From eef7b7ba98547de76ac1cddc04302bd84a25d860 Mon Sep 17 00:00:00 2001 From: GregoryIreland Date: Fri, 6 Oct 2023 13:10:03 +0200 Subject: [PATCH] Latest updates to OnSSET code New "onsset_replication" folder required from Zenodo for new code to work. --- .gitignore | 53 +- onsset/MLED_extraction_to_OnSSET.ipynb | 153 +- onsset/onsset/OnSSET_Scenario_Running.ipynb | 609 ++++- onsset/onsset/runner.py | 8 +- .../energy_allocation_results_for_nest.csv | 2052 ++++++++--------- 5 files changed, 1685 insertions(+), 1190 deletions(-) diff --git a/.gitignore b/.gitignore index 0e9d2a6..e7fe322 100644 --- a/.gitignore +++ b/.gitignore @@ -1,42 +1,7 @@ - -onsset/onsset_replication/clusters/clusters_zambia_220k_geo_input.csv -onsset/onsset_replication/clusters/zambia_onsset_input_calibrated.csv -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_ssp2_rcp60_0.998_0.248_0.1_tot_lat_d.gpkg -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_ssp2_rcp60_1_0.5_0.5_tot_lat_d.gpkg -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_UR_ssp2_rcp60_0.998_0.248_0.1_tot_lat_d.gpkg -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_UR_ssp2_rcp60_1_0.5_0.5_tot_lat_d.gpkg -onsset/onsset_replication/mled/onsset_clusters/zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_0.998_0.248_0.1_tot_lat_d.gpkg -onsset/onsset_replication/mled/onsset_clusters/zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_1_0.5_0.5_tot_lat_d.gpkg -onsset/onsset_replication/mled/zambia_el_acc_baseline_trend_targets.xlsm -onsset/onsset_replication/mled/~$zambia_el_acc_baseline_trend_targets.xlsm -onsset/onsset_replication/onsset_input_files/zambia_onsset_specifications_calibrated_baseline.xlsx -onsset/onsset_replication/onsset_input_files/zambia_onsset_specifications_calibrated_moderate_development.xlsx -onsset/results/onsset_full_results/baseline_zm-2-0_0_0_0_0_0.csv -onsset/results/onsset_full_results/moderate_development_zm-2-0_0_0_0_0_0.csv -onsset/results/onsset_summary_results/baseline_zm-2-0_0_0_0_0_0_summary.csv -onsset/results/onsset_summary_results/moderate_development_zm-2-0_0_0_0_0_0_summary.csv -onsset/mled_processed_input_files/zambia_onsset_input_mled_demands_moderate_development.csv -onsset/mled_processed_input_files/zambia_onsset_input_mled_demands_baseline.csv -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_ssp2_rcp26_1_0.75_0.75_tot_lat_d.gpkg -onsset/onsset_replication/mled/nest_clusters/zambia_nest_clusters_with_mled_loads_UR_ssp2_rcp26_1_0.75_0.75_tot_lat_d.gpkg -onsset/onsset_replication/mled/onsset_clusters/1_zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_0.998_0.248_0.1_tot_lat_d.gpkg -onsset/onsset_replication/mled/onsset_clusters/2_zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_1_0.5_0.5_tot_lat_d.gpkg -onsset/onsset_replication/mled/onsset_clusters/3_zambia_onsset_clusters_with_mled_loads_ssp2_rcp26_1_0.75_0.75_tot_lat_d.gpkg -onsset/onsset_replication/onsset_input_files/zambia_onsset_specifications_calibrated_sustainable_development.xlsx onsset/onsset_replication/zambia_el_acc_baseline_trend_targets.xlsm -onsset/results/onsset_full_results/sustainable_development_zm-2-0_0_0_0_0_0.csv -onsset/results/onsset_summary_results/sustainable_development_zm-2-0_0_0_0_0_0_summary.csv -onsset/mled_processed_input_files/zambia_onsset_input_mled_demands_sustainable_development.csv onsset/onsset_replication/mled_processed_input_files_reference/.gitkeep onsset/onsset_replication/mled_processed_input_files_reference/mled_processed_input_files/.gitkeep onsset/onsset_replication/mled_processed_input_files_reference/mled_processed_input_files/ReadMe.md -onsset/onsset_replication/mled_processed_input_files_reference/mled_processed_input_files/zambia_onsset_input_mled_demands_baseline.csv -onsset/onsset_replication/mled_processed_input_files_reference/mled_processed_input_files/zambia_onsset_input_mled_demands_moderate_development.csv -onsset/onsset_replication/mled_processed_input_files_reference/mled_processed_input_files/zambia_onsset_input_mled_demands_sustainable_development.csv -onsset/onsset_replication/mled_processed_input_files_reference/zambia_onsset_input_mled_demands_baseline.csv -onsset/onsset_replication/mled_processed_input_files_reference/zambia_onsset_input_mled_demands_moderate_development.csv -onsset/onsset_replication/mled_processed_input_files_reference/zambia_onsset_input_mled_demands_sustainable_development.csv -onsset/onsset_replication/nest_summaries/energy_allocation_results_for_nest.csv mled/gadm36_ZMB_0_sp.rds mled/gadm36_ZMB_1_sp.rds mled/gadm36_ZMB_2_sp.rds @@ -107,3 +72,21 @@ wiki/Wiki RE4AFAGRI_ideas.docx wiki/wiki_logo.drawio nest/message_ix_models/data/water/demands/harmonized/Thumbs.db mled/desktop.ini +onsset/mled_processed_input_files/1_zambia_onsset_input_mled_demands_baseline.csv +onsset/mled_processed_input_files/2_zambia_onsset_input_mled_demands_improved_access.csv +onsset/mled_processed_input_files/3_zambia_onsset_input_mled_demands_ambitious_development.csv +onsset/onsset_replication/clusters/clusters_zambia_220k_geo_input.csv +onsset/onsset_replication/clusters/zambia_onsset_input_calibrated.csv +onsset/onsset_replication/mled_processed_input_files_reference/1_zambia_onsset_input_mled_demands_baseline.csv +onsset/onsset_replication/mled_processed_input_files_reference/2_zambia_onsset_input_mled_demands_improved_access.csv +onsset/onsset_replication/mled_processed_input_files_reference/3_zambia_onsset_input_mled_demands_ambitious_development.csv +onsset/onsset_replication/nest_summaries/energy_allocation_results_for_nest.csv +onsset/onsset_replication/onsset_input_files/1_zambia_onsset_specifications_calibrated_baseline.xlsx +onsset/onsset_replication/onsset_input_files/2_zambia_onsset_specifications_calibrated_improved_access.xlsx +onsset/onsset_replication/onsset_input_files/3_zambia_onsset_specifications_calibrated_ambitious_development.xlsx +onsset/results/onsset_full_results/1_baseline_zm-2-0_0_0_0_0_0.csv +onsset/results/onsset_full_results/2_improved_access_zm-2-0_0_0_0_0_0.csv +onsset/results/onsset_full_results/3_ambitious_development_zm-2-0_0_0_0_0_0.csv +onsset/results/onsset_summary_results/1_baseline_zm-2-0_0_0_0_0_0_summary.csv +onsset/results/onsset_summary_results/2_improved_access_zm-2-0_0_0_0_0_0_summary.csv +onsset/results/onsset_summary_results/3_ambitious_development_zm-2-0_0_0_0_0_0_summary.csv diff --git a/onsset/MLED_extraction_to_OnSSET.ipynb b/onsset/MLED_extraction_to_OnSSET.ipynb index cb40630..15111cb 100644 --- a/onsset/MLED_extraction_to_OnSSET.ipynb +++ b/onsset/MLED_extraction_to_OnSSET.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "id": "ff9c35e3-2a30-4f9c-a4d4-f94566be2c4f", "metadata": { "tags": [] @@ -29,15 +29,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "fd252149-c96e-41da-aa9b-1cbeb70077b0", "metadata": {}, "outputs": [], "source": [ "#Important! this code will not run unless the \"onsset_replication\" data folder is downloaded and included in the file structure as in the instructions\n", "\n", - "years = [2020, 2030, 2040, 2050, 2060]\n", - "scenarios = [\"baseline\", \"moderate_development\", \"sustainable_development\"]\n", + "years = [2020, 2030, 2040, 2050, 2060] #all years with data are included, even though only 2030 and 2060 are used as future milestone years.\n", + "scenarios = [\"baseline\", \"improved_access\", \"ambitious_development\"]\n", + "#scenarios = [\"baseline\"] #uncomment this is you only want to run the single baseline scenario (sometimes easier for testing)\n", "\n", "mled_scenario_directory = r\"onsset_replication/mled/onsset_clusters\"\n", "mled_scenario_filenames = list(pathlib.Path(mled_scenario_directory).glob('*.gpkg'))\n", @@ -48,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "id": "111491a1-23f4-4134-ba70-4168d904bd6d", "metadata": {}, "outputs": [], @@ -60,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "8f00a32a-7e0b-4851-977b-c1d47ccbe4e4", "metadata": { "tags": [] @@ -73,84 +74,87 @@ "\n", "\n", "MLED Scenario processing into OnSSET input files for: ' baseline '...\n", - "Taken from file at: onsset_replication\\mled\\onsset_clusters\\1_zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_0.998_0.248_0.1_tot_lat_d.gpkg\n", - "Total Demand--2020: 13.12 TWh\n", - "Total Demand--2030: 40.47 TWh\n", - "Total Demand--2040: 46.55 TWh\n", - "Total Demand--2050: 58.27 TWh\n", - "Total Demand--2060: 75.08 TWh\n", - "Per Capita Demand--2020: 1340.96 kWh/cap/year\n", - "Per Capita Demand--2030: 2060.43 kWh/cap/year\n", - "Per Capita Demand--2040: 2172.49 kWh/cap/year\n", - "Per Capita Demand--2050: 2336.74 kWh/cap/year\n", - "Per Capita Demand--2060: 2636.78 kWh/cap/year\n", - "Population--2020: 19255577.0\n", - "Population--2030: 24179801.0\n", - "Population--2040: 29271172.0\n", - "Population--2050: 34015019.0\n", - "Population--2060: 38279939.0\n", + "Taken from file at: onsset_replication\\mled\\onsset_clusters\\1_zambia_onsset_clusters_with_mled_loads_baseline_tot_lat_d.gpkg\n", + "Total Demand--2020: 13.44 TWh\n", + "Total Demand--2030: 38.08 TWh\n", + "Total Demand--2040: 48.83 TWh\n", + "Total Demand--2050: 63.14 TWh\n", + "Total Demand--2060: 82.1 TWh\n", + "Per Capita Demand--2020: 1385.09 kWh/cap/year\n", + "Per Capita Demand--2030: 2097.12 kWh/cap/year\n", + "Per Capita Demand--2040: 2230.1 kWh/cap/year\n", + "Per Capita Demand--2050: 2430.23 kWh/cap/year\n", + "Per Capita Demand--2060: 2746.72 kWh/cap/year\n", + "Population--2020: 19234648.0\n", + "Population--2030: 24175461.0\n", + "Population--2040: 29289410.0\n", + "Population--2050: 34055014.0\n", + "Population--2060: 38341584.0\n", "Urban Pop Percentage--2020: 0.4187\n", "Urban Pop Percentage--2030: 0.4762\n", - "Urban Pop Percentage--2040: 0.53\n", - "Urban Pop Percentage--2050: 0.5787\n", - "Urban Pop Percentage--2060: 0.6221\n", + "Urban Pop Percentage--2040: 0.5299\n", + "Urban Pop Percentage--2050: 0.5786\n", + "Urban Pop Percentage--2060: 0.622\n", "\n", "\n", - "MLED Scenario processing into OnSSET input files for: ' moderate_development '...\n", - "Taken from file at: onsset_replication\\mled\\onsset_clusters\\2_zambia_onsset_clusters_with_mled_loads_ssp2_rcp60_1_0.5_0.5_tot_lat_d.gpkg\n", - "Total Demand--2020: 13.16 TWh\n", - "Total Demand--2030: 40.54 TWh\n", - "Total Demand--2040: 46.66 TWh\n", - "Total Demand--2050: 58.46 TWh\n", - "Total Demand--2060: 75.42 TWh\n", - "Per Capita Demand--2020: 1349.56 kWh/cap/year\n", - "Per Capita Demand--2030: 2071.5 kWh/cap/year\n", - "Per Capita Demand--2040: 2187.25 kWh/cap/year\n", - "Per Capita Demand--2050: 2357.52 kWh/cap/year\n", - "Per Capita Demand--2060: 2667.59 kWh/cap/year\n", - "Population--2020: 19255577.0\n", - "Population--2030: 24179801.0\n", - "Population--2040: 29271172.0\n", - "Population--2050: 34015019.0\n", - "Population--2060: 38279939.0\n", + "MLED Scenario processing into OnSSET input files for: ' improved_access '...\n", + "Taken from file at: onsset_replication\\mled\\onsset_clusters\\2_zambia_onsset_clusters_with_mled_loads_improved_access_tot_lat_d.gpkg\n", + "Total Demand--2020: 13.47 TWh\n", + "Total Demand--2030: 37.89 TWh\n", + "Total Demand--2040: 48.74 TWh\n", + "Total Demand--2050: 63.17 TWh\n", + "Total Demand--2060: 82.21 TWh\n", + "Per Capita Demand--2020: 1393.39 kWh/cap/year\n", + "Per Capita Demand--2030: 2081.45 kWh/cap/year\n", + "Per Capita Demand--2040: 2226.76 kWh/cap/year\n", + "Per Capita Demand--2050: 2439.76 kWh/cap/year\n", + "Per Capita Demand--2060: 2763.57 kWh/cap/year\n", + "Population--2020: 19234648.0\n", + "Population--2030: 24175461.0\n", + "Population--2040: 29289410.0\n", + "Population--2050: 34055014.0\n", + "Population--2060: 38341584.0\n", "Urban Pop Percentage--2020: 0.4187\n", "Urban Pop Percentage--2030: 0.4762\n", - "Urban Pop Percentage--2040: 0.53\n", - "Urban Pop Percentage--2050: 0.5787\n", - "Urban Pop Percentage--2060: 0.6221\n", + "Urban Pop Percentage--2040: 0.5299\n", + "Urban Pop Percentage--2050: 0.5786\n", + "Urban Pop Percentage--2060: 0.622\n", "\n", "\n", - "MLED Scenario processing into OnSSET input files for: ' sustainable_development '...\n", - "Taken from file at: onsset_replication\\mled\\onsset_clusters\\3_zambia_onsset_clusters_with_mled_loads_ssp2_rcp26_1_0.75_0.75_tot_lat_d.gpkg\n", - "Total Demand--2020: 13.19 TWh\n", - "Total Demand--2030: 40.58 TWh\n", - "Total Demand--2040: 46.76 TWh\n", - "Total Demand--2050: 58.66 TWh\n", - "Total Demand--2060: 75.81 TWh\n", - "Per Capita Demand--2020: 1355.14 kWh/cap/year\n", - "Per Capita Demand--2030: 2078.53 kWh/cap/year\n", - "Per Capita Demand--2040: 2199.29 kWh/cap/year\n", - "Per Capita Demand--2050: 2376.39 kWh/cap/year\n", - "Per Capita Demand--2060: 2699.31 kWh/cap/year\n", - "Population--2020: 19255577.0\n", - "Population--2030: 24179801.0\n", - "Population--2040: 29271172.0\n", - "Population--2050: 34015019.0\n", - "Population--2060: 38279939.0\n", + "MLED Scenario processing into OnSSET input files for: ' ambitious_development '...\n", + "Taken from file at: onsset_replication\\mled\\onsset_clusters\\3_zambia_onsset_clusters_with_mled_loads_ambitious_development_tot_lat_d.gpkg\n", + "Total Demand--2020: 13.5 TWh\n", + "Total Demand--2030: 38.17 TWh\n", + "Total Demand--2040: 48.98 TWh\n", + "Total Demand--2050: 63.37 TWh\n", + "Total Demand--2060: 82.46 TWh\n", + "Per Capita Demand--2020: 1398.57 kWh/cap/year\n", + "Per Capita Demand--2030: 2113.12 kWh/cap/year\n", + "Per Capita Demand--2040: 2250.68 kWh/cap/year\n", + "Per Capita Demand--2050: 2458.48 kWh/cap/year\n", + "Per Capita Demand--2060: 2785.37 kWh/cap/year\n", + "Population--2020: 19234648.0\n", + "Population--2030: 24175461.0\n", + "Population--2040: 29289410.0\n", + "Population--2050: 34055014.0\n", + "Population--2060: 38341584.0\n", "Urban Pop Percentage--2020: 0.4187\n", "Urban Pop Percentage--2030: 0.4762\n", - "Urban Pop Percentage--2040: 0.53\n", - "Urban Pop Percentage--2050: 0.5787\n", - "Urban Pop Percentage--2060: 0.6221\n" + "Urban Pop Percentage--2040: 0.5299\n", + "Urban Pop Percentage--2050: 0.5786\n", + "Urban Pop Percentage--2060: 0.622\n" ] } ], "source": [ - "#Note: This can take some time. Will also be slower if pyogrio is not used. Will likely need more than 8GB of RAM.\n", + "#Note: This can take some time. Will also be slower if pyogrio is not used. May need more than 8GB of RAM for large countries or many clusters.\n", "\n", "#Important! this code will not run unless the \"onsset_replication\" data folder is downloaded and included in the file structure as in the instructions\n", "\n", + "scenario_number = 1 # used as counter variable for output filenames. Not the number of scenarios to run. This is set in the list in cell 2 above. \n", + "\n", "for mled_scenario in scenarios:\n", + " \n", "\n", " gdf = gpd.read_file(os.path.join(scenario_dictionary[mled_scenario]), engine = \"pyogrio\")\n", " \n", @@ -192,6 +196,9 @@ " onsset[\"GDP\"] = 0\n", " onsset[\"ResidentialDemandTierCustom\"] = onsset[\"tot_dem_per_capita_2030\"]\n", " \n", + " GHI_mean = onsset[\"GHI\"].mean()\n", + " onsset[\"GHI\"].fillna(GHI_mean, inplace = True)\n", + " \n", " onsset[\"PerCapitaDemand2020\"] = onsset[\"tot_dem_per_capita_2020\"]\n", " onsset[\"PerCapitaDemand2030\"] = onsset[\"tot_dem_per_capita_2030\"]\n", " onsset[\"PerCapitaDemand2040\"] = onsset[\"tot_dem_per_capita_2040\"]\n", @@ -209,17 +216,13 @@ " onsset[\"Pop2050\"] = onsset.population_2050\n", " onsset[\"Pop2060\"] = onsset.population_2060\n", " \n", - " onsset.to_csv(os.path.join(output_directory_for_onsset, \"zambia_onsset_input_mled_demands_\"+ str(mled_scenario) + \".csv\"), index = False) \n", + " onsset = onsset[onsset.GridCellArea.notna()]\n", + " \n", + " onsset.to_csv(os.path.join(output_directory_for_onsset, str(scenario_number) + \"_zambia_onsset_input_mled_demands_\"+ str(mled_scenario) + \".csv\"), index = False)\n", + " \n", + " scenario_number = scenario_number + 1\n", " " ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "42adb281-b4c0-4074-ad2d-c7db1057b994", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/onsset/onsset/OnSSET_Scenario_Running.ipynb b/onsset/onsset/OnSSET_Scenario_Running.ipynb index b8cfca4..d566c2b 100644 --- a/onsset/onsset/OnSSET_Scenario_Running.ipynb +++ b/onsset/onsset/OnSSET_Scenario_Running.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 10, "id": "429ff205-1699-4f65-8569-fe3e00c0fbf4", "metadata": {}, "outputs": [], @@ -29,12 +29,13 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 11, "id": "bb8cda4c-6f74-4fb4-add0-a9d960ec941f", "metadata": {}, "outputs": [], "source": [ - "scenarios = [\"baseline\", \"moderate_development\", \"sustainable_development\"]\n", + "scenarios = [\"baseline\", \"improved_access\", \"ambitious_development\"]\n", + "#scenarios = [\"baseline\"]\n", "\n", "processed_input_files_directory = r\"..\\mled_processed_input_files\"\n", "processed_input_files_filenames = list(pathlib.Path(processed_input_files_directory).glob('*.csv'))\n", @@ -51,7 +52,53 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, + "id": "d31b17d2-053e-4bbe-952a-90d1496a3a2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'baseline': WindowsPath('../mled_processed_input_files/1_zambia_onsset_input_mled_demands_baseline.csv'),\n", + " 'improved_access': WindowsPath('../mled_processed_input_files/2_zambia_onsset_input_mled_demands_improved_access.csv'),\n", + " 'ambitious_development': WindowsPath('../mled_processed_input_files/3_zambia_onsset_input_mled_demands_ambitious_development.csv')}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenario_input_files_dictionary\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "441fbbfe-6abe-43dd-933e-4d42618b507e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'baseline': WindowsPath('../onsset_replication/onsset_input_files/1_zambia_onsset_specifications_calibrated_baseline.xlsx'),\n", + " 'improved_access': WindowsPath('../onsset_replication/onsset_input_files/2_zambia_onsset_specifications_calibrated_improved_access.xlsx'),\n", + " 'ambitious_development': WindowsPath('../onsset_replication/onsset_input_files/3_zambia_onsset_specifications_calibrated_ambitious_development.xlsx')}" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenario_specification_files_dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 14, "id": "45eab8b7-6958-416d-8d70-4f0bf505f437", "metadata": {}, "outputs": [ @@ -61,7 +108,7 @@ "text": [ "Running MLED scenario 'baseline'...\n", "OnSSET Scenario: 1\n", - "Total electrification rate achieved in 2040 is 92.7 %\n", + "Total electrification rate achieved in 2030 is 74.0 %\n", "Total electrification rate achieved in 2060 is 99.8 %\n" ] }, @@ -69,16 +116,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-02-27 15:38:09,396\t\tFinished\n" + "2023-10-06 12:38:47,784\t\tFinished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Running MLED scenario 'moderate_development'...\n", + "Running MLED scenario 'improved_access'...\n", "OnSSET Scenario: 1\n", - "Total electrification rate achieved in 2040 is 96.4 %\n", + "Total electrification rate achieved in 2030 is 87.0 %\n", "Total electrification rate achieved in 2060 is 99.9 %\n" ] }, @@ -86,16 +133,16 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-02-27 15:41:37,109\t\tFinished\n" + "2023-10-06 12:41:47,710\t\tFinished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Running MLED scenario 'sustainable_development'...\n", + "Running MLED scenario 'ambitious_development'...\n", "OnSSET Scenario: 1\n", - "Total electrification rate achieved in 2040 is 100.0 %\n", + "Total electrification rate achieved in 2030 is 100.0 %\n", "Total electrification rate achieved in 2060 is 100.0 %\n" ] }, @@ -103,11 +150,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-02-27 15:44:59,104\t\tFinished\n" + "2023-10-06 12:44:53,237\t\tFinished\n" ] } ], "source": [ + "#WARNING: This should take quite some time (possibly 10 to 20 minutes depending on country size, computer speed, and number of scenarios run)\n", + "\n", + "mled_scenario_number_counter = 1\n", "for mled_scenario in scenarios:\n", " print(\"Running MLED scenario '\" + mled_scenario +\"'...\")\n", " specs_path = os.path.join(scenario_specification_files_dictionary[mled_scenario])\n", @@ -116,12 +166,13 @@ "\n", " calibrated_csv_path = os.path.join(scenario_input_files_dictionary[mled_scenario])\n", "\n", - " scenario(specs_path, calibrated_csv_path, results_folder, summary_folder, mled_scenario)" + " scenario(specs_path, calibrated_csv_path, results_folder, summary_folder, str(mled_scenario_number_counter) + \"_\" + mled_scenario)\n", + " scenario_number_counter += 1" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 15, "id": "9a104fc4-a2a2-44ab-b60e-660d10aa2f64", "metadata": {}, "outputs": [], @@ -133,7 +184,53 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 16, + "id": "8e55db27-0ea1-4ddc-bb6a-7df6661c8c5c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[WindowsPath('../results/onsset_full_results/1_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/2_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/3_ambitious_development_zm-2-0_0_0_0_0_0.csv')]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "output_files_filenames" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "422a5be0-bef6-498b-8adc-7a1691b8b2bb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'baseline': WindowsPath('../results/onsset_full_results/1_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " 'improved_access': WindowsPath('../results/onsset_full_results/2_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " 'ambitious_development': WindowsPath('../results/onsset_full_results/3_ambitious_development_zm-2-0_0_0_0_0_0.csv')}" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scenario_output_files_dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "id": "e44f76c3-7886-43d1-a449-bbf6ed93f187", "metadata": {}, "outputs": [], @@ -145,23 +242,23 @@ " nest = pd.read_csv(os.path.join(scenario_output_files_dictionary[mled_scenario]))\n", "\n", " nest[\"BCU\"] = nest[\"BCU\"].astype(\"int\")\n", - " nest[[\"BCU\",\"FinalElecCode2020\",\"isurban_2020\", \"FinalElecCode2040\",\"isurban_future_2040\", \"FinalElecCode2060\",\"isurban_future_2060\"]] = nest[[\"BCU\",\"FinalElecCode2020\",\"isurban_2020\", \"FinalElecCode2040\",\"isurban_future_2040\", \"FinalElecCode2060\",\"isurban_future_2060\"]].astype(\"category\")\n", + " nest[[\"BCU\",\"FinalElecCode2020\",\"isurban_2020\", \"FinalElecCode2030\",\"isurban_future_2030\", \"FinalElecCode2060\",\"isurban_future_2060\"]] = nest[[\"BCU\",\"FinalElecCode2020\",\"isurban_2020\", \"FinalElecCode2030\",\"isurban_future_2030\", \"FinalElecCode2060\",\"isurban_future_2060\"]].astype(\"category\")\n", " nest[\"isurban_future_2020\"] = nest[\"isurban_2020\"]\n", "\n", " nest.FinalElecCode2020 = nest.FinalElecCode2020.cat.set_categories([1,2,3,5,6,7,99])\n", - " nest.FinalElecCode2040 = nest.FinalElecCode2040.cat.set_categories([1,2,3,5,6,7,99])\n", + " nest.FinalElecCode2030 = nest.FinalElecCode2030.cat.set_categories([1,2,3,5,6,7,99])\n", " nest.FinalElecCode2060 = nest.FinalElecCode2060.cat.set_categories([1,2,3,5,6,7,99])\n", "\n", " nest.FinalElecCode2020 = nest.FinalElecCode2020.cat.rename_categories({1: \"grid_existing\", 2: \"grid_new\", 3: \"sa_pv\", 5: \"mg_pv_hybrid\", 6: \"mg_wind_hybrid\", 7: \"mg_hydro\", 99: \"unelectrified\"})\n", - " nest.FinalElecCode2040 = nest.FinalElecCode2040.cat.rename_categories({1: \"grid_existing\", 2: \"grid_new\", 3: \"sa_pv\", 5: \"mg_pv_hybrid\", 6: \"mg_wind_hybrid\", 7: \"mg_hydro\", 99: \"unelectrified\"})\n", + " nest.FinalElecCode2030 = nest.FinalElecCode2030.cat.rename_categories({1: \"grid_existing\", 2: \"grid_new\", 3: \"sa_pv\", 5: \"mg_pv_hybrid\", 6: \"mg_wind_hybrid\", 7: \"mg_hydro\", 99: \"unelectrified\"})\n", " nest.FinalElecCode2060 = nest.FinalElecCode2060.cat.rename_categories({1: \"grid_existing\", 2: \"grid_new\", 3: \"sa_pv\", 5: \"mg_pv_hybrid\", 6: \"mg_wind_hybrid\", 7: \"mg_hydro\", 99: \"unelectrified\"})\n", "\n", " nest.isurban_2020 = nest.isurban_2020.cat.rename_categories({0: \"rural\", 1: \"urban\"})\n", " nest.isurban_future_2020 = nest.isurban_future_2020.cat.rename_categories({0: \"rural\", 1: \"urban\"})\n", - " nest.isurban_future_2040 = nest.isurban_future_2040.cat.rename_categories({0: \"rural\", 1: \"urban\"})\n", + " nest.isurban_future_2030 = nest.isurban_future_2030.cat.rename_categories({0: \"rural\", 1: \"urban\"})\n", " nest.isurban_future_2060 = nest.isurban_future_2060.cat.rename_categories({0: \"rural\", 1: \"urban\"})\n", "\n", - " years = [2020, 2040, 2060]\n", + " years = [2020, 2030, 2060]\n", " scenario_summary = pd.DataFrame()\n", "\n", " for year in years:\n", @@ -181,7 +278,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 19, "id": "86dd44dd-bb42-43f4-8055-b8ef05d48874", "metadata": {}, "outputs": [ @@ -224,7 +321,7 @@ " 2020\n", " baseline\n", " GWh\n", - " 5.19\n", + " 5.2\n", " \n", " \n", " 1\n", @@ -234,7 +331,7 @@ " 2020\n", " baseline\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 2\n", @@ -244,7 +341,7 @@ " 2020\n", " baseline\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 3\n", @@ -254,7 +351,7 @@ " 2020\n", " baseline\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 4\n", @@ -264,7 +361,7 @@ " 2020\n", " baseline\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " ...\n", @@ -282,9 +379,9 @@ " mg_wind_hybrid\n", " urban\n", " 2060\n", - " sustainable_development\n", + " ambitious_development\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 332\n", @@ -292,9 +389,9 @@ " mg_hydro\n", " rural\n", " 2060\n", - " sustainable_development\n", + " ambitious_development\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 333\n", @@ -302,9 +399,9 @@ " mg_hydro\n", " urban\n", " 2060\n", - " sustainable_development\n", + " ambitious_development\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 334\n", @@ -312,9 +409,9 @@ " unelectrified\n", " rural\n", " 2060\n", - " sustainable_development\n", + " ambitious_development\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", " 335\n", @@ -322,9 +419,9 @@ " unelectrified\n", " urban\n", " 2060\n", - " sustainable_development\n", + " ambitious_development\n", " GWh\n", - " 0.00\n", + " 0.0\n", " \n", " \n", "\n", @@ -332,23 +429,23 @@ "" ], "text/plain": [ - " BCU tec urb_rur year scenario unit value\n", - "0 1 grid_existing rural 2020 baseline GWh 5.19\n", - "1 1 grid_existing urban 2020 baseline GWh 0.00\n", - "2 1 grid_new rural 2020 baseline GWh 0.00\n", - "3 1 grid_new urban 2020 baseline GWh 0.00\n", - "4 1 sa_pv rural 2020 baseline GWh 0.00\n", - ".. .. ... ... ... ... ... ...\n", - "331 24 mg_wind_hybrid urban 2060 sustainable_development GWh 0.00\n", - "332 24 mg_hydro rural 2060 sustainable_development GWh 0.00\n", - "333 24 mg_hydro urban 2060 sustainable_development GWh 0.00\n", - "334 24 unelectrified rural 2060 sustainable_development GWh 0.00\n", - "335 24 unelectrified urban 2060 sustainable_development GWh 0.00\n", + " BCU tec urb_rur year scenario unit value\n", + "0 1 grid_existing rural 2020 baseline GWh 5.2\n", + "1 1 grid_existing urban 2020 baseline GWh 0.0\n", + "2 1 grid_new rural 2020 baseline GWh 0.0\n", + "3 1 grid_new urban 2020 baseline GWh 0.0\n", + "4 1 sa_pv rural 2020 baseline GWh 0.0\n", + ".. .. ... ... ... ... ... ...\n", + "331 24 mg_wind_hybrid urban 2060 ambitious_development GWh 0.0\n", + "332 24 mg_hydro rural 2060 ambitious_development GWh 0.0\n", + "333 24 mg_hydro urban 2060 ambitious_development GWh 0.0\n", + "334 24 unelectrified rural 2060 ambitious_development GWh 0.0\n", + "335 24 unelectrified urban 2060 ambitious_development GWh 0.0\n", "\n", "[3024 rows x 7 columns]" ] }, - "execution_count": 6, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -357,10 +454,422 @@ "full_summary" ] }, + { + "cell_type": "code", + "execution_count": 25, + "id": "7f3c9b63-c51a-4597-89ca-4bdde3ebc826", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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value
yeartecscenario
2020grid_existingambitious_development4246.0
baseline4245.1
improved_access4245.7
grid_newambitious_development0.0
baseline0.0
improved_access0.0
sa_pvambitious_development0.0
baseline0.0
improved_access0.0
mg_pv_hybridambitious_development0.0
baseline0.0
improved_access0.0
mg_wind_hybridambitious_development0.0
baseline0.0
improved_access0.0
mg_hydroambitious_development0.0
baseline0.0
improved_access0.0
unelectrifiedambitious_development9252.5
baseline9191.4
improved_access9229.1
2030grid_existingambitious_development16891.0
baseline16889.4
improved_access16888.0
grid_newambitious_development8316.5
baseline4942.0
improved_access5145.5
sa_pvambitious_development35.0
baseline33.3
improved_access35.9
mg_pv_hybridambitious_development7944.8
baseline1039.9
improved_access3256.5
mg_wind_hybridambitious_development3.2
baseline2.6
improved_access2.6
mg_hydroambitious_development38.9
baseline37.4
improved_access36.0
unelectrifiedambitious_development4938.6
baseline15130.6
improved_access12520.8
2060grid_existingambitious_development31915.9
baseline31909.3
improved_access31912.9
grid_newambitious_development49445.8
baseline32575.7
improved_access33289.9
sa_pvambitious_development22.8
baseline65.1
improved_access34.4
mg_pv_hybridambitious_development1065.3
baseline522.3
improved_access700.5
mg_wind_hybridambitious_development0.0
baseline0.0
improved_access0.0
mg_hydroambitious_development5.1
baseline4.0
improved_access4.4
unelectrifiedambitious_development0.0
baseline17018.2
improved_access16267.0
\n", + "
" + ], + "text/plain": [ + " value\n", + "year tec scenario \n", + "2020 grid_existing ambitious_development 4246.0\n", + " baseline 4245.1\n", + " improved_access 4245.7\n", + " grid_new ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " sa_pv ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " mg_pv_hybrid ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " mg_wind_hybrid ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " mg_hydro ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " unelectrified ambitious_development 9252.5\n", + " baseline 9191.4\n", + " improved_access 9229.1\n", + "2030 grid_existing ambitious_development 16891.0\n", + " baseline 16889.4\n", + " improved_access 16888.0\n", + " grid_new ambitious_development 8316.5\n", + " baseline 4942.0\n", + " improved_access 5145.5\n", + " sa_pv ambitious_development 35.0\n", + " baseline 33.3\n", + " improved_access 35.9\n", + " mg_pv_hybrid ambitious_development 7944.8\n", + " baseline 1039.9\n", + " improved_access 3256.5\n", + " mg_wind_hybrid ambitious_development 3.2\n", + " baseline 2.6\n", + " improved_access 2.6\n", + " mg_hydro ambitious_development 38.9\n", + " baseline 37.4\n", + " improved_access 36.0\n", + " unelectrified ambitious_development 4938.6\n", + " baseline 15130.6\n", + " improved_access 12520.8\n", + "2060 grid_existing ambitious_development 31915.9\n", + " baseline 31909.3\n", + " improved_access 31912.9\n", + " grid_new ambitious_development 49445.8\n", + " baseline 32575.7\n", + " improved_access 33289.9\n", + " sa_pv ambitious_development 22.8\n", + " baseline 65.1\n", + " improved_access 34.4\n", + " mg_pv_hybrid ambitious_development 1065.3\n", + " baseline 522.3\n", + " improved_access 700.5\n", + " mg_wind_hybrid ambitious_development 0.0\n", + " baseline 0.0\n", + " improved_access 0.0\n", + " mg_hydro ambitious_development 5.1\n", + " baseline 4.0\n", + " improved_access 4.4\n", + " unelectrified ambitious_development 0.0\n", + " baseline 17018.2\n", + " improved_access 16267.0" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "full_summary.groupby([\"year\",\"tec\",\"scenario\"]).value.sum().round(1).to_frame()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "50d755e2-0462-4e75-b830-eab32ca4ff1c", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f78f79bb-5156-4a17-a65e-9616b2e3b599", + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, - "id": "a675e1f3-89e1-4a21-bd25-d2557df46463", + "id": "91b5bc9a-64a6-4a0d-a442-100376515d62", "metadata": {}, "outputs": [], "source": [] diff --git a/onsset/onsset/runner.py b/onsset/onsset/runner.py index bdac975..e71ec4c 100644 --- a/onsset/onsset/runner.py +++ b/onsset/onsset/runner.py @@ -74,7 +74,7 @@ def calibration(specs_path, csv_path, specs_path_calib, calibrated_csv_path): start_year = int(specs_data.loc[0, SPE_START_YEAR]) end_year = int(specs_data.loc[0, SPE_END_YEAR]) - intermediate_year = 2040 + intermediate_year = 2030 elec_actual = specs_data.loc[0, SPE_ELEC] elec_actual_urban = specs_data.loc[0, SPE_ELEC_URBAN] elec_actual_rural = specs_data.loc[0, SPE_ELEC_RURAL] @@ -279,9 +279,9 @@ def scenario(specs_path, calibrated_csv_path, results_folder, summary_folder, ml # RUN_PARAM: One shall define here the years of analysis (excluding start year), # together with access targets per interval and timestep duration - yearsofanalysis = [2040, 2060] - eleclimits = {2040: five_year_target, 2060: final_year_target} - time_steps = {2040: 20, 2060: 20} + yearsofanalysis = [2030, 2060] + eleclimits = {2030: five_year_target, 2060: final_year_target} + time_steps = {2030: 10, 2060: 30} elements = ["1.Population", "2.New_Connections", "3.Capacity", "4.Investment"] techs = ["Grid", "SA_Diesel", "SA_PV", "MG_Diesel", "MG_PV", "MG_Wind", "MG_Hydro", "MG_PV_Hybrid", diff --git a/onsset/results/nest_summaries/energy_allocation_results_for_nest.csv b/onsset/results/nest_summaries/energy_allocation_results_for_nest.csv index d56c850..06da7a2 100644 --- a/onsset/results/nest_summaries/energy_allocation_results_for_nest.csv +++ b/onsset/results/nest_summaries/energy_allocation_results_for_nest.csv @@ -11,10 +11,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 1,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 1,mg_hydro,rural,2020,baseline,GWh,0.0 1,mg_hydro,urban,2020,baseline,GWh,0.0 -1,unelectrified,rural,2020,baseline,GWh,22.91 +1,unelectrified,rural,2020,baseline,GWh,22.74 1,unelectrified,urban,2020,baseline,GWh,0.0 2,grid_existing,rural,2020,baseline,GWh,22.64 -2,grid_existing,urban,2020,baseline,GWh,198.02 +2,grid_existing,urban,2020,baseline,GWh,198.0 2,grid_new,rural,2020,baseline,GWh,0.0 2,grid_new,urban,2020,baseline,GWh,0.0 2,sa_pv,rural,2020,baseline,GWh,0.0 @@ -25,7 +25,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 2,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 2,mg_hydro,rural,2020,baseline,GWh,0.0 2,mg_hydro,urban,2020,baseline,GWh,0.0 -2,unelectrified,rural,2020,baseline,GWh,150.69 +2,unelectrified,rural,2020,baseline,GWh,148.33 2,unelectrified,urban,2020,baseline,GWh,0.0 3,grid_existing,rural,2020,baseline,GWh,1.74 3,grid_existing,urban,2020,baseline,GWh,10.48 @@ -39,7 +39,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 3,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 3,mg_hydro,rural,2020,baseline,GWh,0.0 3,mg_hydro,urban,2020,baseline,GWh,0.0 -3,unelectrified,rural,2020,baseline,GWh,5.04 +3,unelectrified,rural,2020,baseline,GWh,4.7 3,unelectrified,urban,2020,baseline,GWh,0.0 4,grid_existing,rural,2020,baseline,GWh,41.15 4,grid_existing,urban,2020,baseline,GWh,42.21 @@ -53,10 +53,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 4,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 4,mg_hydro,rural,2020,baseline,GWh,0.0 4,mg_hydro,urban,2020,baseline,GWh,0.0 -4,unelectrified,rural,2020,baseline,GWh,235.31 +4,unelectrified,rural,2020,baseline,GWh,233.3 4,unelectrified,urban,2020,baseline,GWh,0.0 -5,grid_existing,rural,2020,baseline,GWh,75.57 -5,grid_existing,urban,2020,baseline,GWh,754.92 +5,grid_existing,rural,2020,baseline,GWh,75.13 +5,grid_existing,urban,2020,baseline,GWh,754.69 5,grid_new,rural,2020,baseline,GWh,0.0 5,grid_new,urban,2020,baseline,GWh,0.0 5,sa_pv,rural,2020,baseline,GWh,0.0 @@ -67,7 +67,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 5,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 5,mg_hydro,rural,2020,baseline,GWh,0.0 5,mg_hydro,urban,2020,baseline,GWh,0.0 -5,unelectrified,rural,2020,baseline,GWh,1180.91 +5,unelectrified,rural,2020,baseline,GWh,1155.21 5,unelectrified,urban,2020,baseline,GWh,0.0 6,grid_existing,rural,2020,baseline,GWh,7.59 6,grid_existing,urban,2020,baseline,GWh,0.0 @@ -81,10 +81,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 6,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 6,mg_hydro,rural,2020,baseline,GWh,0.0 6,mg_hydro,urban,2020,baseline,GWh,0.0 -6,unelectrified,rural,2020,baseline,GWh,61.24 +6,unelectrified,rural,2020,baseline,GWh,60.53 6,unelectrified,urban,2020,baseline,GWh,0.0 -7,grid_existing,rural,2020,baseline,GWh,22.31 -7,grid_existing,urban,2020,baseline,GWh,98.91 +7,grid_existing,rural,2020,baseline,GWh,22.3 +7,grid_existing,urban,2020,baseline,GWh,98.89 7,grid_new,rural,2020,baseline,GWh,0.0 7,grid_new,urban,2020,baseline,GWh,0.0 7,sa_pv,rural,2020,baseline,GWh,0.0 @@ -95,10 +95,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 7,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 7,mg_hydro,rural,2020,baseline,GWh,0.0 7,mg_hydro,urban,2020,baseline,GWh,0.0 -7,unelectrified,rural,2020,baseline,GWh,230.86 +7,unelectrified,rural,2020,baseline,GWh,228.1 7,unelectrified,urban,2020,baseline,GWh,0.0 -8,grid_existing,rural,2020,baseline,GWh,68.62 -8,grid_existing,urban,2020,baseline,GWh,194.8 +8,grid_existing,rural,2020,baseline,GWh,68.57 +8,grid_existing,urban,2020,baseline,GWh,194.75 8,grid_new,rural,2020,baseline,GWh,0.0 8,grid_new,urban,2020,baseline,GWh,0.0 8,sa_pv,rural,2020,baseline,GWh,0.0 @@ -109,7 +109,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 8,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 8,mg_hydro,rural,2020,baseline,GWh,0.0 8,mg_hydro,urban,2020,baseline,GWh,0.0 -8,unelectrified,rural,2020,baseline,GWh,127.38 +8,unelectrified,rural,2020,baseline,GWh,125.4 8,unelectrified,urban,2020,baseline,GWh,0.0 9,grid_existing,rural,2020,baseline,GWh,48.39 9,grid_existing,urban,2020,baseline,GWh,97.64 @@ -123,7 +123,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 9,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 9,mg_hydro,rural,2020,baseline,GWh,0.0 9,mg_hydro,urban,2020,baseline,GWh,0.0 -9,unelectrified,rural,2020,baseline,GWh,158.42 +9,unelectrified,rural,2020,baseline,GWh,157.97 9,unelectrified,urban,2020,baseline,GWh,0.0 10,grid_existing,rural,2020,baseline,GWh,2.17 10,grid_existing,urban,2020,baseline,GWh,0.0 @@ -137,10 +137,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 10,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 10,mg_hydro,rural,2020,baseline,GWh,0.0 10,mg_hydro,urban,2020,baseline,GWh,0.0 -10,unelectrified,rural,2020,baseline,GWh,7.08 +10,unelectrified,rural,2020,baseline,GWh,6.95 10,unelectrified,urban,2020,baseline,GWh,0.0 11,grid_existing,rural,2020,baseline,GWh,56.14 -11,grid_existing,urban,2020,baseline,GWh,1292.61 +11,grid_existing,urban,2020,baseline,GWh,1292.6 11,grid_new,rural,2020,baseline,GWh,0.0 11,grid_new,urban,2020,baseline,GWh,0.0 11,sa_pv,rural,2020,baseline,GWh,0.0 @@ -151,7 +151,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 11,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 11,mg_hydro,rural,2020,baseline,GWh,0.0 11,mg_hydro,urban,2020,baseline,GWh,0.0 -11,unelectrified,rural,2020,baseline,GWh,241.28 +11,unelectrified,rural,2020,baseline,GWh,240.56 11,unelectrified,urban,2020,baseline,GWh,0.0 12,grid_existing,rural,2020,baseline,GWh,0.01 12,grid_existing,urban,2020,baseline,GWh,5.42 @@ -165,10 +165,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 12,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 12,mg_hydro,rural,2020,baseline,GWh,0.0 12,mg_hydro,urban,2020,baseline,GWh,0.0 -12,unelectrified,rural,2020,baseline,GWh,4.17 +12,unelectrified,rural,2020,baseline,GWh,4.16 12,unelectrified,urban,2020,baseline,GWh,0.0 13,grid_existing,rural,2020,baseline,GWh,14.74 -13,grid_existing,urban,2020,baseline,GWh,65.98 +13,grid_existing,urban,2020,baseline,GWh,65.97 13,grid_new,rural,2020,baseline,GWh,0.0 13,grid_new,urban,2020,baseline,GWh,0.0 13,sa_pv,rural,2020,baseline,GWh,0.0 @@ -179,7 +179,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 13,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 13,mg_hydro,rural,2020,baseline,GWh,0.0 13,mg_hydro,urban,2020,baseline,GWh,0.0 -13,unelectrified,rural,2020,baseline,GWh,40.34 +13,unelectrified,rural,2020,baseline,GWh,39.19 13,unelectrified,urban,2020,baseline,GWh,0.0 14,grid_existing,rural,2020,baseline,GWh,0.0 14,grid_existing,urban,2020,baseline,GWh,5.44 @@ -193,7 +193,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 14,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 14,mg_hydro,rural,2020,baseline,GWh,0.0 14,mg_hydro,urban,2020,baseline,GWh,0.0 -14,unelectrified,rural,2020,baseline,GWh,19.67 +14,unelectrified,rural,2020,baseline,GWh,19.35 14,unelectrified,urban,2020,baseline,GWh,0.0 15,grid_existing,rural,2020,baseline,GWh,144.36 15,grid_existing,urban,2020,baseline,GWh,218.42 @@ -207,10 +207,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 15,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 15,mg_hydro,rural,2020,baseline,GWh,0.0 15,mg_hydro,urban,2020,baseline,GWh,0.0 -15,unelectrified,rural,2020,baseline,GWh,3269.44 +15,unelectrified,rural,2020,baseline,GWh,3269.08 15,unelectrified,urban,2020,baseline,GWh,0.0 -16,grid_existing,rural,2020,baseline,GWh,70.66 -16,grid_existing,urban,2020,baseline,GWh,112.27 +16,grid_existing,rural,2020,baseline,GWh,70.65 +16,grid_existing,urban,2020,baseline,GWh,112.26 16,grid_new,rural,2020,baseline,GWh,0.0 16,grid_new,urban,2020,baseline,GWh,0.0 16,sa_pv,rural,2020,baseline,GWh,0.0 @@ -221,10 +221,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 16,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 16,mg_hydro,rural,2020,baseline,GWh,0.0 16,mg_hydro,urban,2020,baseline,GWh,0.0 -16,unelectrified,rural,2020,baseline,GWh,2817.0 +16,unelectrified,rural,2020,baseline,GWh,2816.24 16,unelectrified,urban,2020,baseline,GWh,2.55 -17,grid_existing,rural,2020,baseline,GWh,21.84 -17,grid_existing,urban,2020,baseline,GWh,83.82 +17,grid_existing,rural,2020,baseline,GWh,21.82 +17,grid_existing,urban,2020,baseline,GWh,83.81 17,grid_new,rural,2020,baseline,GWh,0.0 17,grid_new,urban,2020,baseline,GWh,0.0 17,sa_pv,rural,2020,baseline,GWh,0.0 @@ -235,10 +235,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 17,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 17,mg_hydro,rural,2020,baseline,GWh,0.0 17,mg_hydro,urban,2020,baseline,GWh,0.0 -17,unelectrified,rural,2020,baseline,GWh,157.38 -17,unelectrified,urban,2020,baseline,GWh,2.81 +17,unelectrified,rural,2020,baseline,GWh,149.08 +17,unelectrified,urban,2020,baseline,GWh,2.8 18,grid_existing,rural,2020,baseline,GWh,2.13 -18,grid_existing,urban,2020,baseline,GWh,26.23 +18,grid_existing,urban,2020,baseline,GWh,26.22 18,grid_new,rural,2020,baseline,GWh,0.0 18,grid_new,urban,2020,baseline,GWh,0.0 18,sa_pv,rural,2020,baseline,GWh,0.0 @@ -249,9 +249,9 @@ BCU,tec,urb_rur,year,scenario,unit,value 18,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 18,mg_hydro,rural,2020,baseline,GWh,0.0 18,mg_hydro,urban,2020,baseline,GWh,0.0 -18,unelectrified,rural,2020,baseline,GWh,28.23 +18,unelectrified,rural,2020,baseline,GWh,24.58 18,unelectrified,urban,2020,baseline,GWh,0.0 -19,grid_existing,rural,2020,baseline,GWh,0.46 +19,grid_existing,rural,2020,baseline,GWh,0.44 19,grid_existing,urban,2020,baseline,GWh,0.0 19,grid_new,rural,2020,baseline,GWh,0.0 19,grid_new,urban,2020,baseline,GWh,0.0 @@ -263,10 +263,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 19,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 19,mg_hydro,rural,2020,baseline,GWh,0.0 19,mg_hydro,urban,2020,baseline,GWh,0.0 -19,unelectrified,rural,2020,baseline,GWh,12.86 +19,unelectrified,rural,2020,baseline,GWh,7.8 19,unelectrified,urban,2020,baseline,GWh,0.0 20,grid_existing,rural,2020,baseline,GWh,13.87 -20,grid_existing,urban,2020,baseline,GWh,91.8 +20,grid_existing,urban,2020,baseline,GWh,91.79 20,grid_new,rural,2020,baseline,GWh,0.0 20,grid_new,urban,2020,baseline,GWh,0.0 20,sa_pv,rural,2020,baseline,GWh,0.0 @@ -277,7 +277,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 20,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 20,mg_hydro,rural,2020,baseline,GWh,0.0 20,mg_hydro,urban,2020,baseline,GWh,0.0 -20,unelectrified,rural,2020,baseline,GWh,154.78 +20,unelectrified,rural,2020,baseline,GWh,153.52 20,unelectrified,urban,2020,baseline,GWh,0.0 21,grid_existing,rural,2020,baseline,GWh,0.0 21,grid_existing,urban,2020,baseline,GWh,0.0 @@ -291,10 +291,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 21,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 21,mg_hydro,rural,2020,baseline,GWh,0.0 21,mg_hydro,urban,2020,baseline,GWh,0.0 -21,unelectrified,rural,2020,baseline,GWh,6.04 +21,unelectrified,rural,2020,baseline,GWh,5.86 21,unelectrified,urban,2020,baseline,GWh,0.0 -22,grid_existing,rural,2020,baseline,GWh,50.82 -22,grid_existing,urban,2020,baseline,GWh,117.41 +22,grid_existing,rural,2020,baseline,GWh,50.81 +22,grid_existing,urban,2020,baseline,GWh,117.4 22,grid_new,rural,2020,baseline,GWh,0.0 22,grid_new,urban,2020,baseline,GWh,0.0 22,sa_pv,rural,2020,baseline,GWh,0.0 @@ -305,10 +305,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 22,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 22,mg_hydro,rural,2020,baseline,GWh,0.0 22,mg_hydro,urban,2020,baseline,GWh,0.0 -22,unelectrified,rural,2020,baseline,GWh,211.36 +22,unelectrified,rural,2020,baseline,GWh,209.37 22,unelectrified,urban,2020,baseline,GWh,0.0 -23,grid_existing,rural,2020,baseline,GWh,27.99 -23,grid_existing,urban,2020,baseline,GWh,130.02 +23,grid_existing,rural,2020,baseline,GWh,27.98 +23,grid_existing,urban,2020,baseline,GWh,130.01 23,grid_new,rural,2020,baseline,GWh,0.0 23,grid_new,urban,2020,baseline,GWh,0.0 23,sa_pv,rural,2020,baseline,GWh,0.0 @@ -319,7 +319,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 23,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 23,mg_hydro,rural,2020,baseline,GWh,0.0 23,mg_hydro,urban,2020,baseline,GWh,0.0 -23,unelectrified,rural,2020,baseline,GWh,102.68 +23,unelectrified,rural,2020,baseline,GWh,102.03 23,unelectrified,urban,2020,baseline,GWh,0.0 24,grid_existing,rural,2020,baseline,GWh,1.24 24,grid_existing,urban,2020,baseline,GWh,0.0 @@ -333,679 +333,679 @@ BCU,tec,urb_rur,year,scenario,unit,value 24,mg_wind_hybrid,urban,2020,baseline,GWh,0.0 24,mg_hydro,rural,2020,baseline,GWh,0.0 24,mg_hydro,urban,2020,baseline,GWh,0.0 -24,unelectrified,rural,2020,baseline,GWh,2.03 +24,unelectrified,rural,2020,baseline,GWh,2.01 24,unelectrified,urban,2020,baseline,GWh,0.0 -1,grid_existing,rural,2030,baseline,GWh,2.31 +1,grid_existing,rural,2030,baseline,GWh,2.3 1,grid_existing,urban,2030,baseline,GWh,16.48 -1,grid_new,rural,2030,baseline,GWh,52.85 +1,grid_new,rural,2030,baseline,GWh,36.29 1,grid_new,urban,2030,baseline,GWh,0.0 -1,sa_pv,rural,2030,baseline,GWh,0.03 +1,sa_pv,rural,2030,baseline,GWh,0.02 1,sa_pv,urban,2030,baseline,GWh,0.0 -1,mg_pv_hybrid,rural,2030,baseline,GWh,9.01 +1,mg_pv_hybrid,rural,2030,baseline,GWh,0.14 1,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 1,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 1,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 1,mg_hydro,rural,2030,baseline,GWh,0.0 1,mg_hydro,urban,2030,baseline,GWh,0.0 -1,unelectrified,rural,2030,baseline,GWh,0.0 +1,unelectrified,rural,2030,baseline,GWh,25.29 1,unelectrified,urban,2030,baseline,GWh,0.0 2,grid_existing,rural,2030,baseline,GWh,0.0 -2,grid_existing,urban,2030,baseline,GWh,892.74 -2,grid_new,rural,2030,baseline,GWh,467.34 +2,grid_existing,urban,2030,baseline,GWh,892.71 +2,grid_new,rural,2030,baseline,GWh,400.14 2,grid_new,urban,2030,baseline,GWh,0.0 -2,sa_pv,rural,2030,baseline,GWh,1.06 +2,sa_pv,rural,2030,baseline,GWh,0.98 2,sa_pv,urban,2030,baseline,GWh,0.0 -2,mg_pv_hybrid,rural,2030,baseline,GWh,323.72 +2,mg_pv_hybrid,rural,2030,baseline,GWh,11.59 2,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 2,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 2,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 2,mg_hydro,rural,2030,baseline,GWh,0.64 2,mg_hydro,urban,2030,baseline,GWh,0.0 -2,unelectrified,rural,2030,baseline,GWh,0.0 +2,unelectrified,rural,2030,baseline,GWh,375.82 2,unelectrified,urban,2030,baseline,GWh,0.0 3,grid_existing,rural,2030,baseline,GWh,0.0 3,grid_existing,urban,2030,baseline,GWh,54.15 -3,grid_new,rural,2030,baseline,GWh,15.09 +3,grid_new,rural,2030,baseline,GWh,13.73 3,grid_new,urban,2030,baseline,GWh,0.0 -3,sa_pv,rural,2030,baseline,GWh,0.22 +3,sa_pv,rural,2030,baseline,GWh,0.2 3,sa_pv,urban,2030,baseline,GWh,0.0 -3,mg_pv_hybrid,rural,2030,baseline,GWh,108.45 +3,mg_pv_hybrid,rural,2030,baseline,GWh,8.47 3,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 3,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 3,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 3,mg_hydro,rural,2030,baseline,GWh,0.13 3,mg_hydro,urban,2030,baseline,GWh,0.0 -3,unelectrified,rural,2030,baseline,GWh,0.0 +3,unelectrified,rural,2030,baseline,GWh,100.85 3,unelectrified,urban,2030,baseline,GWh,0.0 4,grid_existing,rural,2030,baseline,GWh,5.52 -4,grid_existing,urban,2030,baseline,GWh,285.74 -4,grid_new,rural,2030,baseline,GWh,498.26 +4,grid_existing,urban,2030,baseline,GWh,285.73 +4,grid_new,rural,2030,baseline,GWh,428.66 4,grid_new,urban,2030,baseline,GWh,0.0 -4,sa_pv,rural,2030,baseline,GWh,1.22 +4,sa_pv,rural,2030,baseline,GWh,1.16 4,sa_pv,urban,2030,baseline,GWh,0.0 -4,mg_pv_hybrid,rural,2030,baseline,GWh,625.25 -4,mg_pv_hybrid,urban,2030,baseline,GWh,11.16 +4,mg_pv_hybrid,rural,2030,baseline,GWh,56.82 +4,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 4,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 4,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -4,mg_hydro,rural,2030,baseline,GWh,1.9 +4,mg_hydro,rural,2030,baseline,GWh,1.66 4,mg_hydro,urban,2030,baseline,GWh,0.0 -4,unelectrified,rural,2030,baseline,GWh,0.0 -4,unelectrified,urban,2030,baseline,GWh,0.0 -5,grid_existing,rural,2030,baseline,GWh,6.2 -5,grid_existing,urban,2030,baseline,GWh,3146.12 -5,grid_new,rural,2030,baseline,GWh,889.42 +4,unelectrified,rural,2030,baseline,GWh,635.46 +4,unelectrified,urban,2030,baseline,GWh,11.16 +5,grid_existing,rural,2030,baseline,GWh,6.1 +5,grid_existing,urban,2030,baseline,GWh,3145.17 +5,grid_new,rural,2030,baseline,GWh,375.23 5,grid_new,urban,2030,baseline,GWh,0.0 -5,sa_pv,rural,2030,baseline,GWh,0.58 +5,sa_pv,rural,2030,baseline,GWh,0.53 5,sa_pv,urban,2030,baseline,GWh,0.0 -5,mg_pv_hybrid,rural,2030,baseline,GWh,1061.44 +5,mg_pv_hybrid,rural,2030,baseline,GWh,34.27 5,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 5,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 5,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -5,mg_hydro,rural,2030,baseline,GWh,1.11 +5,mg_hydro,rural,2030,baseline,GWh,0.89 5,mg_hydro,urban,2030,baseline,GWh,0.0 -5,unelectrified,rural,2030,baseline,GWh,267.72 +5,unelectrified,rural,2030,baseline,GWh,1769.19 5,unelectrified,urban,2030,baseline,GWh,0.0 6,grid_existing,rural,2030,baseline,GWh,0.0 -6,grid_existing,urban,2030,baseline,GWh,42.26 -6,grid_new,rural,2030,baseline,GWh,183.62 -6,grid_new,urban,2030,baseline,GWh,65.55 -6,sa_pv,rural,2030,baseline,GWh,2.25 +6,grid_existing,urban,2030,baseline,GWh,42.25 +6,grid_new,rural,2030,baseline,GWh,165.66 +6,grid_new,urban,2030,baseline,GWh,65.54 +6,sa_pv,rural,2030,baseline,GWh,1.92 6,sa_pv,urban,2030,baseline,GWh,0.0 -6,mg_pv_hybrid,rural,2030,baseline,GWh,115.81 -6,mg_pv_hybrid,urban,2030,baseline,GWh,7.76 +6,mg_pv_hybrid,rural,2030,baseline,GWh,45.03 +6,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 6,mg_wind_hybrid,rural,2030,baseline,GWh,0.01 6,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 6,mg_hydro,rural,2030,baseline,GWh,0.0 6,mg_hydro,urban,2030,baseline,GWh,0.0 -6,unelectrified,rural,2030,baseline,GWh,0.0 -6,unelectrified,urban,2030,baseline,GWh,0.0 +6,unelectrified,rural,2030,baseline,GWh,87.97 +6,unelectrified,urban,2030,baseline,GWh,7.76 7,grid_existing,rural,2030,baseline,GWh,3.94 -7,grid_existing,urban,2030,baseline,GWh,640.71 -7,grid_new,rural,2030,baseline,GWh,620.02 -7,grid_new,urban,2030,baseline,GWh,10.96 -7,sa_pv,rural,2030,baseline,GWh,5.41 +7,grid_existing,urban,2030,baseline,GWh,640.67 +7,grid_new,rural,2030,baseline,GWh,560.88 +7,grid_new,urban,2030,baseline,GWh,10.95 +7,sa_pv,rural,2030,baseline,GWh,5.06 7,sa_pv,urban,2030,baseline,GWh,0.0 -7,mg_pv_hybrid,rural,2030,baseline,GWh,520.07 -7,mg_pv_hybrid,urban,2030,baseline,GWh,6.71 -7,mg_wind_hybrid,rural,2030,baseline,GWh,0.08 +7,mg_pv_hybrid,rural,2030,baseline,GWh,129.43 +7,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 +7,mg_wind_hybrid,rural,2030,baseline,GWh,0.03 7,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -7,mg_hydro,rural,2030,baseline,GWh,2.68 +7,mg_hydro,rural,2030,baseline,GWh,2.45 7,mg_hydro,urban,2030,baseline,GWh,0.0 -7,unelectrified,rural,2030,baseline,GWh,0.0 -7,unelectrified,urban,2030,baseline,GWh,0.0 -8,grid_existing,rural,2030,baseline,GWh,17.37 -8,grid_existing,urban,2030,baseline,GWh,1336.82 -8,grid_new,rural,2030,baseline,GWh,314.02 -8,grid_new,urban,2030,baseline,GWh,112.92 -8,sa_pv,rural,2030,baseline,GWh,2.54 +7,unelectrified,rural,2030,baseline,GWh,446.21 +7,unelectrified,urban,2030,baseline,GWh,6.7 +8,grid_existing,rural,2030,baseline,GWh,17.36 +8,grid_existing,urban,2030,baseline,GWh,1336.67 +8,grid_new,rural,2030,baseline,GWh,333.0 +8,grid_new,urban,2030,baseline,GWh,117.83 +8,sa_pv,rural,2030,baseline,GWh,2.25 8,sa_pv,urban,2030,baseline,GWh,0.0 -8,mg_pv_hybrid,rural,2030,baseline,GWh,342.78 -8,mg_pv_hybrid,urban,2030,baseline,GWh,64.29 +8,mg_pv_hybrid,rural,2030,baseline,GWh,68.68 +8,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 8,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 8,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 8,mg_hydro,rural,2030,baseline,GWh,7.31 8,mg_hydro,urban,2030,baseline,GWh,0.0 -8,unelectrified,rural,2030,baseline,GWh,0.0 -8,unelectrified,urban,2030,baseline,GWh,0.0 +8,unelectrified,rural,2030,baseline,GWh,252.42 +8,unelectrified,urban,2030,baseline,GWh,59.34 9,grid_existing,rural,2030,baseline,GWh,14.85 -9,grid_existing,urban,2030,baseline,GWh,399.34 -9,grid_new,rural,2030,baseline,GWh,338.22 +9,grid_existing,urban,2030,baseline,GWh,399.33 +9,grid_new,rural,2030,baseline,GWh,259.92 9,grid_new,urban,2030,baseline,GWh,0.0 -9,sa_pv,rural,2030,baseline,GWh,0.13 +9,sa_pv,rural,2030,baseline,GWh,0.12 9,sa_pv,urban,2030,baseline,GWh,0.0 -9,mg_pv_hybrid,rural,2030,baseline,GWh,54.01 +9,mg_pv_hybrid,rural,2030,baseline,GWh,4.96 9,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 9,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 9,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 9,mg_hydro,rural,2030,baseline,GWh,0.0 9,mg_hydro,urban,2030,baseline,GWh,0.0 -9,unelectrified,rural,2030,baseline,GWh,0.0 +9,unelectrified,rural,2030,baseline,GWh,126.66 9,unelectrified,urban,2030,baseline,GWh,0.0 10,grid_existing,rural,2030,baseline,GWh,2.67 10,grid_existing,urban,2030,baseline,GWh,28.72 10,grid_new,rural,2030,baseline,GWh,0.0 10,grid_new,urban,2030,baseline,GWh,0.0 -10,sa_pv,rural,2030,baseline,GWh,0.34 +10,sa_pv,rural,2030,baseline,GWh,0.32 10,sa_pv,urban,2030,baseline,GWh,0.0 -10,mg_pv_hybrid,rural,2030,baseline,GWh,69.51 +10,mg_pv_hybrid,rural,2030,baseline,GWh,13.96 10,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 10,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 10,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 10,mg_hydro,rural,2030,baseline,GWh,3.88 10,mg_hydro,urban,2030,baseline,GWh,0.0 -10,unelectrified,rural,2030,baseline,GWh,0.0 +10,unelectrified,rural,2030,baseline,GWh,55.42 10,unelectrified,urban,2030,baseline,GWh,0.0 11,grid_existing,rural,2030,baseline,GWh,11.89 -11,grid_existing,urban,2030,baseline,GWh,5358.39 -11,grid_new,rural,2030,baseline,GWh,506.69 +11,grid_existing,urban,2030,baseline,GWh,5358.35 +11,grid_new,rural,2030,baseline,GWh,412.44 11,grid_new,urban,2030,baseline,GWh,0.0 -11,sa_pv,rural,2030,baseline,GWh,0.08 +11,sa_pv,rural,2030,baseline,GWh,0.07 11,sa_pv,urban,2030,baseline,GWh,0.0 -11,mg_pv_hybrid,rural,2030,baseline,GWh,41.97 +11,mg_pv_hybrid,rural,2030,baseline,GWh,1.8 11,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 11,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 11,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 11,mg_hydro,rural,2030,baseline,GWh,0.0 11,mg_hydro,urban,2030,baseline,GWh,0.0 -11,unelectrified,rural,2030,baseline,GWh,0.0 +11,unelectrified,rural,2030,baseline,GWh,133.58 11,unelectrified,urban,2030,baseline,GWh,0.0 12,grid_existing,rural,2030,baseline,GWh,0.0 12,grid_existing,urban,2030,baseline,GWh,80.95 -12,grid_new,rural,2030,baseline,GWh,31.2 +12,grid_new,rural,2030,baseline,GWh,27.61 12,grid_new,urban,2030,baseline,GWh,0.0 12,sa_pv,rural,2030,baseline,GWh,0.02 12,sa_pv,urban,2030,baseline,GWh,0.0 -12,mg_pv_hybrid,rural,2030,baseline,GWh,2.68 +12,mg_pv_hybrid,rural,2030,baseline,GWh,0.0 12,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 12,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 12,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 12,mg_hydro,rural,2030,baseline,GWh,0.0 12,mg_hydro,urban,2030,baseline,GWh,0.0 -12,unelectrified,rural,2030,baseline,GWh,0.0 +12,unelectrified,rural,2030,baseline,GWh,6.31 12,unelectrified,urban,2030,baseline,GWh,0.0 13,grid_existing,rural,2030,baseline,GWh,0.0 -13,grid_existing,urban,2030,baseline,GWh,425.71 -13,grid_new,rural,2030,baseline,GWh,38.41 +13,grid_existing,urban,2030,baseline,GWh,425.69 +13,grid_new,rural,2030,baseline,GWh,36.07 13,grid_new,urban,2030,baseline,GWh,0.0 -13,sa_pv,rural,2030,baseline,GWh,1.54 +13,sa_pv,rural,2030,baseline,GWh,1.43 13,sa_pv,urban,2030,baseline,GWh,0.0 -13,mg_pv_hybrid,rural,2030,baseline,GWh,357.7 -13,mg_pv_hybrid,urban,2030,baseline,GWh,68.31 -13,mg_wind_hybrid,rural,2030,baseline,GWh,0.67 +13,mg_pv_hybrid,rural,2030,baseline,GWh,112.16 +13,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 +13,mg_wind_hybrid,rural,2030,baseline,GWh,0.23 13,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 13,mg_hydro,rural,2030,baseline,GWh,3.4 13,mg_hydro,urban,2030,baseline,GWh,0.0 -13,unelectrified,rural,2030,baseline,GWh,0.0 -13,unelectrified,urban,2030,baseline,GWh,0.0 +13,unelectrified,rural,2030,baseline,GWh,246.67 +13,unelectrified,urban,2030,baseline,GWh,68.31 14,grid_existing,rural,2030,baseline,GWh,0.0 -14,grid_existing,urban,2030,baseline,GWh,45.69 -14,grid_new,rural,2030,baseline,GWh,48.64 +14,grid_existing,urban,2030,baseline,GWh,45.68 +14,grid_new,rural,2030,baseline,GWh,46.76 14,grid_new,urban,2030,baseline,GWh,29.9 -14,sa_pv,rural,2030,baseline,GWh,1.54 +14,sa_pv,rural,2030,baseline,GWh,1.48 14,sa_pv,urban,2030,baseline,GWh,0.0 -14,mg_pv_hybrid,rural,2030,baseline,GWh,291.39 -14,mg_pv_hybrid,urban,2030,baseline,GWh,24.74 -14,mg_wind_hybrid,rural,2030,baseline,GWh,2.44 +14,mg_pv_hybrid,rural,2030,baseline,GWh,26.41 +14,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 +14,mg_wind_hybrid,rural,2030,baseline,GWh,2.31 14,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 14,mg_hydro,rural,2030,baseline,GWh,0.38 14,mg_hydro,urban,2030,baseline,GWh,0.0 -14,unelectrified,rural,2030,baseline,GWh,0.0 -14,unelectrified,urban,2030,baseline,GWh,0.0 +14,unelectrified,rural,2030,baseline,GWh,266.61 +14,unelectrified,urban,2030,baseline,GWh,24.74 15,grid_existing,rural,2030,baseline,GWh,3.66 -15,grid_existing,urban,2030,baseline,GWh,859.73 -15,grid_new,rural,2030,baseline,GWh,77.26 +15,grid_existing,urban,2030,baseline,GWh,859.72 +15,grid_new,rural,2030,baseline,GWh,76.35 15,grid_new,urban,2030,baseline,GWh,11.98 -15,sa_pv,rural,2030,baseline,GWh,0.89 +15,sa_pv,rural,2030,baseline,GWh,0.81 15,sa_pv,urban,2030,baseline,GWh,0.0 -15,mg_pv_hybrid,rural,2030,baseline,GWh,660.32 -15,mg_pv_hybrid,urban,2030,baseline,GWh,11.16 +15,mg_pv_hybrid,rural,2030,baseline,GWh,11.57 +15,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 15,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 15,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -15,mg_hydro,rural,2030,baseline,GWh,1.84 +15,mg_hydro,rural,2030,baseline,GWh,1.79 15,mg_hydro,urban,2030,baseline,GWh,0.0 -15,unelectrified,rural,2030,baseline,GWh,3528.19 -15,unelectrified,urban,2030,baseline,GWh,0.0 +15,unelectrified,rural,2030,baseline,GWh,4177.43 +15,unelectrified,urban,2030,baseline,GWh,11.16 16,grid_existing,rural,2030,baseline,GWh,0.0 -16,grid_existing,urban,2030,baseline,GWh,726.1 -16,grid_new,rural,2030,baseline,GWh,2576.78 -16,grid_new,urban,2030,baseline,GWh,187.1 -16,sa_pv,rural,2030,baseline,GWh,2.26 +16,grid_existing,urban,2030,baseline,GWh,726.07 +16,grid_new,rural,2030,baseline,GWh,293.06 +16,grid_new,urban,2030,baseline,GWh,187.08 +16,sa_pv,rural,2030,baseline,GWh,2.14 16,sa_pv,urban,2030,baseline,GWh,0.0 -16,mg_pv_hybrid,rural,2030,baseline,GWh,173.85 +16,mg_pv_hybrid,rural,2030,baseline,GWh,30.59 16,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 16,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 16,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -16,mg_hydro,rural,2030,baseline,GWh,4.43 +16,mg_hydro,rural,2030,baseline,GWh,4.42 16,mg_hydro,urban,2030,baseline,GWh,0.0 -16,unelectrified,rural,2030,baseline,GWh,1142.71 +16,unelectrified,rural,2030,baseline,GWh,3568.64 16,unelectrified,urban,2030,baseline,GWh,0.0 17,grid_existing,rural,2030,baseline,GWh,0.0 -17,grid_existing,urban,2030,baseline,GWh,582.56 -17,grid_new,rural,2030,baseline,GWh,38.67 +17,grid_existing,urban,2030,baseline,GWh,582.5 +17,grid_new,rural,2030,baseline,GWh,40.72 17,grid_new,urban,2030,baseline,GWh,2.99 -17,sa_pv,rural,2030,baseline,GWh,2.78 +17,sa_pv,rural,2030,baseline,GWh,2.79 17,sa_pv,urban,2030,baseline,GWh,0.0 -17,mg_pv_hybrid,rural,2030,baseline,GWh,999.28 -17,mg_pv_hybrid,urban,2030,baseline,GWh,124.77 +17,mg_pv_hybrid,rural,2030,baseline,GWh,273.02 +17,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 17,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 17,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -17,mg_hydro,rural,2030,baseline,GWh,6.13 +17,mg_hydro,rural,2030,baseline,GWh,5.59 17,mg_hydro,urban,2030,baseline,GWh,0.0 -17,unelectrified,rural,2030,baseline,GWh,0.0 -17,unelectrified,urban,2030,baseline,GWh,0.0 +17,unelectrified,rural,2030,baseline,GWh,711.89 +17,unelectrified,urban,2030,baseline,GWh,124.73 18,grid_existing,rural,2030,baseline,GWh,0.0 -18,grid_existing,urban,2030,baseline,GWh,151.53 +18,grid_existing,urban,2030,baseline,GWh,151.52 18,grid_new,rural,2030,baseline,GWh,0.0 18,grid_new,urban,2030,baseline,GWh,0.0 -18,sa_pv,rural,2030,baseline,GWh,1.47 +18,sa_pv,rural,2030,baseline,GWh,1.43 18,sa_pv,urban,2030,baseline,GWh,0.0 -18,mg_pv_hybrid,rural,2030,baseline,GWh,160.42 -18,mg_pv_hybrid,urban,2030,baseline,GWh,17.34 +18,mg_pv_hybrid,rural,2030,baseline,GWh,46.12 +18,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 18,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 18,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 18,mg_hydro,rural,2030,baseline,GWh,0.24 18,mg_hydro,urban,2030,baseline,GWh,0.0 -18,unelectrified,rural,2030,baseline,GWh,0.0 -18,unelectrified,urban,2030,baseline,GWh,0.0 -19,grid_existing,rural,2030,baseline,GWh,0.08 -19,grid_existing,urban,2030,baseline,GWh,12.59 +18,unelectrified,rural,2030,baseline,GWh,108.76 +18,unelectrified,urban,2030,baseline,GWh,17.34 +19,grid_existing,rural,2030,baseline,GWh,0.07 +19,grid_existing,urban,2030,baseline,GWh,12.56 19,grid_new,rural,2030,baseline,GWh,0.0 19,grid_new,urban,2030,baseline,GWh,0.0 19,sa_pv,rural,2030,baseline,GWh,0.22 19,sa_pv,urban,2030,baseline,GWh,0.0 -19,mg_pv_hybrid,rural,2030,baseline,GWh,84.9 -19,mg_pv_hybrid,urban,2030,baseline,GWh,6.12 +19,mg_pv_hybrid,rural,2030,baseline,GWh,41.23 +19,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 19,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 19,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 19,mg_hydro,rural,2030,baseline,GWh,0.0 19,mg_hydro,urban,2030,baseline,GWh,0.0 -19,unelectrified,rural,2030,baseline,GWh,0.0 -19,unelectrified,urban,2030,baseline,GWh,0.0 +19,unelectrified,rural,2030,baseline,GWh,35.91 +19,unelectrified,urban,2030,baseline,GWh,6.09 20,grid_existing,rural,2030,baseline,GWh,3.82 -20,grid_existing,urban,2030,baseline,GWh,459.26 -20,grid_new,rural,2030,baseline,GWh,345.04 +20,grid_existing,urban,2030,baseline,GWh,459.24 +20,grid_new,rural,2030,baseline,GWh,268.43 20,grid_new,urban,2030,baseline,GWh,0.0 -20,sa_pv,rural,2030,baseline,GWh,0.83 +20,sa_pv,rural,2030,baseline,GWh,0.8 20,sa_pv,urban,2030,baseline,GWh,0.0 -20,mg_pv_hybrid,rural,2030,baseline,GWh,385.26 +20,mg_pv_hybrid,rural,2030,baseline,GWh,43.88 20,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 20,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 20,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -20,mg_hydro,rural,2030,baseline,GWh,0.47 +20,mg_hydro,rural,2030,baseline,GWh,0.32 20,mg_hydro,urban,2030,baseline,GWh,0.0 -20,unelectrified,rural,2030,baseline,GWh,0.0 +20,unelectrified,rural,2030,baseline,GWh,416.95 20,unelectrified,urban,2030,baseline,GWh,0.0 21,grid_existing,rural,2030,baseline,GWh,0.0 21,grid_existing,urban,2030,baseline,GWh,0.0 -21,grid_new,rural,2030,baseline,GWh,20.96 +21,grid_new,rural,2030,baseline,GWh,19.77 21,grid_new,urban,2030,baseline,GWh,0.0 -21,sa_pv,rural,2030,baseline,GWh,0.28 +21,sa_pv,rural,2030,baseline,GWh,0.25 21,sa_pv,urban,2030,baseline,GWh,0.0 -21,mg_pv_hybrid,rural,2030,baseline,GWh,78.32 +21,mg_pv_hybrid,rural,2030,baseline,GWh,1.57 21,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 21,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 21,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 21,mg_hydro,rural,2030,baseline,GWh,0.0 21,mg_hydro,urban,2030,baseline,GWh,0.0 -21,unelectrified,rural,2030,baseline,GWh,0.0 +21,unelectrified,rural,2030,baseline,GWh,77.7 21,unelectrified,urban,2030,baseline,GWh,0.0 22,grid_existing,rural,2030,baseline,GWh,3.06 -22,grid_existing,urban,2030,baseline,GWh,596.06 -22,grid_new,rural,2030,baseline,GWh,569.39 +22,grid_existing,urban,2030,baseline,GWh,596.07 +22,grid_new,rural,2030,baseline,GWh,463.18 22,grid_new,urban,2030,baseline,GWh,0.0 -22,sa_pv,rural,2030,baseline,GWh,0.45 +22,sa_pv,rural,2030,baseline,GWh,0.46 22,sa_pv,urban,2030,baseline,GWh,0.0 -22,mg_pv_hybrid,rural,2030,baseline,GWh,274.77 +22,mg_pv_hybrid,rural,2030,baseline,GWh,15.39 22,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 22,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 22,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 22,mg_hydro,rural,2030,baseline,GWh,0.0 22,mg_hydro,urban,2030,baseline,GWh,0.0 -22,unelectrified,rural,2030,baseline,GWh,0.0 +22,unelectrified,rural,2030,baseline,GWh,363.48 22,unelectrified,urban,2030,baseline,GWh,0.0 23,grid_existing,rural,2030,baseline,GWh,2.46 -23,grid_existing,urban,2030,baseline,GWh,653.91 -23,grid_new,rural,2030,baseline,GWh,229.73 +23,grid_existing,urban,2030,baseline,GWh,653.9 +23,grid_new,rural,2030,baseline,GWh,224.37 23,grid_new,urban,2030,baseline,GWh,33.5 -23,sa_pv,rural,2030,baseline,GWh,8.02 +23,sa_pv,rural,2030,baseline,GWh,7.93 23,sa_pv,urban,2030,baseline,GWh,0.0 -23,mg_pv_hybrid,rural,2030,baseline,GWh,754.66 -23,mg_pv_hybrid,urban,2030,baseline,GWh,31.44 +23,mg_pv_hybrid,rural,2030,baseline,GWh,61.66 +23,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 23,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 23,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 -23,mg_hydro,rural,2030,baseline,GWh,4.37 +23,mg_hydro,rural,2030,baseline,GWh,4.3 23,mg_hydro,urban,2030,baseline,GWh,0.0 -23,unelectrified,rural,2030,baseline,GWh,0.0 -23,unelectrified,urban,2030,baseline,GWh,0.0 +23,unelectrified,rural,2030,baseline,GWh,698.38 +23,unelectrified,urban,2030,baseline,GWh,31.44 24,grid_existing,rural,2030,baseline,GWh,0.0 24,grid_existing,urban,2030,baseline,GWh,17.57 24,grid_new,rural,2030,baseline,GWh,0.0 24,grid_new,urban,2030,baseline,GWh,0.0 24,sa_pv,rural,2030,baseline,GWh,0.88 24,sa_pv,urban,2030,baseline,GWh,0.0 -24,mg_pv_hybrid,rural,2030,baseline,GWh,75.43 +24,mg_pv_hybrid,rural,2030,baseline,GWh,1.19 24,mg_pv_hybrid,urban,2030,baseline,GWh,0.0 24,mg_wind_hybrid,rural,2030,baseline,GWh,0.0 24,mg_wind_hybrid,urban,2030,baseline,GWh,0.0 24,mg_hydro,rural,2030,baseline,GWh,0.0 24,mg_hydro,urban,2030,baseline,GWh,0.0 -24,unelectrified,rural,2030,baseline,GWh,0.0 +24,unelectrified,rural,2030,baseline,GWh,74.23 24,unelectrified,urban,2030,baseline,GWh,0.0 1,grid_existing,rural,2060,baseline,GWh,0.0 -1,grid_existing,urban,2060,baseline,GWh,40.77 -1,grid_new,rural,2060,baseline,GWh,159.0 -1,grid_new,urban,2060,baseline,GWh,57.7 -1,sa_pv,rural,2060,baseline,GWh,0.0 +1,grid_existing,urban,2060,baseline,GWh,40.76 +1,grid_new,rural,2060,baseline,GWh,132.0 +1,grid_new,urban,2060,baseline,GWh,57.68 +1,sa_pv,rural,2060,baseline,GWh,0.03 1,sa_pv,urban,2060,baseline,GWh,0.0 -1,mg_pv_hybrid,rural,2060,baseline,GWh,0.07 +1,mg_pv_hybrid,rural,2060,baseline,GWh,0.09 1,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 1,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 1,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 1,mg_hydro,rural,2060,baseline,GWh,0.0 1,mg_hydro,urban,2060,baseline,GWh,0.0 -1,unelectrified,rural,2060,baseline,GWh,0.0 +1,unelectrified,rural,2060,baseline,GWh,26.01 1,unelectrified,urban,2060,baseline,GWh,0.0 2,grid_existing,rural,2060,baseline,GWh,0.0 -2,grid_existing,urban,2060,baseline,GWh,1700.84 -2,grid_new,rural,2060,baseline,GWh,1613.41 -2,grid_new,urban,2060,baseline,GWh,388.06 -2,sa_pv,rural,2060,baseline,GWh,0.34 +2,grid_existing,urban,2060,baseline,GWh,1700.71 +2,grid_new,rural,2060,baseline,GWh,1591.09 +2,grid_new,urban,2060,baseline,GWh,387.94 +2,sa_pv,rural,2060,baseline,GWh,2.97 2,sa_pv,urban,2060,baseline,GWh,0.0 -2,mg_pv_hybrid,rural,2060,baseline,GWh,47.51 +2,mg_pv_hybrid,rural,2060,baseline,GWh,22.39 2,mg_pv_hybrid,urban,2060,baseline,GWh,3.74 2,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 2,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -2,mg_hydro,rural,2060,baseline,GWh,1.02 +2,mg_hydro,rural,2060,baseline,GWh,0.84 2,mg_hydro,urban,2060,baseline,GWh,0.0 -2,unelectrified,rural,2060,baseline,GWh,0.0 +2,unelectrified,rural,2060,baseline,GWh,31.5 2,unelectrified,urban,2060,baseline,GWh,0.0 3,grid_existing,rural,2060,baseline,GWh,0.0 -3,grid_existing,urban,2060,baseline,GWh,105.09 -3,grid_new,rural,2060,baseline,GWh,112.8 -3,grid_new,urban,2060,baseline,GWh,23.13 -3,sa_pv,rural,2060,baseline,GWh,0.22 +3,grid_existing,urban,2060,baseline,GWh,105.07 +3,grid_new,rural,2060,baseline,GWh,135.98 +3,grid_new,urban,2060,baseline,GWh,30.18 +3,sa_pv,rural,2060,baseline,GWh,1.2 3,sa_pv,urban,2060,baseline,GWh,0.0 -3,mg_pv_hybrid,rural,2060,baseline,GWh,51.47 -3,mg_pv_hybrid,urban,2060,baseline,GWh,16.25 +3,mg_pv_hybrid,rural,2060,baseline,GWh,18.76 +3,mg_pv_hybrid,urban,2060,baseline,GWh,9.17 3,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 3,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -3,mg_hydro,rural,2060,baseline,GWh,0.27 +3,mg_hydro,rural,2060,baseline,GWh,0.15 3,mg_hydro,urban,2060,baseline,GWh,0.0 -3,unelectrified,rural,2060,baseline,GWh,0.0 +3,unelectrified,rural,2060,baseline,GWh,6.75 3,unelectrified,urban,2060,baseline,GWh,0.0 4,grid_existing,rural,2060,baseline,GWh,0.0 -4,grid_existing,urban,2060,baseline,GWh,524.68 -4,grid_new,rural,2060,baseline,GWh,2292.91 -4,grid_new,urban,2060,baseline,GWh,860.23 -4,sa_pv,rural,2060,baseline,GWh,0.79 +4,grid_existing,urban,2060,baseline,GWh,524.63 +4,grid_new,rural,2060,baseline,GWh,2046.04 +4,grid_new,urban,2060,baseline,GWh,841.32 +4,sa_pv,rural,2060,baseline,GWh,3.12 4,sa_pv,urban,2060,baseline,GWh,0.0 -4,mg_pv_hybrid,rural,2060,baseline,GWh,31.72 +4,mg_pv_hybrid,rural,2060,baseline,GWh,17.52 4,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 4,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 4,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -4,mg_hydro,rural,2060,baseline,GWh,0.04 +4,mg_hydro,rural,2060,baseline,GWh,0.02 4,mg_hydro,urban,2060,baseline,GWh,0.0 -4,unelectrified,rural,2060,baseline,GWh,0.0 -4,unelectrified,urban,2060,baseline,GWh,0.0 +4,unelectrified,rural,2060,baseline,GWh,247.22 +4,unelectrified,urban,2060,baseline,GWh,18.74 5,grid_existing,rural,2060,baseline,GWh,0.0 -5,grid_existing,urban,2060,baseline,GWh,6211.66 -5,grid_new,rural,2060,baseline,GWh,5288.48 -5,grid_new,urban,2060,baseline,GWh,1417.64 -5,sa_pv,rural,2060,baseline,GWh,0.27 +5,grid_existing,urban,2060,baseline,GWh,6207.65 +5,grid_new,rural,2060,baseline,GWh,3623.75 +5,grid_new,urban,2060,baseline,GWh,1382.44 +5,sa_pv,rural,2060,baseline,GWh,1.85 5,sa_pv,urban,2060,baseline,GWh,0.0 -5,mg_pv_hybrid,rural,2060,baseline,GWh,16.88 +5,mg_pv_hybrid,rural,2060,baseline,GWh,10.31 5,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 5,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 5,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -5,mg_hydro,rural,2060,baseline,GWh,0.06 +5,mg_hydro,rural,2060,baseline,GWh,0.0 5,mg_hydro,urban,2060,baseline,GWh,0.0 -5,unelectrified,rural,2060,baseline,GWh,0.0 -5,unelectrified,urban,2060,baseline,GWh,0.0 +5,unelectrified,rural,2060,baseline,GWh,1521.96 +5,unelectrified,urban,2060,baseline,GWh,34.5 6,grid_existing,rural,2060,baseline,GWh,0.0 -6,grid_existing,urban,2060,baseline,GWh,71.72 -6,grid_new,rural,2060,baseline,GWh,182.24 -6,grid_new,urban,2060,baseline,GWh,668.97 -6,sa_pv,rural,2060,baseline,GWh,0.4 +6,grid_existing,urban,2060,baseline,GWh,71.7 +6,grid_new,rural,2060,baseline,GWh,168.87 +6,grid_new,urban,2060,baseline,GWh,667.85 +6,sa_pv,rural,2060,baseline,GWh,1.27 6,sa_pv,urban,2060,baseline,GWh,0.0 -6,mg_pv_hybrid,rural,2060,baseline,GWh,0.9 +6,mg_pv_hybrid,rural,2060,baseline,GWh,0.1 6,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 6,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 6,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 6,mg_hydro,rural,2060,baseline,GWh,0.0 6,mg_hydro,urban,2060,baseline,GWh,0.0 -6,unelectrified,rural,2060,baseline,GWh,0.0 +6,unelectrified,rural,2060,baseline,GWh,10.25 6,unelectrified,urban,2060,baseline,GWh,0.0 7,grid_existing,rural,2060,baseline,GWh,0.0 -7,grid_existing,urban,2060,baseline,GWh,1229.99 -7,grid_new,rural,2060,baseline,GWh,1092.73 -7,grid_new,urban,2060,baseline,GWh,1436.98 -7,sa_pv,rural,2060,baseline,GWh,1.36 +7,grid_existing,urban,2060,baseline,GWh,1229.81 +7,grid_new,rural,2060,baseline,GWh,1032.53 +7,grid_new,urban,2060,baseline,GWh,1441.41 +7,sa_pv,rural,2060,baseline,GWh,4.43 7,sa_pv,urban,2060,baseline,GWh,0.0 -7,mg_pv_hybrid,rural,2060,baseline,GWh,41.13 -7,mg_pv_hybrid,urban,2060,baseline,GWh,24.37 +7,mg_pv_hybrid,rural,2060,baseline,GWh,20.16 +7,mg_pv_hybrid,urban,2060,baseline,GWh,12.22 7,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 7,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 7,mg_hydro,rural,2060,baseline,GWh,0.06 7,mg_hydro,urban,2060,baseline,GWh,0.0 -7,unelectrified,rural,2060,baseline,GWh,0.0 -7,unelectrified,urban,2060,baseline,GWh,0.0 +7,unelectrified,rural,2060,baseline,GWh,64.49 +7,unelectrified,urban,2060,baseline,GWh,5.23 8,grid_existing,rural,2060,baseline,GWh,0.0 -8,grid_existing,urban,2060,baseline,GWh,2722.08 -8,grid_new,rural,2060,baseline,GWh,706.81 -8,grid_new,urban,2060,baseline,GWh,1719.72 -8,sa_pv,rural,2060,baseline,GWh,1.87 +8,grid_existing,urban,2060,baseline,GWh,2721.36 +8,grid_new,rural,2060,baseline,GWh,699.54 +8,grid_new,urban,2060,baseline,GWh,1719.21 +8,sa_pv,rural,2060,baseline,GWh,3.32 8,sa_pv,urban,2060,baseline,GWh,0.0 -8,mg_pv_hybrid,rural,2060,baseline,GWh,36.68 -8,mg_pv_hybrid,urban,2060,baseline,GWh,5.86 +8,mg_pv_hybrid,rural,2060,baseline,GWh,20.04 +8,mg_pv_hybrid,urban,2060,baseline,GWh,5.09 8,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 8,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -8,mg_hydro,rural,2060,baseline,GWh,0.16 +8,mg_hydro,rural,2060,baseline,GWh,0.0 8,mg_hydro,urban,2060,baseline,GWh,0.0 -8,unelectrified,rural,2060,baseline,GWh,0.0 +8,unelectrified,rural,2060,baseline,GWh,12.42 8,unelectrified,urban,2060,baseline,GWh,0.0 9,grid_existing,rural,2060,baseline,GWh,0.0 -9,grid_existing,urban,2060,baseline,GWh,822.46 -9,grid_new,rural,2060,baseline,GWh,908.43 -9,grid_new,urban,2060,baseline,GWh,358.72 -9,sa_pv,rural,2060,baseline,GWh,0.08 +9,grid_existing,urban,2060,baseline,GWh,822.4 +9,grid_new,rural,2060,baseline,GWh,748.56 +9,grid_new,urban,2060,baseline,GWh,358.64 +9,sa_pv,rural,2060,baseline,GWh,0.15 9,sa_pv,urban,2060,baseline,GWh,0.0 -9,mg_pv_hybrid,rural,2060,baseline,GWh,3.19 +9,mg_pv_hybrid,rural,2060,baseline,GWh,1.44 9,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 9,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 9,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 9,mg_hydro,rural,2060,baseline,GWh,0.0 9,mg_hydro,urban,2060,baseline,GWh,0.0 -9,unelectrified,rural,2060,baseline,GWh,0.0 +9,unelectrified,rural,2060,baseline,GWh,158.95 9,unelectrified,urban,2060,baseline,GWh,0.0 10,grid_existing,rural,2060,baseline,GWh,0.0 10,grid_existing,urban,2060,baseline,GWh,51.34 -10,grid_new,rural,2060,baseline,GWh,84.15 -10,grid_new,urban,2060,baseline,GWh,88.6 -10,sa_pv,rural,2060,baseline,GWh,0.05 +10,grid_new,rural,2060,baseline,GWh,79.18 +10,grid_new,urban,2060,baseline,GWh,88.56 +10,sa_pv,rural,2060,baseline,GWh,0.16 10,sa_pv,urban,2060,baseline,GWh,0.0 -10,mg_pv_hybrid,rural,2060,baseline,GWh,4.41 +10,mg_pv_hybrid,rural,2060,baseline,GWh,2.93 10,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 10,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 10,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 10,mg_hydro,rural,2060,baseline,GWh,0.0 10,mg_hydro,urban,2060,baseline,GWh,0.0 -10,unelectrified,rural,2060,baseline,GWh,0.0 +10,unelectrified,rural,2060,baseline,GWh,5.62 10,unelectrified,urban,2060,baseline,GWh,0.0 11,grid_existing,rural,2060,baseline,GWh,0.0 -11,grid_existing,urban,2060,baseline,GWh,10293.12 -11,grid_new,rural,2060,baseline,GWh,893.57 -11,grid_new,urban,2060,baseline,GWh,546.91 -11,sa_pv,rural,2060,baseline,GWh,0.01 +11,grid_existing,urban,2060,baseline,GWh,10292.95 +11,grid_new,rural,2060,baseline,GWh,768.58 +11,grid_new,urban,2060,baseline,GWh,546.78 +11,sa_pv,rural,2060,baseline,GWh,0.13 11,sa_pv,urban,2060,baseline,GWh,0.0 -11,mg_pv_hybrid,rural,2060,baseline,GWh,1.44 +11,mg_pv_hybrid,rural,2060,baseline,GWh,0.73 11,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 11,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 11,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 11,mg_hydro,rural,2060,baseline,GWh,0.0 11,mg_hydro,urban,2060,baseline,GWh,0.0 -11,unelectrified,rural,2060,baseline,GWh,0.0 +11,unelectrified,rural,2060,baseline,GWh,121.54 11,unelectrified,urban,2060,baseline,GWh,0.0 12,grid_existing,rural,2060,baseline,GWh,0.0 -12,grid_existing,urban,2060,baseline,GWh,109.45 -12,grid_new,rural,2060,baseline,GWh,55.84 -12,grid_new,urban,2060,baseline,GWh,33.06 -12,sa_pv,rural,2060,baseline,GWh,0.0 +12,grid_existing,urban,2060,baseline,GWh,109.44 +12,grid_new,rural,2060,baseline,GWh,42.57 +12,grid_new,urban,2060,baseline,GWh,33.05 +12,sa_pv,rural,2060,baseline,GWh,0.01 12,sa_pv,urban,2060,baseline,GWh,0.0 -12,mg_pv_hybrid,rural,2060,baseline,GWh,0.4 +12,mg_pv_hybrid,rural,2060,baseline,GWh,0.35 12,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 12,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 12,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 12,mg_hydro,rural,2060,baseline,GWh,0.0 12,mg_hydro,urban,2060,baseline,GWh,0.0 -12,unelectrified,rural,2060,baseline,GWh,0.0 +12,unelectrified,rural,2060,baseline,GWh,13.23 12,unelectrified,urban,2060,baseline,GWh,0.0 13,grid_existing,rural,2060,baseline,GWh,0.0 -13,grid_existing,urban,2060,baseline,GWh,798.52 -13,grid_new,rural,2060,baseline,GWh,486.87 -13,grid_new,urban,2060,baseline,GWh,466.28 -13,sa_pv,rural,2060,baseline,GWh,0.75 +13,grid_existing,urban,2060,baseline,GWh,798.39 +13,grid_new,rural,2060,baseline,GWh,490.17 +13,grid_new,urban,2060,baseline,GWh,490.45 +13,sa_pv,rural,2060,baseline,GWh,1.54 13,sa_pv,urban,2060,baseline,GWh,0.04 -13,mg_pv_hybrid,rural,2060,baseline,GWh,49.19 -13,mg_pv_hybrid,urban,2060,baseline,GWh,24.42 +13,mg_pv_hybrid,rural,2060,baseline,GWh,15.25 +13,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 13,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 13,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -13,mg_hydro,rural,2060,baseline,GWh,0.44 +13,mg_hydro,rural,2060,baseline,GWh,0.42 13,mg_hydro,urban,2060,baseline,GWh,0.0 -13,unelectrified,rural,2060,baseline,GWh,0.0 +13,unelectrified,rural,2060,baseline,GWh,23.41 13,unelectrified,urban,2060,baseline,GWh,0.0 14,grid_existing,rural,2060,baseline,GWh,0.0 -14,grid_existing,urban,2060,baseline,GWh,54.08 -14,grid_new,rural,2060,baseline,GWh,340.61 -14,grid_new,urban,2060,baseline,GWh,263.71 -14,sa_pv,rural,2060,baseline,GWh,0.48 +14,grid_existing,urban,2060,baseline,GWh,54.07 +14,grid_new,rural,2060,baseline,GWh,376.58 +14,grid_new,urban,2060,baseline,GWh,284.5 +14,sa_pv,rural,2060,baseline,GWh,2.78 14,sa_pv,urban,2060,baseline,GWh,0.0 -14,mg_pv_hybrid,rural,2060,baseline,GWh,94.17 -14,mg_pv_hybrid,urban,2060,baseline,GWh,45.9 +14,mg_pv_hybrid,rural,2060,baseline,GWh,38.59 +14,mg_pv_hybrid,urban,2060,baseline,GWh,25.03 14,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 14,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -14,mg_hydro,rural,2060,baseline,GWh,0.06 +14,mg_hydro,rural,2060,baseline,GWh,0.04 14,mg_hydro,urban,2060,baseline,GWh,0.0 -14,unelectrified,rural,2060,baseline,GWh,0.0 +14,unelectrified,rural,2060,baseline,GWh,15.5 14,unelectrified,urban,2060,baseline,GWh,0.0 15,grid_existing,rural,2060,baseline,GWh,0.0 -15,grid_existing,urban,2060,baseline,GWh,1643.26 -15,grid_new,rural,2060,baseline,GWh,6771.04 -15,grid_new,urban,2060,baseline,GWh,1878.64 -15,sa_pv,rural,2060,baseline,GWh,0.38 +15,grid_existing,urban,2060,baseline,GWh,1643.21 +15,grid_new,rural,2060,baseline,GWh,337.78 +15,grid_new,urban,2060,baseline,GWh,702.42 +15,sa_pv,rural,2060,baseline,GWh,1.23 15,sa_pv,urban,2060,baseline,GWh,0.0 -15,mg_pv_hybrid,rural,2060,baseline,GWh,33.6 -15,mg_pv_hybrid,urban,2060,baseline,GWh,4.97 +15,mg_pv_hybrid,rural,2060,baseline,GWh,17.44 +15,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 15,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 15,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -15,mg_hydro,rural,2060,baseline,GWh,0.05 +15,mg_hydro,rural,2060,baseline,GWh,0.02 15,mg_hydro,urban,2060,baseline,GWh,0.0 -15,unelectrified,rural,2060,baseline,GWh,0.0 -15,unelectrified,urban,2060,baseline,GWh,0.0 +15,unelectrified,rural,2060,baseline,GWh,6446.61 +15,unelectrified,urban,2060,baseline,GWh,1181.09 16,grid_existing,rural,2060,baseline,GWh,0.0 -16,grid_existing,urban,2060,baseline,GWh,1059.46 -16,grid_new,rural,2060,baseline,GWh,6674.97 -16,grid_new,urban,2060,baseline,GWh,1575.12 -16,sa_pv,rural,2060,baseline,GWh,1.57 +16,grid_existing,urban,2060,baseline,GWh,1059.3 +16,grid_new,rural,2060,baseline,GWh,348.42 +16,grid_new,urban,2060,baseline,GWh,1346.04 +16,sa_pv,rural,2060,baseline,GWh,3.01 16,sa_pv,urban,2060,baseline,GWh,0.0 -16,mg_pv_hybrid,rural,2060,baseline,GWh,53.71 -16,mg_pv_hybrid,urban,2060,baseline,GWh,27.94 +16,mg_pv_hybrid,rural,2060,baseline,GWh,35.2 +16,mg_pv_hybrid,urban,2060,baseline,GWh,15.11 16,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 16,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -16,mg_hydro,rural,2060,baseline,GWh,1.38 +16,mg_hydro,rural,2060,baseline,GWh,1.28 16,mg_hydro,urban,2060,baseline,GWh,0.0 -16,unelectrified,rural,2060,baseline,GWh,0.0 -16,unelectrified,urban,2060,baseline,GWh,0.0 +16,unelectrified,rural,2060,baseline,GWh,6339.77 +16,unelectrified,urban,2060,baseline,GWh,241.38 17,grid_existing,rural,2060,baseline,GWh,0.0 -17,grid_existing,urban,2060,baseline,GWh,1015.48 -17,grid_new,rural,2060,baseline,GWh,1238.6 -17,grid_new,urban,2060,baseline,GWh,1933.03 -17,sa_pv,rural,2060,baseline,GWh,1.81 +17,grid_existing,urban,2060,baseline,GWh,1015.22 +17,grid_new,rural,2060,baseline,GWh,1208.75 +17,grid_new,urban,2060,baseline,GWh,1963.14 +17,sa_pv,rural,2060,baseline,GWh,6.66 17,sa_pv,urban,2060,baseline,GWh,0.0 -17,mg_pv_hybrid,rural,2060,baseline,GWh,57.86 -17,mg_pv_hybrid,urban,2060,baseline,GWh,36.41 +17,mg_pv_hybrid,rural,2060,baseline,GWh,18.41 +17,mg_pv_hybrid,urban,2060,baseline,GWh,3.28 17,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 17,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -17,mg_hydro,rural,2060,baseline,GWh,0.1 +17,mg_hydro,rural,2060,baseline,GWh,0.05 17,mg_hydro,urban,2060,baseline,GWh,0.0 -17,unelectrified,rural,2060,baseline,GWh,0.0 +17,unelectrified,rural,2060,baseline,GWh,19.44 17,unelectrified,urban,2060,baseline,GWh,0.0 18,grid_existing,rural,2060,baseline,GWh,0.0 -18,grid_existing,urban,2060,baseline,GWh,274.24 -18,grid_new,rural,2060,baseline,GWh,167.56 -18,grid_new,urban,2060,baseline,GWh,295.45 -18,sa_pv,rural,2060,baseline,GWh,0.79 +18,grid_existing,urban,2060,baseline,GWh,274.18 +18,grid_new,rural,2060,baseline,GWh,147.53 +18,grid_new,urban,2060,baseline,GWh,293.18 +18,sa_pv,rural,2060,baseline,GWh,1.71 18,sa_pv,urban,2060,baseline,GWh,0.0 -18,mg_pv_hybrid,rural,2060,baseline,GWh,12.75 +18,mg_pv_hybrid,rural,2060,baseline,GWh,5.34 18,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 18,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 18,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -18,mg_hydro,rural,2060,baseline,GWh,0.0 +18,mg_hydro,rural,2060,baseline,GWh,0.07 18,mg_hydro,urban,2060,baseline,GWh,0.0 -18,unelectrified,rural,2060,baseline,GWh,0.0 +18,unelectrified,rural,2060,baseline,GWh,7.58 18,unelectrified,urban,2060,baseline,GWh,0.0 19,grid_existing,rural,2060,baseline,GWh,0.0 -19,grid_existing,urban,2060,baseline,GWh,17.59 -19,grid_new,rural,2060,baseline,GWh,84.93 -19,grid_new,urban,2060,baseline,GWh,84.17 -19,sa_pv,rural,2060,baseline,GWh,0.07 +19,grid_existing,urban,2060,baseline,GWh,17.46 +19,grid_new,rural,2060,baseline,GWh,56.03 +19,grid_new,urban,2060,baseline,GWh,82.33 +19,sa_pv,rural,2060,baseline,GWh,0.61 19,sa_pv,urban,2060,baseline,GWh,0.0 -19,mg_pv_hybrid,rural,2060,baseline,GWh,0.0 +19,mg_pv_hybrid,rural,2060,baseline,GWh,0.01 19,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 19,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 19,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 19,mg_hydro,rural,2060,baseline,GWh,0.0 19,mg_hydro,urban,2060,baseline,GWh,0.0 -19,unelectrified,rural,2060,baseline,GWh,0.0 +19,unelectrified,rural,2060,baseline,GWh,0.94 19,unelectrified,urban,2060,baseline,GWh,0.0 20,grid_existing,rural,2060,baseline,GWh,0.0 -20,grid_existing,urban,2060,baseline,GWh,776.95 -20,grid_new,rural,2060,baseline,GWh,1208.21 -20,grid_new,urban,2060,baseline,GWh,554.48 -20,sa_pv,rural,2060,baseline,GWh,0.42 +20,grid_existing,urban,2060,baseline,GWh,776.84 +20,grid_new,rural,2060,baseline,GWh,1050.23 +20,grid_new,urban,2060,baseline,GWh,531.55 +20,sa_pv,rural,2060,baseline,GWh,1.86 20,sa_pv,urban,2060,baseline,GWh,0.0 -20,mg_pv_hybrid,rural,2060,baseline,GWh,26.88 +20,mg_pv_hybrid,rural,2060,baseline,GWh,16.96 20,mg_pv_hybrid,urban,2060,baseline,GWh,1.54 20,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 20,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 20,mg_hydro,rural,2060,baseline,GWh,0.0 20,mg_hydro,urban,2060,baseline,GWh,0.0 -20,unelectrified,rural,2060,baseline,GWh,0.0 -20,unelectrified,urban,2060,baseline,GWh,0.0 +20,unelectrified,rural,2060,baseline,GWh,159.22 +20,unelectrified,urban,2060,baseline,GWh,22.84 21,grid_existing,rural,2060,baseline,GWh,0.0 21,grid_existing,urban,2060,baseline,GWh,0.0 -21,grid_new,rural,2060,baseline,GWh,110.86 -21,grid_new,urban,2060,baseline,GWh,40.2 -21,sa_pv,rural,2060,baseline,GWh,0.16 +21,grid_new,rural,2060,baseline,GWh,128.97 +21,grid_new,urban,2060,baseline,GWh,40.19 +21,sa_pv,rural,2060,baseline,GWh,0.52 21,sa_pv,urban,2060,baseline,GWh,0.0 -21,mg_pv_hybrid,rural,2060,baseline,GWh,46.92 +21,mg_pv_hybrid,rural,2060,baseline,GWh,19.01 21,mg_pv_hybrid,urban,2060,baseline,GWh,0.0 21,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 21,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 21,mg_hydro,rural,2060,baseline,GWh,0.0 21,mg_hydro,urban,2060,baseline,GWh,0.0 -21,unelectrified,rural,2060,baseline,GWh,0.0 +21,unelectrified,rural,2060,baseline,GWh,8.42 21,unelectrified,urban,2060,baseline,GWh,0.0 22,grid_existing,rural,2060,baseline,GWh,0.0 -22,grid_existing,urban,2060,baseline,GWh,1148.54 -22,grid_new,rural,2060,baseline,GWh,1880.52 -22,grid_new,urban,2060,baseline,GWh,578.47 -22,sa_pv,rural,2060,baseline,GWh,0.17 +22,grid_existing,urban,2060,baseline,GWh,1148.43 +22,grid_new,rural,2060,baseline,GWh,1625.79 +22,grid_new,urban,2060,baseline,GWh,578.3 +22,sa_pv,rural,2060,baseline,GWh,0.71 22,sa_pv,urban,2060,baseline,GWh,0.0 -22,mg_pv_hybrid,rural,2060,baseline,GWh,30.28 +22,mg_pv_hybrid,rural,2060,baseline,GWh,25.38 22,mg_pv_hybrid,urban,2060,baseline,GWh,1.2 22,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 22,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 22,mg_hydro,rural,2060,baseline,GWh,0.0 22,mg_hydro,urban,2060,baseline,GWh,0.0 -22,unelectrified,rural,2060,baseline,GWh,0.0 +22,unelectrified,rural,2060,baseline,GWh,247.68 22,unelectrified,urban,2060,baseline,GWh,0.0 23,grid_existing,rural,2060,baseline,GWh,0.0 -23,grid_existing,urban,2060,baseline,GWh,1219.68 -23,grid_new,rural,2060,baseline,GWh,950.25 -23,grid_new,urban,2060,baseline,GWh,827.91 -23,sa_pv,rural,2060,baseline,GWh,9.25 +23,grid_existing,urban,2060,baseline,GWh,1219.49 +23,grid_new,rural,2060,baseline,GWh,986.66 +23,grid_new,urban,2060,baseline,GWh,828.49 +23,sa_pv,rural,2060,baseline,GWh,22.33 23,sa_pv,urban,2060,baseline,GWh,0.0 -23,mg_pv_hybrid,rural,2060,baseline,GWh,178.01 -23,mg_pv_hybrid,urban,2060,baseline,GWh,19.54 +23,mg_pv_hybrid,rural,2060,baseline,GWh,101.08 +23,mg_pv_hybrid,urban,2060,baseline,GWh,18.76 23,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 23,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 -23,mg_hydro,rural,2060,baseline,GWh,1.48 +23,mg_hydro,rural,2060,baseline,GWh,1.06 23,mg_hydro,urban,2060,baseline,GWh,0.0 -23,unelectrified,rural,2060,baseline,GWh,0.0 +23,unelectrified,rural,2060,baseline,GWh,24.17 23,unelectrified,urban,2060,baseline,GWh,0.0 24,grid_existing,rural,2060,baseline,GWh,0.0 -24,grid_existing,urban,2060,baseline,GWh,24.87 -24,grid_new,rural,2060,baseline,GWh,36.02 +24,grid_existing,urban,2060,baseline,GWh,24.86 +24,grid_new,rural,2060,baseline,GWh,46.63 24,grid_new,urban,2060,baseline,GWh,7.78 -24,sa_pv,rural,2060,baseline,GWh,1.5 +24,sa_pv,rural,2060,baseline,GWh,3.45 24,sa_pv,urban,2060,baseline,GWh,0.0 -24,mg_pv_hybrid,rural,2060,baseline,GWh,33.19 +24,mg_pv_hybrid,rural,2060,baseline,GWh,18.85 24,mg_pv_hybrid,urban,2060,baseline,GWh,0.78 24,mg_wind_hybrid,rural,2060,baseline,GWh,0.0 24,mg_wind_hybrid,urban,2060,baseline,GWh,0.0 24,mg_hydro,rural,2060,baseline,GWh,0.0 24,mg_hydro,urban,2060,baseline,GWh,0.0 -24,unelectrified,rural,2060,baseline,GWh,0.0 +24,unelectrified,rural,2060,baseline,GWh,1.7 24,unelectrified,urban,2060,baseline,GWh,0.0 1,grid_existing,rural,2020,improved_access,GWh,5.2 1,grid_existing,urban,2020,improved_access,GWh,0.0 @@ -1019,10 +1019,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 1,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 1,mg_hydro,rural,2020,improved_access,GWh,0.0 1,mg_hydro,urban,2020,improved_access,GWh,0.0 -1,unelectrified,rural,2020,improved_access,GWh,22.74 +1,unelectrified,rural,2020,improved_access,GWh,22.84 1,unelectrified,urban,2020,improved_access,GWh,0.0 2,grid_existing,rural,2020,improved_access,GWh,22.64 -2,grid_existing,urban,2020,improved_access,GWh,198.0 +2,grid_existing,urban,2020,improved_access,GWh,198.01 2,grid_new,rural,2020,improved_access,GWh,0.0 2,grid_new,urban,2020,improved_access,GWh,0.0 2,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1033,7 +1033,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 2,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 2,mg_hydro,rural,2020,improved_access,GWh,0.0 2,mg_hydro,urban,2020,improved_access,GWh,0.0 -2,unelectrified,rural,2020,improved_access,GWh,148.33 +2,unelectrified,rural,2020,improved_access,GWh,149.79 2,unelectrified,urban,2020,improved_access,GWh,0.0 3,grid_existing,rural,2020,improved_access,GWh,1.74 3,grid_existing,urban,2020,improved_access,GWh,10.48 @@ -1047,7 +1047,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 3,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 3,mg_hydro,rural,2020,improved_access,GWh,0.0 3,mg_hydro,urban,2020,improved_access,GWh,0.0 -3,unelectrified,rural,2020,improved_access,GWh,4.7 +3,unelectrified,rural,2020,improved_access,GWh,4.91 3,unelectrified,urban,2020,improved_access,GWh,0.0 4,grid_existing,rural,2020,improved_access,GWh,41.15 4,grid_existing,urban,2020,improved_access,GWh,42.21 @@ -1061,10 +1061,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 4,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 4,mg_hydro,rural,2020,improved_access,GWh,0.0 4,mg_hydro,urban,2020,improved_access,GWh,0.0 -4,unelectrified,rural,2020,improved_access,GWh,233.3 +4,unelectrified,rural,2020,improved_access,GWh,234.54 4,unelectrified,urban,2020,improved_access,GWh,0.0 -5,grid_existing,rural,2020,improved_access,GWh,75.13 -5,grid_existing,urban,2020,improved_access,GWh,754.69 +5,grid_existing,rural,2020,improved_access,GWh,75.4 +5,grid_existing,urban,2020,improved_access,GWh,754.84 5,grid_new,rural,2020,improved_access,GWh,0.0 5,grid_new,urban,2020,improved_access,GWh,0.0 5,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1075,7 +1075,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 5,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 5,mg_hydro,rural,2020,improved_access,GWh,0.0 5,mg_hydro,urban,2020,improved_access,GWh,0.0 -5,unelectrified,rural,2020,improved_access,GWh,1155.21 +5,unelectrified,rural,2020,improved_access,GWh,1171.03 5,unelectrified,urban,2020,improved_access,GWh,0.0 6,grid_existing,rural,2020,improved_access,GWh,7.59 6,grid_existing,urban,2020,improved_access,GWh,0.0 @@ -1089,10 +1089,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 6,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 6,mg_hydro,rural,2020,improved_access,GWh,0.0 6,mg_hydro,urban,2020,improved_access,GWh,0.0 -6,unelectrified,rural,2020,improved_access,GWh,60.53 +6,unelectrified,rural,2020,improved_access,GWh,60.97 6,unelectrified,urban,2020,improved_access,GWh,0.0 7,grid_existing,rural,2020,improved_access,GWh,22.3 -7,grid_existing,urban,2020,improved_access,GWh,98.89 +7,grid_existing,urban,2020,improved_access,GWh,98.9 7,grid_new,rural,2020,improved_access,GWh,0.0 7,grid_new,urban,2020,improved_access,GWh,0.0 7,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1103,10 +1103,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 7,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 7,mg_hydro,rural,2020,improved_access,GWh,0.0 7,mg_hydro,urban,2020,improved_access,GWh,0.0 -7,unelectrified,rural,2020,improved_access,GWh,228.1 +7,unelectrified,rural,2020,improved_access,GWh,229.81 7,unelectrified,urban,2020,improved_access,GWh,0.0 -8,grid_existing,rural,2020,improved_access,GWh,68.57 -8,grid_existing,urban,2020,improved_access,GWh,194.75 +8,grid_existing,rural,2020,improved_access,GWh,68.6 +8,grid_existing,urban,2020,improved_access,GWh,194.79 8,grid_new,rural,2020,improved_access,GWh,0.0 8,grid_new,urban,2020,improved_access,GWh,0.0 8,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1117,7 +1117,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 8,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 8,mg_hydro,rural,2020,improved_access,GWh,0.0 8,mg_hydro,urban,2020,improved_access,GWh,0.0 -8,unelectrified,rural,2020,improved_access,GWh,125.4 +8,unelectrified,rural,2020,improved_access,GWh,126.62 8,unelectrified,urban,2020,improved_access,GWh,0.0 9,grid_existing,rural,2020,improved_access,GWh,48.39 9,grid_existing,urban,2020,improved_access,GWh,97.64 @@ -1131,7 +1131,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 9,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 9,mg_hydro,rural,2020,improved_access,GWh,0.0 9,mg_hydro,urban,2020,improved_access,GWh,0.0 -9,unelectrified,rural,2020,improved_access,GWh,157.97 +9,unelectrified,rural,2020,improved_access,GWh,158.25 9,unelectrified,urban,2020,improved_access,GWh,0.0 10,grid_existing,rural,2020,improved_access,GWh,2.17 10,grid_existing,urban,2020,improved_access,GWh,0.0 @@ -1145,10 +1145,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 10,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 10,mg_hydro,rural,2020,improved_access,GWh,0.0 10,mg_hydro,urban,2020,improved_access,GWh,0.0 -10,unelectrified,rural,2020,improved_access,GWh,6.95 +10,unelectrified,rural,2020,improved_access,GWh,7.04 10,unelectrified,urban,2020,improved_access,GWh,0.0 11,grid_existing,rural,2020,improved_access,GWh,56.14 -11,grid_existing,urban,2020,improved_access,GWh,1292.6 +11,grid_existing,urban,2020,improved_access,GWh,1292.61 11,grid_new,rural,2020,improved_access,GWh,0.0 11,grid_new,urban,2020,improved_access,GWh,0.0 11,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1159,7 +1159,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 11,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 11,mg_hydro,rural,2020,improved_access,GWh,0.0 11,mg_hydro,urban,2020,improved_access,GWh,0.0 -11,unelectrified,rural,2020,improved_access,GWh,240.56 +11,unelectrified,rural,2020,improved_access,GWh,241.01 11,unelectrified,urban,2020,improved_access,GWh,0.0 12,grid_existing,rural,2020,improved_access,GWh,0.01 12,grid_existing,urban,2020,improved_access,GWh,5.42 @@ -1173,10 +1173,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 12,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 12,mg_hydro,rural,2020,improved_access,GWh,0.0 12,mg_hydro,urban,2020,improved_access,GWh,0.0 -12,unelectrified,rural,2020,improved_access,GWh,4.16 +12,unelectrified,rural,2020,improved_access,GWh,4.17 12,unelectrified,urban,2020,improved_access,GWh,0.0 13,grid_existing,rural,2020,improved_access,GWh,14.74 -13,grid_existing,urban,2020,improved_access,GWh,65.97 +13,grid_existing,urban,2020,improved_access,GWh,65.98 13,grid_new,rural,2020,improved_access,GWh,0.0 13,grid_new,urban,2020,improved_access,GWh,0.0 13,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1187,7 +1187,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 13,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 13,mg_hydro,rural,2020,improved_access,GWh,0.0 13,mg_hydro,urban,2020,improved_access,GWh,0.0 -13,unelectrified,rural,2020,improved_access,GWh,39.19 +13,unelectrified,rural,2020,improved_access,GWh,39.9 13,unelectrified,urban,2020,improved_access,GWh,0.0 14,grid_existing,rural,2020,improved_access,GWh,0.0 14,grid_existing,urban,2020,improved_access,GWh,5.44 @@ -1201,7 +1201,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 14,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 14,mg_hydro,rural,2020,improved_access,GWh,0.0 14,mg_hydro,urban,2020,improved_access,GWh,0.0 -14,unelectrified,rural,2020,improved_access,GWh,19.35 +14,unelectrified,rural,2020,improved_access,GWh,19.55 14,unelectrified,urban,2020,improved_access,GWh,0.0 15,grid_existing,rural,2020,improved_access,GWh,144.36 15,grid_existing,urban,2020,improved_access,GWh,218.42 @@ -1215,10 +1215,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 15,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 15,mg_hydro,rural,2020,improved_access,GWh,0.0 15,mg_hydro,urban,2020,improved_access,GWh,0.0 -15,unelectrified,rural,2020,improved_access,GWh,3269.08 +15,unelectrified,rural,2020,improved_access,GWh,3269.3 15,unelectrified,urban,2020,improved_access,GWh,0.0 -16,grid_existing,rural,2020,improved_access,GWh,70.65 -16,grid_existing,urban,2020,improved_access,GWh,112.26 +16,grid_existing,rural,2020,improved_access,GWh,70.66 +16,grid_existing,urban,2020,improved_access,GWh,112.27 16,grid_new,rural,2020,improved_access,GWh,0.0 16,grid_new,urban,2020,improved_access,GWh,0.0 16,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1229,10 +1229,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 16,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 16,mg_hydro,rural,2020,improved_access,GWh,0.0 16,mg_hydro,urban,2020,improved_access,GWh,0.0 -16,unelectrified,rural,2020,improved_access,GWh,2816.24 +16,unelectrified,rural,2020,improved_access,GWh,2816.71 16,unelectrified,urban,2020,improved_access,GWh,2.55 -17,grid_existing,rural,2020,improved_access,GWh,21.82 -17,grid_existing,urban,2020,improved_access,GWh,83.81 +17,grid_existing,rural,2020,improved_access,GWh,21.83 +17,grid_existing,urban,2020,improved_access,GWh,83.82 17,grid_new,rural,2020,improved_access,GWh,0.0 17,grid_new,urban,2020,improved_access,GWh,0.0 17,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1243,10 +1243,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 17,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 17,mg_hydro,rural,2020,improved_access,GWh,0.0 17,mg_hydro,urban,2020,improved_access,GWh,0.0 -17,unelectrified,rural,2020,improved_access,GWh,149.08 -17,unelectrified,urban,2020,improved_access,GWh,2.8 +17,unelectrified,rural,2020,improved_access,GWh,154.2 +17,unelectrified,urban,2020,improved_access,GWh,2.81 18,grid_existing,rural,2020,improved_access,GWh,2.13 -18,grid_existing,urban,2020,improved_access,GWh,26.22 +18,grid_existing,urban,2020,improved_access,GWh,26.23 18,grid_new,rural,2020,improved_access,GWh,0.0 18,grid_new,urban,2020,improved_access,GWh,0.0 18,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1257,9 +1257,9 @@ BCU,tec,urb_rur,year,scenario,unit,value 18,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 18,mg_hydro,rural,2020,improved_access,GWh,0.0 18,mg_hydro,urban,2020,improved_access,GWh,0.0 -18,unelectrified,rural,2020,improved_access,GWh,24.58 +18,unelectrified,rural,2020,improved_access,GWh,26.83 18,unelectrified,urban,2020,improved_access,GWh,0.0 -19,grid_existing,rural,2020,improved_access,GWh,0.44 +19,grid_existing,rural,2020,improved_access,GWh,0.45 19,grid_existing,urban,2020,improved_access,GWh,0.0 19,grid_new,rural,2020,improved_access,GWh,0.0 19,grid_new,urban,2020,improved_access,GWh,0.0 @@ -1271,10 +1271,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 19,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 19,mg_hydro,rural,2020,improved_access,GWh,0.0 19,mg_hydro,urban,2020,improved_access,GWh,0.0 -19,unelectrified,rural,2020,improved_access,GWh,7.8 +19,unelectrified,rural,2020,improved_access,GWh,10.91 19,unelectrified,urban,2020,improved_access,GWh,0.0 20,grid_existing,rural,2020,improved_access,GWh,13.87 -20,grid_existing,urban,2020,improved_access,GWh,91.79 +20,grid_existing,urban,2020,improved_access,GWh,91.8 20,grid_new,rural,2020,improved_access,GWh,0.0 20,grid_new,urban,2020,improved_access,GWh,0.0 20,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1285,7 +1285,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 20,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 20,mg_hydro,rural,2020,improved_access,GWh,0.0 20,mg_hydro,urban,2020,improved_access,GWh,0.0 -20,unelectrified,rural,2020,improved_access,GWh,153.52 +20,unelectrified,rural,2020,improved_access,GWh,154.3 20,unelectrified,urban,2020,improved_access,GWh,0.0 21,grid_existing,rural,2020,improved_access,GWh,0.0 21,grid_existing,urban,2020,improved_access,GWh,0.0 @@ -1299,10 +1299,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 21,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 21,mg_hydro,rural,2020,improved_access,GWh,0.0 21,mg_hydro,urban,2020,improved_access,GWh,0.0 -21,unelectrified,rural,2020,improved_access,GWh,5.86 +21,unelectrified,rural,2020,improved_access,GWh,5.97 21,unelectrified,urban,2020,improved_access,GWh,0.0 -22,grid_existing,rural,2020,improved_access,GWh,50.81 -22,grid_existing,urban,2020,improved_access,GWh,117.4 +22,grid_existing,rural,2020,improved_access,GWh,50.82 +22,grid_existing,urban,2020,improved_access,GWh,117.41 22,grid_new,rural,2020,improved_access,GWh,0.0 22,grid_new,urban,2020,improved_access,GWh,0.0 22,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1313,10 +1313,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 22,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 22,mg_hydro,rural,2020,improved_access,GWh,0.0 22,mg_hydro,urban,2020,improved_access,GWh,0.0 -22,unelectrified,rural,2020,improved_access,GWh,209.37 +22,unelectrified,rural,2020,improved_access,GWh,210.6 22,unelectrified,urban,2020,improved_access,GWh,0.0 -23,grid_existing,rural,2020,improved_access,GWh,27.98 -23,grid_existing,urban,2020,improved_access,GWh,130.01 +23,grid_existing,rural,2020,improved_access,GWh,27.99 +23,grid_existing,urban,2020,improved_access,GWh,130.02 23,grid_new,rural,2020,improved_access,GWh,0.0 23,grid_new,urban,2020,improved_access,GWh,0.0 23,sa_pv,rural,2020,improved_access,GWh,0.0 @@ -1327,7 +1327,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 23,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 23,mg_hydro,rural,2020,improved_access,GWh,0.0 23,mg_hydro,urban,2020,improved_access,GWh,0.0 -23,unelectrified,rural,2020,improved_access,GWh,102.03 +23,unelectrified,rural,2020,improved_access,GWh,102.44 23,unelectrified,urban,2020,improved_access,GWh,0.0 24,grid_existing,rural,2020,improved_access,GWh,1.24 24,grid_existing,urban,2020,improved_access,GWh,0.0 @@ -1341,329 +1341,329 @@ BCU,tec,urb_rur,year,scenario,unit,value 24,mg_wind_hybrid,urban,2020,improved_access,GWh,0.0 24,mg_hydro,rural,2020,improved_access,GWh,0.0 24,mg_hydro,urban,2020,improved_access,GWh,0.0 -24,unelectrified,rural,2020,improved_access,GWh,2.01 +24,unelectrified,rural,2020,improved_access,GWh,2.02 24,unelectrified,urban,2020,improved_access,GWh,0.0 -1,grid_existing,rural,2030,improved_access,GWh,2.3 +1,grid_existing,rural,2030,improved_access,GWh,2.31 1,grid_existing,urban,2030,improved_access,GWh,16.48 -1,grid_new,rural,2030,improved_access,GWh,36.29 +1,grid_new,rural,2030,improved_access,GWh,41.18 1,grid_new,urban,2030,improved_access,GWh,0.0 1,sa_pv,rural,2030,improved_access,GWh,0.02 1,sa_pv,urban,2030,improved_access,GWh,0.0 -1,mg_pv_hybrid,rural,2030,improved_access,GWh,0.14 +1,mg_pv_hybrid,rural,2030,improved_access,GWh,3.1 1,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 1,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 1,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 1,mg_hydro,rural,2030,improved_access,GWh,0.0 1,mg_hydro,urban,2030,improved_access,GWh,0.0 -1,unelectrified,rural,2030,improved_access,GWh,25.29 +1,unelectrified,rural,2030,improved_access,GWh,17.16 1,unelectrified,urban,2030,improved_access,GWh,0.0 2,grid_existing,rural,2030,improved_access,GWh,0.0 -2,grid_existing,urban,2030,improved_access,GWh,892.71 -2,grid_new,rural,2030,improved_access,GWh,400.14 +2,grid_existing,urban,2030,improved_access,GWh,892.7 +2,grid_new,rural,2030,improved_access,GWh,422.03 2,grid_new,urban,2030,improved_access,GWh,0.0 -2,sa_pv,rural,2030,improved_access,GWh,0.98 +2,sa_pv,rural,2030,improved_access,GWh,1.05 2,sa_pv,urban,2030,improved_access,GWh,0.0 -2,mg_pv_hybrid,rural,2030,improved_access,GWh,11.59 +2,mg_pv_hybrid,rural,2030,improved_access,GWh,130.67 2,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 2,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 2,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 2,mg_hydro,rural,2030,improved_access,GWh,0.64 2,mg_hydro,urban,2030,improved_access,GWh,0.0 -2,unelectrified,rural,2030,improved_access,GWh,375.82 +2,unelectrified,rural,2030,improved_access,GWh,234.55 2,unelectrified,urban,2030,improved_access,GWh,0.0 3,grid_existing,rural,2030,improved_access,GWh,0.0 3,grid_existing,urban,2030,improved_access,GWh,54.15 -3,grid_new,rural,2030,improved_access,GWh,13.73 +3,grid_new,rural,2030,improved_access,GWh,13.88 3,grid_new,urban,2030,improved_access,GWh,0.0 -3,sa_pv,rural,2030,improved_access,GWh,0.2 +3,sa_pv,rural,2030,improved_access,GWh,0.21 3,sa_pv,urban,2030,improved_access,GWh,0.0 -3,mg_pv_hybrid,rural,2030,improved_access,GWh,8.47 +3,mg_pv_hybrid,rural,2030,improved_access,GWh,61.41 3,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 3,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 3,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 3,mg_hydro,rural,2030,improved_access,GWh,0.13 3,mg_hydro,urban,2030,improved_access,GWh,0.0 -3,unelectrified,rural,2030,improved_access,GWh,100.85 +3,unelectrified,rural,2030,improved_access,GWh,48.06 3,unelectrified,urban,2030,improved_access,GWh,0.0 4,grid_existing,rural,2030,improved_access,GWh,5.52 -4,grid_existing,urban,2030,improved_access,GWh,285.73 -4,grid_new,rural,2030,improved_access,GWh,428.66 +4,grid_existing,urban,2030,improved_access,GWh,285.71 +4,grid_new,rural,2030,improved_access,GWh,449.26 4,grid_new,urban,2030,improved_access,GWh,0.0 -4,sa_pv,rural,2030,improved_access,GWh,1.16 +4,sa_pv,rural,2030,improved_access,GWh,1.18 4,sa_pv,urban,2030,improved_access,GWh,0.0 -4,mg_pv_hybrid,rural,2030,improved_access,GWh,56.82 +4,mg_pv_hybrid,rural,2030,improved_access,GWh,251.48 4,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 4,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 4,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 -4,mg_hydro,rural,2030,improved_access,GWh,1.66 +4,mg_hydro,rural,2030,improved_access,GWh,1.67 4,mg_hydro,urban,2030,improved_access,GWh,0.0 -4,unelectrified,rural,2030,improved_access,GWh,635.46 +4,unelectrified,rural,2030,improved_access,GWh,411.39 4,unelectrified,urban,2030,improved_access,GWh,11.16 -5,grid_existing,rural,2030,improved_access,GWh,6.1 -5,grid_existing,urban,2030,improved_access,GWh,3145.17 -5,grid_new,rural,2030,improved_access,GWh,375.23 +5,grid_existing,rural,2030,improved_access,GWh,6.16 +5,grid_existing,urban,2030,improved_access,GWh,3145.51 +5,grid_new,rural,2030,improved_access,GWh,406.74 5,grid_new,urban,2030,improved_access,GWh,0.0 -5,sa_pv,rural,2030,improved_access,GWh,0.53 +5,sa_pv,rural,2030,improved_access,GWh,0.57 5,sa_pv,urban,2030,improved_access,GWh,0.0 -5,mg_pv_hybrid,rural,2030,improved_access,GWh,34.27 +5,mg_pv_hybrid,rural,2030,improved_access,GWh,100.4 5,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 5,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 5,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 5,mg_hydro,rural,2030,improved_access,GWh,0.89 5,mg_hydro,urban,2030,improved_access,GWh,0.0 -5,unelectrified,rural,2030,improved_access,GWh,1769.19 +5,unelectrified,rural,2030,improved_access,GWh,1693.24 5,unelectrified,urban,2030,improved_access,GWh,0.0 6,grid_existing,rural,2030,improved_access,GWh,0.0 -6,grid_existing,urban,2030,improved_access,GWh,42.25 -6,grid_new,rural,2030,improved_access,GWh,165.66 -6,grid_new,urban,2030,improved_access,GWh,65.54 -6,sa_pv,rural,2030,improved_access,GWh,1.92 +6,grid_existing,urban,2030,improved_access,GWh,41.77 +6,grid_new,rural,2030,improved_access,GWh,140.39 +6,grid_new,urban,2030,improved_access,GWh,62.51 +6,sa_pv,rural,2030,improved_access,GWh,2.3 6,sa_pv,urban,2030,improved_access,GWh,0.0 -6,mg_pv_hybrid,rural,2030,improved_access,GWh,45.03 +6,mg_pv_hybrid,rural,2030,improved_access,GWh,78.0 6,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 6,mg_wind_hybrid,rural,2030,improved_access,GWh,0.01 6,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 6,mg_hydro,rural,2030,improved_access,GWh,0.0 6,mg_hydro,urban,2030,improved_access,GWh,0.0 -6,unelectrified,rural,2030,improved_access,GWh,87.97 +6,unelectrified,rural,2030,improved_access,GWh,38.33 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-9,mg_pv_hybrid,rural,2030,improved_access,GWh,4.96 +9,mg_pv_hybrid,rural,2030,improved_access,GWh,17.4 9,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 9,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 9,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 9,mg_hydro,rural,2030,improved_access,GWh,0.0 9,mg_hydro,urban,2030,improved_access,GWh,0.0 -9,unelectrified,rural,2030,improved_access,GWh,126.66 +9,unelectrified,rural,2030,improved_access,GWh,89.27 9,unelectrified,urban,2030,improved_access,GWh,0.0 10,grid_existing,rural,2030,improved_access,GWh,2.67 10,grid_existing,urban,2030,improved_access,GWh,28.72 10,grid_new,rural,2030,improved_access,GWh,0.0 10,grid_new,urban,2030,improved_access,GWh,0.0 -10,sa_pv,rural,2030,improved_access,GWh,0.32 +10,sa_pv,rural,2030,improved_access,GWh,0.33 10,sa_pv,urban,2030,improved_access,GWh,0.0 -10,mg_pv_hybrid,rural,2030,improved_access,GWh,13.96 +10,mg_pv_hybrid,rural,2030,improved_access,GWh,34.37 10,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 10,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 10,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 10,mg_hydro,rural,2030,improved_access,GWh,3.88 10,mg_hydro,urban,2030,improved_access,GWh,0.0 -10,unelectrified,rural,2030,improved_access,GWh,55.42 +10,unelectrified,rural,2030,improved_access,GWh,35.07 10,unelectrified,urban,2030,improved_access,GWh,0.0 -11,grid_existing,rural,2030,improved_access,GWh,11.89 -11,grid_existing,urban,2030,improved_access,GWh,5358.35 -11,grid_new,rural,2030,improved_access,GWh,412.44 +11,grid_existing,rural,2030,improved_access,GWh,11.88 +11,grid_existing,urban,2030,improved_access,GWh,5358.38 +11,grid_new,rural,2030,improved_access,GWh,432.55 11,grid_new,urban,2030,improved_access,GWh,0.0 11,sa_pv,rural,2030,improved_access,GWh,0.07 11,sa_pv,urban,2030,improved_access,GWh,0.0 -11,mg_pv_hybrid,rural,2030,improved_access,GWh,1.8 +11,mg_pv_hybrid,rural,2030,improved_access,GWh,11.8 11,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 11,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 11,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 11,mg_hydro,rural,2030,improved_access,GWh,0.0 11,mg_hydro,urban,2030,improved_access,GWh,0.0 -11,unelectrified,rural,2030,improved_access,GWh,133.58 +11,unelectrified,rural,2030,improved_access,GWh,101.55 11,unelectrified,urban,2030,improved_access,GWh,0.0 12,grid_existing,rural,2030,improved_access,GWh,0.0 12,grid_existing,urban,2030,improved_access,GWh,80.95 -12,grid_new,rural,2030,improved_access,GWh,27.61 +12,grid_new,rural,2030,improved_access,GWh,28.85 12,grid_new,urban,2030,improved_access,GWh,0.0 12,sa_pv,rural,2030,improved_access,GWh,0.02 12,sa_pv,urban,2030,improved_access,GWh,0.0 -12,mg_pv_hybrid,rural,2030,improved_access,GWh,0.0 +12,mg_pv_hybrid,rural,2030,improved_access,GWh,1.18 12,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 12,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 12,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 12,mg_hydro,rural,2030,improved_access,GWh,0.0 12,mg_hydro,urban,2030,improved_access,GWh,0.0 -12,unelectrified,rural,2030,improved_access,GWh,6.31 +12,unelectrified,rural,2030,improved_access,GWh,3.82 12,unelectrified,urban,2030,improved_access,GWh,0.0 13,grid_existing,rural,2030,improved_access,GWh,0.0 -13,grid_existing,urban,2030,improved_access,GWh,425.69 -13,grid_new,rural,2030,improved_access,GWh,36.07 +13,grid_existing,urban,2030,improved_access,GWh,425.71 +13,grid_new,rural,2030,improved_access,GWh,36.55 13,grid_new,urban,2030,improved_access,GWh,0.0 -13,sa_pv,rural,2030,improved_access,GWh,1.43 +13,sa_pv,rural,2030,improved_access,GWh,1.47 13,sa_pv,urban,2030,improved_access,GWh,0.0 -13,mg_pv_hybrid,rural,2030,improved_access,GWh,112.16 -13,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 +13,mg_pv_hybrid,rural,2030,improved_access,GWh,226.71 +13,mg_pv_hybrid,urban,2030,improved_access,GWh,3.04 13,mg_wind_hybrid,rural,2030,improved_access,GWh,0.23 13,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 13,mg_hydro,rural,2030,improved_access,GWh,3.4 13,mg_hydro,urban,2030,improved_access,GWh,0.0 -13,unelectrified,rural,2030,improved_access,GWh,246.67 -13,unelectrified,urban,2030,improved_access,GWh,68.31 +13,unelectrified,rural,2030,improved_access,GWh,132.0 +13,unelectrified,urban,2030,improved_access,GWh,65.27 14,grid_existing,rural,2030,improved_access,GWh,0.0 -14,grid_existing,urban,2030,improved_access,GWh,45.68 -14,grid_new,rural,2030,improved_access,GWh,46.76 +14,grid_existing,urban,2030,improved_access,GWh,45.69 +14,grid_new,rural,2030,improved_access,GWh,46.77 14,grid_new,urban,2030,improved_access,GWh,29.9 -14,sa_pv,rural,2030,improved_access,GWh,1.48 +14,sa_pv,rural,2030,improved_access,GWh,1.53 14,sa_pv,urban,2030,improved_access,GWh,0.0 -14,mg_pv_hybrid,rural,2030,improved_access,GWh,26.41 +14,mg_pv_hybrid,rural,2030,improved_access,GWh,176.94 14,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 -14,mg_wind_hybrid,rural,2030,improved_access,GWh,2.31 +14,mg_wind_hybrid,rural,2030,improved_access,GWh,2.34 14,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 14,mg_hydro,rural,2030,improved_access,GWh,0.38 14,mg_hydro,urban,2030,improved_access,GWh,0.0 -14,unelectrified,rural,2030,improved_access,GWh,266.61 +14,unelectrified,rural,2030,improved_access,GWh,114.8 14,unelectrified,urban,2030,improved_access,GWh,24.74 15,grid_existing,rural,2030,improved_access,GWh,3.66 15,grid_existing,urban,2030,improved_access,GWh,859.72 -15,grid_new,rural,2030,improved_access,GWh,76.35 +15,grid_new,rural,2030,improved_access,GWh,76.79 15,grid_new,urban,2030,improved_access,GWh,11.98 -15,sa_pv,rural,2030,improved_access,GWh,0.81 +15,sa_pv,rural,2030,improved_access,GWh,0.86 15,sa_pv,urban,2030,improved_access,GWh,0.0 -15,mg_pv_hybrid,rural,2030,improved_access,GWh,11.57 +15,mg_pv_hybrid,rural,2030,improved_access,GWh,38.63 15,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 15,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 15,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 15,mg_hydro,rural,2030,improved_access,GWh,1.79 15,mg_hydro,urban,2030,improved_access,GWh,0.0 -15,unelectrified,rural,2030,improved_access,GWh,4177.43 +15,unelectrified,rural,2030,improved_access,GWh,4150.22 15,unelectrified,urban,2030,improved_access,GWh,11.16 16,grid_existing,rural,2030,improved_access,GWh,0.0 -16,grid_existing,urban,2030,improved_access,GWh,726.07 -16,grid_new,rural,2030,improved_access,GWh,293.06 -16,grid_new,urban,2030,improved_access,GWh,187.08 -16,sa_pv,rural,2030,improved_access,GWh,2.14 +16,grid_existing,urban,2030,improved_access,GWh,726.1 +16,grid_new,rural,2030,improved_access,GWh,294.4 +16,grid_new,urban,2030,improved_access,GWh,187.1 +16,sa_pv,rural,2030,improved_access,GWh,2.22 16,sa_pv,urban,2030,improved_access,GWh,0.0 -16,mg_pv_hybrid,rural,2030,improved_access,GWh,30.59 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+22,grid_new,rural,2030,improved_access,GWh,485.33 22,grid_new,urban,2030,improved_access,GWh,0.0 -22,sa_pv,rural,2030,improved_access,GWh,0.46 +22,sa_pv,rural,2030,improved_access,GWh,0.47 22,sa_pv,urban,2030,improved_access,GWh,0.0 -22,mg_pv_hybrid,rural,2030,improved_access,GWh,15.39 +22,mg_pv_hybrid,rural,2030,improved_access,GWh,132.51 22,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 22,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 22,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 22,mg_hydro,rural,2030,improved_access,GWh,0.0 22,mg_hydro,urban,2030,improved_access,GWh,0.0 -22,unelectrified,rural,2030,improved_access,GWh,363.48 +22,unelectrified,rural,2030,improved_access,GWh,224.34 22,unelectrified,urban,2030,improved_access,GWh,0.0 23,grid_existing,rural,2030,improved_access,GWh,2.46 -23,grid_existing,urban,2030,improved_access,GWh,653.9 -23,grid_new,rural,2030,improved_access,GWh,224.37 +23,grid_existing,urban,2030,improved_access,GWh,653.91 +23,grid_new,rural,2030,improved_access,GWh,225.95 23,grid_new,urban,2030,improved_access,GWh,33.5 -23,sa_pv,rural,2030,improved_access,GWh,7.93 +23,sa_pv,rural,2030,improved_access,GWh,7.99 23,sa_pv,urban,2030,improved_access,GWh,0.0 -23,mg_pv_hybrid,rural,2030,improved_access,GWh,61.66 +23,mg_pv_hybrid,rural,2030,improved_access,GWh,494.38 23,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 23,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 23,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 -23,mg_hydro,rural,2030,improved_access,GWh,4.3 +23,mg_hydro,rural,2030,improved_access,GWh,3.96 23,mg_hydro,urban,2030,improved_access,GWh,0.0 -23,unelectrified,rural,2030,improved_access,GWh,698.38 +23,unelectrified,rural,2030,improved_access,GWh,264.09 23,unelectrified,urban,2030,improved_access,GWh,31.44 24,grid_existing,rural,2030,improved_access,GWh,0.0 24,grid_existing,urban,2030,improved_access,GWh,17.57 @@ -1671,349 +1671,349 @@ BCU,tec,urb_rur,year,scenario,unit,value 24,grid_new,urban,2030,improved_access,GWh,0.0 24,sa_pv,rural,2030,improved_access,GWh,0.88 24,sa_pv,urban,2030,improved_access,GWh,0.0 -24,mg_pv_hybrid,rural,2030,improved_access,GWh,1.19 +24,mg_pv_hybrid,rural,2030,improved_access,GWh,60.05 24,mg_pv_hybrid,urban,2030,improved_access,GWh,0.0 24,mg_wind_hybrid,rural,2030,improved_access,GWh,0.0 24,mg_wind_hybrid,urban,2030,improved_access,GWh,0.0 24,mg_hydro,rural,2030,improved_access,GWh,0.0 24,mg_hydro,urban,2030,improved_access,GWh,0.0 -24,unelectrified,rural,2030,improved_access,GWh,74.23 +24,unelectrified,rural,2030,improved_access,GWh,15.37 24,unelectrified,urban,2030,improved_access,GWh,0.0 1,grid_existing,rural,2060,improved_access,GWh,0.0 -1,grid_existing,urban,2060,improved_access,GWh,40.76 -1,grid_new,rural,2060,improved_access,GWh,132.0 -1,grid_new,urban,2060,improved_access,GWh,57.68 -1,sa_pv,rural,2060,improved_access,GWh,0.03 +1,grid_existing,urban,2060,improved_access,GWh,40.77 +1,grid_new,rural,2060,improved_access,GWh,154.05 +1,grid_new,urban,2060,improved_access,GWh,57.69 +1,sa_pv,rural,2060,improved_access,GWh,0.01 1,sa_pv,urban,2060,improved_access,GWh,0.0 -1,mg_pv_hybrid,rural,2060,improved_access,GWh,0.09 +1,mg_pv_hybrid,rural,2060,improved_access,GWh,0.06 1,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 1,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 1,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 1,mg_hydro,rural,2060,improved_access,GWh,0.0 1,mg_hydro,urban,2060,improved_access,GWh,0.0 -1,unelectrified,rural,2060,improved_access,GWh,26.01 +1,unelectrified,rural,2060,improved_access,GWh,4.42 1,unelectrified,urban,2060,improved_access,GWh,0.0 2,grid_existing,rural,2060,improved_access,GWh,0.0 -2,grid_existing,urban,2060,improved_access,GWh,1700.71 -2,grid_new,rural,2060,improved_access,GWh,1591.09 -2,grid_new,urban,2060,improved_access,GWh,387.94 -2,sa_pv,rural,2060,improved_access,GWh,2.97 +2,grid_existing,urban,2060,improved_access,GWh,1700.8 +2,grid_new,rural,2060,improved_access,GWh,1607.92 +2,grid_new,urban,2060,improved_access,GWh,388.02 +2,sa_pv,rural,2060,improved_access,GWh,1.7 2,sa_pv,urban,2060,improved_access,GWh,0.0 -2,mg_pv_hybrid,rural,2060,improved_access,GWh,22.39 +2,mg_pv_hybrid,rural,2060,improved_access,GWh,33.63 2,mg_pv_hybrid,urban,2060,improved_access,GWh,3.74 2,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 2,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -2,mg_hydro,rural,2060,improved_access,GWh,0.84 +2,mg_hydro,rural,2060,improved_access,GWh,1.02 2,mg_hydro,urban,2060,improved_access,GWh,0.0 -2,unelectrified,rural,2060,improved_access,GWh,31.5 +2,unelectrified,rural,2060,improved_access,GWh,11.85 2,unelectrified,urban,2060,improved_access,GWh,0.0 3,grid_existing,rural,2060,improved_access,GWh,0.0 -3,grid_existing,urban,2060,improved_access,GWh,105.07 -3,grid_new,rural,2060,improved_access,GWh,135.98 -3,grid_new,urban,2060,improved_access,GWh,30.18 -3,sa_pv,rural,2060,improved_access,GWh,1.2 +3,grid_existing,urban,2060,improved_access,GWh,105.09 +3,grid_new,rural,2060,improved_access,GWh,130.36 +3,grid_new,urban,2060,improved_access,GWh,29.34 +3,sa_pv,rural,2060,improved_access,GWh,0.54 3,sa_pv,urban,2060,improved_access,GWh,0.0 -3,mg_pv_hybrid,rural,2060,improved_access,GWh,18.76 -3,mg_pv_hybrid,urban,2060,improved_access,GWh,9.17 +3,mg_pv_hybrid,rural,2060,improved_access,GWh,25.79 +3,mg_pv_hybrid,urban,2060,improved_access,GWh,10.03 3,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 3,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -3,mg_hydro,rural,2060,improved_access,GWh,0.15 +3,mg_hydro,rural,2060,improved_access,GWh,0.11 3,mg_hydro,urban,2060,improved_access,GWh,0.0 -3,unelectrified,rural,2060,improved_access,GWh,6.75 +3,unelectrified,rural,2060,improved_access,GWh,7.23 3,unelectrified,urban,2060,improved_access,GWh,0.0 4,grid_existing,rural,2060,improved_access,GWh,0.0 -4,grid_existing,urban,2060,improved_access,GWh,524.63 -4,grid_new,rural,2060,improved_access,GWh,2046.04 -4,grid_new,urban,2060,improved_access,GWh,841.32 -4,sa_pv,rural,2060,improved_access,GWh,3.12 +4,grid_existing,urban,2060,improved_access,GWh,524.66 +4,grid_new,rural,2060,improved_access,GWh,2198.75 +4,grid_new,urban,2060,improved_access,GWh,860.01 +4,sa_pv,rural,2060,improved_access,GWh,1.52 4,sa_pv,urban,2060,improved_access,GWh,0.0 -4,mg_pv_hybrid,rural,2060,improved_access,GWh,17.52 +4,mg_pv_hybrid,rural,2060,improved_access,GWh,24.61 4,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 4,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 4,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 4,mg_hydro,rural,2060,improved_access,GWh,0.02 4,mg_hydro,urban,2060,improved_access,GWh,0.0 -4,unelectrified,rural,2060,improved_access,GWh,247.22 -4,unelectrified,urban,2060,improved_access,GWh,18.74 +4,unelectrified,rural,2060,improved_access,GWh,91.52 +4,unelectrified,urban,2060,improved_access,GWh,0.0 5,grid_existing,rural,2060,improved_access,GWh,0.0 -5,grid_existing,urban,2060,improved_access,GWh,6207.65 -5,grid_new,rural,2060,improved_access,GWh,3623.75 -5,grid_new,urban,2060,improved_access,GWh,1382.44 -5,sa_pv,rural,2060,improved_access,GWh,1.85 +5,grid_existing,urban,2060,improved_access,GWh,6210.1 +5,grid_new,rural,2060,improved_access,GWh,3822.36 +5,grid_new,urban,2060,improved_access,GWh,1382.87 +5,sa_pv,rural,2060,improved_access,GWh,1.17 5,sa_pv,urban,2060,improved_access,GWh,0.0 -5,mg_pv_hybrid,rural,2060,improved_access,GWh,10.31 +5,mg_pv_hybrid,rural,2060,improved_access,GWh,11.4 5,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 5,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 5,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 5,mg_hydro,rural,2060,improved_access,GWh,0.0 5,mg_hydro,urban,2060,improved_access,GWh,0.0 -5,unelectrified,rural,2060,improved_access,GWh,1521.96 +5,unelectrified,rural,2060,improved_access,GWh,1412.6 5,unelectrified,urban,2060,improved_access,GWh,34.5 6,grid_existing,rural,2060,improved_access,GWh,0.0 -6,grid_existing,urban,2060,improved_access,GWh,71.7 -6,grid_new,rural,2060,improved_access,GWh,168.87 -6,grid_new,urban,2060,improved_access,GWh,667.85 -6,sa_pv,rural,2060,improved_access,GWh,1.27 +6,grid_existing,urban,2060,improved_access,GWh,71.5 +6,grid_new,rural,2060,improved_access,GWh,161.21 +6,grid_new,urban,2060,improved_access,GWh,661.0 +6,sa_pv,rural,2060,improved_access,GWh,0.62 6,sa_pv,urban,2060,improved_access,GWh,0.0 -6,mg_pv_hybrid,rural,2060,improved_access,GWh,0.1 +6,mg_pv_hybrid,rural,2060,improved_access,GWh,0.26 6,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 6,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 6,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 6,mg_hydro,rural,2060,improved_access,GWh,0.0 6,mg_hydro,urban,2060,improved_access,GWh,0.0 -6,unelectrified,rural,2060,improved_access,GWh,10.25 +6,unelectrified,rural,2060,improved_access,GWh,8.77 6,unelectrified,urban,2060,improved_access,GWh,0.0 7,grid_existing,rural,2060,improved_access,GWh,0.0 -7,grid_existing,urban,2060,improved_access,GWh,1229.81 -7,grid_new,rural,2060,improved_access,GWh,1032.53 -7,grid_new,urban,2060,improved_access,GWh,1441.41 -7,sa_pv,rural,2060,improved_access,GWh,4.43 +7,grid_existing,urban,2060,improved_access,GWh,1229.35 +7,grid_new,rural,2060,improved_access,GWh,1013.39 +7,grid_new,urban,2060,improved_access,GWh,1421.11 +7,sa_pv,rural,2060,improved_access,GWh,2.34 7,sa_pv,urban,2060,improved_access,GWh,0.0 -7,mg_pv_hybrid,rural,2060,improved_access,GWh,20.16 -7,mg_pv_hybrid,urban,2060,improved_access,GWh,12.22 +7,mg_pv_hybrid,rural,2060,improved_access,GWh,22.08 +7,mg_pv_hybrid,urban,2060,improved_access,GWh,17.44 7,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 7,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 7,mg_hydro,rural,2060,improved_access,GWh,0.06 7,mg_hydro,urban,2060,improved_access,GWh,0.0 -7,unelectrified,rural,2060,improved_access,GWh,64.49 -7,unelectrified,urban,2060,improved_access,GWh,5.23 +7,unelectrified,rural,2060,improved_access,GWh,43.59 +7,unelectrified,urban,2060,improved_access,GWh,0.0 8,grid_existing,rural,2060,improved_access,GWh,0.0 -8,grid_existing,urban,2060,improved_access,GWh,2721.36 -8,grid_new,rural,2060,improved_access,GWh,699.54 -8,grid_new,urban,2060,improved_access,GWh,1719.21 -8,sa_pv,rural,2060,improved_access,GWh,3.32 +8,grid_existing,urban,2060,improved_access,GWh,2721.89 +8,grid_new,rural,2060,improved_access,GWh,702.25 +8,grid_new,urban,2060,improved_access,GWh,1719.59 +8,sa_pv,rural,2060,improved_access,GWh,2.37 8,sa_pv,urban,2060,improved_access,GWh,0.0 -8,mg_pv_hybrid,rural,2060,improved_access,GWh,20.04 +8,mg_pv_hybrid,rural,2060,improved_access,GWh,28.28 8,mg_pv_hybrid,urban,2060,improved_access,GWh,5.09 8,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 8,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -8,mg_hydro,rural,2060,improved_access,GWh,0.0 +8,mg_hydro,rural,2060,improved_access,GWh,0.1 8,mg_hydro,urban,2060,improved_access,GWh,0.0 -8,unelectrified,rural,2060,improved_access,GWh,12.42 +8,unelectrified,rural,2060,improved_access,GWh,7.67 8,unelectrified,urban,2060,improved_access,GWh,0.0 9,grid_existing,rural,2060,improved_access,GWh,0.0 -9,grid_existing,urban,2060,improved_access,GWh,822.4 -9,grid_new,rural,2060,improved_access,GWh,748.56 -9,grid_new,urban,2060,improved_access,GWh,358.64 +9,grid_existing,urban,2060,improved_access,GWh,822.45 +9,grid_new,rural,2060,improved_access,GWh,841.74 +9,grid_new,urban,2060,improved_access,GWh,358.69 9,sa_pv,rural,2060,improved_access,GWh,0.15 9,sa_pv,urban,2060,improved_access,GWh,0.0 -9,mg_pv_hybrid,rural,2060,improved_access,GWh,1.44 +9,mg_pv_hybrid,rural,2060,improved_access,GWh,1.84 9,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 9,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 9,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 9,mg_hydro,rural,2060,improved_access,GWh,0.0 9,mg_hydro,urban,2060,improved_access,GWh,0.0 -9,unelectrified,rural,2060,improved_access,GWh,158.95 +9,unelectrified,rural,2060,improved_access,GWh,66.99 9,unelectrified,urban,2060,improved_access,GWh,0.0 10,grid_existing,rural,2060,improved_access,GWh,0.0 10,grid_existing,urban,2060,improved_access,GWh,51.34 -10,grid_new,rural,2060,improved_access,GWh,79.18 -10,grid_new,urban,2060,improved_access,GWh,88.56 -10,sa_pv,rural,2060,improved_access,GWh,0.16 +10,grid_new,rural,2060,improved_access,GWh,78.37 +10,grid_new,urban,2060,improved_access,GWh,88.59 +10,sa_pv,rural,2060,improved_access,GWh,0.1 10,sa_pv,urban,2060,improved_access,GWh,0.0 -10,mg_pv_hybrid,rural,2060,improved_access,GWh,2.93 +10,mg_pv_hybrid,rural,2060,improved_access,GWh,4.29 10,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 10,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 10,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 10,mg_hydro,rural,2060,improved_access,GWh,0.0 10,mg_hydro,urban,2060,improved_access,GWh,0.0 -10,unelectrified,rural,2060,improved_access,GWh,5.62 +10,unelectrified,rural,2060,improved_access,GWh,5.55 10,unelectrified,urban,2060,improved_access,GWh,0.0 11,grid_existing,rural,2060,improved_access,GWh,0.0 -11,grid_existing,urban,2060,improved_access,GWh,10292.95 -11,grid_new,rural,2060,improved_access,GWh,768.58 -11,grid_new,urban,2060,improved_access,GWh,546.78 -11,sa_pv,rural,2060,improved_access,GWh,0.13 +11,grid_existing,urban,2060,improved_access,GWh,10293.09 +11,grid_new,rural,2060,improved_access,GWh,797.97 +11,grid_new,urban,2060,improved_access,GWh,546.81 +11,sa_pv,rural,2060,improved_access,GWh,0.06 11,sa_pv,urban,2060,improved_access,GWh,0.0 -11,mg_pv_hybrid,rural,2060,improved_access,GWh,0.73 +11,mg_pv_hybrid,rural,2060,improved_access,GWh,1.15 11,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 11,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 11,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 11,mg_hydro,rural,2060,improved_access,GWh,0.0 11,mg_hydro,urban,2060,improved_access,GWh,0.0 -11,unelectrified,rural,2060,improved_access,GWh,121.54 +11,unelectrified,rural,2060,improved_access,GWh,93.17 11,unelectrified,urban,2060,improved_access,GWh,0.0 12,grid_existing,rural,2060,improved_access,GWh,0.0 -12,grid_existing,urban,2060,improved_access,GWh,109.44 -12,grid_new,rural,2060,improved_access,GWh,42.57 -12,grid_new,urban,2060,improved_access,GWh,33.05 -12,sa_pv,rural,2060,improved_access,GWh,0.01 +12,grid_existing,urban,2060,improved_access,GWh,109.45 +12,grid_new,rural,2060,improved_access,GWh,48.51 +12,grid_new,urban,2060,improved_access,GWh,33.06 +12,sa_pv,rural,2060,improved_access,GWh,0.0 12,sa_pv,urban,2060,improved_access,GWh,0.0 -12,mg_pv_hybrid,rural,2060,improved_access,GWh,0.35 +12,mg_pv_hybrid,rural,2060,improved_access,GWh,0.4 12,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 12,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 12,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 12,mg_hydro,rural,2060,improved_access,GWh,0.0 12,mg_hydro,urban,2060,improved_access,GWh,0.0 -12,unelectrified,rural,2060,improved_access,GWh,13.23 +12,unelectrified,rural,2060,improved_access,GWh,7.25 12,unelectrified,urban,2060,improved_access,GWh,0.0 13,grid_existing,rural,2060,improved_access,GWh,0.0 -13,grid_existing,urban,2060,improved_access,GWh,798.39 -13,grid_new,rural,2060,improved_access,GWh,490.17 -13,grid_new,urban,2060,improved_access,GWh,490.45 -13,sa_pv,rural,2060,improved_access,GWh,1.54 +13,grid_existing,urban,2060,improved_access,GWh,798.51 +13,grid_new,rural,2060,improved_access,GWh,486.14 +13,grid_new,urban,2060,improved_access,GWh,490.61 +13,sa_pv,rural,2060,improved_access,GWh,1.19 13,sa_pv,urban,2060,improved_access,GWh,0.04 -13,mg_pv_hybrid,rural,2060,improved_access,GWh,15.25 +13,mg_pv_hybrid,rural,2060,improved_access,GWh,26.76 13,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 13,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 13,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -13,mg_hydro,rural,2060,improved_access,GWh,0.42 +13,mg_hydro,rural,2060,improved_access,GWh,0.43 13,mg_hydro,urban,2060,improved_access,GWh,0.0 -13,unelectrified,rural,2060,improved_access,GWh,23.41 +13,unelectrified,rural,2060,improved_access,GWh,19.93 13,unelectrified,urban,2060,improved_access,GWh,0.0 14,grid_existing,rural,2060,improved_access,GWh,0.0 -14,grid_existing,urban,2060,improved_access,GWh,54.07 -14,grid_new,rural,2060,improved_access,GWh,376.58 -14,grid_new,urban,2060,improved_access,GWh,284.5 -14,sa_pv,rural,2060,improved_access,GWh,2.78 +14,grid_existing,urban,2060,improved_access,GWh,54.08 +14,grid_new,rural,2060,improved_access,GWh,372.91 +14,grid_new,urban,2060,improved_access,GWh,284.54 +14,sa_pv,rural,2060,improved_access,GWh,1.17 14,sa_pv,urban,2060,improved_access,GWh,0.0 -14,mg_pv_hybrid,rural,2060,improved_access,GWh,38.59 -14,mg_pv_hybrid,urban,2060,improved_access,GWh,25.03 +14,mg_pv_hybrid,rural,2060,improved_access,GWh,47.77 +14,mg_pv_hybrid,urban,2060,improved_access,GWh,25.04 14,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 14,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 14,mg_hydro,rural,2060,improved_access,GWh,0.04 14,mg_hydro,urban,2060,improved_access,GWh,0.0 -14,unelectrified,rural,2060,improved_access,GWh,15.5 +14,unelectrified,rural,2060,improved_access,GWh,12.07 14,unelectrified,urban,2060,improved_access,GWh,0.0 15,grid_existing,rural,2060,improved_access,GWh,0.0 -15,grid_existing,urban,2060,improved_access,GWh,1643.21 -15,grid_new,rural,2060,improved_access,GWh,337.78 -15,grid_new,urban,2060,improved_access,GWh,702.42 -15,sa_pv,rural,2060,improved_access,GWh,1.23 +15,grid_existing,urban,2060,improved_access,GWh,1643.25 +15,grid_new,rural,2060,improved_access,GWh,334.6 +15,grid_new,urban,2060,improved_access,GWh,702.49 +15,sa_pv,rural,2060,improved_access,GWh,0.8 15,sa_pv,urban,2060,improved_access,GWh,0.0 -15,mg_pv_hybrid,rural,2060,improved_access,GWh,17.44 +15,mg_pv_hybrid,rural,2060,improved_access,GWh,23.08 15,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 15,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 15,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -15,mg_hydro,rural,2060,improved_access,GWh,0.02 +15,mg_hydro,rural,2060,improved_access,GWh,0.03 15,mg_hydro,urban,2060,improved_access,GWh,0.0 -15,unelectrified,rural,2060,improved_access,GWh,6446.61 +15,unelectrified,rural,2060,improved_access,GWh,6445.81 15,unelectrified,urban,2060,improved_access,GWh,1181.09 16,grid_existing,rural,2060,improved_access,GWh,0.0 -16,grid_existing,urban,2060,improved_access,GWh,1059.3 -16,grid_new,rural,2060,improved_access,GWh,348.42 -16,grid_new,urban,2060,improved_access,GWh,1346.04 -16,sa_pv,rural,2060,improved_access,GWh,3.01 +16,grid_existing,urban,2060,improved_access,GWh,1059.44 +16,grid_new,rural,2060,improved_access,GWh,356.92 +16,grid_new,urban,2060,improved_access,GWh,1346.38 +16,sa_pv,rural,2060,improved_access,GWh,2.05 16,sa_pv,urban,2060,improved_access,GWh,0.0 -16,mg_pv_hybrid,rural,2060,improved_access,GWh,35.2 -16,mg_pv_hybrid,urban,2060,improved_access,GWh,15.11 +16,mg_pv_hybrid,rural,2060,improved_access,GWh,42.82 +16,mg_pv_hybrid,urban,2060,improved_access,GWh,15.12 16,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 16,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -16,mg_hydro,rural,2060,improved_access,GWh,1.28 +16,mg_hydro,rural,2060,improved_access,GWh,1.2 16,mg_hydro,urban,2060,improved_access,GWh,0.0 -16,unelectrified,rural,2060,improved_access,GWh,6339.77 +16,unelectrified,rural,2060,improved_access,GWh,6327.16 16,unelectrified,urban,2060,improved_access,GWh,241.38 17,grid_existing,rural,2060,improved_access,GWh,0.0 -17,grid_existing,urban,2060,improved_access,GWh,1015.22 -17,grid_new,rural,2060,improved_access,GWh,1208.75 -17,grid_new,urban,2060,improved_access,GWh,1963.14 -17,sa_pv,rural,2060,improved_access,GWh,6.66 +17,grid_existing,urban,2060,improved_access,GWh,1015.42 +17,grid_new,rural,2060,improved_access,GWh,1233.44 +17,grid_new,urban,2060,improved_access,GWh,1966.59 +17,sa_pv,rural,2060,improved_access,GWh,3.31 17,sa_pv,urban,2060,improved_access,GWh,0.0 -17,mg_pv_hybrid,rural,2060,improved_access,GWh,18.41 -17,mg_pv_hybrid,urban,2060,improved_access,GWh,3.28 +17,mg_pv_hybrid,rural,2060,improved_access,GWh,31.55 +17,mg_pv_hybrid,urban,2060,improved_access,GWh,1.63 17,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 17,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -17,mg_hydro,rural,2060,improved_access,GWh,0.05 +17,mg_hydro,rural,2060,improved_access,GWh,0.08 17,mg_hydro,urban,2060,improved_access,GWh,0.0 -17,unelectrified,rural,2060,improved_access,GWh,19.44 +17,unelectrified,rural,2060,improved_access,GWh,12.31 17,unelectrified,urban,2060,improved_access,GWh,0.0 18,grid_existing,rural,2060,improved_access,GWh,0.0 -18,grid_existing,urban,2060,improved_access,GWh,274.18 -18,grid_new,rural,2060,improved_access,GWh,147.53 -18,grid_new,urban,2060,improved_access,GWh,293.18 -18,sa_pv,rural,2060,improved_access,GWh,1.71 +18,grid_existing,urban,2060,improved_access,GWh,274.23 +18,grid_new,rural,2060,improved_access,GWh,157.06 +18,grid_new,urban,2060,improved_access,GWh,294.37 +18,sa_pv,rural,2060,improved_access,GWh,0.88 18,sa_pv,urban,2060,improved_access,GWh,0.0 -18,mg_pv_hybrid,rural,2060,improved_access,GWh,5.34 +18,mg_pv_hybrid,rural,2060,improved_access,GWh,8.63 18,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 18,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 18,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -18,mg_hydro,rural,2060,improved_access,GWh,0.07 +18,mg_hydro,rural,2060,improved_access,GWh,0.0 18,mg_hydro,urban,2060,improved_access,GWh,0.0 -18,unelectrified,rural,2060,improved_access,GWh,7.58 +18,unelectrified,rural,2060,improved_access,GWh,5.68 18,unelectrified,urban,2060,improved_access,GWh,0.0 19,grid_existing,rural,2060,improved_access,GWh,0.0 -19,grid_existing,urban,2060,improved_access,GWh,17.46 -19,grid_new,rural,2060,improved_access,GWh,56.03 -19,grid_new,urban,2060,improved_access,GWh,82.33 -19,sa_pv,rural,2060,improved_access,GWh,0.61 +19,grid_existing,urban,2060,improved_access,GWh,17.54 +19,grid_new,rural,2060,improved_access,GWh,72.14 +19,grid_new,urban,2060,improved_access,GWh,83.29 +19,sa_pv,rural,2060,improved_access,GWh,0.17 19,sa_pv,urban,2060,improved_access,GWh,0.0 -19,mg_pv_hybrid,rural,2060,improved_access,GWh,0.01 +19,mg_pv_hybrid,rural,2060,improved_access,GWh,0.02 19,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 19,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 19,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 19,mg_hydro,rural,2060,improved_access,GWh,0.0 19,mg_hydro,urban,2060,improved_access,GWh,0.0 -19,unelectrified,rural,2060,improved_access,GWh,0.94 +19,unelectrified,rural,2060,improved_access,GWh,0.38 19,unelectrified,urban,2060,improved_access,GWh,0.0 20,grid_existing,rural,2060,improved_access,GWh,0.0 -20,grid_existing,urban,2060,improved_access,GWh,776.84 -20,grid_new,rural,2060,improved_access,GWh,1050.23 -20,grid_new,urban,2060,improved_access,GWh,531.55 -20,sa_pv,rural,2060,improved_access,GWh,1.86 +20,grid_existing,urban,2060,improved_access,GWh,776.94 +20,grid_new,rural,2060,improved_access,GWh,1085.68 +20,grid_new,urban,2060,improved_access,GWh,554.44 +20,sa_pv,rural,2060,improved_access,GWh,1.01 20,sa_pv,urban,2060,improved_access,GWh,0.0 -20,mg_pv_hybrid,rural,2060,improved_access,GWh,16.96 +20,mg_pv_hybrid,rural,2060,improved_access,GWh,22.09 20,mg_pv_hybrid,urban,2060,improved_access,GWh,1.54 20,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 20,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 20,mg_hydro,rural,2060,improved_access,GWh,0.0 20,mg_hydro,urban,2060,improved_access,GWh,0.0 -20,unelectrified,rural,2060,improved_access,GWh,159.22 -20,unelectrified,urban,2060,improved_access,GWh,22.84 +20,unelectrified,rural,2060,improved_access,GWh,123.31 +20,unelectrified,urban,2060,improved_access,GWh,0.0 21,grid_existing,rural,2060,improved_access,GWh,0.0 21,grid_existing,urban,2060,improved_access,GWh,0.0 -21,grid_new,rural,2060,improved_access,GWh,128.97 -21,grid_new,urban,2060,improved_access,GWh,40.19 -21,sa_pv,rural,2060,improved_access,GWh,0.52 +21,grid_new,rural,2060,improved_access,GWh,113.45 +21,grid_new,urban,2060,improved_access,GWh,40.2 +21,sa_pv,rural,2060,improved_access,GWh,0.29 21,sa_pv,urban,2060,improved_access,GWh,0.0 -21,mg_pv_hybrid,rural,2060,improved_access,GWh,19.01 +21,mg_pv_hybrid,rural,2060,improved_access,GWh,37.96 21,mg_pv_hybrid,urban,2060,improved_access,GWh,0.0 21,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 21,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 21,mg_hydro,rural,2060,improved_access,GWh,0.0 21,mg_hydro,urban,2060,improved_access,GWh,0.0 -21,unelectrified,rural,2060,improved_access,GWh,8.42 +21,unelectrified,rural,2060,improved_access,GWh,5.85 21,unelectrified,urban,2060,improved_access,GWh,0.0 22,grid_existing,rural,2060,improved_access,GWh,0.0 -22,grid_existing,urban,2060,improved_access,GWh,1148.43 -22,grid_new,rural,2060,improved_access,GWh,1625.79 -22,grid_new,urban,2060,improved_access,GWh,578.3 -22,sa_pv,rural,2060,improved_access,GWh,0.71 +22,grid_existing,urban,2060,improved_access,GWh,1148.5 +22,grid_new,rural,2060,improved_access,GWh,1797.68 +22,grid_new,urban,2060,improved_access,GWh,578.38 +22,sa_pv,rural,2060,improved_access,GWh,0.37 22,sa_pv,urban,2060,improved_access,GWh,0.0 -22,mg_pv_hybrid,rural,2060,improved_access,GWh,25.38 +22,mg_pv_hybrid,rural,2060,improved_access,GWh,27.22 22,mg_pv_hybrid,urban,2060,improved_access,GWh,1.2 22,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 22,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 22,mg_hydro,rural,2060,improved_access,GWh,0.0 22,mg_hydro,urban,2060,improved_access,GWh,0.0 -22,unelectrified,rural,2060,improved_access,GWh,247.68 +22,unelectrified,rural,2060,improved_access,GWh,80.52 22,unelectrified,urban,2060,improved_access,GWh,0.0 23,grid_existing,rural,2060,improved_access,GWh,0.0 -23,grid_existing,urban,2060,improved_access,GWh,1219.49 -23,grid_new,rural,2060,improved_access,GWh,986.66 -23,grid_new,urban,2060,improved_access,GWh,828.49 -23,sa_pv,rural,2060,improved_access,GWh,22.33 +23,grid_existing,urban,2060,improved_access,GWh,1219.65 +23,grid_new,rural,2060,improved_access,GWh,957.19 +23,grid_new,urban,2060,improved_access,GWh,827.68 +23,sa_pv,rural,2060,improved_access,GWh,10.95 23,sa_pv,urban,2060,improved_access,GWh,0.0 -23,mg_pv_hybrid,rural,2060,improved_access,GWh,101.08 -23,mg_pv_hybrid,urban,2060,improved_access,GWh,18.76 +23,mg_pv_hybrid,rural,2060,improved_access,GWh,151.41 +23,mg_pv_hybrid,urban,2060,improved_access,GWh,19.53 23,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 23,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 -23,mg_hydro,rural,2060,improved_access,GWh,1.06 +23,mg_hydro,rural,2060,improved_access,GWh,1.32 23,mg_hydro,urban,2060,improved_access,GWh,0.0 -23,unelectrified,rural,2060,improved_access,GWh,24.17 +23,unelectrified,rural,2060,improved_access,GWh,15.85 23,unelectrified,urban,2060,improved_access,GWh,0.0 24,grid_existing,rural,2060,improved_access,GWh,0.0 -24,grid_existing,urban,2060,improved_access,GWh,24.86 -24,grid_new,rural,2060,improved_access,GWh,46.63 +24,grid_existing,urban,2060,improved_access,GWh,24.87 +24,grid_new,rural,2060,improved_access,GWh,42.27 24,grid_new,urban,2060,improved_access,GWh,7.78 -24,sa_pv,rural,2060,improved_access,GWh,3.45 +24,sa_pv,rural,2060,improved_access,GWh,1.59 24,sa_pv,urban,2060,improved_access,GWh,0.0 -24,mg_pv_hybrid,rural,2060,improved_access,GWh,18.85 +24,mg_pv_hybrid,rural,2060,improved_access,GWh,26.27 24,mg_pv_hybrid,urban,2060,improved_access,GWh,0.78 24,mg_wind_hybrid,rural,2060,improved_access,GWh,0.0 24,mg_wind_hybrid,urban,2060,improved_access,GWh,0.0 24,mg_hydro,rural,2060,improved_access,GWh,0.0 24,mg_hydro,urban,2060,improved_access,GWh,0.0 -24,unelectrified,rural,2060,improved_access,GWh,1.7 +24,unelectrified,rural,2060,improved_access,GWh,0.55 24,unelectrified,urban,2060,improved_access,GWh,0.0 1,grid_existing,rural,2020,ambitious_development,GWh,5.2 1,grid_existing,urban,2020,ambitious_development,GWh,0.0 @@ -2027,10 +2027,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 1,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 1,mg_hydro,rural,2020,ambitious_development,GWh,0.0 1,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -1,unelectrified,rural,2020,ambitious_development,GWh,22.84 +1,unelectrified,rural,2020,ambitious_development,GWh,22.91 1,unelectrified,urban,2020,ambitious_development,GWh,0.0 2,grid_existing,rural,2020,ambitious_development,GWh,22.64 -2,grid_existing,urban,2020,ambitious_development,GWh,198.01 +2,grid_existing,urban,2020,ambitious_development,GWh,198.02 2,grid_new,rural,2020,ambitious_development,GWh,0.0 2,grid_new,urban,2020,ambitious_development,GWh,0.0 2,sa_pv,rural,2020,ambitious_development,GWh,0.0 @@ -2041,7 +2041,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 2,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 2,mg_hydro,rural,2020,ambitious_development,GWh,0.0 2,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -2,unelectrified,rural,2020,ambitious_development,GWh,149.79 +2,unelectrified,rural,2020,ambitious_development,GWh,150.69 2,unelectrified,urban,2020,ambitious_development,GWh,0.0 3,grid_existing,rural,2020,ambitious_development,GWh,1.74 3,grid_existing,urban,2020,ambitious_development,GWh,10.48 @@ -2055,7 +2055,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 3,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 3,mg_hydro,rural,2020,ambitious_development,GWh,0.0 3,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -3,unelectrified,rural,2020,ambitious_development,GWh,4.91 +3,unelectrified,rural,2020,ambitious_development,GWh,5.04 3,unelectrified,urban,2020,ambitious_development,GWh,0.0 4,grid_existing,rural,2020,ambitious_development,GWh,41.15 4,grid_existing,urban,2020,ambitious_development,GWh,42.21 @@ -2069,10 +2069,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 4,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 4,mg_hydro,rural,2020,ambitious_development,GWh,0.0 4,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -4,unelectrified,rural,2020,ambitious_development,GWh,234.54 +4,unelectrified,rural,2020,ambitious_development,GWh,235.31 4,unelectrified,urban,2020,ambitious_development,GWh,0.0 -5,grid_existing,rural,2020,ambitious_development,GWh,75.4 -5,grid_existing,urban,2020,ambitious_development,GWh,754.84 +5,grid_existing,rural,2020,ambitious_development,GWh,75.57 +5,grid_existing,urban,2020,ambitious_development,GWh,754.92 5,grid_new,rural,2020,ambitious_development,GWh,0.0 5,grid_new,urban,2020,ambitious_development,GWh,0.0 5,sa_pv,rural,2020,ambitious_development,GWh,0.0 @@ -2083,7 +2083,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 5,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 5,mg_hydro,rural,2020,ambitious_development,GWh,0.0 5,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -5,unelectrified,rural,2020,ambitious_development,GWh,1171.03 +5,unelectrified,rural,2020,ambitious_development,GWh,1180.91 5,unelectrified,urban,2020,ambitious_development,GWh,0.0 6,grid_existing,rural,2020,ambitious_development,GWh,7.59 6,grid_existing,urban,2020,ambitious_development,GWh,0.0 @@ -2097,10 +2097,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 6,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 6,mg_hydro,rural,2020,ambitious_development,GWh,0.0 6,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -6,unelectrified,rural,2020,ambitious_development,GWh,60.97 +6,unelectrified,rural,2020,ambitious_development,GWh,61.24 6,unelectrified,urban,2020,ambitious_development,GWh,0.0 -7,grid_existing,rural,2020,ambitious_development,GWh,22.3 -7,grid_existing,urban,2020,ambitious_development,GWh,98.9 +7,grid_existing,rural,2020,ambitious_development,GWh,22.31 +7,grid_existing,urban,2020,ambitious_development,GWh,98.91 7,grid_new,rural,2020,ambitious_development,GWh,0.0 7,grid_new,urban,2020,ambitious_development,GWh,0.0 7,sa_pv,rural,2020,ambitious_development,GWh,0.0 @@ -2111,10 +2111,10 @@ BCU,tec,urb_rur,year,scenario,unit,value 7,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 7,mg_hydro,rural,2020,ambitious_development,GWh,0.0 7,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -7,unelectrified,rural,2020,ambitious_development,GWh,229.81 +7,unelectrified,rural,2020,ambitious_development,GWh,230.86 7,unelectrified,urban,2020,ambitious_development,GWh,0.0 -8,grid_existing,rural,2020,ambitious_development,GWh,68.6 -8,grid_existing,urban,2020,ambitious_development,GWh,194.79 +8,grid_existing,rural,2020,ambitious_development,GWh,68.62 +8,grid_existing,urban,2020,ambitious_development,GWh,194.8 8,grid_new,rural,2020,ambitious_development,GWh,0.0 8,grid_new,urban,2020,ambitious_development,GWh,0.0 8,sa_pv,rural,2020,ambitious_development,GWh,0.0 @@ -2125,7 +2125,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 8,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 8,mg_hydro,rural,2020,ambitious_development,GWh,0.0 8,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -8,unelectrified,rural,2020,ambitious_development,GWh,126.62 +8,unelectrified,rural,2020,ambitious_development,GWh,127.38 8,unelectrified,urban,2020,ambitious_development,GWh,0.0 9,grid_existing,rural,2020,ambitious_development,GWh,48.39 9,grid_existing,urban,2020,ambitious_development,GWh,97.64 @@ -2139,7 +2139,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 9,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 9,mg_hydro,rural,2020,ambitious_development,GWh,0.0 9,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -9,unelectrified,rural,2020,ambitious_development,GWh,158.25 +9,unelectrified,rural,2020,ambitious_development,GWh,158.42 9,unelectrified,urban,2020,ambitious_development,GWh,0.0 10,grid_existing,rural,2020,ambitious_development,GWh,2.17 10,grid_existing,urban,2020,ambitious_development,GWh,0.0 @@ -2153,7 +2153,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 10,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 10,mg_hydro,rural,2020,ambitious_development,GWh,0.0 10,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -10,unelectrified,rural,2020,ambitious_development,GWh,7.04 +10,unelectrified,rural,2020,ambitious_development,GWh,7.08 10,unelectrified,urban,2020,ambitious_development,GWh,0.0 11,grid_existing,rural,2020,ambitious_development,GWh,56.14 11,grid_existing,urban,2020,ambitious_development,GWh,1292.61 @@ -2167,7 +2167,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 11,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 11,mg_hydro,rural,2020,ambitious_development,GWh,0.0 11,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -11,unelectrified,rural,2020,ambitious_development,GWh,241.01 +11,unelectrified,rural,2020,ambitious_development,GWh,241.28 11,unelectrified,urban,2020,ambitious_development,GWh,0.0 12,grid_existing,rural,2020,ambitious_development,GWh,0.01 12,grid_existing,urban,2020,ambitious_development,GWh,5.42 @@ -2195,7 +2195,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 13,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 13,mg_hydro,rural,2020,ambitious_development,GWh,0.0 13,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -13,unelectrified,rural,2020,ambitious_development,GWh,39.9 +13,unelectrified,rural,2020,ambitious_development,GWh,40.34 13,unelectrified,urban,2020,ambitious_development,GWh,0.0 14,grid_existing,rural,2020,ambitious_development,GWh,0.0 14,grid_existing,urban,2020,ambitious_development,GWh,5.44 @@ -2209,7 +2209,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 14,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 14,mg_hydro,rural,2020,ambitious_development,GWh,0.0 14,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -14,unelectrified,rural,2020,ambitious_development,GWh,19.55 +14,unelectrified,rural,2020,ambitious_development,GWh,19.67 14,unelectrified,urban,2020,ambitious_development,GWh,0.0 15,grid_existing,rural,2020,ambitious_development,GWh,144.36 15,grid_existing,urban,2020,ambitious_development,GWh,218.42 @@ -2223,7 +2223,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 15,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 15,mg_hydro,rural,2020,ambitious_development,GWh,0.0 15,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -15,unelectrified,rural,2020,ambitious_development,GWh,3269.3 +15,unelectrified,rural,2020,ambitious_development,GWh,3269.44 15,unelectrified,urban,2020,ambitious_development,GWh,0.0 16,grid_existing,rural,2020,ambitious_development,GWh,70.66 16,grid_existing,urban,2020,ambitious_development,GWh,112.27 @@ -2237,9 +2237,9 @@ BCU,tec,urb_rur,year,scenario,unit,value 16,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 16,mg_hydro,rural,2020,ambitious_development,GWh,0.0 16,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -16,unelectrified,rural,2020,ambitious_development,GWh,2816.71 +16,unelectrified,rural,2020,ambitious_development,GWh,2817.0 16,unelectrified,urban,2020,ambitious_development,GWh,2.55 -17,grid_existing,rural,2020,ambitious_development,GWh,21.83 +17,grid_existing,rural,2020,ambitious_development,GWh,21.84 17,grid_existing,urban,2020,ambitious_development,GWh,83.82 17,grid_new,rural,2020,ambitious_development,GWh,0.0 17,grid_new,urban,2020,ambitious_development,GWh,0.0 @@ -2251,7 +2251,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 17,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 17,mg_hydro,rural,2020,ambitious_development,GWh,0.0 17,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -17,unelectrified,rural,2020,ambitious_development,GWh,154.2 +17,unelectrified,rural,2020,ambitious_development,GWh,157.38 17,unelectrified,urban,2020,ambitious_development,GWh,2.81 18,grid_existing,rural,2020,ambitious_development,GWh,2.13 18,grid_existing,urban,2020,ambitious_development,GWh,26.23 @@ -2265,9 +2265,9 @@ BCU,tec,urb_rur,year,scenario,unit,value 18,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 18,mg_hydro,rural,2020,ambitious_development,GWh,0.0 18,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -18,unelectrified,rural,2020,ambitious_development,GWh,26.83 +18,unelectrified,rural,2020,ambitious_development,GWh,28.23 18,unelectrified,urban,2020,ambitious_development,GWh,0.0 -19,grid_existing,rural,2020,ambitious_development,GWh,0.45 +19,grid_existing,rural,2020,ambitious_development,GWh,0.46 19,grid_existing,urban,2020,ambitious_development,GWh,0.0 19,grid_new,rural,2020,ambitious_development,GWh,0.0 19,grid_new,urban,2020,ambitious_development,GWh,0.0 @@ -2279,7 +2279,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 19,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 19,mg_hydro,rural,2020,ambitious_development,GWh,0.0 19,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -19,unelectrified,rural,2020,ambitious_development,GWh,10.91 +19,unelectrified,rural,2020,ambitious_development,GWh,12.86 19,unelectrified,urban,2020,ambitious_development,GWh,0.0 20,grid_existing,rural,2020,ambitious_development,GWh,13.87 20,grid_existing,urban,2020,ambitious_development,GWh,91.8 @@ -2293,7 +2293,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 20,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 20,mg_hydro,rural,2020,ambitious_development,GWh,0.0 20,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -20,unelectrified,rural,2020,ambitious_development,GWh,154.3 +20,unelectrified,rural,2020,ambitious_development,GWh,154.78 20,unelectrified,urban,2020,ambitious_development,GWh,0.0 21,grid_existing,rural,2020,ambitious_development,GWh,0.0 21,grid_existing,urban,2020,ambitious_development,GWh,0.0 @@ -2307,7 +2307,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 21,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 21,mg_hydro,rural,2020,ambitious_development,GWh,0.0 21,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -21,unelectrified,rural,2020,ambitious_development,GWh,5.97 +21,unelectrified,rural,2020,ambitious_development,GWh,6.04 21,unelectrified,urban,2020,ambitious_development,GWh,0.0 22,grid_existing,rural,2020,ambitious_development,GWh,50.82 22,grid_existing,urban,2020,ambitious_development,GWh,117.41 @@ -2321,7 +2321,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 22,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 22,mg_hydro,rural,2020,ambitious_development,GWh,0.0 22,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -22,unelectrified,rural,2020,ambitious_development,GWh,210.6 +22,unelectrified,rural,2020,ambitious_development,GWh,211.36 22,unelectrified,urban,2020,ambitious_development,GWh,0.0 23,grid_existing,rural,2020,ambitious_development,GWh,27.99 23,grid_existing,urban,2020,ambitious_development,GWh,130.02 @@ -2335,7 +2335,7 @@ BCU,tec,urb_rur,year,scenario,unit,value 23,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 23,mg_hydro,rural,2020,ambitious_development,GWh,0.0 23,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -23,unelectrified,rural,2020,ambitious_development,GWh,102.44 +23,unelectrified,rural,2020,ambitious_development,GWh,102.68 23,unelectrified,urban,2020,ambitious_development,GWh,0.0 24,grid_existing,rural,2020,ambitious_development,GWh,1.24 24,grid_existing,urban,2020,ambitious_development,GWh,0.0 @@ -2349,501 +2349,501 @@ BCU,tec,urb_rur,year,scenario,unit,value 24,mg_wind_hybrid,urban,2020,ambitious_development,GWh,0.0 24,mg_hydro,rural,2020,ambitious_development,GWh,0.0 24,mg_hydro,urban,2020,ambitious_development,GWh,0.0 -24,unelectrified,rural,2020,ambitious_development,GWh,2.02 +24,unelectrified,rural,2020,ambitious_development,GWh,2.03 24,unelectrified,urban,2020,ambitious_development,GWh,0.0 1,grid_existing,rural,2030,ambitious_development,GWh,2.31 1,grid_existing,urban,2030,ambitious_development,GWh,16.48 -1,grid_new,rural,2030,ambitious_development,GWh,41.18 +1,grid_new,rural,2030,ambitious_development,GWh,52.85 1,grid_new,urban,2030,ambitious_development,GWh,0.0 -1,sa_pv,rural,2030,ambitious_development,GWh,0.02 +1,sa_pv,rural,2030,ambitious_development,GWh,0.03 1,sa_pv,urban,2030,ambitious_development,GWh,0.0 -1,mg_pv_hybrid,rural,2030,ambitious_development,GWh,3.1 +1,mg_pv_hybrid,rural,2030,ambitious_development,GWh,9.01 1,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 1,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 1,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 1,mg_hydro,rural,2030,ambitious_development,GWh,0.0 1,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -1,unelectrified,rural,2030,ambitious_development,GWh,17.16 +1,unelectrified,rural,2030,ambitious_development,GWh,0.0 1,unelectrified,urban,2030,ambitious_development,GWh,0.0 2,grid_existing,rural,2030,ambitious_development,GWh,0.0 -2,grid_existing,urban,2030,ambitious_development,GWh,892.7 -2,grid_new,rural,2030,ambitious_development,GWh,422.03 +2,grid_existing,urban,2030,ambitious_development,GWh,892.74 +2,grid_new,rural,2030,ambitious_development,GWh,467.34 2,grid_new,urban,2030,ambitious_development,GWh,0.0 -2,sa_pv,rural,2030,ambitious_development,GWh,1.05 +2,sa_pv,rural,2030,ambitious_development,GWh,1.06 2,sa_pv,urban,2030,ambitious_development,GWh,0.0 -2,mg_pv_hybrid,rural,2030,ambitious_development,GWh,130.67 +2,mg_pv_hybrid,rural,2030,ambitious_development,GWh,323.72 2,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 2,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 2,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 2,mg_hydro,rural,2030,ambitious_development,GWh,0.64 2,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -2,unelectrified,rural,2030,ambitious_development,GWh,234.55 +2,unelectrified,rural,2030,ambitious_development,GWh,0.0 2,unelectrified,urban,2030,ambitious_development,GWh,0.0 3,grid_existing,rural,2030,ambitious_development,GWh,0.0 3,grid_existing,urban,2030,ambitious_development,GWh,54.15 -3,grid_new,rural,2030,ambitious_development,GWh,13.88 +3,grid_new,rural,2030,ambitious_development,GWh,15.09 3,grid_new,urban,2030,ambitious_development,GWh,0.0 -3,sa_pv,rural,2030,ambitious_development,GWh,0.21 +3,sa_pv,rural,2030,ambitious_development,GWh,0.22 3,sa_pv,urban,2030,ambitious_development,GWh,0.0 -3,mg_pv_hybrid,rural,2030,ambitious_development,GWh,61.41 +3,mg_pv_hybrid,rural,2030,ambitious_development,GWh,108.45 3,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 3,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 3,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 3,mg_hydro,rural,2030,ambitious_development,GWh,0.13 3,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -3,unelectrified,rural,2030,ambitious_development,GWh,48.06 +3,unelectrified,rural,2030,ambitious_development,GWh,0.0 3,unelectrified,urban,2030,ambitious_development,GWh,0.0 4,grid_existing,rural,2030,ambitious_development,GWh,5.52 -4,grid_existing,urban,2030,ambitious_development,GWh,285.71 -4,grid_new,rural,2030,ambitious_development,GWh,449.26 +4,grid_existing,urban,2030,ambitious_development,GWh,285.74 +4,grid_new,rural,2030,ambitious_development,GWh,498.26 4,grid_new,urban,2030,ambitious_development,GWh,0.0 -4,sa_pv,rural,2030,ambitious_development,GWh,1.18 +4,sa_pv,rural,2030,ambitious_development,GWh,1.22 4,sa_pv,urban,2030,ambitious_development,GWh,0.0 -4,mg_pv_hybrid,rural,2030,ambitious_development,GWh,251.48 -4,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +4,mg_pv_hybrid,rural,2030,ambitious_development,GWh,625.25 +4,mg_pv_hybrid,urban,2030,ambitious_development,GWh,11.16 4,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 4,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -4,mg_hydro,rural,2030,ambitious_development,GWh,1.67 +4,mg_hydro,rural,2030,ambitious_development,GWh,1.9 4,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -4,unelectrified,rural,2030,ambitious_development,GWh,411.39 -4,unelectrified,urban,2030,ambitious_development,GWh,11.16 -5,grid_existing,rural,2030,ambitious_development,GWh,6.16 -5,grid_existing,urban,2030,ambitious_development,GWh,3145.51 -5,grid_new,rural,2030,ambitious_development,GWh,406.74 +4,unelectrified,rural,2030,ambitious_development,GWh,0.0 +4,unelectrified,urban,2030,ambitious_development,GWh,0.0 +5,grid_existing,rural,2030,ambitious_development,GWh,6.2 +5,grid_existing,urban,2030,ambitious_development,GWh,3146.12 +5,grid_new,rural,2030,ambitious_development,GWh,889.42 5,grid_new,urban,2030,ambitious_development,GWh,0.0 -5,sa_pv,rural,2030,ambitious_development,GWh,0.57 +5,sa_pv,rural,2030,ambitious_development,GWh,0.58 5,sa_pv,urban,2030,ambitious_development,GWh,0.0 -5,mg_pv_hybrid,rural,2030,ambitious_development,GWh,100.4 +5,mg_pv_hybrid,rural,2030,ambitious_development,GWh,1061.44 5,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 5,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 5,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -5,mg_hydro,rural,2030,ambitious_development,GWh,0.89 +5,mg_hydro,rural,2030,ambitious_development,GWh,1.11 5,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -5,unelectrified,rural,2030,ambitious_development,GWh,1693.24 +5,unelectrified,rural,2030,ambitious_development,GWh,267.72 5,unelectrified,urban,2030,ambitious_development,GWh,0.0 6,grid_existing,rural,2030,ambitious_development,GWh,0.0 -6,grid_existing,urban,2030,ambitious_development,GWh,41.77 -6,grid_new,rural,2030,ambitious_development,GWh,140.39 -6,grid_new,urban,2030,ambitious_development,GWh,62.51 -6,sa_pv,rural,2030,ambitious_development,GWh,2.3 +6,grid_existing,urban,2030,ambitious_development,GWh,42.26 +6,grid_new,rural,2030,ambitious_development,GWh,183.62 +6,grid_new,urban,2030,ambitious_development,GWh,65.55 +6,sa_pv,rural,2030,ambitious_development,GWh,2.25 6,sa_pv,urban,2030,ambitious_development,GWh,0.0 -6,mg_pv_hybrid,rural,2030,ambitious_development,GWh,78.0 -6,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +6,mg_pv_hybrid,rural,2030,ambitious_development,GWh,115.81 +6,mg_pv_hybrid,urban,2030,ambitious_development,GWh,7.76 6,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.01 6,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 6,mg_hydro,rural,2030,ambitious_development,GWh,0.0 6,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -6,unelectrified,rural,2030,ambitious_development,GWh,38.33 -6,unelectrified,urban,2030,ambitious_development,GWh,7.76 -7,grid_existing,rural,2030,ambitious_development,GWh,3.81 -7,grid_existing,urban,2030,ambitious_development,GWh,639.33 -7,grid_new,rural,2030,ambitious_development,GWh,497.98 -7,grid_new,urban,2030,ambitious_development,GWh,9.66 -7,sa_pv,rural,2030,ambitious_development,GWh,6.51 +6,unelectrified,rural,2030,ambitious_development,GWh,0.0 +6,unelectrified,urban,2030,ambitious_development,GWh,0.0 +7,grid_existing,rural,2030,ambitious_development,GWh,3.94 +7,grid_existing,urban,2030,ambitious_development,GWh,640.71 +7,grid_new,rural,2030,ambitious_development,GWh,620.02 +7,grid_new,urban,2030,ambitious_development,GWh,10.96 +7,sa_pv,rural,2030,ambitious_development,GWh,5.41 7,sa_pv,urban,2030,ambitious_development,GWh,0.0 -7,mg_pv_hybrid,rural,2030,ambitious_development,GWh,292.04 -7,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 -7,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.06 +7,mg_pv_hybrid,rural,2030,ambitious_development,GWh,520.07 +7,mg_pv_hybrid,urban,2030,ambitious_development,GWh,6.71 +7,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.08 7,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -7,mg_hydro,rural,2030,ambitious_development,GWh,2.16 +7,mg_hydro,rural,2030,ambitious_development,GWh,2.68 7,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -7,unelectrified,rural,2030,ambitious_development,GWh,184.77 -7,unelectrified,urban,2030,ambitious_development,GWh,6.7 +7,unelectrified,rural,2030,ambitious_development,GWh,0.0 +7,unelectrified,urban,2030,ambitious_development,GWh,0.0 8,grid_existing,rural,2030,ambitious_development,GWh,17.37 -8,grid_existing,urban,2030,ambitious_development,GWh,1336.72 -8,grid_new,rural,2030,ambitious_development,GWh,358.9 -8,grid_new,urban,2030,ambitious_development,GWh,121.88 -8,sa_pv,rural,2030,ambitious_development,GWh,2.41 +8,grid_existing,urban,2030,ambitious_development,GWh,1336.82 +8,grid_new,rural,2030,ambitious_development,GWh,314.02 +8,grid_new,urban,2030,ambitious_development,GWh,112.92 +8,sa_pv,rural,2030,ambitious_development,GWh,2.54 8,sa_pv,urban,2030,ambitious_development,GWh,0.0 -8,mg_pv_hybrid,rural,2030,ambitious_development,GWh,157.15 -8,mg_pv_hybrid,urban,2030,ambitious_development,GWh,4.61 +8,mg_pv_hybrid,rural,2030,ambitious_development,GWh,342.78 +8,mg_pv_hybrid,urban,2030,ambitious_development,GWh,64.29 8,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 8,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -8,mg_hydro,rural,2030,ambitious_development,GWh,6.31 +8,mg_hydro,rural,2030,ambitious_development,GWh,7.31 8,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -8,unelectrified,rural,2030,ambitious_development,GWh,138.22 -8,unelectrified,urban,2030,ambitious_development,GWh,50.65 +8,unelectrified,rural,2030,ambitious_development,GWh,0.0 +8,unelectrified,urban,2030,ambitious_development,GWh,0.0 9,grid_existing,rural,2030,ambitious_development,GWh,14.85 9,grid_existing,urban,2030,ambitious_development,GWh,399.34 -9,grid_new,rural,2030,ambitious_development,GWh,285.27 +9,grid_new,rural,2030,ambitious_development,GWh,338.22 9,grid_new,urban,2030,ambitious_development,GWh,0.0 9,sa_pv,rural,2030,ambitious_development,GWh,0.13 9,sa_pv,urban,2030,ambitious_development,GWh,0.0 -9,mg_pv_hybrid,rural,2030,ambitious_development,GWh,17.4 +9,mg_pv_hybrid,rural,2030,ambitious_development,GWh,54.01 9,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 9,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 9,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 9,mg_hydro,rural,2030,ambitious_development,GWh,0.0 9,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -9,unelectrified,rural,2030,ambitious_development,GWh,89.27 +9,unelectrified,rural,2030,ambitious_development,GWh,0.0 9,unelectrified,urban,2030,ambitious_development,GWh,0.0 10,grid_existing,rural,2030,ambitious_development,GWh,2.67 10,grid_existing,urban,2030,ambitious_development,GWh,28.72 10,grid_new,rural,2030,ambitious_development,GWh,0.0 10,grid_new,urban,2030,ambitious_development,GWh,0.0 -10,sa_pv,rural,2030,ambitious_development,GWh,0.33 +10,sa_pv,rural,2030,ambitious_development,GWh,0.34 10,sa_pv,urban,2030,ambitious_development,GWh,0.0 -10,mg_pv_hybrid,rural,2030,ambitious_development,GWh,34.37 +10,mg_pv_hybrid,rural,2030,ambitious_development,GWh,69.51 10,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 10,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 10,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 10,mg_hydro,rural,2030,ambitious_development,GWh,3.88 10,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -10,unelectrified,rural,2030,ambitious_development,GWh,35.07 +10,unelectrified,rural,2030,ambitious_development,GWh,0.0 10,unelectrified,urban,2030,ambitious_development,GWh,0.0 -11,grid_existing,rural,2030,ambitious_development,GWh,11.88 -11,grid_existing,urban,2030,ambitious_development,GWh,5358.38 -11,grid_new,rural,2030,ambitious_development,GWh,432.55 +11,grid_existing,rural,2030,ambitious_development,GWh,11.89 +11,grid_existing,urban,2030,ambitious_development,GWh,5358.39 +11,grid_new,rural,2030,ambitious_development,GWh,506.69 11,grid_new,urban,2030,ambitious_development,GWh,0.0 -11,sa_pv,rural,2030,ambitious_development,GWh,0.07 +11,sa_pv,rural,2030,ambitious_development,GWh,0.08 11,sa_pv,urban,2030,ambitious_development,GWh,0.0 -11,mg_pv_hybrid,rural,2030,ambitious_development,GWh,11.8 +11,mg_pv_hybrid,rural,2030,ambitious_development,GWh,41.97 11,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 11,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 11,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 11,mg_hydro,rural,2030,ambitious_development,GWh,0.0 11,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -11,unelectrified,rural,2030,ambitious_development,GWh,101.55 +11,unelectrified,rural,2030,ambitious_development,GWh,0.0 11,unelectrified,urban,2030,ambitious_development,GWh,0.0 12,grid_existing,rural,2030,ambitious_development,GWh,0.0 12,grid_existing,urban,2030,ambitious_development,GWh,80.95 -12,grid_new,rural,2030,ambitious_development,GWh,28.85 +12,grid_new,rural,2030,ambitious_development,GWh,31.2 12,grid_new,urban,2030,ambitious_development,GWh,0.0 12,sa_pv,rural,2030,ambitious_development,GWh,0.02 12,sa_pv,urban,2030,ambitious_development,GWh,0.0 -12,mg_pv_hybrid,rural,2030,ambitious_development,GWh,1.18 +12,mg_pv_hybrid,rural,2030,ambitious_development,GWh,2.68 12,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 12,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 12,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 12,mg_hydro,rural,2030,ambitious_development,GWh,0.0 12,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -12,unelectrified,rural,2030,ambitious_development,GWh,3.82 +12,unelectrified,rural,2030,ambitious_development,GWh,0.0 12,unelectrified,urban,2030,ambitious_development,GWh,0.0 13,grid_existing,rural,2030,ambitious_development,GWh,0.0 13,grid_existing,urban,2030,ambitious_development,GWh,425.71 -13,grid_new,rural,2030,ambitious_development,GWh,36.55 +13,grid_new,rural,2030,ambitious_development,GWh,38.41 13,grid_new,urban,2030,ambitious_development,GWh,0.0 -13,sa_pv,rural,2030,ambitious_development,GWh,1.47 +13,sa_pv,rural,2030,ambitious_development,GWh,1.54 13,sa_pv,urban,2030,ambitious_development,GWh,0.0 -13,mg_pv_hybrid,rural,2030,ambitious_development,GWh,226.71 -13,mg_pv_hybrid,urban,2030,ambitious_development,GWh,3.04 -13,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.23 +13,mg_pv_hybrid,rural,2030,ambitious_development,GWh,357.7 +13,mg_pv_hybrid,urban,2030,ambitious_development,GWh,68.31 +13,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.67 13,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 13,mg_hydro,rural,2030,ambitious_development,GWh,3.4 13,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -13,unelectrified,rural,2030,ambitious_development,GWh,132.0 -13,unelectrified,urban,2030,ambitious_development,GWh,65.27 +13,unelectrified,rural,2030,ambitious_development,GWh,0.0 +13,unelectrified,urban,2030,ambitious_development,GWh,0.0 14,grid_existing,rural,2030,ambitious_development,GWh,0.0 14,grid_existing,urban,2030,ambitious_development,GWh,45.69 -14,grid_new,rural,2030,ambitious_development,GWh,46.77 +14,grid_new,rural,2030,ambitious_development,GWh,48.64 14,grid_new,urban,2030,ambitious_development,GWh,29.9 -14,sa_pv,rural,2030,ambitious_development,GWh,1.53 +14,sa_pv,rural,2030,ambitious_development,GWh,1.54 14,sa_pv,urban,2030,ambitious_development,GWh,0.0 -14,mg_pv_hybrid,rural,2030,ambitious_development,GWh,176.94 -14,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 -14,mg_wind_hybrid,rural,2030,ambitious_development,GWh,2.34 +14,mg_pv_hybrid,rural,2030,ambitious_development,GWh,291.39 +14,mg_pv_hybrid,urban,2030,ambitious_development,GWh,24.74 +14,mg_wind_hybrid,rural,2030,ambitious_development,GWh,2.44 14,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 14,mg_hydro,rural,2030,ambitious_development,GWh,0.38 14,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -14,unelectrified,rural,2030,ambitious_development,GWh,114.8 -14,unelectrified,urban,2030,ambitious_development,GWh,24.74 +14,unelectrified,rural,2030,ambitious_development,GWh,0.0 +14,unelectrified,urban,2030,ambitious_development,GWh,0.0 15,grid_existing,rural,2030,ambitious_development,GWh,3.66 -15,grid_existing,urban,2030,ambitious_development,GWh,859.72 -15,grid_new,rural,2030,ambitious_development,GWh,76.79 +15,grid_existing,urban,2030,ambitious_development,GWh,859.73 +15,grid_new,rural,2030,ambitious_development,GWh,77.26 15,grid_new,urban,2030,ambitious_development,GWh,11.98 -15,sa_pv,rural,2030,ambitious_development,GWh,0.86 +15,sa_pv,rural,2030,ambitious_development,GWh,0.89 15,sa_pv,urban,2030,ambitious_development,GWh,0.0 -15,mg_pv_hybrid,rural,2030,ambitious_development,GWh,38.63 -15,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +15,mg_pv_hybrid,rural,2030,ambitious_development,GWh,660.32 +15,mg_pv_hybrid,urban,2030,ambitious_development,GWh,11.16 15,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 15,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -15,mg_hydro,rural,2030,ambitious_development,GWh,1.79 +15,mg_hydro,rural,2030,ambitious_development,GWh,1.84 15,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -15,unelectrified,rural,2030,ambitious_development,GWh,4150.22 -15,unelectrified,urban,2030,ambitious_development,GWh,11.16 +15,unelectrified,rural,2030,ambitious_development,GWh,3528.19 +15,unelectrified,urban,2030,ambitious_development,GWh,0.0 16,grid_existing,rural,2030,ambitious_development,GWh,0.0 16,grid_existing,urban,2030,ambitious_development,GWh,726.1 -16,grid_new,rural,2030,ambitious_development,GWh,294.4 +16,grid_new,rural,2030,ambitious_development,GWh,2576.78 16,grid_new,urban,2030,ambitious_development,GWh,187.1 -16,sa_pv,rural,2030,ambitious_development,GWh,2.22 +16,sa_pv,rural,2030,ambitious_development,GWh,2.26 16,sa_pv,urban,2030,ambitious_development,GWh,0.0 -16,mg_pv_hybrid,rural,2030,ambitious_development,GWh,100.33 +16,mg_pv_hybrid,rural,2030,ambitious_development,GWh,173.85 16,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 16,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 16,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -16,mg_hydro,rural,2030,ambitious_development,GWh,4.42 +16,mg_hydro,rural,2030,ambitious_development,GWh,4.43 16,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -16,unelectrified,rural,2030,ambitious_development,GWh,3498.21 +16,unelectrified,rural,2030,ambitious_development,GWh,1142.71 16,unelectrified,urban,2030,ambitious_development,GWh,0.0 17,grid_existing,rural,2030,ambitious_development,GWh,0.0 -17,grid_existing,urban,2030,ambitious_development,GWh,582.54 -17,grid_new,rural,2030,ambitious_development,GWh,95.61 -17,grid_new,urban,2030,ambitious_development,GWh,39.55 -17,sa_pv,rural,2030,ambitious_development,GWh,2.75 +17,grid_existing,urban,2030,ambitious_development,GWh,582.56 +17,grid_new,rural,2030,ambitious_development,GWh,38.67 +17,grid_new,urban,2030,ambitious_development,GWh,2.99 +17,sa_pv,rural,2030,ambitious_development,GWh,2.78 17,sa_pv,urban,2030,ambitious_development,GWh,0.0 -17,mg_pv_hybrid,rural,2030,ambitious_development,GWh,524.27 -17,mg_pv_hybrid,urban,2030,ambitious_development,GWh,3.27 +17,mg_pv_hybrid,rural,2030,ambitious_development,GWh,999.28 +17,mg_pv_hybrid,urban,2030,ambitious_development,GWh,124.77 17,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 17,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -17,mg_hydro,rural,2030,ambitious_development,GWh,5.79 +17,mg_hydro,rural,2030,ambitious_development,GWh,6.13 17,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -17,unelectrified,rural,2030,ambitious_development,GWh,412.6 -17,unelectrified,urban,2030,ambitious_development,GWh,84.92 +17,unelectrified,rural,2030,ambitious_development,GWh,0.0 +17,unelectrified,urban,2030,ambitious_development,GWh,0.0 18,grid_existing,rural,2030,ambitious_development,GWh,0.0 18,grid_existing,urban,2030,ambitious_development,GWh,151.53 -18,grid_new,rural,2030,ambitious_development,GWh,10.7 -18,grid_new,urban,2030,ambitious_development,GWh,3.8 -18,sa_pv,rural,2030,ambitious_development,GWh,1.6 +18,grid_new,rural,2030,ambitious_development,GWh,0.0 +18,grid_new,urban,2030,ambitious_development,GWh,0.0 +18,sa_pv,rural,2030,ambitious_development,GWh,1.47 18,sa_pv,urban,2030,ambitious_development,GWh,0.0 -18,mg_pv_hybrid,rural,2030,ambitious_development,GWh,85.86 -18,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +18,mg_pv_hybrid,rural,2030,ambitious_development,GWh,160.42 +18,mg_pv_hybrid,urban,2030,ambitious_development,GWh,17.34 18,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 18,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 18,mg_hydro,rural,2030,ambitious_development,GWh,0.24 18,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -18,unelectrified,rural,2030,ambitious_development,GWh,57.71 -18,unelectrified,urban,2030,ambitious_development,GWh,13.54 +18,unelectrified,rural,2030,ambitious_development,GWh,0.0 +18,unelectrified,urban,2030,ambitious_development,GWh,0.0 19,grid_existing,rural,2030,ambitious_development,GWh,0.08 -19,grid_existing,urban,2030,ambitious_development,GWh,12.58 +19,grid_existing,urban,2030,ambitious_development,GWh,12.59 19,grid_new,rural,2030,ambitious_development,GWh,0.0 19,grid_new,urban,2030,ambitious_development,GWh,0.0 -19,sa_pv,rural,2030,ambitious_development,GWh,0.27 +19,sa_pv,rural,2030,ambitious_development,GWh,0.22 19,sa_pv,urban,2030,ambitious_development,GWh,0.0 -19,mg_pv_hybrid,rural,2030,ambitious_development,GWh,51.71 -19,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +19,mg_pv_hybrid,rural,2030,ambitious_development,GWh,84.9 +19,mg_pv_hybrid,urban,2030,ambitious_development,GWh,6.12 19,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 19,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 19,mg_hydro,rural,2030,ambitious_development,GWh,0.0 19,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -19,unelectrified,rural,2030,ambitious_development,GWh,25.8 -19,unelectrified,urban,2030,ambitious_development,GWh,6.11 +19,unelectrified,rural,2030,ambitious_development,GWh,0.0 +19,unelectrified,urban,2030,ambitious_development,GWh,0.0 20,grid_existing,rural,2030,ambitious_development,GWh,3.82 -20,grid_existing,urban,2030,ambitious_development,GWh,459.25 -20,grid_new,rural,2030,ambitious_development,GWh,276.72 +20,grid_existing,urban,2030,ambitious_development,GWh,459.26 +20,grid_new,rural,2030,ambitious_development,GWh,345.04 20,grid_new,urban,2030,ambitious_development,GWh,0.0 -20,sa_pv,rural,2030,ambitious_development,GWh,0.82 +20,sa_pv,rural,2030,ambitious_development,GWh,0.83 20,sa_pv,urban,2030,ambitious_development,GWh,0.0 -20,mg_pv_hybrid,rural,2030,ambitious_development,GWh,180.31 +20,mg_pv_hybrid,rural,2030,ambitious_development,GWh,385.26 20,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 20,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 20,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -20,mg_hydro,rural,2030,ambitious_development,GWh,0.32 +20,mg_hydro,rural,2030,ambitious_development,GWh,0.47 20,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -20,unelectrified,rural,2030,ambitious_development,GWh,272.31 +20,unelectrified,rural,2030,ambitious_development,GWh,0.0 20,unelectrified,urban,2030,ambitious_development,GWh,0.0 21,grid_existing,rural,2030,ambitious_development,GWh,0.0 21,grid_existing,urban,2030,ambitious_development,GWh,0.0 -21,grid_new,rural,2030,ambitious_development,GWh,19.8 +21,grid_new,rural,2030,ambitious_development,GWh,20.96 21,grid_new,urban,2030,ambitious_development,GWh,0.0 -21,sa_pv,rural,2030,ambitious_development,GWh,0.27 +21,sa_pv,rural,2030,ambitious_development,GWh,0.28 21,sa_pv,urban,2030,ambitious_development,GWh,0.0 -21,mg_pv_hybrid,rural,2030,ambitious_development,GWh,34.91 +21,mg_pv_hybrid,rural,2030,ambitious_development,GWh,78.32 21,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 21,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 21,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 21,mg_hydro,rural,2030,ambitious_development,GWh,0.0 21,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -21,unelectrified,rural,2030,ambitious_development,GWh,44.47 +21,unelectrified,rural,2030,ambitious_development,GWh,0.0 21,unelectrified,urban,2030,ambitious_development,GWh,0.0 22,grid_existing,rural,2030,ambitious_development,GWh,3.06 -22,grid_existing,urban,2030,ambitious_development,GWh,596.02 -22,grid_new,rural,2030,ambitious_development,GWh,485.33 +22,grid_existing,urban,2030,ambitious_development,GWh,596.06 +22,grid_new,rural,2030,ambitious_development,GWh,569.39 22,grid_new,urban,2030,ambitious_development,GWh,0.0 -22,sa_pv,rural,2030,ambitious_development,GWh,0.47 +22,sa_pv,rural,2030,ambitious_development,GWh,0.45 22,sa_pv,urban,2030,ambitious_development,GWh,0.0 -22,mg_pv_hybrid,rural,2030,ambitious_development,GWh,132.51 +22,mg_pv_hybrid,rural,2030,ambitious_development,GWh,274.77 22,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 22,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 22,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 22,mg_hydro,rural,2030,ambitious_development,GWh,0.0 22,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -22,unelectrified,rural,2030,ambitious_development,GWh,224.34 +22,unelectrified,rural,2030,ambitious_development,GWh,0.0 22,unelectrified,urban,2030,ambitious_development,GWh,0.0 23,grid_existing,rural,2030,ambitious_development,GWh,2.46 23,grid_existing,urban,2030,ambitious_development,GWh,653.91 -23,grid_new,rural,2030,ambitious_development,GWh,225.95 +23,grid_new,rural,2030,ambitious_development,GWh,229.73 23,grid_new,urban,2030,ambitious_development,GWh,33.5 -23,sa_pv,rural,2030,ambitious_development,GWh,7.99 +23,sa_pv,rural,2030,ambitious_development,GWh,8.02 23,sa_pv,urban,2030,ambitious_development,GWh,0.0 -23,mg_pv_hybrid,rural,2030,ambitious_development,GWh,494.38 -23,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 +23,mg_pv_hybrid,rural,2030,ambitious_development,GWh,754.66 +23,mg_pv_hybrid,urban,2030,ambitious_development,GWh,31.44 23,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 23,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 -23,mg_hydro,rural,2030,ambitious_development,GWh,3.96 +23,mg_hydro,rural,2030,ambitious_development,GWh,4.37 23,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -23,unelectrified,rural,2030,ambitious_development,GWh,264.09 -23,unelectrified,urban,2030,ambitious_development,GWh,31.44 +23,unelectrified,rural,2030,ambitious_development,GWh,0.0 +23,unelectrified,urban,2030,ambitious_development,GWh,0.0 24,grid_existing,rural,2030,ambitious_development,GWh,0.0 24,grid_existing,urban,2030,ambitious_development,GWh,17.57 24,grid_new,rural,2030,ambitious_development,GWh,0.0 24,grid_new,urban,2030,ambitious_development,GWh,0.0 24,sa_pv,rural,2030,ambitious_development,GWh,0.88 24,sa_pv,urban,2030,ambitious_development,GWh,0.0 -24,mg_pv_hybrid,rural,2030,ambitious_development,GWh,60.05 +24,mg_pv_hybrid,rural,2030,ambitious_development,GWh,75.43 24,mg_pv_hybrid,urban,2030,ambitious_development,GWh,0.0 24,mg_wind_hybrid,rural,2030,ambitious_development,GWh,0.0 24,mg_wind_hybrid,urban,2030,ambitious_development,GWh,0.0 24,mg_hydro,rural,2030,ambitious_development,GWh,0.0 24,mg_hydro,urban,2030,ambitious_development,GWh,0.0 -24,unelectrified,rural,2030,ambitious_development,GWh,15.37 +24,unelectrified,rural,2030,ambitious_development,GWh,0.0 24,unelectrified,urban,2030,ambitious_development,GWh,0.0 1,grid_existing,rural,2060,ambitious_development,GWh,0.0 1,grid_existing,urban,2060,ambitious_development,GWh,40.77 -1,grid_new,rural,2060,ambitious_development,GWh,154.05 -1,grid_new,urban,2060,ambitious_development,GWh,57.69 -1,sa_pv,rural,2060,ambitious_development,GWh,0.01 +1,grid_new,rural,2060,ambitious_development,GWh,159.0 +1,grid_new,urban,2060,ambitious_development,GWh,57.7 +1,sa_pv,rural,2060,ambitious_development,GWh,0.0 1,sa_pv,urban,2060,ambitious_development,GWh,0.0 -1,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.06 +1,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.07 1,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 1,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 1,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 1,mg_hydro,rural,2060,ambitious_development,GWh,0.0 1,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -1,unelectrified,rural,2060,ambitious_development,GWh,4.42 +1,unelectrified,rural,2060,ambitious_development,GWh,0.0 1,unelectrified,urban,2060,ambitious_development,GWh,0.0 2,grid_existing,rural,2060,ambitious_development,GWh,0.0 -2,grid_existing,urban,2060,ambitious_development,GWh,1700.8 -2,grid_new,rural,2060,ambitious_development,GWh,1607.92 -2,grid_new,urban,2060,ambitious_development,GWh,388.02 -2,sa_pv,rural,2060,ambitious_development,GWh,1.7 +2,grid_existing,urban,2060,ambitious_development,GWh,1700.84 +2,grid_new,rural,2060,ambitious_development,GWh,1613.41 +2,grid_new,urban,2060,ambitious_development,GWh,388.06 +2,sa_pv,rural,2060,ambitious_development,GWh,0.34 2,sa_pv,urban,2060,ambitious_development,GWh,0.0 -2,mg_pv_hybrid,rural,2060,ambitious_development,GWh,33.63 +2,mg_pv_hybrid,rural,2060,ambitious_development,GWh,47.51 2,mg_pv_hybrid,urban,2060,ambitious_development,GWh,3.74 2,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 2,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 2,mg_hydro,rural,2060,ambitious_development,GWh,1.02 2,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -2,unelectrified,rural,2060,ambitious_development,GWh,11.85 +2,unelectrified,rural,2060,ambitious_development,GWh,0.0 2,unelectrified,urban,2060,ambitious_development,GWh,0.0 3,grid_existing,rural,2060,ambitious_development,GWh,0.0 3,grid_existing,urban,2060,ambitious_development,GWh,105.09 -3,grid_new,rural,2060,ambitious_development,GWh,130.36 -3,grid_new,urban,2060,ambitious_development,GWh,29.34 -3,sa_pv,rural,2060,ambitious_development,GWh,0.54 +3,grid_new,rural,2060,ambitious_development,GWh,112.8 +3,grid_new,urban,2060,ambitious_development,GWh,23.13 +3,sa_pv,rural,2060,ambitious_development,GWh,0.22 3,sa_pv,urban,2060,ambitious_development,GWh,0.0 -3,mg_pv_hybrid,rural,2060,ambitious_development,GWh,25.79 -3,mg_pv_hybrid,urban,2060,ambitious_development,GWh,10.03 +3,mg_pv_hybrid,rural,2060,ambitious_development,GWh,51.47 +3,mg_pv_hybrid,urban,2060,ambitious_development,GWh,16.25 3,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 3,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -3,mg_hydro,rural,2060,ambitious_development,GWh,0.11 +3,mg_hydro,rural,2060,ambitious_development,GWh,0.27 3,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -3,unelectrified,rural,2060,ambitious_development,GWh,7.23 +3,unelectrified,rural,2060,ambitious_development,GWh,0.0 3,unelectrified,urban,2060,ambitious_development,GWh,0.0 4,grid_existing,rural,2060,ambitious_development,GWh,0.0 -4,grid_existing,urban,2060,ambitious_development,GWh,524.66 -4,grid_new,rural,2060,ambitious_development,GWh,2198.75 -4,grid_new,urban,2060,ambitious_development,GWh,860.01 -4,sa_pv,rural,2060,ambitious_development,GWh,1.52 +4,grid_existing,urban,2060,ambitious_development,GWh,524.68 +4,grid_new,rural,2060,ambitious_development,GWh,2292.91 +4,grid_new,urban,2060,ambitious_development,GWh,860.23 +4,sa_pv,rural,2060,ambitious_development,GWh,0.79 4,sa_pv,urban,2060,ambitious_development,GWh,0.0 -4,mg_pv_hybrid,rural,2060,ambitious_development,GWh,24.61 +4,mg_pv_hybrid,rural,2060,ambitious_development,GWh,31.72 4,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 4,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 4,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -4,mg_hydro,rural,2060,ambitious_development,GWh,0.02 +4,mg_hydro,rural,2060,ambitious_development,GWh,0.04 4,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -4,unelectrified,rural,2060,ambitious_development,GWh,91.52 +4,unelectrified,rural,2060,ambitious_development,GWh,0.0 4,unelectrified,urban,2060,ambitious_development,GWh,0.0 5,grid_existing,rural,2060,ambitious_development,GWh,0.0 -5,grid_existing,urban,2060,ambitious_development,GWh,6210.1 -5,grid_new,rural,2060,ambitious_development,GWh,3822.36 -5,grid_new,urban,2060,ambitious_development,GWh,1382.87 -5,sa_pv,rural,2060,ambitious_development,GWh,1.17 +5,grid_existing,urban,2060,ambitious_development,GWh,6211.66 +5,grid_new,rural,2060,ambitious_development,GWh,5288.48 +5,grid_new,urban,2060,ambitious_development,GWh,1417.64 +5,sa_pv,rural,2060,ambitious_development,GWh,0.27 5,sa_pv,urban,2060,ambitious_development,GWh,0.0 -5,mg_pv_hybrid,rural,2060,ambitious_development,GWh,11.4 +5,mg_pv_hybrid,rural,2060,ambitious_development,GWh,16.88 5,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 5,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 5,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -5,mg_hydro,rural,2060,ambitious_development,GWh,0.0 +5,mg_hydro,rural,2060,ambitious_development,GWh,0.06 5,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -5,unelectrified,rural,2060,ambitious_development,GWh,1412.6 -5,unelectrified,urban,2060,ambitious_development,GWh,34.5 +5,unelectrified,rural,2060,ambitious_development,GWh,0.0 +5,unelectrified,urban,2060,ambitious_development,GWh,0.0 6,grid_existing,rural,2060,ambitious_development,GWh,0.0 -6,grid_existing,urban,2060,ambitious_development,GWh,71.5 -6,grid_new,rural,2060,ambitious_development,GWh,161.21 -6,grid_new,urban,2060,ambitious_development,GWh,661.0 -6,sa_pv,rural,2060,ambitious_development,GWh,0.62 +6,grid_existing,urban,2060,ambitious_development,GWh,71.72 +6,grid_new,rural,2060,ambitious_development,GWh,182.24 +6,grid_new,urban,2060,ambitious_development,GWh,668.97 +6,sa_pv,rural,2060,ambitious_development,GWh,0.4 6,sa_pv,urban,2060,ambitious_development,GWh,0.0 -6,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.26 +6,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.9 6,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 6,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 6,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 6,mg_hydro,rural,2060,ambitious_development,GWh,0.0 6,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -6,unelectrified,rural,2060,ambitious_development,GWh,8.77 +6,unelectrified,rural,2060,ambitious_development,GWh,0.0 6,unelectrified,urban,2060,ambitious_development,GWh,0.0 7,grid_existing,rural,2060,ambitious_development,GWh,0.0 -7,grid_existing,urban,2060,ambitious_development,GWh,1229.35 -7,grid_new,rural,2060,ambitious_development,GWh,1013.39 -7,grid_new,urban,2060,ambitious_development,GWh,1421.11 -7,sa_pv,rural,2060,ambitious_development,GWh,2.34 +7,grid_existing,urban,2060,ambitious_development,GWh,1229.99 +7,grid_new,rural,2060,ambitious_development,GWh,1092.73 +7,grid_new,urban,2060,ambitious_development,GWh,1436.98 +7,sa_pv,rural,2060,ambitious_development,GWh,1.36 7,sa_pv,urban,2060,ambitious_development,GWh,0.0 -7,mg_pv_hybrid,rural,2060,ambitious_development,GWh,22.08 -7,mg_pv_hybrid,urban,2060,ambitious_development,GWh,17.44 +7,mg_pv_hybrid,rural,2060,ambitious_development,GWh,41.13 +7,mg_pv_hybrid,urban,2060,ambitious_development,GWh,24.37 7,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 7,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 7,mg_hydro,rural,2060,ambitious_development,GWh,0.06 7,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -7,unelectrified,rural,2060,ambitious_development,GWh,43.59 +7,unelectrified,rural,2060,ambitious_development,GWh,0.0 7,unelectrified,urban,2060,ambitious_development,GWh,0.0 8,grid_existing,rural,2060,ambitious_development,GWh,0.0 -8,grid_existing,urban,2060,ambitious_development,GWh,2721.89 -8,grid_new,rural,2060,ambitious_development,GWh,702.25 -8,grid_new,urban,2060,ambitious_development,GWh,1719.59 -8,sa_pv,rural,2060,ambitious_development,GWh,2.37 +8,grid_existing,urban,2060,ambitious_development,GWh,2722.08 +8,grid_new,rural,2060,ambitious_development,GWh,706.81 +8,grid_new,urban,2060,ambitious_development,GWh,1719.72 +8,sa_pv,rural,2060,ambitious_development,GWh,1.87 8,sa_pv,urban,2060,ambitious_development,GWh,0.0 -8,mg_pv_hybrid,rural,2060,ambitious_development,GWh,28.28 -8,mg_pv_hybrid,urban,2060,ambitious_development,GWh,5.09 +8,mg_pv_hybrid,rural,2060,ambitious_development,GWh,36.68 +8,mg_pv_hybrid,urban,2060,ambitious_development,GWh,5.86 8,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 8,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -8,mg_hydro,rural,2060,ambitious_development,GWh,0.1 +8,mg_hydro,rural,2060,ambitious_development,GWh,0.16 8,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -8,unelectrified,rural,2060,ambitious_development,GWh,7.67 +8,unelectrified,rural,2060,ambitious_development,GWh,0.0 8,unelectrified,urban,2060,ambitious_development,GWh,0.0 9,grid_existing,rural,2060,ambitious_development,GWh,0.0 -9,grid_existing,urban,2060,ambitious_development,GWh,822.45 -9,grid_new,rural,2060,ambitious_development,GWh,841.74 -9,grid_new,urban,2060,ambitious_development,GWh,358.69 -9,sa_pv,rural,2060,ambitious_development,GWh,0.15 +9,grid_existing,urban,2060,ambitious_development,GWh,822.46 +9,grid_new,rural,2060,ambitious_development,GWh,908.43 +9,grid_new,urban,2060,ambitious_development,GWh,358.72 +9,sa_pv,rural,2060,ambitious_development,GWh,0.08 9,sa_pv,urban,2060,ambitious_development,GWh,0.0 -9,mg_pv_hybrid,rural,2060,ambitious_development,GWh,1.84 +9,mg_pv_hybrid,rural,2060,ambitious_development,GWh,3.19 9,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 9,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 9,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 9,mg_hydro,rural,2060,ambitious_development,GWh,0.0 9,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -9,unelectrified,rural,2060,ambitious_development,GWh,66.99 +9,unelectrified,rural,2060,ambitious_development,GWh,0.0 9,unelectrified,urban,2060,ambitious_development,GWh,0.0 10,grid_existing,rural,2060,ambitious_development,GWh,0.0 10,grid_existing,urban,2060,ambitious_development,GWh,51.34 -10,grid_new,rural,2060,ambitious_development,GWh,78.37 -10,grid_new,urban,2060,ambitious_development,GWh,88.59 -10,sa_pv,rural,2060,ambitious_development,GWh,0.1 +10,grid_new,rural,2060,ambitious_development,GWh,84.15 +10,grid_new,urban,2060,ambitious_development,GWh,88.6 +10,sa_pv,rural,2060,ambitious_development,GWh,0.05 10,sa_pv,urban,2060,ambitious_development,GWh,0.0 -10,mg_pv_hybrid,rural,2060,ambitious_development,GWh,4.29 +10,mg_pv_hybrid,rural,2060,ambitious_development,GWh,4.41 10,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 10,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 10,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 10,mg_hydro,rural,2060,ambitious_development,GWh,0.0 10,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -10,unelectrified,rural,2060,ambitious_development,GWh,5.55 +10,unelectrified,rural,2060,ambitious_development,GWh,0.0 10,unelectrified,urban,2060,ambitious_development,GWh,0.0 11,grid_existing,rural,2060,ambitious_development,GWh,0.0 -11,grid_existing,urban,2060,ambitious_development,GWh,10293.09 -11,grid_new,rural,2060,ambitious_development,GWh,797.97 -11,grid_new,urban,2060,ambitious_development,GWh,546.81 -11,sa_pv,rural,2060,ambitious_development,GWh,0.06 +11,grid_existing,urban,2060,ambitious_development,GWh,10293.12 +11,grid_new,rural,2060,ambitious_development,GWh,893.57 +11,grid_new,urban,2060,ambitious_development,GWh,546.91 +11,sa_pv,rural,2060,ambitious_development,GWh,0.01 11,sa_pv,urban,2060,ambitious_development,GWh,0.0 -11,mg_pv_hybrid,rural,2060,ambitious_development,GWh,1.15 +11,mg_pv_hybrid,rural,2060,ambitious_development,GWh,1.44 11,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 11,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 11,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 11,mg_hydro,rural,2060,ambitious_development,GWh,0.0 11,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -11,unelectrified,rural,2060,ambitious_development,GWh,93.17 +11,unelectrified,rural,2060,ambitious_development,GWh,0.0 11,unelectrified,urban,2060,ambitious_development,GWh,0.0 12,grid_existing,rural,2060,ambitious_development,GWh,0.0 12,grid_existing,urban,2060,ambitious_development,GWh,109.45 -12,grid_new,rural,2060,ambitious_development,GWh,48.51 +12,grid_new,rural,2060,ambitious_development,GWh,55.84 12,grid_new,urban,2060,ambitious_development,GWh,33.06 12,sa_pv,rural,2060,ambitious_development,GWh,0.0 12,sa_pv,urban,2060,ambitious_development,GWh,0.0 @@ -2853,173 +2853,173 @@ BCU,tec,urb_rur,year,scenario,unit,value 12,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 12,mg_hydro,rural,2060,ambitious_development,GWh,0.0 12,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -12,unelectrified,rural,2060,ambitious_development,GWh,7.25 +12,unelectrified,rural,2060,ambitious_development,GWh,0.0 12,unelectrified,urban,2060,ambitious_development,GWh,0.0 13,grid_existing,rural,2060,ambitious_development,GWh,0.0 -13,grid_existing,urban,2060,ambitious_development,GWh,798.51 -13,grid_new,rural,2060,ambitious_development,GWh,486.14 -13,grid_new,urban,2060,ambitious_development,GWh,490.61 -13,sa_pv,rural,2060,ambitious_development,GWh,1.19 +13,grid_existing,urban,2060,ambitious_development,GWh,798.52 +13,grid_new,rural,2060,ambitious_development,GWh,486.87 +13,grid_new,urban,2060,ambitious_development,GWh,466.28 +13,sa_pv,rural,2060,ambitious_development,GWh,0.75 13,sa_pv,urban,2060,ambitious_development,GWh,0.04 -13,mg_pv_hybrid,rural,2060,ambitious_development,GWh,26.76 -13,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 +13,mg_pv_hybrid,rural,2060,ambitious_development,GWh,49.19 +13,mg_pv_hybrid,urban,2060,ambitious_development,GWh,24.42 13,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 13,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -13,mg_hydro,rural,2060,ambitious_development,GWh,0.43 +13,mg_hydro,rural,2060,ambitious_development,GWh,0.44 13,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -13,unelectrified,rural,2060,ambitious_development,GWh,19.93 +13,unelectrified,rural,2060,ambitious_development,GWh,0.0 13,unelectrified,urban,2060,ambitious_development,GWh,0.0 14,grid_existing,rural,2060,ambitious_development,GWh,0.0 14,grid_existing,urban,2060,ambitious_development,GWh,54.08 -14,grid_new,rural,2060,ambitious_development,GWh,372.91 -14,grid_new,urban,2060,ambitious_development,GWh,284.54 -14,sa_pv,rural,2060,ambitious_development,GWh,1.17 +14,grid_new,rural,2060,ambitious_development,GWh,340.61 +14,grid_new,urban,2060,ambitious_development,GWh,263.71 +14,sa_pv,rural,2060,ambitious_development,GWh,0.48 14,sa_pv,urban,2060,ambitious_development,GWh,0.0 -14,mg_pv_hybrid,rural,2060,ambitious_development,GWh,47.77 -14,mg_pv_hybrid,urban,2060,ambitious_development,GWh,25.04 +14,mg_pv_hybrid,rural,2060,ambitious_development,GWh,94.17 +14,mg_pv_hybrid,urban,2060,ambitious_development,GWh,45.9 14,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 14,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -14,mg_hydro,rural,2060,ambitious_development,GWh,0.04 +14,mg_hydro,rural,2060,ambitious_development,GWh,0.06 14,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -14,unelectrified,rural,2060,ambitious_development,GWh,12.07 +14,unelectrified,rural,2060,ambitious_development,GWh,0.0 14,unelectrified,urban,2060,ambitious_development,GWh,0.0 15,grid_existing,rural,2060,ambitious_development,GWh,0.0 -15,grid_existing,urban,2060,ambitious_development,GWh,1643.25 -15,grid_new,rural,2060,ambitious_development,GWh,334.6 -15,grid_new,urban,2060,ambitious_development,GWh,702.49 -15,sa_pv,rural,2060,ambitious_development,GWh,0.8 +15,grid_existing,urban,2060,ambitious_development,GWh,1643.26 +15,grid_new,rural,2060,ambitious_development,GWh,6771.04 +15,grid_new,urban,2060,ambitious_development,GWh,1878.64 +15,sa_pv,rural,2060,ambitious_development,GWh,0.38 15,sa_pv,urban,2060,ambitious_development,GWh,0.0 -15,mg_pv_hybrid,rural,2060,ambitious_development,GWh,23.08 -15,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 +15,mg_pv_hybrid,rural,2060,ambitious_development,GWh,33.6 +15,mg_pv_hybrid,urban,2060,ambitious_development,GWh,4.97 15,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 15,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -15,mg_hydro,rural,2060,ambitious_development,GWh,0.03 +15,mg_hydro,rural,2060,ambitious_development,GWh,0.05 15,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -15,unelectrified,rural,2060,ambitious_development,GWh,6445.81 -15,unelectrified,urban,2060,ambitious_development,GWh,1181.09 +15,unelectrified,rural,2060,ambitious_development,GWh,0.0 +15,unelectrified,urban,2060,ambitious_development,GWh,0.0 16,grid_existing,rural,2060,ambitious_development,GWh,0.0 -16,grid_existing,urban,2060,ambitious_development,GWh,1059.44 -16,grid_new,rural,2060,ambitious_development,GWh,356.92 -16,grid_new,urban,2060,ambitious_development,GWh,1346.38 -16,sa_pv,rural,2060,ambitious_development,GWh,2.05 +16,grid_existing,urban,2060,ambitious_development,GWh,1059.46 +16,grid_new,rural,2060,ambitious_development,GWh,6674.97 +16,grid_new,urban,2060,ambitious_development,GWh,1575.12 +16,sa_pv,rural,2060,ambitious_development,GWh,1.57 16,sa_pv,urban,2060,ambitious_development,GWh,0.0 -16,mg_pv_hybrid,rural,2060,ambitious_development,GWh,42.82 -16,mg_pv_hybrid,urban,2060,ambitious_development,GWh,15.12 +16,mg_pv_hybrid,rural,2060,ambitious_development,GWh,53.71 +16,mg_pv_hybrid,urban,2060,ambitious_development,GWh,27.94 16,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 16,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -16,mg_hydro,rural,2060,ambitious_development,GWh,1.2 +16,mg_hydro,rural,2060,ambitious_development,GWh,1.38 16,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -16,unelectrified,rural,2060,ambitious_development,GWh,6327.16 -16,unelectrified,urban,2060,ambitious_development,GWh,241.38 +16,unelectrified,rural,2060,ambitious_development,GWh,0.0 +16,unelectrified,urban,2060,ambitious_development,GWh,0.0 17,grid_existing,rural,2060,ambitious_development,GWh,0.0 -17,grid_existing,urban,2060,ambitious_development,GWh,1015.42 -17,grid_new,rural,2060,ambitious_development,GWh,1233.44 -17,grid_new,urban,2060,ambitious_development,GWh,1966.59 -17,sa_pv,rural,2060,ambitious_development,GWh,3.31 +17,grid_existing,urban,2060,ambitious_development,GWh,1015.48 +17,grid_new,rural,2060,ambitious_development,GWh,1238.6 +17,grid_new,urban,2060,ambitious_development,GWh,1933.03 +17,sa_pv,rural,2060,ambitious_development,GWh,1.81 17,sa_pv,urban,2060,ambitious_development,GWh,0.0 -17,mg_pv_hybrid,rural,2060,ambitious_development,GWh,31.55 -17,mg_pv_hybrid,urban,2060,ambitious_development,GWh,1.63 +17,mg_pv_hybrid,rural,2060,ambitious_development,GWh,57.86 +17,mg_pv_hybrid,urban,2060,ambitious_development,GWh,36.41 17,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 17,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -17,mg_hydro,rural,2060,ambitious_development,GWh,0.08 +17,mg_hydro,rural,2060,ambitious_development,GWh,0.1 17,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -17,unelectrified,rural,2060,ambitious_development,GWh,12.31 +17,unelectrified,rural,2060,ambitious_development,GWh,0.0 17,unelectrified,urban,2060,ambitious_development,GWh,0.0 18,grid_existing,rural,2060,ambitious_development,GWh,0.0 -18,grid_existing,urban,2060,ambitious_development,GWh,274.23 -18,grid_new,rural,2060,ambitious_development,GWh,157.06 -18,grid_new,urban,2060,ambitious_development,GWh,294.37 -18,sa_pv,rural,2060,ambitious_development,GWh,0.88 +18,grid_existing,urban,2060,ambitious_development,GWh,274.24 +18,grid_new,rural,2060,ambitious_development,GWh,167.56 +18,grid_new,urban,2060,ambitious_development,GWh,295.45 +18,sa_pv,rural,2060,ambitious_development,GWh,0.79 18,sa_pv,urban,2060,ambitious_development,GWh,0.0 -18,mg_pv_hybrid,rural,2060,ambitious_development,GWh,8.63 +18,mg_pv_hybrid,rural,2060,ambitious_development,GWh,12.75 18,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 18,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 18,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 18,mg_hydro,rural,2060,ambitious_development,GWh,0.0 18,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -18,unelectrified,rural,2060,ambitious_development,GWh,5.68 +18,unelectrified,rural,2060,ambitious_development,GWh,0.0 18,unelectrified,urban,2060,ambitious_development,GWh,0.0 19,grid_existing,rural,2060,ambitious_development,GWh,0.0 -19,grid_existing,urban,2060,ambitious_development,GWh,17.54 -19,grid_new,rural,2060,ambitious_development,GWh,72.14 -19,grid_new,urban,2060,ambitious_development,GWh,83.29 -19,sa_pv,rural,2060,ambitious_development,GWh,0.17 +19,grid_existing,urban,2060,ambitious_development,GWh,17.59 +19,grid_new,rural,2060,ambitious_development,GWh,84.93 +19,grid_new,urban,2060,ambitious_development,GWh,84.17 +19,sa_pv,rural,2060,ambitious_development,GWh,0.07 19,sa_pv,urban,2060,ambitious_development,GWh,0.0 -19,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.02 +19,mg_pv_hybrid,rural,2060,ambitious_development,GWh,0.0 19,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 19,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 19,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 19,mg_hydro,rural,2060,ambitious_development,GWh,0.0 19,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -19,unelectrified,rural,2060,ambitious_development,GWh,0.38 +19,unelectrified,rural,2060,ambitious_development,GWh,0.0 19,unelectrified,urban,2060,ambitious_development,GWh,0.0 20,grid_existing,rural,2060,ambitious_development,GWh,0.0 -20,grid_existing,urban,2060,ambitious_development,GWh,776.94 -20,grid_new,rural,2060,ambitious_development,GWh,1085.68 -20,grid_new,urban,2060,ambitious_development,GWh,554.44 -20,sa_pv,rural,2060,ambitious_development,GWh,1.01 +20,grid_existing,urban,2060,ambitious_development,GWh,776.95 +20,grid_new,rural,2060,ambitious_development,GWh,1208.21 +20,grid_new,urban,2060,ambitious_development,GWh,554.48 +20,sa_pv,rural,2060,ambitious_development,GWh,0.42 20,sa_pv,urban,2060,ambitious_development,GWh,0.0 -20,mg_pv_hybrid,rural,2060,ambitious_development,GWh,22.09 +20,mg_pv_hybrid,rural,2060,ambitious_development,GWh,26.88 20,mg_pv_hybrid,urban,2060,ambitious_development,GWh,1.54 20,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 20,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 20,mg_hydro,rural,2060,ambitious_development,GWh,0.0 20,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -20,unelectrified,rural,2060,ambitious_development,GWh,123.31 +20,unelectrified,rural,2060,ambitious_development,GWh,0.0 20,unelectrified,urban,2060,ambitious_development,GWh,0.0 21,grid_existing,rural,2060,ambitious_development,GWh,0.0 21,grid_existing,urban,2060,ambitious_development,GWh,0.0 -21,grid_new,rural,2060,ambitious_development,GWh,113.45 +21,grid_new,rural,2060,ambitious_development,GWh,110.86 21,grid_new,urban,2060,ambitious_development,GWh,40.2 -21,sa_pv,rural,2060,ambitious_development,GWh,0.29 +21,sa_pv,rural,2060,ambitious_development,GWh,0.16 21,sa_pv,urban,2060,ambitious_development,GWh,0.0 -21,mg_pv_hybrid,rural,2060,ambitious_development,GWh,37.96 +21,mg_pv_hybrid,rural,2060,ambitious_development,GWh,46.92 21,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.0 21,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 21,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 21,mg_hydro,rural,2060,ambitious_development,GWh,0.0 21,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -21,unelectrified,rural,2060,ambitious_development,GWh,5.85 +21,unelectrified,rural,2060,ambitious_development,GWh,0.0 21,unelectrified,urban,2060,ambitious_development,GWh,0.0 22,grid_existing,rural,2060,ambitious_development,GWh,0.0 -22,grid_existing,urban,2060,ambitious_development,GWh,1148.5 -22,grid_new,rural,2060,ambitious_development,GWh,1797.68 -22,grid_new,urban,2060,ambitious_development,GWh,578.38 -22,sa_pv,rural,2060,ambitious_development,GWh,0.37 +22,grid_existing,urban,2060,ambitious_development,GWh,1148.54 +22,grid_new,rural,2060,ambitious_development,GWh,1880.52 +22,grid_new,urban,2060,ambitious_development,GWh,578.47 +22,sa_pv,rural,2060,ambitious_development,GWh,0.17 22,sa_pv,urban,2060,ambitious_development,GWh,0.0 -22,mg_pv_hybrid,rural,2060,ambitious_development,GWh,27.22 +22,mg_pv_hybrid,rural,2060,ambitious_development,GWh,30.28 22,mg_pv_hybrid,urban,2060,ambitious_development,GWh,1.2 22,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 22,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 22,mg_hydro,rural,2060,ambitious_development,GWh,0.0 22,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -22,unelectrified,rural,2060,ambitious_development,GWh,80.52 +22,unelectrified,rural,2060,ambitious_development,GWh,0.0 22,unelectrified,urban,2060,ambitious_development,GWh,0.0 23,grid_existing,rural,2060,ambitious_development,GWh,0.0 -23,grid_existing,urban,2060,ambitious_development,GWh,1219.65 -23,grid_new,rural,2060,ambitious_development,GWh,957.19 -23,grid_new,urban,2060,ambitious_development,GWh,827.68 -23,sa_pv,rural,2060,ambitious_development,GWh,10.95 +23,grid_existing,urban,2060,ambitious_development,GWh,1219.68 +23,grid_new,rural,2060,ambitious_development,GWh,950.25 +23,grid_new,urban,2060,ambitious_development,GWh,827.91 +23,sa_pv,rural,2060,ambitious_development,GWh,9.25 23,sa_pv,urban,2060,ambitious_development,GWh,0.0 -23,mg_pv_hybrid,rural,2060,ambitious_development,GWh,151.41 -23,mg_pv_hybrid,urban,2060,ambitious_development,GWh,19.53 +23,mg_pv_hybrid,rural,2060,ambitious_development,GWh,178.01 +23,mg_pv_hybrid,urban,2060,ambitious_development,GWh,19.54 23,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 23,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 -23,mg_hydro,rural,2060,ambitious_development,GWh,1.32 +23,mg_hydro,rural,2060,ambitious_development,GWh,1.48 23,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -23,unelectrified,rural,2060,ambitious_development,GWh,15.85 +23,unelectrified,rural,2060,ambitious_development,GWh,0.0 23,unelectrified,urban,2060,ambitious_development,GWh,0.0 24,grid_existing,rural,2060,ambitious_development,GWh,0.0 24,grid_existing,urban,2060,ambitious_development,GWh,24.87 -24,grid_new,rural,2060,ambitious_development,GWh,42.27 +24,grid_new,rural,2060,ambitious_development,GWh,36.02 24,grid_new,urban,2060,ambitious_development,GWh,7.78 -24,sa_pv,rural,2060,ambitious_development,GWh,1.59 +24,sa_pv,rural,2060,ambitious_development,GWh,1.5 24,sa_pv,urban,2060,ambitious_development,GWh,0.0 -24,mg_pv_hybrid,rural,2060,ambitious_development,GWh,26.27 +24,mg_pv_hybrid,rural,2060,ambitious_development,GWh,33.19 24,mg_pv_hybrid,urban,2060,ambitious_development,GWh,0.78 24,mg_wind_hybrid,rural,2060,ambitious_development,GWh,0.0 24,mg_wind_hybrid,urban,2060,ambitious_development,GWh,0.0 24,mg_hydro,rural,2060,ambitious_development,GWh,0.0 24,mg_hydro,urban,2060,ambitious_development,GWh,0.0 -24,unelectrified,rural,2060,ambitious_development,GWh,0.55 +24,unelectrified,rural,2060,ambitious_development,GWh,0.0 24,unelectrified,urban,2060,ambitious_development,GWh,0.0