_waste_electricity_installed_capacity_MK +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_exports_BKWH + Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Hydroelectricity_net_generation_BKWH +
## Non.hydro_renewable_electricity_installed_capacity_MK + Non.hydro_renewable_electricity_net_generation_BKWH +
## Nuclear_electricity_installed_capacity_MK + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Renewable_electricity_net_generation_BKWH +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Crude_oil_including_lease_condensate_imports_TBPD 1 1.0973e+20
## - Hydroelectricity_net_generation_BKWH 1 3.3415e+20
## - Jet_fuel_production_TBPD 1 3.9510e+20
## - Renewable_electricity_net_generation_BKWH 1 4.9844e+20
## - Distillate_fuel_oil_production_TBPD 1 5.2594e+20
## - Motor_gasoline_production_TBPD 1 6.2072e+20
## - Fossil_fuels_electricity_net_generation_BKWH 1 7.8030e+20
## - Refined_petroleum_products_production_TBPD 1 8.4451e+20
## - Kerosene_production_TBPD 1 8.7273e+20
## - Other_refined_products_production_TBPD 1 9.2181e+20
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 9.8610e+20
## - Nuclear_electricity_net_generation_BKWH 1 1.0973e+21
## - Nuclear_electricity_installed_capacity_MK 1 1.3011e+21
## - Residual_fuel_oil_production_TBPD 1 1.9584e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 2.2352e+21
## - Electricity_exports_BKWH 1 3.1232e+21
## - Electricity_imports_BKWH 1 3.2859e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.8509e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.9336e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.4926e+21
## - Electricity_installed_capacity_MK 1 5.5523e+21
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 5.7344e+21
## <none>
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 9.4213e+21
## - Wind_electricity_net_generation_BKWH 1 1.0265e+22
## - Jet_fuel_consumption_TBPD 1 1.1619e+22
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.8490e+20
## + Solar_electricity_net_generation_BKWH 1 1.5463e+20
## - Electricity_net_imports_BKWH 1 1.2776e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3555e+22
## - Kerosene_consumption_TBPD 1 1.5235e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8167e+22
## - Motor_gasoline_consumption_TBPD 1 1.8442e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.9606e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.9610e+22
## - Other_refined_products_consumption_TBPD 1 1.9762e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.0272e+22
## - Wind_electricity_installed_capacity_MK 1 2.4333e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6143e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.6405e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.6500e+22
## - Refinery_processing_gain_TBPD 1 2.6523e+22
## - Solar_electricity_installed_capacity_MK 1 2.6729e+22
## - Other_liquids_production_TBPD 1 2.6843e+22
## - Population 1 2.7632e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 2.8808e+22
## - Electricity_net_generation_BKWH 1 3.3674e+22
## - Geothermal_electricity_net_generation_BKWH 1 3.5351e+22
## - Renewable_electricity_installed_capacity_MK 1 3.6544e+22
## - Electricity_distribution_losses_BKWH 1 4.0114e+22
## - Bunker_fuel_consumption_TBPD 1 4.2477e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 4.4833e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.6772e+22
## - Hydroelectricity_installed_capacity_MK 1 5.0544e+22
## - Electricity_net_consumption_BKWH 1 5.1679e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 8.8343e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0195e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 1.9981e+23
## RSS
## - Crude_oil_including_lease_condensate_imports_TBPD 3.0236e+23
## - Hydroelectricity_net_generation_BKWH 3.0258e+23
## - Jet_fuel_production_TBPD 3.0264e+23
## - Renewable_electricity_net_generation_BKWH 3.0275e+23
## - Distillate_fuel_oil_production_TBPD 3.0277e+23
## - Motor_gasoline_production_TBPD 3.0287e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.0303e+23
## - Refined_petroleum_products_production_TBPD 3.0309e+23
## - Kerosene_production_TBPD 3.0312e+23
## - Other_refined_products_production_TBPD 3.0317e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0323e+23
## - Nuclear_electricity_net_generation_BKWH 3.0334e+23
## - Nuclear_electricity_installed_capacity_MK 3.0355e+23
## - Residual_fuel_oil_production_TBPD 3.0421e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0448e+23
## - Electricity_exports_BKWH 3.0537e+23
## - Electricity_imports_BKWH 3.0553e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0610e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0718e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0774e+23
## - Electricity_installed_capacity_MK 3.0780e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0798e+23
## <none> 3.0225e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1167e+23
## - Wind_electricity_net_generation_BKWH 3.1251e+23
## - Jet_fuel_consumption_TBPD 3.1387e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0206e+23
## + Solar_electricity_net_generation_BKWH 3.0209e+23
## - Electricity_net_imports_BKWH 3.1502e+23
## - Geothermal_electricity_installed_capacity_MK 3.1580e+23
## - Kerosene_consumption_TBPD 3.1748e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2041e+23
## - Motor_gasoline_consumption_TBPD 3.2069e+23
## - Residual_fuel_oil_consumption_TBPD 3.2185e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2186e+23
## - Other_refined_products_consumption_TBPD 3.2201e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2252e+23
## - Wind_electricity_installed_capacity_MK 3.2658e+23
## - Natural_gas_plant_liquids_production_TBPD 3.2839e+23
## - Petroleum_and_other_liquids_production_TBPD 3.2865e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.2875e+23
## - Refinery_processing_gain_TBPD 3.2877e+23
## - Solar_electricity_installed_capacity_MK 3.2898e+23
## - Other_liquids_production_TBPD 3.2909e+23
## - Population 3.2988e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.3105e+23
## - Electricity_net_generation_BKWH 3.3592e+23
## - Geothermal_electricity_net_generation_BKWH 3.3760e+23
## - Renewable_electricity_installed_capacity_MK 3.3879e+23
## - Electricity_distribution_losses_BKWH 3.4236e+23
## - Bunker_fuel_consumption_TBPD 3.4472e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.4708e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.4902e+23
## - Hydroelectricity_installed_capacity_MK 3.5279e+23
## - Electricity_net_consumption_BKWH 3.5393e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.9059e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0419e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.0206e+23
## AIC
## - Crude_oil_including_lease_condensate_imports_TBPD 5249.8
## - Hydroelectricity_net_generation_BKWH 5249.9
## - Jet_fuel_production_TBPD 5249.9
## - Renewable_electricity_net_generation_BKWH 5250.0
## - Distillate_fuel_oil_production_TBPD 5250.0
## - Motor_gasoline_production_TBPD 5250.0
## - Fossil_fuels_electricity_net_generation_BKWH 5250.1
## - Refined_petroleum_products_production_TBPD 5250.1
## - Kerosene_production_TBPD 5250.1
## - Other_refined_products_production_TBPD 5250.1
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5250.1
## - Nuclear_electricity_net_generation_BKWH 5250.2
## - Nuclear_electricity_installed_capacity_MK 5250.2
## - Residual_fuel_oil_production_TBPD 5250.5
## - Crude_oil_including_lease_condensate_exports_TBPD 5250.6
## - Electricity_exports_BKWH 5250.9
## - Electricity_imports_BKWH 5250.9
## - Fossil_fuels_electricity_installed_capacity_MK 5251.1
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5251.5
## - Biomass_and_waste_electricity_installed_capacity_MK 5251.7
## - Electricity_installed_capacity_MK 5251.7
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5251.8
## <none> 5251.8
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5253.0
## - Wind_electricity_net_generation_BKWH 5253.3
## - Jet_fuel_consumption_TBPD 5253.7
## + Crude_oil_including_lease_condensate_reserves_BB 5253.7
## + Solar_electricity_net_generation_BKWH 5253.7
## - Electricity_net_imports_BKWH 5254.1
## - Geothermal_electricity_installed_capacity_MK 5254.4
## - Kerosene_consumption_TBPD 5254.9
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5255.9
## - Motor_gasoline_consumption_TBPD 5256.0
## - Residual_fuel_oil_consumption_TBPD 5256.3
## - Distillate_fuel_oil_consumption_TBPD 5256.3
## - Other_refined_products_consumption_TBPD 5256.4
## - Petroleum_and_other_liquids_consumption_TBPD 5256.6
## - Wind_electricity_installed_capacity_MK 5257.9
## - Natural_gas_plant_liquids_production_TBPD 5258.4
## - Petroleum_and_other_liquids_production_TBPD 5258.5
## - Crude_oil_including_lease_condensate_production_TBPD 5258.5
## - Refinery_processing_gain_TBPD 5258.5
## - Solar_electricity_installed_capacity_MK 5258.6
## - Other_liquids_production_TBPD 5258.6
## - Population 5258.9
## - Non.hydro_renewable_electricity_net_generation_BKWH 5259.3
## - Electricity_net_generation_BKWH 5260.8
## - Geothermal_electricity_net_generation_BKWH 5261.3
## - Renewable_electricity_installed_capacity_MK 5261.7
## - Electricity_distribution_losses_BKWH 5262.8
## - Bunker_fuel_consumption_TBPD 5263.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5264.2
## - Non.hydro_renewable_electricity_installed_capacity_MK 5264.8
## - Hydroelectricity_installed_capacity_MK 5265.9
## - Electricity_net_consumption_BKWH 5266.2
## - Biomass_and_waste_electricity_net_generation_BKWH 5276.5
## - Tide_and_wave_electricity_installed_capacity_MK 5280.0
## - Tide_and_wave_electricity_net_generation_BKWH 5302.6
##
## Step: AIC=5249.84
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Hydroelectricity_net_generation_BKWH +
## Non.hydro_renewable_electricity_installed_capacity_MK + Non.hydro_renewable_electricity_net_generation_BKWH +
## Nuclear_electricity_installed_capacity_MK + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Renewable_electricity_net_generation_BKWH +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Hydroelectricity_net_generation_BKWH 1 2.7524e+20
## - Jet_fuel_production_TBPD 1 4.0362e+20
## - Renewable_electricity_net_generation_BKWH 1 4.0660e+20
## - Distillate_fuel_oil_production_TBPD 1 5.3226e+20
## - Motor_gasoline_production_TBPD 1 6.4585e+20
## - Fossil_fuels_electricity_net_generation_BKWH 1 7.1453e+20
## - Refined_petroleum_products_production_TBPD 1 8.6261e+20
## - Kerosene_production_TBPD 1 9.0722e+20
## - Other_refined_products_production_TBPD 1 9.4351e+20
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 1.0359e+21
## - Nuclear_electricity_net_generation_BKWH 1 1.0597e+21
## - Nuclear_electricity_installed_capacity_MK 1 1.2269e+21
## - Residual_fuel_oil_production_TBPD 1 1.9663e+21
## - Electricity_exports_BKWH 1 3.0370e+21
## - Electricity_imports_BKWH 1 3.2009e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.9512e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 4.0458e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.1048e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.3837e+21
## - Electricity_installed_capacity_MK 1 5.7126e+21
## <none>
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 5.9606e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 9.6944e+21
## - Wind_electricity_net_generation_BKWH 1 1.0832e+22
## + Solar_electricity_net_generation_BKWH 1 1.3747e+20
## + Crude_oil_including_lease_condensate_imports_TBPD 1 1.0973e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 8.4329e+19
## - Jet_fuel_consumption_TBPD 1 1.1973e+22
## - Electricity_net_imports_BKWH 1 1.2691e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3865e+22
## - Kerosene_consumption_TBPD 1 1.5844e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8608e+22
## - Motor_gasoline_consumption_TBPD 1 1.8851e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.0035e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.0100e+22
## - Other_refined_products_consumption_TBPD 1 2.0313e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.0793e+22
## - Wind_electricity_installed_capacity_MK 1 2.4251e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6058e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.6319e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.6409e+22
## - Solar_electricity_installed_capacity_MK 1 2.6620e+22
## - Other_liquids_production_TBPD 1 2.6764e+22
## - Refinery_processing_gain_TBPD 1 2.6813e+22
## - Population 1 2.7662e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 3.2048e+22
## - Electricity_net_generation_BKWH 1 3.3604e+22
## - Renewable_electricity_installed_capacity_MK 1 3.9958e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.0042e+22
## - Electricity_distribution_losses_BKWH 1 4.0601e+22
## - Bunker_fuel_consumption_TBPD 1 4.6160e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.7522e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.0058e+22
## - Electricity_net_consumption_BKWH 1 5.2337e+22
## - Hydroelectricity_installed_capacity_MK 1 5.4984e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 9.4622e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0186e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.0369e+23
## RSS
## - Hydroelectricity_net_generation_BKWH 3.0263e+23
## - Jet_fuel_production_TBPD 3.0276e+23
## - Renewable_electricity_net_generation_BKWH 3.0276e+23
## - Distillate_fuel_oil_production_TBPD 3.0289e+23
## - Motor_gasoline_production_TBPD 3.0300e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.0307e+23
## - Refined_petroleum_products_production_TBPD 3.0322e+23
## - Kerosene_production_TBPD 3.0326e+23
## - Other_refined_products_production_TBPD 3.0330e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0339e+23
## - Nuclear_electricity_net_generation_BKWH 3.0342e+23
## - Nuclear_electricity_installed_capacity_MK 3.0358e+23
## - Residual_fuel_oil_production_TBPD 3.0432e+23
## - Electricity_exports_BKWH 3.0539e+23
## - Electricity_imports_BKWH 3.0556e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0631e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0640e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0746e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0774e+23
## - Electricity_installed_capacity_MK 3.0807e+23
## <none> 3.0236e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0832e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1205e+23
## - Wind_electricity_net_generation_BKWH 3.1319e+23
## + Solar_electricity_net_generation_BKWH 3.0222e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0225e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0227e+23
## - Jet_fuel_consumption_TBPD 3.1433e+23
## - Electricity_net_imports_BKWH 3.1505e+23
## - Geothermal_electricity_installed_capacity_MK 3.1622e+23
## - Kerosene_consumption_TBPD 3.1820e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2096e+23
## - Motor_gasoline_consumption_TBPD 3.2121e+23
## - Residual_fuel_oil_consumption_TBPD 3.2239e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2246e+23
## - Other_refined_products_consumption_TBPD 3.2267e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2315e+23
## - Wind_electricity_installed_capacity_MK 3.2661e+23
## - Natural_gas_plant_liquids_production_TBPD 3.2841e+23
## - Petroleum_and_other_liquids_production_TBPD 3.2868e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.2877e+23
## - Solar_electricity_installed_capacity_MK 3.2898e+23
## - Other_liquids_production_TBPD 3.2912e+23
## - Refinery_processing_gain_TBPD 3.2917e+23
## - Population 3.3002e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.3440e+23
## - Electricity_net_generation_BKWH 3.3596e+23
## - Renewable_electricity_installed_capacity_MK 3.4231e+23
## - Geothermal_electricity_net_generation_BKWH 3.4240e+23
## - Electricity_distribution_losses_BKWH 3.4296e+23
## - Bunker_fuel_consumption_TBPD 3.4852e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.4988e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5241e+23
## - Electricity_net_consumption_BKWH 3.5469e+23
## - Hydroelectricity_installed_capacity_MK 3.5734e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.9698e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0422e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.0605e+23
## AIC
## - Hydroelectricity_net_generation_BKWH 5247.9
## - Jet_fuel_production_TBPD 5248.0
## - Renewable_electricity_net_generation_BKWH 5248.0
## - Distillate_fuel_oil_production_TBPD 5248.0
## - Motor_gasoline_production_TBPD 5248.1
## - Fossil_fuels_electricity_net_generation_BKWH 5248.1
## - Refined_petroleum_products_production_TBPD 5248.1
## - Kerosene_production_TBPD 5248.1
## - Other_refined_products_production_TBPD 5248.2
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5248.2
## - Nuclear_electricity_net_generation_BKWH 5248.2
## - Nuclear_electricity_installed_capacity_MK 5248.3
## - Residual_fuel_oil_production_TBPD 5248.5
## - Electricity_exports_BKWH 5248.9
## - Electricity_imports_BKWH 5248.9
## - Fossil_fuels_electricity_installed_capacity_MK 5249.2
## - Crude_oil_including_lease_condensate_exports_TBPD 5249.2
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5249.6
## - Biomass_and_waste_electricity_installed_capacity_MK 5249.7
## - Electricity_installed_capacity_MK 5249.8
## <none> 5249.8
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5249.9
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5251.1
## - Wind_electricity_net_generation_BKWH 5251.5
## + Solar_electricity_net_generation_BKWH 5251.8
## + Crude_oil_including_lease_condensate_imports_TBPD 5251.8
## + Crude_oil_including_lease_condensate_reserves_BB 5251.8
## - Jet_fuel_consumption_TBPD 5251.9
## - Electricity_net_imports_BKWH 5252.1
## - Geothermal_electricity_installed_capacity_MK 5252.5
## - Kerosene_consumption_TBPD 5253.1
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5254.0
## - Motor_gasoline_consumption_TBPD 5254.1
## - Residual_fuel_oil_consumption_TBPD 5254.5
## - Distillate_fuel_oil_consumption_TBPD 5254.5
## - Other_refined_products_consumption_TBPD 5254.6
## - Petroleum_and_other_liquids_consumption_TBPD 5254.8
## - Wind_electricity_installed_capacity_MK 5255.9
## - Natural_gas_plant_liquids_production_TBPD 5256.4
## - Petroleum_and_other_liquids_production_TBPD 5256.5
## - Crude_oil_including_lease_condensate_production_TBPD 5256.5
## - Solar_electricity_installed_capacity_MK 5256.6
## - Other_liquids_production_TBPD 5256.7
## - Refinery_processing_gain_TBPD 5256.7
## - Population 5256.9
## - Non.hydro_renewable_electricity_net_generation_BKWH 5258.3
## - Electricity_net_generation_BKWH 5258.8
## - Renewable_electricity_installed_capacity_MK 5260.7
## - Geothermal_electricity_net_generation_BKWH 5260.8
## - Electricity_distribution_losses_BKWH 5260.9
## - Bunker_fuel_consumption_TBPD 5262.6
## - Non.hydro_renewable_electricity_installed_capacity_MK 5263.0
## - Bunker_residual_fuel_oil_consumption_TBPD 5263.8
## - Electricity_net_consumption_BKWH 5264.4
## - Hydroelectricity_installed_capacity_MK 5265.2
## - Biomass_and_waste_electricity_net_generation_BKWH 5276.2
## - Tide_and_wave_electricity_installed_capacity_MK 5278.0
## - Tide_and_wave_electricity_net_generation_BKWH 5301.4
##
## Step: AIC=5247.93
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_installed_capacity_MK +
## Nuclear_electricity_net_generation_BKWH + Renewable_electricity_installed_capacity_MK +
## Renewable_electricity_net_generation_BKWH + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Renewable_electricity_net_generation_BKWH 1 1.3138e+20
## - Jet_fuel_production_TBPD 1 4.1708e+20
## - Distillate_fuel_oil_production_TBPD 1 5.4691e+20
## - Motor_gasoline_production_TBPD 1 6.6518e+20
## - Refined_petroleum_products_production_TBPD 1 8.7517e+20
## - Kerosene_production_TBPD 1 9.3268e+20
## - Other_refined_products_production_TBPD 1 9.5106e+20
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 1.0498e+21
## - Nuclear_electricity_installed_capacity_MK 1 1.1775e+21
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.3411e+21
## - Nuclear_electricity_net_generation_BKWH 1 1.8951e+21
## - Residual_fuel_oil_production_TBPD 1 1.9625e+21
## - Electricity_exports_BKWH 1 3.1151e+21
## - Electricity_imports_BKWH 1 3.2965e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.1118e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 4.3942e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.1094e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.4501e+21
## <none>
## - Electricity_installed_capacity_MK 1 5.8926e+21
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 7.0369e+21
## - Wind_electricity_net_generation_BKWH 1 1.0563e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.1303e+22
## + Hydroelectricity_net_generation_BKWH 1 2.7524e+20
## + Solar_electricity_net_generation_BKWH 1 1.2671e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.0986e+20
## + Crude_oil_including_lease_condensate_imports_TBPD 1 5.0819e+19
## - Jet_fuel_consumption_TBPD 1 1.1908e+22
## - Electricity_net_imports_BKWH 1 1.3063e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3611e+22
## - Kerosene_consumption_TBPD 1 1.5783e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8517e+22
## - Motor_gasoline_consumption_TBPD 1 1.8758e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.9927e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.0020e+22
## - Other_refined_products_consumption_TBPD 1 2.0244e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.0751e+22
## - Wind_electricity_installed_capacity_MK 1 2.4075e+22
## - Solar_electricity_installed_capacity_MK 1 2.6694e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6768e+22
## - Refinery_processing_gain_TBPD 1 2.6953e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.7025e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.7122e+22
## - Population 1 2.7463e+22
## - Other_liquids_production_TBPD 1 2.7478e+22
## - Electricity_net_generation_BKWH 1 3.4056e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.0085e+22
## - Electricity_distribution_losses_BKWH 1 4.2592e+22
## - Renewable_electricity_installed_capacity_MK 1 4.3640e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.7358e+22
## - Bunker_fuel_consumption_TBPD 1 4.8713e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.1869e+22
## - Electricity_net_consumption_BKWH 1 5.4350e+22
## - Hydroelectricity_installed_capacity_MK 1 5.9164e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 8.4753e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 9.5027e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0165e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.0434e+23
## RSS
## - Renewable_electricity_net_generation_BKWH 3.0276e+23
## - Jet_fuel_production_TBPD 3.0305e+23
## - Distillate_fuel_oil_production_TBPD 3.0318e+23
## - Motor_gasoline_production_TBPD 3.0330e+23
## - Refined_petroleum_products_production_TBPD 3.0351e+23
## - Kerosene_production_TBPD 3.0356e+23
## - Other_refined_products_production_TBPD 3.0358e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0368e+23
## - Nuclear_electricity_installed_capacity_MK 3.0381e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.0397e+23
## - Nuclear_electricity_net_generation_BKWH 3.0453e+23
## - Residual_fuel_oil_production_TBPD 3.0459e+23
## - Electricity_exports_BKWH 3.0575e+23
## - Electricity_imports_BKWH 3.0593e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0674e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0703e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0774e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0808e+23
## <none> 3.0263e+23
## - Electricity_installed_capacity_MK 3.0852e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0967e+23
## - Wind_electricity_net_generation_BKWH 3.1319e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1393e+23
## + Hydroelectricity_net_generation_BKWH 3.0236e+23
## + Solar_electricity_net_generation_BKWH 3.0250e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0252e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0258e+23
## - Jet_fuel_consumption_TBPD 3.1454e+23
## - Electricity_net_imports_BKWH 3.1569e+23
## - Geothermal_electricity_installed_capacity_MK 3.1624e+23
## - Kerosene_consumption_TBPD 3.1841e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2115e+23
## - Motor_gasoline_consumption_TBPD 3.2139e+23
## - Residual_fuel_oil_consumption_TBPD 3.2256e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2265e+23
## - Other_refined_products_consumption_TBPD 3.2288e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2338e+23
## - Wind_electricity_installed_capacity_MK 3.2671e+23
## - Solar_electricity_installed_capacity_MK 3.2933e+23
## - Natural_gas_plant_liquids_production_TBPD 3.2940e+23
## - Refinery_processing_gain_TBPD 3.2958e+23
## - Petroleum_and_other_liquids_production_TBPD 3.2966e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.2975e+23
## - Population 3.3009e+23
## - Other_liquids_production_TBPD 3.3011e+23
## - Electricity_net_generation_BKWH 3.3669e+23
## - Geothermal_electricity_net_generation_BKWH 3.4272e+23
## - Electricity_distribution_losses_BKWH 3.4522e+23
## - Renewable_electricity_installed_capacity_MK 3.4627e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.4999e+23
## - Bunker_fuel_consumption_TBPD 3.5134e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5450e+23
## - Electricity_net_consumption_BKWH 3.5698e+23
## - Hydroelectricity_installed_capacity_MK 3.6180e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.8738e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.9766e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0428e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.0697e+23
## AIC
## - Renewable_electricity_net_generation_BKWH 5246.0
## - Jet_fuel_production_TBPD 5246.1
## - Distillate_fuel_oil_production_TBPD 5246.1
## - Motor_gasoline_production_TBPD 5246.2
## - Refined_petroleum_products_production_TBPD 5246.2
## - Kerosene_production_TBPD 5246.3
## - Other_refined_products_production_TBPD 5246.3
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5246.3
## - Nuclear_electricity_installed_capacity_MK 5246.3
## - Fossil_fuels_electricity_net_generation_BKWH 5246.4
## - Nuclear_electricity_net_generation_BKWH 5246.6
## - Residual_fuel_oil_production_TBPD 5246.6
## - Electricity_exports_BKWH 5247.0
## - Electricity_imports_BKWH 5247.1
## - Fossil_fuels_electricity_installed_capacity_MK 5247.3
## - Crude_oil_including_lease_condensate_exports_TBPD 5247.4
## - Biomass_and_waste_electricity_installed_capacity_MK 5247.7
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5247.8
## <none> 5247.9
## - Electricity_installed_capacity_MK 5247.9
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5248.3
## - Wind_electricity_net_generation_BKWH 5249.5
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5249.7
## + Hydroelectricity_net_generation_BKWH 5249.8
## + Solar_electricity_net_generation_BKWH 5249.9
## + Crude_oil_including_lease_condensate_reserves_BB 5249.9
## + Crude_oil_including_lease_condensate_imports_TBPD 5249.9
## - Jet_fuel_consumption_TBPD 5249.9
## - Electricity_net_imports_BKWH 5250.3
## - Geothermal_electricity_installed_capacity_MK 5250.5
## - Kerosene_consumption_TBPD 5251.2
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5252.1
## - Motor_gasoline_consumption_TBPD 5252.2
## - Residual_fuel_oil_consumption_TBPD 5252.6
## - Distillate_fuel_oil_consumption_TBPD 5252.6
## - Other_refined_products_consumption_TBPD 5252.7
## - Petroleum_and_other_liquids_consumption_TBPD 5252.8
## - Wind_electricity_installed_capacity_MK 5253.9
## - Solar_electricity_installed_capacity_MK 5254.7
## - Natural_gas_plant_liquids_production_TBPD 5254.7
## - Refinery_processing_gain_TBPD 5254.8
## - Petroleum_and_other_liquids_production_TBPD 5254.8
## - Crude_oil_including_lease_condensate_production_TBPD 5254.9
## - Population 5255.0
## - Other_liquids_production_TBPD 5255.0
## - Electricity_net_generation_BKWH 5257.0
## - Geothermal_electricity_net_generation_BKWH 5258.9
## - Electricity_distribution_losses_BKWH 5259.6
## - Renewable_electricity_installed_capacity_MK 5259.9
## - Non.hydro_renewable_electricity_installed_capacity_MK 5261.1
## - Bunker_fuel_consumption_TBPD 5261.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5262.4
## - Electricity_net_consumption_BKWH 5263.1
## - Hydroelectricity_installed_capacity_MK 5264.5
## - Non.hydro_renewable_electricity_net_generation_BKWH 5271.6
## - Biomass_and_waste_electricity_net_generation_BKWH 5274.3
## - Tide_and_wave_electricity_installed_capacity_MK 5276.0
## - Tide_and_wave_electricity_net_generation_BKWH 5299.6
##
## Step: AIC=5245.98
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Jet_fuel_production_TBPD + Kerosene_consumption_TBPD +
## Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_installed_capacity_MK +
## Nuclear_electricity_net_generation_BKWH + Renewable_electricity_installed_capacity_MK +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Jet_fuel_production_TBPD 1 3.7794e+20
## - Distillate_fuel_oil_production_TBPD 1 5.0092e+20
## - Motor_gasoline_production_TBPD 1 6.1258e+20
## - Refined_petroleum_products_production_TBPD 1 8.1694e+20
## - Kerosene_production_TBPD 1 8.6895e+20
## - Other_refined_products_production_TBPD 1 8.8710e+20
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 9.9112e+20
## - Nuclear_electricity_installed_capacity_MK 1 1.1612e+21
## - Residual_fuel_oil_production_TBPD 1 1.8845e+21
## - Electricity_exports_BKWH 1 3.0409e+21
## - Electricity_imports_BKWH 1 3.2156e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.2278e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 4.4175e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.1113e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.4419e+21
## <none>
## - Electricity_installed_capacity_MK 1 6.0086e+21
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 7.1811e+21
## - Nuclear_electricity_net_generation_BKWH 1 8.1894e+21
## - Wind_electricity_net_generation_BKWH 1 1.0432e+22
## + Renewable_electricity_net_generation_BKWH 1 1.3138e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.1367e+20
## + Solar_electricity_net_generation_BKWH 1 1.0015e+20
## - Jet_fuel_consumption_TBPD 1 1.1784e+22
## + Crude_oil_including_lease_condensate_imports_TBPD 1 1.7832e+19
## + Hydroelectricity_net_generation_BKWH 1 1.1437e+16
## - Electricity_net_imports_BKWH 1 1.2996e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.3378e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3594e+22
## - Kerosene_consumption_TBPD 1 1.5670e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8394e+22
## - Motor_gasoline_consumption_TBPD 1 1.8628e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.9798e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.9891e+22
## - Other_refined_products_consumption_TBPD 1 2.0114e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.0622e+22
## - Wind_electricity_installed_capacity_MK 1 2.3963e+22
## - Solar_electricity_installed_capacity_MK 1 2.6568e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.7423e+22
## - Refinery_processing_gain_TBPD 1 2.7474e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.7673e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.7772e+22
## - Other_liquids_production_TBPD 1 2.8123e+22
## - Population 1 2.9404e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.0036e+22
## - Renewable_electricity_installed_capacity_MK 1 4.3684e+22
## - Electricity_distribution_losses_BKWH 1 4.6903e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.7239e+22
## - Electricity_net_generation_BKWH 1 4.7303e+22
## - Bunker_fuel_consumption_TBPD 1 4.8971e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.2120e+22
## - Hydroelectricity_installed_capacity_MK 1 5.9490e+22
## - Electricity_net_consumption_BKWH 1 6.0193e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.1493e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 8.5303e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 9.6755e+22
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0282e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.0441e+23
## RSS
## - Jet_fuel_production_TBPD 3.0314e+23
## - Distillate_fuel_oil_production_TBPD 3.0326e+23
## - Motor_gasoline_production_TBPD 3.0338e+23
## - Refined_petroleum_products_production_TBPD 3.0358e+23
## - Kerosene_production_TBPD 3.0363e+23
## - Other_refined_products_production_TBPD 3.0365e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.0375e+23
## - Nuclear_electricity_installed_capacity_MK 3.0392e+23
## - Residual_fuel_oil_production_TBPD 3.0465e+23
## - Electricity_exports_BKWH 3.0580e+23
## - Electricity_imports_BKWH 3.0598e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0699e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0718e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0787e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0820e+23
## <none> 3.0276e+23
## - Electricity_installed_capacity_MK 3.0877e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.0994e+23
## - Nuclear_electricity_net_generation_BKWH 3.1095e+23
## - Wind_electricity_net_generation_BKWH 3.1319e+23
## + Renewable_electricity_net_generation_BKWH 3.0263e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0265e+23
## + Solar_electricity_net_generation_BKWH 3.0266e+23
## - Jet_fuel_consumption_TBPD 3.1455e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0275e+23
## + Hydroelectricity_net_generation_BKWH 3.0276e+23
## - Electricity_net_imports_BKWH 3.1576e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1614e+23
## - Geothermal_electricity_installed_capacity_MK 3.1636e+23
## - Kerosene_consumption_TBPD 3.1843e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2116e+23
## - Motor_gasoline_consumption_TBPD 3.2139e+23
## - Residual_fuel_oil_consumption_TBPD 3.2256e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2265e+23
## - Other_refined_products_consumption_TBPD 3.2288e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2338e+23
## - Wind_electricity_installed_capacity_MK 3.2673e+23
## - Solar_electricity_installed_capacity_MK 3.2933e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3019e+23
## - Refinery_processing_gain_TBPD 3.3024e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3044e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.3054e+23
## - Other_liquids_production_TBPD 3.3089e+23
## - Population 3.3217e+23
## - Geothermal_electricity_net_generation_BKWH 3.4280e+23
## - Renewable_electricity_installed_capacity_MK 3.4645e+23
## - Electricity_distribution_losses_BKWH 3.4967e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.5000e+23
## - Electricity_net_generation_BKWH 3.5007e+23
## - Bunker_fuel_consumption_TBPD 3.5173e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5488e+23
## - Hydroelectricity_installed_capacity_MK 3.6225e+23
## - Electricity_net_consumption_BKWH 3.6296e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.8426e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.8807e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 3.9952e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0558e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.0717e+23
## AIC
## - Jet_fuel_production_TBPD 5244.1
## - Distillate_fuel_oil_production_TBPD 5244.1
## - Motor_gasoline_production_TBPD 5244.2
## - Refined_petroleum_products_production_TBPD 5244.3
## - Kerosene_production_TBPD 5244.3
## - Other_refined_products_production_TBPD 5244.3
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5244.3
## - Nuclear_electricity_installed_capacity_MK 5244.4
## - Residual_fuel_oil_production_TBPD 5244.6
## - Electricity_exports_BKWH 5245.0
## - Electricity_imports_BKWH 5245.1
## - Fossil_fuels_electricity_installed_capacity_MK 5245.4
## - Crude_oil_including_lease_condensate_exports_TBPD 5245.5
## - Biomass_and_waste_electricity_installed_capacity_MK 5245.7
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5245.8
## <none> 5246.0
## - Electricity_installed_capacity_MK 5246.0
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5246.4
## - Nuclear_electricity_net_generation_BKWH 5246.8
## - Wind_electricity_net_generation_BKWH 5247.5
## + Renewable_electricity_net_generation_BKWH 5247.9
## + Crude_oil_including_lease_condensate_reserves_BB 5247.9
## + Solar_electricity_net_generation_BKWH 5247.9
## - Jet_fuel_consumption_TBPD 5247.9
## + Crude_oil_including_lease_condensate_imports_TBPD 5248.0
## + Hydroelectricity_net_generation_BKWH 5248.0
## - Electricity_net_imports_BKWH 5248.3
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5248.5
## - Geothermal_electricity_installed_capacity_MK 5248.5
## - Kerosene_consumption_TBPD 5249.2
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5250.1
## - Motor_gasoline_consumption_TBPD 5250.2
## - Residual_fuel_oil_consumption_TBPD 5250.6
## - Distillate_fuel_oil_consumption_TBPD 5250.6
## - Other_refined_products_consumption_TBPD 5250.7
## - Petroleum_and_other_liquids_consumption_TBPD 5250.8
## - Wind_electricity_installed_capacity_MK 5251.9
## - Solar_electricity_installed_capacity_MK 5252.7
## - Natural_gas_plant_liquids_production_TBPD 5253.0
## - Refinery_processing_gain_TBPD 5253.0
## - Petroleum_and_other_liquids_production_TBPD 5253.1
## - Crude_oil_including_lease_condensate_production_TBPD 5253.1
## - Other_liquids_production_TBPD 5253.2
## - Population 5253.6
## - Geothermal_electricity_net_generation_BKWH 5256.9
## - Renewable_electricity_installed_capacity_MK 5258.0
## - Electricity_distribution_losses_BKWH 5259.0
## - Non.hydro_renewable_electricity_installed_capacity_MK 5259.1
## - Electricity_net_generation_BKWH 5259.1
## - Bunker_fuel_consumption_TBPD 5259.6
## - Bunker_residual_fuel_oil_consumption_TBPD 5260.5
## - Hydroelectricity_installed_capacity_MK 5262.6
## - Electricity_net_consumption_BKWH 5262.8
## - Fossil_fuels_electricity_net_generation_BKWH 5268.8
## - Non.hydro_renewable_electricity_net_generation_BKWH 5269.8
## - Biomass_and_waste_electricity_net_generation_BKWH 5272.8
## - Tide_and_wave_electricity_installed_capacity_MK 5274.4
## - Tide_and_wave_electricity_net_generation_BKWH 5297.6
##
## Step: AIC=5244.11
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Distillate_fuel_oil_production_TBPD +
## Jet_fuel_consumption_TBPD + Kerosene_consumption_TBPD + Kerosene_production_TBPD +
## Liquefied_petroleum_gases_.LPG._consumption_TBPD + Liquefied_petroleum_gases_.LPG._production_TBPD +
## Motor_gasoline_consumption_TBPD + Motor_gasoline_production_TBPD +
## Natural_gas_plant_liquids_production_TBPD + Other_liquids_production_TBPD +
## Other_refined_products_consumption_TBPD + Other_refined_products_production_TBPD +
## Petroleum_and_other_liquids_CO2_emissions_MMTCD + Petroleum_and_other_liquids_consumption_TBPD +
## Petroleum_and_other_liquids_production_TBPD + Refined_petroleum_products_production_TBPD +
## Refinery_processing_gain_TBPD + Residual_fuel_oil_consumption_TBPD +
## Residual_fuel_oil_production_TBPD + Biomass_and_waste_electricity_installed_capacity_MK +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_exports_BKWH + Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_installed_capacity_MK +
## Nuclear_electricity_net_generation_BKWH + Renewable_electricity_installed_capacity_MK +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Distillate_fuel_oil_production_TBPD 1 8.7933e+20
## - Nuclear_electricity_installed_capacity_MK 1 1.0097e+21
## - Electricity_exports_BKWH 1 3.0231e+21
## - Electricity_imports_BKWH 1 3.2116e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.8794e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 4.4977e+21
## - Motor_gasoline_production_TBPD 1 4.8730e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.0910e+21
## - Electricity_installed_capacity_MK 1 5.6420e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.7858e+21
## <none>
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 7.9695e+21
## - Nuclear_electricity_net_generation_BKWH 1 8.2163e+21
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 8.2696e+21
## - Other_refined_products_production_TBPD 1 9.1275e+21
## - Refined_petroleum_products_production_TBPD 1 1.0611e+22
## - Wind_electricity_net_generation_BKWH 1 1.0774e+22
## + Jet_fuel_production_TBPD 1 3.7794e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.0954e+20
## + Renewable_electricity_net_generation_BKWH 1 9.2230e+19
## + Solar_electricity_net_generation_BKWH 1 4.1848e+19
## + Crude_oil_including_lease_condensate_imports_TBPD 1 2.4487e+19
## + Hydroelectricity_net_generation_BKWH 1 3.2774e+18
## - Jet_fuel_consumption_TBPD 1 1.2202e+22
## - Electricity_net_imports_BKWH 1 1.2892e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.3046e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.5194e+22
## - Kerosene_consumption_TBPD 1 1.6162e+22
## - Kerosene_production_TBPD 1 1.8724e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.9009e+22
## - Motor_gasoline_consumption_TBPD 1 1.9285e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.0391e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.0617e+22
## - Other_refined_products_consumption_TBPD 1 2.0844e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.1405e+22
## - Wind_electricity_installed_capacity_MK 1 2.5983e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.8069e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.8310e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.8409e+22
## - Solar_electricity_installed_capacity_MK 1 2.8699e+22
## - Other_liquids_production_TBPD 1 2.8798e+22
## - Population 1 2.9090e+22
## - Residual_fuel_oil_production_TBPD 1 2.9330e+22
## - Refinery_processing_gain_TBPD 1 2.9340e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.1506e+22
## - Renewable_electricity_installed_capacity_MK 1 4.3884e+22
## - Electricity_distribution_losses_BKWH 1 4.6530e+22
## - Electricity_net_generation_BKWH 1 4.6946e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 4.8582e+22
## - Bunker_fuel_consumption_TBPD 1 4.8593e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.2007e+22
## - Hydroelectricity_installed_capacity_MK 1 5.9114e+22
## - Electricity_net_consumption_BKWH 1 5.9815e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.1116e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 9.1180e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0117e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0284e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.0403e+23
## RSS
## - Distillate_fuel_oil_production_TBPD 3.0402e+23
## - Nuclear_electricity_installed_capacity_MK 3.0415e+23
## - Electricity_exports_BKWH 3.0616e+23
## - Electricity_imports_BKWH 3.0635e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0702e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0764e+23
## - Motor_gasoline_production_TBPD 3.0801e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0823e+23
## - Electricity_installed_capacity_MK 3.0878e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.0893e+23
## <none> 3.0314e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.1111e+23
## - Nuclear_electricity_net_generation_BKWH 3.1136e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.1141e+23
## - Other_refined_products_production_TBPD 3.1227e+23
## - Refined_petroleum_products_production_TBPD 3.1375e+23
## - Wind_electricity_net_generation_BKWH 3.1391e+23
## + Jet_fuel_production_TBPD 3.0276e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0303e+23
## + Renewable_electricity_net_generation_BKWH 3.0305e+23
## + Solar_electricity_net_generation_BKWH 3.0310e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0312e+23
## + Hydroelectricity_net_generation_BKWH 3.0314e+23
## - Jet_fuel_consumption_TBPD 3.1534e+23
## - Electricity_net_imports_BKWH 3.1603e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1619e+23
## - Geothermal_electricity_installed_capacity_MK 3.1834e+23
## - Kerosene_consumption_TBPD 3.1930e+23
## - Kerosene_production_TBPD 3.2186e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2215e+23
## - Motor_gasoline_consumption_TBPD 3.2243e+23
## - Residual_fuel_oil_consumption_TBPD 3.2353e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2376e+23
## - Other_refined_products_consumption_TBPD 3.2398e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2455e+23
## - Wind_electricity_installed_capacity_MK 3.2912e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3121e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3145e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.3155e+23
## - Solar_electricity_installed_capacity_MK 3.3184e+23
## - Other_liquids_production_TBPD 3.3194e+23
## - Population 3.3223e+23
## - Residual_fuel_oil_production_TBPD 3.3247e+23
## - Refinery_processing_gain_TBPD 3.3248e+23
## - Geothermal_electricity_net_generation_BKWH 3.4465e+23
## - Renewable_electricity_installed_capacity_MK 3.4703e+23
## - Electricity_distribution_losses_BKWH 3.4967e+23
## - Electricity_net_generation_BKWH 3.5009e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.5172e+23
## - Bunker_fuel_consumption_TBPD 3.5173e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5515e+23
## - Hydroelectricity_installed_capacity_MK 3.6225e+23
## - Electricity_net_consumption_BKWH 3.6296e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.8426e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.9432e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.0431e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0598e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.0717e+23
## AIC
## - Distillate_fuel_oil_production_TBPD 5242.4
## - Nuclear_electricity_installed_capacity_MK 5242.5
## - Electricity_exports_BKWH 5243.1
## - Electricity_imports_BKWH 5243.2
## - Fossil_fuels_electricity_installed_capacity_MK 5243.4
## - Crude_oil_including_lease_condensate_exports_TBPD 5243.6
## - Motor_gasoline_production_TBPD 5243.8
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5243.8
## - Electricity_installed_capacity_MK 5244.0
## - Biomass_and_waste_electricity_installed_capacity_MK 5244.1
## <none> 5244.1
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5244.8
## - Nuclear_electricity_net_generation_BKWH 5244.9
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5244.9
## - Other_refined_products_production_TBPD 5245.2
## - Refined_petroleum_products_production_TBPD 5245.7
## - Wind_electricity_net_generation_BKWH 5245.7
## + Jet_fuel_production_TBPD 5246.0
## + Crude_oil_including_lease_condensate_reserves_BB 5246.1
## + Renewable_electricity_net_generation_BKWH 5246.1
## + Solar_electricity_net_generation_BKWH 5246.1
## + Crude_oil_including_lease_condensate_imports_TBPD 5246.1
## + Hydroelectricity_net_generation_BKWH 5246.1
## - Jet_fuel_consumption_TBPD 5246.2
## - Electricity_net_imports_BKWH 5246.4
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5246.5
## - Geothermal_electricity_installed_capacity_MK 5247.2
## - Kerosene_consumption_TBPD 5247.5
## - Kerosene_production_TBPD 5248.3
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5248.4
## - Motor_gasoline_consumption_TBPD 5248.5
## - Residual_fuel_oil_consumption_TBPD 5248.9
## - Distillate_fuel_oil_consumption_TBPD 5248.9
## - Other_refined_products_consumption_TBPD 5249.0
## - Petroleum_and_other_liquids_consumption_TBPD 5249.2
## - Wind_electricity_installed_capacity_MK 5250.7
## - Natural_gas_plant_liquids_production_TBPD 5251.3
## - Petroleum_and_other_liquids_production_TBPD 5251.4
## - Crude_oil_including_lease_condensate_production_TBPD 5251.4
## - Solar_electricity_installed_capacity_MK 5251.5
## - Other_liquids_production_TBPD 5251.5
## - Population 5251.6
## - Residual_fuel_oil_production_TBPD 5251.7
## - Refinery_processing_gain_TBPD 5251.7
## - Geothermal_electricity_net_generation_BKWH 5255.5
## - Renewable_electricity_installed_capacity_MK 5256.2
## - Electricity_distribution_losses_BKWH 5257.0
## - Electricity_net_generation_BKWH 5257.1
## - Non.hydro_renewable_electricity_installed_capacity_MK 5257.6
## - Bunker_fuel_consumption_TBPD 5257.6
## - Bunker_residual_fuel_oil_consumption_TBPD 5258.6
## - Hydroelectricity_installed_capacity_MK 5260.6
## - Electricity_net_consumption_BKWH 5260.8
## - Fossil_fuels_electricity_net_generation_BKWH 5266.8
## - Non.hydro_renewable_electricity_net_generation_BKWH 5269.5
## - Biomass_and_waste_electricity_net_generation_BKWH 5272.1
## - Tide_and_wave_electricity_installed_capacity_MK 5272.5
## - Tide_and_wave_electricity_net_generation_BKWH 5295.6
##
## Step: AIC=5242.41
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_installed_capacity_MK +
## Nuclear_electricity_net_generation_BKWH + Renewable_electricity_installed_capacity_MK +
## Solar_electricity_installed_capacity_MK + Tide_and_wave_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_net_generation_BKWH + Wind_electricity_installed_capacity_MK +
## Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Nuclear_electricity_installed_capacity_MK 1 5.7442e+20
## - Electricity_exports_BKWH 1 2.5670e+21
## - Electricity_imports_BKWH 1 2.7638e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.0211e+21
## - Motor_gasoline_production_TBPD 1 4.0903e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 4.4365e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.9759e+21
## - Electricity_installed_capacity_MK 1 5.7375e+21
## <none>
## - Biomass_and_waste_electricity_installed_capacity_MK 1 6.7502e+21
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 8.3224e+21
## - Wind_electricity_net_generation_BKWH 1 1.0389e+22
## + Distillate_fuel_oil_production_TBPD 1 8.7933e+20
## + Jet_fuel_production_TBPD 1 7.5635e+20
## - Jet_fuel_consumption_TBPD 1 1.1358e+22
## - Nuclear_electricity_net_generation_BKWH 1 1.1361e+22
## + Crude_oil_including_lease_condensate_reserves_BB 1 3.4297e+20
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 1.1622e+22
## + Renewable_electricity_net_generation_BKWH 1 6.9533e+19
## + Solar_electricity_net_generation_BKWH 1 3.6569e+19
## + Crude_oil_including_lease_condensate_imports_TBPD 1 1.1380e+19
## + Hydroelectricity_net_generation_BKWH 1 7.2279e+18
## - Electricity_net_imports_BKWH 1 1.2334e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.2464e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.4662e+22
## - Kerosene_consumption_TBPD 1 1.5530e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8608e+22
## - Motor_gasoline_consumption_TBPD 1 1.9028e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.0191e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.0511e+22
## - Other_refined_products_consumption_TBPD 1 2.0651e+22
## - Other_refined_products_production_TBPD 1 2.0655e+22
## - Kerosene_production_TBPD 1 2.0729e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.1157e+22
## - Refinery_processing_gain_TBPD 1 2.8480e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.8724e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.8939e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.9034e+22
## - Other_liquids_production_TBPD 1 2.9368e+22
## - Wind_electricity_installed_capacity_MK 1 3.0175e+22
## - Solar_electricity_installed_capacity_MK 1 3.2196e+22
## - Population 1 4.3752e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.4691e+22
## - Bunker_fuel_consumption_TBPD 1 4.7791e+22
## - Electricity_distribution_losses_BKWH 1 5.0847e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.1131e+22
## - Electricity_net_generation_BKWH 1 5.2857e+22
## - Refined_petroleum_products_production_TBPD 1 5.6519e+22
## - Renewable_electricity_installed_capacity_MK 1 5.8146e+22
## - Residual_fuel_oil_production_TBPD 1 5.9269e+22
## - Electricity_net_consumption_BKWH 1 6.5827e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.0111e+22
## - Hydroelectricity_installed_capacity_MK 1 7.2860e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.2947e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 9.0330e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0118e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0340e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.1093e+23
## RSS
## - Nuclear_electricity_installed_capacity_MK 3.0459e+23
## - Electricity_exports_BKWH 3.0659e+23
## - Electricity_imports_BKWH 3.0678e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0804e+23
## - Motor_gasoline_production_TBPD 3.0811e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.0846e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.0900e+23
## - Electricity_installed_capacity_MK 3.0976e+23
## <none> 3.0402e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.1077e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.1234e+23
## - Wind_electricity_net_generation_BKWH 3.1441e+23
## + Distillate_fuel_oil_production_TBPD 3.0314e+23
## + Jet_fuel_production_TBPD 3.0326e+23
## - Jet_fuel_consumption_TBPD 3.1538e+23
## - Nuclear_electricity_net_generation_BKWH 3.1538e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0368e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.1564e+23
## + Renewable_electricity_net_generation_BKWH 3.0395e+23
## + Solar_electricity_net_generation_BKWH 3.0398e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0401e+23
## + Hydroelectricity_net_generation_BKWH 3.0401e+23
## - Electricity_net_imports_BKWH 3.1635e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1648e+23
## - Geothermal_electricity_installed_capacity_MK 3.1868e+23
## - Kerosene_consumption_TBPD 3.1955e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2263e+23
## - Motor_gasoline_consumption_TBPD 3.2305e+23
## - Residual_fuel_oil_consumption_TBPD 3.2421e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2453e+23
## - Other_refined_products_consumption_TBPD 3.2467e+23
## - Other_refined_products_production_TBPD 3.2468e+23
## - Kerosene_production_TBPD 3.2475e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2518e+23
## - Refinery_processing_gain_TBPD 3.3250e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3274e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3296e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.3305e+23
## - Other_liquids_production_TBPD 3.3339e+23
## - Wind_electricity_installed_capacity_MK 3.3420e+23
## - Solar_electricity_installed_capacity_MK 3.3622e+23
## - Population 3.4777e+23
## - Geothermal_electricity_net_generation_BKWH 3.4871e+23
## - Bunker_fuel_consumption_TBPD 3.5181e+23
## - Electricity_distribution_losses_BKWH 3.5487e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5515e+23
## - Electricity_net_generation_BKWH 3.5688e+23
## - Refined_petroleum_products_production_TBPD 3.6054e+23
## - Renewable_electricity_installed_capacity_MK 3.6217e+23
## - Residual_fuel_oil_production_TBPD 3.6329e+23
## - Electricity_net_consumption_BKWH 3.6985e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.7413e+23
## - Hydroelectricity_installed_capacity_MK 3.7688e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.8697e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 3.9435e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.0520e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.0742e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.1495e+23
## AIC
## - Nuclear_electricity_installed_capacity_MK 5240.6
## - Electricity_exports_BKWH 5241.3
## - Electricity_imports_BKWH 5241.3
## - Fossil_fuels_electricity_installed_capacity_MK 5241.8
## - Motor_gasoline_production_TBPD 5241.8
## - Crude_oil_including_lease_condensate_exports_TBPD 5241.9
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5242.1
## - Electricity_installed_capacity_MK 5242.4
## <none> 5242.4
## - Biomass_and_waste_electricity_installed_capacity_MK 5242.7
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5243.2
## - Wind_electricity_net_generation_BKWH 5243.9
## + Distillate_fuel_oil_production_TBPD 5244.1
## + Jet_fuel_production_TBPD 5244.1
## - Jet_fuel_consumption_TBPD 5244.2
## - Nuclear_electricity_net_generation_BKWH 5244.2
## + Crude_oil_including_lease_condensate_reserves_BB 5244.3
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5244.3
## + Renewable_electricity_net_generation_BKWH 5244.4
## + Solar_electricity_net_generation_BKWH 5244.4
## + Crude_oil_including_lease_condensate_imports_TBPD 5244.4
## + Hydroelectricity_net_generation_BKWH 5244.4
## - Electricity_net_imports_BKWH 5244.5
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5244.6
## - Geothermal_electricity_installed_capacity_MK 5245.3
## - Kerosene_consumption_TBPD 5245.6
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5246.6
## - Motor_gasoline_consumption_TBPD 5246.7
## - Residual_fuel_oil_consumption_TBPD 5247.1
## - Distillate_fuel_oil_consumption_TBPD 5247.2
## - Other_refined_products_consumption_TBPD 5247.2
## - Other_refined_products_production_TBPD 5247.2
## - Kerosene_production_TBPD 5247.3
## - Petroleum_and_other_liquids_consumption_TBPD 5247.4
## - Refinery_processing_gain_TBPD 5249.7
## - Natural_gas_plant_liquids_production_TBPD 5249.8
## - Petroleum_and_other_liquids_production_TBPD 5249.9
## - Crude_oil_including_lease_condensate_production_TBPD 5249.9
## - Other_liquids_production_TBPD 5250.0
## - Wind_electricity_installed_capacity_MK 5250.2
## - Solar_electricity_installed_capacity_MK 5250.9
## - Population 5254.4
## - Geothermal_electricity_net_generation_BKWH 5254.7
## - Bunker_fuel_consumption_TBPD 5255.6
## - Electricity_distribution_losses_BKWH 5256.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5256.6
## - Electricity_net_generation_BKWH 5257.1
## - Refined_petroleum_products_production_TBPD 5258.1
## - Renewable_electricity_installed_capacity_MK 5258.6
## - Residual_fuel_oil_production_TBPD 5258.9
## - Electricity_net_consumption_BKWH 5260.8
## - Non.hydro_renewable_electricity_installed_capacity_MK 5262.0
## - Hydroelectricity_installed_capacity_MK 5262.7
## - Fossil_fuels_electricity_net_generation_BKWH 5265.5
## - Non.hydro_renewable_electricity_net_generation_BKWH 5267.5
## - Biomass_and_waste_electricity_net_generation_BKWH 5270.3
## - Tide_and_wave_electricity_installed_capacity_MK 5270.9
## - Tide_and_wave_electricity_net_generation_BKWH 5295.2
##
## Step: AIC=5240.6
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_exports_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Electricity_exports_BKWH 1 2.0879e+21
## - Electricity_imports_BKWH 1 2.2864e+21
## - Motor_gasoline_production_TBPD 1 3.9192e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.4201e+21
## <none>
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.9870e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 6.2059e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 6.8502e+21
## - Electricity_installed_capacity_MK 1 7.0770e+21
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 7.9130e+21
## - Jet_fuel_consumption_TBPD 1 1.0789e+22
## - Wind_electricity_net_generation_BKWH 1 1.0903e+22
## + Crude_oil_including_lease_condensate_reserves_BB 1 6.1816e+20
## + Nuclear_electricity_installed_capacity_MK 1 5.7442e+20
## + Distillate_fuel_oil_production_TBPD 1 4.4406e+20
## + Jet_fuel_production_TBPD 1 3.7931e+20
## - Electricity_net_imports_BKWH 1 1.1778e+22
## + Renewable_electricity_net_generation_BKWH 1 7.1054e+19
## + Solar_electricity_net_generation_BKWH 1 4.4258e+19
## + Hydroelectricity_net_generation_BKWH 1 3.8486e+18
## + Crude_oil_including_lease_condensate_imports_TBPD 1 8.0585e+17
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.2281e+22
## - Kerosene_consumption_TBPD 1 1.4957e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.5011e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8034e+22
## - Motor_gasoline_consumption_TBPD 1 1.8454e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.9623e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.9937e+22
## - Other_refined_products_consumption_TBPD 1 2.0076e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.0586e+22
## - Kerosene_production_TBPD 1 2.0626e+22
## - Other_refined_products_production_TBPD 1 2.1183e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.1233e+22
## - Refinery_processing_gain_TBPD 1 2.8185e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.8674e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.8901e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.9008e+22
## - Other_liquids_production_TBPD 1 2.9358e+22
## - Solar_electricity_installed_capacity_MK 1 3.1675e+22
## - Wind_electricity_installed_capacity_MK 1 3.3672e+22
## - Nuclear_electricity_net_generation_BKWH 1 4.1602e+22
## - Population 1 4.3182e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.5983e+22
## - Electricity_distribution_losses_BKWH 1 5.1340e+22
## - Bunker_fuel_consumption_TBPD 1 5.1677e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.2454e+22
## - Electricity_net_generation_BKWH 1 5.3545e+22
## - Renewable_electricity_installed_capacity_MK 1 5.7620e+22
## - Refined_petroleum_products_production_TBPD 1 5.9689e+22
## - Residual_fuel_oil_production_TBPD 1 6.0344e+22
## - Electricity_net_consumption_BKWH 1 6.6371e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.0640e+22
## - Hydroelectricity_installed_capacity_MK 1 8.0492e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.3494e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 9.6677e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0950e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0963e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2443e+23
## RSS
## - Electricity_exports_BKWH 3.0668e+23
## - Electricity_imports_BKWH 3.0688e+23
## - Motor_gasoline_production_TBPD 3.0851e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.0901e+23
## <none> 3.0459e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1058e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.1080e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.1144e+23
## - Electricity_installed_capacity_MK 3.1167e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.1251e+23
## - Jet_fuel_consumption_TBPD 3.1538e+23
## - Wind_electricity_net_generation_BKWH 3.1550e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0398e+23
## + Nuclear_electricity_installed_capacity_MK 3.0402e+23
## + Distillate_fuel_oil_production_TBPD 3.0415e+23
## + Jet_fuel_production_TBPD 3.0422e+23
## - Electricity_net_imports_BKWH 3.1637e+23
## + Renewable_electricity_net_generation_BKWH 3.0452e+23
## + Solar_electricity_net_generation_BKWH 3.0455e+23
## + Hydroelectricity_net_generation_BKWH 3.0459e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0459e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1688e+23
## - Kerosene_consumption_TBPD 3.1955e+23
## - Geothermal_electricity_installed_capacity_MK 3.1961e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2263e+23
## - Motor_gasoline_consumption_TBPD 3.2305e+23
## - Residual_fuel_oil_consumption_TBPD 3.2422e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2453e+23
## - Other_refined_products_consumption_TBPD 3.2467e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2518e+23
## - Kerosene_production_TBPD 3.2522e+23
## - Other_refined_products_production_TBPD 3.2578e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.2583e+23
## - Refinery_processing_gain_TBPD 3.3278e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3327e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3350e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.3360e+23
## - Other_liquids_production_TBPD 3.3395e+23
## - Solar_electricity_installed_capacity_MK 3.3627e+23
## - Wind_electricity_installed_capacity_MK 3.3827e+23
## - Nuclear_electricity_net_generation_BKWH 3.4620e+23
## - Population 3.4778e+23
## - Geothermal_electricity_net_generation_BKWH 3.5058e+23
## - Electricity_distribution_losses_BKWH 3.5594e+23
## - Bunker_fuel_consumption_TBPD 3.5627e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5705e+23
## - Electricity_net_generation_BKWH 3.5814e+23
## - Renewable_electricity_installed_capacity_MK 3.6221e+23
## - Refined_petroleum_products_production_TBPD 3.6428e+23
## - Residual_fuel_oil_production_TBPD 3.6494e+23
## - Electricity_net_consumption_BKWH 3.7097e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.7524e+23
## - Hydroelectricity_installed_capacity_MK 3.8509e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.8809e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.0127e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.1410e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.1422e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.2902e+23
## AIC
## - Electricity_exports_BKWH 5239.3
## - Electricity_imports_BKWH 5239.4
## - Motor_gasoline_production_TBPD 5239.9
## - Fossil_fuels_electricity_installed_capacity_MK 5240.1
## <none> 5240.6
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5240.6
## - Crude_oil_including_lease_condensate_exports_TBPD 5240.7
## - Biomass_and_waste_electricity_installed_capacity_MK 5240.9
## - Electricity_installed_capacity_MK 5241.0
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5241.3
## - Jet_fuel_consumption_TBPD 5242.2
## - Wind_electricity_net_generation_BKWH 5242.3
## + Crude_oil_including_lease_condensate_reserves_BB 5242.4
## + Nuclear_electricity_installed_capacity_MK 5242.4
## + Distillate_fuel_oil_production_TBPD 5242.5
## + Jet_fuel_production_TBPD 5242.5
## - Electricity_net_imports_BKWH 5242.5
## + Renewable_electricity_net_generation_BKWH 5242.6
## + Solar_electricity_net_generation_BKWH 5242.6
## + Hydroelectricity_net_generation_BKWH 5242.6
## + Crude_oil_including_lease_condensate_imports_TBPD 5242.6
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5242.7
## - Kerosene_consumption_TBPD 5243.6
## - Geothermal_electricity_installed_capacity_MK 5243.6
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5244.6
## - Motor_gasoline_consumption_TBPD 5244.7
## - Residual_fuel_oil_consumption_TBPD 5245.1
## - Distillate_fuel_oil_consumption_TBPD 5245.2
## - Other_refined_products_consumption_TBPD 5245.2
## - Petroleum_and_other_liquids_consumption_TBPD 5245.4
## - Kerosene_production_TBPD 5245.4
## - Other_refined_products_production_TBPD 5245.6
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5245.6
## - Refinery_processing_gain_TBPD 5247.8
## - Natural_gas_plant_liquids_production_TBPD 5248.0
## - Petroleum_and_other_liquids_production_TBPD 5248.0
## - Crude_oil_including_lease_condensate_production_TBPD 5248.1
## - Other_liquids_production_TBPD 5248.2
## - Solar_electricity_installed_capacity_MK 5248.9
## - Wind_electricity_installed_capacity_MK 5249.5
## - Nuclear_electricity_net_generation_BKWH 5251.9
## - Population 5252.4
## - Geothermal_electricity_net_generation_BKWH 5253.2
## - Electricity_distribution_losses_BKWH 5254.8
## - Bunker_fuel_consumption_TBPD 5254.9
## - Bunker_residual_fuel_oil_consumption_TBPD 5255.1
## - Electricity_net_generation_BKWH 5255.4
## - Renewable_electricity_installed_capacity_MK 5256.6
## - Refined_petroleum_products_production_TBPD 5257.2
## - Residual_fuel_oil_production_TBPD 5257.4
## - Electricity_net_consumption_BKWH 5259.1
## - Non.hydro_renewable_electricity_installed_capacity_MK 5260.3
## - Hydroelectricity_installed_capacity_MK 5263.0
## - Fossil_fuels_electricity_net_generation_BKWH 5263.8
## - Non.hydro_renewable_electricity_net_generation_BKWH 5267.3
## - Biomass_and_waste_electricity_net_generation_BKWH 5270.5
## - Tide_and_wave_electricity_installed_capacity_MK 5270.6
## - Tide_and_wave_electricity_net_generation_BKWH 5296.0
##
## Step: AIC=5239.31
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Motor_gasoline_production_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_imports_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_installed_capacity_MK + Fossil_fuels_electricity_net_generation_BKWH +
## Geothermal_electricity_installed_capacity_MK + Geothermal_electricity_net_generation_BKWH +
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Motor_gasoline_production_TBPD 1 3.9175e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.6176e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.9435e+21
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 5.8479e+21
## <none>
## - Electricity_imports_BKWH 1 6.1573e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 6.5947e+21
## - Electricity_installed_capacity_MK 1 7.4991e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 7.9669e+21
## - Wind_electricity_net_generation_BKWH 1 9.3002e+21
## + Electricity_exports_BKWH 1 2.0879e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.0281e+22
## + Crude_oil_including_lease_condensate_reserves_BB 1 4.0827e+20
## + Distillate_fuel_oil_production_TBPD 1 2.9846e+20
## + Jet_fuel_production_TBPD 1 2.4129e+20
## - Jet_fuel_consumption_TBPD 1 1.1781e+22
## + Nuclear_electricity_installed_capacity_MK 1 9.5274e+19
## + Solar_electricity_net_generation_BKWH 1 6.5899e+19
## + Hydroelectricity_net_generation_BKWH 1 3.5530e+19
## + Renewable_electricity_net_generation_BKWH 1 2.8721e+19
## + Crude_oil_including_lease_condensate_imports_TBPD 1 2.2384e+18
## - Geothermal_electricity_installed_capacity_MK 1 1.3756e+22
## - Kerosene_consumption_TBPD 1 1.5754e+22
## - Kerosene_production_TBPD 1 1.8905e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.9292e+22
## - Motor_gasoline_consumption_TBPD 1 1.9831e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.0844e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.1246e+22
## - Other_refined_products_production_TBPD 1 2.1446e+22
## - Other_refined_products_consumption_TBPD 1 2.1589e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.2000e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.3183e+22
## - Refinery_processing_gain_TBPD 1 2.6165e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6593e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.6821e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.6928e+22
## - Other_liquids_production_TBPD 1 2.7274e+22
## - Solar_electricity_installed_capacity_MK 1 2.9610e+22
## - Wind_electricity_installed_capacity_MK 1 3.3421e+22
## - Population 1 4.1658e+22
## - Nuclear_electricity_net_generation_BKWH 1 4.2688e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.5176e+22
## - Electricity_distribution_losses_BKWH 1 4.9301e+22
## - Bunker_fuel_consumption_TBPD 1 5.1116e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.1294e+22
## - Electricity_net_generation_BKWH 1 5.1460e+22
## - Refined_petroleum_products_production_TBPD 1 5.7700e+22
## - Residual_fuel_oil_production_TBPD 1 5.8924e+22
## - Electricity_net_imports_BKWH 1 6.3201e+22
## - Electricity_net_consumption_BKWH 1 6.4290e+22
## - Renewable_electricity_installed_capacity_MK 1 6.4731e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.0296e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.3001e+22
## - Hydroelectricity_installed_capacity_MK 1 8.9567e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 9.5126e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0743e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0774e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2234e+23
## RSS
## - Motor_gasoline_production_TBPD 3.1060e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.1130e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1163e+23
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.1253e+23
## <none> 3.0668e+23
## - Electricity_imports_BKWH 3.1284e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.1328e+23
## - Electricity_installed_capacity_MK 3.1418e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.1465e+23
## - Wind_electricity_net_generation_BKWH 3.1598e+23
## + Electricity_exports_BKWH 3.0459e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.1696e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.0627e+23
## + Distillate_fuel_oil_production_TBPD 3.0638e+23
## + Jet_fuel_production_TBPD 3.0644e+23
## - Jet_fuel_consumption_TBPD 3.1846e+23
## + Nuclear_electricity_installed_capacity_MK 3.0659e+23
## + Solar_electricity_net_generation_BKWH 3.0662e+23
## + Hydroelectricity_net_generation_BKWH 3.0665e+23
## + Renewable_electricity_net_generation_BKWH 3.0665e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.0668e+23
## - Geothermal_electricity_installed_capacity_MK 3.2044e+23
## - Kerosene_consumption_TBPD 3.2244e+23
## - Kerosene_production_TBPD 3.2559e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.2597e+23
## - Motor_gasoline_consumption_TBPD 3.2651e+23
## - Residual_fuel_oil_consumption_TBPD 3.2753e+23
## - Distillate_fuel_oil_consumption_TBPD 3.2793e+23
## - Other_refined_products_production_TBPD 3.2813e+23
## - Other_refined_products_consumption_TBPD 3.2827e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.2868e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.2987e+23
## - Refinery_processing_gain_TBPD 3.3285e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3328e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3350e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.3361e+23
## - Other_liquids_production_TBPD 3.3396e+23
## - Solar_electricity_installed_capacity_MK 3.3629e+23
## - Wind_electricity_installed_capacity_MK 3.4010e+23
## - Population 3.4834e+23
## - Nuclear_electricity_net_generation_BKWH 3.4937e+23
## - Geothermal_electricity_net_generation_BKWH 3.5186e+23
## - Electricity_distribution_losses_BKWH 3.5598e+23
## - Bunker_fuel_consumption_TBPD 3.5780e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.5798e+23
## - Electricity_net_generation_BKWH 3.5814e+23
## - Refined_petroleum_products_production_TBPD 3.6438e+23
## - Residual_fuel_oil_production_TBPD 3.6561e+23
## - Electricity_net_imports_BKWH 3.6988e+23
## - Electricity_net_consumption_BKWH 3.7097e+23
## - Renewable_electricity_installed_capacity_MK 3.7141e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.7698e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.8968e+23
## - Hydroelectricity_installed_capacity_MK 3.9625e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.0181e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.1412e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.1442e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.2902e+23
## AIC
## - Motor_gasoline_production_TBPD 5238.6
## - Fossil_fuels_electricity_installed_capacity_MK 5238.9
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5239.0
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5239.3
## <none> 5239.3
## - Electricity_imports_BKWH 5239.4
## - Biomass_and_waste_electricity_installed_capacity_MK 5239.5
## - Electricity_installed_capacity_MK 5239.8
## - Crude_oil_including_lease_condensate_exports_TBPD 5240.0
## - Wind_electricity_net_generation_BKWH 5240.4
## + Electricity_exports_BKWH 5240.6
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5240.7
## + Crude_oil_including_lease_condensate_reserves_BB 5241.2
## + Distillate_fuel_oil_production_TBPD 5241.2
## + Jet_fuel_production_TBPD 5241.2
## - Jet_fuel_consumption_TBPD 5241.2
## + Nuclear_electricity_installed_capacity_MK 5241.3
## + Solar_electricity_net_generation_BKWH 5241.3
## + Hydroelectricity_net_generation_BKWH 5241.3
## + Renewable_electricity_net_generation_BKWH 5241.3
## + Crude_oil_including_lease_condensate_imports_TBPD 5241.3
## - Geothermal_electricity_installed_capacity_MK 5241.9
## - Kerosene_consumption_TBPD 5242.5
## - Kerosene_production_TBPD 5243.5
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5243.7
## - Motor_gasoline_consumption_TBPD 5243.8
## - Residual_fuel_oil_consumption_TBPD 5244.2
## - Distillate_fuel_oil_consumption_TBPD 5244.3
## - Other_refined_products_production_TBPD 5244.3
## - Other_refined_products_consumption_TBPD 5244.4
## - Petroleum_and_other_liquids_consumption_TBPD 5244.5
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5244.9
## - Refinery_processing_gain_TBPD 5245.8
## - Natural_gas_plant_liquids_production_TBPD 5246.0
## - Petroleum_and_other_liquids_production_TBPD 5246.0
## - Crude_oil_including_lease_condensate_production_TBPD 5246.1
## - Other_liquids_production_TBPD 5246.2
## - Solar_electricity_installed_capacity_MK 5246.9
## - Wind_electricity_installed_capacity_MK 5248.1
## - Population 5250.6
## - Nuclear_electricity_net_generation_BKWH 5250.9
## - Geothermal_electricity_net_generation_BKWH 5251.6
## - Electricity_distribution_losses_BKWH 5252.8
## - Bunker_fuel_consumption_TBPD 5253.3
## - Bunker_residual_fuel_oil_consumption_TBPD 5253.4
## - Electricity_net_generation_BKWH 5253.4
## - Refined_petroleum_products_production_TBPD 5255.2
## - Residual_fuel_oil_production_TBPD 5255.6
## - Electricity_net_imports_BKWH 5256.8
## - Electricity_net_consumption_BKWH 5257.1
## - Renewable_electricity_installed_capacity_MK 5257.2
## - Non.hydro_renewable_electricity_installed_capacity_MK 5258.8
## - Fossil_fuels_electricity_net_generation_BKWH 5262.2
## - Hydroelectricity_installed_capacity_MK 5264.0
## - Non.hydro_renewable_electricity_net_generation_BKWH 5265.4
## - Biomass_and_waste_electricity_net_generation_BKWH 5268.5
## - Tide_and_wave_electricity_installed_capacity_MK 5268.6
## - Tide_and_wave_electricity_net_generation_BKWH 5294.0
##
## Step: AIC=5238.63
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Liquefied_petroleum_gases_.LPG._production_TBPD + Motor_gasoline_consumption_TBPD +
## Natural_gas_plant_liquids_production_TBPD + Other_liquids_production_TBPD +
## Other_refined_products_consumption_TBPD + Other_refined_products_production_TBPD +
## Petroleum_and_other_liquids_CO2_emissions_MMTCD + Petroleum_and_other_liquids_consumption_TBPD +
## Petroleum_and_other_liquids_production_TBPD + Refined_petroleum_products_production_TBPD +
## Refinery_processing_gain_TBPD + Residual_fuel_oil_consumption_TBPD +
## Residual_fuel_oil_production_TBPD + Biomass_and_waste_electricity_installed_capacity_MK +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_imports_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_installed_capacity_MK +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Liquefied_petroleum_gases_.LPG._production_TBPD 1 3.0395e+21
## - Fossil_fuels_electricity_installed_capacity_MK 1 3.5696e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.1018e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 5.7174e+21
## - Electricity_installed_capacity_MK 1 6.0238e+21
## <none>
## - Electricity_imports_BKWH 1 6.1923e+21
## + Motor_gasoline_production_TBPD 1 3.9175e+21
## + Jet_fuel_production_TBPD 1 2.8914e+21
## - Wind_electricity_net_generation_BKWH 1 9.6017e+21
## + Electricity_exports_BKWH 1 2.0862e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.0826e+22
## + Crude_oil_including_lease_condensate_imports_TBPD 1 5.7143e+20
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.1623e+22
## + Crude_oil_including_lease_condensate_reserves_BB 1 3.6983e+20
## + Distillate_fuel_oil_production_TBPD 1 2.9832e+20
## + Solar_electricity_net_generation_BKWH 1 1.9141e+20
## + Hydroelectricity_net_generation_BKWH 1 1.8779e+20
## + Nuclear_electricity_installed_capacity_MK 1 3.6880e+19
## + Renewable_electricity_net_generation_BKWH 1 4.1843e+18
## - Jet_fuel_consumption_TBPD 1 1.3913e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.5190e+22
## - Kerosene_production_TBPD 1 1.5510e+22
## - Kerosene_consumption_TBPD 1 1.7811e+22
## - Other_refined_products_production_TBPD 1 1.9432e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 2.1796e+22
## - Motor_gasoline_consumption_TBPD 1 2.2217e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.3419e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.3699e+22
## - Other_refined_products_consumption_TBPD 1 2.4161e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.4291e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.4641e+22
## - Solar_electricity_installed_capacity_MK 1 2.6883e+22
## - Wind_electricity_installed_capacity_MK 1 3.0126e+22
## - Natural_gas_plant_liquids_production_TBPD 1 3.0830e+22
## - Petroleum_and_other_liquids_production_TBPD 1 3.0987e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 3.1127e+22
## - Other_liquids_production_TBPD 1 3.1424e+22
## - Population 1 3.8707e+22
## - Geothermal_electricity_net_generation_BKWH 1 4.1330e+22
## - Nuclear_electricity_net_generation_BKWH 1 4.1787e+22
## - Refinery_processing_gain_TBPD 1 4.3028e+22
## - Electricity_distribution_losses_BKWH 1 5.0558e+22
## - Electricity_net_generation_BKWH 1 5.1885e+22
## - Refined_petroleum_products_production_TBPD 1 5.3782e+22
## - Bunker_fuel_consumption_TBPD 1 5.4656e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 6.0725e+22
## - Electricity_net_imports_BKWH 1 6.4854e+22
## - Electricity_net_consumption_BKWH 1 6.5265e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 6.6904e+22
## - Renewable_electricity_installed_capacity_MK 1 6.7731e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.5876e+22
## - Residual_fuel_oil_production_TBPD 1 9.0728e+22
## - Hydroelectricity_installed_capacity_MK 1 9.1089e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 9.2850e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0491e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.0880e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2797e+23
## RSS
## - Liquefied_petroleum_gases_.LPG._production_TBPD 3.1364e+23
## - Fossil_fuels_electricity_installed_capacity_MK 3.1417e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1470e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.1632e+23
## - Electricity_installed_capacity_MK 3.1662e+23
## <none> 3.1060e+23
## - Electricity_imports_BKWH 3.1679e+23
## + Motor_gasoline_production_TBPD 3.0668e+23
## + Jet_fuel_production_TBPD 3.0771e+23
## - Wind_electricity_net_generation_BKWH 3.2020e+23
## + Electricity_exports_BKWH 3.0851e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.2143e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1003e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.2222e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.1023e+23
## + Distillate_fuel_oil_production_TBPD 3.1030e+23
## + Solar_electricity_net_generation_BKWH 3.1041e+23
## + Hydroelectricity_net_generation_BKWH 3.1041e+23
## + Nuclear_electricity_installed_capacity_MK 3.1056e+23
## + Renewable_electricity_net_generation_BKWH 3.1060e+23
## - Jet_fuel_consumption_TBPD 3.2451e+23
## - Geothermal_electricity_installed_capacity_MK 3.2579e+23
## - Kerosene_production_TBPD 3.2611e+23
## - Kerosene_consumption_TBPD 3.2841e+23
## - Other_refined_products_production_TBPD 3.3003e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3240e+23
## - Motor_gasoline_consumption_TBPD 3.3282e+23
## - Residual_fuel_oil_consumption_TBPD 3.3402e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3430e+23
## - Other_refined_products_consumption_TBPD 3.3476e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3489e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3524e+23
## - Solar_electricity_installed_capacity_MK 3.3748e+23
## - Wind_electricity_installed_capacity_MK 3.4073e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4143e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4159e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4173e+23
## - Other_liquids_production_TBPD 3.4202e+23
## - Population 3.4931e+23
## - Geothermal_electricity_net_generation_BKWH 3.5193e+23
## - Nuclear_electricity_net_generation_BKWH 3.5239e+23
## - Refinery_processing_gain_TBPD 3.5363e+23
## - Electricity_distribution_losses_BKWH 3.6116e+23
## - Electricity_net_generation_BKWH 3.6249e+23
## - Refined_petroleum_products_production_TBPD 3.6438e+23
## - Bunker_fuel_consumption_TBPD 3.6526e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7132e+23
## - Electricity_net_imports_BKWH 3.7545e+23
## - Electricity_net_consumption_BKWH 3.7587e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.7750e+23
## - Renewable_electricity_installed_capacity_MK 3.7833e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.9648e+23
## - Residual_fuel_oil_production_TBPD 4.0133e+23
## - Hydroelectricity_installed_capacity_MK 4.0169e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.0345e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.1551e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.1940e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.3857e+23
## AIC
## - Liquefied_petroleum_gases_.LPG._production_TBPD 5237.6
## - Fossil_fuels_electricity_installed_capacity_MK 5237.8
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5238.0
## - Biomass_and_waste_electricity_installed_capacity_MK 5238.5
## - Electricity_installed_capacity_MK 5238.6
## <none> 5238.6
## - Electricity_imports_BKWH 5238.7
## + Motor_gasoline_production_TBPD 5239.3
## + Jet_fuel_production_TBPD 5239.7
## - Wind_electricity_net_generation_BKWH 5239.8
## + Electricity_exports_BKWH 5239.9
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5240.2
## + Crude_oil_including_lease_condensate_imports_TBPD 5240.4
## - Crude_oil_including_lease_condensate_exports_TBPD 5240.5
## + Crude_oil_including_lease_condensate_reserves_BB 5240.5
## + Distillate_fuel_oil_production_TBPD 5240.5
## + Solar_electricity_net_generation_BKWH 5240.6
## + Hydroelectricity_net_generation_BKWH 5240.6
## + Nuclear_electricity_installed_capacity_MK 5240.6
## + Renewable_electricity_net_generation_BKWH 5240.6
## - Jet_fuel_consumption_TBPD 5241.2
## - Geothermal_electricity_installed_capacity_MK 5241.6
## - Kerosene_production_TBPD 5241.7
## - Kerosene_consumption_TBPD 5242.4
## - Other_refined_products_production_TBPD 5242.9
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5243.7
## - Motor_gasoline_consumption_TBPD 5243.8
## - Residual_fuel_oil_consumption_TBPD 5244.2
## - Distillate_fuel_oil_consumption_TBPD 5244.3
## - Other_refined_products_consumption_TBPD 5244.4
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5244.5
## - Petroleum_and_other_liquids_consumption_TBPD 5244.6
## - Solar_electricity_installed_capacity_MK 5245.3
## - Wind_electricity_installed_capacity_MK 5246.3
## - Natural_gas_plant_liquids_production_TBPD 5246.5
## - Petroleum_and_other_liquids_production_TBPD 5246.5
## - Crude_oil_including_lease_condensate_production_TBPD 5246.6
## - Other_liquids_production_TBPD 5246.7
## - Population 5248.8
## - Geothermal_electricity_net_generation_BKWH 5249.6
## - Nuclear_electricity_net_generation_BKWH 5249.8
## - Refinery_processing_gain_TBPD 5250.1
## - Electricity_distribution_losses_BKWH 5252.3
## - Electricity_net_generation_BKWH 5252.7
## - Refined_petroleum_products_production_TBPD 5253.2
## - Bunker_fuel_consumption_TBPD 5253.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5255.2
## - Electricity_net_imports_BKWH 5256.4
## - Electricity_net_consumption_BKWH 5256.5
## - Non.hydro_renewable_electricity_installed_capacity_MK 5256.9
## - Renewable_electricity_installed_capacity_MK 5257.1
## - Fossil_fuels_electricity_net_generation_BKWH 5262.0
## - Residual_fuel_oil_production_TBPD 5263.3
## - Hydroelectricity_installed_capacity_MK 5263.4
## - Non.hydro_renewable_electricity_net_generation_BKWH 5263.8
## - Biomass_and_waste_electricity_net_generation_BKWH 5266.9
## - Tide_and_wave_electricity_installed_capacity_MK 5267.9
## - Tide_and_wave_electricity_net_generation_BKWH 5293.9
##
## Step: AIC=5237.65
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_imports_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_installed_capacity_MK + Fossil_fuels_electricity_net_generation_BKWH +
## Geothermal_electricity_installed_capacity_MK + Geothermal_electricity_net_generation_BKWH +
## Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Fossil_fuels_electricity_installed_capacity_MK 1 4.4616e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 4.6808e+21
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.9421e+21
## - Electricity_imports_BKWH 1 5.4869e+21
## <none>
## + Jet_fuel_production_TBPD 1 5.6056e+21
## - Wind_electricity_net_generation_BKWH 1 7.5079e+21
## - Electricity_installed_capacity_MK 1 7.6381e+21
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 3.0395e+21
## + Crude_oil_including_lease_condensate_imports_TBPD 1 1.6953e+21
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.6404e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 1.0608e+22
## + Motor_gasoline_production_TBPD 1 1.1091e+21
## - Jet_fuel_consumption_TBPD 1 1.1978e+22
## + Nuclear_electricity_installed_capacity_MK 1 1.0140e+20
## + Distillate_fuel_oil_production_TBPD 1 4.6975e+19
## + Hydroelectricity_net_generation_BKWH 1 2.8403e+19
## + Renewable_electricity_net_generation_BKWH 1 1.4459e+19
## + Electricity_exports_BKWH 1 1.4353e+19
## + Solar_electricity_net_generation_BKWH 1 3.7619e+17
## - Kerosene_production_TBPD 1 1.2750e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.3158e+22
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.5422e+22
## - Kerosene_consumption_TBPD 1 1.5621e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.9648e+22
## - Other_refined_products_production_TBPD 1 1.9725e+22
## - Motor_gasoline_consumption_TBPD 1 2.0065e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.1163e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.1501e+22
## - Other_refined_products_consumption_TBPD 1 2.1947e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.2386e+22
## - Solar_electricity_installed_capacity_MK 1 2.4676e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.5191e+22
## - Wind_electricity_installed_capacity_MK 1 2.9387e+22
## - Natural_gas_plant_liquids_production_TBPD 1 3.1989e+22
## - Petroleum_and_other_liquids_production_TBPD 1 3.2236e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 3.2409e+22
## - Other_liquids_production_TBPD 1 3.2691e+22
## - Population 1 3.8266e+22
## - Geothermal_electricity_net_generation_BKWH 1 3.9548e+22
## - Refinery_processing_gain_TBPD 1 4.2081e+22
## - Nuclear_electricity_net_generation_BKWH 1 4.4181e+22
## - Electricity_distribution_losses_BKWH 1 4.8358e+22
## - Electricity_net_generation_BKWH 1 4.9816e+22
## - Bunker_fuel_consumption_TBPD 1 5.1984e+22
## - Refined_petroleum_products_production_TBPD 1 5.2951e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 6.0082e+22
## - Electricity_net_imports_BKWH 1 6.2412e+22
## - Electricity_net_consumption_BKWH 1 6.2933e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.0113e+22
## - Renewable_electricity_installed_capacity_MK 1 8.1923e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.5994e+22
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 8.9895e+22
## - Residual_fuel_oil_production_TBPD 1 9.2517e+22
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.0187e+23
## - Hydroelectricity_installed_capacity_MK 1 1.1159e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.1836e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2647e+23
## RSS
## - Fossil_fuels_electricity_installed_capacity_MK 3.1810e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.1832e+23
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1858e+23
## - Electricity_imports_BKWH 3.1913e+23
## <none> 3.1364e+23
## + Jet_fuel_production_TBPD 3.0803e+23
## - Wind_electricity_net_generation_BKWH 3.2115e+23
## - Electricity_installed_capacity_MK 3.2128e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.1060e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1194e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.1200e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.2425e+23
## + Motor_gasoline_production_TBPD 3.1253e+23
## - Jet_fuel_consumption_TBPD 3.2562e+23
## + Nuclear_electricity_installed_capacity_MK 3.1354e+23
## + Distillate_fuel_oil_production_TBPD 3.1359e+23
## + Hydroelectricity_net_generation_BKWH 3.1361e+23
## + Renewable_electricity_net_generation_BKWH 3.1363e+23
## + Electricity_exports_BKWH 3.1363e+23
## + Solar_electricity_net_generation_BKWH 3.1364e+23
## - Kerosene_production_TBPD 3.2639e+23
## - Geothermal_electricity_installed_capacity_MK 3.2680e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.2906e+23
## - Kerosene_consumption_TBPD 3.2926e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3329e+23
## - Other_refined_products_production_TBPD 3.3337e+23
## - Motor_gasoline_consumption_TBPD 3.3370e+23
## - Residual_fuel_oil_consumption_TBPD 3.3480e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3514e+23
## - Other_refined_products_consumption_TBPD 3.3559e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3603e+23
## - Solar_electricity_installed_capacity_MK 3.3832e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3883e+23
## - Wind_electricity_installed_capacity_MK 3.4303e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4563e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4588e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4605e+23
## - Other_liquids_production_TBPD 3.4633e+23
## - Population 3.5191e+23
## - Geothermal_electricity_net_generation_BKWH 3.5319e+23
## - Refinery_processing_gain_TBPD 3.5572e+23
## - Nuclear_electricity_net_generation_BKWH 3.5782e+23
## - Electricity_distribution_losses_BKWH 3.6200e+23
## - Electricity_net_generation_BKWH 3.6346e+23
## - Bunker_fuel_consumption_TBPD 3.6562e+23
## - Refined_petroleum_products_production_TBPD 3.6659e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7372e+23
## - Electricity_net_imports_BKWH 3.7605e+23
## - Electricity_net_consumption_BKWH 3.7657e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.8375e+23
## - Renewable_electricity_installed_capacity_MK 3.9556e+23
## - Fossil_fuels_electricity_net_generation_BKWH 3.9963e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.0354e+23
## - Residual_fuel_oil_production_TBPD 4.0616e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.1551e+23
## - Hydroelectricity_installed_capacity_MK 4.2523e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.3200e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.4011e+23
## AIC
## - Fossil_fuels_electricity_installed_capacity_MK 5237.1
## - Biomass_and_waste_electricity_installed_capacity_MK 5237.2
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5237.3
## - Electricity_imports_BKWH 5237.5
## <none> 5237.6
## + Jet_fuel_production_TBPD 5237.8
## - Wind_electricity_net_generation_BKWH 5238.1
## - Electricity_installed_capacity_MK 5238.1
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5238.6
## + Crude_oil_including_lease_condensate_imports_TBPD 5239.1
## + Crude_oil_including_lease_condensate_reserves_BB 5239.1
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5239.1
## + Motor_gasoline_production_TBPD 5239.3
## - Jet_fuel_consumption_TBPD 5239.5
## + Nuclear_electricity_installed_capacity_MK 5239.6
## + Distillate_fuel_oil_production_TBPD 5239.6
## + Hydroelectricity_net_generation_BKWH 5239.6
## + Renewable_electricity_net_generation_BKWH 5239.6
## + Electricity_exports_BKWH 5239.6
## + Solar_electricity_net_generation_BKWH 5239.6
## - Kerosene_production_TBPD 5239.8
## - Geothermal_electricity_installed_capacity_MK 5239.9
## - Crude_oil_including_lease_condensate_exports_TBPD 5240.6
## - Kerosene_consumption_TBPD 5240.7
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5242.0
## - Other_refined_products_production_TBPD 5242.0
## - Motor_gasoline_consumption_TBPD 5242.1
## - Residual_fuel_oil_consumption_TBPD 5242.4
## - Distillate_fuel_oil_consumption_TBPD 5242.5
## - Other_refined_products_consumption_TBPD 5242.7
## - Petroleum_and_other_liquids_consumption_TBPD 5242.8
## - Solar_electricity_installed_capacity_MK 5243.5
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5243.7
## - Wind_electricity_installed_capacity_MK 5245.0
## - Natural_gas_plant_liquids_production_TBPD 5245.7
## - Petroleum_and_other_liquids_production_TBPD 5245.8
## - Crude_oil_including_lease_condensate_production_TBPD 5245.9
## - Other_liquids_production_TBPD 5246.0
## - Population 5247.6
## - Geothermal_electricity_net_generation_BKWH 5248.0
## - Refinery_processing_gain_TBPD 5248.7
## - Nuclear_electricity_net_generation_BKWH 5249.4
## - Electricity_distribution_losses_BKWH 5250.6
## - Electricity_net_generation_BKWH 5251.0
## - Bunker_fuel_consumption_TBPD 5251.6
## - Refined_petroleum_products_production_TBPD 5251.9
## - Bunker_residual_fuel_oil_consumption_TBPD 5253.9
## - Electricity_net_imports_BKWH 5254.5
## - Electricity_net_consumption_BKWH 5254.7
## - Non.hydro_renewable_electricity_installed_capacity_MK 5256.6
## - Renewable_electricity_installed_capacity_MK 5259.8
## - Fossil_fuels_electricity_net_generation_BKWH 5260.8
## - Non.hydro_renewable_electricity_net_generation_BKWH 5261.9
## - Residual_fuel_oil_production_TBPD 5262.5
## - Biomass_and_waste_electricity_net_generation_BKWH 5264.9
## - Hydroelectricity_installed_capacity_MK 5267.3
## - Tide_and_wave_electricity_installed_capacity_MK 5268.9
## - Tide_and_wave_electricity_net_generation_BKWH 5292.2
##
## Step: AIC=5237.12
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_imports_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_installed_capacity_MK +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.8437e+20
## - Electricity_imports_BKWH 1 3.6061e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 4.4736e+21
## + Jet_fuel_production_TBPD 1 7.6513e+21
## <none>
## + Fossil_fuels_electricity_installed_capacity_MK 1 4.4616e+21
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 3.9315e+21
## - Jet_fuel_consumption_TBPD 1 8.7983e+21
## + Nuclear_electricity_installed_capacity_MK 1 2.9558e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 9.6452e+21
## + Crude_oil_including_lease_condensate_imports_TBPD 1 2.3149e+21
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.9777e+21
## + Distillate_fuel_oil_production_TBPD 1 9.7663e+20
## - Kerosene_production_TBPD 1 1.1597e+22
## - Kerosene_consumption_TBPD 1 1.1807e+22
## + Motor_gasoline_production_TBPD 1 4.3733e+20
## + Renewable_electricity_net_generation_BKWH 1 1.8426e+20
## + Solar_electricity_net_generation_BKWH 1 6.1831e+19
## + Hydroelectricity_net_generation_BKWH 1 3.8104e+18
## + Electricity_exports_BKWH 1 5.2140e+17
## - Geothermal_electricity_installed_capacity_MK 1 1.3629e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.5715e+22
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.5768e+22
## - Motor_gasoline_consumption_TBPD 1 1.6159e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.7220e+22
## - Wind_electricity_net_generation_BKWH 1 1.7504e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.7522e+22
## - Other_refined_products_consumption_TBPD 1 1.7946e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.8306e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.1621e+22
## - Other_refined_products_production_TBPD 1 2.3337e+22
## - Solar_electricity_installed_capacity_MK 1 2.7071e+22
## - Wind_electricity_installed_capacity_MK 1 2.8641e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.8703e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.8957e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.9125e+22
## - Other_liquids_production_TBPD 1 2.9412e+22
## - Population 1 3.4638e+22
## - Electricity_installed_capacity_MK 1 3.6231e+22
## - Refinery_processing_gain_TBPD 1 3.8074e+22
## - Electricity_distribution_losses_BKWH 1 4.5560e+22
## - Electricity_net_generation_BKWH 1 4.7340e+22
## - Bunker_fuel_consumption_TBPD 1 4.8095e+22
## - Refined_petroleum_products_production_TBPD 1 5.1390e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.6357e+22
## - Electricity_net_imports_BKWH 1 5.8891e+22
## - Electricity_net_consumption_BKWH 1 6.0024e+22
## - Geothermal_electricity_net_generation_BKWH 1 6.3782e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 6.6633e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 8.3662e+22
## - Residual_fuel_oil_production_TBPD 1 8.9625e+22
## - Renewable_electricity_installed_capacity_MK 1 9.3807e+22
## - Hydroelectricity_installed_capacity_MK 1 1.0721e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.1199e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.1420e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.5580e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.6315e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2315e+23
## RSS
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1859e+23
## - Electricity_imports_BKWH 3.2171e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.2257e+23
## + Jet_fuel_production_TBPD 3.1045e+23
## <none> 3.1810e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.1364e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.1417e+23
## - Jet_fuel_consumption_TBPD 3.2690e+23
## + Nuclear_electricity_installed_capacity_MK 3.1515e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.2775e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1579e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.1612e+23
## + Distillate_fuel_oil_production_TBPD 3.1712e+23
## - Kerosene_production_TBPD 3.2970e+23
## - Kerosene_consumption_TBPD 3.2991e+23
## + Motor_gasoline_production_TBPD 3.1766e+23
## + Renewable_electricity_net_generation_BKWH 3.1792e+23
## + Solar_electricity_net_generation_BKWH 3.1804e+23
## + Hydroelectricity_net_generation_BKWH 3.1810e+23
## + Electricity_exports_BKWH 3.1810e+23
## - Geothermal_electricity_installed_capacity_MK 3.3173e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3382e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.3387e+23
## - Motor_gasoline_consumption_TBPD 3.3426e+23
## - Residual_fuel_oil_consumption_TBPD 3.3532e+23
## - Wind_electricity_net_generation_BKWH 3.3561e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3562e+23
## - Other_refined_products_consumption_TBPD 3.3605e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3641e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3972e+23
## - Other_refined_products_production_TBPD 3.4144e+23
## - Solar_electricity_installed_capacity_MK 3.4517e+23
## - Wind_electricity_installed_capacity_MK 3.4674e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4680e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4706e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4723e+23
## - Other_liquids_production_TBPD 3.4751e+23
## - Population 3.5274e+23
## - Electricity_installed_capacity_MK 3.5433e+23
## - Refinery_processing_gain_TBPD 3.5617e+23
## - Electricity_distribution_losses_BKWH 3.6366e+23
## - Electricity_net_generation_BKWH 3.6544e+23
## - Bunker_fuel_consumption_TBPD 3.6620e+23
## - Refined_petroleum_products_production_TBPD 3.6949e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7446e+23
## - Electricity_net_imports_BKWH 3.7699e+23
## - Electricity_net_consumption_BKWH 3.7813e+23
## - Geothermal_electricity_net_generation_BKWH 3.8188e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.8473e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.0176e+23
## - Residual_fuel_oil_production_TBPD 4.0773e+23
## - Renewable_electricity_installed_capacity_MK 4.1191e+23
## - Hydroelectricity_installed_capacity_MK 4.2531e+23
## - Nuclear_electricity_net_generation_BKWH 4.3009e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.3230e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.7390e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 4.8125e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.4125e+23
## AIC
## - Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5235.3
## - Electricity_imports_BKWH 5236.3
## - Biomass_and_waste_electricity_installed_capacity_MK 5236.6
## + Jet_fuel_production_TBPD 5236.6
## <none> 5237.1
## + Fossil_fuels_electricity_installed_capacity_MK 5237.6
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5237.8
## - Jet_fuel_consumption_TBPD 5238.0
## + Nuclear_electricity_installed_capacity_MK 5238.1
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5238.2
## + Crude_oil_including_lease_condensate_imports_TBPD 5238.4
## + Crude_oil_including_lease_condensate_reserves_BB 5238.5
## + Distillate_fuel_oil_production_TBPD 5238.8
## - Kerosene_production_TBPD 5238.8
## - Kerosene_consumption_TBPD 5238.9
## + Motor_gasoline_production_TBPD 5239.0
## + Renewable_electricity_net_generation_BKWH 5239.1
## + Solar_electricity_net_generation_BKWH 5239.1
## + Hydroelectricity_net_generation_BKWH 5239.1
## + Electricity_exports_BKWH 5239.1
## - Geothermal_electricity_installed_capacity_MK 5239.5
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5240.1
## - Crude_oil_including_lease_condensate_exports_TBPD 5240.1
## - Motor_gasoline_consumption_TBPD 5240.3
## - Residual_fuel_oil_consumption_TBPD 5240.6
## - Wind_electricity_net_generation_BKWH 5240.7
## - Distillate_fuel_oil_consumption_TBPD 5240.7
## - Other_refined_products_consumption_TBPD 5240.8
## - Petroleum_and_other_liquids_consumption_TBPD 5240.9
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5242.0
## - Other_refined_products_production_TBPD 5242.5
## - Solar_electricity_installed_capacity_MK 5243.6
## - Wind_electricity_installed_capacity_MK 5244.1
## - Natural_gas_plant_liquids_production_TBPD 5244.1
## - Petroleum_and_other_liquids_production_TBPD 5244.2
## - Crude_oil_including_lease_condensate_production_TBPD 5244.2
## - Other_liquids_production_TBPD 5244.3
## - Population 5245.9
## - Electricity_installed_capacity_MK 5246.3
## - Refinery_processing_gain_TBPD 5246.9
## - Electricity_distribution_losses_BKWH 5249.0
## - Electricity_net_generation_BKWH 5249.5
## - Bunker_fuel_consumption_TBPD 5249.8
## - Refined_petroleum_products_production_TBPD 5250.7
## - Bunker_residual_fuel_oil_consumption_TBPD 5252.1
## - Electricity_net_imports_BKWH 5252.8
## - Electricity_net_consumption_BKWH 5253.1
## - Geothermal_electricity_net_generation_BKWH 5254.1
## - Non.hydro_renewable_electricity_installed_capacity_MK 5254.9
## - Fossil_fuels_electricity_net_generation_BKWH 5259.4
## - Residual_fuel_oil_production_TBPD 5260.9
## - Renewable_electricity_installed_capacity_MK 5262.0
## - Hydroelectricity_installed_capacity_MK 5265.3
## - Nuclear_electricity_net_generation_BKWH 5266.5
## - Tide_and_wave_electricity_installed_capacity_MK 5267.0
## - Non.hydro_renewable_electricity_net_generation_BKWH 5276.6
## - Biomass_and_waste_electricity_net_generation_BKWH 5278.2
## - Tide_and_wave_electricity_net_generation_BKWH 5290.4
##
## Step: AIC=5235.27
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_imports_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Electricity_imports_BKWH 1 3.1770e+21
## - Biomass_and_waste_electricity_installed_capacity_MK 1 4.4948e+21
## + Jet_fuel_production_TBPD 1 7.4787e+21
## <none>
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 3.8812e+21
## - Jet_fuel_consumption_TBPD 1 8.4923e+21
## + Nuclear_electricity_installed_capacity_MK 1 3.0925e+21
## + Crude_oil_including_lease_condensate_imports_TBPD 1 2.6768e+21
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 9.9331e+21
## + Crude_oil_including_lease_condensate_reserves_BB 1 2.1288e+21
## - Kerosene_production_TBPD 1 1.1154e+22
## - Kerosene_consumption_TBPD 1 1.1494e+22
## + Distillate_fuel_oil_production_TBPD 1 7.9091e+20
## + Motor_gasoline_production_TBPD 1 5.1052e+20
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 4.8437e+20
## + Electricity_exports_BKWH 1 8.3667e+19
## + Hydroelectricity_net_generation_BKWH 1 7.6378e+19
## + Renewable_electricity_net_generation_BKWH 1 6.0911e+19
## + Solar_electricity_net_generation_BKWH 1 5.6523e+19
## + Fossil_fuels_electricity_installed_capacity_MK 1 3.8642e+18
## - Geothermal_electricity_installed_capacity_MK 1 1.3531e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.5332e+22
## - Motor_gasoline_consumption_TBPD 1 1.5735e+22
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.6005e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.6798e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.7096e+22
## - Other_refined_products_consumption_TBPD 1 1.7507e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.7874e+22
## - Wind_electricity_net_generation_BKWH 1 1.9192e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 2.1365e+22
## - Other_refined_products_production_TBPD 1 2.3121e+22
## - Solar_electricity_installed_capacity_MK 1 2.7489e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.8503e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.8731e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.8889e+22
## - Wind_electricity_installed_capacity_MK 1 2.8926e+22
## - Other_liquids_production_TBPD 1 2.9199e+22
## - Population 1 3.5373e+22
## - Refinery_processing_gain_TBPD 1 3.7661e+22
## - Electricity_installed_capacity_MK 1 3.7768e+22
## - Electricity_distribution_losses_BKWH 1 4.8242e+22
## - Bunker_fuel_consumption_TBPD 1 4.8417e+22
## - Electricity_net_generation_BKWH 1 5.0776e+22
## - Refined_petroleum_products_production_TBPD 1 5.1164e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.6599e+22
## - Electricity_net_imports_BKWH 1 6.0982e+22
## - Electricity_net_consumption_BKWH 1 6.2938e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 6.6189e+22
## - Geothermal_electricity_net_generation_BKWH 1 6.9865e+22
## - Residual_fuel_oil_production_TBPD 1 8.9169e+22
## - Renewable_electricity_installed_capacity_MK 1 9.3533e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.0124e+23
## - Hydroelectricity_installed_capacity_MK 1 1.0789e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.1512e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.4359e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.6642e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.8311e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.2758e+23
## RSS
## - Electricity_imports_BKWH 3.2176e+23
## - Biomass_and_waste_electricity_installed_capacity_MK 3.2308e+23
## + Jet_fuel_production_TBPD 3.1111e+23
## <none> 3.1859e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.1470e+23
## - Jet_fuel_consumption_TBPD 3.2708e+23
## + Nuclear_electricity_installed_capacity_MK 3.1549e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1591e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.2852e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.1646e+23
## - Kerosene_production_TBPD 3.2974e+23
## - Kerosene_consumption_TBPD 3.3008e+23
## + Distillate_fuel_oil_production_TBPD 3.1779e+23
## + Motor_gasoline_production_TBPD 3.1808e+23
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1810e+23
## + Electricity_exports_BKWH 3.1850e+23
## + Hydroelectricity_net_generation_BKWH 3.1851e+23
## + Renewable_electricity_net_generation_BKWH 3.1852e+23
## + Solar_electricity_net_generation_BKWH 3.1853e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.1858e+23
## - Geothermal_electricity_installed_capacity_MK 3.3212e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3392e+23
## - Motor_gasoline_consumption_TBPD 3.3432e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.3459e+23
## - Residual_fuel_oil_consumption_TBPD 3.3538e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3568e+23
## - Other_refined_products_consumption_TBPD 3.3609e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3646e+23
## - Wind_electricity_net_generation_BKWH 3.3778e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3995e+23
## - Other_refined_products_production_TBPD 3.4171e+23
## - Solar_electricity_installed_capacity_MK 3.4607e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4709e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4732e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4748e+23
## - Wind_electricity_installed_capacity_MK 3.4751e+23
## - Other_liquids_production_TBPD 3.4778e+23
## - Population 3.5396e+23
## - Refinery_processing_gain_TBPD 3.5625e+23
## - Electricity_installed_capacity_MK 3.5635e+23
## - Electricity_distribution_losses_BKWH 3.6683e+23
## - Bunker_fuel_consumption_TBPD 3.6700e+23
## - Electricity_net_generation_BKWH 3.6936e+23
## - Refined_petroleum_products_production_TBPD 3.6975e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7518e+23
## - Electricity_net_imports_BKWH 3.7957e+23
## - Electricity_net_consumption_BKWH 3.8152e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.8477e+23
## - Geothermal_electricity_net_generation_BKWH 3.8845e+23
## - Residual_fuel_oil_production_TBPD 4.0775e+23
## - Renewable_electricity_installed_capacity_MK 4.1212e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.1982e+23
## - Hydroelectricity_installed_capacity_MK 4.2647e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.3370e+23
## - Nuclear_electricity_net_generation_BKWH 4.6217e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.8501e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 5.0169e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.4617e+23
## AIC
## - Electricity_imports_BKWH 5234.3
## - Biomass_and_waste_electricity_installed_capacity_MK 5234.7
## + Jet_fuel_production_TBPD 5234.8
## <none> 5235.3
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5236.0
## - Jet_fuel_consumption_TBPD 5236.0
## + Nuclear_electricity_installed_capacity_MK 5236.3
## + Crude_oil_including_lease_condensate_imports_TBPD 5236.4
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5236.5
## + Crude_oil_including_lease_condensate_reserves_BB 5236.6
## - Kerosene_production_TBPD 5236.9
## - Kerosene_consumption_TBPD 5237.0
## + Distillate_fuel_oil_production_TBPD 5237.0
## + Motor_gasoline_production_TBPD 5237.1
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5237.1
## + Electricity_exports_BKWH 5237.2
## + Hydroelectricity_net_generation_BKWH 5237.2
## + Renewable_electricity_net_generation_BKWH 5237.3
## + Solar_electricity_net_generation_BKWH 5237.3
## + Fossil_fuels_electricity_installed_capacity_MK 5237.3
## - Geothermal_electricity_installed_capacity_MK 5237.6
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5238.2
## - Motor_gasoline_consumption_TBPD 5238.3
## - Crude_oil_including_lease_condensate_exports_TBPD 5238.4
## - Residual_fuel_oil_consumption_TBPD 5238.6
## - Distillate_fuel_oil_consumption_TBPD 5238.7
## - Other_refined_products_consumption_TBPD 5238.8
## - Petroleum_and_other_liquids_consumption_TBPD 5239.0
## - Wind_electricity_net_generation_BKWH 5239.4
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5240.0
## - Other_refined_products_production_TBPD 5240.6
## - Solar_electricity_installed_capacity_MK 5241.9
## - Natural_gas_plant_liquids_production_TBPD 5242.2
## - Petroleum_and_other_liquids_production_TBPD 5242.3
## - Crude_oil_including_lease_condensate_production_TBPD 5242.3
## - Wind_electricity_installed_capacity_MK 5242.3
## - Other_liquids_production_TBPD 5242.4
## - Population 5244.2
## - Refinery_processing_gain_TBPD 5244.9
## - Electricity_installed_capacity_MK 5244.9
## - Electricity_distribution_losses_BKWH 5247.9
## - Bunker_fuel_consumption_TBPD 5248.0
## - Electricity_net_generation_BKWH 5248.7
## - Refined_petroleum_products_production_TBPD 5248.8
## - Bunker_residual_fuel_oil_consumption_TBPD 5250.3
## - Electricity_net_imports_BKWH 5251.5
## - Electricity_net_consumption_BKWH 5252.0
## - Non.hydro_renewable_electricity_installed_capacity_MK 5252.9
## - Geothermal_electricity_net_generation_BKWH 5253.9
## - Residual_fuel_oil_production_TBPD 5258.9
## - Renewable_electricity_installed_capacity_MK 5260.0
## - Fossil_fuels_electricity_net_generation_BKWH 5262.0
## - Hydroelectricity_installed_capacity_MK 5263.6
## - Tide_and_wave_electricity_installed_capacity_MK 5265.4
## - Nuclear_electricity_net_generation_BKWH 5272.0
## - Non.hydro_renewable_electricity_net_generation_BKWH 5277.0
## - Biomass_and_waste_electricity_net_generation_BKWH 5280.5
## - Tide_and_wave_electricity_net_generation_BKWH 5289.3
##
## Step: AIC=5234.31
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_installed_capacity_MK + Biomass_and_waste_electricity_net_generation_BKWH +
## Electricity_distribution_losses_BKWH + Electricity_installed_capacity_MK +
## Electricity_net_consumption_BKWH + Electricity_net_generation_BKWH +
## Electricity_net_imports_BKWH + Fossil_fuels_electricity_net_generation_BKWH +
## Geothermal_electricity_installed_capacity_MK + Geothermal_electricity_net_generation_BKWH +
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## - Biomass_and_waste_electricity_installed_capacity_MK 1 3.4871e+21
## + Jet_fuel_production_TBPD 1 7.9297e+21
## <none>
## - Kerosene_production_TBPD 1 8.2654e+21
## - Jet_fuel_consumption_TBPD 1 8.4996e+21
## + Electricity_exports_BKWH 1 3.2074e+21
## + Electricity_imports_BKWH 1 3.1770e+21
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 2.9924e+21
## + Crude_oil_including_lease_condensate_imports_TBPD 1 2.3934e+21
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.4207e+21
## + Distillate_fuel_oil_production_TBPD 1 1.1413e+21
## - Kerosene_consumption_TBPD 1 1.1465e+22
## + Motor_gasoline_production_TBPD 1 6.5251e+20
## + Fossil_fuels_electricity_installed_capacity_MK 1 5.4843e+20
## + Hydroelectricity_net_generation_BKWH 1 4.6966e+20
## + Solar_electricity_net_generation_BKWH 1 3.6102e+20
## + Nuclear_electricity_installed_capacity_MK 1 2.5496e+20
## - Geothermal_electricity_installed_capacity_MK 1 1.2455e+22
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 5.5244e+19
## + Renewable_electricity_net_generation_BKWH 1 1.4183e+19
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.4130e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.5043e+22
## - Motor_gasoline_consumption_TBPD 1 1.5422e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.6641e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.6926e+22
## - Other_refined_products_consumption_TBPD 1 1.7059e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.7437e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 1.8409e+22
## - Other_refined_products_production_TBPD 1 1.9984e+22
## - Wind_electricity_net_generation_BKWH 1 2.1954e+22
## - Solar_electricity_installed_capacity_MK 1 2.5712e+22
## - Wind_electricity_installed_capacity_MK 1 2.6142e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.6731e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.6947e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.7095e+22
## - Other_liquids_production_TBPD 1 2.7407e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 3.0662e+22
## - Refinery_processing_gain_TBPD 1 3.4484e+22
## - Population 1 3.6410e+22
## - Bunker_fuel_consumption_TBPD 1 4.6253e+22
## - Electricity_installed_capacity_MK 1 4.7347e+22
## - Electricity_distribution_losses_BKWH 1 5.0005e+22
## - Electricity_net_generation_BKWH 1 5.1859e+22
## - Refined_petroleum_products_production_TBPD 1 5.2134e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.5335e+22
## - Electricity_net_imports_BKWH 1 6.1453e+22
## - Electricity_net_consumption_BKWH 1 6.4458e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 6.6285e+22
## - Geothermal_electricity_net_generation_BKWH 1 6.9194e+22
## - Residual_fuel_oil_production_TBPD 1 9.3381e+22
## - Renewable_electricity_installed_capacity_MK 1 1.0939e+23
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.1638e+23
## - Hydroelectricity_installed_capacity_MK 1 1.2695e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.5525e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.5617e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.6507e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.8843e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.6361e+23
## RSS
## - Biomass_and_waste_electricity_installed_capacity_MK 3.2525e+23
## + Jet_fuel_production_TBPD 3.1383e+23
## <none> 3.2176e+23
## - Kerosene_production_TBPD 3.3003e+23
## - Jet_fuel_consumption_TBPD 3.3026e+23
## + Electricity_exports_BKWH 3.1856e+23
## + Electricity_imports_BKWH 3.1859e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.1877e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1937e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.2034e+23
## + Distillate_fuel_oil_production_TBPD 3.2062e+23
## - Kerosene_consumption_TBPD 3.3323e+23
## + Motor_gasoline_production_TBPD 3.2111e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.2121e+23
## + Hydroelectricity_net_generation_BKWH 3.2129e+23
## + Solar_electricity_net_generation_BKWH 3.2140e+23
## + Nuclear_electricity_installed_capacity_MK 3.2151e+23
## - Geothermal_electricity_installed_capacity_MK 3.3422e+23
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.2171e+23
## + Renewable_electricity_net_generation_BKWH 3.2175e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.3589e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3681e+23
## - Motor_gasoline_consumption_TBPD 3.3719e+23
## - Residual_fuel_oil_consumption_TBPD 3.3840e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3869e+23
## - Other_refined_products_consumption_TBPD 3.3882e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3920e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.4017e+23
## - Other_refined_products_production_TBPD 3.4175e+23
## - Wind_electricity_net_generation_BKWH 3.4372e+23
## - Solar_electricity_installed_capacity_MK 3.4747e+23
## - Wind_electricity_installed_capacity_MK 3.4790e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4849e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4871e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4886e+23
## - Other_liquids_production_TBPD 3.4917e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.5242e+23
## - Refinery_processing_gain_TBPD 3.5625e+23
## - Population 3.5817e+23
## - Bunker_fuel_consumption_TBPD 3.6802e+23
## - Electricity_installed_capacity_MK 3.6911e+23
## - Electricity_distribution_losses_BKWH 3.7177e+23
## - Electricity_net_generation_BKWH 3.7362e+23
## - Refined_petroleum_products_production_TBPD 3.7390e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7710e+23
## - Electricity_net_imports_BKWH 3.8322e+23
## - Electricity_net_consumption_BKWH 3.8622e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.8805e+23
## - Geothermal_electricity_net_generation_BKWH 3.9096e+23
## - Residual_fuel_oil_production_TBPD 4.1514e+23
## - Renewable_electricity_installed_capacity_MK 4.3115e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.3814e+23
## - Hydroelectricity_installed_capacity_MK 4.4871e+23
## - Nuclear_electricity_net_generation_BKWH 4.7701e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.7794e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.8683e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 5.1019e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.8537e+23
## AIC
## - Biomass_and_waste_electricity_installed_capacity_MK 5233.4
## + Jet_fuel_production_TBPD 5233.7
## <none> 5234.3
## - Kerosene_production_TBPD 5234.9
## - Jet_fuel_consumption_TBPD 5235.0
## + Electricity_exports_BKWH 5235.3
## + Electricity_imports_BKWH 5235.3
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5235.3
## + Crude_oil_including_lease_condensate_imports_TBPD 5235.5
## + Crude_oil_including_lease_condensate_reserves_BB 5235.8
## + Distillate_fuel_oil_production_TBPD 5235.9
## - Kerosene_consumption_TBPD 5235.9
## + Motor_gasoline_production_TBPD 5236.1
## + Fossil_fuels_electricity_installed_capacity_MK 5236.1
## + Hydroelectricity_net_generation_BKWH 5236.2
## + Solar_electricity_net_generation_BKWH 5236.2
## + Nuclear_electricity_installed_capacity_MK 5236.2
## - Geothermal_electricity_installed_capacity_MK 5236.3
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5236.3
## + Renewable_electricity_net_generation_BKWH 5236.3
## - Crude_oil_including_lease_condensate_exports_TBPD 5236.8
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5237.1
## - Motor_gasoline_consumption_TBPD 5237.2
## - Residual_fuel_oil_consumption_TBPD 5237.6
## - Distillate_fuel_oil_consumption_TBPD 5237.6
## - Other_refined_products_consumption_TBPD 5237.7
## - Petroleum_and_other_liquids_consumption_TBPD 5237.8
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5238.1
## - Other_refined_products_production_TBPD 5238.6
## - Wind_electricity_net_generation_BKWH 5239.2
## - Solar_electricity_installed_capacity_MK 5240.3
## - Wind_electricity_installed_capacity_MK 5240.4
## - Natural_gas_plant_liquids_production_TBPD 5240.6
## - Petroleum_and_other_liquids_production_TBPD 5240.7
## - Crude_oil_including_lease_condensate_production_TBPD 5240.7
## - Other_liquids_production_TBPD 5240.8
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5241.8
## - Refinery_processing_gain_TBPD 5242.9
## - Population 5243.5
## - Bunker_fuel_consumption_TBPD 5246.3
## - Electricity_installed_capacity_MK 5246.6
## - Electricity_distribution_losses_BKWH 5247.3
## - Electricity_net_generation_BKWH 5247.8
## - Refined_petroleum_products_production_TBPD 5247.9
## - Bunker_residual_fuel_oil_consumption_TBPD 5248.8
## - Electricity_net_imports_BKWH 5250.5
## - Electricity_net_consumption_BKWH 5251.3
## - Non.hydro_renewable_electricity_installed_capacity_MK 5251.8
## - Geothermal_electricity_net_generation_BKWH 5252.6
## - Residual_fuel_oil_production_TBPD 5258.8
## - Renewable_electricity_installed_capacity_MK 5262.7
## - Fossil_fuels_electricity_net_generation_BKWH 5264.4
## - Hydroelectricity_installed_capacity_MK 5266.9
## - Nuclear_electricity_net_generation_BKWH 5273.3
## - Tide_and_wave_electricity_installed_capacity_MK 5273.5
## - Non.hydro_renewable_electricity_net_generation_BKWH 5275.4
## - Biomass_and_waste_electricity_net_generation_BKWH 5280.2
## - Tide_and_wave_electricity_net_generation_BKWH 5294.5
##
## Step: AIC=5233.43
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH
##
## Df Sum of Sq
## + Jet_fuel_production_TBPD 1 7.3253e+21
## <none>
## - Jet_fuel_consumption_TBPD 1 7.5569e+21
## + Biomass_and_waste_electricity_installed_capacity_MK 1 3.4871e+21
## - Geothermal_electricity_installed_capacity_MK 1 9.5379e+21
## - Kerosene_production_TBPD 1 9.9066e+21
## - Kerosene_consumption_TBPD 1 1.0309e+22
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 2.1888e+21
## + Electricity_exports_BKWH 1 2.1846e+21
## + Electricity_imports_BKWH 1 2.1693e+21
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.5612e+21
## + Solar_electricity_net_generation_BKWH 1 1.5068e+21
## + Distillate_fuel_oil_production_TBPD 1 1.4574e+21
## + Crude_oil_including_lease_condensate_imports_TBPD 1 1.4519e+21
## + Motor_gasoline_production_TBPD 1 5.6732e+20
## + Fossil_fuels_electricity_installed_capacity_MK 1 3.6204e+20
## + Nuclear_electricity_installed_capacity_MK 1 3.0165e+20
## + Hydroelectricity_net_generation_BKWH 1 1.7108e+20
## + Renewable_electricity_net_generation_BKWH 1 1.2697e+19
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 7.0989e+18
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.3680e+22
## - Motor_gasoline_consumption_TBPD 1 1.4092e+22
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.4783e+22
## - Residual_fuel_oil_consumption_TBPD 1 1.5269e+22
## - Distillate_fuel_oil_consumption_TBPD 1 1.5617e+22
## - Other_refined_products_consumption_TBPD 1 1.5722e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 1.6033e+22
## - Other_refined_products_production_TBPD 1 1.6878e+22
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 1.7954e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.5505e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.5726e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.5875e+22
## - Other_liquids_production_TBPD 1 2.6235e+22
## - Wind_electricity_net_generation_BKWH 1 2.7546e+22
## - Refinery_processing_gain_TBPD 1 3.1682e+22
## - Population 1 3.7810e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 4.3284e+22
## - Bunker_fuel_consumption_TBPD 1 4.4037e+22
## - Electricity_distribution_losses_BKWH 1 4.6961e+22
## - Electricity_net_generation_BKWH 1 4.8746e+22
## - Refined_petroleum_products_production_TBPD 1 4.9702e+22
## - Electricity_installed_capacity_MK 1 5.0577e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.2966e+22
## - Electricity_net_imports_BKWH 1 5.8275e+22
## - Electricity_net_consumption_BKWH 1 6.1109e+22
## - Geothermal_electricity_net_generation_BKWH 1 7.0475e+22
## - Residual_fuel_oil_production_TBPD 1 9.2466e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.1445e+23
## - Solar_electricity_installed_capacity_MK 1 1.3370e+23
## - Renewable_electricity_installed_capacity_MK 1 1.3580e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 1.4296e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.5304e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.5384e+23
## - Hydroelectricity_installed_capacity_MK 1 1.5422e+23
## - Wind_electricity_installed_capacity_MK 1 1.5840e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.6933e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.9955e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.6139e+23
## RSS
## + Jet_fuel_production_TBPD 3.1792e+23
## <none> 3.2525e+23
## - Jet_fuel_consumption_TBPD 3.3281e+23
## + Biomass_and_waste_electricity_installed_capacity_MK 3.2176e+23
## - Geothermal_electricity_installed_capacity_MK 3.3479e+23
## - Kerosene_production_TBPD 3.3516e+23
## - Kerosene_consumption_TBPD 3.3556e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.2306e+23
## + Electricity_exports_BKWH 3.2307e+23
## + Electricity_imports_BKWH 3.2308e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.2369e+23
## + Solar_electricity_net_generation_BKWH 3.2374e+23
## + Distillate_fuel_oil_production_TBPD 3.2379e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.2380e+23
## + Motor_gasoline_production_TBPD 3.2468e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.2489e+23
## + Nuclear_electricity_installed_capacity_MK 3.2495e+23
## + Hydroelectricity_net_generation_BKWH 3.2508e+23
## + Renewable_electricity_net_generation_BKWH 3.2524e+23
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.2524e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3893e+23
## - Motor_gasoline_consumption_TBPD 3.3934e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.4003e+23
## - Residual_fuel_oil_consumption_TBPD 3.4052e+23
## - Distillate_fuel_oil_consumption_TBPD 3.4087e+23
## - Other_refined_products_consumption_TBPD 3.4097e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.4128e+23
## - Other_refined_products_production_TBPD 3.4213e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.4320e+23
## - Natural_gas_plant_liquids_production_TBPD 3.5075e+23
## - Petroleum_and_other_liquids_production_TBPD 3.5098e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.5112e+23
## - Other_liquids_production_TBPD 3.5149e+23
## - Wind_electricity_net_generation_BKWH 3.5280e+23
## - Refinery_processing_gain_TBPD 3.5693e+23
## - Population 3.6306e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.6853e+23
## - Bunker_fuel_consumption_TBPD 3.6929e+23
## - Electricity_distribution_losses_BKWH 3.7221e+23
## - Electricity_net_generation_BKWH 3.7400e+23
## - Refined_petroleum_products_production_TBPD 3.7495e+23
## - Electricity_installed_capacity_MK 3.7583e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7822e+23
## - Electricity_net_imports_BKWH 3.8352e+23
## - Electricity_net_consumption_BKWH 3.8636e+23
## - Geothermal_electricity_net_generation_BKWH 3.9572e+23
## - Residual_fuel_oil_production_TBPD 4.1772e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.3970e+23
## - Solar_electricity_installed_capacity_MK 4.5895e+23
## - Renewable_electricity_installed_capacity_MK 4.6105e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 4.6821e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.7829e+23
## - Nuclear_electricity_net_generation_BKWH 4.7909e+23
## - Hydroelectricity_installed_capacity_MK 4.7947e+23
## - Wind_electricity_installed_capacity_MK 4.8365e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.9458e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 5.2479e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.8664e+23
## AIC
## + Jet_fuel_production_TBPD 5233.1
## <none> 5233.4
## - Jet_fuel_consumption_TBPD 5233.8
## + Biomass_and_waste_electricity_installed_capacity_MK 5234.3
## - Geothermal_electricity_installed_capacity_MK 5234.4
## - Kerosene_production_TBPD 5234.5
## - Kerosene_consumption_TBPD 5234.7
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5234.7
## + Electricity_exports_BKWH 5234.7
## + Electricity_imports_BKWH 5234.7
## + Crude_oil_including_lease_condensate_reserves_BB 5234.9
## + Solar_electricity_net_generation_BKWH 5234.9
## + Distillate_fuel_oil_production_TBPD 5235.0
## + Crude_oil_including_lease_condensate_imports_TBPD 5235.0
## + Motor_gasoline_production_TBPD 5235.2
## + Fossil_fuels_electricity_installed_capacity_MK 5235.3
## + Nuclear_electricity_installed_capacity_MK 5235.3
## + Hydroelectricity_net_generation_BKWH 5235.4
## + Renewable_electricity_net_generation_BKWH 5235.4
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5235.4
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5235.7
## - Motor_gasoline_consumption_TBPD 5235.8
## - Crude_oil_including_lease_condensate_exports_TBPD 5236.0
## - Residual_fuel_oil_consumption_TBPD 5236.2
## - Distillate_fuel_oil_consumption_TBPD 5236.3
## - Other_refined_products_consumption_TBPD 5236.3
## - Petroleum_and_other_liquids_consumption_TBPD 5236.4
## - Other_refined_products_production_TBPD 5236.7
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5237.0
## - Natural_gas_plant_liquids_production_TBPD 5239.3
## - Petroleum_and_other_liquids_production_TBPD 5239.3
## - Crude_oil_including_lease_condensate_production_TBPD 5239.4
## - Other_liquids_production_TBPD 5239.5
## - Wind_electricity_net_generation_BKWH 5239.9
## - Refinery_processing_gain_TBPD 5241.1
## - Population 5242.9
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5244.4
## - Bunker_fuel_consumption_TBPD 5244.6
## - Electricity_distribution_losses_BKWH 5245.5
## - Electricity_net_generation_BKWH 5246.0
## - Refined_petroleum_products_production_TBPD 5246.2
## - Electricity_installed_capacity_MK 5246.5
## - Bunker_residual_fuel_oil_consumption_TBPD 5247.1
## - Electricity_net_imports_BKWH 5248.6
## - Electricity_net_consumption_BKWH 5249.3
## - Geothermal_electricity_net_generation_BKWH 5251.8
## - Residual_fuel_oil_production_TBPD 5257.4
## - Fossil_fuels_electricity_net_generation_BKWH 5262.8
## - Solar_electricity_installed_capacity_MK 5267.2
## - Renewable_electricity_installed_capacity_MK 5267.7
## - Non.hydro_renewable_electricity_installed_capacity_MK 5269.3
## - Tide_and_wave_electricity_installed_capacity_MK 5271.5
## - Nuclear_electricity_net_generation_BKWH 5271.7
## - Hydroelectricity_installed_capacity_MK 5271.8
## - Wind_electricity_installed_capacity_MK 5272.7
## - Non.hydro_renewable_electricity_net_generation_BKWH 5275.0
## - Biomass_and_waste_electricity_net_generation_BKWH 5281.2
## - Tide_and_wave_electricity_net_generation_BKWH 5292.8
##
## Step: AIC=5233.06
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Kerosene_production_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH +
## Jet_fuel_production_TBPD
##
## Df Sum of Sq
## - Kerosene_production_TBPD 1 5.1182e+21
## <none>
## - Jet_fuel_production_TBPD 1 7.3253e+21
## + Biomass_and_waste_electricity_installed_capacity_MK 1 4.0915e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.0287e+22
## + Electricity_imports_BKWH 1 1.7559e+21
## + Electricity_exports_BKWH 1 1.7014e+21
## - Jet_fuel_consumption_TBPD 1 1.1306e+22
## - Geothermal_electricity_installed_capacity_MK 1 1.1347e+22
## + Solar_electricity_net_generation_BKWH 1 9.7015e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.9822e+20
## + Hydroelectricity_net_generation_BKWH 1 1.7152e+20
## + Fossil_fuels_electricity_installed_capacity_MK 1 7.0384e+19
## + Nuclear_electricity_installed_capacity_MK 1 6.0502e+19
## + Crude_oil_including_lease_condensate_imports_TBPD 1 3.5775e+19
## + Renewable_electricity_net_generation_BKWH 1 1.6196e+19
## + Motor_gasoline_production_TBPD 1 1.0309e+19
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 7.6112e+18
## + Distillate_fuel_oil_production_TBPD 1 6.2883e+18
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 1.8417e+18
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 1.4449e+22
## - Kerosene_consumption_TBPD 1 1.5172e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.8851e+22
## - Motor_gasoline_consumption_TBPD 1 1.9467e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.0720e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.1217e+22
## - Other_refined_products_consumption_TBPD 1 2.1239e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.1548e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.1760e+22
## - Other_refined_products_production_TBPD 1 2.1769e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.1996e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.2114e+22
## - Other_liquids_production_TBPD 1 2.2607e+22
## - Wind_electricity_net_generation_BKWH 1 2.6583e+22
## - Refinery_processing_gain_TBPD 1 2.8151e+22
## - Population 1 3.0088e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 3.9808e+22
## - Refined_petroleum_products_production_TBPD 1 4.3453e+22
## - Electricity_distribution_losses_BKWH 1 4.4118e+22
## - Electricity_net_generation_BKWH 1 4.5234e+22
## - Bunker_fuel_consumption_TBPD 1 5.0282e+22
## - Electricity_installed_capacity_MK 1 5.1100e+22
## - Electricity_net_imports_BKWH 1 5.4918e+22
## - Electricity_net_consumption_BKWH 1 5.7450e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.9145e+22
## - Geothermal_electricity_net_generation_BKWH 1 6.8308e+22
## - Renewable_electricity_installed_capacity_MK 1 7.7716e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.7783e+22
## - Residual_fuel_oil_production_TBPD 1 9.0384e+22
## - Hydroelectricity_installed_capacity_MK 1 9.3889e+22
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.1867e+23
## - Solar_electricity_installed_capacity_MK 1 1.2450e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.4949e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.5979e+23
## - Wind_electricity_installed_capacity_MK 1 1.5985e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.7409e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 1.9717e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.6767e+23
## RSS
## - Kerosene_production_TBPD 3.2304e+23
## <none> 3.1792e+23
## - Jet_fuel_production_TBPD 3.2525e+23
## + Biomass_and_waste_electricity_installed_capacity_MK 3.1383e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.2821e+23
## + Electricity_imports_BKWH 3.1617e+23
## + Electricity_exports_BKWH 3.1622e+23
## - Jet_fuel_consumption_TBPD 3.2923e+23
## - Geothermal_electricity_installed_capacity_MK 3.2927e+23
## + Solar_electricity_net_generation_BKWH 3.1695e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.1773e+23
## + Hydroelectricity_net_generation_BKWH 3.1775e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.1785e+23
## + Nuclear_electricity_installed_capacity_MK 3.1786e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.1789e+23
## + Renewable_electricity_net_generation_BKWH 3.1791e+23
## + Motor_gasoline_production_TBPD 3.1791e+23
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.1792e+23
## + Distillate_fuel_oil_production_TBPD 3.1792e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.1792e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3237e+23
## - Kerosene_consumption_TBPD 3.3310e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.3678e+23
## - Motor_gasoline_consumption_TBPD 3.3739e+23
## - Residual_fuel_oil_consumption_TBPD 3.3864e+23
## - Distillate_fuel_oil_consumption_TBPD 3.3914e+23
## - Other_refined_products_consumption_TBPD 3.3916e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.3947e+23
## - Natural_gas_plant_liquids_production_TBPD 3.3968e+23
## - Other_refined_products_production_TBPD 3.3969e+23
## - Petroleum_and_other_liquids_production_TBPD 3.3992e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4004e+23
## - Other_liquids_production_TBPD 3.4053e+23
## - Wind_electricity_net_generation_BKWH 3.4451e+23
## - Refinery_processing_gain_TBPD 3.4608e+23
## - Population 3.4801e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.5773e+23
## - Refined_petroleum_products_production_TBPD 3.6138e+23
## - Electricity_distribution_losses_BKWH 3.6204e+23
## - Electricity_net_generation_BKWH 3.6316e+23
## - Bunker_fuel_consumption_TBPD 3.6821e+23
## - Electricity_installed_capacity_MK 3.6902e+23
## - Electricity_net_imports_BKWH 3.7284e+23
## - Electricity_net_consumption_BKWH 3.7537e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.7707e+23
## - Geothermal_electricity_net_generation_BKWH 3.8623e+23
## - Renewable_electricity_installed_capacity_MK 3.9564e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.9571e+23
## - Residual_fuel_oil_production_TBPD 4.0831e+23
## - Hydroelectricity_installed_capacity_MK 4.1181e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.3659e+23
## - Solar_electricity_installed_capacity_MK 4.4243e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.6742e+23
## - Nuclear_electricity_net_generation_BKWH 4.7771e+23
## - Wind_electricity_installed_capacity_MK 4.7777e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.9202e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 5.1509e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.8560e+23
## AIC
## - Kerosene_production_TBPD 5232.7
## <none> 5233.1
## - Jet_fuel_production_TBPD 5233.4
## + Biomass_and_waste_electricity_installed_capacity_MK 5233.7
## - Crude_oil_including_lease_condensate_exports_TBPD 5234.4
## + Electricity_imports_BKWH 5234.5
## + Electricity_exports_BKWH 5234.5
## - Jet_fuel_consumption_TBPD 5234.7
## - Geothermal_electricity_installed_capacity_MK 5234.7
## + Solar_electricity_net_generation_BKWH 5234.7
## + Crude_oil_including_lease_condensate_reserves_BB 5235.0
## + Hydroelectricity_net_generation_BKWH 5235.0
## + Fossil_fuels_electricity_installed_capacity_MK 5235.0
## + Nuclear_electricity_installed_capacity_MK 5235.0
## + Crude_oil_including_lease_condensate_imports_TBPD 5235.0
## + Renewable_electricity_net_generation_BKWH 5235.1
## + Motor_gasoline_production_TBPD 5235.1
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5235.1
## + Distillate_fuel_oil_production_TBPD 5235.1
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5235.1
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5235.7
## - Kerosene_consumption_TBPD 5235.9
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5237.0
## - Motor_gasoline_consumption_TBPD 5237.2
## - Residual_fuel_oil_consumption_TBPD 5237.6
## - Distillate_fuel_oil_consumption_TBPD 5237.8
## - Other_refined_products_consumption_TBPD 5237.8
## - Petroleum_and_other_liquids_consumption_TBPD 5237.9
## - Natural_gas_plant_liquids_production_TBPD 5237.9
## - Other_refined_products_production_TBPD 5237.9
## - Petroleum_and_other_liquids_production_TBPD 5238.0
## - Crude_oil_including_lease_condensate_production_TBPD 5238.1
## - Other_liquids_production_TBPD 5238.2
## - Wind_electricity_net_generation_BKWH 5239.4
## - Refinery_processing_gain_TBPD 5239.9
## - Population 5240.5
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5243.3
## - Refined_petroleum_products_production_TBPD 5244.4
## - Electricity_distribution_losses_BKWH 5244.6
## - Electricity_net_generation_BKWH 5244.9
## - Bunker_fuel_consumption_TBPD 5246.3
## - Electricity_installed_capacity_MK 5246.6
## - Electricity_net_imports_BKWH 5247.6
## - Electricity_net_consumption_BKWH 5248.3
## - Bunker_residual_fuel_oil_consumption_TBPD 5248.8
## - Geothermal_electricity_net_generation_BKWH 5251.3
## - Renewable_electricity_installed_capacity_MK 5253.8
## - Non.hydro_renewable_electricity_installed_capacity_MK 5253.8
## - Residual_fuel_oil_production_TBPD 5257.1
## - Hydroelectricity_installed_capacity_MK 5258.0
## - Fossil_fuels_electricity_net_generation_BKWH 5264.0
## - Solar_electricity_installed_capacity_MK 5265.4
## - Tide_and_wave_electricity_installed_capacity_MK 5271.1
## - Nuclear_electricity_net_generation_BKWH 5273.4
## - Wind_electricity_installed_capacity_MK 5273.4
## - Non.hydro_renewable_electricity_net_generation_BKWH 5276.5
## - Biomass_and_waste_electricity_net_generation_BKWH 5281.2
## - Tide_and_wave_electricity_net_generation_BKWH 5294.6
##
## Step: AIC=5232.72
## GDP_USD ~ Population + Bunker_fuel_consumption_TBPD + Bunker_residual_fuel_oil_consumption_TBPD +
## Crude_oil_including_lease_condensate_exports_TBPD + Crude_oil_including_lease_condensate_production_TBPD +
## Distillate_fuel_oil_consumption_TBPD + Jet_fuel_consumption_TBPD +
## Kerosene_consumption_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH +
## Jet_fuel_production_TBPD
##
## Df Sum of Sq
## <none>
## + Biomass_and_waste_electricity_installed_capacity_MK 1 5.3960e+21
## + Kerosene_production_TBPD 1 5.1182e+21
## - Geothermal_electricity_installed_capacity_MK 1 9.4407e+21
## + Distillate_fuel_oil_production_TBPD 1 2.7617e+21
## + Liquefied_petroleum_gases_.LPG._production_TBPD 1 2.3689e+21
## - Crude_oil_including_lease_condensate_exports_TBPD 1 1.0775e+22
## + Solar_electricity_net_generation_BKWH 1 1.6106e+21
## - Jet_fuel_consumption_TBPD 1 1.1749e+22
## + Hydroelectricity_net_generation_BKWH 1 5.4699e+20
## - Jet_fuel_production_TBPD 1 1.2114e+22
## + Crude_oil_including_lease_condensate_imports_TBPD 1 4.2256e+20
## + Nuclear_electricity_installed_capacity_MK 1 3.4385e+20
## + Renewable_electricity_net_generation_BKWH 1 2.6930e+20
## + Crude_oil_including_lease_condensate_reserves_BB 1 1.1355e+20
## + Electricity_imports_BKWH 1 9.7321e+19
## + Electricity_exports_BKWH 1 8.2883e+19
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 1 7.7365e+19
## + Motor_gasoline_production_TBPD 1 5.6823e+19
## + Fossil_fuels_electricity_installed_capacity_MK 1 2.6762e+18
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 1 1.3875e+22
## - Kerosene_consumption_TBPD 1 1.5934e+22
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 1 1.9944e+22
## - Motor_gasoline_consumption_TBPD 1 2.0618e+22
## - Residual_fuel_oil_consumption_TBPD 1 2.1758e+22
## - Wind_electricity_net_generation_BKWH 1 2.2135e+22
## - Other_refined_products_consumption_TBPD 1 2.2368e+22
## - Distillate_fuel_oil_consumption_TBPD 1 2.2515e+22
## - Natural_gas_plant_liquids_production_TBPD 1 2.2653e+22
## - Petroleum_and_other_liquids_consumption_TBPD 1 2.2684e+22
## - Petroleum_and_other_liquids_production_TBPD 1 2.2963e+22
## - Crude_oil_including_lease_condensate_production_TBPD 1 2.3097e+22
## - Other_liquids_production_TBPD 1 2.3594e+22
## - Other_refined_products_production_TBPD 1 2.5393e+22
## - Refinery_processing_gain_TBPD 1 2.7952e+22
## - Population 1 2.8241e+22
## - Refined_petroleum_products_production_TBPD 1 3.8970e+22
## - Electricity_distribution_losses_BKWH 1 4.2232e+22
## - Electricity_net_generation_BKWH 1 4.3236e+22
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 1 4.4821e+22
## - Bunker_fuel_consumption_TBPD 1 5.0884e+22
## - Electricity_net_imports_BKWH 1 5.3066e+22
## - Electricity_net_consumption_BKWH 1 5.5373e+22
## - Electricity_installed_capacity_MK 1 5.5528e+22
## - Bunker_residual_fuel_oil_consumption_TBPD 1 5.7001e+22
## - Geothermal_electricity_net_generation_BKWH 1 6.4406e+22
## - Renewable_electricity_installed_capacity_MK 1 7.3843e+22
## - Non.hydro_renewable_electricity_installed_capacity_MK 1 7.4147e+22
## - Residual_fuel_oil_production_TBPD 1 8.5467e+22
## - Hydroelectricity_installed_capacity_MK 1 9.0082e+22
## - Solar_electricity_installed_capacity_MK 1 1.1939e+23
## - Fossil_fuels_electricity_net_generation_BKWH 1 1.2386e+23
## - Wind_electricity_installed_capacity_MK 1 1.6209e+23
## - Nuclear_electricity_net_generation_BKWH 1 1.6668e+23
## - Tide_and_wave_electricity_installed_capacity_MK 1 1.6847e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 1 1.7388e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 1 2.0382e+23
## - Tide_and_wave_electricity_net_generation_BKWH 1 2.7386e+23
## RSS
## <none> 3.2304e+23
## + Biomass_and_waste_electricity_installed_capacity_MK 3.1765e+23
## + Kerosene_production_TBPD 3.1792e+23
## - Geothermal_electricity_installed_capacity_MK 3.3248e+23
## + Distillate_fuel_oil_production_TBPD 3.2028e+23
## + Liquefied_petroleum_gases_.LPG._production_TBPD 3.2067e+23
## - Crude_oil_including_lease_condensate_exports_TBPD 3.3382e+23
## + Solar_electricity_net_generation_BKWH 3.2143e+23
## - Jet_fuel_consumption_TBPD 3.3479e+23
## + Hydroelectricity_net_generation_BKWH 3.2250e+23
## - Jet_fuel_production_TBPD 3.3516e+23
## + Crude_oil_including_lease_condensate_imports_TBPD 3.2262e+23
## + Nuclear_electricity_installed_capacity_MK 3.2270e+23
## + Renewable_electricity_net_generation_BKWH 3.2277e+23
## + Crude_oil_including_lease_condensate_reserves_BB 3.2293e+23
## + Electricity_imports_BKWH 3.2295e+23
## + Electricity_exports_BKWH 3.2296e+23
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 3.2297e+23
## + Motor_gasoline_production_TBPD 3.2299e+23
## + Fossil_fuels_electricity_installed_capacity_MK 3.2304e+23
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 3.3692e+23
## - Kerosene_consumption_TBPD 3.3898e+23
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 3.4299e+23
## - Motor_gasoline_consumption_TBPD 3.4366e+23
## - Residual_fuel_oil_consumption_TBPD 3.4480e+23
## - Wind_electricity_net_generation_BKWH 3.4518e+23
## - Other_refined_products_consumption_TBPD 3.4541e+23
## - Distillate_fuel_oil_consumption_TBPD 3.4556e+23
## - Natural_gas_plant_liquids_production_TBPD 3.4570e+23
## - Petroleum_and_other_liquids_consumption_TBPD 3.4573e+23
## - Petroleum_and_other_liquids_production_TBPD 3.4601e+23
## - Crude_oil_including_lease_condensate_production_TBPD 3.4614e+23
## - Other_liquids_production_TBPD 3.4664e+23
## - Other_refined_products_production_TBPD 3.4844e+23
## - Refinery_processing_gain_TBPD 3.5099e+23
## - Population 3.5128e+23
## - Refined_petroleum_products_production_TBPD 3.6201e+23
## - Electricity_distribution_losses_BKWH 3.6527e+23
## - Electricity_net_generation_BKWH 3.6628e+23
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 3.6786e+23
## - Bunker_fuel_consumption_TBPD 3.7393e+23
## - Electricity_net_imports_BKWH 3.7611e+23
## - Electricity_net_consumption_BKWH 3.7842e+23
## - Electricity_installed_capacity_MK 3.7857e+23
## - Bunker_residual_fuel_oil_consumption_TBPD 3.8004e+23
## - Geothermal_electricity_net_generation_BKWH 3.8745e+23
## - Renewable_electricity_installed_capacity_MK 3.9689e+23
## - Non.hydro_renewable_electricity_installed_capacity_MK 3.9719e+23
## - Residual_fuel_oil_production_TBPD 4.0851e+23
## - Hydroelectricity_installed_capacity_MK 4.1312e+23
## - Solar_electricity_installed_capacity_MK 4.4243e+23
## - Fossil_fuels_electricity_net_generation_BKWH 4.4690e+23
## - Wind_electricity_installed_capacity_MK 4.8513e+23
## - Nuclear_electricity_net_generation_BKWH 4.8973e+23
## - Tide_and_wave_electricity_installed_capacity_MK 4.9151e+23
## - Non.hydro_renewable_electricity_net_generation_BKWH 4.9692e+23
## - Biomass_and_waste_electricity_net_generation_BKWH 5.2686e+23
## - Tide_and_wave_electricity_net_generation_BKWH 5.9690e+23
## AIC
## <none> 5232.7
## + Biomass_and_waste_electricity_installed_capacity_MK 5233.0
## + Kerosene_production_TBPD 5233.1
## - Geothermal_electricity_installed_capacity_MK 5233.7
## + Distillate_fuel_oil_production_TBPD 5233.8
## + Liquefied_petroleum_gases_.LPG._production_TBPD 5234.0
## - Crude_oil_including_lease_condensate_exports_TBPD 5234.1
## + Solar_electricity_net_generation_BKWH 5234.2
## - Jet_fuel_consumption_TBPD 5234.4
## + Hydroelectricity_net_generation_BKWH 5234.5
## - Jet_fuel_production_TBPD 5234.5
## + Crude_oil_including_lease_condensate_imports_TBPD 5234.6
## + Nuclear_electricity_installed_capacity_MK 5234.6
## + Renewable_electricity_net_generation_BKWH 5234.6
## + Crude_oil_including_lease_condensate_reserves_BB 5234.7
## + Electricity_imports_BKWH 5234.7
## + Electricity_exports_BKWH 5234.7
## + Hydroelectric_pumped_storage_electricity_installed_capacity_MK 5234.7
## + Motor_gasoline_production_TBPD 5234.7
## + Fossil_fuels_electricity_installed_capacity_MK 5234.7
## - Petroleum_and_other_liquids_CO2_emissions_MMTCD 5235.1
## - Kerosene_consumption_TBPD 5235.7
## - Liquefied_petroleum_gases_.LPG._consumption_TBPD 5236.9
## - Motor_gasoline_consumption_TBPD 5237.2
## - Residual_fuel_oil_consumption_TBPD 5237.5
## - Wind_electricity_net_generation_BKWH 5237.6
## - Other_refined_products_consumption_TBPD 5237.7
## - Distillate_fuel_oil_consumption_TBPD 5237.7
## - Natural_gas_plant_liquids_production_TBPD 5237.8
## - Petroleum_and_other_liquids_consumption_TBPD 5237.8
## - Petroleum_and_other_liquids_production_TBPD 5237.9
## - Crude_oil_including_lease_condensate_production_TBPD 5237.9
## - Other_liquids_production_TBPD 5238.0
## - Other_refined_products_production_TBPD 5238.6
## - Refinery_processing_gain_TBPD 5239.3
## - Population 5239.4
## - Refined_petroleum_products_production_TBPD 5242.6
## - Electricity_distribution_losses_BKWH 5243.5
## - Electricity_net_generation_BKWH 5243.8
## - Hydroelectric_pumped_storage_electricity_net_generation_BKWH 5244.2
## - Bunker_fuel_consumption_TBPD 5245.9
## - Electricity_net_imports_BKWH 5246.5
## - Electricity_net_consumption_BKWH 5247.2
## - Electricity_installed_capacity_MK 5247.2
## - Bunker_residual_fuel_oil_consumption_TBPD 5247.6
## - Geothermal_electricity_net_generation_BKWH 5249.6
## - Renewable_electricity_installed_capacity_MK 5252.1
## - Non.hydro_renewable_electricity_installed_capacity_MK 5252.2
## - Residual_fuel_oil_production_TBPD 5255.1
## - Hydroelectricity_installed_capacity_MK 5256.3
## - Solar_electricity_installed_capacity_MK 5263.4
## - Fossil_fuels_electricity_net_generation_BKWH 5264.5
## - Wind_electricity_installed_capacity_MK 5273.0
## - Nuclear_electricity_net_generation_BKWH 5274.0
## - Tide_and_wave_electricity_installed_capacity_MK 5274.4
## - Non.hydro_renewable_electricity_net_generation_BKWH 5275.5
## - Biomass_and_waste_electricity_net_generation_BKWH 5281.6
## - Tide_and_wave_electricity_net_generation_BKWH 5294.6summary(modelo_seleccionado)##
## Call:
## lm(formula = GDP_USD ~ Population + Bunker_fuel_consumption_TBPD +
## Bunker_residual_fuel_oil_consumption_TBPD + Crude_oil_including_lease_condensate_exports_TBPD +
## Crude_oil_including_lease_condensate_production_TBPD + Distillate_fuel_oil_consumption_TBPD +
## Jet_fuel_consumption_TBPD + Kerosene_consumption_TBPD + Liquefied_petroleum_gases_.LPG._consumption_TBPD +
## Motor_gasoline_consumption_TBPD + Natural_gas_plant_liquids_production_TBPD +
## Other_liquids_production_TBPD + Other_refined_products_consumption_TBPD +
## Other_refined_products_production_TBPD + Petroleum_and_other_liquids_CO2_emissions_MMTCD +
## Petroleum_and_other_liquids_consumption_TBPD + Petroleum_and_other_liquids_production_TBPD +
## Refined_petroleum_products_production_TBPD + Refinery_processing_gain_TBPD +
## Residual_fuel_oil_consumption_TBPD + Residual_fuel_oil_production_TBPD +
## Biomass_and_waste_electricity_net_generation_BKWH + Electricity_distribution_losses_BKWH +
## Electricity_installed_capacity_MK + Electricity_net_consumption_BKWH +
## Electricity_net_generation_BKWH + Electricity_net_imports_BKWH +
## Fossil_fuels_electricity_net_generation_BKWH + Geothermal_electricity_installed_capacity_MK +
## Geothermal_electricity_net_generation_BKWH + Hydroelectric_pumped_storage_electricity_net_generation_BKWH +
## Hydroelectricity_installed_capacity_MK + Non.hydro_renewable_electricity_installed_capacity_MK +
## Non.hydro_renewable_electricity_net_generation_BKWH + Nuclear_electricity_net_generation_BKWH +
## Renewable_electricity_installed_capacity_MK + Solar_electricity_installed_capacity_MK +
## Tide_and_wave_electricity_installed_capacity_MK + Tide_and_wave_electricity_net_generation_BKWH +
## Wind_electricity_installed_capacity_MK + Wind_electricity_net_generation_BKWH +
## Jet_fuel_production_TBPD, data = Datos_filtrados[, variables_explicativas])
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.959e+11 -3.134e+10 -4.936e+09 4.150e+10 1.967e+11
##
## Coefficients:
## Estimate
## (Intercept) 1.388e+10
## Population 9.034e+02
## Bunker_fuel_consumption_TBPD -4.296e+09
## Bunker_residual_fuel_oil_consumption_TBPD 5.689e+09
## Crude_oil_including_lease_condensate_exports_TBPD -1.903e+08
## Crude_oil_including_lease_condensate_production_TBPD 6.163e+10
## Distillate_fuel_oil_consumption_TBPD -3.659e+10
## Jet_fuel_consumption_TBPD -2.668e+10
## Kerosene_consumption_TBPD -3.110e+10
## Liquefied_petroleum_gases_.LPG._consumption_TBPD -3.439e+10
## Motor_gasoline_consumption_TBPD -3.504e+10
## Natural_gas_plant_liquids_production_TBPD 6.103e+10
## Other_liquids_production_TBPD 6.251e+10
## Other_refined_products_consumption_TBPD -3.646e+10
## Other_refined_products_production_TBPD 1.377e+09
## Petroleum_and_other_liquids_CO2_emissions_MMTCD -7.811e+09
## Petroleum_and_other_liquids_consumption_TBPD 3.654e+10
## Petroleum_and_other_liquids_production_TBPD -6.145e+10
## Refined_petroleum_products_production_TBPD -9.074e+08
## Refinery_processing_gain_TBPD 6.657e+10
## Residual_fuel_oil_consumption_TBPD -3.614e+10
## Residual_fuel_oil_production_TBPD 4.179e+09
## Biomass_and_waste_electricity_net_generation_BKWH 1.772e+11
## Electricity_distribution_losses_BKWH 8.575e+10
## Electricity_installed_capacity_MK 1.164e+10
## Electricity_net_consumption_BKWH 9.826e+10
## Electricity_net_generation_BKWH -8.742e+10
## Electricity_net_imports_BKWH -9.582e+10
## Fossil_fuels_electricity_net_generation_BKWH -1.074e+10
## Geothermal_electricity_installed_capacity_MK 2.453e+11
## Geothermal_electricity_net_generation_BKWH 1.402e+11
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH -1.192e+11
## Hydroelectricity_installed_capacity_MK -4.275e+11
## Non.hydro_renewable_electricity_installed_capacity_MK -4.040e+11
## Non.hydro_renewable_electricity_net_generation_BKWH -1.773e+11
## Nuclear_electricity_net_generation_BKWH -1.475e+10
## Renewable_electricity_installed_capacity_MK 3.835e+11
## Solar_electricity_installed_capacity_MK 2.269e+11
## Tide_and_wave_electricity_installed_capacity_MK -7.763e+12
## Tide_and_wave_electricity_net_generation_BKWH 3.112e+12
## Wind_electricity_installed_capacity_MK 2.827e+11
## Wind_electricity_net_generation_BKWH 7.817e+10
## Jet_fuel_production_TBPD -1.630e+09
## Std. Error t value
## (Intercept) 1.370e+10 1.013
## Population 3.912e+02 2.309
## Bunker_fuel_consumption_TBPD 1.386e+09 -3.100
## Bunker_residual_fuel_oil_consumption_TBPD 1.734e+09 3.281
## Crude_oil_including_lease_condensate_exports_TBPD 1.334e+08 -1.426
## Crude_oil_including_lease_condensate_production_TBPD 2.951e+10 2.088
## Distillate_fuel_oil_consumption_TBPD 1.775e+10 -2.062
## Jet_fuel_consumption_TBPD 1.791e+10 -1.489
## Kerosene_consumption_TBPD 1.793e+10 -1.735
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 1.772e+10 -1.941
## Motor_gasoline_consumption_TBPD 1.776e+10 -1.973
## Natural_gas_plant_liquids_production_TBPD 2.951e+10 2.068
## Other_liquids_production_TBPD 2.962e+10 2.111
## Other_refined_products_consumption_TBPD 1.774e+10 -2.055
## Other_refined_products_production_TBPD 6.288e+08 2.190
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 4.826e+09 -1.619
## Petroleum_and_other_liquids_consumption_TBPD 1.765e+10 2.070
## Petroleum_and_other_liquids_production_TBPD 2.951e+10 -2.082
## Refined_petroleum_products_production_TBPD 3.345e+08 -2.713
## Refinery_processing_gain_TBPD 2.898e+10 2.297
## Residual_fuel_oil_consumption_TBPD 1.783e+10 -2.027
## Residual_fuel_oil_production_TBPD 1.040e+09 4.017
## Biomass_and_waste_electricity_net_generation_BKWH 2.856e+10 6.204
## Electricity_distribution_losses_BKWH 3.037e+10 2.824
## Electricity_installed_capacity_MK 3.595e+09 3.238
## Electricity_net_consumption_BKWH 3.039e+10 3.234
## Electricity_net_generation_BKWH 3.060e+10 -2.857
## Electricity_net_imports_BKWH 3.027e+10 -3.166
## Fossil_fuels_electricity_net_generation_BKWH 2.220e+09 -4.836
## Geothermal_electricity_installed_capacity_MK 1.837e+11 1.335
## Geothermal_electricity_net_generation_BKWH 4.019e+10 3.487
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 4.097e+10 -2.909
## Hydroelectricity_installed_capacity_MK 1.037e+11 -4.124
## Non.hydro_renewable_electricity_installed_capacity_MK 1.080e+11 -3.742
## Non.hydro_renewable_electricity_net_generation_BKWH 3.094e+10 -5.730
## Nuclear_electricity_net_generation_BKWH 2.629e+09 -5.610
## Renewable_electricity_installed_capacity_MK 1.027e+11 3.734
## Solar_electricity_installed_capacity_MK 4.779e+10 4.748
## Tide_and_wave_electricity_installed_capacity_MK 1.376e+12 -5.640
## Tide_and_wave_electricity_net_generation_BKWH 4.328e+11 7.191
## Wind_electricity_installed_capacity_MK 5.111e+10 5.532
## Wind_electricity_net_generation_BKWH 3.824e+10 2.044
## Jet_fuel_production_TBPD 1.078e+09 -1.512
## Pr(>|t|)
## (Intercept) 0.314994
## Population 0.024331 *
## Bunker_fuel_consumption_TBPD 0.002930 **
## Bunker_residual_fuel_oil_consumption_TBPD 0.001714 **
## Crude_oil_including_lease_condensate_exports_TBPD 0.158850
## Crude_oil_including_lease_condensate_production_TBPD 0.040942 *
## Distillate_fuel_oil_consumption_TBPD 0.043483 *
## Jet_fuel_consumption_TBPD 0.141515
## Kerosene_consumption_TBPD 0.087861 .
## Liquefied_petroleum_gases_.LPG._consumption_TBPD 0.056931 .
## Motor_gasoline_consumption_TBPD 0.053018 .
## Natural_gas_plant_liquids_production_TBPD 0.042865 *
## Other_liquids_production_TBPD 0.038902 *
## Other_refined_products_consumption_TBPD 0.044152 *
## Other_refined_products_production_TBPD 0.032377 *
## Petroleum_and_other_liquids_CO2_emissions_MMTCD 0.110681
## Petroleum_and_other_liquids_consumption_TBPD 0.042728 *
## Petroleum_and_other_liquids_production_TBPD 0.041513 *
## Refined_petroleum_products_production_TBPD 0.008661 **
## Refinery_processing_gain_TBPD 0.025039 *
## Residual_fuel_oil_consumption_TBPD 0.047046 *
## Residual_fuel_oil_production_TBPD 0.000164 ***
## Biomass_and_waste_electricity_net_generation_BKWH 5.30e-08 ***
## Electricity_distribution_losses_BKWH 0.006400 **
## Electricity_installed_capacity_MK 0.001948 **
## Electricity_net_consumption_BKWH 0.001975 **
## Electricity_net_generation_BKWH 0.005836 **
## Electricity_net_imports_BKWH 0.002416 **
## Fossil_fuels_electricity_net_generation_BKWH 9.35e-06 ***
## Geothermal_electricity_installed_capacity_MK 0.186781
## Geothermal_electricity_net_generation_BKWH 0.000911 ***
## Hydroelectric_pumped_storage_electricity_net_generation_BKWH 0.005049 **
## Hydroelectricity_installed_capacity_MK 0.000114 ***
## Non.hydro_renewable_electricity_installed_capacity_MK 0.000406 ***
## Non.hydro_renewable_electricity_net_generation_BKWH 3.31e-07 ***
## Nuclear_electricity_net_generation_BKWH 5.22e-07 ***
## Renewable_electricity_installed_capacity_MK 0.000416 ***
## Solar_electricity_installed_capacity_MK 1.29e-05 ***
## Tide_and_wave_electricity_installed_capacity_MK 4.66e-07 ***
## Tide_and_wave_electricity_net_generation_BKWH 1.09e-09 ***
## Wind_electricity_installed_capacity_MK 7.02e-07 ***
## Wind_electricity_net_generation_BKWH 0.045234 *
## Jet_fuel_production_TBPD 0.135590
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 7.277e+10 on 61 degrees of freedom
## Multiple R-squared: 0.9953, Adjusted R-squared: 0.9921
## F-statistic: 310.8 on 42 and 61 DF, p-value: < 2.2e-16