From 5bcbc551c5b47942ba4715b97f7459eb68034011 Mon Sep 17 00:00:00 2001 From: GregoryIreland Date: Thu, 21 Dec 2023 10:03:21 +0200 Subject: [PATCH] Updated to include 9 scenarios (3x demand x 3 access rates) Updated to include 9 scenarios (3x demand x 3 access rates) --- onsset/MLED_extraction_to_OnSSET.ipynb | 82 +- onsset/onsset/OnSSET_Scenario_Running.ipynb | 17208 +++++++++++++++- ...ications_calibrated_baseline_baseline.xlsx | Bin 0 -> 13621 bytes ...s_calibrated_baseline_improved_access.xlsx | Bin 0 -> 13622 bytes ...brated_baseline_ambitious_development.xlsx | Bin 0 -> 13624 bytes ...s_calibrated_improved_access_baseline.xlsx | Bin 0 -> 15820 bytes ...rated_improved_access_improved_access.xlsx | Bin 0 -> 15826 bytes ...improved_access_ambitious_development.xlsx | Bin 0 -> 15820 bytes ...brated_ambitious_development_baseline.xlsx | Bin 0 -> 13630 bytes ...ambitious_development_improved_access.xlsx | Bin 0 -> 13626 bytes ...ous_development_ambitious_development.xlsx | Bin 0 -> 13635 bytes .../energy_allocation_results_for_nest.csv | 12096 ++++++++--- ...line_baseline_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...proved_access_zm-2-0_0_0_0_0_0_summary.csv | 37 + .../2_baseline_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...s_development_zm-2-0_0_0_0_0_0_summary.csv | 37 + .../3_baseline_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...cess_baseline_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...proved_access_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...s_development_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...ment_baseline_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...proved_access_zm-2-0_0_0_0_0_0_summary.csv | 37 + ...s_development_zm-2-0_0_0_0_0_0_summary.csv | 37 + 23 files changed, 26435 insertions(+), 3358 deletions(-) create mode 100644 onsset/onsset_replication/onsset_input_files/1_zambia_onsset_specifications_calibrated_baseline_baseline.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/2_zambia_onsset_specifications_calibrated_baseline_improved_access.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/3_zambia_onsset_specifications_calibrated_baseline_ambitious_development.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/4_zambia_onsset_specifications_calibrated_improved_access_baseline.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/5_zambia_onsset_specifications_calibrated_improved_access_improved_access.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/6_zambia_onsset_specifications_calibrated_improved_access_ambitious_development.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/7_zambia_onsset_specifications_calibrated_ambitious_development_baseline.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/8_zambia_onsset_specifications_calibrated_ambitious_development_improved_access.xlsx create mode 100644 onsset/onsset_replication/onsset_input_files/9_zambia_onsset_specifications_calibrated_ambitious_development_ambitious_development.xlsx create mode 100644 onsset/results/onsset_summary_results/1_baseline_baseline_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/2_baseline_improved_access_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/2_baseline_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/3_baseline_ambitious_development_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/3_baseline_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/4_improved_access_baseline_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/5_improved_access_improved_access_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/6_improved_access_ambitious_development_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/7_ambitious_development_baseline_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/8_ambitious_development_improved_access_zm-2-0_0_0_0_0_0_summary.csv create mode 100644 onsset/results/onsset_summary_results/9_ambitious_development_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 15111cb..3cd17d3 100644 --- a/onsset/MLED_extraction_to_OnSSET.ipynb +++ b/onsset/MLED_extraction_to_OnSSET.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "id": "fd252149-c96e-41da-aa9b-1cbeb70077b0", "metadata": {}, "outputs": [], @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "111491a1-23f4-4134-ba70-4168d904bd6d", "metadata": {}, "outputs": [], @@ -61,7 +61,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "8f00a32a-7e0b-4851-977b-c1d47ccbe4e4", "metadata": { "tags": [] @@ -75,16 +75,16 @@ "\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_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", + "Total Demand--2020: 13.15 TWh\n", + "Total Demand--2030: 37.74 TWh\n", + "Total Demand--2040: 48.46 TWh\n", + "Total Demand--2050: 62.78 TWh\n", + "Total Demand--2060: 81.74 TWh\n", + "Per Capita Demand--2020: 1344.19 kWh/cap/year\n", + "Per Capita Demand--2030: 2060.99 kWh/cap/year\n", + "Per Capita Demand--2040: 2197.53 kWh/cap/year\n", + "Per Capita Demand--2050: 2403.96 kWh/cap/year\n", + "Per Capita Demand--2060: 2723.49 kWh/cap/year\n", "Population--2020: 19234648.0\n", "Population--2030: 24175461.0\n", "Population--2040: 29289410.0\n", @@ -99,16 +99,16 @@ "\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", + "Total Demand--2020: 13.19 TWh\n", + "Total Demand--2030: 37.8 TWh\n", + "Total Demand--2040: 48.57 TWh\n", + "Total Demand--2050: 63.0 TWh\n", + "Total Demand--2060: 82.04 TWh\n", + "Per Capita Demand--2020: 1352.72 kWh/cap/year\n", + "Per Capita Demand--2030: 2071.73 kWh/cap/year\n", + "Per Capita Demand--2040: 2211.65 kWh/cap/year\n", + "Per Capita Demand--2050: 2426.65 kWh/cap/year\n", + "Per Capita Demand--2060: 2751.99 kWh/cap/year\n", "Population--2020: 19234648.0\n", "Population--2030: 24175461.0\n", "Population--2040: 29289410.0\n", @@ -123,16 +123,16 @@ "\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", + "Total Demand--2020: 13.22 TWh\n", + "Total Demand--2030: 37.85 TWh\n", + "Total Demand--2040: 48.65 TWh\n", + "Total Demand--2050: 63.2 TWh\n", + "Total Demand--2060: 82.29 TWh\n", + "Per Capita Demand--2020: 1358.27 kWh/cap/year\n", + "Per Capita Demand--2030: 2078.93 kWh/cap/year\n", + "Per Capita Demand--2040: 2221.54 kWh/cap/year\n", + "Per Capita Demand--2050: 2446.28 kWh/cap/year\n", + "Per Capita Demand--2060: 2774.61 kWh/cap/year\n", "Population--2020: 19234648.0\n", "Population--2030: 24175461.0\n", "Population--2040: 29289410.0\n", @@ -223,6 +223,22 @@ " scenario_number = scenario_number + 1\n", " " ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2259112c-f0bb-4843-914c-46dccd7ca674", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3cd8b20-2cb8-450a-8065-42b868cfcdbd", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/onsset/onsset/OnSSET_Scenario_Running.ipynb b/onsset/onsset/OnSSET_Scenario_Running.ipynb index d566c2b..42b9c97 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": 10, + "execution_count": 44, "id": "429ff205-1699-4f65-8569-fe3e00c0fbf4", "metadata": {}, "outputs": [], @@ -18,7 +18,7 @@ "import pathlib\n", "\n", "#Pandas display options to show more data when DataFrames are shown in the notebook (defaults are quite limited)\n", - "pd.options.display.max_rows = 300\n", + "pd.options.display.max_rows = 3600\n", "pd.options.display.max_columns = 300\n", "pd.options.display.precision = 5\n", "\n", @@ -29,17 +29,22 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "id": "bb8cda4c-6f74-4fb4-add0-a9d960ec941f", "metadata": {}, "outputs": [], "source": [ - "scenarios = [\"baseline\", \"improved_access\", \"ambitious_development\"]\n", - "#scenarios = [\"baseline\"]\n", + "scenarios = [\"baseline_baseline\", \"baseline_improved_access\", \"baseline_ambitious_development\",\n", + " \"improved_access_baseline\", \"improved_access_improved_access\", \"improved_access_ambitious_development\",\n", + " \"ambitious_development_baseline\", \"ambitious_development_improved_access\", \"ambitious_development_ambitious_development\"]\n", + "\n", + "base_scenarios = [\"baseline\", \"improved_access\", \"ambitious_development\"]\n", + "\n", + "access_rates = [\"baseline\", \"improved_access\", \"ambitious_development\"]\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", - "scenario_input_files_dictionary = dict(zip(scenarios, processed_input_files_filenames))\n", + "scenario_input_files_dictionary = dict(zip(base_scenarios, processed_input_files_filenames))\n", "\n", "specification_files_directory = r\"..\\onsset_replication\\onsset_input_files\"\n", "specification_files_filenames = list(pathlib.Path(specification_files_directory).glob('*.xlsx'))\n", @@ -52,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "id": "d31b17d2-053e-4bbe-952a-90d1496a3a2b", "metadata": {}, "outputs": [ @@ -64,30 +69,36 @@ " 'ambitious_development': WindowsPath('../mled_processed_input_files/3_zambia_onsset_input_mled_demands_ambitious_development.csv')}" ] }, - "execution_count": 12, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "scenario_input_files_dictionary\n" + "scenario_input_files_dictionary" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 4, "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')}" + "{'baseline_baseline': WindowsPath('../onsset_replication/onsset_input_files/1_zambia_onsset_specifications_calibrated_baseline_baseline.xlsx'),\n", + " 'baseline_improved_access': WindowsPath('../onsset_replication/onsset_input_files/2_zambia_onsset_specifications_calibrated_baseline_improved_access.xlsx'),\n", + " 'baseline_ambitious_development': WindowsPath('../onsset_replication/onsset_input_files/3_zambia_onsset_specifications_calibrated_baseline_ambitious_development.xlsx'),\n", + " 'improved_access_baseline': WindowsPath('../onsset_replication/onsset_input_files/4_zambia_onsset_specifications_calibrated_improved_access_baseline.xlsx'),\n", + " 'improved_access_improved_access': WindowsPath('../onsset_replication/onsset_input_files/5_zambia_onsset_specifications_calibrated_improved_access_improved_access.xlsx'),\n", + " 'improved_access_ambitious_development': WindowsPath('../onsset_replication/onsset_input_files/6_zambia_onsset_specifications_calibrated_improved_access_ambitious_development.xlsx'),\n", + " 'ambitious_development_baseline': WindowsPath('../onsset_replication/onsset_input_files/7_zambia_onsset_specifications_calibrated_ambitious_development_baseline.xlsx'),\n", + " 'ambitious_development_improved_access': WindowsPath('../onsset_replication/onsset_input_files/8_zambia_onsset_specifications_calibrated_ambitious_development_improved_access.xlsx'),\n", + " 'ambitious_development_ambitious_development': WindowsPath('../onsset_replication/onsset_input_files/9_zambia_onsset_specifications_calibrated_ambitious_development_ambitious_development.xlsx')}" ] }, - "execution_count": 13, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -98,7 +109,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 5, "id": "45eab8b7-6958-416d-8d70-4f0bf505f437", "metadata": {}, "outputs": [ @@ -106,7 +117,192 @@ "name": "stdout", "output_type": "stream", "text": [ - "Running MLED scenario 'baseline'...\n", + "Combined Scenario Number and Name: 1_baseline_baseline\n", + "Running MLED scenario 'baseline' with access target of 'baseline'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\1_zambia_onsset_specifications_calibrated_baseline_baseline.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\1_zambia_onsset_input_mled_demands_baseline.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 1_baseline_baseline\n", + "base scenario: baseline\n", + "access target: baseline\n", + "2030 access rate target: 0.74\n", + "2060 access rate target: 0.998\n", + "Total Demand input file: 81.74 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 74.0 %\n", + "Total electrification rate achieved in 2060 is 99.8 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:39:44,852\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 2_baseline_improved_access\n", + "Running MLED scenario 'baseline' with access target of 'improved_access'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\2_zambia_onsset_specifications_calibrated_baseline_improved_access.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\1_zambia_onsset_input_mled_demands_baseline.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 2_baseline_improved_access\n", + "base scenario: baseline\n", + "access target: improved_access\n", + "2030 access rate target: 0.87\n", + "2060 access rate target: 0.999\n", + "Total Demand input file: 81.74 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 87.0 %\n", + "Total electrification rate achieved in 2060 is 99.9 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:42:49,766\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 3_baseline_ambitious_development\n", + "Running MLED scenario 'baseline' with access target of 'ambitious_development'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\3_zambia_onsset_specifications_calibrated_baseline_ambitious_development.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\1_zambia_onsset_input_mled_demands_baseline.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 3_baseline_ambitious_development\n", + "base scenario: baseline\n", + "access target: ambitious_development\n", + "2030 access rate target: 0.9999\n", + "2060 access rate target: 1\n", + "Total Demand input file: 81.74 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 100.0 %\n", + "Total electrification rate achieved in 2060 is 100.0 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:45:54,124\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 4_improved_access_baseline\n", + "Running MLED scenario 'improved_access' with access target of 'baseline'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\4_zambia_onsset_specifications_calibrated_improved_access_baseline.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\2_zambia_onsset_input_mled_demands_improved_access.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 4_improved_access_baseline\n", + "base scenario: improved_access\n", + "access target: baseline\n", + "2030 access rate target: 0.74\n", + "2060 access rate target: 0.998\n", + "Total Demand input file: 82.03 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 74.0 %\n", + "Total electrification rate achieved in 2060 is 99.8 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:48:50,911\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 5_improved_access_improved_access\n", + "Running MLED scenario 'improved_access' with access target of 'improved_access'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\5_zambia_onsset_specifications_calibrated_improved_access_improved_access.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\2_zambia_onsset_input_mled_demands_improved_access.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 5_improved_access_improved_access\n", + "base scenario: improved_access\n", + "access target: improved_access\n", + "2030 access rate target: 0.87\n", + "2060 access rate target: 0.999\n", + "Total Demand input file: 82.03 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 87.0 %\n", + "Total electrification rate achieved in 2060 is 99.9 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:51:53,829\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 6_improved_access_ambitious_development\n", + "Running MLED scenario 'improved_access' with access target of 'ambitious_development'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\6_zambia_onsset_specifications_calibrated_improved_access_ambitious_development.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\2_zambia_onsset_input_mled_demands_improved_access.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 6_improved_access_ambitious_development\n", + "base scenario: improved_access\n", + "access target: ambitious_development\n", + "2030 access rate target: 0.9999\n", + "2060 access rate target: 1\n", + "Total Demand input file: 82.03 TWh\n", + "OnSSET Scenario: 1\n", + "Total electrification rate achieved in 2030 is 100.0 %\n", + "Total electrification rate achieved in 2060 is 100.0 %\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2023-12-19 18:54:59,119\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Combined Scenario Number and Name: 7_ambitious_development_baseline\n", + "Running MLED scenario 'ambitious_development' with access target of 'baseline'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\7_zambia_onsset_specifications_calibrated_ambitious_development_baseline.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\3_zambia_onsset_input_mled_demands_ambitious_development.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 7_ambitious_development_baseline\n", + "base scenario: ambitious_development\n", + "access target: baseline\n", + "2030 access rate target: 0.74\n", + "2060 access rate target: 0.998\n", + "Total Demand input file: 82.29 TWh\n", "OnSSET Scenario: 1\n", "Total electrification rate achieved in 2030 is 74.0 %\n", "Total electrification rate achieved in 2060 is 99.8 %\n" @@ -116,14 +312,26 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-10-06 12:38:47,784\t\tFinished\n" + "2023-12-19 18:57:59,954\t\tFinished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Running MLED scenario 'improved_access'...\n", + "\n", + "Combined Scenario Number and Name: 8_ambitious_development_improved_access\n", + "Running MLED scenario 'ambitious_development' with access target of 'improved_access'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\8_zambia_onsset_specifications_calibrated_ambitious_development_improved_access.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\3_zambia_onsset_input_mled_demands_ambitious_development.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 8_ambitious_development_improved_access\n", + "base scenario: ambitious_development\n", + "access target: improved_access\n", + "2030 access rate target: 0.87\n", + "2060 access rate target: 0.999\n", + "Total Demand input file: 82.29 TWh\n", "OnSSET Scenario: 1\n", "Total electrification rate achieved in 2030 is 87.0 %\n", "Total electrification rate achieved in 2060 is 99.9 %\n" @@ -133,14 +341,26 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-10-06 12:41:47,710\t\tFinished\n" + "2023-12-19 19:01:06,212\t\tFinished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ - "Running MLED scenario 'ambitious_development'...\n", + "\n", + "Combined Scenario Number and Name: 9_ambitious_development_ambitious_development\n", + "Running MLED scenario 'ambitious_development' with access target of 'ambitious_development'...\n", + "specs_path: ..\\onsset_replication\\onsset_input_files\\9_zambia_onsset_specifications_calibrated_ambitious_development_ambitious_development.xlsx\n", + "calibrated_csv_path: ..\\mled_processed_input_files\\3_zambia_onsset_input_mled_demands_ambitious_development.csv\n", + "results_folder: ..\\results\\onsset_full_results\n", + "summary_folder: ..\\results\\onsset_summary_results\n", + "mled scenario number and name: 9_ambitious_development_ambitious_development\n", + "base scenario: ambitious_development\n", + "access target: ambitious_development\n", + "2030 access rate target: 0.9999\n", + "2060 access rate target: 1\n", + "Total Demand input file: 82.29 TWh\n", "OnSSET Scenario: 1\n", "Total electrification rate achieved in 2030 is 100.0 %\n", "Total electrification rate achieved in 2060 is 100.0 %\n" @@ -150,7 +370,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "2023-10-06 12:44:53,237\t\tFinished\n" + "2023-12-19 19:04:14,068\t\tFinished\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" ] } ], @@ -158,21 +385,43 @@ "#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", - "\n", - " specs = pd.read_excel(specs_path, index_col=0)\n", + "for mled_scenario in base_scenarios:\n", + " for access_target in access_rates:\n", + " combined_scenario_name = mled_scenario + \"_\" + access_target\n", + " print(\"Combined Scenario Number and Name: \"+ str(mled_scenario_number_counter) + \"_\" +combined_scenario_name)\n", + " print(\"Running MLED scenario '\" + mled_scenario +\"' with access target of '\" + access_target+\"'...\")\n", + " specs_path = os.path.join(scenario_specification_files_dictionary[combined_scenario_name])\n", "\n", - " calibrated_csv_path = os.path.join(scenario_input_files_dictionary[mled_scenario])\n", + " specs = pd.read_excel(specs_path, index_col=0)\n", "\n", - " scenario(specs_path, calibrated_csv_path, results_folder, summary_folder, str(mled_scenario_number_counter) + \"_\" + mled_scenario)\n", - " scenario_number_counter += 1" + " calibrated_csv_path = os.path.join(scenario_input_files_dictionary[mled_scenario])\n", + " calibrated_csv = pd.read_csv(calibrated_csv_path)\n", + " \n", + " print(\"specs_path: \" + specs_path)\n", + " print(\"calibrated_csv_path: \" + calibrated_csv_path)\n", + " print(\"results_folder: \" + results_folder)\n", + " print(\"summary_folder: \" + summary_folder)\n", + " print(\"mled scenario number and name: \" + str(mled_scenario_number_counter) + \"_\" + combined_scenario_name)\n", + " print(\"base scenario: \" + mled_scenario)\n", + " print(\"access target: \" + access_target)\n", + " specs_excel = pd.read_excel(specs_path, sheet_name = \"ScenarioParameters\")\n", + " target_2030 = specs_excel[\"5YearTarget\"][0]\n", + " target_2060 = specs_excel[\"FinalYearTarget\"][0]\n", + " print(\"2030 access rate target: \" + str(target_2030))\n", + " print(\"2060 access rate target: \" + str(target_2060))\n", + " \n", + " print(\"Total Demand input file: \"+str((calibrated_csv[\"tot_dem_2060\"].sum()/10**9).round(2)) + \" TWh\")\n", + " \n", + " scenario(specs_path, calibrated_csv_path, results_folder, summary_folder, str(mled_scenario_number_counter) + \"_\" + combined_scenario_name)\n", + " \n", + " print()\n", + " \n", + " mled_scenario_number_counter += 1" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, "id": "9a104fc4-a2a2-44ab-b60e-660d10aa2f64", "metadata": {}, "outputs": [], @@ -184,19 +433,25 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "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')]" + "[WindowsPath('../results/onsset_full_results/1_baseline_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/2_baseline_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/3_baseline_ambitious_development_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/4_improved_access_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/5_improved_access_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/6_improved_access_ambitious_development_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/7_ambitious_development_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/8_ambitious_development_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " WindowsPath('../results/onsset_full_results/9_ambitious_development_ambitious_development_zm-2-0_0_0_0_0_0.csv')]" ] }, - "execution_count": 16, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -207,19 +462,25 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "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')}" + "{'baseline_baseline': WindowsPath('../results/onsset_full_results/1_baseline_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " 'baseline_improved_access': WindowsPath('../results/onsset_full_results/2_baseline_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " 'baseline_ambitious_development': WindowsPath('../results/onsset_full_results/3_baseline_ambitious_development_zm-2-0_0_0_0_0_0.csv'),\n", + " 'improved_access_baseline': WindowsPath('../results/onsset_full_results/4_improved_access_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " 'improved_access_improved_access': WindowsPath('../results/onsset_full_results/5_improved_access_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " 'improved_access_ambitious_development': WindowsPath('../results/onsset_full_results/6_improved_access_ambitious_development_zm-2-0_0_0_0_0_0.csv'),\n", + " 'ambitious_development_baseline': WindowsPath('../results/onsset_full_results/7_ambitious_development_baseline_zm-2-0_0_0_0_0_0.csv'),\n", + " 'ambitious_development_improved_access': WindowsPath('../results/onsset_full_results/8_ambitious_development_improved_access_zm-2-0_0_0_0_0_0.csv'),\n", + " 'ambitious_development_ambitious_development': WindowsPath('../results/onsset_full_results/9_ambitious_development_ambitious_development_zm-2-0_0_0_0_0_0.csv')}" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -230,7 +491,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 15, "id": "e44f76c3-7886-43d1-a449-bbf6ed93f187", "metadata": {}, "outputs": [], @@ -278,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 16, "id": "86dd44dd-bb42-43f4-8055-b8ef05d48874", "metadata": {}, "outputs": [ @@ -319,9 +580,9 @@ " grid_existing\n", " rural\n", " 2020\n", - " baseline\n", + " baseline_baseline\n", " GWh\n", - " 5.2\n", + " 7.03\n", " \n", " \n", " 1\n", @@ -329,9 +590,9 @@ " grid_existing\n", " urban\n", " 2020\n", - " baseline\n", + " baseline_baseline\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 2\n", @@ -339,9 +600,9 @@ " grid_new\n", " rural\n", " 2020\n", - " baseline\n", + " baseline_baseline\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 3\n", @@ -349,9 +610,9 @@ " grid_new\n", " urban\n", " 2020\n", - " baseline\n", + " baseline_baseline\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 4\n", @@ -359,9 +620,9 @@ " sa_pv\n", " rural\n", " 2020\n", - " baseline\n", + " baseline_baseline\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " ...\n", @@ -379,9 +640,9 @@ " mg_wind_hybrid\n", " urban\n", " 2060\n", - " ambitious_development\n", + " ambitious_development_ambitious_development\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 332\n", @@ -389,9 +650,9 @@ " mg_hydro\n", " rural\n", " 2060\n", - " ambitious_development\n", + " ambitious_development_ambitious_development\n", " GWh\n", - " 0.0\n", + " 0.04\n", " \n", " \n", " 333\n", @@ -399,9 +660,9 @@ " mg_hydro\n", " urban\n", " 2060\n", - " ambitious_development\n", + " ambitious_development_ambitious_development\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 334\n", @@ -409,9 +670,9 @@ " unelectrified\n", " rural\n", " 2060\n", - " ambitious_development\n", + " ambitious_development_ambitious_development\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", " 335\n", @@ -419,33 +680,46 @@ " unelectrified\n", " urban\n", " 2060\n", - " ambitious_development\n", + " ambitious_development_ambitious_development\n", " GWh\n", - " 0.0\n", + " 0.00\n", " \n", " \n", "\n", - "

3024 rows × 7 columns

\n", + "

9072 rows × 7 columns

\n", "" ], "text/plain": [ - " 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", + " BCU tec urb_rur year \\\n", + "0 1 grid_existing rural 2020 \n", + "1 1 grid_existing urban 2020 \n", + "2 1 grid_new rural 2020 \n", + "3 1 grid_new urban 2020 \n", + "4 1 sa_pv rural 2020 \n", + ".. .. ... ... ... \n", + "331 24 mg_wind_hybrid urban 2060 \n", + "332 24 mg_hydro rural 2060 \n", + "333 24 mg_hydro urban 2060 \n", + "334 24 unelectrified rural 2060 \n", + "335 24 unelectrified urban 2060 \n", "\n", - "[3024 rows x 7 columns]" + " scenario unit value \n", + "0 baseline_baseline GWh 7.03 \n", + "1 baseline_baseline GWh 0.00 \n", + "2 baseline_baseline GWh 0.00 \n", + "3 baseline_baseline GWh 0.00 \n", + "4 baseline_baseline GWh 0.00 \n", + ".. ... ... ... \n", + "331 ambitious_development_ambitious_development GWh 0.00 \n", + "332 ambitious_development_ambitious_development GWh 0.04 \n", + "333 ambitious_development_ambitious_development GWh 0.00 \n", + "334 ambitious_development_ambitious_development GWh 0.00 \n", + "335 ambitious_development_ambitious_development GWh 0.00 \n", + "\n", + "[9072 rows x 7 columns]" ] }, - "execution_count": 19, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -456,7 +730,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "id": "7f3c9b63-c51a-4597-89ca-4bdde3ebc826", "metadata": {}, "outputs": [ @@ -494,369 +768,16701 @@ " \n", " \n", " \n", - " 2020\n", - " grid_existing\n", - " ambitious_development\n", - " 4246.0\n", + " 2020\n", + " grid_existing\n", + " ambitious_development_ambitious_development\n", + " 4242.5\n", + " \n", + " \n", + " ambitious_development_baseline\n", + " 4242.5\n", + " \n", + " \n", + " ambitious_development_improved_access\n", + " 4242.5\n", + " \n", + " \n", + " baseline_ambitious_development\n", + " 4241.5\n", + " \n", + " \n", + " baseline_baseline\n", + " 4241.5\n", + " \n", + " \n", + " baseline_improved_access\n", + " 4241.5\n", + " \n", + " \n", + " improved_access_ambitious_development\n", + " 4242.2\n", " \n", " \n", - " baseline\n", - " 4245.1\n", + " improved_access_baseline\n", + " 4242.2\n", " \n", " \n", - " improved_access\n", - " 4245.7\n", + " improved_access_improved_access\n", + " 4242.2\n", " \n", " \n", - " grid_new\n", - " ambitious_development\n", + " grid_new\n", + " ambitious_development_ambitious_development\n", " 0.0\n", " \n", " \n", - " baseline\n", + " ambitious_development_baseline\n", " 0.0\n", " \n", " \n", - " improved_access\n", + " ambitious_development_improved_access\n", " 0.0\n", " \n", " \n", - " sa_pv\n", - " ambitious_development\n", + " baseline_ambitious_development\n", " 0.0\n", " \n", " \n", - " baseline\n", + " baseline_baseline\n", " 0.0\n", " \n", " \n", - " improved_access\n", + " baseline_improved_access\n", " 0.0\n", " \n", " \n", - " mg_pv_hybrid\n", - " ambitious_development\n", + " improved_access_ambitious_development\n", " 0.0\n", " \n", " \n", - " baseline\n", + " improved_access_baseline\n", " 0.0\n", " \n", " \n", - " improved_access\n", + " improved_access_improved_access\n", " 0.0\n", " \n", " \n", - " mg_wind_hybrid\n", - " ambitious_development\n", + " sa_pv\n", + " ambitious_development_ambitious_development\n", " 0.0\n", " \n", " \n", - " baseline\n", + " ambitious_development_baseline\n", " 0.0\n", " \n", " \n", - " improved_access\n", + " ambitious_development_improved_access\n", " 0.0\n", " \n", " \n", - " mg_hydro\n", - " ambitious_development\n", + " baseline_ambitious_development\n", " 0.0\n", " \n", " \n", - " baseline\n", + " baseline_baseline\n", " 0.0\n", " \n", " \n", - " improved_access\n", + " baseline_improved_access\n", " 0.0\n", " \n", " \n", - " unelectrified\n", - " ambitious_development\n", - " 9252.5\n", + " improved_access_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 9191.4\n", + " improved_access_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 9229.1\n", + " improved_access_improved_access\n", + " 0.0\n", " \n", " \n", - " 2030\n", - " grid_existing\n", - " ambitious_development\n", - " 16891.0\n", + " mg_pv_hybrid\n", + " ambitious_development_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 16889.4\n", + " ambitious_development_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 16888.0\n", + " ambitious_development_improved_access\n", + " 0.0\n", " \n", " \n", - " grid_new\n", - " ambitious_development\n", - " 8316.5\n", + " baseline_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 4942.0\n", + " baseline_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 5145.5\n", + " baseline_improved_access\n", + " 0.0\n", " \n", " \n", - " sa_pv\n", - " ambitious_development\n", - " 35.0\n", + " improved_access_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 33.3\n", + " improved_access_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 35.9\n", + " improved_access_improved_access\n", + " 0.0\n", " \n", " \n", - " mg_pv_hybrid\n", - " ambitious_development\n", - " 7944.8\n", + " mg_wind_hybrid\n", + " ambitious_development_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 1039.9\n", + " ambitious_development_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 3256.5\n", + " ambitious_development_improved_access\n", + " 0.0\n", " \n", " \n", - " mg_wind_hybrid\n", - " ambitious_development\n", - " 3.2\n", + " baseline_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 2.6\n", + " baseline_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 2.6\n", + " baseline_improved_access\n", + " 0.0\n", " \n", " \n", - " mg_hydro\n", - " ambitious_development\n", - " 38.9\n", + " improved_access_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 37.4\n", + " improved_access_baseline\n", + " 0.0\n", " \n", " \n", - " improved_access\n", - " 36.0\n", + " improved_access_improved_access\n", + " 0.0\n", " \n", " \n", - " unelectrified\n", - " ambitious_development\n", - " 4938.6\n", + " mg_hydro\n", + " ambitious_development_ambitious_development\n", + " 0.0\n", " \n", " \n", - " baseline\n", - " 15130.6\n", + " ambitious_development_baseline\n", + " 0.0\n", " \n", " \n", - " 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value
yearBCUtecurb_rurscenario
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ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development71.4
ambitious_development_baseline71.4
ambitious_development_improved_access71.4
baseline_ambitious_development71.0
baseline_baseline71.0
baseline_improved_access71.0
improved_access_ambitious_development71.2
improved_access_baseline71.2
improved_access_improved_access71.2
grid_newruralambitious_development_ambitious_development165.1
ambitious_development_baseline156.6
ambitious_development_improved_access157.9
baseline_ambitious_development142.5
baseline_baseline136.4
baseline_improved_access137.0
improved_access_ambitious_development152.0
improved_access_baseline145.7
improved_access_improved_access146.5
urbanambitious_development_ambitious_development657.8
ambitious_development_baseline657.8
ambitious_development_improved_access657.8
baseline_ambitious_development643.7
baseline_baseline643.7
baseline_improved_access643.7
improved_access_ambitious_development649.2
improved_access_baseline649.2
improved_access_improved_access649.2
sa_pvruralambitious_development_ambitious_development0.4
ambitious_development_baseline1.4
ambitious_development_improved_access0.7
baseline_ambitious_development0.6
baseline_baseline1.3
baseline_improved_access0.7
improved_access_ambitious_development0.5
improved_access_baseline1.4
improved_access_improved_access0.7
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
mg_pv_hybridruralambitious_development_ambitious_development1.0
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ambitious_development_improved_access0.3
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baseline_baseline0.2
baseline_improved_access0.4
improved_access_ambitious_development0.6
improved_access_baseline0.1
improved_access_improved_access0.3
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
mg_wind_hybridruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
mg_hydroruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
unelectrifiedruralambitious_development_ambitious_development0.0
ambitious_development_baseline8.4
ambitious_development_improved_access7.6
baseline_ambitious_development0.0
baseline_baseline5.9
baseline_improved_access5.6
improved_access_ambitious_development0.0
improved_access_baseline5.9
improved_access_improved_access5.6
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
2grid_existingruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development40.8
ambitious_development_baseline40.8
ambitious_development_improved_access40.8
baseline_ambitious_development40.8
baseline_baseline40.8
baseline_improved_access40.8
improved_access_ambitious_development40.8
improved_access_baseline40.8
improved_access_improved_access40.8
grid_newruralambitious_development_ambitious_development158.7
ambitious_development_baseline132.7
ambitious_development_improved_access154.3
baseline_ambitious_development157.5
baseline_baseline130.9
baseline_improved_access152.5
improved_access_ambitious_development158.2
improved_access_baseline132.2
improved_access_improved_access153.8
urbanambitious_development_ambitious_development57.7
ambitious_development_baseline57.7
ambitious_development_improved_access57.7
baseline_ambitious_development57.7
baseline_baseline57.7
baseline_improved_access57.7
improved_access_ambitious_development57.7
improved_access_baseline57.7
improved_access_improved_access57.7
sa_pvruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
mg_pv_hybridruralambitious_development_ambitious_development0.1
ambitious_development_baseline0.1
ambitious_development_improved_access0.1
baseline_ambitious_development0.1
baseline_baseline0.1
baseline_improved_access0.1
improved_access_ambitious_development0.1
improved_access_baseline0.1
improved_access_improved_access0.1
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
mg_wind_hybridruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development0.0
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development0.0
improved_access_baseline0.0
improved_access_improved_access0.0
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
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baseline_improved_access47.3
improved_access_ambitious_development89.2
improved_access_baseline38.7
improved_access_improved_access47.7
urbanambitious_development_ambitious_development45.9
ambitious_development_baseline25.0
ambitious_development_improved_access25.0
baseline_ambitious_development45.9
baseline_baseline25.0
baseline_improved_access25.0
improved_access_ambitious_development45.9
improved_access_baseline25.0
improved_access_improved_access25.0
mg_wind_hybridruralambitious_development_ambitious_development0.0
ambitious_development_baseline0.0
ambitious_development_improved_access0.0
baseline_ambitious_development3.8
baseline_baseline0.0
baseline_improved_access0.0
improved_access_ambitious_development3.8
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urbanambitious_development_ambitious_development0.0
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mg_hydroruralambitious_development_ambitious_development0.1
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ambitious_development_improved_access0.0
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urbanambitious_development_ambitious_development0.0
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unelectrifiedruralambitious_development_ambitious_development0.0
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ambitious_development_improved_access12.1
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baseline_baseline14.4
baseline_improved_access12.0
improved_access_ambitious_development0.0
improved_access_baseline14.4
improved_access_improved_access12.1
urbanambitious_development_ambitious_development0.0
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ambitious_development_improved_access0.0
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urbanambitious_development_ambitious_development524.7
ambitious_development_baseline524.7
ambitious_development_improved_access524.7
baseline_ambitious_development524.6
baseline_baseline524.6
baseline_improved_access524.6
improved_access_ambitious_development524.6
improved_access_baseline524.6
improved_access_improved_access524.6
grid_newruralambitious_development_ambitious_development2286.0
ambitious_development_baseline2050.9
ambitious_development_improved_access2201.5
baseline_ambitious_development2266.5
baseline_baseline2029.3
baseline_improved_access2175.3
improved_access_ambitious_development2276.5
improved_access_baseline2041.1
improved_access_improved_access2186.1
urbanambitious_development_ambitious_development860.0
ambitious_development_baseline841.2
ambitious_development_improved_access860.0
baseline_ambitious_development859.6
baseline_baseline840.8
baseline_improved_access859.6
improved_access_ambitious_development859.8
improved_access_baseline841.0
improved_access_improved_access859.8
sa_pvruralambitious_development_ambitious_development0.8
ambitious_development_baseline3.5
ambitious_development_improved_access1.6
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improved_access_improved_access0.0
mg_pv_hybridruralambitious_development_ambitious_development31.9
ambitious_development_baseline19.2
ambitious_development_improved_access25.0
baseline_ambitious_development31.8
baseline_baseline17.4
baseline_improved_access24.5
improved_access_ambitious_development31.9
improved_access_baseline17.6
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unelectrifiedruralambitious_development_ambitious_development0.0
ambitious_development_baseline245.1
ambitious_development_improved_access90.6
baseline_ambitious_development0.0
baseline_baseline249.3
baseline_improved_access97.7
improved_access_ambitious_development0.0
improved_access_baseline247.2
improved_access_improved_access97.1
urbanambitious_development_ambitious_development0.0
ambitious_development_baseline18.7
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\n", + "
" + ], + "text/plain": [ + " value\n", + "year BCU tec urb_rur scenario \n", + "2060 1 grid_existing rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 71.4\n", + " ambitious_development_baseline 71.4\n", + " ambitious_development_improved_access 71.4\n", + " baseline_ambitious_development 71.0\n", + " baseline_baseline 71.0\n", + " baseline_improved_access 71.0\n", + " improved_access_ambitious_development 71.2\n", + " improved_access_baseline 71.2\n", + " improved_access_improved_access 71.2\n", + " grid_new rural ambitious_development_ambitious_development 165.1\n", + " ambitious_development_baseline 156.6\n", + " ambitious_development_improved_access 157.9\n", + " baseline_ambitious_development 142.5\n", + " baseline_baseline 136.4\n", + " baseline_improved_access 137.0\n", + " improved_access_ambitious_development 152.0\n", + " improved_access_baseline 145.7\n", + " improved_access_improved_access 146.5\n", + " urban ambitious_development_ambitious_development 657.8\n", + " ambitious_development_baseline 657.8\n", + " ambitious_development_improved_access 657.8\n", + " baseline_ambitious_development 643.7\n", + " baseline_baseline 643.7\n", + " baseline_improved_access 643.7\n", + " improved_access_ambitious_development 649.2\n", + " improved_access_baseline 649.2\n", + " improved_access_improved_access 649.2\n", + " sa_pv rural ambitious_development_ambitious_development 0.4\n", + " ambitious_development_baseline 1.4\n", + " ambitious_development_improved_access 0.7\n", + " baseline_ambitious_development 0.6\n", + " baseline_baseline 1.3\n", + " baseline_improved_access 0.7\n", + " improved_access_ambitious_development 0.5\n", + " improved_access_baseline 1.4\n", + " improved_access_improved_access 0.7\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_pv_hybrid rural ambitious_development_ambitious_development 1.0\n", + " ambitious_development_baseline 0.1\n", + " ambitious_development_improved_access 0.3\n", + " baseline_ambitious_development 0.7\n", + " baseline_baseline 0.2\n", + " baseline_improved_access 0.4\n", + " improved_access_ambitious_development 0.6\n", + " improved_access_baseline 0.1\n", + " improved_access_improved_access 0.3\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_wind_hybrid rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_hydro rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " unelectrified rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 8.4\n", + " ambitious_development_improved_access 7.6\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 5.9\n", + " baseline_improved_access 5.6\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 5.9\n", + " improved_access_improved_access 5.6\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " 2 grid_existing rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 40.8\n", + " ambitious_development_baseline 40.8\n", + " ambitious_development_improved_access 40.8\n", + " baseline_ambitious_development 40.8\n", + " baseline_baseline 40.8\n", + " baseline_improved_access 40.8\n", + " improved_access_ambitious_development 40.8\n", + " improved_access_baseline 40.8\n", + " improved_access_improved_access 40.8\n", + " grid_new rural ambitious_development_ambitious_development 158.7\n", + " ambitious_development_baseline 132.7\n", + " ambitious_development_improved_access 154.3\n", + " baseline_ambitious_development 157.5\n", + " baseline_baseline 130.9\n", + " baseline_improved_access 152.5\n", + " improved_access_ambitious_development 158.2\n", + " improved_access_baseline 132.2\n", + " improved_access_improved_access 153.8\n", + " urban ambitious_development_ambitious_development 57.7\n", + " ambitious_development_baseline 57.7\n", + " ambitious_development_improved_access 57.7\n", + " baseline_ambitious_development 57.7\n", + " baseline_baseline 57.7\n", + " baseline_improved_access 57.7\n", + " improved_access_ambitious_development 57.7\n", + " improved_access_baseline 57.7\n", + " improved_access_improved_access 57.7\n", + " sa_pv rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_pv_hybrid rural ambitious_development_ambitious_development 0.1\n", + " ambitious_development_baseline 0.1\n", + " ambitious_development_improved_access 0.1\n", + " baseline_ambitious_development 0.1\n", + " baseline_baseline 0.1\n", + " baseline_improved_access 0.1\n", + " improved_access_ambitious_development 0.1\n", + " improved_access_baseline 0.1\n", + " improved_access_improved_access 0.1\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_wind_hybrid rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_hydro rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " unelectrified rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 26.0\n", + " ambitious_development_improved_access 4.4\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 26.5\n", + " baseline_improved_access 5.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 26.0\n", + " improved_access_improved_access 4.4\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " 3 grid_existing rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " urban ambitious_development_ambitious_development 822.5\n", + " ambitious_development_baseline 822.5\n", + " ambitious_development_improved_access 822.5\n", + " baseline_ambitious_development 822.4\n", + " baseline_baseline 822.4\n", + " baseline_improved_access 822.4\n", + " improved_access_ambitious_development 822.4\n", + " improved_access_baseline 822.4\n", + " improved_access_improved_access 822.4\n", + " grid_new rural ambitious_development_ambitious_development 908.4\n", + " ambitious_development_baseline 755.3\n", + " ambitious_development_improved_access 843.4\n", + " baseline_ambitious_development 905.8\n", + " baseline_baseline 748.0\n", + " baseline_improved_access 839.5\n", + " improved_access_ambitious_development 907.5\n", + " improved_access_baseline 749.6\n", + " improved_access_improved_access 841.1\n", + " urban ambitious_development_ambitious_development 358.7\n", + " ambitious_development_baseline 358.7\n", + " ambitious_development_improved_access 358.7\n", + " baseline_ambitious_development 358.6\n", + " baseline_baseline 358.6\n", + " baseline_improved_access 358.6\n", + " improved_access_ambitious_development 358.7\n", + " improved_access_baseline 358.7\n", + " improved_access_improved_access 358.7\n", + " sa_pv rural ambitious_development_ambitious_development 0.1\n", + " ambitious_development_baseline 0.2\n", + " ambitious_development_improved_access 0.2\n", + " baseline_ambitious_development 0.1\n", + " baseline_baseline 0.2\n", + " baseline_improved_access 0.1\n", + " improved_access_ambitious_development 0.1\n", + " improved_access_baseline 0.2\n", + " improved_access_improved_access 0.2\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_pv_hybrid rural ambitious_development_ambitious_development 3.2\n", + " ambitious_development_baseline 1.4\n", + " ambitious_development_improved_access 1.7\n", + " baseline_ambitious_development 3.2\n", + " baseline_baseline 1.4\n", + " baseline_improved_access 1.9\n", + " improved_access_ambitious_development 3.2\n", + " improved_access_baseline 1.4\n", + " improved_access_improved_access 1.8\n", + " urban ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " ambitious_development_improved_access 0.0\n", + " baseline_ambitious_development 0.0\n", + " baseline_baseline 0.0\n", + " baseline_improved_access 0.0\n", + " improved_access_ambitious_development 0.0\n", + " improved_access_baseline 0.0\n", + " improved_access_improved_access 0.0\n", + " mg_wind_hybrid rural ambitious_development_ambitious_development 0.0\n", + " ambitious_development_baseline 0.0\n", + " 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